{"id": "ptc_mt_yelp_top_k_refinement_0", "question": [[{"role": "user", "content": "For ALL Chinese restaurants within 5 miles of me that have at least 200 reviews, I need a comprehensive comparison. For each qualifying restaurant, get its distance from me, current wait time, and whether it's currently open. Return the full list sorted by rating descending (break ties by distance ascending). Respond with a JSON array where each element has keys: business_id, name, rating, review_count, distance_miles, wait_minutes, is_open."}], [{"role": "user", "content": "From those same results, I actually care most about short wait times. Re-rank the qualifying restaurants by wait_minutes ascending (break ties by rating descending). Show me only the ones that are currently open. Respond with a JSON array where each element has keys: business_id, name, rating, wait_minutes, distance_miles."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_rank_refilter", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Alex Chen\", \"email\": \"alex.chen@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T12:30:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Golden Dragon\", \"address\": \"100 Grant Ave, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 220, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-1001\", \"website\": \"https://www.goldendragon.com\", \"latitude\": 37.8012, \"longitude\": -122.4485, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Jade Palace\", \"address\": \"150 Grant Ave, San Francisco, CA\", \"rating\": 3.5, \"review_count\": 220, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-1002\", \"website\": \"https://www.jadepalace.com\", \"latitude\": 37.757, \"longitude\": -122.4247, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Szechuan House\", \"address\": \"200 Grant Ave, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 220, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1003\", \"website\": \"https://www.szechuanhouse.com\", \"latitude\": 37.7659, \"longitude\": -122.411, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Wok Master\", \"address\": \"250 Grant Ave, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 280, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1004\", \"website\": \"https://www.wokmaster.com\", \"latitude\": 37.8107, \"longitude\": -122.4404, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Lucky Bamboo\", \"address\": \"300 Grant Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 280, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-1005\", \"website\": \"https://www.luckybamboo.com\", \"latitude\": 37.7574, \"longitude\": -122.4442, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Ming Kitchen\", \"address\": \"350 Grant Ave, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 280, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1006\", \"website\": \"https://www.mingkitchen.com\", \"latitude\": 37.76, \"longitude\": -122.3947, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Pearl Garden\", \"address\": \"400 Grant Ave, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 280, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-1007\", \"website\": \"https://www.pearlgarden.com\", \"latitude\": 37.8064, \"longitude\": -122.4473, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Dragon Gate\", \"address\": \"450 Grant Ave, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 350, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1008\", \"website\": \"https://www.dragongate.com\", \"latitude\": 37.7722, \"longitude\": -122.4119, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Lotus Blossom\", \"address\": \"500 Grant Ave, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 180, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:30\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1009\", \"website\": \"https://www.lotusblossom.com\", \"latitude\": 37.7987, \"longitude\": -122.4397, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Shanghai Express\", \"address\": \"550 Grant Ave, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 80, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1010\", \"website\": \"https://www.shanghaiexpress.com\", \"latitude\": 37.7676, \"longitude\": -122.4305, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Hunan Delight\", \"address\": \"600 Grant Ave, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 350, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-1011\", \"website\": \"https://www.hunandelight.com\", \"latitude\": 37.7714, \"longitude\": -122.4373, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Canton Kitchen\", \"address\": \"650 Grant Ave, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 180, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1012\", \"website\": \"https://www.cantonkitchen.com\", \"latitude\": 37.8208, \"longitude\": -122.4114, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Red Lantern\", \"address\": \"700 Grant Ave, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 180, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:30\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"10:30\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"10:30\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"10:30\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"10:30\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"10:30\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"10:30\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-1013\", \"website\": \"https://www.redlantern.com\", \"latitude\": 37.8218, \"longitude\": -122.426, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"Bamboo Grove\", \"address\": \"750 Grant Ave, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 420, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-1014\", \"website\": \"https://www.bamboogrove.com\", \"latitude\": 37.8189, \"longitude\": -122.4408, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Silk Road Noodle\", \"address\": \"800 Grant Ave, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 80, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-1015\", \"website\": \"https://www.silkroadnoodle.com\", \"latitude\": 37.7977, \"longitude\": -122.4219, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Bella Italia\", \"address\": \"200 Columbus Ave, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 300, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2001\", \"website\": \"https://www.bellaitalia.com\", \"latitude\": 37.8101, \"longitude\": -122.4039, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Tokyo Ramen\", \"address\": \"260 Columbus Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 300, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2002\", \"website\": \"https://www.tokyoramen.com\", \"latitude\": 37.7863, \"longitude\": -122.3928, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"Spice of India\", \"address\": \"320 Columbus Ave, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 200, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2003\", \"website\": \"https://www.spiceofindia.com\", \"latitude\": 37.7906, \"longitude\": -122.4436, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Le Petit Bistro\", \"address\": \"380 Columbus Ave, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 100, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2004\", \"website\": \"https://www.lepetitbistro.com\", \"latitude\": 37.811, \"longitude\": -122.4176, \"categories\": [\"French\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Taco Loco\", \"address\": \"440 Columbus Ave, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 300, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2005\", \"website\": \"https://www.tacoloco.com\", \"latitude\": 37.7891, \"longitude\": -122.4433, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Thai Orchid\", \"address\": \"500 Columbus Ave, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 400, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2006\", \"website\": \"https://www.thaiorchid.com\", \"latitude\": 37.7693, \"longitude\": -122.416, \"categories\": [\"Thai\", \"restaurant\"], \"current_wait_minutes\": 25}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Olive Garden Express\", \"address\": \"560 Columbus Ave, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 200, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2007\", \"website\": \"https://www.olivegardenexpress.com\", \"latitude\": 37.8113, \"longitude\": -122.4423, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 25}, \"biz_23\": {\"business_id\": \"biz_23\", \"name\": \"Sushi Central\", \"address\": \"620 Columbus Ave, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 200, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2008\", \"website\": \"https://www.sushicentral.com\", \"latitude\": 37.8198, \"longitude\": -122.4246, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_24\": {\"business_id\": \"biz_24\", \"name\": \"Pho Paradise\", \"address\": \"680 Columbus Ave, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 400, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2009\", \"website\": \"https://www.phoparadise.com\", \"latitude\": 37.7819, \"longitude\": -122.4097, \"categories\": [\"Vietnamese\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_25\": {\"business_id\": \"biz_25\", \"name\": \"Burger Joint\", \"address\": \"740 Columbus Ave, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 200, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2010\", \"website\": \"https://www.burgerjoint.com\", \"latitude\": 37.768, \"longitude\": -122.4297, \"categories\": [\"American\", \"restaurant\"], \"current_wait_minutes\": 10}}, \"reviews\": {}, \"saved_places\": {}}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_filter_relaxation_0", "question": [[{"role": "user", "content": "I'm trying to decide where to eat. Search for ALL restaurants within 5 miles of me. For each one, get the distance, current wait time, and check whether it's currently open. Group the results by cuisine category and for each category show: the number of open restaurants, average rating of open ones, and average wait time of open ones. Respond with a JSON object with key 'categories' containing an array where each element has keys: category, open_count, avg_rating, avg_wait_minutes. Sort by avg_rating descending."}], [{"role": "user", "content": "From those results, show me all the open Italian restaurants with wait time under 20 minutes, sorted by rating descending. Respond with a JSON array where each element has keys: business_id, name, rating, wait_minutes, distance_miles, is_open."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_category_filter", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sarah Park\", \"email\": \"sarah.park@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T18:30:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Roma\", \"address\": \"100 Main St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 50, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3001\", \"website\": \"https://www.trattoriaroma.com\", \"latitude\": 37.7506, \"longitude\": -122.4075, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 50}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Pasta House\", \"address\": \"130 Main St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 100, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3002\", \"website\": \"https://www.pastahouse.com\", \"latitude\": 37.769, \"longitude\": -122.4099, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Napoli Pizza\", \"address\": \"160 Main St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 50, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3003\", \"website\": \"https://www.napolipizza.com\", \"latitude\": 37.8128, \"longitude\": -122.4016, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 30}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Olive Branch\", \"address\": \"190 Main St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 400, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3004\", \"website\": \"https://www.olivebranch.com\", \"latitude\": 37.7829, \"longitude\": -122.3982, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 30}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Sakura Sushi\", \"address\": \"220 Main St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 100, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3005\", \"website\": \"https://www.sakurasushi.com\", \"latitude\": 37.8083, \"longitude\": -122.402, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Tokyo Table\", \"address\": \"250 Main St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 50, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3006\", \"website\": \"https://www.tokyotable.com\", \"latitude\": 37.7838, \"longitude\": -122.4333, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Ramen House\", \"address\": \"280 Main St, San Francisco, CA\", \"rating\": 3.5, \"review_count\": 50, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3007\", \"website\": \"https://www.ramenhouse.com\", \"latitude\": 37.8022, \"longitude\": -122.4176, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 40}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Zen Garden\", \"address\": \"310 Main St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 100, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3008\", \"website\": \"https://www.zengarden.com\", \"latitude\": 37.7885, \"longitude\": -122.3981, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Taco Bell Cantina\", \"address\": \"340 Main St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 400, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3009\", \"website\": \"https://www.tacobellcantina.com\", \"latitude\": 37.8241, \"longitude\": -122.4029, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"El Farolito\", \"address\": \"370 Main St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 400, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3010\", \"website\": \"https://www.elfarolito.com\", \"latitude\": 37.7652, \"longitude\": -122.4369, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Curry Palace\", \"address\": \"400 Main St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 300, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3011\", \"website\": \"https://www.currypalace.com\", \"latitude\": 37.754, \"longitude\": -122.4214, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Masala Kitchen\", \"address\": \"430 Main St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 200, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-3012\", \"website\": \"https://www.masalakitchen.com\", \"latitude\": 37.7555, \"longitude\": -122.4459, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 60}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Golden Dragon\", \"address\": \"460 Main St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 300, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3013\", \"website\": \"https://www.goldendragon.com\", \"latitude\": 37.7976, \"longitude\": -122.4128, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"Wok Express\", \"address\": \"490 Main St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 200, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3014\", \"website\": \"https://www.wokexpress.com\", \"latitude\": 37.7663, \"longitude\": -122.407, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 40}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Thai Basil\", \"address\": \"520 Main St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 200, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3015\", \"website\": \"https://www.thaibasil.com\", \"latitude\": 37.7753, \"longitude\": -122.4049, \"categories\": [\"Thai\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Pho Saigon\", \"address\": \"550 Main St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 150, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3016\", \"website\": \"https://www.phosaigon.com\", \"latitude\": 37.793, \"longitude\": -122.4196, \"categories\": [\"Vietnamese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Le Petit\", \"address\": \"580 Main St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 300, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3017\", \"website\": \"https://www.lepetit.com\", \"latitude\": 37.7626, \"longitude\": -122.4, \"categories\": [\"French\", \"restaurant\"], \"current_wait_minutes\": 50}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"Seoul Kitchen\", \"address\": \"610 Main St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 100, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-3018\", \"website\": \"https://www.seoulkitchen.com\", \"latitude\": 37.774, \"longitude\": -122.4102, \"categories\": [\"Korean\", \"restaurant\"], \"current_wait_minutes\": 50}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Burger Joint\", \"address\": \"640 Main St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 150, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3019\", \"website\": \"https://www.burgerjoint.com\", \"latitude\": 37.7624, \"longitude\": -122.4331, \"categories\": [\"American\", \"restaurant\"], \"current_wait_minutes\": 50}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Fish & Chips\", \"address\": \"670 Main St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 50, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:30\"}}, \"phone\": \"(415) 555-3020\", \"website\": \"https://www.fishchips.com\", \"latitude\": 37.7891, \"longitude\": -122.3957, \"categories\": [\"British\", \"restaurant\"], \"current_wait_minutes\": 0}}, \"reviews\": {}, \"saved_places\": {}}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_slot_expansion_0", "question": [[{"role": "user", "content": "I need to schedule a 45-minute meeting with Sam, Alice, Jordan, and Alex this week. Get each person's schedule for this week (Mon Apr 14 – Fri Apr 18) and find ALL 45-minute slots where the start time is aligned to a :00, :15, :30, or :45 UTC boundary and all four are simultaneously free, considering only weekday business hours (9 AM to 5 PM in each person's local timezone). Convert everything to UTC for comparison. Respond with a JSON object with keys: total_slots, slots (array where each element has: start_utc, end_utc)."}], [{"role": "user", "content": "Alex can't make it after all. From the data you already gathered, which ADDITIONAL 45-minute slots become available if we only need Sam, Alice, and Jordan? Only show the NEW slots that weren't possible with all four people. Respond with a JSON array where each element has keys: start_utc, end_utc."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_slots", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"simulated_now_iso\": \"2025-04-14T08:00:00\", \"simulated_now_timezone\": \"America/New_York\", \"current_week_start_date\": \"2025-04-14\", \"current_week_end_date\": \"2025-04-18\", \"current_user_name\": \"Sam\"}, \"employees\": [{\"id\": \"sam\", \"display_name\": \"Sam\", \"timezone\": \"America/New_York\"}, {\"id\": \"alice\", \"display_name\": \"Alice\", \"timezone\": \"America/Chicago\"}, {\"id\": \"jordan\", \"display_name\": \"Jordan\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"alex\", \"display_name\": \"Alex\", \"timezone\": \"Europe/London\"}], \"events\": [{\"employee_id\": \"sam\", \"start\": \"2025-04-14T09:00:00\", \"end\": \"2025-04-14T10:30:00\", \"title\": \"Sprint Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-14T13:00:00\", \"end\": \"2025-04-14T14:00:00\", \"title\": \"1:1 with Manager\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-15T10:00:00\", \"end\": \"2025-04-15T11:00:00\", \"title\": \"Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-15T14:00:00\", \"end\": \"2025-04-15T15:30:00\", \"title\": \"Team Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-16T09:00:00\", \"end\": \"2025-04-16T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-16T11:00:00\", \"end\": \"2025-04-16T12:00:00\", \"title\": \"Code Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-17T10:00:00\", \"end\": \"2025-04-17T11:30:00\", \"title\": \"Product Demo\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-17T14:00:00\", \"end\": \"2025-04-17T16:00:00\", \"title\": \"Workshop\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-18T09:00:00\", \"end\": \"2025-04-18T10:00:00\", \"title\": \"Retro\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-18T13:00:00\", \"end\": \"2025-04-18T14:00:00\", \"title\": \"Hiring Meeting\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-14T08:00:00\", \"end\": \"2025-04-14T09:30:00\", \"title\": \"Morning Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-14T12:00:00\", \"end\": \"2025-04-14T13:00:00\", \"title\": \"Lunch Meeting\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-15T09:00:00\", \"end\": \"2025-04-15T10:30:00\", \"title\": \"Strategy Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-15T14:00:00\", \"end\": \"2025-04-15T15:00:00\", \"title\": \"Client Call\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-16T10:00:00\", \"end\": \"2025-04-16T11:30:00\", \"title\": \"Brainstorm\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-16T13:00:00\", \"end\": \"2025-04-16T14:00:00\", \"title\": \"1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-17T09:00:00\", \"end\": \"2025-04-17T10:00:00\", \"title\": \"Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-17T11:00:00\", \"end\": \"2025-04-17T12:30:00\", \"title\": \"Design Session\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-18T10:00:00\", \"end\": \"2025-04-18T11:00:00\", \"title\": \"Demo Prep\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2025-04-18T14:00:00\", \"end\": \"2025-04-18T15:30:00\", \"title\": \"All-Hands\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-14T09:00:00\", \"end\": \"2025-04-14T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-14T14:00:00\", \"end\": \"2025-04-14T15:00:00\", \"title\": \"Tech Talk\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-15T09:30:00\", \"end\": \"2025-04-15T10:30:00\", \"title\": \"Arch Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-15T13:00:00\", \"end\": \"2025-04-15T14:00:00\", \"title\": \"Interview\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-16T10:00:00\", \"end\": \"2025-04-16T11:00:00\", \"title\": \"Sprint Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-16T14:00:00\", \"end\": \"2025-04-16T15:30:00\", \"title\": \"Workshop\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-17T09:00:00\", \"end\": \"2025-04-17T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-17T13:00:00\", \"end\": \"2025-04-17T14:30:00\", \"title\": \"Roadmap Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-18T09:00:00\", \"end\": \"2025-04-18T10:30:00\", \"title\": \"Retro\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-18T11:00:00\", \"end\": \"2025-04-18T12:00:00\", \"title\": \"Hiring Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-14T14:00:00\", \"end\": \"2025-04-14T15:00:00\", \"title\": \"UK Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-14T16:00:00\", \"end\": \"2025-04-14T17:00:00\", \"title\": \"Cross-team Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-15T14:00:00\", \"end\": \"2025-04-15T15:30:00\", \"title\": \"Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-15T16:00:00\", \"end\": \"2025-04-15T17:00:00\", \"title\": \"1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-16T14:00:00\", \"end\": \"2025-04-16T15:00:00\", \"title\": \"Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-16T16:00:00\", \"end\": \"2025-04-16T17:30:00\", \"title\": \"Deep Dive\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-17T14:00:00\", \"end\": \"2025-04-17T15:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-17T16:00:00\", \"end\": \"2025-04-17T17:00:00\", \"title\": \"Roadmap Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-18T14:00:00\", \"end\": \"2025-04-18T15:00:00\", \"title\": \"Demo\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-18T16:00:00\", \"end\": \"2025-04-18T17:00:00\", \"title\": \"Wrap-up\", \"rsvp\": \"accepted\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_grocery_store_comparison_0", "question": [[{"role": "user", "content": "I need to compare prices across ALL stores for everything on my shopping list. Get my shopping list, then check the inventory and prices at every store. Also check the delivery fee for each store and whether each item is in stock. For each store, list every item's price and stock status, plus the store's delivery fee. Respond with a JSON object with key 'stores' containing an array where each element has keys: store_id, store_name, delivery_fee, items (array of {item_name, price, in_stock}), missing_items (list of item names not in stock)."}], [{"role": "user", "content": "From those results, which stores have ALL my items in stock? Among those, which store has the lowest total cost (sum of item prices + delivery fee)? How much more would I pay at each of the other fully-stocked stores? Respond with a JSON object with keys: cheapest_store_id, cheapest_store_name, cheapest_total, comparison (array of other fully-stocked stores with: store_id, store_name, total, difference_from_cheapest). Sort comparison by difference ascending."}]], "involved_classes": ["GroceryDeliveryAPI"], "verifier_type": "multi_turn_grocery_rank", "initial_config": "{\"GroceryDeliveryAPI\": {\"stores\": {\"store_1\": {\"store_id\": \"store_1\", \"name\": \"FreshMart\", \"delivery_fee\": 3.85, \"service_fee_rate\": 0.14, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.16, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.44, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 6.09, \"in_stock\": true}, \"chicken breast\": {\"item_name\": \"chicken breast\", \"price\": 8.0, \"in_stock\": false}, \"rice\": {\"item_name\": \"rice\", \"price\": 4.52, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 5.33, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.21, \"in_stock\": true}, \"tomato sauce\": {\"item_name\": \"tomato sauce\", \"price\": 2.41, \"in_stock\": true}}, \"gift_card_balance\": 0}, \"store_2\": {\"store_id\": \"store_2\", \"name\": \"GreenGrocer\", \"delivery_fee\": 2.15, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 5.66, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.99, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.37, \"in_stock\": true}, \"chicken breast\": {\"item_name\": \"chicken breast\", \"price\": 9.97, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 5.91, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 3.23, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.26, \"in_stock\": true}, \"tomato sauce\": {\"item_name\": \"tomato sauce\", \"price\": 3.8, \"in_stock\": true}}, \"gift_card_balance\": 0}, \"store_3\": {\"store_id\": \"store_3\", \"name\": \"DailyGrocer\", \"delivery_fee\": 2.14, \"service_fee_rate\": 0.07, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 4.2, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.78, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 6.34, \"in_stock\": true}, \"chicken breast\": {\"item_name\": \"chicken breast\", \"price\": 10.01, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 7.86, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 3.42, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.56, \"in_stock\": true}, \"tomato sauce\": {\"item_name\": \"tomato sauce\", \"price\": 3.77, \"in_stock\": true}}, \"gift_card_balance\": 10}, \"store_4\": {\"store_id\": \"store_4\", \"name\": \"ValueStore\", \"delivery_fee\": 6.37, \"service_fee_rate\": 0.08, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 4.18, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 4.13, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 5.75, \"in_stock\": true}, \"chicken breast\": {\"item_name\": \"chicken breast\", \"price\": 11.09, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 8.14, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 5.52, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.43, \"in_stock\": true}, \"tomato sauce\": {\"item_name\": \"tomato sauce\", \"price\": 2.33, \"in_stock\": true}}, \"gift_card_balance\": 0}, \"store_5\": {\"store_id\": \"store_5\", \"name\": \"OrganicPlus\", \"delivery_fee\": 3.88, \"service_fee_rate\": 0.13, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 5.06, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.91, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.39, \"in_stock\": true}, \"chicken breast\": {\"item_name\": \"chicken breast\", \"price\": 5.61, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 6.46, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 4.88, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.39, \"in_stock\": false}, \"tomato sauce\": {\"item_name\": \"tomato sauce\", \"price\": 3.49, \"in_stock\": true}}, \"gift_card_balance\": 25}, \"store_6\": {\"store_id\": \"store_6\", \"name\": \"QuickShop\", \"delivery_fee\": 4.58, \"service_fee_rate\": 0.11, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 5.42, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.75, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.91, \"in_stock\": true}, \"chicken breast\": {\"item_name\": \"chicken breast\", \"price\": 6.31, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 8.15, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 5.33, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.28, \"in_stock\": true}, \"tomato sauce\": {\"item_name\": \"tomato sauce\", \"price\": 2.1, \"in_stock\": true}}, \"gift_card_balance\": 0}}, \"shopping_list\": [\"milk\", \"bread\", \"eggs\", \"chicken breast\", \"rice\", \"apples\", \"pasta\", \"tomato sauce\"]}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_uber_second_best_0", "question": [[{"role": "user", "content": "For EVERY restaurant rated 4.0 or higher, I need a full comparison: get each one's distance from me, current wait time, and estimate the Uber ride cost from my location to each restaurant. Return the complete list sorted by Uber cost ascending. Respond with a JSON array where each element has keys: business_id, name, rating, distance_miles, wait_minutes, uber_cost_dollars."}], [{"role": "user", "content": "From those results, filter to only restaurants with a wait time under 20 minutes and re-rank by rating descending. Show me the top 5. Respond with a JSON array where each element has keys: business_id, name, rating, wait_minutes, uber_cost_dollars."}]], "involved_classes": ["YelpAPI", "UberAPI"], "verifier_type": "multi_turn_yelp_uber", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Mike Johnson\", \"email\": \"mike.j@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T19:00:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Sakura Sushi\", \"address\": \"100 Market St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 150, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4001\", \"website\": \"https://www.sakurasushi.com\", \"latitude\": 37.8024, \"longitude\": -122.4221, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Golden Dragon\", \"address\": \"140 Market St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 80, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4002\", \"website\": \"https://www.goldendragon.com\", \"latitude\": 37.8135, \"longitude\": -122.3924, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 25}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Taco Loco\", \"address\": \"180 Market St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 150, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4003\", \"website\": \"https://www.tacoloco.com\", \"latitude\": 37.8031, \"longitude\": -122.4128, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Curry House\", \"address\": \"220 Market St, San Francisco, CA\", \"rating\": 3.5, \"review_count\": 150, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4004\", \"website\": \"https://www.curryhouse.com\", \"latitude\": 37.768, \"longitude\": -122.4381, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 25}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Le Bistro\", \"address\": \"260 Market St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 500, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4005\", \"website\": \"https://www.lebistro.com\", \"latitude\": 37.818, \"longitude\": -122.4456, \"categories\": [\"French\", \"restaurant\"], \"current_wait_minutes\": 30}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Thai Orchid\", \"address\": \"300 Market St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 80, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4006\", \"website\": \"https://www.thaiorchid.com\", \"latitude\": 37.8057, \"longitude\": -122.4203, \"categories\": [\"Thai\", \"restaurant\"], \"current_wait_minutes\": 40}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Olive Garden\", \"address\": \"340 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 500, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4007\", \"website\": \"https://www.olivegarden.com\", \"latitude\": 37.784, \"longitude\": -122.4394, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Seoul BBQ\", \"address\": \"380 Market St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 150, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4008\", \"website\": \"https://www.seoulbbq.com\", \"latitude\": 37.7946, \"longitude\": -122.395, \"categories\": [\"Korean\", \"restaurant\"], \"current_wait_minutes\": 30}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Pho Saigon\", \"address\": \"420 Market St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 350, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4009\", \"website\": \"https://www.phosaigon.com\", \"latitude\": 37.7925, \"longitude\": -122.4165, \"categories\": [\"Vietnamese\", \"restaurant\"], \"current_wait_minutes\": 40}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Burger Palace\", \"address\": \"460 Market St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 500, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4010\", \"website\": \"https://www.burgerpalace.com\", \"latitude\": 37.8075, \"longitude\": -122.4197, \"categories\": [\"American\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Dim Sum House\", \"address\": \"500 Market St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 150, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4011\", \"website\": \"https://www.dimsumhouse.com\", \"latitude\": 37.8095, \"longitude\": -122.4215, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Ramen Shop\", \"address\": \"540 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 250, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4012\", \"website\": \"https://www.ramenshop.com\", \"latitude\": 37.8113, \"longitude\": -122.4187, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"El Mariachi\", \"address\": \"580 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 500, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4013\", \"website\": \"https://www.elmariachi.com\", \"latitude\": 37.8071, \"longitude\": -122.4359, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"Tandoori Nights\", \"address\": \"620 Market St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 150, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4014\", \"website\": \"https://www.tandoorinights.com\", \"latitude\": 37.7621, \"longitude\": -122.427, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Pasta Fresca\", \"address\": \"660 Market St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 150, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4015\", \"website\": \"https://www.pastafresca.com\", \"latitude\": 37.7826, \"longitude\": -122.4174, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 20}}, \"reviews\": {}, \"saved_places\": {}}, \"UberAPI\": {\"pricing\": {\"base_fare\": 2.5, \"per_mile_rate\": 1.75, \"per_minute_rate\": 0.35, \"minimum_fare\": 8.0, \"surge_multiplier\": 1.0, \"average_speed_mph\": 25}, \"rides\": []}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_drill_down_0", "question": [[{"role": "user", "content": "I need a comprehensive analysis of our reporting structure. Get the list of ALL employees, then get the complete reporting history for EVERY employee. For each manager, compute: how many unique employees they supervised, the total number of reporting periods, and the list of all their direct reports with dates. Rank managers by unique employee count descending. Respond with a JSON object with key 'managers' containing an array where each element has keys: manager_id, manager_name, unique_employee_count, total_periods, reports (array of {employee_id, employee_name, start_date, end_date})."}], [{"role": "user", "content": "For the top 3 managers by unique employee count, compute the average number of reporting periods per employee (i.e., how many times on average each of their reports changed managers or re-reported to them). Also list any employees who reported to more than one of these top 3 managers. Respond with a JSON object with keys: top_managers (array with manager_id, manager_name, unique_employee_count, avg_periods_per_employee), shared_employees (array with employee_id, employee_name, manager_ids)."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"emp_1\", \"employee_name\": \"Alice\"}, {\"employee_id\": \"emp_2\", \"employee_name\": \"Bob\"}, {\"employee_id\": \"emp_3\", \"employee_name\": \"Carol\"}, {\"employee_id\": \"emp_4\", \"employee_name\": \"Dave\"}, {\"employee_id\": \"emp_5\", \"employee_name\": \"Eve\"}, {\"employee_id\": \"emp_6\", \"employee_name\": \"Frank\"}, {\"employee_id\": \"emp_7\", \"employee_name\": \"Grace\"}, {\"employee_id\": \"emp_8\", \"employee_name\": \"Hank\"}, {\"employee_id\": \"emp_9\", \"employee_name\": \"Iris\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Jack\"}, {\"employee_id\": \"emp_11\", \"employee_name\": \"Kate\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Leo\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Mia\"}, {\"employee_id\": \"emp_14\", \"employee_name\": \"Nick\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Olivia\"}, {\"employee_id\": \"mgr_1\", \"employee_name\": \"Diana\"}, {\"employee_id\": \"mgr_2\", \"employee_name\": \"Victor\"}, {\"employee_id\": \"mgr_3\", \"employee_name\": \"Priya\"}, {\"employee_id\": \"mgr_4\", \"employee_name\": \"Marcus\"}, {\"employee_id\": \"mgr_5\", \"employee_name\": \"Sophia\"}], \"reporting_history\": [{\"employee_id\": \"emp_1\", \"employee_name\": \"Alice\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2020-05-01\", \"end_date\": \"2021-04-01\"}, {\"employee_id\": \"emp_1\", \"employee_name\": \"Alice\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2021-01-01\", \"end_date\": \"2022-03-01\"}, {\"employee_id\": \"emp_1\", \"employee_name\": \"Alice\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Priya\", \"start_date\": \"2022-04-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_2\", \"employee_name\": \"Bob\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Sophia\", \"start_date\": \"2020-06-01\", \"end_date\": \"2021-06-01\"}, {\"employee_id\": \"emp_2\", \"employee_name\": \"Bob\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Sophia\", \"start_date\": \"2021-05-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_3\", \"employee_name\": \"Carol\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2020-02-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_4\", \"employee_name\": \"Dave\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2020-04-01\", \"end_date\": \"2021-01-01\"}, {\"employee_id\": \"emp_4\", \"employee_name\": \"Dave\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2021-03-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_5\", \"employee_name\": \"Eve\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2020-06-01\", \"end_date\": \"2021-02-01\"}, {\"employee_id\": \"emp_5\", \"employee_name\": \"Eve\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2021-02-01\", \"end_date\": \"2022-05-01\"}, {\"employee_id\": \"emp_5\", \"employee_name\": \"Eve\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Sophia\", \"start_date\": \"2022-01-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_6\", \"employee_name\": \"Frank\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Sophia\", \"start_date\": \"2020-05-01\", \"end_date\": \"2021-06-01\"}, {\"employee_id\": \"emp_6\", \"employee_name\": \"Frank\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2021-01-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_7\", \"employee_name\": \"Grace\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2020-02-01\", \"end_date\": \"2021-04-01\"}, {\"employee_id\": \"emp_7\", \"employee_name\": \"Grace\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Victor\", \"start_date\": \"2021-01-01\", \"end_date\": \"2022-03-01\"}, {\"employee_id\": \"emp_7\", \"employee_name\": \"Grace\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2022-03-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_8\", \"employee_name\": \"Hank\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2020-03-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_9\", \"employee_name\": \"Iris\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2020-03-01\", \"end_date\": \"2021-04-01\"}, {\"employee_id\": \"emp_9\", \"employee_name\": \"Iris\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Priya\", \"start_date\": \"2021-01-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Jack\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2020-06-01\", \"end_date\": \"2021-05-01\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Jack\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2021-03-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_11\", \"employee_name\": \"Kate\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2020-06-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Leo\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2020-02-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Mia\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2020-05-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_14\", \"employee_name\": \"Nick\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Victor\", \"start_date\": \"2020-02-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Olivia\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Diana\", \"start_date\": \"2020-05-01\", \"end_date\": \"2021-02-01\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Olivia\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Marcus\", \"start_date\": \"2021-06-01\", \"end_date\": \"present\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_constraint_addition_0", "question": [[{"role": "user", "content": "Get the full schedules for Jordan, Alex, Sam, and Priya for this week (Mon Apr 14 – Fri Apr 18). Find all 1-hour blocks where at least 3 of these 4 people are simultaneously free, during business hours (9 AM to 5 PM in each person's local timezone). For each valid slot, note which 3+ people are available. Respond with a JSON object with keys: total_slots, slots (array where each element has: start_utc, end_utc, available_people (list of names), num_available)."}], [{"role": "user", "content": "From those results, which slots have ALL 4 people free? Respond with a JSON array where each element has keys: start_utc, end_utc, jordan_local, alex_local, sam_local, priya_local."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_constraint", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"simulated_now_iso\": \"2025-04-14T08:00:00\", \"simulated_now_timezone\": \"America/Los_Angeles\", \"current_week_start_date\": \"2025-04-14\", \"current_week_end_date\": \"2025-04-18\", \"current_user_name\": \"Jordan\"}, \"employees\": [{\"id\": \"jordan\", \"display_name\": \"Jordan\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"alex\", \"display_name\": \"Alex\", \"timezone\": \"Europe/London\"}, {\"id\": \"sam\", \"display_name\": \"Sam\", \"timezone\": \"America/New_York\"}, {\"id\": \"priya\", \"display_name\": \"Priya\", \"timezone\": \"Asia/Kolkata\"}], \"events\": [{\"employee_id\": \"jordan\", \"start\": \"2025-04-14T09:00:00\", \"end\": \"2025-04-14T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-14T13:00:00\", \"end\": \"2025-04-14T14:00:00\", \"title\": \"1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-15T10:00:00\", \"end\": \"2025-04-15T11:30:00\", \"title\": \"Design\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-15T14:00:00\", \"end\": \"2025-04-15T15:00:00\", \"title\": \"Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-16T09:00:00\", \"end\": \"2025-04-16T10:30:00\", \"title\": \"Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-16T13:00:00\", \"end\": \"2025-04-16T14:30:00\", \"title\": \"Workshop\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-17T09:00:00\", \"end\": \"2025-04-17T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-17T14:00:00\", \"end\": \"2025-04-17T15:00:00\", \"title\": \"Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-18T09:00:00\", \"end\": \"2025-04-18T10:00:00\", \"title\": \"Retro\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"jordan\", \"start\": \"2025-04-18T13:00:00\", \"end\": \"2025-04-18T14:00:00\", \"title\": \"Demo Prep\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-14T14:00:00\", \"end\": \"2025-04-14T15:30:00\", \"title\": \"UK Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-14T16:00:00\", \"end\": \"2025-04-14T17:00:00\", \"title\": \"Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-15T14:00:00\", \"end\": \"2025-04-15T15:00:00\", \"title\": \"Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-15T16:00:00\", \"end\": \"2025-04-15T17:30:00\", \"title\": \"Deep Dive\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-16T14:00:00\", \"end\": \"2025-04-16T15:00:00\", \"title\": \"Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-16T16:00:00\", \"end\": \"2025-04-16T17:00:00\", \"title\": \"1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-17T14:00:00\", \"end\": \"2025-04-17T15:00:00\", \"title\": \"Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-17T16:00:00\", \"end\": \"2025-04-17T17:00:00\", \"title\": \"Roadmap\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-18T14:00:00\", \"end\": \"2025-04-18T15:30:00\", \"title\": \"Demo\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2025-04-18T16:00:00\", \"end\": \"2025-04-18T17:00:00\", \"title\": \"Wrap\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-14T09:00:00\", \"end\": \"2025-04-14T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-14T11:00:00\", \"end\": \"2025-04-14T12:00:00\", \"title\": \"1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-15T09:00:00\", \"end\": \"2025-04-15T10:30:00\", \"title\": \"Sprint Plan\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-15T14:00:00\", \"end\": \"2025-04-15T15:00:00\", \"title\": \"Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-16T10:00:00\", \"end\": \"2025-04-16T11:00:00\", \"title\": \"Code Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-16T13:00:00\", \"end\": \"2025-04-16T14:30:00\", \"title\": \"Design\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-17T09:00:00\", \"end\": \"2025-04-17T10:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-17T11:00:00\", \"end\": \"2025-04-17T12:00:00\", \"title\": \"Interview\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-18T09:00:00\", \"end\": \"2025-04-18T10:30:00\", \"title\": \"Retro\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"sam\", \"start\": \"2025-04-18T14:00:00\", \"end\": \"2025-04-18T15:00:00\", \"title\": \"Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-14T18:30:00\", \"end\": \"2025-04-14T19:30:00\", \"title\": \"US Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-14T20:00:00\", \"end\": \"2025-04-14T21:00:00\", \"title\": \"Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-15T18:30:00\", \"end\": \"2025-04-15T19:30:00\", \"title\": \"Design\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-15T20:00:00\", \"end\": \"2025-04-15T21:00:00\", \"title\": \"Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-16T18:30:00\", \"end\": \"2025-04-16T19:00:00\", \"title\": \"Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-16T20:00:00\", \"end\": \"2025-04-16T21:30:00\", \"title\": \"Workshop\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-17T18:30:00\", \"end\": \"2025-04-17T19:30:00\", \"title\": \"Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-17T20:00:00\", \"end\": \"2025-04-17T21:00:00\", \"title\": \"Deep Dive\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-18T18:30:00\", \"end\": \"2025-04-18T19:30:00\", \"title\": \"Demo\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"priya\", \"start\": \"2025-04-18T20:00:00\", \"end\": \"2025-04-18T21:00:00\", \"title\": \"Retro\", \"rsvp\": \"accepted\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_category_aggregation_0", "question": [[{"role": "user", "content": "Search for ALL restaurants within 5 miles of me. For each one, get its distance, current wait time, and check whether it's currently open. Then group by cuisine category and for each category compute: restaurant count, number currently open, average rating (of all), average wait time (of open ones only), and average distance. Respond with a JSON object with key 'categories' containing an array where each element has keys: category, total_count, open_count, avg_rating, avg_wait_minutes, avg_distance_miles. Sort by avg_rating descending."}], [{"role": "user", "content": "List all individual restaurants in the highest-rated category that are currently open and have a wait time under 25 minutes. Sort by rating descending, break ties by wait time ascending. Respond with a JSON array where each element has keys: business_id, name, rating, wait_minutes, distance_miles."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_category_agg", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Emma Wilson\", \"email\": \"emma.w@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T18:00:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Dragon Gate\", \"address\": \"100 Mission St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 400, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5001\", \"website\": \"https://www.dragongate.com\", \"latitude\": 37.7705, \"longitude\": -122.4279, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Lotus Garden\", \"address\": \"125 Mission St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 400, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5002\", \"website\": \"https://www.lotusgarden.com\", \"latitude\": 37.7586, \"longitude\": -122.4485, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Wok Star\", \"address\": \"150 Mission St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 50, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5003\", \"website\": \"https://www.wokstar.com\", \"latitude\": 37.7561, \"longitude\": -122.4086, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Silk Road\", \"address\": \"175 Mission St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 300, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5004\", \"website\": \"https://www.silkroad.com\", \"latitude\": 37.8137, \"longitude\": -122.416, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Sushi Zen\", \"address\": \"200 Mission St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 200, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5005\", \"website\": \"https://www.sushizen.com\", \"latitude\": 37.8018, \"longitude\": -122.4492, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Ramen Master\", \"address\": \"225 Mission St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 400, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5006\", \"website\": \"https://www.ramenmaster.com\", \"latitude\": 37.8066, \"longitude\": -122.4239, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 30}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Tokyo Kitchen\", \"address\": \"250 Mission St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 100, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5007\", \"website\": \"https://www.tokyokitchen.com\", \"latitude\": 37.8161, \"longitude\": -122.4145, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Sakura\", \"address\": \"275 Mission St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 150, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5008\", \"website\": \"https://www.sakura.com\", \"latitude\": 37.81, \"longitude\": -122.4158, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Olive Tree\", \"address\": \"300 Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 150, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5009\", \"website\": \"https://www.olivetree.com\", \"latitude\": 37.789, \"longitude\": -122.4287, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Pasta Prima\", \"address\": \"325 Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 200, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5010\", \"website\": \"https://www.pastaprima.com\", \"latitude\": 37.7913, \"longitude\": -122.4385, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Napoli\", \"address\": \"350 Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 50, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5011\", \"website\": \"https://www.napoli.com\", \"latitude\": 37.8017, \"longitude\": -122.4206, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Spice Route\", \"address\": \"375 Mission St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 300, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5012\", \"website\": \"https://www.spiceroute.com\", \"latitude\": 37.7745, \"longitude\": -122.4151, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 45}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Curry Leaf\", \"address\": \"400 Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 150, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5013\", \"website\": \"https://www.curryleaf.com\", \"latitude\": 37.7765, \"longitude\": -122.4078, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"Tandoori Flame\", \"address\": \"425 Mission St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 400, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5014\", \"website\": \"https://www.tandooriflame.com\", \"latitude\": 37.7752, \"longitude\": -122.4054, \"categories\": [\"Indian\", \"restaurant\"], \"current_wait_minutes\": 35}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Thai Palace\", \"address\": \"450 Mission St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 300, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5015\", \"website\": \"https://www.thaipalace.com\", \"latitude\": 37.7721, \"longitude\": -122.4146, \"categories\": [\"Thai\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Bangkok Kitchen\", \"address\": \"475 Mission St, San Francisco, CA\", \"rating\": 3.3, \"review_count\": 300, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5016\", \"website\": \"https://www.bangkokkitchen.com\", \"latitude\": 37.7682, \"longitude\": -122.4392, \"categories\": [\"Thai\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Taco Town\", \"address\": \"500 Mission St, San Francisco, CA\", \"rating\": 3.5, \"review_count\": 500, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5017\", \"website\": \"https://www.tacotown.com\", \"latitude\": 37.7943, \"longitude\": -122.4082, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"El Fuego\", \"address\": \"525 Mission St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 50, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Tuesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Wednesday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Thursday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Friday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Saturday\": {\"open\": \"11:00\", \"close\": \"21:00\"}, \"Sunday\": {\"open\": \"11:00\", \"close\": \"21:00\"}}, \"phone\": \"(415) 555-5018\", \"website\": \"https://www.elfuego.com\", \"latitude\": 37.7876, \"longitude\": -122.4236, \"categories\": [\"Mexican\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Pho House\", \"address\": \"550 Mission St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 50, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5019\", \"website\": \"https://www.phohouse.com\", \"latitude\": 37.7821, \"longitude\": -122.4456, \"categories\": [\"Vietnamese\", \"restaurant\"], \"current_wait_minutes\": 20}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Seoul Food\", \"address\": \"575 Mission St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 200, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:30\"}}, \"phone\": \"(415) 555-5020\", \"website\": \"https://www.seoulfood.com\", \"latitude\": 37.7568, \"longitude\": -122.4351, \"categories\": [\"Korean\", \"restaurant\"], \"current_wait_minutes\": 30}}, \"reviews\": {}, \"saved_places\": {}}}", "flakiness_config": null}
{"id": "ptc_mt_grocery_gift_card_reopt_0", "question": [[{"role": "user", "content": "I want to find the best single store to buy everything on my shopping list. Get my shopping list, check inventory and prices at ALL stores, list each store's delivery fee, and check gift card balances everywhere. For each store, compute the total I'd pay: sum of item prices + delivery fee - gift card balance (minimum 0). Only consider stores that have ALL items in stock. Respond with a JSON array where each element has keys: store_id, store_name, item_total, delivery_fee, gift_card_balance, out_of_pocket, items (array of {item_name, price}). Sort by out_of_pocket ascending."}], [{"role": "user", "content": "I just received a $15 gift card for DailyGrocer (store_3). Using the prices you already found, recalculate the out_of_pocket for each fully-stocked store with this updated gift card balance and re-rank. Respond with the same JSON format sorted by out_of_pocket ascending."}]], "involved_classes": ["GroceryDeliveryAPI"], "verifier_type": "multi_turn_grocery_rerank", "initial_config": "{\"GroceryDeliveryAPI\": {\"stores\": {\"store_1\": {\"store_id\": \"store_1\", \"name\": \"FreshMart\", \"delivery_fee\": 3.99, \"service_fee_rate\": 0.08, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 4.55, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 4.68, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.92, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 10.24, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 9.86, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 3.68, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 1.94, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 4.26, \"in_stock\": false}}, \"gift_card_balance\": 12.0}, \"store_2\": {\"store_id\": \"store_2\", \"name\": \"GreenGrocer\", \"delivery_fee\": 5.49, \"service_fee_rate\": 0.06, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 4.55, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.09, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 6.69, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 9.12, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 9.72, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 5.18, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.49, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 6.51, \"in_stock\": true}}, \"gift_card_balance\": 0}, \"store_3\": {\"store_id\": \"store_3\", \"name\": \"DailyGrocer\", \"delivery_fee\": 2.99, \"service_fee_rate\": 0.1, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 6.2, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.47, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.93, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 9.95, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 5.25, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 5.44, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.63, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 4.29, \"in_stock\": false}}, \"gift_card_balance\": 8.0}, \"store_4\": {\"store_id\": \"store_4\", \"name\": \"ValueStore\", \"delivery_fee\": 4.49, \"service_fee_rate\": 0.05, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 4.48, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.98, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 7.81, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 9.99, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 10.15, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 3.9, \"in_stock\": false}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.14, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 7.03, \"in_stock\": true}}, \"gift_card_balance\": 0}, \"store_5\": {\"store_id\": \"store_5\", \"name\": \"OrganicPlus\", \"delivery_fee\": 6.99, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.58, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 4.05, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 3.98, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 8.25, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 9.35, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 5.42, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.52, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 6.54, \"in_stock\": true}}, \"gift_card_balance\": 20.0}}, \"shopping_list\": [\"milk\", \"bread\", \"eggs\", \"chicken\", \"rice\", \"apples\", \"pasta\", \"cheese\"]}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_uber_route_reopt_0", "question": [[{"role": "user", "content": "I want to visit a Chinese restaurant and then a boba shop. First, find all Chinese restaurants and all boba shops within 5 miles of me. For each one, get its distance from me, current wait time, and estimate the Uber ride cost from my location to that business. Return two ranked lists: one for Chinese restaurants and one for boba shops, both sorted by Uber cost ascending. Respond with a JSON object with keys: chinese_restaurants (array with business_id, name, rating, distance_miles, wait_minutes, uber_cost), boba_shops (array with same keys)."}], [{"role": "user", "content": "From those results, I want to pick the cheapest Chinese restaurant and the cheapest boba shop. But if either of them has a wait time over 15 minutes, skip it and take the next cheapest with wait <= 15 min. Give me the final picks and the total Uber cost for the route: home → Chinese → boba → home. My friend at latitude 37.7850, longitude -122.4000 will also Uber to the boba shop — include their ride cost too. Respond with a JSON object with keys: chinese (business_id, name, rating, uber_cost), boba (business_id, name, rating, uber_cost), my_total_route_cost, friend_boba_cost, combined_total."}]], "involved_classes": ["YelpAPI", "UberAPI"], "verifier_type": "multi_turn_route_pick", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Lisa Wang\", \"email\": \"lisa.w@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T17:00:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Golden Dragon\", \"address\": \"100 Valencia St, San Francisco, CA\", \"rating\": 4.9, \"review_count\": 400, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6001\", \"website\": \"https://www.goldendragon.com\", \"latitude\": 37.7752, \"longitude\": -122.4306, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Szechuan Fire\", \"address\": \"135 Valencia St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 200, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6002\", \"website\": \"https://www.szechuanfire.com\", \"latitude\": 37.8026, \"longitude\": -122.4174, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Peking House\", \"address\": \"170 Valencia St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 100, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6003\", \"website\": \"https://www.pekinghouse.com\", \"latitude\": 37.7998, \"longitude\": -122.4201, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Wonton Express\", \"address\": \"205 Valencia St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 400, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6004\", \"website\": \"https://www.wontonexpress.com\", \"latitude\": 37.7939, \"longitude\": -122.3943, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Shanghai Kitchen\", \"address\": \"240 Valencia St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 200, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6005\", \"website\": \"https://www.shanghaikitchen.com\", \"latitude\": 37.8279, \"longitude\": -122.4135, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Canton Palace\", \"address\": \"275 Valencia St, San Francisco, CA\", \"rating\": 4.9, \"review_count\": 100, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6006\", \"website\": \"https://www.cantonpalace.com\", \"latitude\": 37.7942, \"longitude\": -122.4444, \"categories\": [\"Chinese\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Boba Guys\", \"address\": \"310 Valencia St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 300, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6007\", \"website\": \"https://www.bobaguys.com\", \"latitude\": 37.8018, \"longitude\": -122.4408, \"categories\": [\"Bubble Tea\", \"cafe\"], \"current_wait_minutes\": 15}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tea Station\", \"address\": \"345 Valencia St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 400, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6008\", \"website\": \"https://www.teastation.com\", \"latitude\": 37.7832, \"longitude\": -122.4211, \"categories\": [\"Bubble Tea\", \"cafe\"], \"current_wait_minutes\": 10}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Happy Lemon\", \"address\": \"380 Valencia St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 200, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6009\", \"website\": \"https://www.happylemon.com\", \"latitude\": 37.7807, \"longitude\": -122.3947, \"categories\": [\"Bubble Tea\", \"cafe\"], \"current_wait_minutes\": 15}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Tiger Sugar\", \"address\": \"415 Valencia St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 300, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6010\", \"website\": \"https://www.tigersugar.com\", \"latitude\": 37.8118, \"longitude\": -122.3987, \"categories\": [\"Bubble Tea\", \"cafe\"], \"current_wait_minutes\": 15}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Kung Fu Tea\", \"address\": \"450 Valencia St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 400, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6011\", \"website\": \"https://www.kungfutea.com\", \"latitude\": 37.8081, \"longitude\": -122.3998, \"categories\": [\"Bubble Tea\", \"cafe\"], \"current_wait_minutes\": 20}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Pizza Roma\", \"address\": \"485 Valencia St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 400, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6012\", \"website\": \"https://www.pizzaroma.com\", \"latitude\": 37.7931, \"longitude\": -122.4293, \"categories\": [\"Italian\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Sushi House\", \"address\": \"520 Valencia St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 400, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6013\", \"website\": \"https://www.sushihouse.com\", \"latitude\": 37.8196, \"longitude\": -122.3912, \"categories\": [\"Japanese\", \"restaurant\"], \"current_wait_minutes\": 20}}, \"reviews\": {}, \"saved_places\": {}}, \"UberAPI\": {\"pricing\": {\"base_fare\": 2.5, \"per_mile_rate\": 1.75, \"per_minute_rate\": 0.35, \"minimum_fare\": 8.0, \"surge_multiplier\": 1.0, \"average_speed_mph\": 25}, \"rides\": []}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_debt_ranking_0", "question": [[{"role": "user", "content": "For each of my Venmo friends, compute my net cash flow: money they've sent me minus money I've sent them across all transactions. Return a JSON array sorted by net_balance descending where each element has keys: friend_username, total_sent_to_me, total_sent_by_me, net_balance, tx_count."}], [{"role": "user", "content": "From those same results, show only the friends where I'm net-negative (I've sent them more than they've sent me — interpret as 'I owe them'). Compute my total outstanding debt and rank the creditors by |net_balance| descending. Respond with a JSON object with keys: total_debt, creditors (array of {friend_username, amount_owed, last_tx_date})."}]], "involved_classes": ["VenmoAPI"], "verifier_type": "multi_turn_venmo_debt", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"friend_01\", \"friend_02\", \"friend_03\", \"friend_04\", \"friend_05\", \"friend_06\", \"friend_07\", \"friend_08\", \"friend_09\", \"friend_10\", \"friend_11\", \"friend_12\"], \"transactions\": [{\"id\": \"txn_34\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 66.93, \"note\": \"Movie night\", \"date\": \"2025-10-01\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"friend_03\", \"receiver\": \"user1\", \"amount\": 63.27, \"note\": \"Concert\", \"date\": \"2025-10-06\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"friend_06\", \"receiver\": \"user1\", \"amount\": 37.53, \"note\": \"Concert\", \"date\": \"2025-10-08\", \"type\": \"payment\"}, {\"id\": \"txn_18\", \"sender\": \"friend_05\", \"receiver\": \"user1\", \"amount\": 75.86, \"note\": \"Concert\", \"date\": \"2025-10-09\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"friend_01\", \"receiver\": \"user1\", \"amount\": 19.41, \"note\": \"Groceries\", \"date\": \"2025-10-17\", \"type\": \"payment\"}, {\"id\": \"txn_39\", \"sender\": \"user1\", \"receiver\": \"friend_10\", \"amount\": 68.92, \"note\": \"Gift\", \"date\": \"2025-10-22\", \"type\": \"payment\"}, {\"id\": \"txn_37\", \"sender\": \"user1\", \"receiver\": \"friend_09\", \"amount\": 48.55, \"note\": \"Gift\", \"date\": \"2025-10-24\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"user1\", \"receiver\": \"friend_02\", \"amount\": 66.13, \"note\": \"Groceries\", \"date\": \"2025-10-27\", \"type\": \"payment\"}, {\"id\": \"txn_25\", \"sender\": \"friend_06\", \"receiver\": \"user1\", \"amount\": 50.47, \"note\": \"Movie night\", \"date\": \"2025-11-13\", \"type\": \"payment\"}, {\"id\": \"txn_41\", \"sender\": \"friend_11\", \"receiver\": \"user1\", \"amount\": 28.8, \"note\": \"Groceries\", \"date\": \"2025-11-17\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"friend_04\", \"receiver\": \"user1\", \"amount\": 45.54, \"note\": \"Groceries\", \"date\": \"2025-11-18\", \"type\": \"payment\"}, {\"id\": \"txn_26\", \"sender\": \"user1\", \"receiver\": \"friend_06\", \"amount\": 25.89, \"note\": \"Movie night\", \"date\": \"2025-11-21\", \"type\": \"payment\"}, {\"id\": \"txn_31\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 19.05, \"note\": \"Concert\", \"date\": \"2025-11-22\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"user1\", \"receiver\": \"friend_02\", \"amount\": 75.74, \"note\": \"Concert\", \"date\": \"2025-11-25\", \"type\": \"payment\"}, {\"id\": \"txn_38\", \"sender\": \"friend_09\", \"receiver\": \"user1\", \"amount\": 48.57, \"note\": \"Dinner\", \"date\": \"2025-12-05\", \"type\": \"payment\"}, {\"id\": \"txn_42\", \"sender\": \"user1\", \"receiver\": \"friend_12\", \"amount\": 30.32, \"note\": \"Movie night\", \"date\": \"2025-12-05\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"user1\", \"receiver\": \"friend_01\", \"amount\": 63.7, \"note\": \"Coffee\", \"date\": \"2025-12-08\", \"type\": \"payment\"}, {\"id\": \"txn_40\", \"sender\": \"user1\", \"receiver\": \"friend_10\", \"amount\": 11.17, \"note\": \"Split Uber\", \"date\": \"2025-12-11\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"friend_03\", \"receiver\": \"user1\", \"amount\": 23.01, \"note\": \"Dinner\", \"date\": \"2025-12-15\", \"type\": \"payment\"}, {\"id\": \"txn_35\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 47.81, \"note\": \"Concert\", \"date\": \"2025-12-24\", \"type\": \"payment\"}, {\"id\": \"txn_28\", \"sender\": \"friend_07\", \"receiver\": \"user1\", \"amount\": 34.07, \"note\": \"Concert\", \"date\": \"2025-12-30\", \"type\": \"payment\"}, {\"id\": \"txn_32\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 76.48, \"note\": \"Movie night\", \"date\": \"2026-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_27\", \"sender\": \"friend_07\", \"receiver\": \"user1\", \"amount\": 74.41, \"note\": \"Movie night\", \"date\": \"2026-01-12\", \"type\": \"payment\"}, {\"id\": \"txn_33\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 48.81, \"note\": \"Concert\", \"date\": \"2026-01-14\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"friend_05\", \"receiver\": \"user1\", \"amount\": 26.99, \"note\": \"Coffee\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"user1\", \"receiver\": \"friend_03\", \"amount\": 60.81, \"note\": \"Concert\", \"date\": \"2026-01-21\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"friend_05\", \"receiver\": \"user1\", \"amount\": 57.21, \"note\": \"Coffee\", \"date\": \"2026-01-21\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"friend_01\", \"receiver\": \"user1\", \"amount\": 18.25, \"note\": \"Coffee\", \"date\": \"2026-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"user1\", \"receiver\": \"friend_01\", \"amount\": 36.57, \"note\": \"Dinner\", \"date\": \"2026-02-02\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"friend_04\", \"receiver\": \"user1\", \"amount\": 29.89, \"note\": \"Gift\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_44\", \"sender\": \"friend_12\", \"receiver\": \"user1\", \"amount\": 30.61, \"note\": \"Concert\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"friend_03\", \"receiver\": \"user1\", \"amount\": 62.02, \"note\": \"Concert\", \"date\": \"2026-02-06\", \"type\": \"payment\"}, {\"id\": \"txn_30\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 10.4, \"note\": \"Gift\", \"date\": \"2026-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"friend_06\", \"receiver\": \"user1\", \"amount\": 45.59, \"note\": \"Gift\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"user1\", \"receiver\": \"friend_02\", \"amount\": 12.14, \"note\": \"Dinner\", \"date\": \"2026-02-16\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"user1\", \"receiver\": \"friend_01\", \"amount\": 72.53, \"note\": \"Gift\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_29\", \"sender\": \"friend_07\", \"receiver\": \"user1\", \"amount\": 73.68, \"note\": \"Coffee\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_24\", \"sender\": \"friend_06\", \"receiver\": \"user1\", \"amount\": 13.04, \"note\": \"Movie night\", \"date\": \"2026-03-07\", \"type\": \"payment\"}, {\"id\": \"txn_36\", \"sender\": \"friend_08\", \"receiver\": \"user1\", \"amount\": 51.99, \"note\": \"Split Uber\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"user1\", \"receiver\": \"friend_03\", \"amount\": 68.63, \"note\": \"Dinner\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_43\", \"sender\": \"friend_12\", \"receiver\": \"user1\", \"amount\": 76.64, \"note\": \"Coffee\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"user1\", \"receiver\": \"friend_03\", \"amount\": 48.7, \"note\": \"Split Uber\", \"date\": \"2026-03-23\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"friend_05\", \"receiver\": \"user1\", \"amount\": 22.11, \"note\": \"Gift\", \"date\": \"2026-03-29\", \"type\": \"payment\"}], \"pending_requests\": [], \"current_user\": \"user1\", \"user_id\": \"user1\", \"username_to_id\": {}}}", "flakiness_config": null}
{"id": "ptc_mt_doordash_menu_drilldown_0", "question": [[{"role": "user", "content": "I'm surveying delivery options. Search DoorDash for every restaurant (pass an empty query string to list all). For each one, fetch the full menu and compute: item_count, avg_price, cheapest_item_price, popular_count (number of items with is_popular=true). Return a JSON object with key 'restaurants' containing an array sorted by rating descending where each element has: restaurant_id, name, cuisine, rating, delivery_fee, estimated_delivery_time, item_count, avg_price, cheapest_item_price, popular_count."}], [{"role": "user", "content": "From those same menus, show me every popular menu item priced under $12, but ONLY from restaurants with estimated_delivery_time <= 30 min. Group by restaurant. Respond with a JSON object with key 'restaurants' containing an array (sorted by rating desc) where each element has: restaurant_id, name, rating, items (array of {item_id, name, price, category} sorted by price ascending)."}]], "involved_classes": ["DoorDashAPI"], "verifier_type": "multi_turn_doordash_drilldown", "initial_config": "{\"DoorDashAPI\": {\"restaurants\": {\"rest_1\": {\"id\": \"rest_1\", \"name\": \"Sushi Bay\", \"cuisine\": \"Japanese\", \"rating\": 4.6, \"address\": \"100 Market St, SF\", \"delivery_fee\": 3.99, \"estimated_delivery_time\": 25}, \"rest_2\": {\"id\": \"rest_2\", \"name\": \"Bella Pizza\", \"cuisine\": \"Italian\", \"rating\": 4.4, \"address\": \"140 Market St, SF\", \"delivery_fee\": 2.99, \"estimated_delivery_time\": 35}, \"rest_3\": {\"id\": \"rest_3\", \"name\": \"Taco Fiesta\", \"cuisine\": \"Mexican\", \"rating\": 4.3, \"address\": \"180 Market St, SF\", \"delivery_fee\": 1.99, \"estimated_delivery_time\": 20}, \"rest_4\": {\"id\": \"rest_4\", \"name\": \"Thai Orchid\", \"cuisine\": \"Thai\", \"rating\": 4.7, \"address\": \"220 Market St, SF\", \"delivery_fee\": 4.99, \"estimated_delivery_time\": 40}, \"rest_5\": {\"id\": \"rest_5\", \"name\": \"Burger Yard\", \"cuisine\": \"American\", \"rating\": 4.1, \"address\": \"260 Market St, SF\", \"delivery_fee\": 3.49, \"estimated_delivery_time\": 28}, \"rest_6\": {\"id\": \"rest_6\", \"name\": \"Noodle House\", \"cuisine\": \"Chinese\", \"rating\": 4.5, \"address\": \"300 Market St, SF\", \"delivery_fee\": 2.49, \"estimated_delivery_time\": 22}, \"rest_7\": {\"id\": \"rest_7\", \"name\": \"Curry Palace\", \"cuisine\": \"Indian\", \"rating\": 4.2, \"address\": \"340 Market St, SF\", \"delivery_fee\": 3.99, \"estimated_delivery_time\": 45}, \"rest_8\": {\"id\": \"rest_8\", \"name\": \"Greek Isle\", \"cuisine\": \"Greek\", \"rating\": 4.0, \"address\": \"380 Market St, SF\", \"delivery_fee\": 4.49, \"estimated_delivery_time\": 30}}, \"menus\": {\"rest_1\": [{\"item_id\": \"rest_1_i1\", \"name\": \"Sushi Bay Item 1\", \"price\": 7.85, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_1_i2\", \"name\": \"Sushi Bay Item 2\", \"price\": 16.52, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_1_i3\", \"name\": \"Sushi Bay Item 3\", \"price\": 12.81, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_1_i4\", \"name\": \"Sushi Bay Item 4\", \"price\": 12.38, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_1_i5\", \"name\": \"Sushi Bay Item 5\", \"price\": 13.49, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_1_i6\", \"name\": \"Sushi Bay Item 6\", \"price\": 11.02, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_1_i7\", \"name\": \"Sushi Bay Item 7\", \"price\": 10.64, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_1_i8\", \"name\": \"Sushi Bay Item 8\", \"price\": 10.24, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_1_i9\", \"name\": \"Sushi Bay Item 9\", \"price\": 19.61, \"category\": \"main\", \"is_popular\": true}], \"rest_2\": [{\"item_id\": \"rest_2_i1\", \"name\": \"Bella Pizza Item 1\", \"price\": 17.25, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_2_i2\", \"name\": \"Bella Pizza Item 2\", \"price\": 7.6, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_2_i3\", \"name\": \"Bella Pizza Item 3\", \"price\": 5.82, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_2_i4\", \"name\": \"Bella Pizza Item 4\", \"price\": 13.34, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_2_i5\", \"name\": \"Bella Pizza Item 5\", \"price\": 21.9, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_2_i6\", \"name\": \"Bella Pizza Item 6\", \"price\": 7.61, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_2_i7\", \"name\": \"Bella Pizza Item 7\", \"price\": 12.55, \"category\": \"dessert\", \"is_popular\": true}, {\"item_id\": \"rest_2_i8\", \"name\": \"Bella Pizza Item 8\", \"price\": 23.25, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_2_i9\", \"name\": \"Bella Pizza Item 9\", \"price\": 20.62, \"category\": \"main\", \"is_popular\": false}], \"rest_3\": [{\"item_id\": \"rest_3_i1\", \"name\": \"Taco Fiesta Item 1\", \"price\": 19.68, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_3_i2\", \"name\": \"Taco Fiesta Item 2\", \"price\": 10.87, \"category\": \"dessert\", \"is_popular\": true}, {\"item_id\": \"rest_3_i3\", \"name\": \"Taco Fiesta Item 3\", \"price\": 22.15, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_3_i4\", \"name\": \"Taco Fiesta Item 4\", \"price\": 6.68, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_3_i5\", \"name\": \"Taco Fiesta Item 5\", \"price\": 17.03, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_3_i6\", \"name\": \"Taco Fiesta Item 6\", \"price\": 9.62, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_3_i7\", \"name\": \"Taco Fiesta Item 7\", \"price\": 9.88, \"category\": \"drinks\", \"is_popular\": true}, {\"item_id\": \"rest_3_i8\", \"name\": \"Taco Fiesta Item 8\", \"price\": 18.89, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_3_i9\", \"name\": \"Taco Fiesta Item 9\", \"price\": 12.82, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_3_i10\", \"name\": \"Taco Fiesta Item 10\", \"price\": 21.26, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_3_i11\", \"name\": \"Taco Fiesta Item 11\", \"price\": 23.97, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_3_i12\", \"name\": \"Taco Fiesta Item 12\", \"price\": 10.53, \"category\": \"drinks\", \"is_popular\": true}], \"rest_4\": [{\"item_id\": \"rest_4_i1\", \"name\": \"Thai Orchid Item 1\", \"price\": 14.54, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_4_i2\", \"name\": \"Thai Orchid Item 2\", \"price\": 16.45, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_4_i3\", \"name\": \"Thai Orchid Item 3\", \"price\": 11.23, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_4_i4\", \"name\": \"Thai Orchid Item 4\", \"price\": 7.57, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_4_i5\", \"name\": \"Thai Orchid Item 5\", \"price\": 20.73, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_4_i6\", \"name\": \"Thai Orchid Item 6\", \"price\": 7.25, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_4_i7\", \"name\": \"Thai Orchid Item 7\", \"price\": 10.73, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_4_i8\", \"name\": \"Thai Orchid Item 8\", \"price\": 21.35, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_4_i9\", \"name\": \"Thai Orchid Item 9\", \"price\": 10.86, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_4_i10\", \"name\": \"Thai Orchid Item 10\", \"price\": 15.51, \"category\": \"main\", \"is_popular\": true}], \"rest_5\": [{\"item_id\": \"rest_5_i1\", \"name\": \"Burger Yard Item 1\", \"price\": 10.28, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_5_i2\", \"name\": \"Burger Yard Item 2\", \"price\": 17.37, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_5_i3\", \"name\": \"Burger Yard Item 3\", \"price\": 11.52, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_5_i4\", \"name\": \"Burger Yard Item 4\", \"price\": 16.02, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_5_i5\", \"name\": \"Burger Yard Item 5\", \"price\": 11.05, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_5_i6\", \"name\": \"Burger Yard Item 6\", \"price\": 14.93, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_5_i7\", \"name\": \"Burger Yard Item 7\", \"price\": 7.24, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_5_i8\", \"name\": \"Burger Yard Item 8\", \"price\": 19.18, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_5_i9\", \"name\": \"Burger Yard Item 9\", \"price\": 11.15, \"category\": \"dessert\", \"is_popular\": true}, {\"item_id\": \"rest_5_i10\", \"name\": \"Burger Yard Item 10\", \"price\": 16.59, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_5_i11\", \"name\": \"Burger Yard Item 11\", \"price\": 12.53, \"category\": \"dessert\", \"is_popular\": false}], \"rest_6\": [{\"item_id\": \"rest_6_i1\", \"name\": \"Noodle House Item 1\", \"price\": 9.53, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_6_i2\", \"name\": \"Noodle House Item 2\", \"price\": 14.96, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_6_i3\", \"name\": \"Noodle House Item 3\", \"price\": 13.16, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_6_i4\", \"name\": \"Noodle House Item 4\", \"price\": 16.95, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_6_i5\", \"name\": \"Noodle House Item 5\", \"price\": 6.74, \"category\": \"dessert\", \"is_popular\": true}, {\"item_id\": \"rest_6_i6\", \"name\": \"Noodle House Item 6\", \"price\": 20.24, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_6_i7\", \"name\": \"Noodle House Item 7\", \"price\": 16.57, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_6_i8\", \"name\": \"Noodle House Item 8\", \"price\": 11.51, \"category\": \"drinks\", \"is_popular\": true}, {\"item_id\": \"rest_6_i9\", \"name\": \"Noodle House Item 9\", \"price\": 10.09, \"category\": \"dessert\", \"is_popular\": true}, {\"item_id\": \"rest_6_i10\", \"name\": \"Noodle House Item 10\", \"price\": 9.41, \"category\": \"appetizer\", \"is_popular\": true}], \"rest_7\": [{\"item_id\": \"rest_7_i1\", \"name\": \"Curry Palace Item 1\", \"price\": 15.05, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_7_i2\", \"name\": \"Curry Palace Item 2\", \"price\": 10.54, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_7_i3\", \"name\": \"Curry Palace Item 3\", \"price\": 8.12, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_7_i4\", \"name\": \"Curry Palace Item 4\", \"price\": 21.29, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_7_i5\", \"name\": \"Curry Palace Item 5\", \"price\": 4.21, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_7_i6\", \"name\": \"Curry Palace Item 6\", \"price\": 15.29, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_7_i7\", \"name\": \"Curry Palace Item 7\", \"price\": 13.63, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_7_i8\", \"name\": \"Curry Palace Item 8\", \"price\": 12.19, \"category\": \"appetizer\", \"is_popular\": false}, {\"item_id\": \"rest_7_i9\", \"name\": \"Curry Palace Item 9\", \"price\": 7.66, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_7_i10\", \"name\": \"Curry Palace Item 10\", \"price\": 17.08, \"category\": \"main\", \"is_popular\": false}], \"rest_8\": [{\"item_id\": \"rest_8_i1\", \"name\": \"Greek Isle Item 1\", \"price\": 8.05, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_8_i2\", \"name\": \"Greek Isle Item 2\", \"price\": 15.12, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_8_i3\", \"name\": \"Greek Isle Item 3\", \"price\": 10.63, \"category\": \"dessert\", \"is_popular\": false}, {\"item_id\": \"rest_8_i4\", \"name\": \"Greek Isle Item 4\", \"price\": 4.74, \"category\": \"drinks\", \"is_popular\": true}, {\"item_id\": \"rest_8_i5\", \"name\": \"Greek Isle Item 5\", \"price\": 17.06, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_8_i6\", \"name\": \"Greek Isle Item 6\", \"price\": 21.55, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_8_i7\", \"name\": \"Greek Isle Item 7\", \"price\": 7.73, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_8_i8\", \"name\": \"Greek Isle Item 8\", \"price\": 21.54, \"category\": \"main\", \"is_popular\": false}, {\"item_id\": \"rest_8_i9\", \"name\": \"Greek Isle Item 9\", \"price\": 9.54, \"category\": \"appetizer\", \"is_popular\": true}, {\"item_id\": \"rest_8_i10\", \"name\": \"Greek Isle Item 10\", \"price\": 12.5, \"category\": \"drinks\", \"is_popular\": false}, {\"item_id\": \"rest_8_i11\", \"name\": \"Greek Isle Item 11\", \"price\": 20.93, \"category\": \"main\", \"is_popular\": true}, {\"item_id\": \"rest_8_i12\", \"name\": \"Greek Isle Item 12\", \"price\": 13.77, \"category\": \"dessert\", \"is_popular\": false}]}, \"orders\": [], \"order_counter\": 0, \"current_location\": \"SF\", \"delivery_addresses\": [\"100 Market St, SF\"]}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_playlist_overlap_0", "question": [[{"role": "user", "content": "Analyse my Spotify collection. Call get_user_playlists to list all my playlists, then fetch each one (via get_playlist) to see its tracks. For each track in a playlist, you also have `popularity` on the track object. Per playlist compute: track_count, unique_artists, avg_popularity (across its tracks), total_duration_minutes. Respond with a JSON object with key 'playlists' containing an array sorted by avg_popularity descending where each element has: playlist_id, name, track_count, unique_artists, avg_popularity, total_duration_minutes."}], [{"role": "user", "content": "From the same playlist data, find every track that appears in more than one playlist. For each such track return {track_id, title, artist, popularity, appearance_count, appears_in (list of playlist names)}. Sort by appearance_count descending, break ties by popularity descending. Respond with a JSON array."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_overlap", "initial_config": "{\"SpotifyAPI\": {\"playlists\": {\"pl_1\": {\"id\": \"pl_1\", \"name\": \"Chill Evenings\", \"description\": \"Chill Evenings playlist\", \"tracks\": [\"t5\", \"t3\", \"t1\", \"t6\", \"t9\", \"t24\", \"t17\", \"t40\", \"t25\", \"t27\"]}, \"pl_2\": {\"id\": \"pl_2\", \"name\": \"Morning Energy\", \"description\": \"Morning Energy playlist\", \"tracks\": [\"t7\", \"t11\", \"t10\", \"t9\", \"t2\", \"t32\", \"t38\", \"t29\", \"t21\", \"t26\", \"t33\", \"t20\"]}, \"pl_3\": {\"id\": \"pl_3\", \"name\": \"Deep Focus\", \"description\": \"Deep Focus playlist\", \"tracks\": [\"t7\", \"t5\", \"t9\", \"t11\", \"t30\", \"t23\", \"t13\", \"t26\", \"t31\", \"t39\", \"t38\"]}, \"pl_4\": {\"id\": \"pl_4\", \"name\": \"Road Trip\", \"description\": \"Road Trip playlist\", \"tracks\": [\"t10\", \"t12\", \"t3\", \"t1\", \"t33\", \"t40\", \"t23\", \"t27\", \"t24\", \"t34\", \"t36\", \"t32\", \"t21\", \"t28\"]}, \"pl_5\": {\"id\": \"pl_5\", \"name\": \"Dinner Party\", \"description\": \"Dinner Party playlist\", \"tracks\": [\"t10\", \"t1\", \"t11\", \"t24\", \"t21\", \"t33\", \"t27\", \"t22\", \"t31\", \"t32\"]}, \"pl_6\": {\"id\": \"pl_6\", \"name\": \"Weekend Workout\", \"description\": \"Weekend Workout playlist\", \"tracks\": [\"t3\", \"t6\", \"t12\", \"t11\", \"t37\", \"t24\", \"t32\", \"t21\", \"t22\", \"t25\", \"t16\", \"t13\"]}}, \"tracks\": {\"t1\": {\"id\": \"t1\", \"name\": \"Track 1\", \"artist\": \"Norah Jones\", \"album\": \"Album 2\", \"duration_ms\": 275357, \"popularity\": 89}, \"t2\": {\"id\": \"t2\", \"name\": \"Track 2\", \"artist\": \"The Weeknd\", \"album\": \"Album 3\", \"duration_ms\": 216981, \"popularity\": 80}, \"t3\": {\"id\": \"t3\", \"name\": \"Track 3\", \"artist\": \"Pink Floyd\", \"album\": \"Album 4\", \"duration_ms\": 272266, \"popularity\": 28}, \"t4\": {\"id\": \"t4\", \"name\": \"Track 4\", \"artist\": \"Fleetwood Mac\", \"album\": \"Album 5\", \"duration_ms\": 123451, \"popularity\": 80}, \"t5\": {\"id\": \"t5\", \"name\": \"Track 5\", \"artist\": \"Daft Punk\", \"album\": \"Album 6\", \"duration_ms\": 264384, \"popularity\": 49}, \"t6\": {\"id\": \"t6\", \"name\": \"Track 6\", \"artist\": \"Norah Jones\", \"album\": \"Album 7\", \"duration_ms\": 243276, \"popularity\": 89}, \"t7\": {\"id\": \"t7\", \"name\": \"Track 7\", \"artist\": \"Billie Eilish\", \"album\": \"Album 8\", \"duration_ms\": 244873, \"popularity\": 70}, \"t8\": {\"id\": \"t8\", \"name\": \"Track 8\", \"artist\": \"Pink Floyd\", \"album\": \"Album 1\", \"duration_ms\": 159483, \"popularity\": 49}, \"t9\": {\"id\": \"t9\", \"name\": \"Track 9\", \"artist\": \"Pink Floyd\", \"album\": \"Album 2\", \"duration_ms\": 159746, \"popularity\": 86}, \"t10\": {\"id\": \"t10\", \"name\": \"Track 10\", \"artist\": \"Adele\", \"album\": \"Album 3\", \"duration_ms\": 123970, \"popularity\": 28}, \"t11\": {\"id\": \"t11\", \"name\": \"Track 11\", \"artist\": \"The Weeknd\", \"album\": \"Album 4\", \"duration_ms\": 274953, \"popularity\": 25}, \"t12\": {\"id\": \"t12\", \"name\": \"Track 12\", \"artist\": \"Daft Punk\", \"album\": \"Album 5\", \"duration_ms\": 128129, \"popularity\": 54}, \"t13\": {\"id\": \"t13\", \"name\": \"Track 13\", \"artist\": \"Arctic Monkeys\", \"album\": \"Album 6\", \"duration_ms\": 275910, \"popularity\": 69}, \"t14\": {\"id\": \"t14\", \"name\": \"Track 14\", \"artist\": \"Beyonce\", \"album\": \"Album 7\", \"duration_ms\": 231918, \"popularity\": 70}, \"t15\": {\"id\": \"t15\", \"name\": \"Track 15\", \"artist\": \"Beyonce\", \"album\": \"Album 8\", \"duration_ms\": 271233, \"popularity\": 76}, \"t16\": {\"id\": \"t16\", \"name\": \"Track 16\", \"artist\": \"The Weeknd\", \"album\": \"Album 1\", \"duration_ms\": 215818, \"popularity\": 32}, \"t17\": {\"id\": \"t17\", \"name\": \"Track 17\", \"artist\": \"Radiohead\", \"album\": \"Album 2\", \"duration_ms\": 155643, \"popularity\": 83}, \"t18\": {\"id\": \"t18\", \"name\": \"Track 18\", \"artist\": \"Norah Jones\", \"album\": \"Album 3\", \"duration_ms\": 187628, \"popularity\": 75}, \"t19\": {\"id\": \"t19\", \"name\": \"Track 19\", \"artist\": \"Pink Floyd\", \"album\": \"Album 4\", \"duration_ms\": 198912, \"popularity\": 73}, \"t20\": {\"id\": \"t20\", \"name\": \"Track 20\", \"artist\": \"Billie Eilish\", \"album\": \"Album 5\", \"duration_ms\": 221152, \"popularity\": 93}, \"t21\": {\"id\": \"t21\", \"name\": \"Track 21\", \"artist\": \"Kendrick Lamar\", \"album\": \"Album 6\", \"duration_ms\": 260011, \"popularity\": 94}, \"t22\": {\"id\": \"t22\", \"name\": \"Track 22\", \"artist\": \"Adele\", \"album\": \"Album 7\", \"duration_ms\": 273158, \"popularity\": 49}, \"t23\": {\"id\": \"t23\", \"name\": \"Track 23\", \"artist\": \"Kendrick Lamar\", \"album\": \"Album 8\", \"duration_ms\": 298777, \"popularity\": 23}, \"t24\": {\"id\": \"t24\", \"name\": \"Track 24\", \"artist\": \"Daft Punk\", \"album\": \"Album 1\", \"duration_ms\": 278811, \"popularity\": 40}, \"t25\": {\"id\": \"t25\", \"name\": \"Track 25\", \"artist\": \"Beyonce\", \"album\": \"Album 2\", \"duration_ms\": 205561, \"popularity\": 89}, \"t26\": {\"id\": \"t26\", \"name\": \"Track 26\", \"artist\": \"Fleetwood Mac\", \"album\": \"Album 3\", \"duration_ms\": 269188, \"popularity\": 33}, \"t27\": {\"id\": \"t27\", \"name\": \"Track 27\", \"artist\": \"Beyonce\", \"album\": \"Album 4\", \"duration_ms\": 291838, \"popularity\": 47}, \"t28\": {\"id\": \"t28\", \"name\": \"Track 28\", \"artist\": \"Pink Floyd\", \"album\": \"Album 5\", \"duration_ms\": 270348, \"popularity\": 54}, \"t29\": {\"id\": \"t29\", \"name\": \"Track 29\", \"artist\": \"Daft Punk\", \"album\": \"Album 6\", \"duration_ms\": 152619, \"popularity\": 28}, \"t30\": {\"id\": \"t30\", \"name\": \"Track 30\", \"artist\": \"Arctic Monkeys\", \"album\": \"Album 7\", \"duration_ms\": 287446, \"popularity\": 81}, \"t31\": {\"id\": \"t31\", \"name\": \"Track 31\", \"artist\": \"Taylor Swift\", \"album\": \"Album 8\", \"duration_ms\": 210198, \"popularity\": 28}, \"t32\": {\"id\": \"t32\", \"name\": \"Track 32\", \"artist\": \"Adele\", \"album\": \"Album 1\", \"duration_ms\": 159522, \"popularity\": 22}, \"t33\": {\"id\": \"t33\", \"name\": \"Track 33\", \"artist\": \"Daft Punk\", \"album\": \"Album 2\", \"duration_ms\": 231972, \"popularity\": 73}, \"t34\": {\"id\": \"t34\", \"name\": \"Track 34\", \"artist\": \"Taylor Swift\", \"album\": \"Album 3\", \"duration_ms\": 131584, \"popularity\": 25}, \"t35\": {\"id\": \"t35\", \"name\": \"Track 35\", \"artist\": \"Adele\", \"album\": \"Album 4\", \"duration_ms\": 273714, \"popularity\": 62}, \"t36\": {\"id\": \"t36\", \"name\": \"Track 36\", \"artist\": \"Billie Eilish\", \"album\": \"Album 5\", \"duration_ms\": 193157, \"popularity\": 84}, \"t37\": {\"id\": \"t37\", \"name\": \"Track 37\", \"artist\": \"Norah Jones\", \"album\": \"Album 6\", \"duration_ms\": 129440, \"popularity\": 59}, \"t38\": {\"id\": \"t38\", \"name\": \"Track 38\", \"artist\": \"Radiohead\", \"album\": \"Album 7\", \"duration_ms\": 140177, \"popularity\": 33}, \"t39\": {\"id\": \"t39\", \"name\": \"Track 39\", \"artist\": \"Fleetwood Mac\", \"album\": \"Album 8\", \"duration_ms\": 260398, \"popularity\": 24}, \"t40\": {\"id\": \"t40\", \"name\": \"Track 40\", \"artist\": \"Norah Jones\", \"album\": \"Album 1\", \"duration_ms\": 226938, \"popularity\": 57}}, \"recently_played\": [], \"saved_playlists\": [\"pl_1\", \"pl_2\", \"pl_3\", \"pl_4\", \"pl_5\", \"pl_6\"], \"user_playlists\": [\"pl_1\", \"pl_2\", \"pl_3\", \"pl_4\", \"pl_5\", \"pl_6\"], \"playlist_counter\": 6, \"track_counter\": 40}}", "flakiness_config": null}
{"id": "ptc_mt_grocery_two_store_coverage_0", "question": [[{"role": "user", "content": "Get my shopping list and check every store's inventory. For each item, find the cheapest store that carries it in stock. Report: item_name, cheapest_store_id, cheapest_store_name, cheapest_price, avg_price_across_carriers (average price among stores that do carry it), savings_vs_avg (avg - cheapest), stores_carrying (list of store_ids where it's in stock). Respond with a JSON object with key 'items' containing the array."}], [{"role": "user", "content": "I can only order from at most 2 stores. Using the same price data, find the 2-store pair that covers the MAXIMUM number of shopping-list items at their best-price-within-the-pair; if multiple pairs tie on coverage, pick the one with the lowest total cost (sum of item prices + both delivery fees). Respond with a JSON object: {pair: [store_id_a, store_id_b], items_covered, assignments (array of {item_name, store_id, price}), total_cost, items_not_covered (list of item_names that neither store carries)}."}]], "involved_classes": ["GroceryDeliveryAPI"], "verifier_type": "multi_turn_grocery_pair", "initial_config": "{\"GroceryDeliveryAPI\": {\"shopping_list\": [\"milk\", \"bread\", \"eggs\", \"chicken\", \"rice\", \"apples\", \"pasta\", \"cheese\", \"cereal\", \"butter\"], \"stores\": {\"store_1\": {\"store_id\": \"store_1\", \"name\": \"FreshMart\", \"delivery_fee\": 3.99, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 2.92, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.0, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 0.0, \"in_stock\": false}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 10.07, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 4.8, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 0.0, \"in_stock\": false}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.96, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 0.0, \"in_stock\": false}, \"cereal\": {\"item_name\": \"cereal\", \"price\": 3.64, \"in_stock\": true}, \"butter\": {\"item_name\": \"butter\", \"price\": 0.0, \"in_stock\": false}}}, \"store_2\": {\"store_id\": \"store_2\", \"name\": \"CornerGrocer\", \"delivery_fee\": 2.49, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 4.25, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.61, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 5.4, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 0.0, \"in_stock\": false}, \"rice\": {\"item_name\": \"rice\", \"price\": 3.59, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 3.34, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.78, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 6.41, \"in_stock\": true}, \"cereal\": {\"item_name\": \"cereal\", \"price\": 0.0, \"in_stock\": false}, \"butter\": {\"item_name\": \"butter\", \"price\": 5.52, \"in_stock\": true}}}, \"store_3\": {\"store_id\": \"store_3\", \"name\": \"DailyMart\", \"delivery_fee\": 4.49, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 0.0, \"in_stock\": false}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.11, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 0.0, \"in_stock\": false}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 0.0, \"in_stock\": false}, \"rice\": {\"item_name\": \"rice\", \"price\": 3.38, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 4.44, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 3.08, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 5.91, \"in_stock\": true}, \"cereal\": {\"item_name\": \"cereal\", \"price\": 3.8, \"in_stock\": true}, \"butter\": {\"item_name\": \"butter\", \"price\": 5.64, \"in_stock\": true}}}, \"store_4\": {\"store_id\": \"store_4\", \"name\": \"UrbanGreens\", \"delivery_fee\": 3.49, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 0.0, \"in_stock\": false}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.08, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.12, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 7.44, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 4.79, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 0.0, \"in_stock\": false}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.1, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 5.67, \"in_stock\": true}, \"cereal\": {\"item_name\": \"cereal\", \"price\": 5.19, \"in_stock\": true}, \"butter\": {\"item_name\": \"butter\", \"price\": 4.77, \"in_stock\": true}}}, \"store_5\": {\"store_id\": \"store_5\", \"name\": \"BulkBarn\", \"delivery_fee\": 5.99, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.91, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.06, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.01, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 8.14, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 4.38, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 3.91, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 0.0, \"in_stock\": false}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 4.95, \"in_stock\": true}, \"cereal\": {\"item_name\": \"cereal\", \"price\": 3.85, \"in_stock\": true}, \"butter\": {\"item_name\": \"butter\", \"price\": 0.0, \"in_stock\": false}}}, \"store_6\": {\"store_id\": \"store_6\", \"name\": \"MetroFresh\", \"delivery_fee\": 2.99, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.31, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.44, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.4, \"in_stock\": true}, \"chicken\": {\"item_name\": \"chicken\", \"price\": 6.73, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 5.13, \"in_stock\": true}, \"apples\": {\"item_name\": \"apples\", \"price\": 0.0, \"in_stock\": false}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 0.0, \"in_stock\": false}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 0.0, \"in_stock\": false}, \"cereal\": {\"item_name\": \"cereal\", \"price\": 0.0, \"in_stock\": false}, \"butter\": {\"item_name\": \"butter\", \"price\": 4.24, \"in_stock\": true}}}}}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_offsite_subset_0", "question": [[{"role": "user", "content": "Over the next 3 business weeks (Mon Apr 27 through Fri May 15, 2026), for each of my 8 team members — Alice, Bob, Carol, David, Eve, Frank, Grace, Henry — fetch their schedules and count how many are FULLY FREE (no overlapping events) during 9 AM to 5 PM in their own local timezone. Return a JSON object with key 'days' containing an array where each element has: date, free_count, free_employee_ids (list), sorted by free_count descending, break ties by date ascending."}], [{"role": "user", "content": "We only need 5 of the 8 team members physically present for the offsite. From the same data, pick the single best date (the one with highest free_count; if multiple dates tie, choose the one where selecting the 5 highest-level employees among the free ones gives the maximum total level-score). Respond with a JSON object: {chosen_date, free_count, recommended_invitees (array of {employee_id, display_name, level}, sorted by level descending, length 5), total_level_score}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_offsite_subset", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"simulated_now_iso\": \"2026-04-27T08:00:00\", \"simulated_now_timezone\": \"America/New_York\", \"current_week_start_date\": \"2026-04-27\", \"current_week_end_date\": \"2026-05-15\", \"current_user_name\": \"Alice\"}, \"employees\": [{\"id\": \"alice\", \"display_name\": \"Alice\", \"timezone\": \"America/New_York\", \"level\": 7}, {\"id\": \"bob\", \"display_name\": \"Bob\", \"timezone\": \"America/Chicago\", \"level\": 5}, {\"id\": \"carol\", \"display_name\": \"Carol\", \"timezone\": \"America/Los_Angeles\", \"level\": 6}, {\"id\": \"david\", \"display_name\": \"David\", \"timezone\": \"America/Denver\", \"level\": 4}, {\"id\": \"eve\", \"display_name\": \"Eve\", \"timezone\": \"America/New_York\", \"level\": 3}, {\"id\": \"frank\", \"display_name\": \"Frank\", \"timezone\": \"America/Los_Angeles\", \"level\": 5}, {\"id\": \"grace\", \"display_name\": \"Grace\", \"timezone\": \"America/Chicago\", \"level\": 2}, {\"id\": \"henry\", \"display_name\": \"Henry\", \"timezone\": \"America/New_York\", \"level\": 6}], \"events\": [{\"employee_id\": \"grace\", \"start\": \"2026-04-27T13:00:00\", \"end\": \"2026-04-27T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-04-28T13:00:00\", \"end\": \"2026-04-28T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-04-28T09:00:00\", \"end\": \"2026-04-28T10:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-04-28T10:00:00\", \"end\": \"2026-04-28T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-04-28T13:00:00\", \"end\": \"2026-04-28T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-04-28T14:00:00\", \"end\": \"2026-04-28T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-04-28T09:00:00\", \"end\": \"2026-04-28T10:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-04-29T10:00:00\", \"end\": \"2026-04-29T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-04-29T10:00:00\", \"end\": \"2026-04-29T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-04-29T15:00:00\", \"end\": \"2026-04-29T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-04-29T11:00:00\", \"end\": \"2026-04-29T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-04-29T10:00:00\", \"end\": \"2026-04-29T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-04-30T11:00:00\", \"end\": \"2026-04-30T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-01T11:00:00\", \"end\": \"2026-05-01T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-01T11:00:00\", \"end\": \"2026-05-01T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-01T15:00:00\", \"end\": \"2026-05-01T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-01T09:00:00\", \"end\": \"2026-05-01T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-01T13:00:00\", \"end\": \"2026-05-01T15:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-05-04T09:00:00\", \"end\": \"2026-05-04T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-04T10:00:00\", \"end\": \"2026-05-04T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-04T10:00:00\", \"end\": \"2026-05-04T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-04T11:00:00\", \"end\": \"2026-05-04T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-04T15:00:00\", \"end\": \"2026-05-04T17:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-04T09:00:00\", \"end\": \"2026-05-04T10:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-05-05T14:00:00\", \"end\": \"2026-05-05T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-05T15:00:00\", \"end\": \"2026-05-05T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-05T11:00:00\", \"end\": \"2026-05-05T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-05T09:00:00\", \"end\": \"2026-05-05T10:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-05T13:00:00\", \"end\": \"2026-05-05T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-05-06T14:00:00\", \"end\": \"2026-05-06T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-06T15:00:00\", \"end\": \"2026-05-06T17:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-06T13:00:00\", \"end\": \"2026-05-06T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-06T15:00:00\", \"end\": \"2026-05-06T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-06T10:00:00\", \"end\": \"2026-05-06T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-07T13:00:00\", \"end\": \"2026-05-07T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-07T11:00:00\", \"end\": \"2026-05-07T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-07T13:00:00\", \"end\": \"2026-05-07T15:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-07T14:00:00\", \"end\": \"2026-05-07T15:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-07T13:00:00\", \"end\": \"2026-05-07T15:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-07T11:00:00\", \"end\": \"2026-05-07T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-05-08T10:00:00\", \"end\": \"2026-05-08T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-08T14:00:00\", \"end\": \"2026-05-08T15:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-08T11:00:00\", \"end\": \"2026-05-08T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-08T11:00:00\", \"end\": \"2026-05-08T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-08T11:00:00\", \"end\": \"2026-05-08T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-08T15:00:00\", \"end\": \"2026-05-08T17:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-11T15:00:00\", \"end\": \"2026-05-11T17:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-11T10:00:00\", \"end\": \"2026-05-11T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-11T11:00:00\", \"end\": \"2026-05-11T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-11T14:00:00\", \"end\": \"2026-05-11T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-11T15:00:00\", \"end\": \"2026-05-11T17:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-12T10:00:00\", \"end\": \"2026-05-12T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-12T14:00:00\", \"end\": \"2026-05-12T15:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-12T11:00:00\", \"end\": \"2026-05-12T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-12T09:00:00\", \"end\": \"2026-05-12T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-05-13T14:00:00\", \"end\": \"2026-05-13T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-13T14:00:00\", \"end\": \"2026-05-13T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-13T10:00:00\", \"end\": \"2026-05-13T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-13T15:00:00\", \"end\": \"2026-05-13T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"henry\", \"start\": \"2026-05-13T13:00:00\", \"end\": \"2026-05-13T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alice\", \"start\": \"2026-05-14T10:00:00\", \"end\": \"2026-05-14T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-14T10:00:00\", \"end\": \"2026-05-14T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-14T09:00:00\", \"end\": \"2026-05-14T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"david\", \"start\": \"2026-05-14T13:00:00\", \"end\": \"2026-05-14T14:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-14T11:00:00\", \"end\": \"2026-05-14T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-14T11:00:00\", \"end\": \"2026-05-14T13:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"bob\", \"start\": \"2026-05-15T09:00:00\", \"end\": \"2026-05-15T11:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"carol\", \"start\": \"2026-05-15T14:00:00\", \"end\": \"2026-05-15T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"eve\", \"start\": \"2026-05-15T11:00:00\", \"end\": \"2026-05-15T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"frank\", \"start\": \"2026-05-15T14:00:00\", \"end\": \"2026-05-15T16:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"grace\", \"start\": \"2026-05-15T10:00:00\", \"end\": \"2026-05-15T12:00:00\", \"title\": \"Work Block\", \"rsvp\": \"accepted\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_uber_commute_detour_0", "question": [[{"role": "user", "content": "I'm commuting from my home (in my Yelp profile) to the office at latitude 37.7926, longitude -122.3955. Find every coffee shop on Yelp (category 'Coffee'). For each one, compute: distance_from_home_miles, distance_from_office_miles, direct_uber_cost (home->office, without stopping), detour_uber_cost (home->coffee->office), extra_cost (detour minus direct), is_open, rating. Use the coordinate-based ride estimate. Respond with a JSON array sorted by extra_cost ascending where each element has: business_id, name, rating, is_open, distance_from_home_miles, distance_from_office_miles, direct_uber_cost, detour_uber_cost, extra_cost."}], [{"role": "user", "content": "I have a $4 detour budget. From those same results, show only the shops where extra_cost <= 4 AND is_open is true AND rating >= 4.0. Sort by rating descending, tie-break by extra_cost ascending. Respond with a JSON array where each element has: business_id, name, rating, wait_minutes, extra_cost, is_open."}]], "involved_classes": ["YelpAPI", "UberAPI"], "verifier_type": "multi_turn_commute_detour", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Jordan\", \"email\": \"jordan@example.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2026-04-27T08:30:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Coffee Spot 1\", \"address\": \"120 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 297, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4001\", \"website\": \"https://coffee1.com\", \"latitude\": 37.783700202512854, \"longitude\": -122.4097413787304, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Coffee Spot 2\", \"address\": \"140 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 412, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4002\", \"website\": \"https://coffee2.com\", \"latitude\": 37.76426734050427, \"longitude\": -122.41680546737531, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Coffee Spot 3\", \"address\": \"160 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 453, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4003\", \"website\": \"https://coffee3.com\", \"latitude\": 37.76808094257016, \"longitude\": -122.41034253550512, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Coffee Spot 4\", \"address\": \"180 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 120, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4004\", \"website\": \"https://coffee4.com\", \"latitude\": 37.77680254238702, \"longitude\": -122.4134142885286, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Coffee Spot 5\", \"address\": \"200 Market St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 286, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4005\", \"website\": \"https://coffee5.com\", \"latitude\": 37.789607089161834, \"longitude\": -122.42353578239077, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Coffee Spot 6\", \"address\": \"220 Market St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 129, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4006\", \"website\": \"https://coffee6.com\", \"latitude\": 37.78256706545588, \"longitude\": -122.4133775841009, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Coffee Spot 7\", \"address\": \"240 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 228, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4007\", \"website\": \"https://coffee7.com\", \"latitude\": 37.784737125760785, \"longitude\": -122.40701972486367, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 10}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Coffee Spot 8\", \"address\": \"260 Market St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 152, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4008\", \"website\": \"https://coffee8.com\", \"latitude\": 37.76724687125722, \"longitude\": -122.42150934185139, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Coffee Spot 9\", \"address\": \"280 Market St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 230, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4009\", \"website\": \"https://coffee9.com\", \"latitude\": 37.76340473179107, \"longitude\": -122.41451776486012, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Coffee Spot 10\", \"address\": \"300 Market St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 564, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4010\", \"website\": \"https://coffee10.com\", \"latitude\": 37.76658216186869, \"longitude\": -122.41647970420794, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Coffee Spot 11\", \"address\": \"320 Market St, San Francisco, CA\", \"rating\": 3.8, \"review_count\": 343, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4011\", \"website\": \"https://coffee11.com\", \"latitude\": 37.78324172528293, \"longitude\": -122.43388823750436, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 15}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Coffee Spot 12\", \"address\": \"340 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 530, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4012\", \"website\": \"https://coffee12.com\", \"latitude\": 37.775721214926804, \"longitude\": -122.42572552412297, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 5}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Coffee Spot 13\", \"address\": \"360 Market St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 481, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4013\", \"website\": \"https://coffee13.com\", \"latitude\": 37.772586659677465, \"longitude\": -122.41201060893573, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"Coffee Spot 14\", \"address\": \"380 Market St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 487, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4014\", \"website\": \"https://coffee14.com\", \"latitude\": 37.786667709837076, \"longitude\": -122.41429348667775, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 0}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Coffee Spot 15\", \"address\": \"400 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 448, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Tuesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Wednesday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Thursday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Friday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Saturday\": {\"open\": \"06:00\", \"close\": \"20:00\"}, \"Sunday\": {\"open\": \"06:00\", \"close\": \"20:00\"}}, \"phone\": \"(415) 555-4015\", \"website\": \"https://coffee15.com\", \"latitude\": 37.77540059998626, \"longitude\": -122.42027210588824, \"categories\": [\"Coffee\", \"restaurant\"], \"current_wait_minutes\": 5}}, \"reviews\": {}, \"saved_places\": {}}, \"UberAPI\": {\"pricing\": {\"base_fare\": 2.5, \"per_mile_rate\": 1.75, \"per_minute_rate\": 0.35, \"minimum_fare\": 0.0, \"surge_multiplier\": 1.0, \"average_speed_mph\": 25}, \"rides\": {}}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_manager_churn_0", "question": [[{"role": "user", "content": "Get the full employee list and each employee's reporting history. Compute two metrics: (a) manager_turnover_count per employee — the number of DISTINCT managers they've ever reported to; (b) assignments_received per manager — the number of reporting_history rows in which that manager appears. Respond with a JSON object: {employees: [{employee_id, employee_name, manager_turnover_count}] sorted by turnover desc, managers: [{manager_id, manager_name, assignments_received}] sorted by assignments desc}."}], [{"role": "user", "content": "Identify the manager with the highest assignments_received (the 'churn hotspot'). From the same reporting-history data, list every employee currently reporting to them (end_date == 'present'), along with each employee's own manager_turnover_count from Q1. Sort by turnover descending. Respond with JSON: {churn_manager_id, churn_manager_name, current_reports: [{employee_id, employee_name, manager_turnover_count}]}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_manager_churn", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"emp_01\", \"employee_name\": \"Employee01\"}, {\"employee_id\": \"emp_02\", \"employee_name\": \"Employee02\"}, {\"employee_id\": \"emp_03\", \"employee_name\": \"Employee03\"}, {\"employee_id\": \"emp_04\", \"employee_name\": \"Employee04\"}, {\"employee_id\": \"emp_05\", \"employee_name\": \"Employee05\"}, {\"employee_id\": \"emp_06\", \"employee_name\": \"Employee06\"}, {\"employee_id\": \"emp_07\", \"employee_name\": \"Employee07\"}, {\"employee_id\": \"emp_08\", \"employee_name\": \"Employee08\"}, {\"employee_id\": \"emp_09\", \"employee_name\": \"Employee09\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Employee10\"}, {\"employee_id\": \"emp_11\", \"employee_name\": \"Employee11\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Employee12\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Employee13\"}, {\"employee_id\": \"emp_14\", \"employee_name\": \"Employee14\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Employee15\"}, {\"employee_id\": \"emp_16\", \"employee_name\": \"Employee16\"}, {\"employee_id\": \"emp_17\", \"employee_name\": \"Employee17\"}, {\"employee_id\": \"emp_18\", \"employee_name\": \"Employee18\"}, {\"employee_id\": \"emp_19\", \"employee_name\": \"Employee19\"}, {\"employee_id\": \"emp_20\", \"employee_name\": \"Employee20\"}], \"reporting_history\": [{\"employee_id\": \"emp_01\", \"employee_name\": \"Employee01\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2019-04-09\", \"end_date\": \"2019-11-05\"}, {\"employee_id\": \"emp_01\", \"employee_name\": \"Employee01\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2019-11-05\", \"end_date\": \"2021-03-19\"}, {\"employee_id\": \"emp_01\", \"employee_name\": \"Employee01\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2021-03-19\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_02\", \"employee_name\": \"Employee02\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2019-03-18\", \"end_date\": \"2019-05-24\"}, {\"employee_id\": \"emp_02\", \"employee_name\": \"Employee02\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2019-05-24\", \"end_date\": \"2019-06-26\"}, {\"employee_id\": \"emp_02\", \"employee_name\": \"Employee02\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2019-06-26\", \"end_date\": \"2020-03-15\"}, {\"employee_id\": \"emp_02\", \"employee_name\": \"Employee02\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2020-03-15\", \"end_date\": \"2021-05-06\"}, {\"employee_id\": \"emp_02\", \"employee_name\": \"Employee02\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2021-05-06\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_03\", \"employee_name\": \"Employee03\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2019-04-06\", \"end_date\": \"2019-04-12\"}, {\"employee_id\": \"emp_03\", \"employee_name\": \"Employee03\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2019-04-12\", \"end_date\": \"2020-03-28\"}, {\"employee_id\": \"emp_03\", \"employee_name\": \"Employee03\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2020-03-28\", \"end_date\": \"2021-03-23\"}, {\"employee_id\": \"emp_03\", \"employee_name\": \"Employee03\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2021-03-23\", \"end_date\": \"2022-02-14\"}, {\"employee_id\": \"emp_03\", \"employee_name\": \"Employee03\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2022-02-14\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_04\", \"employee_name\": \"Employee04\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2019-07-31\", \"end_date\": \"2020-01-06\"}, {\"employee_id\": \"emp_04\", \"employee_name\": \"Employee04\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2020-01-06\", \"end_date\": \"2020-09-23\"}, {\"employee_id\": \"emp_04\", \"employee_name\": \"Employee04\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-09-23\", \"end_date\": \"2022-02-21\"}, {\"employee_id\": \"emp_04\", \"employee_name\": \"Employee04\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2022-02-21\", \"end_date\": \"2022-04-06\"}, {\"employee_id\": \"emp_04\", \"employee_name\": \"Employee04\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2022-04-06\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_05\", \"employee_name\": \"Employee05\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-10-05\", \"end_date\": \"2021-05-25\"}, {\"employee_id\": \"emp_05\", \"employee_name\": \"Employee05\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2021-05-25\", \"end_date\": \"2021-08-11\"}, {\"employee_id\": \"emp_05\", \"employee_name\": \"Employee05\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2021-08-11\", \"end_date\": \"2021-12-24\"}, {\"employee_id\": \"emp_05\", \"employee_name\": \"Employee05\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2021-12-24\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_06\", \"employee_name\": \"Employee06\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-09-06\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_07\", \"employee_name\": \"Employee07\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2020-08-12\", \"end_date\": \"2021-07-08\"}, {\"employee_id\": \"emp_07\", \"employee_name\": \"Employee07\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2021-07-08\", \"end_date\": \"2022-06-01\"}, {\"employee_id\": \"emp_07\", \"employee_name\": \"Employee07\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2022-06-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_08\", \"employee_name\": \"Employee08\", \"manager_id\": \"mgr_6\", \"manager_name\": \"Manager6\", \"start_date\": \"2019-11-08\", \"end_date\": \"2020-12-01\"}, {\"employee_id\": \"emp_08\", \"employee_name\": \"Employee08\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-12-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_09\", \"employee_name\": \"Employee09\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2020-10-04\", \"end_date\": \"2020-11-27\"}, {\"employee_id\": \"emp_09\", \"employee_name\": \"Employee09\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2020-11-27\", \"end_date\": \"2020-12-18\"}, {\"employee_id\": \"emp_09\", \"employee_name\": \"Employee09\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-12-18\", \"end_date\": \"2022-03-19\"}, {\"employee_id\": \"emp_09\", \"employee_name\": \"Employee09\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2022-03-19\", \"end_date\": \"2022-05-02\"}, {\"employee_id\": \"emp_09\", \"employee_name\": \"Employee09\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2022-05-02\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Employee10\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2020-08-05\", \"end_date\": \"2021-03-01\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Employee10\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2021-03-01\", \"end_date\": \"2021-07-01\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Employee10\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2021-07-01\", \"end_date\": \"2022-10-01\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Employee10\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2022-10-01\", \"end_date\": \"2022-10-27\"}, {\"employee_id\": \"emp_10\", \"employee_name\": \"Employee10\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2022-10-27\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_11\", \"employee_name\": \"Employee11\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2019-09-22\", \"end_date\": \"2020-05-22\"}, {\"employee_id\": \"emp_11\", \"employee_name\": \"Employee11\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2020-05-22\", \"end_date\": \"2021-03-11\"}, {\"employee_id\": \"emp_11\", \"employee_name\": \"Employee11\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2021-03-11\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Employee12\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2019-10-08\", \"end_date\": \"2020-07-23\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Employee12\", \"manager_id\": \"mgr_6\", \"manager_name\": \"Manager6\", \"start_date\": \"2020-07-23\", \"end_date\": \"2021-04-02\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Employee12\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2021-04-02\", \"end_date\": \"2021-05-31\"}, {\"employee_id\": \"emp_12\", \"employee_name\": \"Employee12\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2021-05-31\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Employee13\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2019-06-19\", \"end_date\": \"2019-11-06\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Employee13\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2019-11-06\", \"end_date\": \"2019-11-06\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Employee13\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2019-11-06\", \"end_date\": \"2019-12-27\"}, {\"employee_id\": \"emp_13\", \"employee_name\": \"Employee13\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2019-12-27\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_14\", \"employee_name\": \"Employee14\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2019-10-26\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Employee15\", \"manager_id\": \"mgr_6\", \"manager_name\": \"Manager6\", \"start_date\": \"2019-09-15\", \"end_date\": \"2020-10-14\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Employee15\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2020-10-14\", \"end_date\": \"2021-11-21\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Employee15\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2021-11-21\", \"end_date\": \"2022-03-05\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Employee15\", \"manager_id\": \"mgr_6\", \"manager_name\": \"Manager6\", \"start_date\": \"2022-03-05\", \"end_date\": \"2022-06-18\"}, {\"employee_id\": \"emp_15\", \"employee_name\": \"Employee15\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2022-06-18\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_16\", \"employee_name\": \"Employee16\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2019-08-01\", \"end_date\": \"2021-03-18\"}, {\"employee_id\": \"emp_16\", \"employee_name\": \"Employee16\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2021-03-18\", \"end_date\": \"2021-03-26\"}, {\"employee_id\": \"emp_16\", \"employee_name\": \"Employee16\", \"manager_id\": \"mgr_1\", \"manager_name\": \"Manager1\", \"start_date\": \"2021-03-26\", \"end_date\": \"2021-03-28\"}, {\"employee_id\": \"emp_16\", \"employee_name\": \"Employee16\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2021-03-28\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_17\", \"employee_name\": \"Employee17\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2019-04-18\", \"end_date\": \"2019-08-14\"}, {\"employee_id\": \"emp_17\", \"employee_name\": \"Employee17\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2019-08-14\", \"end_date\": \"2019-11-29\"}, {\"employee_id\": \"emp_17\", \"employee_name\": \"Employee17\", \"manager_id\": \"mgr_5\", \"manager_name\": \"Manager5\", \"start_date\": \"2019-11-29\", \"end_date\": \"2020-11-27\"}, {\"employee_id\": \"emp_17\", \"employee_name\": \"Employee17\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-11-27\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_18\", \"employee_name\": \"Employee18\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-03-01\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_19\", \"employee_name\": \"Employee19\", \"manager_id\": \"mgr_3\", \"manager_name\": \"Manager3\", \"start_date\": \"2020-12-12\", \"end_date\": \"2021-01-15\"}, {\"employee_id\": \"emp_19\", \"employee_name\": \"Employee19\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2021-01-15\", \"end_date\": \"2021-08-29\"}, {\"employee_id\": \"emp_19\", \"employee_name\": \"Employee19\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2021-08-29\", \"end_date\": \"present\"}, {\"employee_id\": \"emp_20\", \"employee_name\": \"Employee20\", \"manager_id\": \"mgr_4\", \"manager_name\": \"Manager4\", \"start_date\": \"2019-06-25\", \"end_date\": \"2019-07-29\"}, {\"employee_id\": \"emp_20\", \"employee_name\": \"Employee20\", \"manager_id\": \"mgr_6\", \"manager_name\": \"Manager6\", \"start_date\": \"2019-07-29\", \"end_date\": \"2019-10-23\"}, {\"employee_id\": \"emp_20\", \"employee_name\": \"Employee20\", \"manager_id\": \"mgr_2\", \"manager_name\": \"Manager2\", \"start_date\": \"2019-10-23\", \"end_date\": \"present\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_deep_work_slot_0", "question": [[{"role": "user", "content": "Fetch my calendar for next business week (Mon May 4 through Fri May 8, 2026, Alex's schedule). For each of those 5 days, compute within the 9 AM to 5 PM window: total_busy_minutes, free_blocks (array of {start_local, end_local, duration_min}, non-overlapping), longest_free_block_minutes, total_events. Respond with a JSON object with key 'days' containing an array sorted by longest_free_block_minutes descending where each element has: date, total_busy_minutes, free_blocks, longest_free_block_minutes, total_events."}], [{"role": "user", "content": "I need to schedule a 90-minute deep-work block. Using the same free_blocks data, list every candidate day where at least one free block >= 90 minutes exists. For each, return the earliest such block's start time. If multiple days qualify with the same longest_free_block, pick the day with fewest total_events. Respond with a JSON object: {candidate_days: [{date, earliest_90min_start_local, longest_free_block_minutes, total_events}], recommended_date}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_deep_work_slot", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"simulated_now_iso\": \"2026-05-04T08:00:00\", \"simulated_now_timezone\": \"America/New_York\", \"current_week_start_date\": \"2026-05-04\", \"current_week_end_date\": \"2026-05-08\", \"current_user_name\": \"Alex\"}, \"employees\": [{\"id\": \"alex\", \"display_name\": \"Alex\", \"timezone\": \"America/New_York\"}], \"events\": [{\"employee_id\": \"alex\", \"start\": \"2026-05-04T10:00:00\", \"end\": \"2026-05-04T11:00:00\", \"title\": \"Meeting 10\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-04T12:00:00\", \"end\": \"2026-05-04T13:00:00\", \"title\": \"Meeting 12\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-04T14:00:00\", \"end\": \"2026-05-04T15:00:00\", \"title\": \"Meeting 14\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-04T16:00:00\", \"end\": \"2026-05-04T17:00:00\", \"title\": \"Meeting 16\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-05T10:00:00\", \"end\": \"2026-05-05T11:00:00\", \"title\": \"Meeting 10\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-05T15:00:00\", \"end\": \"2026-05-05T16:00:00\", \"title\": \"Meeting 15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-05T16:00:00\", \"end\": \"2026-05-05T17:00:00\", \"title\": \"Meeting 16\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-06T12:00:00\", \"end\": \"2026-05-06T13:00:00\", \"title\": \"Meeting 12\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-06T16:00:00\", \"end\": \"2026-05-06T17:00:00\", \"title\": \"Meeting 16\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-07T12:00:00\", \"end\": \"2026-05-07T13:00:00\", \"title\": \"Meeting 12\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-07T15:00:00\", \"end\": \"2026-05-07T16:00:00\", \"title\": \"Meeting 15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-07T16:00:00\", \"end\": \"2026-05-07T17:00:00\", \"title\": \"Meeting 16\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-08T09:00:00\", \"end\": \"2026-05-08T10:00:00\", \"title\": \"Meeting 9\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-08T10:00:00\", \"end\": \"2026-05-08T11:00:00\", \"title\": \"Meeting 10\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-08T12:00:00\", \"end\": \"2026-05-08T13:00:00\", \"title\": \"Meeting 12\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-08T13:00:00\", \"end\": \"2026-05-08T14:00:00\", \"title\": \"Meeting 13\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"alex\", \"start\": \"2026-05-08T16:00:00\", \"end\": \"2026-05-08T17:00:00\", \"title\": \"Meeting 16\", \"rsvp\": \"accepted\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_grocery_split_0", "question": [[{"role": "user", "content": "Two parallel lookups: (1) find the cheapest fully-stocked grocery store for my shopping list — compute total_cost = item_total + delivery_fee. (2) fetch my Venmo friends list and transaction history. For each friend, compute venmo_net_balance = total_sent_to_me minus total_sent_by_me. Return a JSON object: {grocery_total, cheapest_store_id, cheapest_store_name, friends: [{friend_username, venmo_net_balance, split_2, split_3, split_4, split_5}]} where split_N is grocery_total / N rounded to 2 decimals."}], [{"role": "user", "content": "I only want to split with friends whose venmo_net_balance is >= 0 (they've paid me at least as much as I've paid them). Using the same data: which friends qualify? Let N = (qualified_count + 1). What does each qualified friend owe me if we split the grocery bill evenly? Respond with JSON: {grocery_total, qualified_count, N, my_share, qualified_friends: [{friend_username, venmo_net_balance, share}] sorted by venmo_net_balance descending}."}]], "involved_classes": ["VenmoAPI", "GroceryDeliveryAPI"], "verifier_type": "multi_turn_venmo_grocery_split", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"friend_1\", \"friend_2\", \"friend_3\", \"friend_4\", \"friend_5\", \"friend_6\"], \"transactions\": [{\"id\": \"txn_18\", \"sender\": \"user1\", \"receiver\": \"friend_5\", \"amount\": 63.72, \"note\": \"\", \"date\": \"2025-11-03\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"user1\", \"receiver\": \"friend_5\", \"amount\": 63.55, \"note\": \"\", \"date\": \"2025-11-05\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"friend_1\", \"receiver\": \"user1\", \"amount\": 43.26, \"note\": \"\", \"date\": \"2025-11-11\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"user1\", \"receiver\": \"friend_6\", \"amount\": 52.05, \"note\": \"\", \"date\": \"2025-11-11\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"friend_3\", \"receiver\": \"user1\", \"amount\": 33.79, \"note\": \"\", \"date\": \"2025-11-12\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"friend_2\", \"receiver\": \"user1\", \"amount\": 62.3, \"note\": \"\", \"date\": \"2025-11-17\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"user1\", \"receiver\": \"friend_6\", \"amount\": 35.21, \"note\": \"\", \"date\": \"2025-11-24\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"friend_2\", \"receiver\": \"user1\", \"amount\": 56.45, \"note\": \"\", \"date\": \"2025-11-27\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"friend_4\", \"receiver\": \"user1\", \"amount\": 11.41, \"note\": \"\", \"date\": \"2025-11-29\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"friend_4\", \"receiver\": \"user1\", \"amount\": 63.75, \"note\": \"\", \"date\": \"2025-12-06\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"user1\", \"receiver\": \"friend_6\", \"amount\": 13.25, \"note\": \"\", \"date\": \"2025-12-09\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"friend_2\", \"receiver\": \"user1\", \"amount\": 67.08, \"note\": \"\", \"date\": \"2025-12-14\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"friend_1\", \"receiver\": \"user1\", \"amount\": 46.79, \"note\": \"\", \"date\": \"2025-12-18\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"friend_3\", \"receiver\": \"user1\", \"amount\": 63.37, \"note\": \"\", \"date\": \"2025-12-24\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"friend_1\", \"receiver\": \"user1\", \"amount\": 37.82, \"note\": \"\", \"date\": \"2026-01-25\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"friend_3\", \"receiver\": \"user1\", \"amount\": 21.97, \"note\": \"\", \"date\": \"2026-02-14\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"user1\", \"receiver\": \"friend_3\", \"amount\": 22.3, \"note\": \"\", \"date\": \"2026-02-16\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"friend_2\", \"receiver\": \"user1\", \"amount\": 32.74, \"note\": \"\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"user1\", \"receiver\": \"friend_1\", \"amount\": 61.99, \"note\": \"\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"user1\", \"receiver\": \"friend_2\", \"amount\": 24.28, \"note\": \"\", \"date\": \"2026-03-10\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"user1\", \"receiver\": \"friend_5\", \"amount\": 40.05, \"note\": \"\", \"date\": \"2026-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"user1\", \"receiver\": \"friend_4\", \"amount\": 67.84, \"note\": \"\", \"date\": \"2026-03-29\", \"type\": \"payment\"}], \"pending_requests\": [], \"current_user\": \"user1\", \"user_id\": \"user1\", \"username_to_id\": {}}, \"GroceryDeliveryAPI\": {\"shopping_list\": [\"milk\", \"bread\", \"eggs\", \"cheese\", \"pasta\", \"rice\"], \"stores\": {\"store_1\": {\"store_id\": \"store_1\", \"name\": \"MetroFresh\", \"delivery_fee\": 2.99, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 2.8, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.4, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 3.6, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 4.4, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.0, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 3.2, \"in_stock\": true}}}, \"store_2\": {\"store_id\": \"store_2\", \"name\": \"CornerMart\", \"delivery_fee\": 4.49, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.68, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.15, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.73, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 5.78, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.62, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 4.2, \"in_stock\": true}}}, \"store_3\": {\"store_id\": \"store_3\", \"name\": \"BulkBarn\", \"delivery_fee\": 6.99, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.32, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 2.85, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.27, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 5.22, \"in_stock\": true}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.38, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 3.8, \"in_stock\": true}}}, \"store_4\": {\"store_id\": \"store_4\", \"name\": \"UrbanPantry\", \"delivery_fee\": 3.49, \"service_fee_rate\": 0.12, \"inventory\": {\"milk\": {\"item_name\": \"milk\", \"price\": 3.85, \"in_stock\": true}, \"bread\": {\"item_name\": \"bread\", \"price\": 3.3, \"in_stock\": true}, \"eggs\": {\"item_name\": \"eggs\", \"price\": 4.95, \"in_stock\": true}, \"cheese\": {\"item_name\": \"cheese\", \"price\": 6.05, \"in_stock\": false}, \"pasta\": {\"item_name\": \"pasta\", \"price\": 2.75, \"in_stock\": true}, \"rice\": {\"item_name\": \"rice\", \"price\": 4.4, \"in_stock\": true}}}}}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_deep_cuts_0", "question": [[{"role": "user", "content": "Fetch my recently-played tracks from Spotify (limit 50). Each track object has fields including artist, duration_ms, and popularity. Group by artist and compute: play_count (total occurrences in the recently-played list), total_duration_minutes (sum of duration_ms / 60000 per occurrence), avg_track_popularity (mean popularity across the artist's DISTINCT tracks in the list), distinct_track_count. Respond with a JSON object with key 'artists' containing an array sorted by total_duration_minutes descending where each element has: artist, play_count, total_duration_minutes, avg_track_popularity, distinct_track_count."}], [{"role": "user", "content": "Now build me a 'deep cuts' playlist. From the top-10 artists (by total_duration_minutes from Q1), pick the LEAST popular distinct track I've actually played from each artist. Return a JSON array of length 10 where each element has: artist, track_id, track_title, popularity, play_count_this_track. Sort by popularity ascending."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_deep_cuts", "initial_config": "{\"SpotifyAPI\": {\"playlists\": {}, \"tracks\": {\"t1\": {\"id\": \"t1\", \"name\": \"Song 1\", \"artist\": \"Pink Floyd\", \"album\": \"Album 2\", \"duration_ms\": 269789, \"popularity\": 19}, \"t2\": {\"id\": \"t2\", \"name\": \"Song 2\", \"artist\": \"The Weeknd\", \"album\": \"Album 3\", \"duration_ms\": 232430, \"popularity\": 76}, \"t3\": {\"id\": \"t3\", \"name\": \"Song 3\", \"artist\": \"Norah Jones\", \"album\": \"Album 4\", \"duration_ms\": 271543, \"popularity\": 16}, \"t4\": {\"id\": \"t4\", \"name\": \"Song 4\", \"artist\": \"Daft Punk\", \"album\": \"Album 5\", \"duration_ms\": 174027, \"popularity\": 74}, \"t5\": {\"id\": \"t5\", \"name\": \"Song 5\", \"artist\": \"Kendrick Lamar\", \"album\": \"Album 6\", \"duration_ms\": 248790, \"popularity\": 50}, \"t6\": {\"id\": \"t6\", \"name\": \"Song 6\", \"artist\": \"Adele\", \"album\": \"Album 7\", \"duration_ms\": 291303, \"popularity\": 35}, \"t7\": {\"id\": \"t7\", \"name\": \"Song 7\", \"artist\": \"Arctic Monkeys\", \"album\": \"Album 8\", \"duration_ms\": 129018, \"popularity\": 81}, \"t8\": {\"id\": \"t8\", \"name\": \"Song 8\", \"artist\": \"Billie Eilish\", \"album\": \"Album 9\", \"duration_ms\": 248472, \"popularity\": 56}, \"t9\": {\"id\": \"t9\", \"name\": \"Song 9\", \"artist\": \"Fleetwood Mac\", \"album\": \"Album 10\", \"duration_ms\": 139946, \"popularity\": 46}, \"t10\": {\"id\": \"t10\", \"name\": \"Song 10\", \"artist\": \"Taylor Swift\", \"album\": \"Album 1\", \"duration_ms\": 214675, \"popularity\": 20}, \"t11\": {\"id\": \"t11\", \"name\": \"Song 11\", \"artist\": \"Beyonce\", \"album\": \"Album 2\", \"duration_ms\": 230204, \"popularity\": 32}, \"t12\": {\"id\": \"t12\", \"name\": \"Song 12\", \"artist\": \"Radiohead\", \"album\": \"Album 3\", \"duration_ms\": 278122, \"popularity\": 60}, \"t13\": {\"id\": \"t13\", \"name\": \"Song 13\", \"artist\": \"Pink Floyd\", \"album\": \"Album 4\", \"duration_ms\": 220035, \"popularity\": 68}, \"t14\": {\"id\": \"t14\", \"name\": \"Song 14\", \"artist\": \"The Weeknd\", \"album\": \"Album 5\", \"duration_ms\": 194348, \"popularity\": 48}, \"t15\": {\"id\": \"t15\", \"name\": \"Song 15\", \"artist\": \"Norah Jones\", \"album\": \"Album 6\", \"duration_ms\": 239755, \"popularity\": 37}, \"t16\": {\"id\": \"t16\", \"name\": \"Song 16\", \"artist\": \"Daft Punk\", \"album\": \"Album 7\", \"duration_ms\": 299794, \"popularity\": 53}, \"t17\": {\"id\": \"t17\", \"name\": \"Song 17\", \"artist\": \"Kendrick Lamar\", \"album\": \"Album 8\", \"duration_ms\": 293499, \"popularity\": 61}, \"t18\": {\"id\": \"t18\", \"name\": \"Song 18\", \"artist\": \"Adele\", \"album\": \"Album 9\", \"duration_ms\": 154859, \"popularity\": 73}, \"t19\": {\"id\": \"t19\", \"name\": \"Song 19\", \"artist\": \"Arctic Monkeys\", \"album\": \"Album 10\", \"duration_ms\": 182752, \"popularity\": 71}, \"t20\": {\"id\": \"t20\", \"name\": \"Song 20\", \"artist\": \"Billie Eilish\", \"album\": \"Album 1\", \"duration_ms\": 280779, \"popularity\": 63}, \"t21\": {\"id\": \"t21\", \"name\": \"Song 21\", \"artist\": \"Fleetwood Mac\", \"album\": \"Album 2\", \"duration_ms\": 131602, \"popularity\": 89}, \"t22\": {\"id\": \"t22\", \"name\": \"Song 22\", \"artist\": \"Taylor Swift\", \"album\": \"Album 3\", \"duration_ms\": 121063, \"popularity\": 45}, \"t23\": {\"id\": \"t23\", \"name\": \"Song 23\", \"artist\": \"Beyonce\", \"album\": \"Album 4\", \"duration_ms\": 155120, \"popularity\": 39}, \"t24\": {\"id\": \"t24\", \"name\": \"Song 24\", \"artist\": \"Radiohead\", \"album\": \"Album 5\", \"duration_ms\": 199393, \"popularity\": 83}, \"t25\": {\"id\": \"t25\", \"name\": \"Song 25\", \"artist\": \"Pink Floyd\", \"album\": \"Album 6\", \"duration_ms\": 215982, \"popularity\": 45}, \"t26\": {\"id\": \"t26\", \"name\": \"Song 26\", \"artist\": \"The Weeknd\", \"album\": \"Album 7\", 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\"t9\", \"t27\", \"t35\", \"t38\", \"t23\", \"t35\", \"t25\", \"t32\", \"t45\", \"t11\", \"t36\", \"t29\"], \"saved_playlists\": [], \"user_playlists\": [], \"playlist_counter\": 0, \"track_counter\": 50}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_subscription_hunt_0", "question": [[{"role": "user", "content": "I've got a nagging feeling I'm paying for things I forgot I signed up for. Look through my Venmo history from July 2025 through March 2026 and find any recurring payments I've been sending — same recipient, same amount, spaced roughly monthly (between 25 and 35 days apart), happening at least 3 times in a row. For each one tell me who I'm paying, the amount, how many charges I've seen, when it started and ended, and the total I've shelled out.\n\nRespond with a JSON object:\n- subscriptions: list of {recipient, amount, charge_count, total_paid, first_date, last_date}, sorted by total_paid descending then recipient ascending. Only include groups with charge_count >= 3. total_paid rounded to 2 decimals; dates as YYYY-MM-DD."}], [{"role": "user", "content": "I want to estimate what cancelling my top-3 most expensive subscriptions would save me annually. Using those same results, take the 3 entries with the highest total_paid (tiebreak: recipient ascending). For each, compute avg_monthly = total_paid / charge_count, and projected_annual = avg_monthly * 12. Respond with a JSON object with keys: cancelled (list of {recipient, amount, avg_monthly, projected_annual}, in the same order as ranked), total_annual_savings (sum of projected_annual). Round avg_monthly, projected_annual, and total_annual_savings to 2 decimals."}]], "involved_classes": ["VenmoAPI"], "verifier_type": "multi_turn_venmo_subscription_hunt", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"alice\", \"bob\", \"carol\", \"dave\", \"eve\", \"frank\", \"grace\", \"henry\", \"iris\", \"jack\", \"kira\", \"liam\", \"mort\", \"nate\", \"oli\", \"pam\", \"quinn\", \"rob\", \"sara\", \"tim\"], \"transactions\": [{\"id\": \"txn_1\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2025-10-05\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2025-11-05\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2025-12-05\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2026-01-05\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2025-07-13\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2025-08-13\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2025-09-13\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2025-10-13\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2025-11-13\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2025-12-13\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2026-01-13\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2026-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"you\", \"receiver\": \"netflix_billing\", \"amount\": 15.99, \"note\": \"monthly streaming\", \"date\": \"2026-03-13\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2025-07-20\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2025-08-20\", \"type\": \"payment\"}, {\"id\": \"txn_18\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2025-09-20\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2025-10-20\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2025-11-20\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2025-12-20\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2026-01-20\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"you\", \"receiver\": \"music_app\", \"amount\": 9.99, \"note\": \"spotify family share\", \"date\": \"2026-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_24\", \"sender\": \"you\", \"receiver\": \"nyt_digital\", \"amount\": 12.5, \"note\": \"nyt subscription\", \"date\": \"2025-07-25\", \"type\": \"payment\"}, {\"id\": \"txn_25\", \"sender\": \"you\", \"receiver\": \"nyt_digital\", \"amount\": 12.5, \"note\": \"nyt subscription\", \"date\": \"2025-08-25\", \"type\": \"payment\"}, {\"id\": \"txn_26\", \"sender\": \"you\", \"receiver\": \"nyt_digital\", \"amount\": 12.5, \"note\": \"nyt subscription\", \"date\": \"2025-09-25\", \"type\": \"payment\"}, {\"id\": \"txn_27\", \"sender\": \"you\", \"receiver\": \"streaming_plus\", \"amount\": 6.99, \"note\": \"hbo addon\", \"date\": \"2025-11-15\", \"type\": \"payment\"}, {\"id\": \"txn_28\", \"sender\": \"you\", \"receiver\": \"streaming_plus\", \"amount\": 6.99, \"note\": \"hbo addon\", \"date\": \"2025-12-15\", \"type\": \"payment\"}, {\"id\": \"txn_29\", \"sender\": \"you\", \"receiver\": \"streaming_plus\", \"amount\": 6.99, \"note\": \"hbo addon\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_30\", \"sender\": \"you\", \"receiver\": \"streaming_plus\", \"amount\": 6.99, \"note\": \"hbo addon\", \"date\": \"2026-02-15\", \"type\": \"payment\"}, {\"id\": \"txn_31\", \"sender\": \"you\", \"receiver\": \"streaming_plus\", \"amount\": 6.99, \"note\": \"hbo addon\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_32\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 42.5, \"note\": \"dinner\", \"date\": \"2025-07-15\", \"type\": \"payment\"}, {\"id\": \"txn_33\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 18.0, \"note\": \"coffee run\", \"date\": \"2025-08-03\", \"type\": \"payment\"}, {\"id\": \"txn_34\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 75.0, \"note\": \"concert tix\", \"date\": \"2025-07-22\", \"type\": \"payment\"}, {\"id\": \"txn_35\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 150.0, \"note\": \"weekend trip\", \"date\": \"2025-09-10\", \"type\": \"payment\"}, {\"id\": \"txn_36\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 35.0, \"note\": \"lunch\", \"date\": \"2025-08-18\", \"type\": \"payment\"}, {\"id\": \"txn_37\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 22.0, \"note\": \"coffee\", \"date\": \"2025-11-05\", \"type\": \"payment\"}, {\"id\": \"txn_38\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 60.0, \"note\": \"uber share\", \"date\": \"2025-09-14\", \"type\": \"payment\"}, {\"id\": \"txn_39\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 40.0, \"note\": \"pizza\", \"date\": \"2025-10-20\", \"type\": \"payment\"}, {\"id\": \"txn_40\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 25.0, \"note\": \"movie\", \"date\": \"2025-12-01\", \"type\": \"payment\"}, {\"id\": \"txn_41\", \"sender\": \"you\", \"receiver\": \"grace\", \"amount\": 80.0, \"note\": \"birthday gift share\", \"date\": \"2025-12-15\", \"type\": \"payment\"}, {\"id\": \"txn_42\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 90.0, \"note\": \"hotel split\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_43\", \"sender\": \"you\", \"receiver\": \"iris\", \"amount\": 33.0, \"note\": \"lunch\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_44\", \"sender\": \"you\", \"receiver\": \"jack\", \"amount\": 28.5, \"note\": \"bar tab\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_45\", \"sender\": \"you\", \"receiver\": \"kira\", \"amount\": 45.0, \"note\": \"groceries\", \"date\": \"2026-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_46\", \"sender\": \"you\", \"receiver\": \"liam\", \"amount\": 55.0, \"note\": \"flights\", \"date\": \"2026-02-22\", \"type\": \"payment\"}, {\"id\": \"txn_47\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 20.0, \"note\": \"coffee\", \"date\": \"2025-08-05\", \"type\": \"payment\"}, {\"id\": \"txn_48\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 20.0, \"note\": \"coffee\", \"date\": \"2025-09-06\", \"type\": \"payment\"}, {\"id\": \"txn_49\", \"sender\": \"you\", \"receiver\": \"mort\", \"amount\": 50.0, \"note\": \"split\", \"date\": \"2025-07-01\", \"type\": \"payment\"}, {\"id\": \"txn_50\", \"sender\": \"you\", \"receiver\": \"mort\", \"amount\": 50.0, \"note\": \"split\", \"date\": \"2025-08-20\", \"type\": \"payment\"}, {\"id\": \"txn_51\", \"sender\": \"you\", \"receiver\": \"mort\", \"amount\": 50.0, \"note\": \"split\", \"date\": \"2025-10-11\", \"type\": \"payment\"}, {\"id\": \"txn_52\", \"sender\": \"you\", \"receiver\": \"mort\", \"amount\": 50.0, \"note\": \"split\", \"date\": \"2025-12-05\", \"type\": \"payment\"}, {\"id\": \"txn_53\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 30.0, \"note\": \"split1\", \"date\": \"2025-10-05\", \"type\": \"payment\"}, {\"id\": \"txn_54\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 32.0, \"note\": \"split2\", \"date\": \"2025-11-05\", \"type\": \"payment\"}, {\"id\": \"txn_55\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 31.0, \"note\": \"split3\", \"date\": \"2025-12-05\", \"type\": \"payment\"}, {\"id\": \"txn_56\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 15.99, \"note\": \"rent share\", \"date\": \"2025-09-01\", \"type\": \"payment\"}, {\"id\": \"txn_57\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 15.99, \"note\": \"rent share\", \"date\": \"2025-10-01\", \"type\": \"payment\"}, {\"id\": \"txn_58\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 15.99, \"note\": \"rent share\", \"date\": \"2025-11-01\", \"type\": \"payment\"}, {\"id\": \"txn_59\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 30.0, \"note\": \"tix refund\", \"date\": \"2025-10-03\", \"type\": \"payment\"}, {\"id\": \"txn_60\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 25.0, \"note\": \"lunch\", \"date\": \"2025-12-10\", \"type\": \"payment\"}, {\"id\": \"txn_61\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 20.0, \"note\": \"owe you\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_62\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2025-06-05\", \"type\": \"payment\"}, {\"id\": \"txn_63\", \"sender\": \"you\", \"receiver\": \"gym_local\", \"amount\": 45.0, \"note\": \"gym membership\", \"date\": \"2025-05-05\", \"type\": \"payment\"}, {\"id\": \"txn_64\", \"sender\": \"you\", \"receiver\": \"iris\", \"amount\": 20.75, \"note\": \"trip split\", \"date\": \"2026-03-02\", \"type\": \"payment\"}, {\"id\": \"txn_65\", \"sender\": \"iris\", \"receiver\": \"you\", \"amount\": 160.75, \"note\": \"airbnb share\", \"date\": \"2025-12-10\", \"type\": \"payment\"}, {\"id\": \"txn_66\", \"sender\": \"quinn\", \"receiver\": \"you\", \"amount\": 22.75, \"note\": \"cab\", \"date\": \"2025-10-20\", \"type\": \"payment\"}, {\"id\": \"txn_67\", \"sender\": \"you\", \"receiver\": \"mort\", \"amount\": 60.5, \"note\": \"flowers\", \"date\": \"2025-09-10\", \"type\": \"payment\"}, {\"id\": \"txn_68\", \"sender\": \"you\", \"receiver\": \"mort\", \"amount\": 165.25, \"note\": \"museum\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_69\", \"sender\": \"you\", \"receiver\": \"pam\", \"amount\": 34.25, \"note\": \"airbnb share\", \"date\": \"2026-03-29\", \"type\": \"payment\"}, {\"id\": \"txn_70\", \"sender\": \"you\", \"receiver\": \"grace\", \"amount\": 164.0, \"note\": \"flowers\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_71\", \"sender\": \"you\", \"receiver\": \"rob\", \"amount\": 92.0, \"note\": \"drinks\", \"date\": \"2025-10-12\", \"type\": \"payment\"}, {\"id\": \"txn_72\", \"sender\": \"you\", \"receiver\": \"jack\", \"amount\": 77.99, \"note\": \"coffee\", \"date\": \"2026-03-10\", \"type\": \"payment\"}, {\"id\": \"txn_73\", \"sender\": \"nate\", \"receiver\": \"you\", \"amount\": 18.99, \"note\": \"tshirt\", \"date\": \"2026-01-28\", \"type\": \"payment\"}, {\"id\": \"txn_74\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 52.25, \"note\": \"airbnb share\", \"date\": \"2025-08-01\", \"type\": \"payment\"}, {\"id\": \"txn_75\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 38.99, \"note\": \"books\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_76\", \"sender\": \"you\", \"receiver\": \"jack\", \"amount\": 176.5, \"note\": \"trip split\", \"date\": \"2025-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_77\", \"sender\": \"you\", \"receiver\": \"quinn\", \"amount\": 198.25, \"note\": \"gift\", \"date\": \"2025-09-16\", \"type\": \"payment\"}, {\"id\": \"txn_78\", \"sender\": \"you\", \"receiver\": \"grace\", \"amount\": 38.5, \"note\": \"gift\", \"date\": \"2025-04-22\", \"type\": \"payment\"}, {\"id\": \"txn_79\", \"sender\": \"you\", \"receiver\": \"pam\", \"amount\": 55.99, \"note\": \"airbnb share\", \"date\": \"2025-10-05\", \"type\": \"payment\"}, {\"id\": \"txn_80\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 36.0, \"note\": \"tshirt\", \"date\": \"2025-08-17\", \"type\": \"payment\"}, {\"id\": \"txn_81\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 172.25, \"note\": \"drinks\", \"date\": \"2025-12-08\", \"type\": \"payment\"}, {\"id\": \"txn_82\", \"sender\": \"you\", \"receiver\": \"oli\", \"amount\": 184.25, \"note\": \"flowers\", \"date\": \"2025-10-18\", \"type\": \"payment\"}, 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190.5, \"note\": \"tshirt\", \"date\": \"2026-05-03\", \"type\": \"payment\"}, {\"id\": \"txn_490\", \"sender\": \"you\", \"receiver\": \"kira\", \"amount\": 191.0, \"note\": \"coworking\", \"date\": \"2025-06-17\", \"type\": \"payment\"}, {\"id\": \"txn_491\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 70.25, \"note\": \"gym pass\", \"date\": \"2026-01-31\", \"type\": \"payment\"}, {\"id\": \"txn_492\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 130.75, \"note\": \"cab\", \"date\": \"2025-04-22\", \"type\": \"payment\"}, {\"id\": \"txn_493\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 197.25, \"note\": \"snacks\", \"date\": \"2025-12-19\", \"type\": \"payment\"}, {\"id\": \"txn_494\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 139.99, \"note\": \"parking\", \"date\": \"2026-01-04\", \"type\": \"payment\"}, {\"id\": \"txn_495\", \"sender\": \"kira\", \"receiver\": \"you\", \"amount\": 153.5, \"note\": \"laundry\", \"date\": \"2025-08-17\", \"type\": \"payment\"}, {\"id\": \"txn_496\", \"sender\": \"you\", \"receiver\": \"tim\", \"amount\": 195.25, \"note\": \"parking\", \"date\": \"2025-09-24\", \"type\": \"payment\"}, {\"id\": \"txn_497\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 155.0, \"note\": \"bar tab\", \"date\": \"2025-07-12\", \"type\": \"payment\"}, {\"id\": \"txn_498\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 16.25, \"note\": \"bday gift\", \"date\": \"2026-01-30\", \"type\": \"payment\"}, {\"id\": \"txn_499\", \"sender\": \"you\", \"receiver\": \"kira\", \"amount\": 8.0, \"note\": \"tshirt\", \"date\": \"2025-06-17\", \"type\": \"payment\"}, {\"id\": \"txn_500\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 14.5, \"note\": \"cab\", \"date\": \"2025-08-19\", \"type\": \"payment\"}], \"pending_requests\": [], \"current_user\": \"you\", \"request_counter\": 0, \"transaction_counter\": 500}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_reciprocity_audit_0", "question": [[{"role": "user", "content": "For each of my Venmo friends, compare how much I've sent them vs. how much they've sent me over the last 6 months (Oct 1 2025 through Mar 31 2026). I want to flag the one-sided friendships — friends I've sent at least $80 to where they've paid me back less than 30% of that. Call those \"out of balance.\" Also tell me who I'm most in-sync with: the friend with the highest min(in,out)/max(in,out) ratio. Ties: higher total volume (sent + received) wins, then name ascending.\n\nRespond with a JSON object:\n- out_of_balance: list of {friend, sent_to, received_from, reciprocity_ratio}, sorted by sent_to descending. reciprocity_ratio = received_from / sent_to, rounded to 2 decimals.\n- most_reciprocal_friend: single {friend, sent_to, received_from, reciprocity_ratio} where reciprocity_ratio = min(in,out)/max(in,out), rounded to 2 decimals."}], [{"role": "user", "content": "For each of those out-of-balance friends, compute the rebalance_amount: how much more they would need to send me so that received_from / sent_to equals exactly 0.5 (i.e. rebalance_amount = max(0, 0.5 * sent_to - received_from)). Also tell me the total I'd recoup if every out-of-balance friend paid up. Respond with a JSON object with keys: rebalances (list of {friend, sent_to, received_from, rebalance_amount}, sorted by rebalance_amount descending then friend ascending), total_recoupable (sum of rebalance_amount across all listed friends). Round all monetary fields to 2 decimals."}]], "involved_classes": ["VenmoAPI"], "verifier_type": "multi_turn_venmo_reciprocity_audit", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"alice\", \"bob\", \"carol\", \"dave\", \"eve\", \"frank\", \"grace\", \"henry\", \"iris\", \"jack\", \"kira\", \"liam\", \"milo\", \"nora\", \"oskar\", \"pia\", \"ravi\", \"sage\", \"teo\", \"uma\"], \"transactions\": [{\"id\": \"txn_1\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 10.0, \"note\": \"gift\", \"date\": \"2026-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 25.0, \"note\": \"share\", \"date\": \"2025-11-27\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 14.0, \"note\": \"gift\", \"date\": \"2026-01-28\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 14.0, \"note\": \"trip\", \"date\": \"2026-02-03\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 15.0, \"note\": \"split\", \"date\": \"2025-10-29\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 15.0, \"note\": \"gift\", \"date\": \"2026-01-12\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 19.0, \"note\": \"trip\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 16.0, \"note\": \"split\", \"date\": \"2026-01-06\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 18.0, \"note\": \"coffee\", \"date\": \"2025-10-25\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 18.0, \"note\": \"split\", \"date\": \"2026-02-28\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 21.0, \"note\": \"coffee\", \"date\": \"2025-12-25\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 15.0, \"note\": \"split\", \"date\": \"2025-11-13\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"refund\", \"date\": \"2026-01-31\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"split\", \"date\": \"2026-03-21\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 3.0, \"note\": \"paying back\", \"date\": \"2025-10-23\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"share\", \"date\": \"2026-01-13\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 3.0, \"note\": \"refund\", \"date\": \"2026-01-13\", \"type\": \"payment\"}, {\"id\": \"txn_18\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"refund\", \"date\": \"2025-11-02\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"refund\", \"date\": \"2026-01-18\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"split\", \"date\": \"2025-10-21\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 10.0, \"note\": \"split\", \"date\": \"2026-01-06\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 9.0, \"note\": \"dinner\", \"date\": \"2025-12-13\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 18.0, \"note\": \"dinner\", \"date\": \"2025-10-07\", \"type\": \"payment\"}, {\"id\": \"txn_24\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 14.0, \"note\": \"split\", \"date\": \"2026-01-22\", \"type\": \"payment\"}, {\"id\": \"txn_25\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 13.0, \"note\": \"coffee\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_26\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 12.0, \"note\": \"share\", \"date\": \"2026-02-03\", \"type\": \"payment\"}, {\"id\": \"txn_27\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 8.0, \"note\": \"coffee\", \"date\": \"2025-10-02\", \"type\": \"payment\"}, {\"id\": \"txn_28\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 13.0, \"note\": \"trip\", \"date\": \"2026-03-04\", \"type\": \"payment\"}, {\"id\": \"txn_29\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 13.0, \"note\": \"dinner\", \"date\": \"2025-10-01\", \"type\": \"payment\"}, {\"id\": \"txn_30\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 13.0, \"note\": \"dinner\", \"date\": \"2025-10-12\", \"type\": \"payment\"}, {\"id\": \"txn_31\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 12.0, \"note\": \"split\", \"date\": \"2025-12-07\", \"type\": \"payment\"}, {\"id\": \"txn_32\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 15.0, \"note\": \"coffee\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_33\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"share\", \"date\": \"2025-12-26\", \"type\": \"payment\"}, {\"id\": \"txn_34\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 3.0, \"note\": \"share\", \"date\": \"2025-11-16\", \"type\": \"payment\"}, {\"id\": \"txn_35\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 7.0, \"note\": \"paying back\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_36\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 5.0, \"note\": \"covering\", \"date\": \"2026-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_37\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 6.0, \"note\": \"share\", \"date\": \"2025-10-01\", \"type\": \"payment\"}, {\"id\": \"txn_38\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 3.0, \"note\": \"split\", \"date\": \"2026-02-17\", \"type\": \"payment\"}, {\"id\": \"txn_39\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 8.0, \"note\": \"refund\", \"date\": \"2025-12-12\", \"type\": \"payment\"}, {\"id\": \"txn_40\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"covering\", \"date\": \"2025-11-09\", \"type\": \"payment\"}, {\"id\": \"txn_41\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 13.0, \"note\": \"coffee\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_42\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 6.0, \"note\": \"share\", \"date\": \"2026-03-11\", \"type\": \"payment\"}, {\"id\": \"txn_43\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 12.0, \"note\": \"trip\", \"date\": \"2026-01-28\", \"type\": \"payment\"}, {\"id\": \"txn_44\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 7.0, \"note\": \"gift\", \"date\": \"2025-11-01\", \"type\": \"payment\"}, {\"id\": \"txn_45\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 11.0, \"note\": \"share\", \"date\": \"2026-01-10\", \"type\": \"payment\"}, {\"id\": \"txn_46\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 8.0, \"note\": \"share\", \"date\": \"2026-03-19\", \"type\": \"payment\"}, {\"id\": \"txn_47\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 17.0, \"note\": \"share\", \"date\": \"2026-01-07\", \"type\": \"payment\"}, {\"id\": \"txn_48\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 4.0, \"note\": \"split\", \"date\": \"2026-02-23\", \"type\": \"payment\"}, {\"id\": \"txn_49\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 10.0, \"note\": \"gift\", \"date\": \"2026-01-19\", \"type\": \"payment\"}, {\"id\": \"txn_50\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 4.0, \"note\": \"trip\", \"date\": \"2026-02-02\", \"type\": \"payment\"}, {\"id\": \"txn_51\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 4.0, \"note\": \"trip\", \"date\": \"2025-12-07\", \"type\": \"payment\"}, {\"id\": \"txn_52\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 4.0, \"note\": \"trip\", \"date\": \"2026-01-25\", \"type\": \"payment\"}, {\"id\": \"txn_53\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 14.0, \"note\": \"covering\", \"date\": \"2025-10-09\", \"type\": \"payment\"}, {\"id\": \"txn_54\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 12.0, \"note\": \"covering\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_55\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 15.0, \"note\": \"refund\", \"date\": \"2025-12-17\", \"type\": \"payment\"}, {\"id\": \"txn_56\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"refund\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_57\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 15.0, \"note\": \"refund\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_58\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 10.0, \"note\": \"share\", \"date\": \"2025-11-22\", \"type\": \"payment\"}, {\"id\": \"txn_59\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 18.0, \"note\": \"covering\", \"date\": \"2025-11-27\", \"type\": \"payment\"}, {\"id\": \"txn_60\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 7.0, \"note\": \"share\", \"date\": \"2026-01-16\", \"type\": \"payment\"}, {\"id\": \"txn_61\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 6.0, \"note\": \"gift\", \"date\": \"2025-12-13\", \"type\": \"payment\"}, {\"id\": \"txn_62\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 9.0, \"note\": \"dinner\", \"date\": \"2025-12-24\", \"type\": \"payment\"}, {\"id\": \"txn_63\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 11.0, \"note\": \"trip\", \"date\": \"2025-11-10\", \"type\": \"payment\"}, {\"id\": \"txn_64\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 13.0, \"note\": \"coffee\", \"date\": \"2025-11-10\", \"type\": \"payment\"}, {\"id\": \"txn_65\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"split\", \"date\": \"2025-12-20\", \"type\": \"payment\"}, {\"id\": \"txn_66\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 12.0, \"note\": \"trip\", \"date\": \"2025-12-09\", \"type\": \"payment\"}, {\"id\": \"txn_67\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 5.0, \"note\": \"trip\", \"date\": \"2025-12-14\", \"type\": \"payment\"}, {\"id\": \"txn_68\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 4.0, \"note\": \"dinner\", \"date\": \"2025-12-21\", \"type\": \"payment\"}, {\"id\": \"txn_69\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 4.0, \"note\": \"share\", \"date\": \"2025-10-10\", \"type\": \"payment\"}, {\"id\": \"txn_70\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 9.0, \"note\": \"split\", \"date\": \"2025-11-10\", \"type\": \"payment\"}, {\"id\": \"txn_71\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 5.0, \"note\": \"share\", \"date\": \"2025-12-15\", \"type\": \"payment\"}, {\"id\": \"txn_72\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 5.0, \"note\": \"coffee\", \"date\": \"2025-11-08\", \"type\": \"payment\"}, {\"id\": \"txn_73\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 6.0, \"note\": \"refund\", \"date\": \"2025-12-26\", \"type\": \"payment\"}, {\"id\": \"txn_74\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 16.0, \"note\": \"split\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_75\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 6.0, \"note\": \"refund\", \"date\": \"2026-03-26\", \"type\": \"payment\"}, {\"id\": \"txn_76\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 12.0, \"note\": \"share\", \"date\": \"2026-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_77\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 13.0, \"note\": \"covering\", \"date\": \"2025-10-21\", \"type\": \"payment\"}, {\"id\": \"txn_78\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 9.0, \"note\": \"paying back\", \"date\": \"2026-01-10\", \"type\": \"payment\"}, {\"id\": \"txn_79\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 15.0, \"note\": \"paying back\", \"date\": \"2025-12-11\", \"type\": \"payment\"}, {\"id\": \"txn_80\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 11.0, \"note\": \"refund\", \"date\": \"2025-10-22\", \"type\": \"payment\"}, {\"id\": \"txn_81\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 13.0, \"note\": \"dinner\", \"date\": \"2025-10-28\", \"type\": \"payment\"}, {\"id\": \"txn_82\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 17.0, \"note\": \"trip\", \"date\": \"2025-11-29\", \"type\": \"payment\"}, {\"id\": \"txn_83\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 17.0, \"note\": \"coffee\", \"date\": \"2025-12-02\", \"type\": \"payment\"}, {\"id\": \"txn_84\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 18.0, \"note\": \"coffee\", \"date\": \"2025-10-15\", \"type\": \"payment\"}, {\"id\": \"txn_85\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 24.0, \"note\": \"split\", \"date\": \"2026-02-23\", \"type\": \"payment\"}, {\"id\": \"txn_86\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 9.0, \"note\": \"trip\", \"date\": \"2025-12-13\", \"type\": \"payment\"}, {\"id\": \"txn_87\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 22.0, \"note\": \"dinner\", \"date\": \"2025-12-27\", \"type\": \"payment\"}, {\"id\": \"txn_88\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 21.0, \"note\": \"trip\", \"date\": \"2025-10-10\", \"type\": \"payment\"}, {\"id\": \"txn_89\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 10.0, \"note\": \"share\", \"date\": \"2026-01-01\", \"type\": \"payment\"}, {\"id\": \"txn_90\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 17.0, \"note\": \"trip\", \"date\": \"2025-10-03\", \"type\": \"payment\"}, {\"id\": \"txn_91\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 16.0, \"note\": \"trip\", \"date\": \"2026-03-06\", \"type\": \"payment\"}, {\"id\": \"txn_92\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 16.0, \"note\": \"split\", \"date\": \"2026-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_93\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 19.0, \"note\": \"covering\", \"date\": \"2026-01-30\", \"type\": \"payment\"}, {\"id\": \"txn_94\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 25.0, 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\"paying back\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_241\", \"sender\": \"you\", \"receiver\": \"milo\", \"amount\": 10.0, \"note\": \"dinner\", \"date\": \"2026-03-25\", \"type\": \"payment\"}, {\"id\": \"txn_242\", \"sender\": \"you\", \"receiver\": \"milo\", \"amount\": 11.0, \"note\": \"gift\", \"date\": \"2025-12-29\", \"type\": \"payment\"}, {\"id\": \"txn_243\", \"sender\": \"milo\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"ty\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_244\", \"sender\": \"milo\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"ty\", \"date\": \"2026-01-11\", \"type\": \"payment\"}, {\"id\": \"txn_245\", \"sender\": \"you\", \"receiver\": \"nora\", \"amount\": 2.0, \"note\": \"dinner\", \"date\": \"2026-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_246\", \"sender\": \"you\", \"receiver\": \"nora\", \"amount\": 3.0, \"note\": \"one-off\", \"date\": \"2025-10-12\", \"type\": \"payment\"}, {\"id\": \"txn_247\", \"sender\": \"you\", \"receiver\": \"nora\", \"amount\": 2.0, \"note\": \"one-off\", \"date\": \"2026-02-18\", \"type\": \"payment\"}, {\"id\": \"txn_248\", \"sender\": \"you\", \"receiver\": \"nora\", \"amount\": 3.0, \"note\": \"gift\", \"date\": \"2025-11-29\", \"type\": \"payment\"}, {\"id\": \"txn_249\", \"sender\": \"nora\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"ty\", \"date\": \"2025-10-25\", \"type\": \"payment\"}, {\"id\": \"txn_250\", \"sender\": \"nora\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"ty\", \"date\": \"2026-01-04\", \"type\": \"payment\"}, {\"id\": \"txn_251\", \"sender\": \"you\", \"receiver\": \"oskar\", \"amount\": 2.0, \"note\": \"dinner\", \"date\": \"2025-12-18\", \"type\": \"payment\"}, {\"id\": \"txn_252\", \"sender\": \"you\", \"receiver\": \"oskar\", \"amount\": 3.0, \"note\": \"gift\", \"date\": \"2025-10-01\", \"type\": \"payment\"}, {\"id\": \"txn_253\", \"sender\": \"you\", \"receiver\": \"oskar\", \"amount\": 2.0, \"note\": \"one-off\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_254\", \"sender\": \"you\", \"receiver\": \"oskar\", \"amount\": 5.0, \"note\": \"gift\", \"date\": \"2026-03-24\", \"type\": \"payment\"}, {\"id\": \"txn_255\", \"sender\": \"you\", \"receiver\": \"pia\", \"amount\": 18.0, \"note\": \"gift\", \"date\": \"2025-11-12\", \"type\": \"payment\"}, {\"id\": \"txn_256\", \"sender\": \"you\", \"receiver\": \"pia\", \"amount\": 16.0, \"note\": \"dinner\", \"date\": \"2026-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_257\", \"sender\": \"pia\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"ty\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_258\", \"sender\": \"pia\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"ty\", \"date\": \"2025-11-30\", \"type\": \"payment\"}, {\"id\": \"txn_259\", \"sender\": \"pia\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"ty\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_260\", \"sender\": \"you\", \"receiver\": \"ravi\", \"amount\": 8.0, \"note\": \"gift\", \"date\": \"2025-11-05\", \"type\": \"payment\"}, {\"id\": \"txn_261\", \"sender\": \"you\", \"receiver\": \"ravi\", \"amount\": 4.0, \"note\": \"one-off\", \"date\": \"2025-12-04\", \"type\": \"payment\"}, {\"id\": \"txn_262\", \"sender\": \"you\", \"receiver\": \"ravi\", \"amount\": 2.0, \"note\": \"dinner\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_263\", \"sender\": \"you\", \"receiver\": \"ravi\", \"amount\": 8.0, \"note\": \"dinner\", \"date\": \"2025-11-24\", \"type\": \"payment\"}, {\"id\": \"txn_264\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"ty\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_265\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"refund\", \"date\": \"2025-11-18\", \"type\": \"payment\"}, {\"id\": \"txn_266\", \"sender\": \"you\", \"receiver\": \"sage\", \"amount\": 5.0, \"note\": \"gift\", \"date\": \"2026-03-11\", \"type\": \"payment\"}, {\"id\": \"txn_267\", \"sender\": \"you\", \"receiver\": \"sage\", \"amount\": 5.0, \"note\": \"dinner\", \"date\": \"2026-02-04\", \"type\": \"payment\"}, {\"id\": \"txn_268\", \"sender\": \"you\", \"receiver\": \"sage\", \"amount\": 3.0, \"note\": \"dinner\", \"date\": \"2026-03-31\", \"type\": \"payment\"}, {\"id\": \"txn_269\", \"sender\": \"you\", \"receiver\": \"sage\", \"amount\": 2.0, \"note\": \"one-off\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_270\", \"sender\": \"you\", \"receiver\": \"sage\", \"amount\": 5.0, \"note\": \"one-off\", \"date\": \"2026-02-27\", \"type\": \"payment\"}, {\"id\": \"txn_271\", \"sender\": \"you\", \"receiver\": \"teo\", \"amount\": 1.0, \"note\": \"dinner\", \"date\": \"2025-10-25\", \"type\": \"payment\"}, {\"id\": \"txn_272\", \"sender\": \"you\", \"receiver\": \"teo\", \"amount\": 4.0, \"note\": \"one-off\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_273\", \"sender\": \"you\", \"receiver\": \"teo\", \"amount\": 3.0, \"note\": \"one-off\", \"date\": \"2025-12-25\", \"type\": \"payment\"}, {\"id\": \"txn_274\", \"sender\": \"you\", \"receiver\": \"teo\", \"amount\": 2.0, \"note\": \"one-off\", \"date\": \"2025-10-31\", \"type\": \"payment\"}, {\"id\": \"txn_275\", \"sender\": \"you\", \"receiver\": \"teo\", \"amount\": 2.0, \"note\": \"dinner\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_276\", \"sender\": \"teo\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"refund\", \"date\": \"2026-01-12\", \"type\": \"payment\"}, {\"id\": \"txn_277\", \"sender\": \"teo\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"ty\", \"date\": \"2025-11-02\", \"type\": \"payment\"}, {\"id\": \"txn_278\", \"sender\": \"teo\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"refund\", \"date\": \"2025-11-19\", \"type\": \"payment\"}, {\"id\": \"txn_279\", \"sender\": \"you\", \"receiver\": \"uma\", \"amount\": 6.0, \"note\": \"dinner\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_280\", \"sender\": \"you\", \"receiver\": \"uma\", \"amount\": 5.0, \"note\": \"one-off\", \"date\": \"2026-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_281\", \"sender\": \"you\", \"receiver\": \"uma\", \"amount\": 3.0, \"note\": \"gift\", \"date\": \"2026-03-30\", \"type\": \"payment\"}, {\"id\": \"txn_282\", \"sender\": \"uma\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"ty\", \"date\": \"2026-03-31\", \"type\": \"payment\"}, {\"id\": \"txn_283\", \"sender\": \"uma\", \"receiver\": \"you\", \"amount\": 1.0, \"note\": \"ty\", \"date\": \"2025-12-07\", \"type\": \"payment\"}], \"pending_requests\": [], \"current_user\": \"you\", \"request_counter\": 0, \"transaction_counter\": 283}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_beach_house_reconciliation_0", "question": [[{"role": "user", "content": "I prepaid the whole $2400 Airbnb for the Jersey Shore weekend back in February — 8 of us stayed, so everyone's share is $300. Since then people have been Venmo'ing me back with various notes: sometimes \"shore,\" sometimes \"airbnb,\" sometimes just \"trip.\" Go through Venmo, find every payment I've *received* (incoming only) since Feb 1 2026 from any of the 8 attendees whose note contains any of those keywords (case-insensitive substring match), sum each person's contributions, and tell me how much each one still owes.\n\nAttendees: jake, priya, sam, chloe, ravi, megan, diego, aisha.\n\nRespond with a JSON object:\n- per_person: list of {name, paid_so_far, still_owes} covering all 8 attendees, sorted by still_owes descending, then name ascending. still_owes = 300 - paid_so_far (can be negative if someone overpaid). Round both to 2 decimals.\n- total_collected: sum of paid_so_far across all 8, rounded 2 decimals.\n- total_still_owed: sum of still_owes across all 8, rounded 2 decimals."}], [{"role": "user", "content": "Update: Megan just told me she is covering Sam's remaining share too. Reassign Sam's still_owes onto Megan: Megan's new still_owes = her current still_owes + Sam's current still_owes; Sam's new still_owes = 0. Their paid_so_far values stay unchanged. Recompute the same shape as before. Respond with a JSON object with keys: per_person (list of {name, paid_so_far, still_owes} covering all 8 attendees, sorted by still_owes descending then name ascending), total_collected (unchanged sum of paid_so_far), total_still_owed (sum of the new still_owes values). Round all monetary fields to 2 decimals."}]], "involved_classes": ["VenmoAPI"], "verifier_type": "multi_turn_venmo_beach_reconciliation", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"jake\", \"priya\", \"sam\", \"chloe\", \"ravi\", \"megan\", \"diego\", \"aisha\", \"bob\", \"carol\", \"dave\", \"eve\", \"frank\", \"grace\", \"henry\", \"iris\"], \"transactions\": [{\"id\": \"txn_1\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 300.0, \"note\": \"Jersey shore weekend\", \"date\": \"2026-02-08\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"priya\", \"receiver\": \"you\", \"amount\": 150.0, \"note\": \"airbnb share\", \"date\": \"2026-02-10\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"priya\", \"receiver\": \"you\", \"amount\": 150.0, \"note\": \"airbnb remainder\", \"date\": \"2026-02-22\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"sam\", \"receiver\": \"you\", \"amount\": 100.0, \"note\": \"trip part 1\", \"date\": \"2026-02-14\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"chloe\", \"receiver\": \"you\", \"amount\": 300.0, \"note\": \"Airbnb Jersey\", \"date\": \"2026-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 200.0, \"note\": \"shore 2026\", \"date\": \"2026-02-12\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 150.0, \"note\": \"trip extra\", \"date\": \"2026-03-01\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"diego\", \"receiver\": \"you\", \"amount\": 200.0, \"note\": \"beach trip\", \"date\": \"2026-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"aisha\", \"receiver\": \"you\", \"amount\": 100.0, \"note\": \"shore 1\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"aisha\", \"receiver\": \"you\", \"amount\": 100.0, \"note\": \"shore 2\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"aisha\", \"receiver\": \"you\", \"amount\": 100.0, \"note\": \"shore 3\", \"date\": \"2026-03-10\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 50.0, \"note\": \"dinner\", \"date\": \"2026-02-18\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"sam\", \"receiver\": \"you\", \"amount\": 40.0, \"note\": \"concert tickets\", \"date\": \"2026-02-21\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"megan\", \"receiver\": \"you\", \"amount\": 25.0, \"note\": \"coffee\", \"date\": \"2026-03-04\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"you\", \"receiver\": \"jake\", \"amount\": 30.0, \"note\": \"airbnb refund\", \"date\": \"2026-02-16\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"you\", \"receiver\": \"chloe\", \"amount\": 15.0, \"note\": \"shore groceries\", \"date\": \"2026-02-17\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 300.0, \"note\": \"trip reimbursement\", \"date\": \"2026-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_18\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 50.0, \"note\": \"airbnb refund\", \"date\": \"2026-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 100.0, \"note\": \"shore deposit\", \"date\": \"2026-01-20\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"you\", \"receiver\": \"jake\", \"amount\": 8.26, \"note\": \"airbnb\", \"date\": \"2026-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"you\", \"receiver\": \"diego\", \"amount\": 21.69, \"note\": \"Airbnb stay\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"you\", \"receiver\": \"megan\", \"amount\": 44.92, \"note\": \"Shore trip\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"you\", \"receiver\": \"jake\", \"amount\": 12.34, \"note\": \"trip split\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_24\", \"sender\": \"you\", \"receiver\": \"sam\", \"amount\": 17.94, \"note\": \"shore\", \"date\": \"2026-02-21\", \"type\": \"payment\"}, {\"id\": \"txn_25\", \"sender\": \"diego\", \"receiver\": \"you\", \"amount\": 23.74, \"note\": \"snacks\", \"date\": \"2026-03-19\", \"type\": \"payment\"}, {\"id\": \"txn_26\", \"sender\": \"sam\", \"receiver\": \"you\", \"amount\": 56.5, \"note\": \"airbnb\", \"date\": \"2025-08-04\", \"type\": \"payment\"}, {\"id\": \"txn_27\", \"sender\": \"chloe\", \"receiver\": \"you\", \"amount\": 157.74, \"note\": \"airbnb\", \"date\": \"2025-06-11\", \"type\": \"payment\"}, {\"id\": \"txn_28\", \"sender\": \"megan\", \"receiver\": \"you\", \"amount\": 77.86, \"note\": \"dinner\", \"date\": \"2026-02-03\", \"type\": \"payment\"}, {\"id\": \"txn_29\", \"sender\": \"aisha\", \"receiver\": \"you\", \"amount\": 40.87, \"note\": \"gift\", \"date\": \"2026-03-20\", \"type\": \"payment\"}, {\"id\": \"txn_30\", \"sender\": \"you\", \"receiver\": \"ravi\", \"amount\": 18.39, \"note\": \"trip split\", \"date\": \"2026-02-08\", \"type\": \"payment\"}, {\"id\": \"txn_31\", \"sender\": \"you\", \"receiver\": \"sam\", \"amount\": 16.87, \"note\": \"shore\", \"date\": \"2026-03-29\", \"type\": \"payment\"}, {\"id\": \"txn_32\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 174.46, \"note\": \"Airbnb stay\", \"date\": \"2025-07-24\", \"type\": \"payment\"}, {\"id\": \"txn_33\", \"sender\": \"priya\", \"receiver\": \"you\", \"amount\": 45.81, \"note\": \"gym\", \"date\": \"2026-02-15\", \"type\": \"payment\"}, {\"id\": \"txn_34\", \"sender\": \"henry\", \"receiver\": \"you\", \"amount\": 18.99, \"note\": \"uber\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_35\", \"sender\": \"sam\", \"receiver\": \"you\", \"amount\": 70.53, \"note\": \"lunch\", \"date\": \"2026-02-14\", \"type\": \"payment\"}, {\"id\": \"txn_36\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 21.48, \"note\": \"drinks\", \"date\": \"2026-02-01\", \"type\": \"payment\"}, {\"id\": \"txn_37\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 127.29, \"note\": \"shore\", \"date\": \"2026-02-12\", \"type\": \"payment\"}, {\"id\": \"txn_38\", \"sender\": \"you\", \"receiver\": \"chloe\", \"amount\": 5.19, \"note\": \"airbnb\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_39\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 54.32, \"note\": \"coffee\", \"date\": \"2026-03-04\", \"type\": \"payment\"}, {\"id\": \"txn_40\", \"sender\": \"chloe\", \"receiver\": \"you\", \"amount\": 49.21, \"note\": \"uber\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_41\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 161.79, \"note\": \"trip\", \"date\": \"2026-02-14\", \"type\": \"payment\"}, {\"id\": \"txn_42\", \"sender\": \"you\", \"receiver\": \"sam\", \"amount\": 57.58, \"note\": \"shore\", \"date\": \"2026-03-07\", \"type\": \"payment\"}, {\"id\": \"txn_43\", \"sender\": \"megan\", \"receiver\": \"you\", \"amount\": 58.62, \"note\": \"drinks\", \"date\": \"2026-02-26\", \"type\": \"payment\"}, {\"id\": \"txn_44\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 59.3, \"note\": \"shore\", \"date\": \"2025-10-26\", \"type\": \"payment\"}, {\"id\": \"txn_45\", \"sender\": \"priya\", \"receiver\": \"you\", \"amount\": 56.55, \"note\": \"snacks\", \"date\": \"2026-02-03\", \"type\": \"payment\"}, {\"id\": \"txn_46\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 202.31, \"note\": \"Airbnb stay\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_47\", \"sender\": \"chloe\", \"receiver\": \"you\", \"amount\": 166.16, \"note\": \"shore\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_48\", \"sender\": \"priya\", \"receiver\": \"you\", \"amount\": 26.17, \"note\": \"dinner\", \"date\": \"2026-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_49\", \"sender\": \"you\", \"receiver\": \"diego\", \"amount\": 29.85, \"note\": \"Shore trip\", \"date\": \"2026-03-01\", \"type\": \"payment\"}, {\"id\": \"txn_50\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 64.68, \"note\": \"Shore trip\", \"date\": \"2026-02-15\", \"type\": \"payment\"}, {\"id\": \"txn_51\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 5.8, \"note\": \"snacks\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_52\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 32.13, \"note\": \"book\", \"date\": \"2026-03-20\", \"type\": \"payment\"}, {\"id\": \"txn_53\", \"sender\": \"you\", \"receiver\": \"chloe\", \"amount\": 19.09, \"note\": \"trip\", \"date\": \"2026-02-06\", \"type\": \"payment\"}, {\"id\": \"txn_54\", \"sender\": \"diego\", \"receiver\": \"you\", \"amount\": 76.73, \"note\": \"snacks\", \"date\": \"2026-03-25\", \"type\": \"payment\"}, {\"id\": \"txn_55\", \"sender\": \"you\", \"receiver\": \"sam\", \"amount\": 15.64, \"note\": \"trip\", \"date\": \"2026-03-27\", \"type\": \"payment\"}, {\"id\": \"txn_56\", \"sender\": \"you\", \"receiver\": \"ravi\", \"amount\": 17.35, \"note\": \"Shore trip\", \"date\": \"2026-03-13\", \"type\": \"payment\"}, {\"id\": \"txn_57\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 49.91, \"note\": \"book\", \"date\": \"2026-03-23\", \"type\": \"payment\"}, {\"id\": \"txn_58\", \"sender\": \"aisha\", \"receiver\": \"you\", \"amount\": 20.4, \"note\": \"uber\", \"date\": \"2026-03-10\", \"type\": \"payment\"}, {\"id\": \"txn_59\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 124.89, \"note\": \"airbnb\", \"date\": \"2026-02-06\", \"type\": \"payment\"}, {\"id\": \"txn_60\", \"sender\": \"you\", \"receiver\": \"sam\", \"amount\": 43.95, \"note\": \"airbnb\", \"date\": \"2026-03-04\", \"type\": \"payment\"}, {\"id\": \"txn_61\", \"sender\": 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10.1, \"note\": \"movie\", \"date\": \"2026-02-22\", \"type\": \"payment\"}, {\"id\": \"txn_337\", \"sender\": \"henry\", \"receiver\": \"you\", \"amount\": 20.52, \"note\": \"concert\", \"date\": \"2026-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_338\", \"sender\": \"you\", \"receiver\": \"jake\", \"amount\": 27.73, \"note\": \"Airbnb stay\", \"date\": \"2026-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_339\", \"sender\": \"jake\", \"receiver\": \"you\", \"amount\": 10.2, \"note\": \"movie\", \"date\": \"2026-03-21\", \"type\": \"payment\"}, {\"id\": \"txn_340\", \"sender\": \"priya\", \"receiver\": \"you\", \"amount\": 111.03, \"note\": \"airbnb\", \"date\": \"2025-08-10\", \"type\": \"payment\"}, {\"id\": \"txn_341\", \"sender\": \"diego\", \"receiver\": \"you\", \"amount\": 58.86, \"note\": \"lunch\", \"date\": \"2026-03-28\", \"type\": \"payment\"}, {\"id\": \"txn_342\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 71.11, \"note\": \"Shore trip\", \"date\": \"2025-07-20\", \"type\": \"payment\"}, {\"id\": \"txn_343\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 142.32, \"note\": \"shore\", \"date\": \"2026-02-07\", \"type\": \"payment\"}, {\"id\": \"txn_344\", \"sender\": \"you\", \"receiver\": \"chloe\", \"amount\": 8.3, \"note\": \"Airbnb stay\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_345\", \"sender\": \"ravi\", \"receiver\": \"you\", \"amount\": 186.55, \"note\": \"trip split\", \"date\": \"2025-07-28\", \"type\": \"payment\"}, {\"id\": \"txn_346\", \"sender\": \"iris\", \"receiver\": \"you\", \"amount\": 22.91, \"note\": \"gym\", \"date\": \"2026-03-01\", \"type\": \"payment\"}, {\"id\": \"txn_347\", \"sender\": \"henry\", \"receiver\": \"you\", \"amount\": 27.43, \"note\": \"dinner\", \"date\": \"2026-03-30\", \"type\": \"payment\"}, {\"id\": \"txn_348\", \"sender\": \"you\", \"receiver\": \"diego\", \"amount\": 28.46, \"note\": \"shore\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_349\", \"sender\": \"aisha\", \"receiver\": \"you\", \"amount\": 29.57, \"note\": \"airbnb\", \"date\": \"2025-11-07\", \"type\": \"payment\"}, {\"id\": \"txn_350\", \"sender\": \"iris\", \"receiver\": \"you\", \"amount\": 219.14, \"note\": \"Shore trip\", \"date\": \"2026-02-05\", \"type\": \"payment\"}], \"pending_requests\": [], \"current_user\": \"you\", \"request_counter\": 0, \"transaction_counter\": 350}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_core_financial_circle_0", "question": [[{"role": "user", "content": "Looking back at all of 2025, for each quarter (Q1 Jan–Mar, Q2 Apr–Jun, Q3 Jul–Sep, Q4 Oct–Dec) rank every friend I transacted with by total money flow with me that quarter (sent-to + received-from combined). Take each quarter's top 5. Then tell me which friends made the top 5 in *all four* quarters — my \"core\" financial circle. Tiebreakers inside a quarter: larger |net| first (net = received_from - sent_to, positive means they paid me more than I paid them), then name ascending.\n\nRespond with a JSON object:\n- top5_by_quarter: dict with keys \"Q1\",\"Q2\",\"Q3\",\"Q4\" → list of 5 {friend, total_flow, net}. total_flow and net rounded 2 decimals.\n- core_friends: sorted list (ascending) of friend names in every quarter's top-5."}], [{"role": "user", "content": "For each of those core friends from Q1, look across all 4 quarters and identify the worst quarter for me — the quarter where their net (received_from - sent_to) was the most negative (i.e. I sent them the most more than they sent me). Tiebreak among quarters: Q1 < Q2 < Q3 < Q4. Also compute their annual_net = sum of net across all 4 quarters. Respond with a JSON object with keys: core_summaries (list of {friend, worst_quarter, worst_quarter_net, annual_net}, sorted by annual_net ascending then friend ascending). worst_quarter is one of \"Q1\",\"Q2\",\"Q3\",\"Q4\". worst_quarter_net and annual_net rounded to 2 decimals."}]], "involved_classes": ["VenmoAPI"], "verifier_type": "multi_turn_venmo_core_circle", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"alice\", \"bob\", \"carol\", \"dave\", \"eve\", \"frank\", \"grace\", \"henry\", \"iris\", \"jack\", \"kira\", \"liam\", \"milo\", \"nora\", \"oskar\", \"pia\", \"sage\", \"teo\", \"uma\", \"vik\", \"willa\"], \"transactions\": [{\"id\": \"txn_1\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 11.0, \"note\": \"Q1 share\", \"date\": \"2025-03-29\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 14.0, \"note\": \"Q1 share\", \"date\": \"2025-02-08\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 10.0, \"note\": \"Q1 share\", \"date\": \"2025-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 14.0, \"note\": \"Q1 share\", \"date\": \"2025-02-10\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 14.0, \"note\": \"Q1 share\", \"date\": \"2025-02-28\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 16.0, \"note\": \"Q1 share\", \"date\": \"2025-02-18\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 21.0, \"note\": \"Q1 share\", \"date\": \"2025-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 21.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 25.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-08\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 15.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 22.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-05\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 17.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-26\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 14.0, \"note\": \"Q1 share\", \"date\": \"2025-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 18.0, \"note\": \"Q1 share\", \"date\": \"2025-01-26\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 11.0, \"note\": \"Q1 share\", \"date\": \"2025-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 11.0, \"note\": \"Q1 share\", \"date\": \"2025-03-21\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-02-18\", \"type\": \"payment\"}, {\"id\": \"txn_18\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 9.0, \"note\": \"Q1 share\", \"date\": \"2025-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 10.0, \"note\": \"Q1 share\", \"date\": \"2025-02-26\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 13.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-29\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 12.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 17.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-27\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 10.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-25\", \"type\": \"payment\"}, {\"id\": \"txn_24\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 18.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-21\", \"type\": \"payment\"}, {\"id\": \"txn_25\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 6.0, \"note\": \"Q1 share\", \"date\": \"2025-03-20\", \"type\": \"payment\"}, {\"id\": \"txn_26\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 9.0, \"note\": \"Q1 share\", \"date\": \"2025-01-17\", \"type\": \"payment\"}, {\"id\": \"txn_27\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 5.0, \"note\": \"Q1 share\", \"date\": \"2025-03-20\", \"type\": \"payment\"}, {\"id\": \"txn_28\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 9.0, \"note\": \"Q1 share\", \"date\": \"2025-02-03\", \"type\": \"payment\"}, {\"id\": \"txn_29\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 17.0, \"note\": \"Q1 share\", \"date\": \"2025-02-07\", \"type\": \"payment\"}, {\"id\": \"txn_30\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 5.0, \"note\": \"Q1 share\", \"date\": \"2025-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_31\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 9.0, \"note\": \"Q1 share\", \"date\": \"2025-01-20\", \"type\": \"payment\"}, {\"id\": \"txn_32\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 15.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-23\", \"type\": \"payment\"}, {\"id\": \"txn_33\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 9.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-06\", \"type\": \"payment\"}, {\"id\": \"txn_34\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 9.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_35\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 13.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_36\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 14.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_37\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-03-23\", \"type\": \"payment\"}, {\"id\": \"txn_38\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-02-27\", \"type\": \"payment\"}, {\"id\": \"txn_39\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 8.0, \"note\": \"Q1 share\", \"date\": \"2025-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_40\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-01-10\", \"type\": \"payment\"}, {\"id\": \"txn_41\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-03-26\", \"type\": \"payment\"}, {\"id\": \"txn_42\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 11.0, \"note\": \"Q1 share\", \"date\": \"2025-02-10\", \"type\": \"payment\"}, {\"id\": \"txn_43\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 8.0, \"note\": \"Q1 share\", \"date\": \"2025-02-12\", \"type\": \"payment\"}, {\"id\": \"txn_44\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 11.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_45\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 7.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-27\", \"type\": \"payment\"}, {\"id\": \"txn_46\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 14.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-07\", \"type\": \"payment\"}, {\"id\": \"txn_47\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 18.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-17\", \"type\": \"payment\"}, {\"id\": \"txn_48\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 5.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_49\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 10.0, \"note\": \"Q1 share\", \"date\": \"2025-03-03\", \"type\": \"payment\"}, {\"id\": \"txn_50\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 5.0, \"note\": \"Q1 share\", \"date\": \"2025-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_51\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_52\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_53\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 4.0, \"note\": \"Q1 share\", \"date\": \"2025-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_54\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 10.0, \"note\": \"Q1 share\", \"date\": \"2025-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_55\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 7.0, \"note\": \"Q1 share\", \"date\": \"2025-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_56\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 8.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-30\", \"type\": \"payment\"}, {\"id\": \"txn_57\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 10.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-26\", \"type\": \"payment\"}, {\"id\": \"txn_58\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 8.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-04\", \"type\": \"payment\"}, {\"id\": \"txn_59\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 11.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-26\", \"type\": \"payment\"}, {\"id\": \"txn_60\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 8.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-27\", \"type\": \"payment\"}, {\"id\": \"txn_61\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 4.0, \"note\": \"Q1 share\", \"date\": \"2025-02-21\", \"type\": \"payment\"}, {\"id\": \"txn_62\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 4.0, \"note\": \"Q1 share\", \"date\": \"2025-02-08\", \"type\": \"payment\"}, {\"id\": \"txn_63\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 5.0, \"note\": \"Q1 share\", \"date\": \"2025-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_64\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 8.0, \"note\": \"Q1 share\", \"date\": \"2025-01-09\", \"type\": \"payment\"}, {\"id\": \"txn_65\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 1.0, \"note\": \"Q1 share\", \"date\": \"2025-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_66\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 4.0, \"note\": \"Q1 share\", \"date\": \"2025-01-01\", \"type\": \"payment\"}, {\"id\": \"txn_67\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 4.0, \"note\": \"Q1 share\", \"date\": \"2025-01-14\", \"type\": \"payment\"}, {\"id\": \"txn_68\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 6.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-30\", \"type\": \"payment\"}, {\"id\": \"txn_69\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 9.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-29\", \"type\": \"payment\"}, {\"id\": \"txn_70\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-28\", \"type\": \"payment\"}, {\"id\": \"txn_71\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 8.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_72\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 3.0, \"note\": \"Q1 payback\", \"date\": \"2025-03-05\", \"type\": \"payment\"}, {\"id\": \"txn_73\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-04\", \"type\": \"payment\"}, {\"id\": \"txn_74\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 4.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-10\", \"type\": \"payment\"}, {\"id\": \"txn_75\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 7.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_76\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 2.0, \"note\": \"Q1 payback\", \"date\": \"2025-01-16\", \"type\": \"payment\"}, {\"id\": \"txn_77\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 3.0, \"note\": \"Q1 payback\", \"date\": \"2025-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_78\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 9.0, 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\"2025-04-19\", \"type\": \"payment\"}, {\"id\": \"txn_85\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 17.0, \"note\": \"Q2 payback\", \"date\": \"2025-04-12\", \"type\": \"payment\"}, {\"id\": \"txn_86\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 26.0, \"note\": \"Q2 payback\", \"date\": \"2025-05-20\", \"type\": \"payment\"}, {\"id\": \"txn_87\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 16.0, \"note\": \"Q2 payback\", \"date\": \"2025-06-09\", \"type\": \"payment\"}, {\"id\": \"txn_88\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 16.0, \"note\": \"Q2 payback\", \"date\": \"2025-04-19\", \"type\": \"payment\"}, {\"id\": \"txn_89\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 15.0, \"note\": \"Q2 payback\", \"date\": \"2025-05-06\", \"type\": \"payment\"}, {\"id\": \"txn_90\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 9.0, \"note\": \"Q2 share\", \"date\": \"2025-04-17\", \"type\": \"payment\"}, 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\"payment\"}, {\"id\": \"txn_481\", \"sender\": \"you\", \"receiver\": \"milo\", \"amount\": 10.0, \"note\": \"Q4 misc\", \"date\": \"2025-12-08\", \"type\": \"payment\"}, {\"id\": \"txn_482\", \"sender\": \"milo\", \"receiver\": \"you\", \"amount\": 6.0, \"note\": \"Q4 misc\", \"date\": \"2025-11-24\", \"type\": \"payment\"}, {\"id\": \"txn_483\", \"sender\": \"milo\", \"receiver\": \"you\", \"amount\": 5.0, \"note\": \"Q4 misc\", \"date\": \"2025-11-08\", \"type\": \"payment\"}, {\"id\": \"txn_484\", \"sender\": \"milo\", \"receiver\": \"you\", \"amount\": 6.0, \"note\": \"Q4 misc\", \"date\": \"2025-12-17\", \"type\": \"payment\"}], \"pending_requests\": [], \"current_user\": \"you\", \"request_counter\": 0, \"transaction_counter\": 484}}", "flakiness_config": null}
{"id": "ptc_mt_venmo_monthly_budget_breach_0", "question": [[{"role": "user", "content": "At the start of the year I set myself a rule: no more than $50 sent to any single friend in a given calendar month for shared-expense stuff. Check Jan, Feb, and March 2026. For each friend I paid this year, tell me how much I sent them in each of those three months, and flag any (friend, month) where I went OVER $50 (strictly greater than 50). Incoming doesn't count — outgoing payments from me only. Also tell me the single worst breach.\n\nRespond with a JSON object:\n- breaches: list of {friend, month, sent, over_by}, one entry per (friend, month) where the monthly total strictly exceeds $50, sorted by over_by descending, then friend ascending, then month ascending. month as \"YYYY-MM\". sent and over_by rounded 2 decimals.\n- worst_breach: the single top entry (or null if no breaches).\n- total_over_budget: sum of over_by across all breaches, rounded 2 decimals."}], [{"role": "user", "content": "For every friend who breached the $50 cap in at least one of those three months, compute: q1_total = sum of what I sent them across Jan+Feb+Mar 2026 (outgoing only), and suggested_cap = the smallest integer dollar amount such that none of their three monthly totals would have exceeded it (i.e. ceil(max monthly total across Jan/Feb/Mar for that friend)). Respond with a JSON object with keys: adjusted_caps (list of {friend, q1_total, suggested_cap}, sorted by suggested_cap descending then friend ascending). q1_total rounded to 2 decimals; suggested_cap is an integer."}]], "involved_classes": ["VenmoAPI"], "verifier_type": "multi_turn_venmo_budget_breach", "initial_config": "{\"VenmoAPI\": {\"balance\": 500.0, \"friends\": [\"alice\", \"bob\", \"carol\", \"dave\", \"eve\", \"frank\", \"grace\", \"henry\", \"iris\", \"jack\"], \"transactions\": [{\"id\": \"txn_1\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 3.0, \"note\": \"coffee\", \"date\": \"2026-01-18\", \"type\": \"payment\"}, {\"id\": \"txn_2\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 7.0, \"note\": \"food\", \"date\": \"2026-01-01\", \"type\": \"payment\"}, {\"id\": \"txn_3\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 8.0, \"note\": \"coffee\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_4\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 10.0, \"note\": \"split\", \"date\": \"2026-01-13\", \"type\": \"payment\"}, {\"id\": \"txn_5\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 5.0, \"note\": \"shared expense\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_6\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 12.0, \"note\": \"coffee\", \"date\": \"2026-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_7\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 8.0, \"note\": \"food\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_8\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 16.0, \"note\": \"share\", \"date\": \"2026-02-10\", \"type\": \"payment\"}, {\"id\": \"txn_9\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 11.0, \"note\": \"shared expense\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_10\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 12.0, \"note\": \"coffee\", \"date\": \"2026-02-02\", \"type\": \"payment\"}, {\"id\": \"txn_11\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 9.0, \"note\": \"food\", \"date\": \"2026-02-12\", \"type\": \"payment\"}, {\"id\": \"txn_12\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 14.0, \"note\": \"food\", \"date\": \"2026-02-18\", \"type\": \"payment\"}, {\"id\": \"txn_13\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 4.0, \"note\": \"shared expense\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_14\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 6.0, \"note\": \"coffee\", \"date\": \"2026-03-06\", \"type\": \"payment\"}, {\"id\": \"txn_15\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 3.0, \"note\": \"shared expense\", \"date\": \"2026-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_16\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 5.0, \"note\": \"food\", \"date\": \"2026-03-17\", \"type\": \"payment\"}, {\"id\": \"txn_17\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 8.0, \"note\": \"coffee\", \"date\": \"2026-03-16\", \"type\": \"payment\"}, {\"id\": \"txn_18\", \"sender\": \"you\", \"receiver\": \"alice\", \"amount\": 4.0, \"note\": \"food\", \"date\": \"2026-03-27\", \"type\": \"payment\"}, {\"id\": \"txn_19\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 13.0, \"note\": \"share\", \"date\": \"2026-01-20\", \"type\": \"payment\"}, {\"id\": \"txn_20\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 13.0, \"note\": \"share\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_21\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 15.0, \"note\": \"food\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_22\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 14.0, \"note\": \"split\", \"date\": \"2026-01-06\", \"type\": \"payment\"}, {\"id\": \"txn_23\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 11.0, \"note\": \"share\", \"date\": \"2026-01-19\", \"type\": \"payment\"}, {\"id\": \"txn_24\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 14.0, \"note\": \"split\", \"date\": \"2026-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_25\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 11.0, \"note\": \"split\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_26\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 6.0, \"note\": \"share\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_27\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 7.0, \"note\": \"share\", \"date\": \"2026-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_28\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 5.0, \"note\": \"shared expense\", \"date\": \"2026-02-09\", \"type\": \"payment\"}, {\"id\": \"txn_29\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 5.0, \"note\": \"split\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_30\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 6.0, \"note\": \"shared expense\", \"date\": \"2026-02-17\", \"type\": \"payment\"}, {\"id\": \"txn_31\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 4.0, \"note\": \"split\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_32\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 10.0, \"note\": \"food\", \"date\": \"2026-03-29\", \"type\": \"payment\"}, {\"id\": \"txn_33\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 8.0, \"note\": \"coffee\", \"date\": \"2026-03-27\", \"type\": \"payment\"}, {\"id\": \"txn_34\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 8.0, \"note\": \"shared expense\", \"date\": \"2026-03-22\", \"type\": \"payment\"}, {\"id\": \"txn_35\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 8.0, \"note\": \"shared expense\", \"date\": \"2026-03-07\", \"type\": \"payment\"}, {\"id\": \"txn_36\", \"sender\": \"you\", \"receiver\": \"bob\", \"amount\": 7.0, \"note\": \"share\", \"date\": \"2026-03-04\", \"type\": \"payment\"}, {\"id\": \"txn_37\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 17.0, \"note\": \"coffee\", \"date\": \"2026-01-12\", \"type\": \"payment\"}, {\"id\": \"txn_38\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 20.0, \"note\": \"split\", \"date\": \"2026-01-05\", \"type\": \"payment\"}, {\"id\": \"txn_39\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 18.0, \"note\": \"share\", \"date\": \"2026-01-02\", \"type\": \"payment\"}, {\"id\": \"txn_40\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 16.0, \"note\": \"shared expense\", \"date\": \"2026-01-22\", \"type\": \"payment\"}, {\"id\": \"txn_41\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 13.0, \"note\": \"shared expense\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_42\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 16.0, \"note\": \"shared expense\", \"date\": \"2026-01-11\", \"type\": \"payment\"}, {\"id\": \"txn_43\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 4.0, \"note\": \"coffee\", \"date\": \"2026-02-17\", \"type\": \"payment\"}, {\"id\": \"txn_44\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 5.0, \"note\": \"food\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_45\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 2.0, \"note\": \"split\", \"date\": \"2026-02-02\", \"type\": \"payment\"}, {\"id\": \"txn_46\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 4.0, \"note\": \"food\", \"date\": \"2026-02-16\", \"type\": \"payment\"}, {\"id\": \"txn_47\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 2.0, \"note\": \"share\", \"date\": \"2026-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_48\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 3.0, \"note\": \"split\", \"date\": \"2026-02-21\", \"type\": \"payment\"}, {\"id\": \"txn_49\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 10.0, \"note\": \"shared expense\", \"date\": \"2026-03-26\", \"type\": \"payment\"}, {\"id\": \"txn_50\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 9.0, \"note\": \"split\", \"date\": \"2026-03-21\", \"type\": \"payment\"}, {\"id\": \"txn_51\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 8.0, \"note\": \"shared expense\", \"date\": \"2026-03-06\", \"type\": \"payment\"}, {\"id\": \"txn_52\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 8.0, \"note\": \"food\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_53\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 8.0, \"note\": \"food\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_54\", \"sender\": \"you\", \"receiver\": \"carol\", \"amount\": 7.0, \"note\": \"shared expense\", \"date\": \"2026-03-07\", \"type\": \"payment\"}, {\"id\": \"txn_55\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 3.0, \"note\": \"shared expense\", \"date\": \"2026-01-23\", \"type\": \"payment\"}, {\"id\": \"txn_56\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 8.0, \"note\": \"split\", \"date\": \"2026-01-06\", \"type\": \"payment\"}, {\"id\": \"txn_57\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 6.0, \"note\": \"split\", \"date\": \"2026-01-05\", \"type\": \"payment\"}, {\"id\": \"txn_58\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 2.0, \"note\": \"coffee\", \"date\": \"2026-01-30\", \"type\": \"payment\"}, {\"id\": \"txn_59\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 4.0, \"note\": \"share\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_60\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 2.0, \"note\": \"food\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_61\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 6.0, \"note\": \"food\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_62\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 3.0, \"note\": \"coffee\", \"date\": \"2026-02-11\", \"type\": \"payment\"}, {\"id\": \"txn_63\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 1.0, \"note\": \"split\", \"date\": \"2026-02-25\", \"type\": \"payment\"}, {\"id\": \"txn_64\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"shared expense\", \"date\": \"2026-02-10\", \"type\": \"payment\"}, {\"id\": \"txn_65\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 3.0, \"note\": \"split\", \"date\": \"2026-02-07\", \"type\": \"payment\"}, {\"id\": \"txn_66\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 5.0, \"note\": \"shared expense\", \"date\": \"2026-02-02\", \"type\": \"payment\"}, {\"id\": \"txn_67\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 5.0, \"note\": \"shared expense\", \"date\": \"2026-03-20\", \"type\": \"payment\"}, {\"id\": \"txn_68\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 3.0, \"note\": \"share\", \"date\": \"2026-03-30\", \"type\": \"payment\"}, {\"id\": \"txn_69\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 1.0, \"note\": \"shared expense\", \"date\": \"2026-03-01\", \"type\": \"payment\"}, {\"id\": \"txn_70\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 7.0, \"note\": \"coffee\", \"date\": \"2026-03-25\", \"type\": \"payment\"}, {\"id\": \"txn_71\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 4.0, \"note\": \"coffee\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_72\", \"sender\": \"you\", \"receiver\": \"dave\", \"amount\": 5.0, \"note\": \"split\", \"date\": \"2026-03-01\", \"type\": \"payment\"}, {\"id\": \"txn_73\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 9.0, \"note\": \"share\", \"date\": \"2026-01-31\", \"type\": \"payment\"}, {\"id\": \"txn_74\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 12.0, \"note\": \"coffee\", \"date\": \"2026-01-23\", \"type\": \"payment\"}, {\"id\": \"txn_75\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 9.0, \"note\": \"coffee\", \"date\": \"2026-01-24\", \"type\": \"payment\"}, {\"id\": \"txn_76\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 10.0, \"note\": \"shared expense\", \"date\": \"2026-01-03\", \"type\": \"payment\"}, {\"id\": \"txn_77\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 8.0, \"note\": \"share\", \"date\": \"2026-01-01\", \"type\": \"payment\"}, {\"id\": \"txn_78\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 7.0, \"note\": \"food\", \"date\": \"2026-01-21\", \"type\": \"payment\"}, {\"id\": \"txn_79\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 12.0, \"note\": \"shared expense\", \"date\": \"2026-02-28\", \"type\": \"payment\"}, {\"id\": \"txn_80\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 5.0, \"note\": \"share\", \"date\": \"2026-02-07\", \"type\": \"payment\"}, {\"id\": \"txn_81\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 10.0, \"note\": \"share\", \"date\": \"2026-02-02\", \"type\": \"payment\"}, {\"id\": \"txn_82\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 7.0, \"note\": \"food\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_83\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 9.0, \"note\": \"share\", \"date\": \"2026-02-28\", \"type\": \"payment\"}, {\"id\": \"txn_84\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 17.0, \"note\": \"food\", \"date\": \"2026-02-08\", \"type\": \"payment\"}, {\"id\": \"txn_85\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 5.0, \"note\": \"share\", \"date\": \"2026-03-31\", \"type\": \"payment\"}, {\"id\": \"txn_86\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 8.0, \"note\": \"share\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_87\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 14.0, \"note\": \"shared expense\", \"date\": \"2026-03-07\", \"type\": \"payment\"}, {\"id\": \"txn_88\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 7.0, \"note\": \"split\", \"date\": \"2026-03-15\", \"type\": \"payment\"}, {\"id\": \"txn_89\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 12.0, \"note\": \"food\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_90\", \"sender\": \"you\", \"receiver\": \"eve\", \"amount\": 9.0, \"note\": \"coffee\", \"date\": \"2026-03-10\", \"type\": \"payment\"}, {\"id\": \"txn_91\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 15.0, \"note\": \"food\", \"date\": \"2026-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_92\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 14.0, \"note\": \"share\", \"date\": \"2026-02-12\", \"type\": \"payment\"}, {\"id\": \"txn_93\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 16.0, \"note\": \"share\", \"date\": \"2026-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_94\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 18.0, \"note\": \"split\", \"date\": \"2026-02-07\", \"type\": \"payment\"}, {\"id\": \"txn_95\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 19.0, \"note\": \"split\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_96\", \"sender\": \"you\", \"receiver\": \"frank\", \"amount\": 18.0, \"note\": \"shared expense\", \"date\": \"2026-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_97\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 13.0, \"note\": \"coffee\", \"date\": \"2026-03-20\", \"type\": \"payment\"}, {\"id\": \"txn_98\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 9.0, \"note\": \"split\", \"date\": \"2026-03-16\", \"type\": \"payment\"}, {\"id\": \"txn_99\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 6.0, \"note\": \"coffee\", \"date\": \"2026-03-03\", \"type\": \"payment\"}, {\"id\": \"txn_100\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 19.0, \"note\": \"share\", \"date\": \"2026-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_101\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 15.0, \"note\": \"coffee\", \"date\": \"2026-03-24\", \"type\": \"payment\"}, {\"id\": \"txn_102\", \"sender\": \"you\", \"receiver\": \"henry\", \"amount\": 13.0, \"note\": \"share\", \"date\": \"2026-03-06\", \"type\": \"payment\"}, {\"id\": \"txn_103\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 115.09, \"note\": \"rent\", \"date\": \"2026-02-21\", \"type\": \"payment\"}, {\"id\": \"txn_104\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 38.66, \"note\": \"covering\", \"date\": \"2026-03-27\", \"type\": \"payment\"}, {\"id\": \"txn_105\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 89.31, \"note\": \"covering\", \"date\": \"2026-02-19\", \"type\": \"payment\"}, {\"id\": \"txn_106\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 103.31, \"note\": \"covering\", \"date\": \"2026-03-09\", \"type\": \"payment\"}, {\"id\": \"txn_107\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 128.36, \"note\": \"refund\", \"date\": \"2026-02-28\", \"type\": \"payment\"}, {\"id\": \"txn_108\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 87.53, \"note\": \"share\", \"date\": \"2026-03-18\", \"type\": \"payment\"}, {\"id\": \"txn_109\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 76.75, \"note\": \"share\", \"date\": \"2026-02-01\", \"type\": \"payment\"}, {\"id\": \"txn_110\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 73.65, \"note\": \"gift\", \"date\": \"2026-03-17\", \"type\": \"payment\"}, {\"id\": \"txn_111\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 34.98, \"note\": \"covering\", \"date\": \"2026-03-19\", \"type\": \"payment\"}, {\"id\": \"txn_112\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 125.11, \"note\": \"refund\", \"date\": \"2026-02-23\", \"type\": \"payment\"}, {\"id\": \"txn_113\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 67.88, \"note\": \"covering\", \"date\": \"2026-01-28\", \"type\": \"payment\"}, {\"id\": \"txn_114\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 40.72, \"note\": \"refund\", \"date\": \"2026-02-27\", \"type\": \"payment\"}, {\"id\": \"txn_115\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 79.71, \"note\": \"payback\", \"date\": \"2026-02-28\", \"type\": \"payment\"}, {\"id\": \"txn_116\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 32.88, \"note\": \"payback\", \"date\": \"2026-01-25\", \"type\": \"payment\"}, {\"id\": \"txn_117\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 48.16, \"note\": \"gift\", \"date\": \"2026-03-19\", \"type\": \"payment\"}, {\"id\": \"txn_118\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 90.86, \"note\": \"payback\", \"date\": \"2026-03-17\", \"type\": \"payment\"}, {\"id\": \"txn_119\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 80.1, \"note\": \"share\", \"date\": \"2026-02-15\", \"type\": \"payment\"}, {\"id\": \"txn_120\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 130.55, \"note\": \"gift\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_121\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 79.15, \"note\": \"covering\", \"date\": \"2026-02-17\", \"type\": \"payment\"}, {\"id\": \"txn_122\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 26.33, \"note\": \"rent\", \"date\": \"2026-02-15\", \"type\": \"payment\"}, {\"id\": \"txn_123\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 69.26, \"note\": \"rent\", \"date\": \"2026-03-14\", \"type\": \"payment\"}, {\"id\": \"txn_124\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 143.86, \"note\": \"gift\", \"date\": \"2026-01-19\", \"type\": \"payment\"}, {\"id\": \"txn_125\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 70.63, \"note\": \"refund\", \"date\": \"2026-03-08\", \"type\": \"payment\"}, {\"id\": \"txn_126\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 54.64, \"note\": \"payback\", \"date\": \"2026-01-01\", \"type\": \"payment\"}, {\"id\": \"txn_127\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 89.38, \"note\": \"share\", \"date\": \"2026-01-16\", \"type\": \"payment\"}, {\"id\": \"txn_128\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 91.98, \"note\": \"gift\", \"date\": \"2026-03-04\", \"type\": \"payment\"}, {\"id\": \"txn_129\", \"sender\": \"eve\", \"receiver\": \"you\", \"amount\": 42.1, \"note\": \"share\", \"date\": \"2026-01-24\", \"type\": \"payment\"}, {\"id\": \"txn_130\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 132.42, \"note\": \"share\", \"date\": \"2026-03-12\", \"type\": \"payment\"}, {\"id\": \"txn_131\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 104.14, \"note\": \"gift\", \"date\": \"2026-02-26\", \"type\": \"payment\"}, {\"id\": \"txn_132\", \"sender\": \"henry\", \"receiver\": \"you\", \"amount\": 7.53, \"note\": \"rent\", \"date\": \"2026-02-01\", \"type\": \"payment\"}, {\"id\": \"txn_133\", \"sender\": \"henry\", \"receiver\": \"you\", \"amount\": 83.67, \"note\": \"covering\", \"date\": \"2026-03-30\", \"type\": \"payment\"}, {\"id\": \"txn_134\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 18.47, \"note\": \"rent\", \"date\": \"2026-02-08\", \"type\": \"payment\"}, {\"id\": \"txn_135\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 10.84, \"note\": \"payback\", \"date\": \"2026-01-15\", \"type\": \"payment\"}, {\"id\": \"txn_136\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 86.18, \"note\": \"rent\", \"date\": \"2026-01-05\", \"type\": \"payment\"}, {\"id\": \"txn_137\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 124.99, \"note\": \"rent\", \"date\": \"2026-01-20\", \"type\": \"payment\"}, {\"id\": \"txn_138\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 67.61, \"note\": \"share\", \"date\": \"2026-02-24\", \"type\": \"payment\"}, {\"id\": \"txn_139\", \"sender\": \"henry\", \"receiver\": \"you\", \"amount\": 7.33, \"note\": \"share\", \"date\": \"2026-02-04\", \"type\": \"payment\"}, {\"id\": \"txn_140\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 54.73, \"note\": \"rent\", \"date\": \"2026-03-17\", \"type\": \"payment\"}, {\"id\": \"txn_141\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 81.64, \"note\": \"share\", \"date\": \"2026-03-30\", \"type\": \"payment\"}, {\"id\": \"txn_142\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 118.08, \"note\": \"covering\", \"date\": \"2026-02-14\", \"type\": \"payment\"}, {\"id\": \"txn_143\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 65.04, \"note\": \"rent\", \"date\": \"2026-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_144\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 43.16, \"note\": \"rent\", \"date\": \"2026-01-08\", \"type\": \"payment\"}, {\"id\": \"txn_145\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 139.42, \"note\": \"payback\", \"date\": \"2026-02-13\", \"type\": \"payment\"}, {\"id\": \"txn_146\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 103.6, \"note\": \"rent\", \"date\": \"2026-01-22\", \"type\": \"payment\"}, {\"id\": \"txn_147\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 110.08, \"note\": \"gift\", \"date\": \"2026-02-18\", \"type\": \"payment\"}, {\"id\": \"txn_148\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 10.5, \"note\": \"gift\", \"date\": \"2026-03-06\", \"type\": \"payment\"}, {\"id\": \"txn_149\", \"sender\": \"iris\", \"receiver\": \"you\", \"amount\": 44.09, \"note\": \"gift\", \"date\": \"2026-03-02\", \"type\": \"payment\"}, {\"id\": \"txn_150\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 21.92, \"note\": \"refund\", \"date\": \"2026-02-16\", \"type\": \"payment\"}, {\"id\": \"txn_151\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 15.57, \"note\": \"rent\", \"date\": \"2026-03-03\", \"type\": \"payment\"}, {\"id\": \"txn_152\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 137.53, \"note\": \"payback\", \"date\": \"2026-02-07\", \"type\": \"payment\"}, {\"id\": \"txn_153\", \"sender\": \"carol\", \"receiver\": \"you\", \"amount\": 20.16, \"note\": \"gift\", \"date\": \"2026-01-27\", \"type\": \"payment\"}, {\"id\": \"txn_154\", \"sender\": \"iris\", \"receiver\": \"you\", \"amount\": 108.99, \"note\": \"rent\", \"date\": \"2026-03-08\", \"type\": \"payment\"}, {\"id\": \"txn_155\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 120.49, \"note\": \"share\", \"date\": \"2026-02-14\", \"type\": \"payment\"}, {\"id\": \"txn_156\", \"sender\": \"alice\", \"receiver\": \"you\", \"amount\": 121.13, \"note\": \"share\", \"date\": \"2026-01-18\", \"type\": \"payment\"}, {\"id\": \"txn_157\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 14.42, \"note\": \"rent\", \"date\": \"2026-03-02\", \"type\": \"payment\"}, {\"id\": \"txn_158\", \"sender\": \"grace\", \"receiver\": \"you\", \"amount\": 42.83, \"note\": \"covering\", \"date\": \"2026-02-20\", \"type\": \"payment\"}, {\"id\": \"txn_159\", \"sender\": \"jack\", \"receiver\": \"you\", \"amount\": 111.34, \"note\": \"refund\", \"date\": \"2026-02-05\", \"type\": \"payment\"}, {\"id\": \"txn_160\", \"sender\": \"dave\", \"receiver\": \"you\", \"amount\": 8.65, \"note\": \"covering\", \"date\": \"2026-03-07\", \"type\": \"payment\"}, {\"id\": \"txn_161\", \"sender\": \"bob\", \"receiver\": \"you\", \"amount\": 79.29, \"note\": \"share\", \"date\": \"2026-03-11\", \"type\": \"payment\"}, {\"id\": \"txn_162\", \"sender\": \"frank\", \"receiver\": \"you\", \"amount\": 106.84, \"note\": \"rent\", \"date\": 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\"transaction_counter\": 192}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_deepest_chain_0", "question": [[{"role": "user", "content": "Our org has shuffled around a lot. As of 2026-01-15, who's the employee furthest from the CEO in reporting chain length? Walk the current manager chain upward from each employee to the root (the employee who has no active manager row on the snapshot date) and count the edges. Ignore any employee who has no active direct manager on the snapshot date.\n\nDisambiguation rule: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), treat the row with the LATEST start_date as that employee's current/active manager for the purposes of this question.\n\nRespond with a JSON object:\n- deepest: {employee_id, employee_name, chain_length, chain_by_name}, where chain_by_name is the root-first list of employee_names starting with the CEO and ending with the deepest employee. chain_length = number of edges from the employee to the root.\n- max_depth: same integer as chain_length.\n\nTie-breaker if multiple employees share the maximum chain length: pick the one with the lexicographically smallest employee_name."}], [{"role": "user", "content": "From those same chains, give me the top-5 deepest employees with their full root-first chains. Tiebreaker for ranking: chain_length descending, then employee_name ascending. Respond with JSON: top5 (list of {employee_id, employee_name, chain_length, chain_by_name} of length up to 5, in ranking order). chain_by_name is the root-first list of employee_names ending at the employee."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_deepest_chain_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash 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\"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_span_of_control_0", "question": [[{"role": "user", "content": "As of 2026-01-15, how is management load distributed across the org? For every employee_id that appears as a manager_id on an active reporting row (start_date <= 2026-01-15 and end_date is empty or >= 2026-01-15), count their direct reports on the snapshot date.\n\nDisambiguation rule: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), treat the row with the LATEST start_date as that employee's current/active manager for the purposes of this question.\n\nRespond with a JSON object:\n- top5: list of {manager_id, manager_name, direct_report_count} — the 5 managers with the most direct reports, sorted by direct_report_count descending, then manager_name ascending.\n- histogram: dict with keys \"1\", \"2-3\", \"4-6\", \"7+\" mapping to the COUNT of managers whose direct-report-count falls in that bucket. Every manager (anyone with >=1 direct report on the snapshot) is counted once, in exactly one bucket."}], [{"role": "user", "content": "Same set of managers as Q1. I want summary stats: mean, median, max direct_report_count (mean and median rounded to 2 decimals; max is an integer). Also: count of managers with direct_report_count >= 10 (call it count_ge_10). Finally, among managers NOT in Q1's top5, identify the one with the highest direct_report_count (tiebreak by manager_name ascending) — call it next_highest_outside_top5. Respond with JSON: {stats: {mean, median, max, count_ge_10}, next_highest_outside_top5: {manager_id, manager_name, direct_report_count} or null if none}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_span_of_control_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-03-01\", \"end_date\": \"\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e11\", \"manager_name\": \"Grace Olsen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-06-01\", \"end_date\": \"\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e18\", \"manager_name\": \"Noah Garcia\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-03-14\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-02-09\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-01-29\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"2025-02-01\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-03-02\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-19\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", 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\"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, 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\"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_levels_histogram_0", "question": [[{"role": "user", "content": "On 2026-01-15, describe the org's shape level by level. Level 0 is the CEO (the root: an employee_id that appears as a manager_id on an active row but has no active reporting row of their own). Level k is any employee whose active manager chain walks exactly k edges up to the root.\n\nFor every level that has at least one employee, compute:\n- count: number of employees at this level.\n- avg_direct_reports: average count of direct reports among employees at this level, rounded to 2 decimals. (Employees at this level who are not managers contribute 0 to the average.)\n\nDisambiguation rule: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), treat the row with the LATEST start_date as that employee's current/active manager for the purposes of this question.\n\nRespond with JSON:\n- levels: list of {level, count, avg_direct_reports}, sorted by level ascending.\n\nInclude the root itself as the sole entry at level 0."}], [{"role": "user", "content": "Pick the top-heavy level (excluding level 0 = the CEO alone): the non-root level (level >= 1) with the largest avg_direct_reports. Tiebreak: smaller level number first. For every employee at that level, list their direct_report_count on 2026-01-15 (0 if not a manager). Respond with JSON: {top_heavy_level: {level, count, avg_direct_reports}, members: list of {employee_id, employee_name, direct_report_count} sorted by direct_report_count descending, then employee_name ascending}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_levels_histogram_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-03-01\", \"end_date\": \"\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e11\", \"manager_name\": \"Grace Olsen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-06-01\", \"end_date\": \"\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e18\", \"manager_name\": \"Noah Garcia\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-03-14\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-02-09\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-01-29\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"2025-02-01\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-03-02\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-19\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-19\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-11\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-15\", \"end_date\": \"2025-06-19\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2025-06-20\", \"end_date\": \"2025-10-04\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2025-10-05\", \"end_date\": \"\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-02-10\", \"end_date\": \"2025-05-17\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2025-05-18\", \"end_date\": \"2025-08-21\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-08-22\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-01-30\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-09\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-09-10\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2025-02-02\", \"end_date\": \"2025-05-13\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-05-14\", \"end_date\": \"2025-08-31\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2025-01-15\", \"end_date\": \"2025-04-09\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2025-04-10\", \"end_date\": \"2025-09-19\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-20\", \"end_date\": \"\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-04\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-02-05\", \"end_date\": \"2025-06-11\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-06-12\", \"end_date\": \"2025-10-02\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2025-10-03\", \"end_date\": \"\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-01-20\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-17\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-18\", \"end_date\": \"\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-03-03\", \"end_date\": \"2025-06-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2025-06-15\", \"end_date\": \"2025-09-24\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-25\", \"end_date\": \"\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-02-20\", \"end_date\": \"2025-06-07\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-06-08\", \"end_date\": \"2025-10-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-10-10\", \"end_date\": \"\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2025-01-12\", \"end_date\": \"2025-05-27\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-05-28\", \"end_date\": \"2025-09-03\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2025-09-04\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-11-01\", \"end_date\": \"2025-03-31\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2025-04-01\", \"end_date\": \"2025-09-30\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2025-06-01\", \"end_date\": \"2025-12-31\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2025-02-01\", \"end_date\": \"2025-06-30\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e12\", \"manager_name\": \"Hector Diaz\", \"start_date\": \"2025-09-01\", \"end_date\": \"2026-01-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2024-07-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-08-05\", \"end_date\": \"2025-02-28\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-05\", \"end_date\": \"\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-03-01\", \"end_date\": \"2024-11-30\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-12-15\", \"end_date\": \"\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_reorg_churn_0", "question": [[{"role": "user", "content": "During 2025 (window [2025-01-01, 2025-12-31] inclusive), which 5 employees bounced between the most different managers? For each employee, count the DISTINCT manager_ids that appear on their reporting rows whose [start_date, end_date] overlaps the 2025 window. An empty end_date is treated as open-ended (extends past 2025-12-31).\n\nRespond with JSON:\n- top5: list of {employee_id, employee_name, distinct_manager_count, manager_names}. manager_names = sorted (ascending) list of the distinct manager_name values the employee saw in the window.\n\nSort the top5 by distinct_manager_count descending, tie-broken by employee_name ascending. Return exactly 5 entries."}], [{"role": "user", "content": "From the manager_names lists of those top-5 churned employees, find the most common landing spot: the manager_name appearing in the most of those 5 lists. If multiple tie at the maximum frequency, return all of them (sorted by manager_name ascending). Also report total_distinct_managers = the count of distinct manager_names across all 5 lists combined. Respond with JSON: {common_landing_spots: list of {manager_name, frequency} where frequency is how many of the 5 employees had this manager (max value), total_distinct_managers (integer)}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_reorg_churn_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, 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\"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_lca_pairs_0", "question": [[{"role": "user", "content": "For the following 5 employee pairs, find each pair's lowest common manager as of 2026-01-15. The LCA is the deepest employee who appears in BOTH employees' upward reporting chains (where each chain starts at the employee and walks through each active row's manager_id until reaching the root). Depth 0 = root (CEO); depth increases by 1 per step away from the root.\n\nPairs: (e50, e52), (e55, e56), (e57, e58), (e50, e59), (e51, e54).\n\nDisambiguation rule: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), treat the row with the LATEST start_date as that employee's current/active manager for the purposes of this question.\n\nRespond with JSON:\n- pairs: list of {pair: [emp_id_a, emp_id_b], lca_manager_id, lca_manager_name, lca_depth}, in the SAME order as given above.\n- tightest: the single entry with the largest lca_depth (deepest LCA = tightest team). If there's a tie, pick the entry with the lexicographically smallest [pair[0], pair[1]] tuple."}], [{"role": "user", "content": "For each of the same 5 pairs, compute pair_distance = chain_a_length - lca_depth + chain_b_length - lca_depth (where chain_X_length is the number of edges from employee X to the root, and lca_depth is the depth of the LCA). Rank the 5 pairs by pair_distance descending (most-distant first), tiebreak by [pair[0], pair[1]] lexicographic ascending. Respond with JSON: ranked_pairs (list of {pair: [emp_a, emp_b], pair_distance, lca_manager_name}, sorted as described)."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_lca_pairs_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-03-01\", \"end_date\": \"\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e11\", \"manager_name\": \"Grace Olsen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-06-01\", \"end_date\": \"\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e18\", \"manager_name\": \"Noah Garcia\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-03-14\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-02-09\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-01-29\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"2025-02-01\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e52\", \"employee_name\": 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\"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_boomerangs_0", "question": [[{"role": "user", "content": "I want to spot 'boomerang' situations — where an employee left a manager and later came back to the same manager. Group reporting rows by (employee_id, manager_id) and sort each group by start_date ascending. A pair counts as a boomerang if there's at least one place in the sorted group where one row's end_date is set (i.e. the employee actually left) AND the very next row's start_date is at least 30 days after that end_date. Important: this is consecutive-only — if an employee has 3 stints separated by very small gaps (say 5 days each), that's just messy data, NOT a boomerang.\n\nRespond with JSON:\n- boomerangs: list of {employee_id, employee_name, manager_id, manager_name, stint_count, stints}. stint_count = number of rows in this (employee, manager) group. stints = list of {start, end} covering every such row, sorted by start ascending (end=\"\" means still open).\n\nSort boomerangs by stint_count descending, then employee_name ascending, then manager_name ascending."}], [{"role": "user", "content": "From those same boomerangs, compute two things: (1) magnetic_managers = top-3 managers by distinct boomerang-employee count (how many distinct employees boomeranged back to that manager). Tiebreak: manager_name ascending. (2) For each boomerang from Q1, total_gap_days = sum of day-gaps between consecutive closed stints in the same group (only count gaps where row_i.end_date is non-empty AND row_{i+1}.start_date - row_i.end_date >= 30 days; sum those gap-days). Respond with JSON: {magnetic_managers: list of {manager_id, manager_name, distinct_boomerang_employees} (length up to 3, sorted), boomerang_gap_days: list of {employee_id, manager_id, total_gap_days}, in the SAME order as Q1's boomerangs list}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_boomerangs_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-03-01\", \"end_date\": \"\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e11\", \"manager_name\": \"Grace Olsen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-06-01\", \"end_date\": \"\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e18\", \"manager_name\": \"Noah Garcia\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-03-14\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-02-09\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-01-29\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"2025-02-01\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-03-02\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-19\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-19\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-11\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-15\", \"end_date\": \"2025-06-19\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2025-06-20\", \"end_date\": \"2025-10-04\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2025-10-05\", \"end_date\": \"\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-02-10\", \"end_date\": \"2025-05-17\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2025-05-18\", \"end_date\": \"2025-08-21\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-08-22\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-01-30\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-09\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-09-10\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2025-02-02\", \"end_date\": \"2025-05-13\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-05-14\", \"end_date\": \"2025-08-31\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2025-01-15\", \"end_date\": \"2025-04-09\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2025-04-10\", \"end_date\": \"2025-09-19\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-20\", \"end_date\": \"\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-04\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-02-05\", \"end_date\": \"2025-06-11\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-06-12\", \"end_date\": \"2025-10-02\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2025-10-03\", \"end_date\": \"\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-01-20\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-17\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-18\", \"end_date\": \"\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-03-03\", \"end_date\": \"2025-06-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2025-06-15\", \"end_date\": \"2025-09-24\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-25\", \"end_date\": \"\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-02-20\", \"end_date\": \"2025-06-07\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-06-08\", \"end_date\": \"2025-10-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-10-10\", \"end_date\": \"\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2025-01-12\", \"end_date\": \"2025-05-27\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-05-28\", \"end_date\": \"2025-09-03\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2025-09-04\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-11-01\", \"end_date\": \"2025-03-31\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2025-04-01\", \"end_date\": \"2025-09-30\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2025-06-01\", \"end_date\": \"2025-12-31\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2025-02-01\", \"end_date\": \"2025-06-30\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e12\", \"manager_name\": \"Hector Diaz\", \"start_date\": \"2025-09-01\", \"end_date\": \"2026-01-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2024-07-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-08-05\", \"end_date\": \"2025-02-28\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-05\", \"end_date\": \"\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-03-01\", \"end_date\": \"2024-11-30\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-12-15\", \"end_date\": \"\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_continuous_tenure_0", "question": [[{"role": "user", "content": "How long has each of my employees been continuously reporting to their current manager? Some people technically transition off a manager and back on within a few days due to org-chart cleanup — count those as continuous (gaps of 7 days or less merge into one stretch) but treat any larger gap as a real break.\n\nFor each employee active under a direct manager on 2026-01-15: identify that current manager M (the manager_id on their reporting row whose start_date <= 2026-01-15 and (end_date empty or >= 2026-01-15) — skip employees with no such row), look only at this employee's reporting rows where manager_id == M, sort those rows by start_date ascending, and merge any pair of consecutive rows whose gap (next.start_date - prev.end_date in integer days) is <= 7 days into one continuous interval. Find the merged interval that contains 2026-01-15: tenure_start_date is that interval's start_date, and continuous_tenure_days is the integer day-difference (2026-01-15 - tenure_start_date).\n\nDisambiguation: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), use the row with the LATEST start_date as their active manager.\n\nRespond with JSON:\n- top10: list of {employee_id, employee_name, current_manager_id, current_manager_name, continuous_tenure_days, tenure_start_date}, the 10 employees with the longest continuous_tenure_days. Sort descending by continuous_tenure_days, tie-break by employee_name ascending. tenure_start_date format: YYYY-MM-DD."}], [{"role": "user", "content": "Group your top-10 long-tenured employees by current_manager_id. Identify the top-3 sticky managers: the managers retaining the most of those 10 employees. Tiebreak by manager_name ascending. For each sticky manager, list the long-tenured employees they retained and the mean of their continuous_tenure_days. Respond with JSON: sticky_managers (list of {manager_id, manager_name, retained_count, mean_tenure_days, retained_employees: [{employee_id, employee_name, continuous_tenure_days}] sorted by continuous_tenure_days descending then employee_name ascending}, length up to 3, sorted by retained_count descending then manager_name ascending. mean_tenure_days rounded to 2 decimals)."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_continuous_tenure_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": 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Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_reorg_impact_0", "question": [[{"role": "user", "content": "I want to see which org changes between BEFORE = 2025-12-01 and AFTER = 2026-02-01 hit close to the CEO vs deep in the tree. Only consider employees who have an active direct manager on BOTH dates.\n\nFor each such employee, build their reporting chain to the CEO on each date — a root-first list of employee_names starting at the CEO and ending at the employee. If the chain is identical on both dates, count them as unchanged and skip. Otherwise their divergence_depth is the smallest 0-based index where the two chains differ (so index 0 is the CEO node, divergence_depth == 1 means the CEO's direct report under this employee changed, larger values mean shallower-vs-deeper changes in the chain).\n\nDisambiguation: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), use the row with the LATEST start_date as their active manager for that snapshot.\n\nRespond with JSON:\n- changes: list of {employee_id, employee_name, divergence_depth, chain_before, chain_after}. Sort by divergence_depth ascending, then employee_name ascending.\n- unchanged_count: count of BOTH-dates-active employees whose chain is identical.\n- changed_count: count of BOTH-dates-active employees whose chain differs (= len(changes))."}], [{"role": "user", "content": "From your Q1 changes list, build a histogram of divergence_depth → count. Identify the most common depth (tiebreak: smaller depth wins). For employees affected at that depth, emit {employee_name, old_parent, new_parent} where old_parent = chain_before[depth] and new_parent = chain_after[depth] (the names that differ at exactly that index). Respond with JSON: {depth_histogram: dict mapping depth (as integer key) → count, top_depth (integer), top_depth_changes: list of {employee_name, old_parent, new_parent} sorted by old_parent ascending, then new_parent ascending, then employee_name ascending}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_reorg_impact_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": 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\"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_matrix_reports_0", "question": [[{"role": "user", "content": "Find every employee who has ever REPORTED TO TWO DIFFERENT MANAGERS SIMULTANEOUSLY — i.e. two rows in reporting_history for the same employee with different manager_ids whose [start_date, end_date] intervals overlap on at least one calendar day. Treat end_date=\"\" as open-ended (end = 9999-12-31 for interval comparison).\n\nFor each qualifying employee, enumerate every such overlapping PAIR of rows:\n- start = max(row1.start_date, row2.start_date)\n- end   = min(row1.end_date, row2.end_date) — where end_date=\"\" is treated as 9999-12-31 inside the min, then emitted back as \"\" in the output if the chosen end is still open-ended.\n- manager_ids = sorted ascending list of the two manager_ids\n- days_in_overlap = (end - start).days + 1 when both endpoints are concrete; if end is still open-ended (\"\"), cap it at 2026-03-31 FOR THE DAY-COUNT ONLY.\n\ntotal_overlap_days = sum of days_in_overlap over every overlapping pair for this employee.\n\nRespond with JSON:\n- matrix_reports: list of {employee_id, employee_name, overlap_intervals, total_overlap_days}. overlap_intervals = list of {start, end, manager_ids}, sorted by start ascending, then end ascending, then manager_ids ascending.\n\nSort matrix_reports by total_overlap_days descending, then employee_name ascending."}], [{"role": "user", "content": "From the same matrix_reports list, group every overlap_intervals entry by its sorted manager_pair (use the manager_ids field already sorted ascending in Q1). For each unique pair, count distinct employees who EVER had overlapping reporting to BOTH managers (anywhere in the matrix_reports list). Return the top-3 manager pairs by distinct employee count. Tiebreak: manager_pair lexicographic ascending. Respond with JSON: top_manager_pairs (list of {manager_ids: [m1, m2], manager_names: [name1, name2] in same order, distinct_employee_count, employee_ids: sorted list of those employees' ids}, length up to 3, sorted as described)."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_matrix_reports_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-03-01\", \"end_date\": \"\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e11\", \"manager_name\": \"Grace Olsen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-06-01\", \"end_date\": \"\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e18\", \"manager_name\": \"Noah Garcia\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-03-14\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-02-09\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-01-29\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"2025-02-01\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-03-02\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-19\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-19\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-11\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-15\", \"end_date\": \"2025-06-19\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2025-06-20\", \"end_date\": \"2025-10-04\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2025-10-05\", \"end_date\": \"\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-02-10\", \"end_date\": \"2025-05-17\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2025-05-18\", \"end_date\": \"2025-08-21\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-08-22\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-01-30\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-09\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-09-10\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2025-02-02\", \"end_date\": \"2025-05-13\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-05-14\", \"end_date\": \"2025-08-31\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2025-01-15\", \"end_date\": \"2025-04-09\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2025-04-10\", \"end_date\": \"2025-09-19\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-20\", \"end_date\": \"\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-04\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-02-05\", \"end_date\": \"2025-06-11\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-06-12\", \"end_date\": \"2025-10-02\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2025-10-03\", \"end_date\": \"\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-01-20\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-17\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-18\", \"end_date\": \"\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-03-03\", \"end_date\": \"2025-06-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2025-06-15\", \"end_date\": \"2025-09-24\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-25\", \"end_date\": \"\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-02-20\", \"end_date\": \"2025-06-07\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-06-08\", \"end_date\": \"2025-10-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-10-10\", \"end_date\": \"\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2025-01-12\", \"end_date\": \"2025-05-27\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-05-28\", \"end_date\": \"2025-09-03\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2025-09-04\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-11-01\", \"end_date\": \"2025-03-31\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2025-04-01\", \"end_date\": \"2025-09-30\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2025-06-01\", \"end_date\": \"2025-12-31\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2025-02-01\", \"end_date\": \"2025-06-30\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e12\", \"manager_name\": \"Hector Diaz\", \"start_date\": \"2025-09-01\", \"end_date\": \"2026-01-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2024-07-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-08-05\", \"end_date\": \"2025-02-28\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-05\", \"end_date\": \"\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-03-01\", \"end_date\": \"2024-11-30\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-12-15\", \"end_date\": \"\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_org_chart_span_deltas_0", "question": [[{"role": "user", "content": "I'm doing a quick people-management review and want to spot the managers whose teams shifted the most over the second half of last year.\n\nFor each manager (anyone who has >=1 direct report on BOTH snapshot dates 2025-07-01 and 2026-01-01), compute:\n  count_d1 = direct reports on 2025-07-01 (rows active on that date with this manager_id)\n  count_d2 = direct reports on 2026-01-01\n  delta = count_d2 - count_d1\n\nDisambiguation rule: if an employee has more than one reporting row whose [start_date, end_date] interval contains the snapshot date (matrix/concurrent reporting), treat the row with the LATEST start_date as that employee's current/active manager for the purposes of this question.\n\nRespond with JSON:\n- growth_top3: 3 entries with the LARGEST positive delta. Sort by delta descending, tie-break by manager_name ascending. Only include managers with delta > 0. Return fewer than 3 if fewer qualify.\n- shrinkage_top3: 3 entries with the LARGEST negative delta (most shrinkage). Sort by delta ascending (most negative first), tie-break by manager_name ascending. Only include managers with delta < 0.\n\nEach entry: {manager_id, manager_name, count_d1, count_d2, delta}."}], [{"role": "user", "content": "From those 6 entries (growth_top3 + shrinkage_top3), compute net_change = sum of all 6 deltas, and identify the most_volatile manager: the entry with the largest |delta|. Tiebreak: manager_name ascending. Respond with JSON: {net_change (integer), most_volatile: {manager_id, manager_name, count_d1, count_d2, delta}}."}]], "involved_classes": ["OrgChartAPI"], "verifier_type": "multi_turn_org_chart_span_deltas_0", "initial_config": "{\"OrgChartAPI\": {\"employees\": [{\"employee_id\": \"e01\", \"employee_name\": \"Alice Chen\"}, {\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\"}, {\"employee_id\": \"e34\", \"employee_name\": \"Dario Leoni\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\"}, {\"employee_id\": \"e070\", \"employee_name\": \"Kate Adler\"}, {\"employee_id\": \"e071\", \"employee_name\": \"Liam Bates\"}, {\"employee_id\": \"e072\", \"employee_name\": \"Mira Cohen\"}, {\"employee_id\": \"e073\", \"employee_name\": \"Noor Dalal\"}, {\"employee_id\": \"e074\", \"employee_name\": \"Oren Elias\"}, {\"employee_id\": \"e075\", \"employee_name\": \"Piotr Falk\"}, {\"employee_id\": \"e076\", \"employee_name\": \"Qiana Grey\"}, {\"employee_id\": \"e077\", \"employee_name\": \"Ruby Harper\"}, {\"employee_id\": \"e078\", \"employee_name\": \"Saad Idris\"}, {\"employee_id\": \"e079\", \"employee_name\": \"Tess Jung\"}, {\"employee_id\": \"e080\", \"employee_name\": \"Umi Kato\"}, {\"employee_id\": \"e081\", \"employee_name\": \"Vik Larsen\"}, {\"employee_id\": \"e082\", \"employee_name\": \"Wren Mackay\"}, {\"employee_id\": \"e083\", \"employee_name\": \"Yuki Nash\"}, {\"employee_id\": \"e084\", \"employee_name\": \"Zane Ortiz\"}, {\"employee_id\": \"e085\", \"employee_name\": \"Ava Pino\"}, {\"employee_id\": \"e086\", \"employee_name\": \"Bo Quan\"}, {\"employee_id\": \"e087\", \"employee_name\": \"Cai Rojas\"}, {\"employee_id\": \"e088\", \"employee_name\": \"Deva Sato\"}, {\"employee_id\": \"e089\", \"employee_name\": \"Ela Torres\"}, {\"employee_id\": \"e090\", \"employee_name\": \"Finn Uribe\"}, {\"employee_id\": \"e091\", \"employee_name\": \"Gina Valdez\"}, {\"employee_id\": \"e092\", \"employee_name\": \"Hugo Winter\"}, {\"employee_id\": \"e093\", \"employee_name\": \"Ines Xu\"}, {\"employee_id\": \"e094\", \"employee_name\": \"Jace Yates\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\"}], \"reporting_history\": [{\"employee_id\": \"e02\", \"employee_name\": \"Bob Martinez\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e03\", \"employee_name\": \"Carol Singh\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e04\", \"employee_name\": \"David Kim\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e05\", \"employee_name\": \"Ella Johnson\", \"manager_id\": \"e01\", \"manager_name\": \"Alice Chen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e10\", \"employee_name\": \"Frank Wu\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e12\", \"employee_name\": \"Hector Diaz\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e13\", \"employee_name\": \"Iris Nakamura\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e14\", \"employee_name\": \"Jamal Reid\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e15\", \"employee_name\": \"Keiko Tanaka\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e17\", \"employee_name\": \"Maya Patel\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e18\", \"employee_name\": \"Noah Garcia\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e19\", \"employee_name\": \"Olga Petrov\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e21\", \"employee_name\": \"Quinn Alvarez\", \"manager_id\": \"e10\", \"manager_name\": \"Frank Wu\", \"start_date\": \"2024-03-01\", \"end_date\": \"\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e11\", \"manager_name\": \"Grace Olsen\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e24\", \"employee_name\": \"Tomas Wolf\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e26\", \"employee_name\": \"Victor Lee\", \"manager_id\": \"e15\", \"manager_name\": \"Keiko Tanaka\", \"start_date\": \"2024-06-01\", \"end_date\": \"\"}, {\"employee_id\": \"e27\", \"employee_name\": \"Wendy Park\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e18\", \"manager_name\": \"Noah Garcia\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e29\", \"employee_name\": \"Yara Khan\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-03-14\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-02-09\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-01-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"2025-01-29\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"2025-02-01\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-02-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-03-02\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-19\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-02-01\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-19\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-01-11\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2025-03-15\", \"end_date\": \"2025-06-19\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2025-06-20\", \"end_date\": \"2025-10-04\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2025-10-05\", \"end_date\": \"\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-02-10\", \"end_date\": \"2025-05-17\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2025-05-18\", \"end_date\": \"2025-08-21\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-08-22\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-01-30\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-09\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-09-10\", \"end_date\": \"2026-01-09\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2025-02-02\", \"end_date\": \"2025-05-13\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-05-14\", \"end_date\": \"2025-08-31\"}, {\"employee_id\": \"e44\", \"employee_name\": \"Nico Vega\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-01\", \"end_date\": \"\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2025-01-15\", \"end_date\": \"2025-04-09\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2025-04-10\", \"end_date\": \"2025-09-19\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-20\", \"end_date\": \"\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2024-02-01\", \"end_date\": \"2025-02-04\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-02-05\", \"end_date\": \"2025-06-11\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-06-12\", \"end_date\": \"2025-10-02\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e39\", \"manager_name\": \"Ira Bell\", \"start_date\": \"2025-10-03\", \"end_date\": \"\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2025-01-20\", \"end_date\": \"2025-05-04\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e44\", \"manager_name\": \"Nico Vega\", \"start_date\": \"2025-05-05\", \"end_date\": \"2025-09-17\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2025-09-18\", \"end_date\": \"\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2025-03-03\", \"end_date\": \"2025-06-14\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e35\", \"manager_name\": \"Eli Hart\", \"start_date\": \"2025-06-15\", \"end_date\": \"2025-09-24\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2025-09-25\", \"end_date\": \"\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2025-02-20\", \"end_date\": \"2025-06-07\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2025-06-08\", \"end_date\": \"2025-10-09\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2025-10-10\", \"end_date\": \"\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2025-01-12\", \"end_date\": \"2025-05-27\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2025-05-28\", \"end_date\": \"2025-09-03\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2025-09-04\", \"end_date\": \"\"}, {\"employee_id\": \"e11\", \"employee_name\": \"Grace Olsen\", \"manager_id\": \"e03\", \"manager_name\": \"Carol Singh\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e23\", \"employee_name\": \"Sasha Ivanov\", \"manager_id\": \"e14\", \"manager_name\": \"Jamal Reid\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e39\", \"employee_name\": \"Ira Bell\", \"manager_id\": \"e17\", \"manager_name\": \"Maya Patel\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2026-01-10\", \"end_date\": \"\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-11-01\", \"end_date\": \"2025-03-31\"}, {\"employee_id\": \"e36\", \"employee_name\": \"Fiona Aoki\", \"manager_id\": \"e13\", \"manager_name\": \"Iris Nakamura\", \"start_date\": \"2025-04-01\", \"end_date\": \"2025-09-30\"}, {\"employee_id\": \"e16\", \"employee_name\": \"Liam O'Brien\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2025-06-01\", \"end_date\": \"2025-12-31\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e19\", \"manager_name\": \"Olga Petrov\", \"start_date\": \"2025-02-01\", \"end_date\": \"2025-06-30\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e12\", \"manager_name\": \"Hector Diaz\", \"start_date\": \"2025-09-01\", \"end_date\": \"2026-01-31\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-01-01\", \"end_date\": \"2024-07-31\"}, 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Yates\", \"manager_id\": \"e30\", \"manager_name\": \"Zach Miller\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e095\", \"employee_name\": \"Kiran Zhao\", \"manager_id\": \"e31\", \"manager_name\": \"Anna Brown\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e096\", \"employee_name\": \"Lara Amini\", \"manager_id\": \"e32\", \"manager_name\": \"Ben Cooper\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e097\", \"employee_name\": \"Milo Byrne\", \"manager_id\": \"e34\", \"manager_name\": \"Dario Leoni\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e098\", \"employee_name\": \"Nia Chu\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e099\", \"employee_name\": \"Oli Desai\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2024-05-01\", \"end_date\": \"\"}, {\"employee_id\": \"e100\", \"employee_name\": \"Sage Vogel\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e101\", \"employee_name\": \"Theo West\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e102\", \"employee_name\": \"Una Yap\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e103\", \"employee_name\": \"Vero Zinn\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e104\", \"employee_name\": \"Will Aune\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e105\", \"employee_name\": \"Xenia Box\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e106\", \"employee_name\": \"Yates Crow\", \"manager_id\": \"e28\", \"manager_name\": \"Xiu Zhou\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e107\", \"employee_name\": \"Zara Dev\", \"manager_id\": \"e29\", \"manager_name\": \"Yara Khan\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e108\", \"employee_name\": \"Ash Eno\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e109\", \"employee_name\": \"Bram Fry\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2024-04-01\", \"end_date\": \"\"}, {\"employee_id\": \"e30\", \"employee_name\": \"Zach Miller\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e31\", \"employee_name\": \"Anna Brown\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2022-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e32\", \"employee_name\": \"Ben Cooper\", \"manager_id\": \"e22\", \"manager_name\": \"Ravi Shah\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e33\", \"employee_name\": \"Clara Fox\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-03-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e35\", \"employee_name\": \"Eli Hart\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-05-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e37\", \"employee_name\": \"Gabe Santos\", \"manager_id\": \"e38\", \"manager_name\": \"Helen Voss\", \"start_date\": \"2023-01-15\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e38\", \"employee_name\": \"Helen Voss\", \"manager_id\": \"e37\", \"manager_name\": \"Gabe Santos\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e40\", \"employee_name\": \"Julia Ross\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-11-15\"}, {\"employee_id\": \"e41\", \"employee_name\": \"Kai Lin\", \"manager_id\": \"e40\", \"manager_name\": \"Julia Ross\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-07-31\"}, {\"employee_id\": \"e42\", \"employee_name\": \"Leo Torres\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e43\", \"employee_name\": \"Mina Adebayo\", \"manager_id\": \"e42\", \"manager_name\": \"Leo Torres\", \"start_date\": \"2022-09-01\", \"end_date\": \"2023-06-30\"}, {\"employee_id\": \"e50\", \"employee_name\": \"Alex Porter\", \"manager_id\": \"e21\", \"manager_name\": \"Quinn Alvarez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e51\", \"employee_name\": \"Blair Snow\", \"manager_id\": \"e36\", \"manager_name\": \"Fiona Aoki\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e52\", \"employee_name\": \"Carey Ford\", \"manager_id\": \"e20\", \"manager_name\": \"Pablo Suarez\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e53\", \"employee_name\": \"Dana Lowe\", \"manager_id\": \"e24\", \"manager_name\": \"Tomas Wolf\", \"start_date\": \"2022-10-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e54\", \"employee_name\": \"Evan Pike\", \"manager_id\": \"e23\", \"manager_name\": \"Sasha Ivanov\", \"start_date\": \"2023-06-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e55\", \"employee_name\": \"Fran Ito\", \"manager_id\": \"e26\", \"manager_name\": \"Victor Lee\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e56\", \"employee_name\": \"Gio Romano\", \"manager_id\": \"e25\", \"manager_name\": \"Uma Rossi\", \"start_date\": \"2022-12-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e57\", \"employee_name\": \"Hana Mori\", \"manager_id\": \"e27\", \"manager_name\": \"Wendy Park\", \"start_date\": \"2023-04-01\", \"end_date\": \"2023-11-30\"}, {\"employee_id\": \"e58\", \"employee_name\": \"Ike Tanaka\", \"manager_id\": \"e41\", \"manager_name\": \"Kai Lin\", \"start_date\": \"2023-02-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e59\", \"employee_name\": \"Juno Reyes\", \"manager_id\": \"e43\", \"manager_name\": \"Mina Adebayo\", \"start_date\": \"2022-11-01\", \"end_date\": \"2023-08-31\"}, {\"employee_id\": \"e20\", \"employee_name\": \"Pablo Suarez\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-05-01\", \"end_date\": \"2023-12-15\"}, {\"employee_id\": \"e22\", \"employee_name\": \"Ravi Shah\", \"manager_id\": \"e02\", \"manager_name\": \"Bob Martinez\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-10-31\"}, {\"employee_id\": \"e25\", \"employee_name\": \"Uma Rossi\", \"manager_id\": \"e04\", \"manager_name\": \"David Kim\", \"start_date\": \"2022-08-01\", \"end_date\": \"2023-09-30\"}, {\"employee_id\": \"e28\", \"employee_name\": \"Xiu Zhou\", \"manager_id\": \"e05\", \"manager_name\": \"Ella Johnson\", \"start_date\": \"2023-01-01\", \"end_date\": \"2023-11-30\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_track_ubiquity_0", "question": [[{"role": "user", "content": "Look across all my Spotify playlists and find the tracks I keep coming back to — the ones I've added into the most different playlists. For each track, count how many of MY playlists contain it (duplicates within the same playlist count once for that playlist).\n\nRespond with JSON:\n- top10: list of {track_id, name, artist, playlist_count}, the 10 tracks appearing in the most user playlists. Sort by playlist_count descending, then track name ascending, then artist ascending."}], [{"role": "user", "content": "From those same top-10 tracks, list every user playlist each track appears in. Respond with JSON: track_playlists (list of {track_id, name, artist, playlists: [{playlist_id, playlist_name}]}, in the SAME order as Q1's top10. Each `playlists` list is sorted by playlist_name ascending)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_track_ubiquity_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, 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[\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_top_artists_0", "question": [[{"role": "user", "content": "Across ALL my user playlists, which 5 artists show up with the most DISTINCT tracks? Count a track once per artist even if it appears in multiple playlists (i.e. dedupe by track_id).\n\nRespond with JSON:\n- top5: list of {artist, unique_track_count}. Sort by unique_track_count descending, then artist ascending."}], [{"role": "user", "content": "From those top-5 artists, list every distinct track they have across my user playlists. Also return total_unique_tracks: the SUM of unique_track_count across all 5 artists. Respond with JSON: artist_tracks (list of {artist, unique_track_count, tracks: [{track_id, name}]}, in the SAME order as Q1's top5; tracks sorted by name ascending then track_id ascending), total_unique_tracks (integer)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_top_artists_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.3\", \"duration_ms\": 220000}, \"t_0056\": {\"id\": \"t_0056\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0057\": {\"id\": \"t_0057\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0058\": {\"id\": \"t_0058\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0059\": {\"id\": \"t_0059\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0060\": {\"id\": \"t_0060\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0061\": {\"id\": \"t_0061\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0062\": {\"id\": \"t_0062\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0063\": {\"id\": \"t_0063\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0064\": {\"id\": \"t_0064\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0065\": {\"id\": \"t_0065\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0066\": {\"id\": \"t_0066\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0067\": {\"id\": \"t_0067\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0068\": {\"id\": \"t_0068\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0069\": {\"id\": \"t_0069\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0070\": {\"id\": \"t_0070\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0071\": {\"id\": \"t_0071\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0072\": {\"id\": \"t_0072\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0073\": {\"id\": \"t_0073\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0074\": {\"id\": \"t_0074\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0075\": {\"id\": \"t_0075\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0076\": {\"id\": \"t_0076\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0077\": {\"id\": \"t_0077\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0078\": {\"id\": \"t_0078\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0079\": {\"id\": \"t_0079\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0080\": {\"id\": \"t_0080\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0081\": {\"id\": \"t_0081\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0082\": {\"id\": \"t_0082\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0083\": {\"id\": \"t_0083\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0084\": {\"id\": \"t_0084\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0085\": {\"id\": \"t_0085\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0086\": {\"id\": \"t_0086\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0087\": {\"id\": \"t_0087\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0088\": {\"id\": \"t_0088\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0089\": {\"id\": \"t_0089\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0090\": {\"id\": \"t_0090\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0091\": {\"id\": \"t_0091\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0092\": {\"id\": \"t_0092\", \"name\": \"Small 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\"t_0534\", \"name\": \"Snow Border #369\", \"artist\": \"Hazel Flicker\", \"album\": \"Studio\", \"duration_ms\": 149890}, \"t_0535\": {\"id\": \"t_0535\", \"name\": \"Broken Glass #370\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 296708}, \"t_0536\": {\"id\": \"t_0536\", \"name\": \"Red Cabin #371\", \"artist\": \"Ember Graft\", \"album\": \"Studio\", \"duration_ms\": 129456}, \"t_0537\": {\"id\": \"t_0537\", \"name\": \"Deep Hour #372\", \"artist\": \"Isle Bracket\", \"album\": \"Studio\", \"duration_ms\": 332389}, \"t_0538\": {\"id\": \"t_0538\", \"name\": \"Night Traffic #373\", \"artist\": \"Klondike Hush\", \"album\": \"Studio\", \"duration_ms\": 174567}, \"t_0539\": {\"id\": \"t_0539\", \"name\": \"Sunday Delay #374\", \"artist\": \"Dovetail Hour\", \"album\": \"Studio\", \"duration_ms\": 180689}, \"t_0540\": {\"id\": \"t_0540\", \"name\": \"Broken Glass #375\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 232943}, \"t_0541\": {\"id\": \"t_0541\", \"name\": \"Candle Logic #376\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 331936}, \"t_0542\": {\"id\": \"t_0542\", \"name\": \"Loud Silence #377\", \"artist\": \"Sage Fathom\", \"album\": \"Studio\", \"duration_ms\": 302185}, \"t_0543\": {\"id\": \"t_0543\", \"name\": \"Iron Bridge #378\", \"artist\": \"Junco Wire\", \"album\": \"Studio\", \"duration_ms\": 201984}, \"t_0544\": {\"id\": \"t_0544\", \"name\": \"Softer Here #379\", \"artist\": \"Gopher Lantern\", \"album\": \"Studio\", \"duration_ms\": 321182}, \"t_0545\": {\"id\": \"t_0545\", \"name\": \"Plain Loop #380\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 248693}, \"t_0546\": {\"id\": \"t_0546\", \"name\": \"Mellow Bolt #381\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 174826}, \"t_0547\": {\"id\": \"t_0547\", \"name\": \"Glass Slide #382\", \"artist\": \"Ivory Wake\", \"album\": \"Studio\", \"duration_ms\": 356384}, \"t_0548\": {\"id\": \"t_0548\", \"name\": \"Iron Bridge #383\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 133925}, \"t_0549\": {\"id\": \"t_0549\", \"name\": \"Paper Crown #384\", \"artist\": \"Fossil Quill\", \"album\": \"Studio\", \"duration_ms\": 126185}, \"t_0550\": {\"id\": \"t_0550\", \"name\": \"Paper Crown #385\", \"artist\": \"Harbor Lens\", \"album\": \"Studio\", \"duration_ms\": 230816}, \"t_0551\": {\"id\": \"t_0551\", \"name\": \"Softer Here #386\", \"artist\": \"Lamplit Rail\", \"album\": \"Studio\", \"duration_ms\": 239971}, \"t_0552\": {\"id\": \"t_0552\", \"name\": \"Glass Slide #387\", \"artist\": \"Wooden Amp\", \"album\": \"Studio\", \"duration_ms\": 317862}, \"t_0553\": {\"id\": \"t_0553\", \"name\": \"Glass Slide #388\", \"artist\": \"Hazel Flicker\", \"album\": \"Studio\", \"duration_ms\": 132672}, \"t_0554\": {\"id\": \"t_0554\", \"name\": \"Red Cabin #389\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 150982}, \"t_0555\": {\"id\": \"t_0555\", \"name\": \"Snow Border #390\", \"artist\": \"Dovetail Hour\", \"album\": \"Studio\", \"duration_ms\": 178613}, \"t_0556\": {\"id\": \"t_0556\", \"name\": \"Heart Anchor #391\", \"artist\": \"Gopher Lantern\", \"album\": \"Studio\", \"duration_ms\": 145423}, \"t_0557\": {\"id\": \"t_0557\", \"name\": \"Morning Gold #392\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 161615}, \"t_0558\": {\"id\": \"t_0558\", \"name\": \"Paper Boat #393\", \"artist\": \"Rust Trestle\", \"album\": \"Studio\", \"duration_ms\": 308031}, \"t_0559\": {\"id\": \"t_0559\", \"name\": \"Night Traffic #394\", \"artist\": \"Vicuna Drift\", \"album\": \"Studio\", \"duration_ms\": 357456}, \"t_0560\": {\"id\": \"t_0560\", \"name\": \"Candle Logic #395\", \"artist\": \"Kelp Lantern\", \"album\": \"Studio\", \"duration_ms\": 331794}, \"t_0561\": {\"id\": \"t_0561\", \"name\": \"Copper Groove #396\", \"artist\": \"Wooden Amp\", \"album\": \"Studio\", \"duration_ms\": 209557}, \"t_0562\": {\"id\": \"t_0562\", \"name\": \"Last Circuit #397\", \"artist\": \"Lamplit Rail\", \"album\": \"Studio\", \"duration_ms\": 337706}, \"t_0563\": {\"id\": \"t_0563\", \"name\": \"Paper Boat #398\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 345512}, \"t_0564\": {\"id\": \"t_0564\", \"name\": \"Softer Here #399\", \"artist\": \"Opal Bridge\", \"album\": \"Studio\", \"duration_ms\": 267926}, \"t_0565\": {\"id\": \"t_0565\", \"name\": \"Bright Corner #400\", \"artist\": \"Kelp Lantern\", \"album\": \"Studio\", \"duration_ms\": 196560}, \"t_0566\": {\"id\": \"t_0566\", \"name\": \"Cold Match #401\", \"artist\": \"Rust Trestle\", \"album\": \"Studio\", \"duration_ms\": 205997}, \"t_0567\": {\"id\": \"t_0567\", \"name\": \"Green Theory #402\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 237772}, \"t_0568\": {\"id\": \"t_0568\", \"name\": \"Short Era #403\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 263008}, \"t_0569\": {\"id\": \"t_0569\", \"name\": \"Paper Crown #404\", \"artist\": \"Nile Panel\", \"album\": \"Studio\", \"duration_ms\": 238235}, \"t_0570\": {\"id\": \"t_0570\", \"name\": \"Deep Hour #405\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 230304}, \"t_0571\": {\"id\": \"t_0571\", \"name\": \"Iron Bridge #406\", \"artist\": \"Dust Cadence\", \"album\": \"Studio\", \"duration_ms\": 128812}, \"t_0572\": {\"id\": \"t_0572\", \"name\": \"Forest Delay #407\", \"artist\": \"Zodiac Still\", \"album\": \"Studio\", \"duration_ms\": 191351}, \"t_0573\": {\"id\": \"t_0573\", \"name\": \"Long Corridor #408\", \"artist\": \"Topaz Cadet\", \"album\": \"Studio\", \"duration_ms\": 206680}, \"t_0574\": {\"id\": \"t_0574\", \"name\": \"Mellow Bolt #409\", \"artist\": \"Zodiac Still\", \"album\": \"Studio\", \"duration_ms\": 334944}, \"t_0575\": {\"id\": \"t_0575\", \"name\": \"Sunday Delay #410\", \"artist\": \"Linen Halo\", \"album\": \"Studio\", \"duration_ms\": 269403}, \"t_0576\": {\"id\": \"t_0576\", \"name\": \"Softer Here #411\", \"artist\": \"Nutmeg Flint\", \"album\": \"Studio\", \"duration_ms\": 138486}, \"t_0577\": {\"id\": \"t_0577\", \"name\": \"Broken Memo #412\", \"artist\": \"Vicuna Drift\", \"album\": \"Studio\", \"duration_ms\": 275361}, \"t_0578\": {\"id\": \"t_0578\", \"name\": \"Quiet Horizon #413\", \"artist\": \"Granite Sigh\", \"album\": \"Studio\", \"duration_ms\": 165438}, \"t_0579\": {\"id\": \"t_0579\", \"name\": \"Bright Corner #414\", \"artist\": \"Harbor Lens\", \"album\": \"Studio\", \"duration_ms\": 203225}, \"t_0580\": {\"id\": \"t_0580\", \"name\": \"Night Traffic #415\", \"artist\": \"Quince Attic\", \"album\": \"Studio\", \"duration_ms\": 156144}, \"t_0581\": {\"id\": \"t_0581\", \"name\": \"Deep Hour #416\", \"artist\": \"Dust Cadence\", \"album\": \"Studio\", \"duration_ms\": 269306}, \"t_0582\": {\"id\": \"t_0582\", \"name\": \"Green Theory #417\", \"artist\": \"Electric Gorge\", \"album\": \"Studio\", \"duration_ms\": 278094}, \"t_0583\": {\"id\": \"t_0583\", \"name\": \"Glass Slide #418\", \"artist\": \"Quince Attic\", \"album\": \"Studio\", \"duration_ms\": 308782}, \"t_0584\": {\"id\": \"t_0584\", \"name\": \"Plain Loop #419\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 290936}}, \"playlists\": {\"pl_001\": {\"id\": \"pl_001\", \"name\": \"Deep Work\", \"description\": \"Long focus blocks\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0111\", \"t_0112\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0279\", \"t_0570\", \"t_0580\", \"t_0513\", \"t_0321\", \"t_0166\", \"t_0056\", \"t_0076\"]}, \"pl_002\": {\"id\": \"pl_002\", \"name\": \"Focus Beats\", \"description\": \"Flow-state music\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0113\", \"t_0114\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0356\", \"t_0243\", \"t_0474\", \"t_0559\", \"t_0379\", \"t_0577\", \"t_0549\", \"t_0172\", \"t_0057\", \"t_0077\"]}, \"pl_003\": {\"id\": \"pl_003\", \"name\": \"Workday Flow\", \"description\": \"Work without context switches\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0115\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0437\", \"t_0386\", \"t_0462\", \"t_0217\", \"t_0321\", \"t_0484\", \"t_0198\", \"t_0372\", \"t_0255\", \"t_0072\", \"t_0092\"]}, \"pl_004\": {\"id\": \"pl_004\", \"name\": \"Morning Commute\", \"description\": \"Wake-up drive\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0126\", \"t_0127\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0278\", \"t_0254\", \"t_0568\", \"t_0166\", \"t_0503\", \"t_0467\", \"t_0058\", \"t_0078\"]}, \"pl_005\": {\"id\": \"pl_005\", \"name\": \"Afternoon Coffee\", \"description\": \"Post-lunch pickup\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0128\", \"t_0129\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0538\", \"t_0413\", \"t_0539\", \"t_0272\", \"t_0558\", \"t_0411\", \"t_0359\", \"t_0222\", \"t_0482\", \"t_0059\", \"t_0079\"]}, \"pl_006\": {\"id\": \"pl_006\", \"name\": \"Study Beats\", \"description\": \"Background for reading\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0139\", \"t_0140\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0310\", \"t_0397\", \"t_0320\", \"t_0249\", \"t_0410\", \"t_0256\", \"t_0187\", \"t_0060\", \"t_0080\"]}, \"pl_007\": {\"id\": \"pl_007\", \"name\": \"Quiet Study\", \"description\": \"No-distraction ambient\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0141\", \"t_0142\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0318\", \"t_0439\", \"t_0521\", \"t_0195\", \"t_0397\", \"t_0563\", \"t_0061\", \"t_0081\"]}, \"pl_008\": {\"id\": \"pl_008\", \"name\": \"90s Flashback\", \"description\": \"Nostalgia night\", \"tracks\": [\"t_0461\", \"t_0211\", \"t_0548\", \"t_0545\", \"t_0185\", \"t_0253\", \"t_0304\", \"t_0192\", \"t_0438\", \"t_0371\", \"t_0369\", \"t_0241\"]}, \"pl_009\": {\"id\": \"pl_009\", \"name\": \"All Granite & Tungsten\", \"description\": \"Two-artist rock set\", \"tracks\": [\"t_0143\", \"t_0144\", \"t_0145\", \"t_0146\", \"t_0147\", \"t_0148\", \"t_0149\", \"t_0150\", \"t_0151\", \"t_0152\", \"t_0153\", \"t_0154\"]}, \"pl_010\": {\"id\": \"pl_010\", \"name\": \"Honey & Brass\", \"description\": \"Two-artist jazz set\", \"tracks\": [\"t_0155\", \"t_0156\", \"t_0157\", \"t_0158\", \"t_0159\", \"t_0160\", \"t_0161\", \"t_0162\", \"t_0163\", \"t_0164\"]}, \"pl_011\": {\"id\": \"pl_011\", \"name\": \"Everything Mix\", \"description\": \"One-per-artist sampler\", \"tracks\": [\"t_0165\", \"t_0166\", \"t_0167\", \"t_0168\", \"t_0169\", \"t_0170\", \"t_0171\", \"t_0172\", \"t_0173\", \"t_0174\", \"t_0176\", \"t_0177\", \"t_0179\", \"t_0180\", \"t_0182\", \"t_0186\", \"t_0187\", \"t_0188\", \"t_0191\", \"t_0192\", \"t_0195\", \"t_0196\", \"t_0197\", \"t_0200\", \"t_0201\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0068\", \"t_0088\"]}, \"pl_012\": {\"id\": \"pl_012\", \"name\": \"The Mega List\", \"description\": \"Everything I like\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_playlist_stats_0", "question": [[{"role": "user", "content": "Give me a size leaderboard of my user playlists. For each one, compute:\n  - track_count: number of tracks in the playlist\n  - total_duration_ms: sum of duration_ms across its tracks\n  - avg_duration_ms: total_duration_ms / track_count, rounded to 2 decimals (0 if the playlist has no tracks)\n\nRespond with JSON:\n- top3_largest: 3 playlists with the most tracks. Sort by track_count descending, then name ascending.\n- bottom3_smallest: 3 playlists with the fewest tracks. Sort by track_count ascending, then name ascending.\n\nEach entry: {playlist_id, name, track_count, total_duration_ms, avg_duration_ms}."}], [{"role": "user", "content": "From your same per-playlist {track_count, total_duration_ms} map, compute three aggregates across ALL my user playlists: total_track_count (sum of track_count), total_duration_ms (sum of total_duration_ms), playlist_count (count of all my user playlists). Plus identify the most_binge_worthy playlist: the user playlist with the largest avg_duration_ms (track_count must be >= 1; tiebreak by name ascending). Respond with JSON: {aggregates: {total_track_count, total_duration_ms, playlist_count}, most_binge_worthy: {playlist_id, name, track_count, total_duration_ms, avg_duration_ms} or null if no playlist has any tracks}."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_playlist_stats_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.3\", \"duration_ms\": 220000}, \"t_0056\": {\"id\": \"t_0056\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0057\": {\"id\": \"t_0057\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0058\": {\"id\": \"t_0058\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0059\": {\"id\": \"t_0059\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0060\": {\"id\": \"t_0060\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0061\": {\"id\": \"t_0061\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0062\": {\"id\": \"t_0062\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0063\": {\"id\": \"t_0063\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0064\": {\"id\": \"t_0064\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0065\": {\"id\": \"t_0065\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0066\": {\"id\": \"t_0066\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0067\": {\"id\": \"t_0067\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0068\": {\"id\": \"t_0068\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0069\": {\"id\": \"t_0069\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0070\": {\"id\": \"t_0070\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0071\": {\"id\": \"t_0071\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0072\": {\"id\": \"t_0072\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0073\": {\"id\": \"t_0073\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0074\": {\"id\": \"t_0074\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0075\": {\"id\": \"t_0075\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0076\": {\"id\": \"t_0076\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0077\": {\"id\": \"t_0077\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0078\": {\"id\": \"t_0078\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0079\": {\"id\": \"t_0079\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0080\": {\"id\": \"t_0080\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0081\": {\"id\": \"t_0081\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0082\": {\"id\": \"t_0082\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0083\": {\"id\": \"t_0083\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0084\": {\"id\": \"t_0084\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0085\": {\"id\": \"t_0085\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0086\": {\"id\": \"t_0086\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0087\": {\"id\": \"t_0087\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0088\": {\"id\": \"t_0088\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0089\": {\"id\": \"t_0089\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0090\": {\"id\": \"t_0090\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0091\": {\"id\": \"t_0091\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0092\": {\"id\": \"t_0092\", \"name\": \"Small Currents\", \"artist\": \"Halo Ridge\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0093\": {\"id\": \"t_0093\", \"name\": \"Small Currents\", \"artist\": \"Halo Ridge\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0094\": {\"id\": \"t_0094\", \"name\": \"Soft Passage\", \"artist\": \"Indigo Rook\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0095\": {\"id\": \"t_0095\", \"name\": \"Soft Passage\", \"artist\": \"Indigo Rook\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0096\": {\"id\": \"t_0096\", \"name\": \"ClA Track 00\", \"artist\": \"CL-A-Artist-0\", \"album\": \"Cluster A\", \"duration_ms\": 241463}, \"t_0097\": {\"id\": \"t_0097\", \"name\": \"ClA Track 01\", \"artist\": \"CL-A-Artist-1\", \"album\": \"Cluster A\", \"duration_ms\": 151739}, \"t_0098\": {\"id\": \"t_0098\", \"name\": \"ClA Track 02\", \"artist\": \"CL-A-Artist-2\", \"album\": \"Cluster A\", \"duration_ms\": 137860}, \"t_0099\": {\"id\": \"t_0099\", \"name\": \"ClA Track 03\", \"artist\": \"CL-A-Artist-3\", \"album\": \"Cluster A\", \"duration_ms\": 319336}, \"t_0100\": {\"id\": \"t_0100\", \"name\": \"ClA Track 04\", \"artist\": \"CL-A-Artist-4\", \"album\": \"Cluster A\", \"duration_ms\": 141923}, \"t_0101\": {\"id\": \"t_0101\", \"name\": \"ClA Track 05\", \"artist\": \"CL-A-Artist-0\", \"album\": \"Cluster A\", \"duration_ms\": 132701}, \"t_0102\": {\"id\": \"t_0102\", \"name\": \"ClA Track 06\", \"artist\": \"CL-A-Artist-1\", \"album\": \"Cluster A\", \"duration_ms\": 148056}, \"t_0103\": {\"id\": \"t_0103\", \"name\": \"ClA Track 07\", \"artist\": \"CL-A-Artist-2\", \"album\": \"Cluster A\", \"duration_ms\": 208611}, \"t_0104\": {\"id\": \"t_0104\", \"name\": \"ClA Track 08\", \"artist\": \"CL-A-Artist-3\", \"album\": \"Cluster A\", \"duration_ms\": 278981}, \"t_0105\": {\"id\": \"t_0105\", \"name\": \"ClA Track 09\", \"artist\": \"CL-A-Artist-4\", \"album\": \"Cluster A\", \"duration_ms\": 287030}, \"t_0106\": {\"id\": \"t_0106\", \"name\": \"ClA Track 10\", \"artist\": \"CL-A-Artist-0\", \"album\": \"Cluster A\", \"duration_ms\": 326756}, \"t_0107\": {\"id\": \"t_0107\", \"name\": \"ClA Track 11\", \"artist\": \"CL-A-Artist-1\", \"album\": \"Cluster A\", \"duration_ms\": 279347}, \"t_0108\": {\"id\": \"t_0108\", \"name\": \"ClA Track 12\", \"artist\": \"CL-A-Artist-2\", \"album\": \"Cluster A\", \"duration_ms\": 315377}, \"t_0109\": {\"id\": \"t_0109\", \"name\": \"ClA Track 13\", \"artist\": \"CL-A-Artist-3\", \"album\": \"Cluster A\", \"duration_ms\": 189165}, \"t_0110\": {\"id\": \"t_0110\", \"name\": \"ClA Track 14\", \"artist\": \"CL-A-Artist-4\", \"album\": \"Cluster A\", \"duration_ms\": 153232}, \"t_0111\": {\"id\": \"t_0111\", \"name\": \"ClA Track 15\", \"artist\": \"CL-A-Artist-0\", \"album\": \"Cluster A\", \"duration_ms\": 242040}, \"t_0112\": {\"id\": \"t_0112\", \"name\": \"ClA Track 16\", \"artist\": \"CL-A-Artist-1\", \"album\": \"Cluster A\", \"duration_ms\": 341299}, \"t_0113\": {\"id\": \"t_0113\", \"name\": \"ClA Track 17\", \"artist\": \"CL-A-Artist-2\", \"album\": \"Cluster A\", \"duration_ms\": 147067}, \"t_0114\": {\"id\": \"t_0114\", \"name\": \"ClA Track 18\", \"artist\": \"CL-A-Artist-3\", \"album\": \"Cluster A\", \"duration_ms\": 218416}, \"t_0115\": {\"id\": \"t_0115\", \"name\": \"ClA Track 19\", \"artist\": \"CL-A-Artist-4\", \"album\": \"Cluster A\", \"duration_ms\": 302065}, \"t_0116\": {\"id\": \"t_0116\", \"name\": \"ClB Track 00\", \"artist\": \"CL-B-Artist-0\", \"album\": \"Cluster B\", \"duration_ms\": 285651}, \"t_0117\": {\"id\": \"t_0117\", \"name\": \"ClB Track 01\", \"artist\": \"CL-B-Artist-1\", \"album\": \"Cluster B\", \"duration_ms\": 177918}, \"t_0118\": {\"id\": \"t_0118\", \"name\": \"ClB Track 02\", \"artist\": \"CL-B-Artist-2\", \"album\": \"Cluster B\", \"duration_ms\": 171558}, \"t_0119\": {\"id\": \"t_0119\", \"name\": \"ClB Track 03\", \"artist\": \"CL-B-Artist-3\", \"album\": \"Cluster B\", \"duration_ms\": 154646}, \"t_0120\": {\"id\": \"t_0120\", \"name\": \"ClB Track 04\", \"artist\": \"CL-B-Artist-0\", \"album\": \"Cluster B\", \"duration_ms\": 237448}, \"t_0121\": {\"id\": \"t_0121\", \"name\": \"ClB Track 05\", \"artist\": \"CL-B-Artist-1\", \"album\": \"Cluster B\", \"duration_ms\": 246064}, \"t_0122\": {\"id\": \"t_0122\", \"name\": \"ClB Track 06\", \"artist\": \"CL-B-Artist-2\", \"album\": \"Cluster B\", \"duration_ms\": 240145}, \"t_0123\": {\"id\": \"t_0123\", \"name\": \"ClB Track 07\", \"artist\": \"CL-B-Artist-3\", \"album\": \"Cluster B\", \"duration_ms\": 270522}, \"t_0124\": {\"id\": \"t_0124\", \"name\": \"ClB Track 08\", \"artist\": \"CL-B-Artist-0\", \"album\": \"Cluster B\", \"duration_ms\": 340798}, \"t_0125\": {\"id\": \"t_0125\", \"name\": \"ClB Track 09\", \"artist\": \"CL-B-Artist-1\", \"album\": \"Cluster B\", \"duration_ms\": 223507}, \"t_0126\": {\"id\": \"t_0126\", \"name\": \"ClB Track 10\", \"artist\": \"CL-B-Artist-2\", \"album\": \"Cluster B\", \"duration_ms\": 318199}, \"t_0127\": {\"id\": \"t_0127\", \"name\": \"ClB Track 11\", \"artist\": \"CL-B-Artist-3\", \"album\": \"Cluster B\", \"duration_ms\": 260303}, \"t_0128\": {\"id\": \"t_0128\", \"name\": \"ClB Track 12\", \"artist\": \"CL-B-Artist-0\", \"album\": \"Cluster B\", \"duration_ms\": 193083}, \"t_0129\": {\"id\": \"t_0129\", \"name\": \"ClB Track 13\", \"artist\": \"CL-B-Artist-1\", \"album\": \"Cluster B\", \"duration_ms\": 215356}, \"t_0130\": {\"id\": \"t_0130\", \"name\": \"ClB Track 14\", \"artist\": \"CL-B-Artist-2\", \"album\": \"Cluster B\", \"duration_ms\": 346606}, \"t_0131\": {\"id\": \"t_0131\", \"name\": \"ClC Track 00\", \"artist\": \"CL-C-Artist-0\", \"album\": \"Cluster C\", \"duration_ms\": 153324}, \"t_0132\": {\"id\": \"t_0132\", \"name\": \"ClC Track 01\", \"artist\": \"CL-C-Artist-1\", \"album\": \"Cluster C\", \"duration_ms\": 322762}, \"t_0133\": {\"id\": \"t_0133\", \"name\": \"ClC Track 02\", \"artist\": \"CL-C-Artist-2\", \"album\": \"Cluster C\", \"duration_ms\": 277597}, \"t_0134\": {\"id\": \"t_0134\", \"name\": \"ClC Track 03\", \"artist\": \"CL-C-Artist-0\", \"album\": \"Cluster C\", \"duration_ms\": 324543}, \"t_0135\": {\"id\": \"t_0135\", \"name\": \"ClC Track 04\", \"artist\": \"CL-C-Artist-1\", \"album\": \"Cluster C\", \"duration_ms\": 231951}, \"t_0136\": {\"id\": \"t_0136\", \"name\": \"ClC Track 05\", \"artist\": \"CL-C-Artist-2\", \"album\": \"Cluster C\", \"duration_ms\": 152219}, \"t_0137\": {\"id\": \"t_0137\", \"name\": \"ClC Track 06\", \"artist\": \"CL-C-Artist-0\", \"album\": \"Cluster C\", \"duration_ms\": 207071}, \"t_0138\": {\"id\": \"t_0138\", \"name\": \"ClC Track 07\", \"artist\": \"CL-C-Artist-1\", \"album\": \"Cluster C\", \"duration_ms\": 154335}, \"t_0139\": {\"id\": \"t_0139\", \"name\": \"ClC Track 08\", \"artist\": \"CL-C-Artist-2\", \"album\": \"Cluster C\", \"duration_ms\": 254004}, \"t_0140\": {\"id\": \"t_0140\", \"name\": \"ClC Track 09\", \"artist\": \"CL-C-Artist-0\", \"album\": \"Cluster C\", \"duration_ms\": 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\"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0113\", \"t_0114\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0356\", \"t_0243\", \"t_0474\", \"t_0559\", \"t_0379\", \"t_0577\", \"t_0549\", \"t_0172\", \"t_0057\", \"t_0077\"]}, \"pl_003\": {\"id\": \"pl_003\", \"name\": \"Workday Flow\", \"description\": \"Work without context switches\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0115\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0437\", \"t_0386\", \"t_0462\", \"t_0217\", \"t_0321\", \"t_0484\", \"t_0198\", \"t_0372\", \"t_0255\", \"t_0072\", \"t_0092\"]}, \"pl_004\": {\"id\": \"pl_004\", \"name\": \"Morning Commute\", \"description\": \"Wake-up drive\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0126\", \"t_0127\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0278\", \"t_0254\", \"t_0568\", \"t_0166\", \"t_0503\", \"t_0467\", \"t_0058\", \"t_0078\"]}, \"pl_005\": {\"id\": \"pl_005\", \"name\": \"Afternoon Coffee\", \"description\": \"Post-lunch pickup\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0128\", \"t_0129\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0538\", \"t_0413\", \"t_0539\", \"t_0272\", \"t_0558\", \"t_0411\", \"t_0359\", \"t_0222\", \"t_0482\", \"t_0059\", \"t_0079\"]}, \"pl_006\": {\"id\": \"pl_006\", \"name\": \"Study Beats\", \"description\": \"Background for reading\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0139\", \"t_0140\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0310\", \"t_0397\", \"t_0320\", \"t_0249\", \"t_0410\", \"t_0256\", \"t_0187\", \"t_0060\", \"t_0080\"]}, \"pl_007\": {\"id\": \"pl_007\", \"name\": \"Quiet Study\", \"description\": \"No-distraction ambient\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0141\", \"t_0142\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0318\", \"t_0439\", \"t_0521\", \"t_0195\", \"t_0397\", \"t_0563\", \"t_0061\", \"t_0081\"]}, \"pl_008\": {\"id\": \"pl_008\", \"name\": \"90s Flashback\", \"description\": \"Nostalgia night\", \"tracks\": [\"t_0461\", \"t_0211\", \"t_0548\", \"t_0545\", \"t_0185\", \"t_0253\", \"t_0304\", \"t_0192\", \"t_0438\", \"t_0371\", \"t_0369\", \"t_0241\"]}, \"pl_009\": {\"id\": \"pl_009\", \"name\": \"All Granite & Tungsten\", \"description\": \"Two-artist rock set\", \"tracks\": [\"t_0143\", \"t_0144\", \"t_0145\", \"t_0146\", \"t_0147\", \"t_0148\", \"t_0149\", \"t_0150\", \"t_0151\", \"t_0152\", \"t_0153\", \"t_0154\"]}, \"pl_010\": {\"id\": \"pl_010\", \"name\": \"Honey & Brass\", \"description\": \"Two-artist jazz set\", \"tracks\": [\"t_0155\", \"t_0156\", \"t_0157\", \"t_0158\", \"t_0159\", \"t_0160\", \"t_0161\", \"t_0162\", \"t_0163\", \"t_0164\"]}, \"pl_011\": {\"id\": \"pl_011\", \"name\": \"Everything Mix\", \"description\": \"One-per-artist sampler\", \"tracks\": [\"t_0165\", \"t_0166\", \"t_0167\", \"t_0168\", \"t_0169\", \"t_0170\", \"t_0171\", \"t_0172\", \"t_0173\", \"t_0174\", \"t_0176\", \"t_0177\", \"t_0179\", \"t_0180\", \"t_0182\", \"t_0186\", \"t_0187\", \"t_0188\", \"t_0191\", \"t_0192\", \"t_0195\", \"t_0196\", \"t_0197\", \"t_0200\", \"t_0201\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0068\", \"t_0088\"]}, \"pl_012\": {\"id\": \"pl_012\", \"name\": \"The Mega List\", \"description\": \"Everything I like\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_artist_reach_0", "question": [[{"role": "user", "content": "Find the 10 artists with the WIDEST PLAYLIST REACH in my user playlists — i.e. the 10 artists whose tracks appear in the most different user playlists (must be in at least 3 user playlists to qualify). For each, list which playlists they appear in and how many of their tracks each playlist contains.\n\nRespond with JSON:\n- top10_artists: list of at most 10 entries {artist, playlist_count, playlists}. playlists is a list of {playlist_id, playlist_name, track_count}, sorted by track_count descending then playlist_name ascending.\n\nSort the outer list by playlist_count descending, then artist ascending. Only include artists with playlist_count >= 3. If fewer than 10 qualify, return fewer."}], [{"role": "user", "content": "For every user playlist that contains AT LEAST ONE of Q1's top-10 artists, count how many distinct top-10 artists are present in it. Return the top-3 playlists by top10_artist_count. Respond with JSON: playlists_by_top10_reach (list of at most 3 {playlist_id, playlist_name, top10_artist_count, top10_artists: sorted list of artist names}, sorted by top10_artist_count descending then playlist_name ascending)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_artist_reach_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.3\", \"duration_ms\": 220000}, \"t_0056\": {\"id\": \"t_0056\", \"name\": 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\"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_most_isolated_0", "question": [[{"role": "user", "content": "I'm cleaning up my Spotify and want to find playlists that are the most ISOLATED from the rest — the truly one-of-a-kind ones.\n\nFor each user playlist A, compute its maximum Jaccard similarity to any OTHER user playlist B: max_jaccard(A) = max_over_B_neq_A ( |A ∩ B| / |A ∪ B| ), using the set of track_ids in each playlist. Round to 4 decimals.\n\nRespond with JSON:\n- most_isolated: 3 playlists with the LOWEST max_jaccard_to_other. Each entry: {playlist_id, name, max_jaccard_to_other}. Sort ascending by max_jaccard_to_other, then by name ascending."}], [{"role": "user", "content": "For each of those 3 most-isolated playlists, identify the closest neighbor: the OTHER user playlist that yielded the max_jaccard_to_other value for that playlist (i.e. the argmax of the pairwise Jaccard you already computed). If multiple neighbors tie at the max, pick the one with the lexicographically smallest playlist_id. Reuse the full pairwise Jaccard table from Q1. Respond with JSON: closest_neighbors (list of {playlist_id, name, neighbor_id, neighbor_name, jaccard}, in the SAME order as Q1's most_isolated; jaccard rounded to 4 decimals)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_most_isolated_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.3\", \"duration_ms\": 220000}, \"t_0056\": {\"id\": \"t_0056\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0057\": {\"id\": \"t_0057\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0058\": {\"id\": \"t_0058\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0059\": {\"id\": \"t_0059\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0060\": {\"id\": \"t_0060\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0061\": {\"id\": \"t_0061\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0062\": {\"id\": \"t_0062\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0063\": {\"id\": \"t_0063\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0064\": {\"id\": \"t_0064\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0065\": {\"id\": \"t_0065\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0066\": {\"id\": \"t_0066\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0067\": {\"id\": \"t_0067\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0068\": {\"id\": \"t_0068\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0069\": {\"id\": \"t_0069\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0070\": {\"id\": \"t_0070\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0071\": {\"id\": \"t_0071\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0072\": {\"id\": \"t_0072\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0073\": {\"id\": \"t_0073\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0074\": {\"id\": \"t_0074\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0075\": {\"id\": \"t_0075\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0076\": {\"id\": \"t_0076\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0077\": {\"id\": \"t_0077\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0078\": {\"id\": \"t_0078\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0079\": {\"id\": \"t_0079\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0080\": {\"id\": \"t_0080\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0081\": {\"id\": \"t_0081\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0082\": {\"id\": \"t_0082\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0083\": {\"id\": \"t_0083\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0084\": {\"id\": \"t_0084\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0085\": {\"id\": \"t_0085\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0086\": {\"id\": \"t_0086\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0087\": {\"id\": \"t_0087\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0088\": {\"id\": \"t_0088\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0089\": {\"id\": \"t_0089\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0090\": {\"id\": \"t_0090\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0091\": {\"id\": \"t_0091\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0092\": {\"id\": \"t_0092\", \"name\": \"Small Currents\", \"artist\": \"Halo Ridge\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0093\": {\"id\": \"t_0093\", \"name\": \"Small Currents\", \"artist\": \"Halo Ridge\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0094\": {\"id\": \"t_0094\", \"name\": \"Soft Passage\", \"artist\": \"Indigo Rook\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0095\": {\"id\": \"t_0095\", \"name\": \"Soft Passage\", \"artist\": \"Indigo Rook\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0096\": {\"id\": \"t_0096\", \"name\": \"ClA Track 00\", \"artist\": \"CL-A-Artist-0\", \"album\": \"Cluster A\", \"duration_ms\": 241463}, \"t_0097\": {\"id\": \"t_0097\", \"name\": \"ClA Track 01\", \"artist\": \"CL-A-Artist-1\", \"album\": \"Cluster A\", \"duration_ms\": 151739}, \"t_0098\": {\"id\": \"t_0098\", \"name\": \"ClA Track 02\", \"artist\": \"CL-A-Artist-2\", \"album\": \"Cluster A\", \"duration_ms\": 137860}, \"t_0099\": {\"id\": \"t_0099\", \"name\": \"ClA Track 03\", \"artist\": \"CL-A-Artist-3\", \"album\": \"Cluster A\", 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\"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 331936}, \"t_0542\": {\"id\": \"t_0542\", \"name\": \"Loud Silence #377\", \"artist\": \"Sage Fathom\", \"album\": \"Studio\", \"duration_ms\": 302185}, \"t_0543\": {\"id\": \"t_0543\", \"name\": \"Iron Bridge #378\", \"artist\": \"Junco Wire\", \"album\": \"Studio\", \"duration_ms\": 201984}, \"t_0544\": {\"id\": \"t_0544\", \"name\": \"Softer Here #379\", \"artist\": \"Gopher Lantern\", \"album\": \"Studio\", \"duration_ms\": 321182}, \"t_0545\": {\"id\": \"t_0545\", \"name\": \"Plain Loop #380\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 248693}, \"t_0546\": {\"id\": \"t_0546\", \"name\": \"Mellow Bolt #381\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 174826}, \"t_0547\": {\"id\": \"t_0547\", \"name\": \"Glass Slide #382\", \"artist\": \"Ivory Wake\", \"album\": \"Studio\", \"duration_ms\": 356384}, \"t_0548\": {\"id\": \"t_0548\", \"name\": \"Iron Bridge 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Border #390\", \"artist\": \"Dovetail Hour\", \"album\": \"Studio\", \"duration_ms\": 178613}, \"t_0556\": {\"id\": \"t_0556\", \"name\": \"Heart Anchor #391\", \"artist\": \"Gopher Lantern\", \"album\": \"Studio\", \"duration_ms\": 145423}, \"t_0557\": {\"id\": \"t_0557\", \"name\": \"Morning Gold #392\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 161615}, \"t_0558\": {\"id\": \"t_0558\", \"name\": \"Paper Boat #393\", \"artist\": \"Rust Trestle\", \"album\": \"Studio\", \"duration_ms\": 308031}, \"t_0559\": {\"id\": \"t_0559\", \"name\": \"Night Traffic #394\", \"artist\": \"Vicuna Drift\", \"album\": \"Studio\", \"duration_ms\": 357456}, \"t_0560\": {\"id\": \"t_0560\", \"name\": \"Candle Logic #395\", \"artist\": \"Kelp Lantern\", \"album\": \"Studio\", \"duration_ms\": 331794}, \"t_0561\": {\"id\": \"t_0561\", \"name\": \"Copper Groove #396\", \"artist\": \"Wooden Amp\", \"album\": \"Studio\", \"duration_ms\": 209557}, \"t_0562\": {\"id\": \"t_0562\", \"name\": \"Last Circuit #397\", \"artist\": \"Lamplit Rail\", \"album\": \"Studio\", \"duration_ms\": 337706}, \"t_0563\": {\"id\": \"t_0563\", \"name\": \"Paper Boat #398\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 345512}, \"t_0564\": {\"id\": \"t_0564\", \"name\": \"Softer Here #399\", \"artist\": \"Opal Bridge\", \"album\": \"Studio\", \"duration_ms\": 267926}, \"t_0565\": {\"id\": \"t_0565\", \"name\": \"Bright Corner #400\", \"artist\": \"Kelp Lantern\", \"album\": \"Studio\", \"duration_ms\": 196560}, \"t_0566\": {\"id\": \"t_0566\", \"name\": \"Cold Match #401\", \"artist\": \"Rust Trestle\", \"album\": \"Studio\", \"duration_ms\": 205997}, \"t_0567\": {\"id\": \"t_0567\", \"name\": \"Green Theory #402\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 237772}, \"t_0568\": {\"id\": \"t_0568\", \"name\": \"Short Era #403\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 263008}, \"t_0569\": {\"id\": \"t_0569\", \"name\": \"Paper Crown #404\", \"artist\": \"Nile Panel\", \"album\": \"Studio\", \"duration_ms\": 238235}, \"t_0570\": {\"id\": \"t_0570\", \"name\": \"Deep Hour #405\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 230304}, \"t_0571\": {\"id\": \"t_0571\", \"name\": \"Iron Bridge #406\", \"artist\": \"Dust Cadence\", \"album\": \"Studio\", \"duration_ms\": 128812}, \"t_0572\": {\"id\": \"t_0572\", \"name\": \"Forest Delay #407\", \"artist\": \"Zodiac Still\", \"album\": \"Studio\", \"duration_ms\": 191351}, \"t_0573\": {\"id\": \"t_0573\", \"name\": \"Long Corridor #408\", \"artist\": \"Topaz Cadet\", \"album\": \"Studio\", \"duration_ms\": 206680}, \"t_0574\": {\"id\": \"t_0574\", \"name\": \"Mellow Bolt #409\", \"artist\": \"Zodiac Still\", \"album\": \"Studio\", \"duration_ms\": 334944}, \"t_0575\": {\"id\": \"t_0575\", \"name\": \"Sunday Delay #410\", \"artist\": \"Linen Halo\", \"album\": \"Studio\", \"duration_ms\": 269403}, \"t_0576\": {\"id\": \"t_0576\", \"name\": \"Softer Here #411\", \"artist\": \"Nutmeg Flint\", \"album\": \"Studio\", \"duration_ms\": 138486}, \"t_0577\": {\"id\": \"t_0577\", \"name\": \"Broken Memo #412\", \"artist\": \"Vicuna Drift\", \"album\": \"Studio\", \"duration_ms\": 275361}, \"t_0578\": {\"id\": \"t_0578\", \"name\": \"Quiet Horizon #413\", \"artist\": \"Granite Sigh\", \"album\": \"Studio\", \"duration_ms\": 165438}, \"t_0579\": {\"id\": \"t_0579\", \"name\": \"Bright Corner #414\", \"artist\": \"Harbor Lens\", \"album\": \"Studio\", \"duration_ms\": 203225}, \"t_0580\": {\"id\": \"t_0580\", \"name\": \"Night Traffic #415\", \"artist\": \"Quince Attic\", \"album\": \"Studio\", \"duration_ms\": 156144}, \"t_0581\": {\"id\": \"t_0581\", \"name\": \"Deep Hour #416\", \"artist\": \"Dust Cadence\", \"album\": \"Studio\", \"duration_ms\": 269306}, \"t_0582\": {\"id\": \"t_0582\", \"name\": \"Green Theory #417\", \"artist\": \"Electric Gorge\", \"album\": \"Studio\", \"duration_ms\": 278094}, \"t_0583\": {\"id\": \"t_0583\", \"name\": \"Glass Slide #418\", \"artist\": \"Quince Attic\", \"album\": \"Studio\", \"duration_ms\": 308782}, \"t_0584\": {\"id\": \"t_0584\", \"name\": \"Plain Loop #419\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 290936}}, \"playlists\": {\"pl_001\": {\"id\": \"pl_001\", \"name\": \"Deep Work\", \"description\": \"Long focus blocks\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0111\", \"t_0112\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0279\", \"t_0570\", \"t_0580\", \"t_0513\", \"t_0321\", \"t_0166\", \"t_0056\", \"t_0076\"]}, \"pl_002\": {\"id\": \"pl_002\", \"name\": \"Focus Beats\", \"description\": \"Flow-state music\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0113\", \"t_0114\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0356\", \"t_0243\", \"t_0474\", \"t_0559\", \"t_0379\", \"t_0577\", \"t_0549\", \"t_0172\", \"t_0057\", \"t_0077\"]}, \"pl_003\": {\"id\": \"pl_003\", \"name\": \"Workday Flow\", \"description\": \"Work without context switches\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0115\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0437\", \"t_0386\", \"t_0462\", \"t_0217\", \"t_0321\", \"t_0484\", \"t_0198\", \"t_0372\", \"t_0255\", \"t_0072\", \"t_0092\"]}, \"pl_004\": {\"id\": \"pl_004\", \"name\": \"Morning Commute\", \"description\": \"Wake-up drive\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0126\", \"t_0127\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0278\", \"t_0254\", \"t_0568\", \"t_0166\", \"t_0503\", \"t_0467\", \"t_0058\", \"t_0078\"]}, \"pl_005\": {\"id\": \"pl_005\", \"name\": \"Afternoon Coffee\", \"description\": \"Post-lunch pickup\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0128\", \"t_0129\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0538\", \"t_0413\", \"t_0539\", \"t_0272\", \"t_0558\", \"t_0411\", \"t_0359\", \"t_0222\", \"t_0482\", \"t_0059\", \"t_0079\"]}, \"pl_006\": {\"id\": \"pl_006\", \"name\": \"Study Beats\", \"description\": \"Background for reading\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0139\", \"t_0140\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0310\", \"t_0397\", \"t_0320\", \"t_0249\", \"t_0410\", \"t_0256\", \"t_0187\", \"t_0060\", \"t_0080\"]}, \"pl_007\": {\"id\": \"pl_007\", \"name\": \"Quiet Study\", \"description\": \"No-distraction ambient\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0141\", \"t_0142\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0318\", \"t_0439\", \"t_0521\", \"t_0195\", \"t_0397\", \"t_0563\", \"t_0061\", \"t_0081\"]}, \"pl_008\": {\"id\": \"pl_008\", \"name\": \"90s Flashback\", \"description\": \"Nostalgia night\", \"tracks\": [\"t_0461\", \"t_0211\", \"t_0548\", \"t_0545\", \"t_0185\", \"t_0253\", \"t_0304\", \"t_0192\", \"t_0438\", \"t_0371\", \"t_0369\", \"t_0241\"]}, \"pl_009\": {\"id\": \"pl_009\", \"name\": \"All Granite & Tungsten\", \"description\": \"Two-artist rock set\", \"tracks\": [\"t_0143\", \"t_0144\", \"t_0145\", \"t_0146\", \"t_0147\", \"t_0148\", \"t_0149\", \"t_0150\", \"t_0151\", \"t_0152\", \"t_0153\", \"t_0154\"]}, \"pl_010\": {\"id\": \"pl_010\", \"name\": \"Honey & Brass\", \"description\": \"Two-artist jazz set\", \"tracks\": [\"t_0155\", \"t_0156\", \"t_0157\", \"t_0158\", \"t_0159\", \"t_0160\", \"t_0161\", \"t_0162\", \"t_0163\", \"t_0164\"]}, \"pl_011\": {\"id\": \"pl_011\", \"name\": \"Everything Mix\", \"description\": \"One-per-artist sampler\", \"tracks\": [\"t_0165\", \"t_0166\", \"t_0167\", \"t_0168\", \"t_0169\", \"t_0170\", \"t_0171\", \"t_0172\", \"t_0173\", \"t_0174\", \"t_0176\", \"t_0177\", \"t_0179\", \"t_0180\", \"t_0182\", \"t_0186\", \"t_0187\", \"t_0188\", \"t_0191\", \"t_0192\", \"t_0195\", \"t_0196\", \"t_0197\", \"t_0200\", \"t_0201\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0068\", \"t_0088\"]}, \"pl_012\": {\"id\": \"pl_012\", \"name\": \"The Mega List\", \"description\": \"Everything I like\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_core_repertoire_0", "question": [[{"role": "user", "content": "I want to find the tracks that form the CORE REPERTOIRE across my 5 largest user playlists — the songs that show up in every single one of them.\n\nProcedure:\n  1. Rank my user playlists by track_count descending. Tiebreak: playlist name ascending.\n  2. Take the top 5.\n  3. core_tracks = intersection of the track_id sets of those 5 playlists.\n\nRespond with JSON:\n- top5_largest: list of {playlist_id, name, track_count}, in the ranked order.\n- core_tracks: list of {track_id, name, artist} for every track in the intersection, sorted by track name ascending, then artist ascending.\n- core_count: number of tracks in core_tracks."}], [{"role": "user", "content": "Now I want almost_core_tracks: tracks present in EXACTLY 4 of those same top-5 largest playlists (i.e. not in the strict core, missing from exactly 1 of the 5). For each, identify which of the 5 playlists it's missing from. Respond with JSON: almost_core (list of {track_id, name, artist, missing_playlist_id, missing_playlist_name}, sorted by name ascending then artist ascending then track_id ascending), almost_core_count (integer)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_core_repertoire_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": 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\"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0113\", \"t_0114\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0356\", \"t_0243\", \"t_0474\", \"t_0559\", \"t_0379\", \"t_0577\", \"t_0549\", \"t_0172\", \"t_0057\", \"t_0077\"]}, \"pl_003\": {\"id\": \"pl_003\", \"name\": \"Workday Flow\", \"description\": \"Work without context switches\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0115\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0437\", \"t_0386\", \"t_0462\", \"t_0217\", \"t_0321\", \"t_0484\", \"t_0198\", \"t_0372\", \"t_0255\", \"t_0072\", \"t_0092\"]}, \"pl_004\": {\"id\": \"pl_004\", \"name\": \"Morning Commute\", \"description\": \"Wake-up drive\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0126\", \"t_0127\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0278\", \"t_0254\", \"t_0568\", \"t_0166\", \"t_0503\", \"t_0467\", \"t_0058\", \"t_0078\"]}, \"pl_005\": {\"id\": \"pl_005\", \"name\": \"Afternoon Coffee\", \"description\": \"Post-lunch pickup\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0128\", \"t_0129\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0538\", \"t_0413\", \"t_0539\", \"t_0272\", \"t_0558\", \"t_0411\", \"t_0359\", \"t_0222\", \"t_0482\", \"t_0059\", \"t_0079\"]}, \"pl_006\": {\"id\": \"pl_006\", \"name\": \"Study Beats\", \"description\": \"Background for reading\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0139\", \"t_0140\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0310\", \"t_0397\", \"t_0320\", \"t_0249\", \"t_0410\", \"t_0256\", \"t_0187\", \"t_0060\", \"t_0080\"]}, \"pl_007\": {\"id\": \"pl_007\", \"name\": \"Quiet Study\", \"description\": \"No-distraction ambient\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0141\", \"t_0142\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0318\", \"t_0439\", \"t_0521\", \"t_0195\", \"t_0397\", \"t_0563\", \"t_0061\", \"t_0081\"]}, \"pl_008\": {\"id\": \"pl_008\", \"name\": \"90s Flashback\", \"description\": \"Nostalgia night\", \"tracks\": [\"t_0461\", \"t_0211\", \"t_0548\", \"t_0545\", \"t_0185\", \"t_0253\", \"t_0304\", \"t_0192\", \"t_0438\", \"t_0371\", \"t_0369\", \"t_0241\"]}, \"pl_009\": {\"id\": \"pl_009\", \"name\": \"All Granite & Tungsten\", \"description\": \"Two-artist rock set\", \"tracks\": [\"t_0143\", \"t_0144\", \"t_0145\", \"t_0146\", \"t_0147\", \"t_0148\", \"t_0149\", \"t_0150\", \"t_0151\", \"t_0152\", \"t_0153\", \"t_0154\"]}, \"pl_010\": {\"id\": \"pl_010\", \"name\": \"Honey & Brass\", \"description\": \"Two-artist jazz set\", \"tracks\": [\"t_0155\", \"t_0156\", \"t_0157\", \"t_0158\", \"t_0159\", \"t_0160\", \"t_0161\", \"t_0162\", \"t_0163\", \"t_0164\"]}, \"pl_011\": {\"id\": \"pl_011\", \"name\": \"Everything Mix\", \"description\": \"One-per-artist sampler\", \"tracks\": [\"t_0165\", \"t_0166\", \"t_0167\", \"t_0168\", \"t_0169\", \"t_0170\", \"t_0171\", \"t_0172\", \"t_0173\", \"t_0174\", \"t_0176\", \"t_0177\", \"t_0179\", \"t_0180\", \"t_0182\", \"t_0186\", \"t_0187\", \"t_0188\", \"t_0191\", \"t_0192\", \"t_0195\", \"t_0196\", \"t_0197\", \"t_0200\", \"t_0201\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0068\", \"t_0088\"]}, \"pl_012\": {\"id\": \"pl_012\", \"name\": \"The Mega List\", \"description\": \"Everything I like\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_recently_played_orphans_0", "question": [[{"role": "user", "content": "Find the tracks in my recently-played history that AREN'T in any of my user playlists (orphans — stuff I played but never curated). Use get_recently_played(limit=100) to fetch the full history (it's at most 30 entries). Dedupe by track_id (a track played multiple times is one orphan).\n\nRespond with JSON:\n- orphans: list of {track_id, name, artist}. Sort by name ascending, then artist ascending.\n- orphan_count: total number of distinct orphans."}], [{"role": "user", "content": "Group those orphans by artist. For each artist that has at least one orphan, count their orphan tracks and list the user playlists that already contain OTHER tracks (non-orphan) by that same artist — the existing 'home' for that artist in my library. Reuse the user_playlists data you already pulled for Q1. Respond with JSON: orphan_artist_summary (list of {artist, orphan_track_count, existing_playlist_ids: sorted list of playlist_ids}, sorted by orphan_track_count descending then artist ascending), artists_without_existing_home (sorted list of artist names whose orphans have NO existing playlists containing them at all)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_recently_played_orphans_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", 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\"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_similarity_extremes_0", "question": [[{"role": "user", "content": "Curious which of my playlists basically duplicate each other and which are total opposites.\n\nCompute ALL pairwise Jaccard similarities across my user playlists (each pair once, undirected). Jaccard(A,B) = |A ∩ B| / |A ∪ B| on track_id sets. Round to 4 decimals.\n\nRespond with JSON:\n- most_similar: top 3 pairs by highest Jaccard. Each entry: {pair: [playlist_id_a, playlist_id_b], playlist_names: [name_a, name_b], jaccard}. Sort by jaccard descending, tie-break by playlist_names (lex compare as a list of strings) ascending.\n- most_different: bottom 3 pairs by lowest Jaccard (INCLUDE zeros). Sort by jaccard ascending, tie-break by playlist_names ascending.\n\nWhen you emit pair and playlist_names, order them so playlist_id_a <= playlist_id_b (sorted lexicographically by id). That avoids orientation ambiguity."}], [{"role": "user", "content": "For each of the 3 most-similar pairs from Q1, list the SHARED tracks — every track_id appearing in both playlists. Return ALL shared track_ids, not a sample. Respond with JSON: shared_tracks_per_pair (list of {pair: [playlist_id_a, playlist_id_b], shared_count, shared_track_ids: sorted ascending list}, in the SAME order as Q1's most_similar)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_similarity_extremes_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.3\", \"duration_ms\": 220000}, \"t_0056\": {\"id\": \"t_0056\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0057\": {\"id\": \"t_0057\", \"name\": \"Summer Nocturne\", \"artist\": \"Phantom Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0058\": {\"id\": \"t_0058\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0059\": {\"id\": \"t_0059\", \"name\": \"Glass Reverie\", \"artist\": \"Quartz Eye\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0060\": {\"id\": \"t_0060\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0061\": {\"id\": \"t_0061\", \"name\": \"Midnight Fold\", \"artist\": \"River Static\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0062\": {\"id\": \"t_0062\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0063\": {\"id\": \"t_0063\", \"name\": \"Ember Waltz\", \"artist\": \"Scarlet Fern\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0064\": {\"id\": \"t_0064\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0065\": {\"id\": \"t_0065\", \"name\": \"Ice Ballad\", \"artist\": \"Tundra Bloom\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0066\": {\"id\": \"t_0066\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0067\": {\"id\": \"t_0067\", \"name\": \"Hidden Tide\", \"artist\": \"Umbra Glass\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0068\": {\"id\": \"t_0068\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0069\": {\"id\": \"t_0069\", \"name\": \"Silver Halo\", \"artist\": \"Velvet Echo\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0070\": {\"id\": \"t_0070\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0071\": {\"id\": \"t_0071\", \"name\": \"Gentle Pulse\", \"artist\": \"Wisteria Cove\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0072\": {\"id\": \"t_0072\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0073\": {\"id\": \"t_0073\", \"name\": \"Morning Loop\", \"artist\": \"Xenith Flow\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0074\": {\"id\": \"t_0074\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0075\": {\"id\": \"t_0075\", \"name\": \"Azure Bend\", \"artist\": \"Yellow Prism\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0076\": {\"id\": \"t_0076\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0077\": {\"id\": \"t_0077\", \"name\": \"Warm Distance\", \"artist\": \"Zephyr Line\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0078\": {\"id\": \"t_0078\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0079\": {\"id\": \"t_0079\", \"name\": \"Paper Map\", \"artist\": \"Amber Shade\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0080\": {\"id\": \"t_0080\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0081\": {\"id\": \"t_0081\", \"name\": \"Hollow Frame\", \"artist\": \"Basalt Wave\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0082\": {\"id\": \"t_0082\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0083\": {\"id\": \"t_0083\", \"name\": \"Window Seat\", \"artist\": \"Cobalt Kite\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0084\": {\"id\": \"t_0084\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0085\": {\"id\": \"t_0085\", \"name\": \"Cedar Song\", \"artist\": \"Denim Moth\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0086\": {\"id\": \"t_0086\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0087\": {\"id\": \"t_0087\", \"name\": \"Sunset Draft\", \"artist\": \"Ember Cliff\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0088\": {\"id\": \"t_0088\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0089\": {\"id\": \"t_0089\", \"name\": \"Dawn Signal\", \"artist\": \"Frost Harbor\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0090\": {\"id\": \"t_0090\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0091\": {\"id\": \"t_0091\", \"name\": \"Open Fold\", \"artist\": \"Glacier Mint\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0092\": {\"id\": \"t_0092\", \"name\": \"Small Currents\", \"artist\": \"Halo Ridge\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0093\": {\"id\": \"t_0093\", \"name\": \"Small Currents\", \"artist\": \"Halo Ridge\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0094\": {\"id\": \"t_0094\", \"name\": \"Soft Passage\", \"artist\": \"Indigo Rook\", \"album\": \"Studio\", \"duration_ms\": 210000}, \"t_0095\": {\"id\": \"t_0095\", \"name\": \"Soft Passage\", \"artist\": \"Indigo Rook\", \"album\": \"Live\", \"duration_ms\": 248000}, \"t_0096\": {\"id\": \"t_0096\", \"name\": \"ClA Track 00\", \"artist\": \"CL-A-Artist-0\", \"album\": \"Cluster A\", \"duration_ms\": 241463}, \"t_0097\": {\"id\": \"t_0097\", \"name\": \"ClA Track 01\", \"artist\": \"CL-A-Artist-1\", \"album\": \"Cluster A\", \"duration_ms\": 151739}, \"t_0098\": {\"id\": \"t_0098\", \"name\": \"ClA Track 02\", \"artist\": \"CL-A-Artist-2\", \"album\": \"Cluster A\", \"duration_ms\": 137860}, \"t_0099\": {\"id\": \"t_0099\", \"name\": \"ClA Track 03\", \"artist\": \"CL-A-Artist-3\", \"album\": \"Cluster 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\"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 331936}, \"t_0542\": {\"id\": \"t_0542\", \"name\": \"Loud Silence #377\", \"artist\": \"Sage Fathom\", \"album\": \"Studio\", \"duration_ms\": 302185}, \"t_0543\": {\"id\": \"t_0543\", \"name\": \"Iron Bridge #378\", \"artist\": \"Junco Wire\", \"album\": \"Studio\", \"duration_ms\": 201984}, \"t_0544\": {\"id\": \"t_0544\", \"name\": \"Softer Here #379\", \"artist\": \"Gopher Lantern\", \"album\": \"Studio\", \"duration_ms\": 321182}, \"t_0545\": {\"id\": \"t_0545\", \"name\": \"Plain Loop #380\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 248693}, \"t_0546\": {\"id\": \"t_0546\", \"name\": \"Mellow Bolt #381\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 174826}, \"t_0547\": {\"id\": \"t_0547\", \"name\": \"Glass Slide #382\", \"artist\": \"Ivory Wake\", \"album\": \"Studio\", \"duration_ms\": 356384}, \"t_0548\": {\"id\": \"t_0548\", \"name\": \"Iron Bridge #383\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 133925}, \"t_0549\": {\"id\": \"t_0549\", \"name\": \"Paper Crown #384\", \"artist\": \"Fossil Quill\", \"album\": \"Studio\", \"duration_ms\": 126185}, \"t_0550\": {\"id\": \"t_0550\", \"name\": \"Paper Crown #385\", \"artist\": \"Harbor Lens\", \"album\": \"Studio\", \"duration_ms\": 230816}, \"t_0551\": {\"id\": \"t_0551\", \"name\": \"Softer Here #386\", \"artist\": \"Lamplit Rail\", \"album\": \"Studio\", \"duration_ms\": 239971}, \"t_0552\": {\"id\": \"t_0552\", \"name\": \"Glass Slide #387\", \"artist\": \"Wooden Amp\", \"album\": \"Studio\", \"duration_ms\": 317862}, \"t_0553\": {\"id\": \"t_0553\", \"name\": \"Glass Slide #388\", \"artist\": \"Hazel Flicker\", \"album\": \"Studio\", \"duration_ms\": 132672}, \"t_0554\": {\"id\": \"t_0554\", \"name\": \"Red Cabin #389\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 150982}, \"t_0555\": {\"id\": \"t_0555\", \"name\": \"Snow Border #390\", \"artist\": \"Dovetail Hour\", \"album\": \"Studio\", \"duration_ms\": 178613}, \"t_0556\": {\"id\": \"t_0556\", \"name\": \"Heart Anchor #391\", \"artist\": \"Gopher Lantern\", \"album\": \"Studio\", \"duration_ms\": 145423}, \"t_0557\": {\"id\": \"t_0557\", \"name\": \"Morning Gold #392\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 161615}, \"t_0558\": {\"id\": \"t_0558\", \"name\": \"Paper Boat #393\", \"artist\": \"Rust Trestle\", \"album\": \"Studio\", \"duration_ms\": 308031}, \"t_0559\": {\"id\": \"t_0559\", \"name\": \"Night Traffic #394\", \"artist\": \"Vicuna Drift\", \"album\": \"Studio\", \"duration_ms\": 357456}, \"t_0560\": {\"id\": \"t_0560\", \"name\": \"Candle Logic #395\", \"artist\": \"Kelp Lantern\", \"album\": \"Studio\", \"duration_ms\": 331794}, \"t_0561\": {\"id\": \"t_0561\", \"name\": \"Copper Groove #396\", \"artist\": \"Wooden Amp\", \"album\": \"Studio\", \"duration_ms\": 209557}, \"t_0562\": {\"id\": \"t_0562\", \"name\": \"Last Circuit #397\", \"artist\": \"Lamplit Rail\", \"album\": \"Studio\", \"duration_ms\": 337706}, \"t_0563\": {\"id\": \"t_0563\", \"name\": \"Paper Boat #398\", \"artist\": \"Yarrow Drone\", \"album\": \"Studio\", \"duration_ms\": 345512}, \"t_0564\": {\"id\": \"t_0564\", \"name\": \"Softer Here #399\", \"artist\": \"Opal Bridge\", \"album\": \"Studio\", \"duration_ms\": 267926}, \"t_0565\": {\"id\": \"t_0565\", \"name\": \"Bright Corner #400\", \"artist\": \"Kelp Lantern\", \"album\": \"Studio\", \"duration_ms\": 196560}, \"t_0566\": {\"id\": \"t_0566\", \"name\": \"Cold Match #401\", \"artist\": \"Rust Trestle\", \"album\": \"Studio\", \"duration_ms\": 205997}, \"t_0567\": {\"id\": \"t_0567\", \"name\": \"Green Theory #402\", \"artist\": \"Fernback Hum\", \"album\": \"Studio\", \"duration_ms\": 237772}, \"t_0568\": {\"id\": \"t_0568\", \"name\": \"Short Era #403\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 263008}, \"t_0569\": {\"id\": \"t_0569\", \"name\": \"Paper Crown #404\", \"artist\": \"Nile Panel\", \"album\": \"Studio\", \"duration_ms\": 238235}, \"t_0570\": {\"id\": \"t_0570\", \"name\": \"Deep Hour #405\", \"artist\": \"Birchbark Hymn\", \"album\": \"Studio\", \"duration_ms\": 230304}, \"t_0571\": {\"id\": \"t_0571\", \"name\": \"Iron Bridge #406\", \"artist\": \"Dust Cadence\", \"album\": \"Studio\", \"duration_ms\": 128812}, \"t_0572\": {\"id\": \"t_0572\", \"name\": \"Forest Delay #407\", \"artist\": \"Zodiac Still\", \"album\": \"Studio\", \"duration_ms\": 191351}, \"t_0573\": {\"id\": \"t_0573\", \"name\": \"Long Corridor #408\", \"artist\": \"Topaz Cadet\", \"album\": \"Studio\", \"duration_ms\": 206680}, \"t_0574\": {\"id\": \"t_0574\", \"name\": \"Mellow Bolt #409\", \"artist\": \"Zodiac Still\", \"album\": \"Studio\", \"duration_ms\": 334944}, \"t_0575\": {\"id\": \"t_0575\", \"name\": \"Sunday Delay #410\", \"artist\": \"Linen Halo\", \"album\": \"Studio\", \"duration_ms\": 269403}, \"t_0576\": {\"id\": \"t_0576\", \"name\": \"Softer Here #411\", \"artist\": \"Nutmeg Flint\", \"album\": \"Studio\", \"duration_ms\": 138486}, \"t_0577\": {\"id\": \"t_0577\", \"name\": \"Broken Memo #412\", \"artist\": \"Vicuna Drift\", \"album\": \"Studio\", \"duration_ms\": 275361}, \"t_0578\": {\"id\": \"t_0578\", \"name\": \"Quiet Horizon #413\", \"artist\": \"Granite Sigh\", \"album\": \"Studio\", \"duration_ms\": 165438}, \"t_0579\": {\"id\": \"t_0579\", \"name\": \"Bright Corner #414\", \"artist\": \"Harbor Lens\", \"album\": \"Studio\", \"duration_ms\": 203225}, \"t_0580\": {\"id\": \"t_0580\", \"name\": \"Night Traffic #415\", \"artist\": \"Quince Attic\", \"album\": \"Studio\", \"duration_ms\": 156144}, \"t_0581\": {\"id\": \"t_0581\", \"name\": \"Deep Hour #416\", \"artist\": \"Dust Cadence\", \"album\": \"Studio\", \"duration_ms\": 269306}, \"t_0582\": {\"id\": \"t_0582\", \"name\": \"Green Theory #417\", \"artist\": \"Electric Gorge\", \"album\": \"Studio\", \"duration_ms\": 278094}, \"t_0583\": {\"id\": \"t_0583\", \"name\": \"Glass Slide #418\", \"artist\": \"Quince Attic\", \"album\": \"Studio\", \"duration_ms\": 308782}, \"t_0584\": {\"id\": \"t_0584\", \"name\": \"Plain Loop #419\", \"artist\": \"Xerxes Groove\", \"album\": \"Studio\", \"duration_ms\": 290936}}, \"playlists\": {\"pl_001\": {\"id\": \"pl_001\", \"name\": \"Deep Work\", \"description\": \"Long focus blocks\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0111\", \"t_0112\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0279\", \"t_0570\", \"t_0580\", \"t_0513\", \"t_0321\", \"t_0166\", \"t_0056\", \"t_0076\"]}, \"pl_002\": {\"id\": \"pl_002\", \"name\": \"Focus Beats\", \"description\": \"Flow-state music\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0113\", \"t_0114\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0356\", \"t_0243\", \"t_0474\", \"t_0559\", \"t_0379\", \"t_0577\", \"t_0549\", \"t_0172\", \"t_0057\", \"t_0077\"]}, \"pl_003\": {\"id\": \"pl_003\", \"name\": \"Workday Flow\", \"description\": \"Work without context switches\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0115\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0437\", \"t_0386\", \"t_0462\", \"t_0217\", \"t_0321\", \"t_0484\", \"t_0198\", \"t_0372\", \"t_0255\", \"t_0072\", \"t_0092\"]}, \"pl_004\": {\"id\": \"pl_004\", \"name\": \"Morning Commute\", \"description\": \"Wake-up drive\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0126\", \"t_0127\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0278\", \"t_0254\", \"t_0568\", \"t_0166\", \"t_0503\", \"t_0467\", \"t_0058\", \"t_0078\"]}, \"pl_005\": {\"id\": \"pl_005\", \"name\": \"Afternoon Coffee\", \"description\": \"Post-lunch pickup\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0128\", \"t_0129\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0538\", \"t_0413\", \"t_0539\", \"t_0272\", \"t_0558\", \"t_0411\", \"t_0359\", \"t_0222\", \"t_0482\", \"t_0059\", \"t_0079\"]}, \"pl_006\": {\"id\": \"pl_006\", \"name\": \"Study Beats\", \"description\": \"Background for reading\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0139\", \"t_0140\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0310\", \"t_0397\", \"t_0320\", \"t_0249\", \"t_0410\", \"t_0256\", \"t_0187\", \"t_0060\", \"t_0080\"]}, \"pl_007\": {\"id\": \"pl_007\", \"name\": \"Quiet Study\", \"description\": \"No-distraction ambient\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0141\", \"t_0142\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0318\", \"t_0439\", \"t_0521\", \"t_0195\", \"t_0397\", \"t_0563\", \"t_0061\", \"t_0081\"]}, \"pl_008\": {\"id\": \"pl_008\", \"name\": \"90s Flashback\", \"description\": \"Nostalgia night\", \"tracks\": [\"t_0461\", \"t_0211\", \"t_0548\", \"t_0545\", \"t_0185\", \"t_0253\", \"t_0304\", \"t_0192\", \"t_0438\", \"t_0371\", \"t_0369\", \"t_0241\"]}, \"pl_009\": {\"id\": \"pl_009\", \"name\": \"All Granite & Tungsten\", \"description\": \"Two-artist rock set\", \"tracks\": [\"t_0143\", \"t_0144\", \"t_0145\", \"t_0146\", \"t_0147\", \"t_0148\", \"t_0149\", \"t_0150\", \"t_0151\", \"t_0152\", \"t_0153\", \"t_0154\"]}, \"pl_010\": {\"id\": \"pl_010\", \"name\": \"Honey & Brass\", \"description\": \"Two-artist jazz set\", \"tracks\": [\"t_0155\", \"t_0156\", \"t_0157\", \"t_0158\", \"t_0159\", \"t_0160\", \"t_0161\", \"t_0162\", \"t_0163\", \"t_0164\"]}, \"pl_011\": {\"id\": \"pl_011\", \"name\": \"Everything Mix\", \"description\": \"One-per-artist sampler\", \"tracks\": [\"t_0165\", \"t_0166\", \"t_0167\", \"t_0168\", \"t_0169\", \"t_0170\", \"t_0171\", \"t_0172\", \"t_0173\", \"t_0174\", \"t_0176\", \"t_0177\", \"t_0179\", \"t_0180\", \"t_0182\", \"t_0186\", \"t_0187\", \"t_0188\", \"t_0191\", \"t_0192\", \"t_0195\", \"t_0196\", \"t_0197\", \"t_0200\", \"t_0201\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0068\", \"t_0088\"]}, \"pl_012\": {\"id\": \"pl_012\", \"name\": \"The Mega List\", \"description\": \"Everything I like\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_artist_concentration_0", "question": [[{"role": "user", "content": "Some of my playlists are basically 'just one or two artists' and others are super diverse — I want to know which is which. For each of my user playlists with at least one track, compute its ARTIST CONCENTRATION as top2_track_share: the fraction of tracks contributed by the 2 most-represented artists in that playlist.\n\nTo pick the top 2: count tracks per artist within the playlist, sort descending by count, and tie-break among ties at the cutoff by artist name ascending. Then top2_track_share = (sum of those 2 counts) / total_tracks, rounded to 4 decimals. If the playlist has only 1 artist, top2_artists is just that one and top2_track_share = 1.\n\nRespond with JSON:\n- most_concentrated: 3 playlists with the HIGHEST top2_track_share. Each entry: {playlist_id, name, top2_artists, top2_track_share}. top2_artists is the list of exactly those 2 artist names (or fewer if the playlist has only 1 artist). Sort by top2_track_share descending, then name ascending.\n- most_diverse: 3 playlists with the LOWEST top2_track_share. Same entry shape. Sort by top2_track_share ascending, then name ascending."}], [{"role": "user", "content": "For each of those 3 most_concentrated playlists, list the FULL artist breakdown: every artist who has at least one track in that playlist, with their track_count. Respond with JSON: concentration_breakdown (list of {playlist_id, name, total_tracks, artist_counts: [{artist, track_count}]}, in the SAME order as Q1's most_concentrated; artist_counts sorted by track_count descending then artist ascending)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_artist_concentration_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 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\"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0113\", \"t_0114\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0356\", \"t_0243\", \"t_0474\", \"t_0559\", \"t_0379\", \"t_0577\", \"t_0549\", \"t_0172\", \"t_0057\", \"t_0077\"]}, \"pl_003\": {\"id\": \"pl_003\", \"name\": \"Workday Flow\", \"description\": \"Work without context switches\", \"tracks\": [\"t_0096\", \"t_0097\", \"t_0098\", \"t_0099\", \"t_0100\", \"t_0101\", \"t_0102\", \"t_0103\", \"t_0104\", \"t_0105\", \"t_0106\", \"t_0107\", \"t_0108\", \"t_0109\", \"t_0110\", \"t_0115\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0437\", \"t_0386\", \"t_0462\", \"t_0217\", \"t_0321\", \"t_0484\", \"t_0198\", \"t_0372\", \"t_0255\", \"t_0072\", \"t_0092\"]}, \"pl_004\": {\"id\": \"pl_004\", \"name\": \"Morning Commute\", \"description\": \"Wake-up drive\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0126\", \"t_0127\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0278\", \"t_0254\", \"t_0568\", \"t_0166\", \"t_0503\", \"t_0467\", \"t_0058\", \"t_0078\"]}, \"pl_005\": {\"id\": \"pl_005\", \"name\": \"Afternoon Coffee\", \"description\": \"Post-lunch pickup\", \"tracks\": [\"t_0116\", \"t_0117\", \"t_0118\", \"t_0119\", \"t_0120\", \"t_0121\", \"t_0122\", \"t_0123\", \"t_0124\", \"t_0125\", \"t_0128\", \"t_0129\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0538\", \"t_0413\", \"t_0539\", \"t_0272\", \"t_0558\", \"t_0411\", \"t_0359\", \"t_0222\", \"t_0482\", \"t_0059\", \"t_0079\"]}, \"pl_006\": {\"id\": \"pl_006\", \"name\": \"Study Beats\", \"description\": \"Background for reading\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0139\", \"t_0140\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0310\", \"t_0397\", \"t_0320\", \"t_0249\", \"t_0410\", \"t_0256\", \"t_0187\", \"t_0060\", \"t_0080\"]}, \"pl_007\": {\"id\": \"pl_007\", \"name\": \"Quiet Study\", \"description\": \"No-distraction ambient\", \"tracks\": [\"t_0131\", \"t_0132\", \"t_0133\", \"t_0134\", \"t_0135\", \"t_0136\", \"t_0137\", \"t_0138\", \"t_0141\", \"t_0142\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0318\", \"t_0439\", \"t_0521\", \"t_0195\", \"t_0397\", \"t_0563\", \"t_0061\", \"t_0081\"]}, \"pl_008\": {\"id\": \"pl_008\", \"name\": \"90s Flashback\", \"description\": \"Nostalgia night\", \"tracks\": [\"t_0461\", \"t_0211\", \"t_0548\", \"t_0545\", \"t_0185\", \"t_0253\", \"t_0304\", \"t_0192\", \"t_0438\", \"t_0371\", \"t_0369\", \"t_0241\"]}, \"pl_009\": {\"id\": \"pl_009\", \"name\": \"All Granite & Tungsten\", \"description\": \"Two-artist rock set\", \"tracks\": [\"t_0143\", \"t_0144\", \"t_0145\", \"t_0146\", \"t_0147\", \"t_0148\", \"t_0149\", \"t_0150\", \"t_0151\", \"t_0152\", \"t_0153\", \"t_0154\"]}, \"pl_010\": {\"id\": \"pl_010\", \"name\": \"Honey & Brass\", \"description\": \"Two-artist jazz set\", \"tracks\": [\"t_0155\", \"t_0156\", \"t_0157\", \"t_0158\", \"t_0159\", \"t_0160\", \"t_0161\", \"t_0162\", \"t_0163\", \"t_0164\"]}, \"pl_011\": {\"id\": \"pl_011\", \"name\": \"Everything Mix\", \"description\": \"One-per-artist sampler\", \"tracks\": [\"t_0165\", \"t_0166\", \"t_0167\", \"t_0168\", \"t_0169\", \"t_0170\", \"t_0171\", \"t_0172\", \"t_0173\", \"t_0174\", \"t_0176\", \"t_0177\", \"t_0179\", \"t_0180\", \"t_0182\", \"t_0186\", \"t_0187\", \"t_0188\", \"t_0191\", \"t_0192\", \"t_0195\", \"t_0196\", \"t_0197\", \"t_0200\", \"t_0201\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0068\", \"t_0088\"]}, \"pl_012\": {\"id\": \"pl_012\", \"name\": \"The Mega List\", \"description\": \"Everything I like\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0015\", \"t_0016\", \"t_0021\", \"t_0026\", \"t_0031\", \"t_0036\", \"t_0041\", \"t_0046\", \"t_0051\", \"t_0223\", \"t_0262\", \"t_0543\", \"t_0435\", \"t_0247\", \"t_0266\", \"t_0321\", \"t_0583\", \"t_0244\", \"t_0272\", \"t_0501\", \"t_0533\", \"t_0428\", \"t_0572\", \"t_0167\", \"t_0218\", \"t_0338\", \"t_0391\", \"t_0399\", \"t_0274\", \"t_0062\", \"t_0063\", \"t_0082\", \"t_0083\"]}, \"pl_013\": {\"id\": \"pl_013\", \"name\": \"Tiny Starter\", \"description\": \"Just the essentials\", \"tracks\": [\"t_0001\", \"t_0002\", \"t_0003\", \"t_0540\", \"t_0576\", \"t_0286\", \"t_0069\", \"t_0089\"]}, \"pl_014\": {\"id\": \"pl_014\", \"name\": \"Mixed Drive\", \"description\": \"Variety hour\", \"tracks\": [\"t_0016\", \"t_0022\", \"t_0026\", \"t_0032\", \"t_0011\", \"t_0012\", \"t_0013\", \"t_0014\", \"t_0493\", \"t_0237\", \"t_0235\", \"t_0541\", \"t_0193\", \"t_0202\", \"t_0376\", \"t_0242\", \"t_0498\", \"t_0572\", \"t_0346\", \"t_0314\", \"t_0064\", \"t_0071\", \"t_0084\", \"t_0091\"]}, \"pl_015\": {\"id\": \"pl_015\", \"name\": \"Running Mix\", \"description\": \"Cardio\", \"tracks\": [\"t_0017\", \"t_0021\", \"t_0036\", \"t_0042\", \"t_0001\", \"t_0002\", \"t_0003\", \"t_0004\", \"t_0579\", \"t_0245\", \"t_0184\", \"t_0522\", \"t_0464\", \"t_0313\", \"t_0391\", \"t_0431\", \"t_0445\", \"t_0249\", \"t_0557\", \"t_0479\", \"t_0175\", \"t_0565\", \"t_0065\", \"t_0074\", \"t_0085\", \"t_0094\"]}, \"pl_016\": {\"id\": \"pl_016\", \"name\": \"Dinner Party\", \"description\": \"Ambient dinner\", \"tracks\": [\"t_0027\", \"t_0031\", \"t_0037\", \"t_0046\", \"t_0006\", \"t_0007\", \"t_0008\", \"t_0009\", \"t_0010\", \"t_0011\", \"t_0235\", \"t_0518\", \"t_0234\", \"t_0366\", \"t_0465\", \"t_0569\", \"t_0468\", \"t_0171\", \"t_0294\", \"t_0313\", \"t_0178\", \"t_0200\", \"t_0309\", \"t_0066\", \"t_0075\", \"t_0086\", \"t_0095\"]}, \"pl_017\": {\"id\": \"pl_017\", \"name\": \"Rainy Sunday\", \"description\": \"Lo-fi rain\", \"tracks\": [\"t_0041\", \"t_0047\", \"t_0051\", \"t_0018\", \"t_0001\", \"t_0002\", \"t_0230\", \"t_0317\", \"t_0411\", \"t_0452\", \"t_0524\", \"t_0427\", \"t_0181\", \"t_0358\", \"t_0520\", \"t_0197\", \"t_0303\", \"t_0171\", \"t_0288\", \"t_0393\", \"t_0070\", \"t_0073\", \"t_0090\", \"t_0093\"]}, \"pl_018\": {\"id\": \"pl_018\", \"name\": \"Road Trip\", \"description\": \"Long drives\", \"tracks\": [\"t_0052\", \"t_0023\", \"t_0028\", \"t_0003\", \"t_0004\", \"t_0005\", \"t_0488\", \"t_0541\", \"t_0198\", \"t_0342\", \"t_0415\", \"t_0497\", \"t_0404\", \"t_0423\", \"t_0524\", \"t_0430\", \"t_0186\", \"t_0579\", \"t_0193\", \"t_0384\", \"t_0401\", \"t_0396\", \"t_0067\", \"t_0087\"]}}, \"recently_played\": [\"t_0137\", \"t_0241\", \"t_0343\", \"t_0380\", \"t_0216\", \"t_0092\", \"t_0132\", \"t_0345\", \"t_0449\", \"t_0473\", \"t_0463\", \"t_0081\", \"t_0407\", \"t_0507\", \"t_0087\", \"t_0061\", \"t_0372\", \"t_0274\", \"t_0340\", \"t_0069\", \"t_0091\", \"t_0193\", \"t_0529\", \"t_0036\", \"t_0443\", \"t_0386\", \"t_0313\", \"t_0365\", \"t_0350\", \"t_0489\"], \"saved_playlists\": [\"pl_001\", \"pl_004\", \"pl_006\", \"pl_012\", \"pl_014\", \"pl_016\"], \"user_playlists\": [\"pl_001\", \"pl_002\", \"pl_003\", \"pl_004\", \"pl_005\", \"pl_006\", \"pl_007\", \"pl_008\", \"pl_009\", \"pl_010\", \"pl_011\", \"pl_012\", \"pl_013\", \"pl_014\", \"pl_015\", \"pl_016\", \"pl_017\", \"pl_018\"], \"playlist_counter\": 18, \"track_counter\": 584}}", "flakiness_config": null}
{"id": "ptc_mt_spotify_duplicate_detector_0", "question": [[{"role": "user", "content": "My library probably contains duplicate tracks — different track_ids with the SAME artist and SAME name (e.g. studio vs. live versions of the same song ingested as separate records). Find every such group across the tracks present in my user playlists.\n\nProcedure:\n  1. Gather the union of all track_ids across my user playlists.\n  2. Group them by (artist, name). Both must match exactly (case-sensitive).\n  3. Keep only groups with >= 2 track_ids.\n\nRespond with JSON:\n- duplicate_groups: list of {artist, name, track_ids, count}. track_ids is the sorted (ascending) list of the ids in the group. count = len(track_ids).\n\nSort the list by count descending, then artist ascending, then name ascending.\n- group_count: total number of groups returned."}], [{"role": "user", "content": "For each duplicate group from Q1, identify the per-version playlist spread: which track_id from the group appears in which user playlists. Also count split_groups: groups where the different track_ids in the group appear in DISJOINT sets of user playlists (no single user playlist contains all the duplicate versions). Respond with JSON: dup_spread (list of {artist, name, distribution: [{track_id, playlist_ids: sorted list}]}, in the SAME order as Q1's duplicate_groups; distribution sorted by track_id ascending), split_groups (integer count of groups whose distribution playlist_ids sets are pairwise disjoint)."}]], "involved_classes": ["SpotifyAPI"], "verifier_type": "multi_turn_spotify_duplicate_detector_0", "initial_config": "{\"SpotifyAPI\": {\"tracks\": {\"t_0001\": {\"id\": \"t_0001\", \"name\": \"Ubiquitous Anthem 1\", \"artist\": \"Alpha Wave\", \"album\": \"Greatest Hits\", \"duration_ms\": 180000}, \"t_0002\": {\"id\": \"t_0002\", \"name\": \"Ubiquitous Anthem 2\", \"artist\": \"Boreal Sun\", \"album\": \"Greatest Hits\", \"duration_ms\": 182000}, \"t_0003\": {\"id\": \"t_0003\", \"name\": \"Ubiquitous Anthem 3\", \"artist\": \"Crimson Tide\", \"album\": \"Greatest Hits\", \"duration_ms\": 184000}, \"t_0004\": {\"id\": \"t_0004\", \"name\": \"Ubiquitous Anthem 4\", \"artist\": \"Dune Runner\", \"album\": \"Greatest Hits\", \"duration_ms\": 186000}, \"t_0005\": {\"id\": \"t_0005\", \"name\": \"Ubiquitous Anthem 5\", \"artist\": \"Echo Harbor\", \"album\": \"Greatest Hits\", \"duration_ms\": 188000}, \"t_0006\": {\"id\": \"t_0006\", \"name\": \"Ubiquitous Anthem 6\", \"artist\": \"Fern Valley\", \"album\": \"Greatest Hits\", \"duration_ms\": 190000}, \"t_0007\": {\"id\": \"t_0007\", \"name\": \"Ubiquitous Anthem 7\", \"artist\": \"Glass Mountain\", \"album\": \"Greatest Hits\", \"duration_ms\": 192000}, \"t_0008\": {\"id\": \"t_0008\", \"name\": \"Ubiquitous Anthem 8\", \"artist\": \"Halo Fields\", \"album\": \"Greatest Hits\", \"duration_ms\": 194000}, \"t_0009\": {\"id\": \"t_0009\", \"name\": \"Ubiquitous Anthem 9\", \"artist\": \"Iris Glow\", \"album\": \"Greatest Hits\", \"duration_ms\": 196000}, \"t_0010\": {\"id\": \"t_0010\", \"name\": \"Ubiquitous Anthem 10\", \"artist\": \"Jade River\", \"album\": \"Greatest Hits\", \"duration_ms\": 198000}, \"t_0011\": {\"id\": \"t_0011\", \"name\": \"Ubiquitous Anthem 11\", \"artist\": \"Kite Path\", \"album\": \"Greatest Hits\", \"duration_ms\": 200000}, \"t_0012\": {\"id\": \"t_0012\", \"name\": \"Ubiquitous Anthem 12\", \"artist\": \"Lumen Drift\", \"album\": \"Greatest Hits\", \"duration_ms\": 202000}, \"t_0013\": {\"id\": \"t_0013\", \"name\": \"Ubiquitous Anthem 13\", \"artist\": \"Mirror Lake\", \"album\": \"Greatest Hits\", \"duration_ms\": 204000}, \"t_0014\": {\"id\": \"t_0014\", \"name\": \"Ubiquitous Anthem 14\", \"artist\": \"Nova Hill\", \"album\": \"Greatest Hits\", \"duration_ms\": 206000}, \"t_0015\": {\"id\": \"t_0015\", \"name\": \"Ubiquitous Anthem 15\", \"artist\": \"Orbit Coast\", \"album\": \"Greatest Hits\", \"duration_ms\": 208000}, \"t_0016\": {\"id\": \"t_0016\", \"name\": \"Radiant Sky Hit 1\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 200000}, \"t_0017\": {\"id\": \"t_0017\", \"name\": \"Radiant Sky Hit 2\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.1\", \"duration_ms\": 205000}, \"t_0018\": {\"id\": \"t_0018\", \"name\": \"Radiant Sky Hit 3\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 210000}, \"t_0019\": {\"id\": \"t_0019\", \"name\": \"Radiant Sky Hit 4\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.2\", \"duration_ms\": 215000}, \"t_0020\": {\"id\": \"t_0020\", \"name\": \"Radiant Sky Hit 5\", \"artist\": \"Radiant Sky\", \"album\": \"Radiant Sky Vol.3\", \"duration_ms\": 220000}, \"t_0021\": {\"id\": \"t_0021\", \"name\": \"Velvet Hour Hit 1\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 200000}, \"t_0022\": {\"id\": \"t_0022\", \"name\": \"Velvet Hour Hit 2\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.1\", \"duration_ms\": 205000}, \"t_0023\": {\"id\": \"t_0023\", \"name\": \"Velvet Hour Hit 3\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 210000}, \"t_0024\": {\"id\": \"t_0024\", \"name\": \"Velvet Hour Hit 4\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.2\", \"duration_ms\": 215000}, \"t_0025\": {\"id\": \"t_0025\", \"name\": \"Velvet Hour Hit 5\", \"artist\": \"Velvet Hour\", \"album\": \"Velvet Hour Vol.3\", \"duration_ms\": 220000}, \"t_0026\": {\"id\": \"t_0026\", \"name\": \"Midnight Coast Hit 1\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 200000}, \"t_0027\": {\"id\": \"t_0027\", \"name\": \"Midnight Coast Hit 2\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.1\", \"duration_ms\": 205000}, \"t_0028\": {\"id\": \"t_0028\", \"name\": \"Midnight Coast Hit 3\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 210000}, \"t_0029\": {\"id\": \"t_0029\", \"name\": \"Midnight Coast Hit 4\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.2\", \"duration_ms\": 215000}, \"t_0030\": {\"id\": \"t_0030\", \"name\": \"Midnight Coast Hit 5\", \"artist\": \"Midnight Coast\", \"album\": \"Midnight Coast Vol.3\", \"duration_ms\": 220000}, \"t_0031\": {\"id\": \"t_0031\", \"name\": \"Amber Woods Hit 1\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 200000}, \"t_0032\": {\"id\": \"t_0032\", \"name\": \"Amber Woods Hit 2\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.1\", \"duration_ms\": 205000}, \"t_0033\": {\"id\": \"t_0033\", \"name\": \"Amber Woods Hit 3\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 210000}, \"t_0034\": {\"id\": \"t_0034\", \"name\": \"Amber Woods Hit 4\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.2\", \"duration_ms\": 215000}, \"t_0035\": {\"id\": \"t_0035\", \"name\": \"Amber Woods Hit 5\", \"artist\": \"Amber Woods\", \"album\": \"Amber Woods Vol.3\", \"duration_ms\": 220000}, \"t_0036\": {\"id\": \"t_0036\", \"name\": \"Silent Gulf Hit 1\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 200000}, \"t_0037\": {\"id\": \"t_0037\", \"name\": \"Silent Gulf Hit 2\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.1\", \"duration_ms\": 205000}, \"t_0038\": {\"id\": \"t_0038\", \"name\": \"Silent Gulf Hit 3\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 210000}, \"t_0039\": {\"id\": \"t_0039\", \"name\": \"Silent Gulf Hit 4\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.2\", \"duration_ms\": 215000}, \"t_0040\": {\"id\": \"t_0040\", \"name\": \"Silent Gulf Hit 5\", \"artist\": \"Silent Gulf\", \"album\": \"Silent Gulf Vol.3\", \"duration_ms\": 220000}, \"t_0041\": {\"id\": \"t_0041\", \"name\": \"Cedar Bluff Hit 1\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 200000}, \"t_0042\": {\"id\": \"t_0042\", \"name\": \"Cedar Bluff Hit 2\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.1\", \"duration_ms\": 205000}, \"t_0043\": {\"id\": \"t_0043\", \"name\": \"Cedar Bluff Hit 3\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 210000}, \"t_0044\": {\"id\": \"t_0044\", \"name\": \"Cedar Bluff Hit 4\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.2\", \"duration_ms\": 215000}, \"t_0045\": {\"id\": \"t_0045\", \"name\": \"Cedar Bluff Hit 5\", \"artist\": \"Cedar Bluff\", \"album\": \"Cedar Bluff Vol.3\", \"duration_ms\": 220000}, \"t_0046\": {\"id\": \"t_0046\", \"name\": \"Polar Lotus Hit 1\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 200000}, \"t_0047\": {\"id\": \"t_0047\", \"name\": \"Polar Lotus Hit 2\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.1\", \"duration_ms\": 205000}, \"t_0048\": {\"id\": \"t_0048\", \"name\": \"Polar Lotus Hit 3\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 210000}, \"t_0049\": {\"id\": \"t_0049\", \"name\": \"Polar Lotus Hit 4\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.2\", \"duration_ms\": 215000}, \"t_0050\": {\"id\": \"t_0050\", \"name\": \"Polar Lotus Hit 5\", \"artist\": \"Polar Lotus\", \"album\": \"Polar Lotus Vol.3\", \"duration_ms\": 220000}, \"t_0051\": {\"id\": \"t_0051\", \"name\": \"Stellar Reed Hit 1\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 200000}, \"t_0052\": {\"id\": \"t_0052\", \"name\": \"Stellar Reed Hit 2\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.1\", \"duration_ms\": 205000}, \"t_0053\": {\"id\": \"t_0053\", \"name\": \"Stellar Reed Hit 3\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 210000}, \"t_0054\": {\"id\": \"t_0054\", \"name\": \"Stellar Reed Hit 4\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed Vol.2\", \"duration_ms\": 215000}, \"t_0055\": {\"id\": \"t_0055\", \"name\": \"Stellar Reed Hit 5\", \"artist\": \"Stellar Reed\", \"album\": \"Stellar Reed 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{"id": "ptc_mt_calendar_meeting_load_0", "question": [[{"role": "user", "content": "I want to find our 3 most meeting-burdened employees over the last sprint window [2026-03-16, 2026-03-27] and figure out who each of them collaborates with most. The team has 12 people; their display names are in get_calendar_context().team_members.\n\nFirst, for each employee count their accepted_event_count (events with rsvp == \"accepted\") and total_meeting_minutes (sum of durations in minutes for those accepted events; use local start/end — no timezone conversion needed for duration math). Pick the TOP 3 by total_meeting_minutes, breaking ties by display_name ascending.\n\nThen for each of those top 3, find their TOP PARTNER — the SINGLE other employee they share the most meetings with. Two events on two different calendars count as the SAME shared meeting only if they all match: identical title (case-sensitive, exact match), identical UTC start time (convert each local start to UTC using the employee's IANA timezone), identical duration in minutes, AND both events are rsvp == \"accepted\". Count shared meetings between each (top3_employee, candidate partner) pair; the candidate with the highest shared_count wins, with ties broken by lexicographically smallest display_name. If a top-3 employee shares no accepted meeting with anyone, top_partner is null.\n\nRespond with JSON:\n- top3: list of {employee_id, display_name, accepted_event_count, total_meeting_minutes, top_partner}, sorted by total_meeting_minutes descending, then display_name ascending. top_partner is {employee_id, display_name, shared_count} or null if the employee shares no accepted meeting with anyone else."}], [{"role": "user", "content": "Same 12 employees, same accepted-event meeting load as Q1. I want summary stats: team_total_meeting_minutes (sum across all 12), median_meeting_minutes (rounded to 2 decimals). Plus the tier2 employees: those ranked 4th, 5th, and 6th by total_meeting_minutes (tiebreak by display_name ascending). Respond with JSON: {team_total_meeting_minutes, median_meeting_minutes, tier2: list of {employee_id, display_name, total_meeting_minutes} of length 3, in the ranked order (4th, 5th, 6th)}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_meeting_load_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-17T11:00:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-24T11:00:00\", \"end\": \"2026-03-24T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": 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\"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T09:00:00\", 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{"id": "ptc_mt_calendar_utc_heatmap_0", "question": [[{"role": "user", "content": "Across ALL events on every team member's calendar in the window [2026-03-16, 2026-03-27], compute a histogram of start times by UTC hour-of-day. For each event, convert its local start time (stored in the employee's own timezone) to UTC and bucket by the UTC hour (0-23). Count EVERY event (all rsvps).\n\nRespond with JSON:\n- histogram: object with STRING keys \"0\" through \"23\" mapping to the number of events whose UTC start hour equals that value. Include every hour even if 0.\n- top3_peak_hours: list of {utc_hour, meeting_count}, the 3 hours with the most events. Sort by meeting_count descending, then utc_hour ascending. utc_hour is an integer 0-23."}], [{"role": "user", "content": "Same 24-hour UTC distribution as Q1. Three more things. (1) bottom3_quietest_hours: 3 UTC hours with the FEWEST events. Sort by meeting_count ascending, then utc_hour ascending. Each entry: {utc_hour, meeting_count}. (2) coverage_score: integer count of UTC hours (0..23) that have AT LEAST 1 event. Range 0–24. (3) business_hours_share: events whose UTC start hour is in [09, 16] (i.e., 9am through 4:59pm UTC, 8 hours total) divided by total event count, rounded to 4 decimals. Respond with JSON: {bottom3_quietest_hours, coverage_score, business_hours_share}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_utc_heatmap_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-17T11:00:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-24T11:00:00\", \"end\": \"2026-03-24T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:00:00\", 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\"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Beth Meeting 09:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T10:15:00\", \"end\": \"2026-03-17T10:45:00\", \"title\": \"Beth Meeting 10:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T10:45:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Beth Meeting 10:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T11:30:00\", \"end\": \"2026-03-17T12:00:00\", \"title\": \"Beth Meeting 11:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:30:00\", \"title\": \"Joy Meeting 10:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T10:30:00\", \"end\": \"2026-03-25T11:00:00\", \"title\": \"Joy Meeting 10:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T11:00:00\", \"end\": \"2026-03-25T11:45:00\", \"title\": \"Joy Meeting 11:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T11:45:00\", \"end\": \"2026-03-25T12:15:00\", \"title\": \"Joy Meeting 11:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T12:15:00\", \"end\": \"2026-03-25T12:45:00\", \"title\": \"Joy Meeting 12:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Joy Meeting 12:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T13:45:00\", \"title\": \"Fiona Meeting 13:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T13:45:00\", \"end\": \"2026-03-19T14:15:00\", \"title\": \"Fiona Meeting 13:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T14:15:00\", \"end\": \"2026-03-19T14:45:00\", \"title\": \"Fiona Meeting 14:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T11:00:00\", \"end\": \"2026-03-18T11:30:00\", \"title\": \"Kai Meeting 11:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T11:30:00\", \"end\": \"2026-03-18T12:00:00\", \"title\": \"Kai Meeting 11:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:30:00\", \"title\": \"Kai Meeting 12:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:30:00\", \"title\": \"Conflict Event A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T10:15:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Conflict Event B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:00:00\", \"end\": \"2026-03-23T15:00:00\", \"title\": \"Diana Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:30:00\", \"end\": \"2026-03-23T15:15:00\", \"title\": \"Diana Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T11:30:00\", \"end\": \"2026-03-24T12:15:00\", \"title\": \"Gabe Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T12:00:00\", \"end\": \"2026-03-24T12:30:00\", \"title\": \"Gabe Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:30:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:00:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:30:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T15:45:00\", \"end\": \"2026-03-17T16:30:00\", \"title\": \"Pairing Session #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T15:30:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Tech Talk #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T15:00:00\", \"end\": \"2026-03-27T16:00:00\", \"title\": \"Customer Call #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Postmortem #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T16:45:00\", \"end\": \"2026-03-17T17:30:00\", \"title\": \"Coffee Chat #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T16:30:00\", \"end\": \"2026-03-23T17:00:00\", \"title\": \"Sprint Planning #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T15:30:00\", \"end\": \"2026-03-16T16:00:00\", \"title\": \"Roadmap Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T11:00:00\", \"end\": \"2026-03-23T12:00:00\", \"title\": \"Tech Talk #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T14:30:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T12:15:00\", \"end\": \"2026-03-17T12:45:00\", \"title\": \"Bug Triage #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T10:15:00\", \"end\": \"2026-03-20T10:45:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T11:15:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Roadmap Review #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T14:45:00\", \"end\": \"2026-03-27T15:15:00\", \"title\": \"Stakeholder Update #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T14:45:00\", \"end\": \"2026-03-25T15:45:00\", \"title\": \"Postmortem #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T10:45:00\", \"end\": \"2026-03-27T11:15:00\", \"title\": \"Stakeholder Update #4\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e004\", \"start\": 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\"title\": \"Backlog Grooming #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-23T12:00:00\", \"end\": \"2026-03-23T13:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-27T09:45:00\", \"end\": \"2026-03-27T10:30:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-20T12:30:00\", \"end\": \"2026-03-20T13:00:00\", \"title\": \"Coffee Chat #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T11:15:00\", \"end\": \"2026-03-16T11:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Backlog Grooming #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-19T16:30:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Coffee Chat #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-16T16:00:00\", \"end\": \"2026-03-16T17:00:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T16:45:00\", \"end\": \"2026-03-20T17:15:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:45:00\", \"end\": \"2026-03-20T10:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-27T10:30:00\", \"end\": \"2026-03-27T11:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T13:30:00\", \"end\": \"2026-03-23T14:00:00\", \"title\": \"Architecture Discussion #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:15:00\", \"end\": \"2026-03-16T09:45:00\", \"title\": \"Architecture Discussion #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-24T14:15:00\", \"end\": \"2026-03-24T14:45:00\", \"title\": \"Code Review #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T10:15:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Bug Triage #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-27T13:45:00\", \"end\": \"2026-03-27T14:15:00\", \"title\": \"Tech Talk #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T09:15:00\", \"end\": \"2026-03-23T09:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-19T16:45:00\", \"end\": 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{"id": "ptc_mt_calendar_back_to_back_0", "question": [[{"role": "user", "content": "I want to find a 'meeting-heavy' threshold for our team in the last sprint window.\n\nFor each employee over [2026-03-16, 2026-03-27], compute accepted_event_count = the number of events with rsvp == \"accepted\" on their calendar.\n\nSweep the threshold T over the candidate set {10, 15, 20, 25, 30, 35}. For each T, count how many of the 12 employees have accepted_event_count >= T. Find the LARGEST T in the candidate set such that AT LEAST 5 employees meet that threshold (i.e. the most selective threshold that still keeps 5 or more employees).\n\nRespond with JSON:\n- largest_threshold_T: the chosen integer T.\n- qualifying_count: number of employees with accepted_event_count >= T.\n- qualifying_employees: list of {employee_id, display_name, accepted_event_count} for those employees, sorted by accepted_event_count descending, then display_name ascending."}], [{"role": "user", "content": "Same 12 employees, same accepted_event_count basis as Q1. I want the FULL threshold sweep: for every T in {10, 15, 20, 25, 30, 35}, how many of the 12 employees have accepted_event_count >= T. Plus the top_loaded employee: the one with the maximum accepted_event_count (tiebreak display_name ascending). Respond with JSON: {threshold_sweep: list of {T, qualifying_count} for T in [10, 15, 20, 25, 30, 35] in that order, top_loaded: {employee_id, display_name, accepted_event_count}}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_back_to_back_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 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\"e004\", \"start\": \"2026-03-23T14:00:00\", \"end\": \"2026-03-23T15:00:00\", \"title\": \"Diana Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:30:00\", \"end\": \"2026-03-23T15:15:00\", \"title\": \"Diana Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T11:30:00\", \"end\": \"2026-03-24T12:15:00\", \"title\": \"Gabe Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T12:00:00\", \"end\": \"2026-03-24T12:30:00\", \"title\": \"Gabe Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:30:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:00:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:30:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T15:45:00\", \"end\": \"2026-03-17T16:30:00\", \"title\": \"Pairing Session #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T15:30:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Tech Talk #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T15:00:00\", \"end\": \"2026-03-27T16:00:00\", \"title\": \"Customer Call #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Postmortem #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T16:45:00\", \"end\": \"2026-03-17T17:30:00\", \"title\": \"Coffee Chat #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T16:30:00\", \"end\": \"2026-03-23T17:00:00\", \"title\": \"Sprint Planning #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T15:30:00\", \"end\": \"2026-03-16T16:00:00\", \"title\": \"Roadmap Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T11:00:00\", \"end\": \"2026-03-23T12:00:00\", \"title\": \"Tech Talk #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T14:30:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T12:15:00\", \"end\": \"2026-03-17T12:45:00\", \"title\": \"Bug Triage #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T10:15:00\", \"end\": \"2026-03-20T10:45:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T11:15:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Roadmap Review #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T14:45:00\", \"end\": \"2026-03-27T15:15:00\", \"title\": \"Stakeholder Update #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T14:45:00\", \"end\": \"2026-03-25T15:45:00\", \"title\": \"Postmortem #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T10:45:00\", \"end\": \"2026-03-27T11:15:00\", \"title\": \"Stakeholder Update #4\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-16T13:30:00\", \"end\": \"2026-03-16T14:15:00\", \"title\": \"Design Review #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T16:30:00\", \"title\": \"Postmortem #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T15:15:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Stakeholder Update #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T15:15:00\", \"end\": \"2026-03-25T16:15:00\", \"title\": \"Office Hours #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T16:30:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T14:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T10:15:00\", \"end\": \"2026-03-16T11:15:00\", \"title\": \"Backlog Grooming #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-23T12:00:00\", \"end\": \"2026-03-23T13:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-27T09:45:00\", \"end\": \"2026-03-27T10:30:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-20T12:30:00\", \"end\": \"2026-03-20T13:00:00\", \"title\": \"Coffee Chat #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T11:15:00\", \"end\": \"2026-03-16T11:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Backlog Grooming #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-19T16:30:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Coffee Chat #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-16T16:00:00\", \"end\": \"2026-03-16T17:00:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T16:45:00\", \"end\": \"2026-03-20T17:15:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:45:00\", \"end\": \"2026-03-20T10:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-27T10:30:00\", \"end\": \"2026-03-27T11:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T13:30:00\", \"end\": \"2026-03-23T14:00:00\", \"title\": \"Architecture Discussion #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:15:00\", \"end\": \"2026-03-16T09:45:00\", \"title\": \"Architecture Discussion #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-24T14:15:00\", \"end\": \"2026-03-24T14:45:00\", \"title\": \"Code Review #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T10:15:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Bug Triage #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-27T13:45:00\", \"end\": \"2026-03-27T14:15:00\", \"title\": \"Tech Talk #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T09:15:00\", \"end\": \"2026-03-23T09:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-19T16:45:00\", \"end\": \"2026-03-19T17:30:00\", \"title\": \"Tech Talk #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:45:00\", \"title\": \"Postmortem #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-17T12:00:00\", \"end\": \"2026-03-17T12:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-17T10:00:00\", \"end\": \"2026-03-17T11:00:00\", \"title\": \"Architecture Discussion #2\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-18T10:45:00\", \"end\": \"2026-03-18T11:45:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T09:30:00\", \"end\": \"2026-03-19T10:00:00\", \"title\": \"Sprint Planning #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T15:15:00\", \"title\": \"Bug Triage #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-20T09:15:00\", \"end\": \"2026-03-20T10:00:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Design Review #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-25T16:45:00\", \"end\": \"2026-03-25T17:15:00\", \"title\": \"Office Hours #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-23T09:45:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Postmortem #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T12:15:00\", \"end\": \"2026-03-26T12:45:00\", \"title\": \"Code Review #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_rsvp_audit_0", "question": [[{"role": "user", "content": "I'm trying to spot people whose RSVP patterns suggest they're overbooked or noncommittal.\n\nFor each employee over [2026-03-16, 2026-03-27], compute:\n- total_events: count of all their events\n- declined: count with rsvp == \"declined\"\n- tentative: count with rsvp == \"tentative\"\n- declined_rate = declined / total_events (0 if no events), rounded to 4 decimals\n- tentative_rate = tentative / total_events, rounded to 4 decimals\n\nRespond with JSON:\n- top3_decline_rate: 3 employees with the HIGHEST declined_rate. Sort by declined_rate descending, then display_name ascending.\n- top3_tentative_rate: 3 employees with the HIGHEST tentative_rate. Sort by tentative_rate descending, then display_name ascending.\n\nEach entry: {employee_id, display_name, total_events, declined, tentative, declined_rate, tentative_rate}."}], [{"role": "user", "content": "Same 12 employees, same declined_rate / tentative_rate basis as Q1. Compute combined_uncertain_rate = declined_rate + tentative_rate for each employee. I want the top3_noisy_responders by combined_uncertain_rate (tiebreak display_name ascending). Plus team_avg_decline_rate: mean of declined_rate across all 12 employees, rounded to 4 decimals. Respond with JSON: {top3_noisy_responders: list of {employee_id, display_name, total_events, declined, tentative, declined_rate, tentative_rate, combined_uncertain_rate}, sorted by combined_uncertain_rate descending then display_name ascending; combined_uncertain_rate rounded to 4 decimals, team_avg_decline_rate (float rounded to 4 decimals)}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_rsvp_audit_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", 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\"start\": \"2026-03-26T12:15:00\", \"end\": \"2026-03-26T12:45:00\", \"title\": \"Code Review #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_team_free_block_0", "question": [[{"role": "user", "content": "Find the LONGEST contiguous block of UTC time, on any weekday within [2026-03-16, 2026-03-27], between 09:00 and 17:00 UTC, during which ALL of the following 5 attendees have no event on their calendars: Alex Reyes, Beth Chen, Diana Park, Gabe Harper, Hana Mori.\n\nIMPORTANT: An event is BUSY regardless of rsvp value — \"accepted\", \"declined\", and \"tentative\" all count as busy. Do NOT filter out any rsvp.\n\nProcedure:\n  1. For each attendee, fetch their full schedule for the window. Each event is stored in that employee's local time; convert start/end to UTC using their IANA timezone.\n  2. Take the UNION of all 5 attendees' busy UTC intervals.\n  3. For each weekday in the window, take the working window [09:00 UTC, 17:00 UTC] and subtract the union of busy intervals restricted to that window → the set of free blocks for that day.\n  4. Across all weekdays, pick the single longest free block.\n\nRespond with JSON:\n- attendees: list of the 5 display names (in the order given above).\n- longest_block: {start_utc, end_utc, duration_minutes}. start_utc / end_utc as ISO-8601 with trailing 'Z' (e.g. \"2026-03-17T14:30:00Z\"). duration_minutes as integer. If no free block exists, return null for longest_block."}], [{"role": "user", "content": "Return the top-5 longest contiguous free UTC blocks for the SAME 5 attendees within the SAME window (weekday [09:00, 17:00] UTC, [2026-03-16, 2026-03-27]). Same busy-interval rule as Q1: every event is BUSY regardless of rsvp. Respond with JSON: {attendees: list of the 5 display names in the same order as Q1, top5_blocks: list of at most 5 {start_utc, end_utc, duration_minutes}, sorted by duration_minutes descending then start_utc ascending. Each timestamp is ISO-8601 with trailing 'Z'. duration_minutes is an integer.}"}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_team_free_block_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-17T11:00:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-24T11:00:00\", \"end\": \"2026-03-24T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": 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{\"employee_id\": \"e007\", \"start\": \"2026-03-16T16:00:00\", \"end\": \"2026-03-16T17:00:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T16:45:00\", \"end\": \"2026-03-20T17:15:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:45:00\", \"end\": \"2026-03-20T10:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-27T10:30:00\", \"end\": \"2026-03-27T11:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T13:30:00\", \"end\": \"2026-03-23T14:00:00\", \"title\": \"Architecture Discussion #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:15:00\", \"end\": \"2026-03-16T09:45:00\", \"title\": \"Architecture Discussion #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-24T14:15:00\", \"end\": \"2026-03-24T14:45:00\", \"title\": \"Code Review #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T10:15:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Bug Triage #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-27T13:45:00\", \"end\": \"2026-03-27T14:15:00\", \"title\": \"Tech Talk #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T09:15:00\", \"end\": \"2026-03-23T09:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-19T16:45:00\", \"end\": 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\"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-20T09:15:00\", \"end\": \"2026-03-20T10:00:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Design Review #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-25T16:45:00\", \"end\": \"2026-03-25T17:15:00\", \"title\": \"Office Hours #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-23T09:45:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Postmortem #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T12:15:00\", \"end\": \"2026-03-26T12:45:00\", \"title\": \"Code Review #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_60min_slots_0", "question": [[{"role": "user", "content": "For the same 5 attendees (Alex Reyes, Beth Chen, Diana Park, Gabe Harper, Hana Mori), enumerate ALL free slots within weekday [09:00 UTC, 17:00 UTC] across [2026-03-16, 2026-03-27] that are AT LEAST 60 minutes long and during which all 5 are simultaneously free.\n\nIMPORTANT: An event is BUSY regardless of rsvp value — \"accepted\", \"declined\", and \"tentative\" all count as busy. Do NOT filter out any rsvp.\n\nUse the same busy-interval construction as the longest-block problem: union of busy UTC intervals across the 5 attendees, subtracted from each weekday's [09:00, 17:00] UTC working window. Emit every maximal free sub-interval whose duration >= 60 minutes.\n\nRespond with JSON:\n- attendees: list of the 5 display names.\n- slots: list of {start_utc, end_utc, duration_minutes}, sorted by start_utc ascending.\n- slot_count: len(slots)."}], [{"role": "user", "content": "From those same >=60-minute free slots you found in Q1, two refinements. (1) long_slots: the SUBSET of those slots that are >=90 minutes long, sorted by start_utc ascending. (2) slots_per_day: per-weekday breakdown — for each weekday IN [2026-03-16, 2026-03-27] (Mon-Fri), count how many of the Q1 slots start on that UTC date. Use the start_utc DATE component (YYYY-MM-DD). Respond with JSON: {long_slots: list of {start_utc, end_utc, duration_minutes}, long_slot_count: integer, slots_per_day: list of {date_utc (YYYY-MM-DD), slot_count} for every weekday in the window that has at least 1 slot, sorted by date_utc ascending}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_60min_slots_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-17T11:00:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-24T11:00:00\", \"end\": \"2026-03-24T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, 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{\"employee_id\": \"e003\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-25T09:00:00\", \"end\": 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\"e010\", \"start\": \"2026-03-19T09:30:00\", \"end\": \"2026-03-19T10:00:00\", \"title\": \"Sprint Planning #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T15:15:00\", \"title\": \"Bug Triage #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-20T09:15:00\", \"end\": \"2026-03-20T10:00:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Design Review #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-25T16:45:00\", \"end\": \"2026-03-25T17:15:00\", \"title\": \"Office Hours #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-23T09:45:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Postmortem #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T12:15:00\", \"end\": \"2026-03-26T12:45:00\", \"title\": \"Code Review #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_weekly_recurring_0", "question": [[{"role": "user", "content": "A meeting CATEGORY is the FIRST whitespace-separated token of a meeting's title (e.g., \"Daily\" for \"Daily Standup\", \"Backlog\" for \"Backlog Grooming #1\", \"Alex\" for \"Alex-Beth 1:1\"). Categories are case-sensitive and matched exactly.\n\nAcross ALL events on every team member's calendar in the window [2026-03-16, 2026-03-27] (include ALL rsvps), aggregate per category and return ONLY categories whose total_events is >= 8.\n\nFor each qualifying category, compute:\n  - total_events: number of events in that category, team-wide.\n  - distinct_employees: number of distinct employees who have at least one event in that category.\n  - distinct_titles: number of distinct exact title strings in that category (e.g. \"Backlog Grooming #1\" and \"Backlog Grooming #2\" are 2 distinct titles).\n  - avg_duration_minutes: mean event duration (minutes), using local-time durations, rounded to 1 decimal place.\n\nRespond with JSON:\n- categories: list of {category, total_events, distinct_employees, distinct_titles, avg_duration_minutes}. Sort by total_events descending, then category ascending.\n- count: number of qualifying categories."}], [{"role": "user", "content": "From those same qualifying categories (total_events >= 8), pick the top-3 by total_events (tiebreak by category ascending). For each of those 3 categories, list every distinct title in that category and how many DISTINCT employees host at least one event with that exact title. Respond with JSON: top3_categories_drilldown: list of {category, titles: [{title, distinct_employees}]} of length up to 3 in the ranked order (highest total_events first); titles sorted by distinct_employees descending then title ascending."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_weekly_recurring_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-17T11:00:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-24T11:00:00\", \"end\": \"2026-03-24T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T09:00:00\", \"end\": 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\"title\": \"Evan Design Jam #2\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T10:30:00\", \"end\": \"2026-03-19T11:15:00\", \"title\": \"Evan Design Jam #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-20T10:30:00\", \"end\": \"2026-03-20T11:15:00\", \"title\": \"Evan Design Jam #4\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-23T10:30:00\", \"end\": \"2026-03-23T11:15:00\", \"title\": \"Evan Design Jam #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-24T10:30:00\", \"end\": \"2026-03-24T11:15:00\", \"title\": \"Evan Design Jam #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T10:30:00\", \"end\": \"2026-03-25T11:15:00\", \"title\": \"Evan Design Jam #7\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T10:30:00\", \"end\": \"2026-03-26T11:15:00\", \"title\": \"Evan Design Jam #8\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T10:30:00\", \"end\": \"2026-03-27T11:15:00\", \"title\": \"Evan Design Jam #9\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T16:00:00\", \"end\": \"2026-03-16T16:30:00\", \"title\": \"Hana Check-in #0\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-17T16:00:00\", \"end\": \"2026-03-17T16:30:00\", \"title\": \"Hana Check-in #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T16:00:00\", \"end\": \"2026-03-18T16:30:00\", \"title\": \"Hana Check-in #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Hana Check-in #3\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T16:30:00\", \"title\": \"Hana Check-in #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T16:00:00\", \"end\": \"2026-03-23T16:30:00\", \"title\": \"Hana Check-in #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:15:00\", \"end\": \"2026-03-17T09:45:00\", \"title\": \"Beth Meeting 09:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Beth Meeting 09:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T10:15:00\", \"end\": \"2026-03-17T10:45:00\", \"title\": \"Beth Meeting 10:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T10:45:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Beth Meeting 10:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T11:30:00\", \"end\": \"2026-03-17T12:00:00\", \"title\": \"Beth Meeting 11:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:30:00\", \"title\": \"Joy Meeting 10:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T10:30:00\", \"end\": \"2026-03-25T11:00:00\", \"title\": \"Joy Meeting 10:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T11:00:00\", \"end\": \"2026-03-25T11:45:00\", \"title\": \"Joy Meeting 11:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T11:45:00\", \"end\": \"2026-03-25T12:15:00\", \"title\": \"Joy Meeting 11:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T12:15:00\", \"end\": \"2026-03-25T12:45:00\", \"title\": \"Joy Meeting 12:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Joy Meeting 12:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T13:45:00\", \"title\": \"Fiona Meeting 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\"e001\", \"start\": \"2026-03-18T10:15:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Conflict Event B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:00:00\", \"end\": \"2026-03-23T15:00:00\", \"title\": \"Diana Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:30:00\", \"end\": \"2026-03-23T15:15:00\", \"title\": \"Diana Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T11:30:00\", \"end\": \"2026-03-24T12:15:00\", \"title\": \"Gabe Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T12:00:00\", \"end\": \"2026-03-24T12:30:00\", \"title\": \"Gabe Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:30:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:00:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:30:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T15:45:00\", \"end\": \"2026-03-17T16:30:00\", \"title\": \"Pairing Session #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T15:30:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Tech Talk #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T15:00:00\", \"end\": \"2026-03-27T16:00:00\", \"title\": \"Customer Call #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Postmortem #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T16:45:00\", \"end\": \"2026-03-17T17:30:00\", \"title\": \"Coffee Chat #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T16:30:00\", \"end\": \"2026-03-23T17:00:00\", \"title\": \"Sprint Planning #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T15:30:00\", \"end\": \"2026-03-16T16:00:00\", \"title\": \"Roadmap Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T11:00:00\", \"end\": \"2026-03-23T12:00:00\", \"title\": \"Tech Talk #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": 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{"id": "ptc_mt_calendar_self_conflict_0", "question": [[{"role": "user", "content": "I suspect someone's calendar tool is dropping or duplicating events — flag any employee whose own calendar has actual overlapping events as a data-quality issue.\n\nFind every employee whose own calendar contains OVERLAPPING events in [2026-03-16, 2026-03-27]. An overlap is two events on the SAME employee's calendar whose [start, end) intervals share at least one NON-ZERO-LENGTH sub-interval. Two back-to-back events that only touch at a single instant (one event's end equals the next event's start) DO NOT count as an overlap. Compare local start/end as stored (no timezone conversion needed since both events belong to the same employee). Include ALL rsvps.\n\nRespond with JSON:\n- employees_with_conflicts: list of {employee_id, display_name, conflict_count, conflicts}. conflicts is a list of overlap pairs {title_a, start_a, end_a, title_b, start_b, end_b}, one entry per pair. For each pair, assign the EARLIER-STARTING event as A (if tied, the one with lexicographically smaller title); sort pairs by start_a ascending, then start_b ascending, then title_a ascending, then title_b ascending.\n- total_conflict_pairs: sum of conflict_count across all employees.\n\nSort employees_with_conflicts by conflict_count descending, then display_name ascending. Omit employees with 0 overlaps."}], [{"role": "user", "content": "Same per-employee timelines and same window as Q1. Find the near-conflicts: pairs of CONSECUTIVE non-overlapping events on the same employee's calendar where gap_minutes = (next.start - prior.end) is less than 5 minutes (i.e., 0..4 inclusive — 0 means back-to-back with no buffer). Use local times (no timezone conversion needed since both events are on the same employee's calendar). 'Consecutive' means: sort that employee's events by start ascending, then for each adjacent pair (i, i+1) where event_i.end <= event_{i+1}.start, compute the gap; include it if gap < 5. Include ALL rsvps. Respond with JSON: top5_near_conflict_employees: list of at most 5 {employee_id, display_name, near_conflict_count, near_conflicts: [{prior_title, next_title, prior_end, next_start, gap_minutes}] sorted by prior_end ascending then prior_title ascending}, sorted by near_conflict_count descending then display_name ascending. Omit employees with 0 near-conflicts."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_self_conflict_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T17:00:00\", \"title\": \"Kai Ops Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-17T11:00:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-24T11:00:00\", \"end\": \"2026-03-24T11:30:00\", \"title\": \"Lin QA Check-in\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T09:00:00\", \"end\": \"2026-03-20T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-23T09:00:00\", \"end\": \"2026-03-23T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T09:00:00\", \"end\": \"2026-03-24T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-25T09:00:00\", \"end\": \"2026-03-25T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-26T09:00:00\", \"end\": \"2026-03-26T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T09:00:00\", \"end\": \"2026-03-27T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:00:00\", \"end\": \"2026-03-16T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-17T09:00:00\", \"end\": \"2026-03-17T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T09:00:00\", \"end\": \"2026-03-18T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-19T09:00:00\", \"end\": \"2026-03-19T09:15:00\", \"title\": \"Daily Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:00:00\", 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\"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Beth Meeting 09:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T10:15:00\", \"end\": \"2026-03-17T10:45:00\", \"title\": \"Beth Meeting 10:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T10:45:00\", \"end\": \"2026-03-17T11:30:00\", \"title\": \"Beth Meeting 10:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-17T11:30:00\", \"end\": \"2026-03-17T12:00:00\", \"title\": \"Beth Meeting 11:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:30:00\", \"title\": \"Joy Meeting 10:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T10:30:00\", \"end\": \"2026-03-25T11:00:00\", \"title\": \"Joy Meeting 10:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T11:00:00\", \"end\": \"2026-03-25T11:45:00\", \"title\": \"Joy Meeting 11:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T11:45:00\", \"end\": \"2026-03-25T12:15:00\", \"title\": \"Joy Meeting 11:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T12:15:00\", \"end\": \"2026-03-25T12:45:00\", \"title\": \"Joy Meeting 12:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Joy Meeting 12:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T13:45:00\", \"title\": \"Fiona Meeting 13:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T13:45:00\", \"end\": \"2026-03-19T14:15:00\", \"title\": \"Fiona Meeting 13:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T14:15:00\", \"end\": \"2026-03-19T14:45:00\", \"title\": \"Fiona Meeting 14:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T11:00:00\", \"end\": \"2026-03-18T11:30:00\", \"title\": \"Kai Meeting 11:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T11:30:00\", \"end\": \"2026-03-18T12:00:00\", \"title\": \"Kai Meeting 11:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:30:00\", \"title\": \"Kai Meeting 12:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:30:00\", \"title\": \"Conflict Event A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T10:15:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Conflict Event B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:00:00\", \"end\": \"2026-03-23T15:00:00\", \"title\": \"Diana Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:30:00\", \"end\": \"2026-03-23T15:15:00\", \"title\": \"Diana Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T11:30:00\", \"end\": \"2026-03-24T12:15:00\", \"title\": \"Gabe Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T12:00:00\", \"end\": \"2026-03-24T12:30:00\", \"title\": \"Gabe Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:30:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:00:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:30:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T15:45:00\", \"end\": \"2026-03-17T16:30:00\", \"title\": \"Pairing Session #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T15:30:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Tech Talk #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T15:00:00\", \"end\": \"2026-03-27T16:00:00\", \"title\": \"Customer Call #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Postmortem #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T16:45:00\", \"end\": \"2026-03-17T17:30:00\", \"title\": \"Coffee Chat #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T16:30:00\", \"end\": \"2026-03-23T17:00:00\", \"title\": \"Sprint Planning #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T15:30:00\", \"end\": \"2026-03-16T16:00:00\", \"title\": \"Roadmap Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T11:00:00\", \"end\": \"2026-03-23T12:00:00\", \"title\": \"Tech Talk #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T14:30:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T12:15:00\", \"end\": \"2026-03-17T12:45:00\", \"title\": \"Bug Triage #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T10:15:00\", \"end\": \"2026-03-20T10:45:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T11:15:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Roadmap Review #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T14:45:00\", \"end\": \"2026-03-27T15:15:00\", \"title\": \"Stakeholder Update #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T14:45:00\", \"end\": \"2026-03-25T15:45:00\", \"title\": \"Postmortem #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T10:45:00\", \"end\": \"2026-03-27T11:15:00\", \"title\": \"Stakeholder Update #4\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-16T13:30:00\", \"end\": \"2026-03-16T14:15:00\", \"title\": \"Design Review #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T16:30:00\", \"title\": \"Postmortem #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T15:15:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Stakeholder Update #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T15:15:00\", \"end\": \"2026-03-25T16:15:00\", \"title\": \"Office Hours #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T16:30:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T14:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T10:15:00\", \"end\": \"2026-03-16T11:15:00\", \"title\": \"Backlog Grooming #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-23T12:00:00\", \"end\": \"2026-03-23T13:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-27T09:45:00\", \"end\": \"2026-03-27T10:30:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-20T12:30:00\", \"end\": \"2026-03-20T13:00:00\", \"title\": \"Coffee Chat #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T11:15:00\", \"end\": \"2026-03-16T11:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Backlog Grooming #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-19T16:30:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Coffee Chat #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-16T16:00:00\", \"end\": \"2026-03-16T17:00:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T16:45:00\", \"end\": \"2026-03-20T17:15:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:45:00\", \"end\": \"2026-03-20T10:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-27T10:30:00\", \"end\": \"2026-03-27T11:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T13:30:00\", \"end\": \"2026-03-23T14:00:00\", \"title\": \"Architecture Discussion #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:15:00\", \"end\": \"2026-03-16T09:45:00\", \"title\": \"Architecture Discussion #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-24T14:15:00\", \"end\": \"2026-03-24T14:45:00\", \"title\": \"Code Review #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T10:15:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Bug Triage #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-27T13:45:00\", \"end\": \"2026-03-27T14:15:00\", \"title\": \"Tech Talk #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T09:15:00\", \"end\": \"2026-03-23T09:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-19T16:45:00\", \"end\": \"2026-03-19T17:30:00\", \"title\": \"Tech Talk #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:45:00\", \"title\": \"Postmortem #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-17T12:00:00\", \"end\": \"2026-03-17T12:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-17T10:00:00\", \"end\": \"2026-03-17T11:00:00\", \"title\": \"Architecture Discussion #2\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-18T10:45:00\", \"end\": \"2026-03-18T11:45:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T09:30:00\", \"end\": \"2026-03-19T10:00:00\", \"title\": \"Sprint Planning #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T15:15:00\", \"title\": \"Bug Triage #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-20T09:15:00\", \"end\": \"2026-03-20T10:00:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Design Review #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-25T16:45:00\", \"end\": \"2026-03-25T17:15:00\", \"title\": \"Office Hours #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-23T09:45:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Postmortem #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T12:15:00\", \"end\": \"2026-03-26T12:45:00\", \"title\": \"Code Review #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_pairing_frequency_0", "question": [[{"role": "user", "content": "I want to see who collaborates with whom most often based on shared meeting attendance.\n\nInfer SHARED MEETINGS by matching events across employees. Two events are part of the same shared meeting if they have (a) identical title (case-sensitive), (b) identical UTC start time, and (c) identical duration in minutes. Convert each event's local start/end to UTC using the employee's timezone.\n\nFor every shared meeting with 2+ distinct attendees, enumerate all unordered attendee PAIRS. Count how many shared meetings each (emp_a, emp_b) pair is in (count the pair once per meeting, even if the meeting has 5 attendees and produces C(5,2)=10 different pairs).\n\nRespond with JSON:\n- top5_pairs: list of 5 entries {pair: [emp_id_a, emp_id_b] (sorted ascending), display_names: [name_a, name_b] (sorted ascending as strings), shared_meeting_count}. Sort by shared_meeting_count descending, then display_names ascending (lex compare as list of strings)."}], [{"role": "user", "content": "For each of those top-5 employee pairs from Q1, list the actual shared meetings between them. Respond with JSON: top5_pair_meetings: list of {pair: [emp_id_a, emp_id_b] (sorted ascending), display_names: [name_a, name_b] (sorted ascending), meetings: [{title, start_utc, duration_minutes}] sorted by start_utc ascending}, in the SAME ORDER as Q1's top5_pairs. start_utc is ISO-8601 with trailing 'Z'."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_pairing_frequency_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": 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\"title\": \"Fiona Meeting 13:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T13:45:00\", \"end\": \"2026-03-19T14:15:00\", \"title\": \"Fiona Meeting 13:45\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-19T14:15:00\", \"end\": \"2026-03-19T14:45:00\", \"title\": \"Fiona Meeting 14:15\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T11:00:00\", \"end\": \"2026-03-18T11:30:00\", \"title\": \"Kai Meeting 11:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T11:30:00\", \"end\": \"2026-03-18T12:00:00\", \"title\": \"Kai Meeting 11:30\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:30:00\", \"title\": \"Kai Meeting 12:00\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:30:00\", \"title\": \"Conflict Event A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T10:15:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Conflict Event B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:00:00\", \"end\": \"2026-03-23T15:00:00\", \"title\": \"Diana Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-23T14:30:00\", \"end\": \"2026-03-23T15:15:00\", \"title\": \"Diana Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T11:30:00\", \"end\": \"2026-03-24T12:15:00\", \"title\": \"Gabe Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-24T12:00:00\", \"end\": \"2026-03-24T12:30:00\", \"title\": \"Gabe Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-20T16:30:00\", \"end\": \"2026-03-20T17:00:00\", \"title\": \"Isamu Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:00:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict A\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T10:30:00\", \"end\": \"2026-03-26T11:00:00\", \"title\": \"Lin Conflict B\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T15:45:00\", \"end\": \"2026-03-17T16:30:00\", \"title\": \"Pairing Session #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-26T15:30:00\", \"end\": \"2026-03-26T16:30:00\", \"title\": \"Tech Talk #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-27T15:00:00\", \"end\": \"2026-03-27T16:00:00\", \"title\": \"Customer Call #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Postmortem #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-17T16:45:00\", \"end\": \"2026-03-17T17:30:00\", \"title\": \"Coffee Chat #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T16:30:00\", \"end\": \"2026-03-23T17:00:00\", \"title\": \"Sprint Planning #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-16T15:30:00\", \"end\": \"2026-03-16T16:00:00\", \"title\": \"Roadmap Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-23T11:00:00\", \"end\": \"2026-03-23T12:00:00\", \"title\": \"Tech Talk #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T12:00:00\", \"end\": \"2026-03-18T12:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T14:30:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-17T12:15:00\", \"end\": \"2026-03-17T12:45:00\", \"title\": \"Bug Triage #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T10:15:00\", \"end\": \"2026-03-20T10:45:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T11:15:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Roadmap Review #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T14:45:00\", \"end\": \"2026-03-27T15:15:00\", \"title\": \"Stakeholder Update #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-25T14:45:00\", \"end\": \"2026-03-25T15:45:00\", \"title\": \"Postmortem #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-27T10:45:00\", \"end\": \"2026-03-27T11:15:00\", \"title\": \"Stakeholder Update #4\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-16T13:30:00\", \"end\": \"2026-03-16T14:15:00\", \"title\": \"Design Review #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-20T16:00:00\", \"end\": \"2026-03-20T16:30:00\", \"title\": \"Postmortem #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-17T15:15:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Stakeholder Update #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-25T15:15:00\", \"end\": \"2026-03-25T16:15:00\", \"title\": \"Office Hours #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-27T16:30:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T14:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T10:15:00\", \"end\": \"2026-03-16T11:15:00\", \"title\": \"Backlog Grooming #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-23T12:00:00\", \"end\": \"2026-03-23T13:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-27T09:45:00\", \"end\": \"2026-03-27T10:30:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-20T12:30:00\", \"end\": \"2026-03-20T13:00:00\", \"title\": \"Coffee Chat #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-16T11:15:00\", \"end\": \"2026-03-16T11:45:00\", \"title\": \"Backlog Grooming #5\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T09:45:00\", \"end\": \"2026-03-17T10:15:00\", \"title\": \"Backlog Grooming #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-19T16:30:00\", \"end\": \"2026-03-19T17:00:00\", \"title\": \"Coffee Chat #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-16T16:00:00\", \"end\": \"2026-03-16T17:00:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T16:45:00\", \"end\": \"2026-03-20T17:15:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-20T09:45:00\", \"end\": \"2026-03-20T10:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-27T10:30:00\", \"end\": \"2026-03-27T11:00:00\", \"title\": \"Sprint Planning #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Architecture Discussion #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-23T13:30:00\", \"end\": \"2026-03-23T14:00:00\", \"title\": \"Architecture Discussion #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-16T09:15:00\", \"end\": \"2026-03-16T09:45:00\", \"title\": \"Architecture Discussion #5\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-24T14:15:00\", \"end\": \"2026-03-24T14:45:00\", \"title\": \"Code Review #6\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T10:15:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Bug Triage #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-25T12:45:00\", \"end\": \"2026-03-25T13:15:00\", \"title\": \"Backlog Grooming #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-27T13:45:00\", \"end\": \"2026-03-27T14:15:00\", \"title\": \"Tech Talk #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-23T09:15:00\", \"end\": \"2026-03-23T09:45:00\", \"title\": \"Backlog Grooming #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-19T16:45:00\", \"end\": \"2026-03-19T17:30:00\", \"title\": \"Tech Talk #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-26T16:00:00\", \"end\": \"2026-03-26T16:45:00\", \"title\": \"Postmortem #6\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-17T12:00:00\", \"end\": \"2026-03-17T12:30:00\", \"title\": \"Tech Talk #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-17T10:00:00\", \"end\": \"2026-03-17T11:00:00\", \"title\": \"Architecture Discussion #2\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-18T10:45:00\", \"end\": \"2026-03-18T11:45:00\", \"title\": \"Code Review #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T09:30:00\", \"end\": \"2026-03-19T10:00:00\", \"title\": \"Sprint Planning #4\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T14:15:00\", \"end\": \"2026-03-26T15:15:00\", \"title\": \"Bug Triage #5\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-20T09:15:00\", \"end\": \"2026-03-20T10:00:00\", \"title\": \"Architecture Discussion #1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-27T12:45:00\", \"end\": \"2026-03-27T13:15:00\", \"title\": \"Design Review #2\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e011\", \"start\": \"2026-03-25T16:45:00\", \"end\": \"2026-03-25T17:15:00\", \"title\": \"Office Hours #3\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-23T09:45:00\", \"end\": \"2026-03-23T10:45:00\", \"title\": \"Postmortem #1\", \"rsvp\": \"tentative\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-26T12:15:00\", \"end\": \"2026-03-26T12:45:00\", \"title\": \"Code Review #2\", \"rsvp\": \"declined\"}, {\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_calendar_fragmentation_0", "question": [[{"role": "user", "content": "I'm trying to spot people whose calendars are death-by-many-small-meetings vs. people who get long focus blocks.\n\nFor each employee with at least 1 event over [2026-03-16, 2026-03-27]:\n- event_count: total number of events (all rsvps).\n- total_meeting_hours: sum of event durations / 60, rounded to 2 decimals. Use local-time durations.\n- fragmentation_score = event_count / total_meeting_hours, rounded to 4 decimals. (Higher score = more small meetings = more fragmented.)\n\nRespond with JSON:\n- top3_most_fragmented: 3 employees with the HIGHEST fragmentation_score. Each entry: {employee_id, display_name, event_count, total_meeting_hours, fragmentation_score}. Sort by fragmentation_score descending, then display_name ascending.\n- bottom3_least_fragmented: 3 employees with the LOWEST fragmentation_score. Same entry shape. Sort by score ascending, then display_name ascending."}], [{"role": "user", "content": "Same 12 employees, same event_count / total_meeting_hours / fragmentation_score basis as Q1. Compute summary stats: mean_score, median_score (both rounded to 4 decimals), max_score, min_score (4 decimals). Plus the middle3 employees: those ranked 5th, 6th, and 7th by fragmentation_score descending (tiebreak display_name ascending) — the typical employees in between the most-fragmented and least-fragmented extremes. Respond with JSON: {summary: {mean_score, median_score, max_score, min_score}, middle3: list of {employee_id, display_name, event_count, total_meeting_hours, fragmentation_score} of length 3 in ranked order (5th, 6th, 7th)}."}]], "involved_classes": ["EnterpriseCalendarAPI"], "verifier_type": "multi_turn_calendar_fragmentation_0", "initial_config": "{\"EnterpriseCalendarAPI\": {\"metadata\": {\"current_date\": \"2026-03-16\", \"current_window_start\": \"2026-03-16\", \"current_window_end\": \"2026-03-27\", \"simulated_now_iso\": \"2026-03-16T07:00:00Z\", \"current_user_name\": \"Alex Reyes\", \"team_members\": [\"Alex Reyes\", \"Beth Chen\", \"Carlos Ortega\", \"Diana Park\", \"Evan Lin\", \"Fiona Walsh\", \"Gabe Harper\", \"Hana Mori\", \"Isamu Tanaka\", \"Joy Okafor\", \"Kai Martin\", \"Lin Wu\"]}, \"employees\": [{\"id\": \"e001\", \"display_name\": \"Alex Reyes\", \"timezone\": \"America/New_York\"}, {\"id\": \"e002\", \"display_name\": \"Beth Chen\", \"timezone\": \"America/New_York\"}, {\"id\": \"e003\", \"display_name\": \"Carlos Ortega\", \"timezone\": \"America/New_York\"}, {\"id\": \"e004\", \"display_name\": \"Diana Park\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e005\", \"display_name\": \"Evan Lin\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e006\", \"display_name\": \"Fiona Walsh\", \"timezone\": \"America/Los_Angeles\"}, {\"id\": \"e007\", \"display_name\": \"Gabe Harper\", \"timezone\": \"Europe/London\"}, {\"id\": \"e008\", \"display_name\": \"Hana Mori\", \"timezone\": \"Europe/London\"}, {\"id\": \"e009\", \"display_name\": \"Isamu Tanaka\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e010\", \"display_name\": \"Joy Okafor\", \"timezone\": \"Asia/Tokyo\"}, {\"id\": \"e011\", \"display_name\": \"Kai Martin\", \"timezone\": \"Australia/Sydney\"}, {\"id\": \"e012\", \"display_name\": \"Lin Wu\", \"timezone\": \"Australia/Sydney\"}], \"events\": [{\"employee_id\": \"e001\", \"start\": \"2026-03-16T10:00:00\", \"end\": \"2026-03-16T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e001\", \"start\": \"2026-03-23T10:00:00\", \"end\": \"2026-03-23T10:30:00\", \"title\": \"Alex <> Manager 1:1\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-18T14:00:00\", \"end\": \"2026-03-18T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e002\", \"start\": \"2026-03-25T14:00:00\", \"end\": \"2026-03-25T15:00:00\", \"title\": \"Beth Team Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-20T11:00:00\", \"end\": \"2026-03-20T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e003\", \"start\": \"2026-03-27T11:00:00\", \"end\": \"2026-03-27T11:45:00\", \"title\": \"Carlos Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-17T09:30:00\", \"end\": \"2026-03-17T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e004\", \"start\": \"2026-03-24T09:30:00\", \"end\": \"2026-03-24T10:00:00\", \"title\": \"Diana Standup\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-19T13:00:00\", \"end\": \"2026-03-19T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e005\", \"start\": \"2026-03-26T13:00:00\", \"end\": \"2026-03-26T14:00:00\", \"title\": \"Evan Project Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e006\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T15:30:00\", \"title\": \"Fiona Design Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-20T14:00:00\", \"end\": \"2026-03-20T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e007\", \"start\": \"2026-03-27T14:00:00\", \"end\": \"2026-03-27T15:00:00\", \"title\": \"Gabe Quarterly Planning\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-18T10:00:00\", \"end\": \"2026-03-18T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e008\", \"start\": \"2026-03-25T10:00:00\", \"end\": \"2026-03-25T10:45:00\", \"title\": \"Hana UX Critique\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-17T15:00:00\", \"end\": \"2026-03-17T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e009\", \"start\": \"2026-03-24T15:00:00\", \"end\": \"2026-03-24T16:00:00\", \"title\": \"Isamu Engineering Review\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-19T16:00:00\", \"end\": \"2026-03-19T16:30:00\", \"title\": \"Joy Metrics Sync\", \"rsvp\": \"accepted\"}, {\"employee_id\": \"e010\", \"start\": \"2026-03-26T16:00:00\", 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{\"employee_id\": \"e012\", \"start\": \"2026-03-27T16:15:00\", \"end\": \"2026-03-27T17:00:00\", \"title\": \"Bug Triage #3\", \"rsvp\": \"declined\"}]}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_recent_drift_0", "question": [[{"role": "user", "content": "I write a weekly Italian-food newsletter for SF and I'm curious which restaurants' reputation has actually been shifting lately. Could you pull every Italian place on Yelp and compare each one's all-time average review rating to its average rating over the LAST 90 DAYS only? I want the 3 restaurants with the biggest absolute drift, doesn't matter which direction. Show me both numbers and the drift size.\n\nReference: today is 2026-04-26; \"last 90 days\" means review created_at >= 2026-01-27 (inclusive).\n\nRespond with JSON:\n- top3: list of {business_id, name, all_time_rating, recent_rating, drift}.\n  - all_time_rating = mean of all review ratings for that business, rounded to 2 decimals.\n  - recent_rating = mean of review ratings whose created_at >= 2026-01-27, rounded to 2 decimals. If no recent reviews, use 0.0.\n  - drift = round(abs(all_time_rating - recent_rating), 2).\n  - Sort by drift descending, then name ascending."}], [{"role": "user", "content": "Now I want to see the *direction* of the drift, not just magnitude. Same Italian businesses, same all-time vs. last-90-days comparison. Compute signed_drift = round(recent_rating - all_time_rating, 2), and only consider Italian businesses that have at least one review with created_at >= 2026-01-27.\n\nRespond with JSON:\n- gainers: list of {business_id, name, all_time_rating, recent_rating, signed_drift} where signed_drift > 0. Top 3 by signed_drift descending. Tiebreak: name ascending. If fewer than 3 qualifying gainers exist, return only those (do not pad).\n- losers: list of {business_id, name, all_time_rating, recent_rating, signed_drift} where signed_drift < 0. Top 3 by signed_drift ascending (most negative first). Tiebreak: name ascending. If fewer than 3 qualifying losers exist, return only those.\n- stable_count: integer count of qualifying Italian businesses where signed_drift == 0."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_recent_drift_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_polarization_0", "question": [[{"role": "user", "content": "Picking a date-night spot and I want to avoid \"love it or hate it\" places — somewhere everyone agrees it's solid. Across our SF list (Italian, Sushi, Mexican, Cafe, and Bakery spots), among businesses with at least 5 reviews in the review history, which 3 have the most divisive opinions? Use the SAMPLE standard deviation of their review ratings as the measure (i.e., divisor n-1).\n\nRespond with JSON:\n- top3: list of {business_id, name, review_count, rating_stddev}.\n  - review_count is the number of stored reviews for that business (NOT the business.review_count field).\n  - rating_stddev rounded to 4 decimals.\n  - Sort by rating_stddev descending, then name ascending."}], [{"role": "user", "content": "Same qualifying set as Q1 (SF Italian/Sushi/Mexican/Cafe/Bakery businesses with at least 5 stored reviews). A business with multiple of those 5 categories is a candidate in EVERY matching category.\n\nRespond with JSON:\n- per_category: object with keys \"Italian\", \"Sushi\", \"Mexican\", \"Cafe\", \"Bakery\". Each maps to {business_id, name, review_count, rating_stddev} for the MOST polarized business in that category (highest sample stddev; tiebreak name ascending). If no qualifying business in that category, value is null.\n- bottom3_consensus: list of {business_id, name, review_count, rating_stddev} — the 3 LEAST polarized businesses globally (lowest stddev) among the same qualifying set. Sort by rating_stddev ascending, then name ascending.\n\nrating_stddev rounded to 4 decimals throughout."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_polarization_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_price_grid_0", "question": [[{"role": "user", "content": "I'm sketching a quick write-up about how the SF dining scene splits by price tier. For each price level ($, $$, $$$, $$$$), I'd love the average business rating, total review count, and how many businesses fall in that tier.\n\nUse the BUSINESS-LEVEL fields here:\n  - mean_rating = mean of business.rating across businesses in that tier (simple mean, NOT weighted by review_count), rounded to 4 decimals.\n  - total_review_count = sum of business.review_count across businesses in that tier.\n  - business_count = count of businesses in that tier.\nIf a tier has no businesses, return {business_count: 0, total_review_count: 0, mean_rating: 0.0}.\n\nRespond with JSON:\n- by_price_level: object with keys \"$\", \"$$\", \"$$$\", \"$$$$\", each mapping to {business_count, total_review_count, mean_rating}."}], [{"role": "user", "content": "For the SAME per-tier groups you organized in Q1:\n  - top3_by_rating: top 3 businesses by business.rating descending (tiebreak: review_count descending, then name ascending). If the tier has fewer than 3, return all of them in that order.\n  - weighted_mean_rating = sum(business.rating * business.review_count) / sum(business.review_count) across the tier, rounded to 4 decimals. If the tier is empty or has total review_count == 0, return 0.0.\n\nRespond with JSON:\n- by_price_level: object with keys \"$\", \"$$\", \"$$$\", \"$$$$\", each mapping to {top3_by_rating: list of {business_id, name, rating, review_count}, weighted_mean_rating}."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_price_grid_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_useful_top_0", "question": [[{"role": "user", "content": "I'm researching what makes a Yelp review actually useful to other people. Pull me the top 5 reviews by useful_count across every business in the dataset. I want to see who wrote it, on which business, the rating, and the useful count.\n\nRespond with JSON:\n- top5: list of {review_id, business_id, business_name, rating, user_id, useful_count}. Sort by useful_count descending, then review_id ascending (lex compare on the full id string, e.g. \"rev_10\" sorts before \"rev_2\")."}], [{"role": "user", "content": "Now I'm curious about the WRITERS rather than the reviews. From the same set of reviews you scanned in Q1, regroup by user_id and find the users with the highest summed useful_count overall.\n\nRespond with JSON:\n- top5_users: list of {user_id, total_useful_count, review_count, mean_useful_per_review}. mean_useful_per_review = round(total_useful_count / review_count, 4). Sort by total_useful_count descending, then review_count descending, then user_id ascending. Take the top 5."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_useful_top_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_harsh_reviewers_0", "question": [[{"role": "user", "content": "I have a hunch a few Yelp users are basically impossible to please — they show up everywhere with low scores. Can you find the users (only counting users who've left at least 3 reviews) whose mean review rating is 2.5 or lower?\n\nRespond with JSON:\n- harsh_reviewers: list of {user_id, review_count, mean_rating}. mean_rating rounded to 4 decimals. Sort by mean_rating ascending, then user_id ascending."}], [{"role": "user", "content": "Same qualifying set as Q1 (users with at least 3 reviews). Now I want the OTHER end and a tally of who reviews the most.\n\nRespond with JSON:\n- generous_reviewers: list of {user_id, review_count, mean_rating} — qualifying users with mean review rating >= 4.0. mean_rating rounded to 4 decimals. Sort by mean_rating descending, then user_id ascending.\n- top5_most_prolific: list of {user_id, review_count, mean_rating} — the 5 qualifying users with the most reviews. mean_rating rounded to 4 decimals. Sort by review_count descending, then user_id ascending."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_harsh_reviewers_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_breadth_then_avg_0", "question": [[{"role": "user", "content": "I'm writing a piece about Yelp \"super-users\" in our food scene. Find the top 5 users by DISTINCT BUSINESSES REVIEWED (only counting users who've reviewed at least 3 different businesses). For each, I want their mean review rating across all their reviews and the list of business names they covered.\n\nRespond with JSON:\n- top5_users: list of {user_id, distinct_business_count, mean_rating, business_names}.\n  - mean_rating rounded to 4 decimals.\n  - business_names is a list of unique business names sorted ascending.\n  - Sort top5_users by distinct_business_count descending, then mean_rating descending, then user_id ascending."}], [{"role": "user", "content": "From Q1's top-5 super-users, I want to see who actually overlaps with whom. For every pair of those 5 users (10 pairs total), compute the size of the intersection of their distinct-business sets.\n\nRespond with JSON:\n- top3_overlap: list of {pair, overlap_size, shared_business_names}. pair is a list of TWO user_ids sorted ascending. shared_business_names is the sorted ascending list of business names in the intersection. Sort top3_overlap by overlap_size descending, then pair ascending (lex compare on the two user_ids).\n- max_overlap: integer (the largest overlap_size across all 10 pairs, or 0 if no pair has any overlap)."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_breadth_then_avg_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_top_then_latest_0", "question": [[{"role": "user", "content": "Putting together a \"popular Italian in SF\" guide piece. Take the 3 Italian restaurants with the highest business.review_count. For each one, also surface their MOST RECENT review (by created_at) — rating, useful_count, user_id, created_at, and the first 80 characters of the review text. I want a fresh data point I can quote.\n\nRespond with JSON:\n- top3: list of {business_id, name, review_count, latest_review}. latest_review is {review_id, rating, user_id, useful_count, created_at, text_snippet} where text_snippet is exactly the first 80 characters of review.text (no truncation marker, no trimming). If a business has no reviews, latest_review is null.\n  - Sort top3 by business.review_count descending, then name ascending."}], [{"role": "user", "content": "Same top-3 Italian businesses as Q1 (by business.review_count). Now instead of the latest review, I want two extra anchors per business: the OLDEST review and the HIGHEST-useful_count review.\n\nRespond with JSON:\n- top3: list of {business_id, name, review_count, oldest_review, highest_useful_review}. Each *_review is {review_id, rating, user_id, useful_count, created_at, text_snippet} where text_snippet is exactly the first 80 characters of review.text (no truncation marker). If a business has no reviews, BOTH *_review fields are null.\n  - oldest_review = the review with the earliest created_at. Tiebreak: review_id ascending (lex compare).\n  - highest_useful_review = the review with the largest useful_count. Tiebreak: created_at descending, then review_id ascending.\n- Sort top3 by business.review_count descending, then name ascending (same order as Q1)."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_top_then_latest_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_review_threshold_0", "question": [[{"role": "user", "content": "For some market research I'm focusing on \"established\" food businesses across our SF set (Italian, Sushi, Mexican, Cafe, and Bakery spots) — ones with substantial review history. I want to use the strictest review-count threshold I can while still keeping my list at 5 or more businesses. From the candidate set {5, 10, 15, 20, 25, 30, 40, 50}, what's the LARGEST integer threshold T such that AT LEAST 5 businesses have business.review_count >= T? Give me T, the count, and the qualifying businesses.\n\nRespond with JSON:\n- threshold_T: integer T.\n- qualifying_count: number of businesses with review_count >= T.\n- qualifying_businesses: list of {business_id, name, review_count, rating}. Sort by review_count descending, then name ascending."}], [{"role": "user", "content": "Same business set as Q1. Now I want to see the WHOLE threshold sweep and a parallel search for a larger qualifying group.\n\nRespond with JSON:\n- threshold_table: list of {threshold, qualifying_count} for thresholds [5, 10, 15, 20, 25, 30, 40, 50] in that order. qualifying_count is the number of businesses with business.review_count >= threshold.\n- threshold_T_at_least_10: the LARGEST integer T from [5, 10, 15, 20, 25, 30, 40, 50] such that AT LEAST 10 businesses have review_count >= T. If no threshold qualifies, return -1.\n- qualifying_count_at_T: integer count of businesses with review_count >= threshold_T_at_least_10. If threshold_T_at_least_10 is -1, return 0."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_review_threshold_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_category_pairs_0", "question": [[{"role": "user", "content": "I keep noticing SF food businesses tag themselves with multiple categories on Yelp — like \"Italian\" and \"wine bar\". For my research I want to know which CATEGORY PAIRS co-occur most often across our local food-business set, which spans Italian, Sushi, Mexican, Cafe, and Bakery spots (a co-occurrence means a single business has BOTH categories in its categories list). Give me the top 5 pairs.\n\nRespond with JSON:\n- top5_pairs: list of {pair, co_occurrence_count}. pair is a list of TWO category strings sorted ascending. Sort top5_pairs by co_occurrence_count descending, then pair ascending (lex compare as a list of strings)."}], [{"role": "user", "content": "For each of Q1's top-5 pairs, I want to know which businesses (across the same Italian/Sushi/Mexican/Cafe/Bakery set) actually carry BOTH categories of the pair.\n\nRespond with JSON:\n- pair_businesses: list of {pair, businesses, count}. pair is the same two-element sorted list as in Q1's top5_pairs. businesses is a list of {business_id, name} sorted by name ascending. count = len(businesses). Maintain the SAME order as Q1's top5_pairs."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_category_pairs_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_yelp_cascade_search_0", "question": [[{"role": "user", "content": "Planning a friend's birthday and I really don't want to risk a bad pick. Help me find a SAFE BET. Try in this order:\n  1. STRICT tier: business.rating >= 4.5 AND business.review_count >= 8 AND mean review rating across reviews with created_at >= 2026-01-27 is also >= 4.5. If multiple match, pick the one whose recent (last-90-day) reviews have the highest sum of useful_count. Tie-break by name ascending.\n  2. RELAXED tier: same construction but with rating >= 4.0 and recent mean >= 4.0. Same tiebreaker.\n  3. NONE: if nothing meets the relaxed criteria either, return tier=\"none\" and pick=null.\n\nA business needs at least one recent review (created_at >= 2026-01-27) to be considered in either tier; otherwise its recent_rating is undefined and it does not qualify.\n\nRespond with JSON:\n- tier: one of \"strict\", \"relaxed\", \"none\".\n- pick: {business_id, name, rating, review_count, recent_rating, recent_useful_sum} or null. recent_rating rounded to 4 decimals. recent_useful_sum is the sum of useful_count across the recent reviews."}], [{"role": "user", "content": "Now I want the full shortlist at each tier so I can pick a backup, not just the single pick from Q1. Same per-business aggregates (business.rating, business.review_count, recent_rating across reviews with created_at >= 2026-01-27, and recent_useful_sum = sum of useful_count across those recent reviews).\n\nStrict tier criteria: business.rating >= 4.5 AND business.review_count >= 8 AND recent_rating >= 4.5 AND has at least one recent review (created_at >= 2026-01-27).\nRelaxed tier criteria: business.rating >= 4.0 AND business.review_count >= 8 AND recent_rating >= 4.0 AND has at least one recent review.\n\nRespond with JSON:\n- strict_picks: list of up to 3 {business_id, name, rating, review_count, recent_rating, recent_useful_sum} from strict-qualifying businesses. Sort by recent_useful_sum descending, then name ascending.\n- relaxed_picks: list of up to 3 {business_id, name, rating, review_count, recent_rating, recent_useful_sum} from relaxed-qualifying businesses (strict-qualifying businesses also count). Sort by recent_useful_sum descending, then name ascending.\n- strict_count: integer total count of strict-qualifying businesses.\n- relaxed_count: integer total count of relaxed-qualifying businesses.\n\nrecent_rating rounded to 4 decimals. recent_useful_sum is a plain integer."}]], "involved_classes": ["YelpAPI"], "verifier_type": "multi_turn_yelp_cascade_search_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Sam Carter\", \"email\": \"sam.carter@example.com\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Trattoria Bella\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 82, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"wine bar\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Nonna's Kitchen\", \"address\": \"Polk St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 64, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Ristorante Marino\", \"address\": \"Union St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 47, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\", \"fine dining\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Pasta Pronto\", \"address\": \"Valencia St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 35, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"casual\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Il Forno Mio\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 19, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"Bakery\", \"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Osteria Verde\", \"address\": \"Fillmore St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 9, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Sakura Sushi Bar\", \"address\": \"Sutter St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 95, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Tokyo Roll House\", \"address\": \"Geary Blvd, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 56, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"casual\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Edomae Counter\", \"address\": \"Powell St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 24, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Tuesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Wednesday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Thursday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Friday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Saturday\": {\"open\": \"17:30\", \"close\": \"22:30\"}, \"Sunday\": {\"open\": \"17:30\", \"close\": \"22:30\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\", \"fine dining\"]}, \"biz_10\": {\"business_id\": \"biz_10\", \"name\": \"Maki & Co.\", \"address\": \"Stockton St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 12, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Sushi\", \"Japanese\"]}, \"biz_11\": {\"business_id\": \"biz_11\", \"name\": \"Cantina Luz\", \"address\": \"16th St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 73, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"restaurant\", \"cantina\"]}, \"biz_12\": {\"business_id\": \"biz_12\", \"name\": \"Taqueria del Sol\", \"address\": \"24th St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 45, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\", \"tacos\"]}, \"biz_13\": {\"business_id\": \"biz_13\", \"name\": \"Mariscos Veracruz\", \"address\": \"Mission St, San Francisco, CA\", \"rating\": 3.7, \"review_count\": 28, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"seafood\", \"restaurant\"]}, \"biz_14\": {\"business_id\": \"biz_14\", \"name\": \"El Burrito Rey\", \"address\": \"Folsom St, San Francisco, CA\", \"rating\": 3.4, \"review_count\": 16, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"11:30\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"11:30\", \"close\": \"22:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Mexican\", \"casual\"]}, \"biz_15\": {\"business_id\": \"biz_15\", \"name\": \"Morning Brew Cafe\", \"address\": \"Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 88, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"Bakery\"]}, \"biz_16\": {\"business_id\": \"biz_16\", \"name\": \"Steam & Bean\", \"address\": \"Howard St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 41, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\"]}, \"biz_17\": {\"business_id\": \"biz_17\", \"name\": \"Pour & Pastry\", \"address\": \"Hayes St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 22, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"Bakery\", \"coffee\"]}, \"biz_18\": {\"business_id\": \"biz_18\", \"name\": \"The Quiet Cup\", \"address\": \"Divisadero St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 11, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Cafe\", \"coffee\", \"bookshop\"]}, \"biz_19\": {\"business_id\": \"biz_19\", \"name\": \"Crust & Crumb Bakery\", \"address\": \"Castro St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 62, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"Cafe\"]}, \"biz_20\": {\"business_id\": \"biz_20\", \"name\": \"Sourdough Stories\", \"address\": \"Irving St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 33, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\"]}, \"biz_21\": {\"business_id\": \"biz_21\", \"name\": \"Sweet Lemon Bakery\", \"address\": \"Clement St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 18, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\"]}, \"biz_22\": {\"business_id\": \"biz_22\", \"name\": \"Petit Four Atelier\", \"address\": \"Pacific Ave, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 6, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Tuesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Wednesday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Thursday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Friday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Saturday\": {\"open\": \"06:30\", \"close\": \"18:00\"}, \"Sunday\": {\"open\": \"06:30\", \"close\": \"18:00\"}}, \"phone\": \"\", \"website\": \"\", \"latitude\": 0.0, \"longitude\": 0.0, \"categories\": [\"Bakery\", \"dessert\", \"fine dining\"]}}, \"reviews\": {\"rev_1\": {\"review_id\": \"rev_1\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 6}, \"rev_2\": {\"review_id\": \"rev_2\", \"business_id\": \"biz_2\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-12-04\", \"updated_at\": \"2024-12-04\", \"useful_count\": 9}, \"rev_3\": {\"review_id\": \"rev_3\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-03-19\", \"updated_at\": \"2025-03-19\", \"useful_count\": 6}, \"rev_4\": {\"review_id\": \"rev_4\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-08-22\", \"updated_at\": \"2025-08-22\", \"useful_count\": 12}, \"rev_5\": {\"review_id\": \"rev_5\", \"business_id\": \"biz_2\", \"user_id\": \"user_07\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_6\": {\"review_id\": \"rev_6\", \"business_id\": \"biz_2\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_7\": {\"review_id\": \"rev_7\", \"business_id\": \"biz_2\", \"user_id\": \"user_28\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 6}, \"rev_8\": {\"review_id\": \"rev_8\", \"business_id\": \"biz_2\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 2}, \"rev_9\": {\"review_id\": \"rev_9\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-01-15\", \"updated_at\": \"2025-01-15\", \"useful_count\": 3}, \"rev_10\": {\"review_id\": \"rev_10\", \"business_id\": \"biz_4\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-10\", \"updated_at\": \"2025-04-10\", \"useful_count\": 8}, \"rev_11\": {\"review_id\": \"rev_11\", \"business_id\": \"biz_4\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 8}, \"rev_12\": {\"review_id\": \"rev_12\", \"business_id\": \"biz_4\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-14\", \"updated_at\": \"2025-11-14\", \"useful_count\": 5}, \"rev_13\": {\"review_id\": \"rev_13\", \"business_id\": \"biz_4\", \"user_id\": \"user_28\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_14\": {\"review_id\": \"rev_14\", \"business_id\": \"biz_4\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 0}, \"rev_15\": {\"review_id\": \"rev_15\", \"business_id\": \"biz_4\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 0}, \"rev_16\": {\"review_id\": \"rev_16\", \"business_id\": \"biz_3\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-10\", \"updated_at\": \"2025-02-10\", \"useful_count\": 19}, \"rev_17\": {\"review_id\": \"rev_17\", \"business_id\": \"biz_3\", \"user_id\": \"user_30\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 8}, \"rev_18\": {\"review_id\": \"rev_18\", \"business_id\": \"biz_3\", \"user_id\": \"user_25\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-09\", \"updated_at\": \"2025-08-09\", \"useful_count\": 25}, \"rev_19\": {\"review_id\": \"rev_19\", \"business_id\": \"biz_3\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2026-01-12\", \"updated_at\": \"2026-01-12\", \"useful_count\": 16}, \"rev_20\": {\"review_id\": \"rev_20\", \"business_id\": \"biz_3\", \"user_id\": \"user_23\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 6}, \"rev_21\": {\"review_id\": \"rev_21\", \"business_id\": \"biz_3\", \"user_id\": \"user_20\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 19}, \"rev_22\": {\"review_id\": \"rev_22\", \"business_id\": \"biz_14\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-03-04\", \"updated_at\": \"2025-03-04\", \"useful_count\": 6}, \"rev_23\": {\"review_id\": \"rev_23\", \"business_id\": \"biz_14\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-06-15\", \"updated_at\": \"2025-06-15\", \"useful_count\": 7}, \"rev_24\": {\"review_id\": \"rev_24\", \"business_id\": \"biz_14\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 8}, \"rev_25\": {\"review_id\": \"rev_25\", \"business_id\": \"biz_14\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-04\", \"updated_at\": \"2026-02-04\", \"useful_count\": 0}, \"rev_26\": {\"review_id\": \"rev_26\", \"business_id\": \"biz_14\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-12\", \"updated_at\": \"2026-03-12\", \"useful_count\": 1}, \"rev_27\": {\"review_id\": \"rev_27\", \"business_id\": \"biz_1\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-02\", \"updated_at\": \"2025-11-02\", \"useful_count\": 187}, \"rev_28\": {\"review_id\": \"rev_28\", \"business_id\": \"biz_7\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-14\", \"updated_at\": \"2026-02-14\", \"useful_count\": 142}, \"rev_29\": {\"review_id\": \"rev_29\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-08-30\", \"updated_at\": \"2025-08-30\", \"useful_count\": 128}, \"rev_30\": {\"review_id\": \"rev_30\", \"business_id\": \"biz_3\", \"user_id\": \"user_15\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2025-05-22\", \"updated_at\": \"2025-05-22\", \"useful_count\": 95}, \"rev_31\": {\"review_id\": \"rev_31\", \"business_id\": \"biz_15\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-08\", \"updated_at\": \"2026-03-08\", \"useful_count\": 76}, \"rev_32\": {\"review_id\": \"rev_32\", \"business_id\": \"biz_1\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-04-18\", \"updated_at\": \"2025-04-18\", \"useful_count\": 4}, \"rev_33\": {\"review_id\": \"rev_33\", \"business_id\": \"biz_7\", \"user_id\": \"user_05\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-09-22\", \"updated_at\": \"2025-09-22\", \"useful_count\": 3}, \"rev_34\": {\"review_id\": \"rev_34\", \"business_id\": \"biz_15\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_35\": {\"review_id\": \"rev_35\", \"business_id\": \"biz_19\", \"user_id\": \"user_05\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_36\": {\"review_id\": \"rev_36\", \"business_id\": \"biz_11\", \"user_id\": \"user_05\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-12-08\", \"updated_at\": \"2025-12-08\", \"useful_count\": 0}, \"rev_37\": {\"review_id\": \"rev_37\", \"business_id\": \"biz_2\", \"user_id\": \"user_12\", \"rating\": 1, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-07-04\", \"updated_at\": \"2025-07-04\", \"useful_count\": 3}, \"rev_38\": {\"review_id\": \"rev_38\", \"business_id\": \"biz_8\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-11-20\", \"updated_at\": \"2025-11-20\", \"useful_count\": 2}, \"rev_39\": {\"review_id\": \"rev_39\", \"business_id\": \"biz_16\", \"user_id\": \"user_12\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-02-25\", \"updated_at\": \"2026-02-25\", \"useful_count\": 2}, \"rev_40\": {\"review_id\": \"rev_40\", \"business_id\": \"biz_4\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-08-15\", \"updated_at\": \"2025-08-15\", \"useful_count\": 0}, \"rev_41\": {\"review_id\": \"rev_41\", \"business_id\": \"biz_11\", \"user_id\": \"user_22\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-01-08\", \"updated_at\": \"2026-01-08\", \"useful_count\": 1}, \"rev_42\": {\"review_id\": \"rev_42\", \"business_id\": \"biz_17\", \"user_id\": \"user_22\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 4}, \"rev_43\": {\"review_id\": \"rev_43\", \"business_id\": \"biz_20\", \"user_id\": \"user_22\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-04-12\", \"updated_at\": \"2026-04-12\", \"useful_count\": 2}, \"rev_44\": {\"review_id\": \"rev_44\", \"business_id\": \"biz_7\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-15\", \"updated_at\": \"2025-09-15\", \"useful_count\": 11}, \"rev_45\": {\"review_id\": \"rev_45\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 15}, \"rev_46\": {\"review_id\": \"rev_46\", \"business_id\": \"biz_19\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-20\", \"updated_at\": \"2026-02-20\", \"useful_count\": 20}, \"rev_47\": {\"review_id\": \"rev_47\", \"business_id\": \"biz_15\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-14\", \"updated_at\": \"2026-03-14\", \"useful_count\": 12}, \"rev_48\": {\"review_id\": \"rev_48\", \"business_id\": \"biz_3\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 14}, \"rev_49\": {\"review_id\": \"rev_49\", \"business_id\": \"biz_9\", \"user_id\": \"user_02\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 11}, \"rev_50\": {\"review_id\": \"rev_50\", \"business_id\": \"biz_17\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-10\", \"updated_at\": \"2026-04-10\", \"useful_count\": 9}, \"rev_51\": {\"review_id\": \"rev_51\", \"business_id\": \"biz_5\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-10-14\", \"updated_at\": \"2025-10-14\", \"useful_count\": 4}, \"rev_52\": {\"review_id\": \"rev_52\", \"business_id\": \"biz_20\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 9}, \"rev_53\": {\"review_id\": \"rev_53\", \"business_id\": \"biz_8\", \"user_id\": \"user_15\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-09-02\", \"updated_at\": \"2025-09-02\", \"useful_count\": 2}, \"rev_54\": {\"review_id\": \"rev_54\", \"business_id\": \"biz_13\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 2}, \"rev_55\": {\"review_id\": \"rev_55\", \"business_id\": \"biz_18\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 2}, \"rev_56\": {\"review_id\": \"rev_56\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-04\", \"updated_at\": \"2026-04-04\", \"useful_count\": 7}, \"rev_57\": {\"review_id\": \"rev_57\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-09-08\", \"updated_at\": \"2025-09-08\", \"useful_count\": 5}, \"rev_58\": {\"review_id\": \"rev_58\", \"business_id\": \"biz_12\", \"user_id\": \"user_24\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-11-22\", \"updated_at\": \"2025-11-22\", \"useful_count\": 2}, \"rev_59\": {\"review_id\": \"rev_59\", \"business_id\": \"biz_14\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 3}, \"rev_60\": {\"review_id\": \"rev_60\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-02-05\", \"updated_at\": \"2026-02-05\", \"useful_count\": 22}, \"rev_61\": {\"review_id\": \"rev_61\", \"business_id\": \"biz_1\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-28\", \"updated_at\": \"2026-02-28\", \"useful_count\": 18}, \"rev_62\": {\"review_id\": \"rev_62\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 31}, \"rev_63\": {\"review_id\": \"rev_63\", \"business_id\": \"biz_1\", \"user_id\": \"user_15\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-04-15\", \"updated_at\": \"2026-04-15\", \"useful_count\": 8}, \"rev_64\": {\"review_id\": \"rev_64\", \"business_id\": \"biz_19\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-12\", \"updated_at\": \"2026-02-12\", \"useful_count\": 6}, \"rev_65\": {\"review_id\": \"rev_65\", \"business_id\": \"biz_19\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-04\", \"updated_at\": \"2026-03-04\", \"useful_count\": 5}, \"rev_66\": {\"review_id\": \"rev_66\", \"business_id\": \"biz_19\", \"user_id\": \"user_19\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 4}, \"rev_67\": {\"review_id\": \"rev_67\", \"business_id\": \"biz_3\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Excellent tasting menu — every course thoughtful. Service was elegant.\", \"created_at\": \"2026-04-22\", \"updated_at\": \"2026-04-22\", \"useful_count\": 14}, \"rev_68\": {\"review_id\": \"rev_68\", \"business_id\": \"biz_1\", \"user_id\": \"user_18\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-07-27\", \"updated_at\": \"2025-07-27\", \"useful_count\": 5}, \"rev_69\": {\"review_id\": \"rev_69\", \"business_id\": \"biz_1\", \"user_id\": \"user_03\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-12-26\", \"updated_at\": \"2024-12-26\", \"useful_count\": 5}, \"rev_70\": {\"review_id\": \"rev_70\", \"business_id\": \"biz_1\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 2}, \"rev_71\": {\"review_id\": \"rev_71\", \"business_id\": \"biz_4\", \"user_id\": \"user_29\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2026-02-27\", \"updated_at\": \"2026-02-27\", \"useful_count\": 5}, \"rev_72\": {\"review_id\": \"rev_72\", \"business_id\": \"biz_5\", \"user_id\": \"user_14\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-29\", \"updated_at\": \"2026-01-29\", \"useful_count\": 3}, \"rev_73\": {\"review_id\": \"rev_73\", \"business_id\": \"biz_5\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-02-22\", \"updated_at\": \"2026-02-22\", \"useful_count\": 6}, \"rev_74\": {\"review_id\": \"rev_74\", \"business_id\": \"biz_5\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 4}, \"rev_75\": {\"review_id\": \"rev_75\", \"business_id\": \"biz_5\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-09-05\", \"updated_at\": \"2024-09-05\", \"useful_count\": 5}, \"rev_76\": {\"review_id\": \"rev_76\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 5}, \"rev_77\": {\"review_id\": \"rev_77\", \"business_id\": \"biz_6\", \"user_id\": \"user_26\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-04-11\", \"updated_at\": \"2026-04-11\", \"useful_count\": 2}, \"rev_78\": {\"review_id\": \"rev_78\", \"business_id\": \"biz_6\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2024-08-14\", \"updated_at\": \"2024-08-14\", \"useful_count\": 3}, \"rev_79\": {\"review_id\": \"rev_79\", \"business_id\": \"biz_6\", \"user_id\": \"user_16\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-02-19\", \"updated_at\": \"2025-02-19\", \"useful_count\": 2}, \"rev_80\": {\"review_id\": \"rev_80\", \"business_id\": \"biz_6\", \"user_id\": \"user_24\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-04-26\", \"updated_at\": \"2025-04-26\", \"useful_count\": 4}, \"rev_81\": {\"review_id\": \"rev_81\", \"business_id\": \"biz_6\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 3}, \"rev_82\": {\"review_id\": \"rev_82\", \"business_id\": \"biz_6\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-06\", \"updated_at\": \"2025-06-06\", \"useful_count\": 4}, \"rev_83\": {\"review_id\": \"rev_83\", \"business_id\": \"biz_6\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-07-12\", \"updated_at\": \"2024-07-12\", \"useful_count\": 0}, \"rev_84\": {\"review_id\": \"rev_84\", \"business_id\": \"biz_7\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-07-16\", \"updated_at\": \"2025-07-16\", \"useful_count\": 1}, \"rev_85\": {\"review_id\": \"rev_85\", \"business_id\": \"biz_7\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-04-04\", \"updated_at\": \"2025-04-04\", \"useful_count\": 1}, \"rev_86\": {\"review_id\": \"rev_86\", \"business_id\": \"biz_7\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-05-27\", \"updated_at\": \"2024-05-27\", \"useful_count\": 3}, \"rev_87\": {\"review_id\": \"rev_87\", \"business_id\": \"biz_8\", \"user_id\": \"user_09\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2024-11-03\", \"updated_at\": \"2024-11-03\", \"useful_count\": 2}, \"rev_88\": {\"review_id\": \"rev_88\", \"business_id\": \"biz_8\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-12-24\", \"updated_at\": \"2024-12-24\", \"useful_count\": 1}, \"rev_89\": {\"review_id\": \"rev_89\", \"business_id\": \"biz_8\", \"user_id\": \"user_27\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-06-11\", \"updated_at\": \"2024-06-11\", \"useful_count\": 3}, \"rev_90\": {\"review_id\": \"rev_90\", \"business_id\": \"biz_8\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-03-10\", \"updated_at\": \"2025-03-10\", \"useful_count\": 2}, \"rev_91\": {\"review_id\": \"rev_91\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-26\", \"updated_at\": \"2026-03-26\", \"useful_count\": 3}, \"rev_92\": {\"review_id\": \"rev_92\", \"business_id\": \"biz_8\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"Mixed feelings. The mains were great but the appetizers were bland.\", \"created_at\": \"2025-06-01\", \"updated_at\": \"2025-06-01\", \"useful_count\": 0}, \"rev_93\": {\"review_id\": \"rev_93\", \"business_id\": \"biz_9\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-10\", \"updated_at\": \"2024-06-10\", \"useful_count\": 4}, \"rev_94\": {\"review_id\": \"rev_94\", \"business_id\": \"biz_9\", \"user_id\": \"user_21\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2024-11-23\", \"updated_at\": \"2024-11-23\", \"useful_count\": 0}, \"rev_95\": {\"review_id\": \"rev_95\", \"business_id\": \"biz_9\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-11-03\", \"updated_at\": \"2025-11-03\", \"useful_count\": 0}, \"rev_96\": {\"review_id\": \"rev_96\", \"business_id\": \"biz_9\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-15\", \"updated_at\": \"2026-03-15\", \"useful_count\": 0}, \"rev_97\": {\"review_id\": \"rev_97\", \"business_id\": \"biz_9\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-11\", \"updated_at\": \"2025-02-11\", \"useful_count\": 3}, \"rev_98\": {\"review_id\": \"rev_98\", \"business_id\": \"biz_9\", \"user_id\": \"user_23\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-04-07\", \"updated_at\": \"2026-04-07\", \"useful_count\": 5}, \"rev_99\": {\"review_id\": \"rev_99\", \"business_id\": \"biz_10\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_100\": {\"review_id\": \"rev_100\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-01-25\", \"updated_at\": \"2025-01-25\", \"useful_count\": 3}, \"rev_101\": {\"review_id\": \"rev_101\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 1, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2026-02-02\", \"updated_at\": \"2026-02-02\", \"useful_count\": 1}, \"rev_102\": {\"review_id\": \"rev_102\", \"business_id\": \"biz_10\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-01-26\", \"updated_at\": \"2025-01-26\", \"useful_count\": 6}, \"rev_103\": {\"review_id\": \"rev_103\", \"business_id\": \"biz_10\", \"user_id\": \"user_20\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2024-05-19\", \"updated_at\": \"2024-05-19\", \"useful_count\": 5}, \"rev_104\": {\"review_id\": \"rev_104\", \"business_id\": \"biz_10\", \"user_id\": \"user_25\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-06-11\", \"updated_at\": \"2025-06-11\", \"useful_count\": 0}, \"rev_105\": {\"review_id\": \"rev_105\", \"business_id\": \"biz_10\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 3}, \"rev_106\": {\"review_id\": \"rev_106\", \"business_id\": \"biz_11\", \"user_id\": \"user_30\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-11-20\", \"updated_at\": \"2024-11-20\", \"useful_count\": 3}, \"rev_107\": {\"review_id\": \"rev_107\", \"business_id\": \"biz_11\", \"user_id\": \"user_24\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2024-10-16\", \"updated_at\": \"2024-10-16\", \"useful_count\": 2}, \"rev_108\": {\"review_id\": \"rev_108\", \"business_id\": \"biz_11\", \"user_id\": \"user_08\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 2}, \"rev_109\": {\"review_id\": \"rev_109\", \"business_id\": \"biz_11\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-17\", \"updated_at\": \"2026-04-17\", \"useful_count\": 5}, \"rev_110\": {\"review_id\": \"rev_110\", \"business_id\": \"biz_12\", \"user_id\": \"user_15\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2025-05-01\", \"updated_at\": \"2025-05-01\", \"useful_count\": 5}, \"rev_111\": {\"review_id\": \"rev_111\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 5}, \"rev_112\": {\"review_id\": \"rev_112\", \"business_id\": \"biz_12\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-10-15\", \"updated_at\": \"2025-10-15\", \"useful_count\": 2}, \"rev_113\": {\"review_id\": \"rev_113\", \"business_id\": \"biz_12\", \"user_id\": \"user_09\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-12-12\", \"updated_at\": \"2024-12-12\", \"useful_count\": 4}, \"rev_114\": {\"review_id\": \"rev_114\", \"business_id\": \"biz_12\", \"user_id\": \"user_18\", \"rating\": 2, \"text\": \"Service was indifferent. The dish I ordered came out wrong and they didn't want to fix it.\", \"created_at\": \"2024-09-12\", \"updated_at\": \"2024-09-12\", \"useful_count\": 2}, \"rev_115\": {\"review_id\": \"rev_115\", \"business_id\": \"biz_12\", \"user_id\": \"user_20\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-01-30\", \"updated_at\": \"2026-01-30\", \"useful_count\": 0}, \"rev_116\": {\"review_id\": \"rev_116\", \"business_id\": \"biz_13\", \"user_id\": \"user_25\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 6}, \"rev_117\": {\"review_id\": \"rev_117\", \"business_id\": \"biz_13\", \"user_id\": \"user_19\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-11-01\", \"updated_at\": \"2025-11-01\", \"useful_count\": 5}, \"rev_118\": {\"review_id\": \"rev_118\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2025-04-27\", \"updated_at\": \"2025-04-27\", \"useful_count\": 5}, \"rev_119\": {\"review_id\": \"rev_119\", \"business_id\": \"biz_13\", \"user_id\": \"user_27\", \"rating\": 1, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-10-07\", \"updated_at\": \"2025-10-07\", \"useful_count\": 5}, \"rev_120\": {\"review_id\": \"rev_120\", \"business_id\": \"biz_13\", \"user_id\": \"user_02\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-06-04\", \"updated_at\": \"2024-06-04\", \"useful_count\": 6}, \"rev_121\": {\"review_id\": \"rev_121\", \"business_id\": \"biz_13\", \"user_id\": \"user_14\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2025-03-21\", \"updated_at\": \"2025-03-21\", \"useful_count\": 0}, \"rev_122\": {\"review_id\": \"rev_122\", \"business_id\": \"biz_13\", \"user_id\": \"user_24\", \"rating\": 1, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2024-04-15\", \"updated_at\": \"2024-04-15\", \"useful_count\": 2}, \"rev_123\": {\"review_id\": \"rev_123\", \"business_id\": \"biz_13\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-05-18\", \"updated_at\": \"2024-05-18\", \"useful_count\": 3}, \"rev_124\": {\"review_id\": \"rev_124\", \"business_id\": \"biz_14\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Not what I expected based on the hype. Several issues with our order.\", \"created_at\": \"2025-12-02\", \"updated_at\": \"2025-12-02\", \"useful_count\": 5}, \"rev_125\": {\"review_id\": \"rev_125\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-07-10\", \"updated_at\": \"2024-07-10\", \"useful_count\": 3}, \"rev_126\": {\"review_id\": \"rev_126\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 3, \"text\": \"Decent meal but nothing memorable. Service was fine, food was ok. Might come back.\", \"created_at\": \"2025-11-15\", \"updated_at\": \"2025-11-15\", \"useful_count\": 3}, \"rev_127\": {\"review_id\": \"rev_127\", \"business_id\": \"biz_15\", \"user_id\": \"user_08\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2026-03-10\", \"updated_at\": \"2026-03-10\", \"useful_count\": 1}, \"rev_128\": {\"review_id\": \"rev_128\", \"business_id\": \"biz_15\", \"user_id\": \"user_27\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-08-19\", \"updated_at\": \"2025-08-19\", \"useful_count\": 2}, \"rev_129\": {\"review_id\": \"rev_129\", \"business_id\": \"biz_15\", \"user_id\": \"user_29\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2024-06-19\", \"updated_at\": \"2024-06-19\", \"useful_count\": 0}, \"rev_130\": {\"review_id\": \"rev_130\", \"business_id\": \"biz_15\", \"user_id\": \"user_14\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-02-08\", \"updated_at\": \"2026-02-08\", \"useful_count\": 1}, \"rev_131\": {\"review_id\": \"rev_131\", \"business_id\": \"biz_16\", \"user_id\": \"user_04\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-04-05\", \"updated_at\": \"2026-04-05\", \"useful_count\": 4}, \"rev_132\": {\"review_id\": \"rev_132\", \"business_id\": \"biz_16\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-06-03\", \"updated_at\": \"2025-06-03\", \"useful_count\": 5}, \"rev_133\": {\"review_id\": \"rev_133\", \"business_id\": \"biz_16\", \"user_id\": \"user_17\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_134\": {\"review_id\": \"rev_134\", \"business_id\": \"biz_16\", \"user_id\": \"user_11\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2025-10-18\", \"updated_at\": \"2025-10-18\", \"useful_count\": 0}, \"rev_135\": {\"review_id\": \"rev_135\", \"business_id\": \"biz_16\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-28\", \"updated_at\": \"2024-12-28\", \"useful_count\": 3}, \"rev_136\": {\"review_id\": \"rev_136\", \"business_id\": \"biz_17\", \"user_id\": \"user_01\", \"rating\": 5, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-12-27\", \"updated_at\": \"2024-12-27\", \"useful_count\": 4}, \"rev_137\": {\"review_id\": \"rev_137\", \"business_id\": \"biz_17\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-02-01\", \"updated_at\": \"2025-02-01\", \"useful_count\": 4}, \"rev_138\": {\"review_id\": \"rev_138\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2025-11-04\", \"updated_at\": \"2025-11-04\", \"useful_count\": 4}, \"rev_139\": {\"review_id\": \"rev_139\", \"business_id\": \"biz_17\", \"user_id\": \"user_08\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-09-27\", \"updated_at\": \"2025-09-27\", \"useful_count\": 1}, \"rev_140\": {\"review_id\": \"rev_140\", \"business_id\": \"biz_17\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2024-12-03\", \"updated_at\": \"2024-12-03\", \"useful_count\": 0}, \"rev_141\": {\"review_id\": \"rev_141\", \"business_id\": \"biz_17\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-25\", \"updated_at\": \"2026-03-25\", \"useful_count\": 3}, \"rev_142\": {\"review_id\": \"rev_142\", \"business_id\": \"biz_17\", \"user_id\": \"user_30\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-06-17\", \"updated_at\": \"2025-06-17\", \"useful_count\": 1}, \"rev_143\": {\"review_id\": \"rev_143\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-03-18\", \"updated_at\": \"2026-03-18\", \"useful_count\": 1}, \"rev_144\": {\"review_id\": \"rev_144\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2024-09-14\", \"updated_at\": \"2024-09-14\", \"useful_count\": 0}, \"rev_145\": {\"review_id\": \"rev_145\", \"business_id\": \"biz_18\", \"user_id\": \"user_17\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2025-08-17\", \"updated_at\": \"2025-08-17\", \"useful_count\": 0}, \"rev_146\": {\"review_id\": \"rev_146\", \"business_id\": \"biz_18\", \"user_id\": \"user_06\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_147\": {\"review_id\": \"rev_147\", \"business_id\": \"biz_18\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2024-04-24\", \"updated_at\": \"2024-04-24\", \"useful_count\": 3}, \"rev_148\": {\"review_id\": \"rev_148\", \"business_id\": \"biz_18\", \"user_id\": \"user_01\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2026-03-02\", \"updated_at\": \"2026-03-02\", \"useful_count\": 2}, \"rev_149\": {\"review_id\": \"rev_149\", \"business_id\": \"biz_18\", \"user_id\": \"user_13\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-08\", \"updated_at\": \"2025-10-08\", \"useful_count\": 0}, \"rev_150\": {\"review_id\": \"rev_150\", \"business_id\": \"biz_18\", \"user_id\": \"user_03\", \"rating\": 2, \"text\": \"Overrated. The flavors were flat and the place was loud and uncomfortable.\", \"created_at\": \"2026-04-24\", \"updated_at\": \"2026-04-24\", \"useful_count\": 4}, \"rev_151\": {\"review_id\": \"rev_151\", \"business_id\": \"biz_19\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2024-10-20\", \"updated_at\": \"2024-10-20\", \"useful_count\": 1}, \"rev_152\": {\"review_id\": \"rev_152\", \"business_id\": \"biz_19\", \"user_id\": \"user_13\", \"rating\": 3, \"text\": \"Pretty good but a bit overpriced for what you get. Wait was longer than expected.\", \"created_at\": \"2026-04-23\", \"updated_at\": \"2026-04-23\", \"useful_count\": 4}, \"rev_153\": {\"review_id\": \"rev_153\", \"business_id\": \"biz_19\", \"user_id\": \"user_10\", \"rating\": 5, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2025-12-07\", \"updated_at\": \"2025-12-07\", \"useful_count\": 2}, \"rev_154\": {\"review_id\": \"rev_154\", \"business_id\": \"biz_20\", \"user_id\": \"user_01\", \"rating\": 3, \"text\": \"It was alright. Some dishes hit, others missed. The space is nice though.\", \"created_at\": \"2025-11-09\", \"updated_at\": \"2025-11-09\", \"useful_count\": 3}, \"rev_155\": {\"review_id\": \"rev_155\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 2, \"text\": \"Waited 45 minutes for a table we had reserved. Food was mediocre at best.\", \"created_at\": \"2024-07-05\", \"updated_at\": \"2024-07-05\", \"useful_count\": 2}, \"rev_156\": {\"review_id\": \"rev_156\", \"business_id\": \"biz_20\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-03-17\", \"updated_at\": \"2026-03-17\", \"useful_count\": 1}, \"rev_157\": {\"review_id\": \"rev_157\", \"business_id\": \"biz_20\", \"user_id\": \"user_04\", \"rating\": 2, \"text\": \"Disappointed. Cold food, slow service, and overpriced for what you get. Would not return.\", \"created_at\": \"2024-12-15\", \"updated_at\": \"2024-12-15\", \"useful_count\": 4}, \"rev_158\": {\"review_id\": \"rev_158\", \"business_id\": \"biz_20\", \"user_id\": \"user_02\", \"rating\": 3, \"text\": \"Average experience overall. Nothing wrong, nothing extraordinary.\", \"created_at\": \"2026-04-03\", \"updated_at\": \"2026-04-03\", \"useful_count\": 0}, \"rev_159\": {\"review_id\": \"rev_159\", \"business_id\": \"biz_20\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-01-16\", \"updated_at\": \"2025-01-16\", \"useful_count\": 4}, \"rev_160\": {\"review_id\": \"rev_160\", \"business_id\": \"biz_20\", \"user_id\": \"user_16\", \"rating\": 4, \"text\": \"Outstanding meal. Every dish was carefully prepared. Highly recommend the chef's special.\", \"created_at\": \"2026-03-22\", \"updated_at\": \"2026-03-22\", \"useful_count\": 2}, \"rev_161\": {\"review_id\": \"rev_161\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-11-17\", \"updated_at\": \"2025-11-17\", \"useful_count\": 4}, \"rev_162\": {\"review_id\": \"rev_162\", \"business_id\": \"biz_21\", \"user_id\": \"user_07\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2025-12-03\", \"updated_at\": \"2025-12-03\", \"useful_count\": 4}, \"rev_163\": {\"review_id\": \"rev_163\", \"business_id\": \"biz_21\", \"user_id\": \"user_29\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-02-17\", \"updated_at\": \"2026-02-17\", \"useful_count\": 4}, \"rev_164\": {\"review_id\": \"rev_164\", \"business_id\": \"biz_21\", \"user_id\": \"user_21\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2024-10-02\", \"updated_at\": \"2024-10-02\", \"useful_count\": 0}, \"rev_165\": {\"review_id\": \"rev_165\", \"business_id\": \"biz_21\", \"user_id\": \"user_11\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-02-19\", \"updated_at\": \"2026-02-19\", \"useful_count\": 0}, \"rev_166\": {\"review_id\": \"rev_166\", \"business_id\": \"biz_21\", \"user_id\": \"user_26\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-08\", \"updated_at\": \"2026-04-08\", \"useful_count\": 2}, \"rev_167\": {\"review_id\": \"rev_167\", \"business_id\": \"biz_21\", \"user_id\": \"user_18\", \"rating\": 4, \"text\": \"One of my favorite spots in SF. Always consistent. The portions are generous and the staff knows their stuff.\", \"created_at\": \"2026-03-23\", \"updated_at\": \"2026-03-23\", \"useful_count\": 2}, \"rev_168\": {\"review_id\": \"rev_168\", \"business_id\": \"biz_21\", \"user_id\": \"user_06\", \"rating\": 4, \"text\": \"I keep coming back. Reliable quality and great staff. Tried the seasonal menu — fantastic.\", \"created_at\": \"2025-09-11\", \"updated_at\": \"2025-09-11\", \"useful_count\": 4}, \"rev_169\": {\"review_id\": \"rev_169\", \"business_id\": \"biz_22\", \"user_id\": \"user_27\", \"rating\": 5, \"text\": \"Loved the atmosphere and the food was on point. Service was friendly and quick. Will be back soon.\", \"created_at\": \"2025-10-24\", \"updated_at\": \"2025-10-24\", \"useful_count\": 3}, \"rev_170\": {\"review_id\": \"rev_170\", \"business_id\": \"biz_22\", \"user_id\": \"user_13\", \"rating\": 4, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2024-10-14\", \"updated_at\": \"2024-10-14\", \"useful_count\": 3}, \"rev_171\": {\"review_id\": \"rev_171\", \"business_id\": \"biz_22\", \"user_id\": \"user_25\", \"rating\": 4, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-03-20\", \"updated_at\": \"2026-03-20\", \"useful_count\": 5}, \"rev_172\": {\"review_id\": \"rev_172\", \"business_id\": \"biz_22\", \"user_id\": \"user_07\", \"rating\": 5, \"text\": \"Hidden gem in the neighborhood. The flavors were balanced and the price was fair.\", \"created_at\": \"2025-12-15\", \"updated_at\": \"2025-12-15\", \"useful_count\": 6}, \"rev_173\": {\"review_id\": \"rev_173\", \"business_id\": \"biz_22\", \"user_id\": \"user_03\", \"rating\": 5, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-09\", \"updated_at\": \"2026-04-09\", \"useful_count\": 5}, \"rev_174\": {\"review_id\": \"rev_174\", \"business_id\": \"biz_22\", \"user_id\": \"user_18\", \"rating\": 5, \"text\": \"Truly excellent. Worth the wait. Service from start to finish was top-notch.\", \"created_at\": \"2026-04-02\", \"updated_at\": \"2026-04-02\", \"useful_count\": 2}, \"rev_175\": {\"review_id\": \"rev_175\", \"business_id\": \"biz_22\", \"user_id\": \"user_10\", \"rating\": 4, \"text\": \"Cozy place, great vibe. The drink list is solid and the appetizers were superb.\", \"created_at\": \"2026-04-13\", \"updated_at\": \"2026-04-13\", \"useful_count\": 0}}, \"saved_places\": {}, \"bookmarks\": [], \"events\": []}}", "flakiness_config": null}
{"id": "ptc_mt_grocery_gift_card_0", "question": [[{"role": "user", "content": "I have gift card balances at several grocery delivery stores. I want to buy everything on my shopping list while spending as little cash out-of-pocket as possible. Each store I order from charges a delivery fee on top of item prices. A gift card covers part or all of a store's total (items + delivery fee); any remainder is out-of-pocket. Unused gift card balance simply stays on the card. Note that not every store carries every item. Figure out the best assignment of each item to a store and return a JSON object with keys: total_out_of_pocket (float), assignments (list of objects each with store_id, store_name, items (list of item names), item_cost, delivery_fee, store_total, gift_card_applied, out_of_pocket)."}], [{"role": "user", "content": "Now I want to see what I'm passing on. For every item on my shopping list, list every store that carries it in stock (across ALL the stores, not just the ones I'm ordering from), with that store's unit price for that item. Plus: which 5 items have the FEWEST stores carrying them in stock? Those are the rare ones that constrained the assignment.\n\nRespond with JSON:\n- item_options: list of {item_name, options: [{store_id, store_name, unit_price}]} — one entry per shopping list item, IN THE SAME ORDER as my shopping list. options sorted by unit_price ascending then store_name ascending. If no store carries it in stock, options is an empty list.\n- rarest_items: list of 5 {item_name, store_count} sorted by store_count ascending then item_name ascending. store_count is the number of stores with that item in stock."}]], "involved_classes": ["GroceryDeliveryAPI"], "verifier_type": "multi_turn_grocery_gift_card_0", "initial_config": "{\"GroceryDeliveryAPI\": {\"shopping_list\": [\"eggs\", \"milk\", \"bread\", \"chicken\", \"rice\", \"avocados\", \"pasta\", \"olive oil\", \"butter\", \"cheese\", \"yogurt\", \"salmon\", \"broccoli\", \"tomatoes\", \"onions\", \"garlic\", \"potatoes\", \"carrots\", \"apples\", \"bananas\", \"orange juice\", \"cereal\", \"steak\", \"wine\", \"salad kit\", \"ice cream\", \"almonds\", \"sourdough bread\", \"shrimp\", \"tofu\", \"bell peppers\", \"mushrooms\", \"spinach\", \"lemons\", \"maple syrup\", \"coffee beans\", \"honey\", \"oat milk\", \"cheddar\", \"mozzarella\", \"ground beef\", \"pork chops\", \"turkey\", \"bacon\", \"sausage\", \"tortillas\", \"peanut butter\", \"jam\", \"flour\", \"sugar\"], \"stores\": {\"store_1\": {\"name\": \"FreshMart\", \"delivery_fee\": 6.48, \"service_fee_rate\": 0.0, \"inventory\": {\"garlic\": {\"price\": 8.67, \"in_stock\": true}, \"onions\": {\"price\": 8.22, \"in_stock\": true}, \"butter\": {\"price\": 7.9, \"in_stock\": true}, \"pasta\": {\"price\": 6.19, \"in_stock\": true}, \"bacon\": {\"price\": 1.43, \"in_stock\": true}, \"maple syrup\": {\"price\": 10.38, \"in_stock\": true}, \"avocados\": {\"price\": 3.18, \"in_stock\": true}, \"oat milk\": {\"price\": 20.33, \"in_stock\": true}, \"sourdough bread\": {\"price\": 2.19, \"in_stock\": true}, \"bread\": {\"price\": 6.8, \"in_stock\": true}, \"milk\": {\"price\": 14.02, \"in_stock\": true}, \"tortillas\": {\"price\": 19.54, \"in_stock\": true}, \"tomatoes\": {\"price\": 8.28, \"in_stock\": true}, \"flour\": {\"price\": 4.63, \"in_stock\": true}, \"spinach\": {\"price\": 2.0, \"in_stock\": false}, \"mozzarella\": {\"price\": 14.72, \"in_stock\": true}, \"broccoli\": {\"price\": 17.12, \"in_stock\": true}, \"almonds\": {\"price\": 21.68, \"in_stock\": true}, \"honey\": {\"price\": 18.89, \"in_stock\": true}, \"mushrooms\": {\"price\": 19.13, \"in_stock\": true}, \"apples\": {\"price\": 8.67, \"in_stock\": false}, \"jam\": {\"price\": 10.25, \"in_stock\": true}, \"ice cream\": {\"price\": 18.43, \"in_stock\": true}, \"eggs\": {\"price\": 4.0, \"in_stock\": true}, \"salad kit\": {\"price\": 8.14, \"in_stock\": true}, \"cheddar\": {\"price\": 14.91, \"in_stock\": true}, \"steak\": {\"price\": 15.59, \"in_stock\": true}, \"turkey\": {\"price\": 15.2, \"in_stock\": true}, \"yogurt\": {\"price\": 2.04, \"in_stock\": true}, \"shrimp\": {\"price\": 14.15, \"in_stock\": true}, \"rice\": {\"price\": 11.98, \"in_stock\": true}, \"peanut butter\": {\"price\": 5.76, \"in_stock\": true}, \"cereal\": {\"price\": 10.44, \"in_stock\": true}, \"chicken\": {\"price\": 6.3, \"in_stock\": true}, \"ground beef\": {\"price\": 20.4, \"in_stock\": true}}}, \"store_2\": {\"name\": \"ValueMart\", \"delivery_fee\": 7.9, \"service_fee_rate\": 0.0, \"inventory\": {\"bread\": {\"price\": 8.7, \"in_stock\": true}, \"orange juice\": {\"price\": 21.92, \"in_stock\": true}, \"ice cream\": {\"price\": 11.88, \"in_stock\": true}, \"carrots\": {\"price\": 21.38, \"in_stock\": true}, \"rice\": {\"price\": 19.01, \"in_stock\": true}, \"tomatoes\": {\"price\": 0.75, \"in_stock\": true}, \"honey\": {\"price\": 16.0, \"in_stock\": true}, \"flour\": {\"price\": 15.16, \"in_stock\": true}, \"sausage\": {\"price\": 12.04, \"in_stock\": true}, \"mushrooms\": {\"price\": 6.24, \"in_stock\": true}, \"jam\": {\"price\": 14.28, \"in_stock\": true}, \"tofu\": {\"price\": 2.9, \"in_stock\": true}, \"cheese\": {\"price\": 9.85, \"in_stock\": true}, \"potatoes\": {\"price\": 10.26, \"in_stock\": true}, \"butter\": {\"price\": 21.01, \"in_stock\": true}, \"garlic\": {\"price\": 19.33, \"in_stock\": false}, \"bacon\": {\"price\": 6.16, \"in_stock\": true}, \"sourdough bread\": {\"price\": 11.26, \"in_stock\": true}, \"mozzarella\": {\"price\": 4.34, \"in_stock\": true}, \"salmon\": {\"price\": 20.12, \"in_stock\": false}, \"olive oil\": {\"price\": 19.22, \"in_stock\": true}, \"tortillas\": {\"price\": 6.92, \"in_stock\": true}, \"lemons\": {\"price\": 14.24, \"in_stock\": true}, \"maple syrup\": {\"price\": 13.59, \"in_stock\": true}, \"sugar\": {\"price\": 3.79, \"in_stock\": true}, \"salad kit\": {\"price\": 16.89, \"in_stock\": true}, \"milk\": {\"price\": 12.1, \"in_stock\": true}, \"chicken\": {\"price\": 17.24, \"in_stock\": true}, \"shrimp\": {\"price\": 11.9, \"in_stock\": true}, \"turkey\": {\"price\": 0.51, \"in_stock\": true}, \"avocados\": {\"price\": 7.47, \"in_stock\": true}, \"pork chops\": {\"price\": 0.92, \"in_stock\": true}, \"ground beef\": {\"price\": 20.48, \"in_stock\": true}, \"broccoli\": {\"price\": 19.39, \"in_stock\": true}}}, \"store_3\": {\"name\": \"PrimeGrocery\", \"delivery_fee\": 2.41, \"service_fee_rate\": 0.0, \"inventory\": {\"avocados\": {\"price\": 7.77, \"in_stock\": true}, \"peanut butter\": {\"price\": 13.15, \"in_stock\": true}, \"mushrooms\": {\"price\": 5.45, \"in_stock\": true}, \"rice\": {\"price\": 5.23, \"in_stock\": true}, \"maple syrup\": {\"price\": 2.03, \"in_stock\": true}, \"butter\": {\"price\": 14.07, \"in_stock\": true}, \"sausage\": {\"price\": 5.42, \"in_stock\": true}, \"turkey\": {\"price\": 19.97, \"in_stock\": true}, \"bell peppers\": {\"price\": 18.98, \"in_stock\": true}, \"coffee beans\": {\"price\": 2.02, \"in_stock\": true}, \"yogurt\": {\"price\": 5.62, \"in_stock\": false}, \"potatoes\": {\"price\": 14.88, \"in_stock\": true}, \"lemons\": {\"price\": 5.11, \"in_stock\": true}, \"sourdough bread\": {\"price\": 3.34, \"in_stock\": true}, \"tomatoes\": {\"price\": 20.61, \"in_stock\": true}, \"tortillas\": {\"price\": 12.78, \"in_stock\": true}, \"broccoli\": {\"price\": 10.66, \"in_stock\": true}, \"bananas\": {\"price\": 17.37, \"in_stock\": true}, \"ice cream\": {\"price\": 17.86, \"in_stock\": true}, \"cereal\": {\"price\": 4.59, \"in_stock\": true}, \"orange juice\": {\"price\": 2.58, \"in_stock\": true}, \"salmon\": {\"price\": 9.77, \"in_stock\": true}, \"onions\": {\"price\": 9.61, \"in_stock\": true}, \"cheddar\": {\"price\": 10.54, \"in_stock\": true}, \"honey\": {\"price\": 16.18, \"in_stock\": true}, \"chicken\": {\"price\": 14.98, \"in_stock\": false}, \"olive oil\": {\"price\": 21.66, \"in_stock\": true}, \"wine\": {\"price\": 2.62, \"in_stock\": true}, \"bread\": {\"price\": 9.16, \"in_stock\": true}}}, \"store_4\": {\"name\": \"OrganicHub\", \"delivery_fee\": 8.03, \"service_fee_rate\": 0.0, \"inventory\": {\"maple syrup\": {\"price\": 15.48, \"in_stock\": true}, \"shrimp\": {\"price\": 16.21, \"in_stock\": true}, \"butter\": {\"price\": 17.34, \"in_stock\": true}, \"sourdough bread\": {\"price\": 14.73, \"in_stock\": true}, \"salmon\": {\"price\": 10.96, \"in_stock\": true}, \"carrots\": {\"price\": 4.58, \"in_stock\": true}, \"tofu\": {\"price\": 5.18, \"in_stock\": true}, \"garlic\": {\"price\": 1.76, \"in_stock\": true}, \"rice\": {\"price\": 16.32, \"in_stock\": true}, \"flour\": {\"price\": 1.81, \"in_stock\": true}, \"coffee beans\": {\"price\": 7.24, \"in_stock\": true}, \"pasta\": {\"price\": 1.58, \"in_stock\": true}, \"chicken\": {\"price\": 10.75, \"in_stock\": true}, \"sugar\": {\"price\": 20.27, \"in_stock\": true}, \"eggs\": {\"price\": 11.92, \"in_stock\": true}, \"avocados\": {\"price\": 1.72, \"in_stock\": true}, \"turkey\": {\"price\": 11.42, \"in_stock\": false}, \"yogurt\": {\"price\": 18.8, \"in_stock\": true}, \"almonds\": {\"price\": 1.97, \"in_stock\": true}, \"lemons\": {\"price\": 1.96, \"in_stock\": true}, \"bell peppers\": {\"price\": 19.03, \"in_stock\": true}, \"cheddar\": {\"price\": 9.18, \"in_stock\": true}, \"peanut butter\": {\"price\": 20.74, \"in_stock\": true}, \"broccoli\": {\"price\": 12.75, \"in_stock\": true}, \"milk\": {\"price\": 12.95, \"in_stock\": true}, \"honey\": {\"price\": 1.35, \"in_stock\": false}, \"mushrooms\": {\"price\": 2.26, \"in_stock\": true}, \"mozzarella\": {\"price\": 14.63, \"in_stock\": true}, \"wine\": {\"price\": 12.65, \"in_stock\": true}, \"jam\": {\"price\": 7.3, \"in_stock\": true}, \"onions\": {\"price\": 6.11, \"in_stock\": true}, \"cheese\": {\"price\": 14.9, \"in_stock\": true}, \"tomatoes\": {\"price\": 7.25, \"in_stock\": true}}}, \"store_5\": {\"name\": \"BudgetBasket\", \"delivery_fee\": 2.92, \"service_fee_rate\": 0.0, \"inventory\": {\"orange juice\": {\"price\": 6.56, \"in_stock\": true}, \"flour\": {\"price\": 5.03, \"in_stock\": true}, \"rice\": {\"price\": 7.87, \"in_stock\": true}, \"eggs\": {\"price\": 15.28, \"in_stock\": true}, \"tofu\": {\"price\": 18.84, \"in_stock\": true}, \"mozzarella\": {\"price\": 11.37, \"in_stock\": true}, \"honey\": {\"price\": 5.9, \"in_stock\": true}, \"pasta\": {\"price\": 20.03, \"in_stock\": true}, \"jam\": {\"price\": 1.59, \"in_stock\": true}, \"maple syrup\": {\"price\": 14.14, \"in_stock\": true}, \"tomatoes\": {\"price\": 18.33, \"in_stock\": false}, \"spinach\": {\"price\": 1.45, \"in_stock\": true}, \"potatoes\": {\"price\": 7.67, \"in_stock\": true}, \"butter\": {\"price\": 3.31, \"in_stock\": true}, \"steak\": {\"price\": 21.57, \"in_stock\": true}, \"pork chops\": {\"price\": 3.97, \"in_stock\": false}, \"garlic\": {\"price\": 10.0, \"in_stock\": true}, \"wine\": {\"price\": 15.67, \"in_stock\": true}, \"apples\": {\"price\": 12.56, \"in_stock\": true}, \"avocados\": {\"price\": 2.91, \"in_stock\": true}, \"onions\": {\"price\": 20.82, \"in_stock\": true}, \"almonds\": {\"price\": 15.36, \"in_stock\": true}, \"carrots\": {\"price\": 3.7, \"in_stock\": true}, \"coffee beans\": {\"price\": 1.27, \"in_stock\": true}, \"cheese\": {\"price\": 8.44, \"in_stock\": true}, \"bananas\": {\"price\": 12.38, \"in_stock\": true}, \"sugar\": {\"price\": 9.74, \"in_stock\": true}, \"oat milk\": {\"price\": 1.4, \"in_stock\": true}, \"peanut butter\": {\"price\": 8.34, \"in_stock\": true}, \"sourdough bread\": {\"price\": 20.56, \"in_stock\": true}, \"ice cream\": {\"price\": 21.4, \"in_stock\": true}, \"chicken\": {\"price\": 1.36, \"in_stock\": true}, \"ground beef\": {\"price\": 8.19, \"in_stock\": true}, \"bacon\": {\"price\": 15.16, \"in_stock\": true}, \"mushrooms\": {\"price\": 14.84, \"in_stock\": true}, \"tortillas\": {\"price\": 8.1, \"in_stock\": true}, \"milk\": {\"price\": 12.54, \"in_stock\": true}, \"salmon\": {\"price\": 19.31, \"in_stock\": true}, \"shrimp\": {\"price\": 21.44, \"in_stock\": true}, \"bread\": {\"price\": 16.61, \"in_stock\": true}, \"cheddar\": {\"price\": 20.4, \"in_stock\": true}}}, \"store_6\": {\"name\": \"SeafoodDirect\", \"delivery_fee\": 8.83, \"service_fee_rate\": 0.0, \"inventory\": {\"milk\": {\"price\": 1.32, \"in_stock\": true}, \"salmon\": {\"price\": 13.33, \"in_stock\": true}, \"jam\": {\"price\": 7.93, \"in_stock\": true}, \"cereal\": {\"price\": 17.41, \"in_stock\": true}, \"almonds\": {\"price\": 9.88, \"in_stock\": true}, \"turkey\": {\"price\": 21.66, \"in_stock\": true}, \"garlic\": {\"price\": 2.99, \"in_stock\": true}, \"carrots\": {\"price\": 19.84, \"in_stock\": true}, \"yogurt\": {\"price\": 4.59, \"in_stock\": true}, \"pasta\": {\"price\": 1.45, \"in_stock\": true}, \"salad kit\": {\"price\": 9.88, \"in_stock\": true}, \"bread\": {\"price\": 11.68, \"in_stock\": true}, \"bell peppers\": {\"price\": 17.84, \"in_stock\": true}, \"onions\": {\"price\": 15.27, \"in_stock\": true}, \"broccoli\": {\"price\": 20.72, \"in_stock\": true}, \"tofu\": {\"price\": 16.35, \"in_stock\": true}, \"steak\": {\"price\": 4.74, \"in_stock\": true}, \"bananas\": {\"price\": 9.77, \"in_stock\": true}, \"honey\": {\"price\": 20.9, \"in_stock\": true}, \"olive oil\": {\"price\": 20.3, \"in_stock\": true}, \"eggs\": {\"price\": 13.9, \"in_stock\": false}, \"peanut butter\": {\"price\": 14.76, \"in_stock\": true}, \"ground beef\": {\"price\": 3.18, \"in_stock\": true}, \"coffee beans\": {\"price\": 19.85, \"in_stock\": true}, \"pork chops\": {\"price\": 11.4, \"in_stock\": true}, \"butter\": {\"price\": 14.84, \"in_stock\": true}, \"cheddar\": {\"price\": 7.51, \"in_stock\": true}, \"mozzarella\": {\"price\": 15.49, \"in_stock\": true}, \"flour\": {\"price\": 12.42, \"in_stock\": true}, \"orange juice\": {\"price\": 4.62, \"in_stock\": true}, \"potatoes\": {\"price\": 14.8, \"in_stock\": true}, \"tortillas\": {\"price\": 8.65, \"in_stock\": true}, \"sausage\": {\"price\": 16.58, \"in_stock\": true}, \"ice cream\": {\"price\": 4.24, \"in_stock\": true}, \"maple syrup\": {\"price\": 12.74, \"in_stock\": true}, \"sugar\": {\"price\": 9.23, \"in_stock\": true}, \"rice\": {\"price\": 18.43, \"in_stock\": true}, \"wine\": {\"price\": 7.03, \"in_stock\": true}, \"cheese\": {\"price\": 5.02, \"in_stock\": false}, \"tomatoes\": {\"price\": 17.39, \"in_stock\": true}}}, \"store_7\": {\"name\": \"MegaMart\", \"delivery_fee\": 5.25, \"service_fee_rate\": 0.0, \"inventory\": {\"spinach\": {\"price\": 5.75, \"in_stock\": true}, \"bell peppers\": {\"price\": 14.61, \"in_stock\": true}, \"jam\": {\"price\": 0.62, \"in_stock\": true}, \"yogurt\": {\"price\": 16.65, \"in_stock\": true}, \"turkey\": {\"price\": 17.06, \"in_stock\": true}, \"avocados\": {\"price\": 2.79, \"in_stock\": true}, \"apples\": {\"price\": 9.64, \"in_stock\": true}, \"sugar\": {\"price\": 4.28, \"in_stock\": true}, \"ground beef\": {\"price\": 21.1, \"in_stock\": true}, \"mozzarella\": {\"price\": 11.64, \"in_stock\": true}, \"cereal\": {\"price\": 1.58, \"in_stock\": true}, \"sausage\": {\"price\": 5.86, \"in_stock\": true}, \"garlic\": {\"price\": 18.74, \"in_stock\": true}, \"bananas\": {\"price\": 10.31, \"in_stock\": true}, \"onions\": {\"price\": 17.73, \"in_stock\": true}, \"broccoli\": {\"price\": 14.85, \"in_stock\": false}, \"cheese\": {\"price\": 21.74, \"in_stock\": true}, \"milk\": {\"price\": 13.3, 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0.63, \"in_stock\": true}, \"chicken\": {\"price\": 19.2, \"in_stock\": true}, \"apples\": {\"price\": 12.68, \"in_stock\": true}, \"cheddar\": {\"price\": 9.12, \"in_stock\": true}, \"bananas\": {\"price\": 3.55, \"in_stock\": true}, \"steak\": {\"price\": 14.11, \"in_stock\": true}, \"pasta\": {\"price\": 1.16, \"in_stock\": true}, \"honey\": {\"price\": 16.54, \"in_stock\": false}, \"spinach\": {\"price\": 5.13, \"in_stock\": true}, \"tomatoes\": {\"price\": 9.53, \"in_stock\": true}, \"cheese\": {\"price\": 7.83, \"in_stock\": true}, \"bell peppers\": {\"price\": 8.46, \"in_stock\": true}, \"onions\": {\"price\": 16.01, \"in_stock\": true}, \"bacon\": {\"price\": 17.2, \"in_stock\": true}, \"sausage\": {\"price\": 12.7, \"in_stock\": true}, \"wine\": {\"price\": 2.33, \"in_stock\": true}, \"olive oil\": {\"price\": 1.63, \"in_stock\": true}, \"carrots\": {\"price\": 3.88, \"in_stock\": true}, \"oat milk\": {\"price\": 13.78, \"in_stock\": true}, \"ice cream\": {\"price\": 14.99, \"in_stock\": true}, \"ground beef\": {\"price\": 6.35, \"in_stock\": false}, \"sourdough bread\": {\"price\": 14.73, \"in_stock\": true}, \"pork chops\": {\"price\": 10.94, \"in_stock\": true}, \"salad kit\": {\"price\": 10.0, \"in_stock\": true}, \"tortillas\": {\"price\": 6.37, \"in_stock\": true}, \"sugar\": {\"price\": 16.73, \"in_stock\": true}, \"cereal\": {\"price\": 2.95, \"in_stock\": true}, \"orange juice\": {\"price\": 9.74, \"in_stock\": true}, \"shrimp\": {\"price\": 6.59, \"in_stock\": true}, \"eggs\": {\"price\": 15.09, \"in_stock\": true}, \"almonds\": {\"price\": 10.96, \"in_stock\": true}, \"butter\": {\"price\": 14.84, \"in_stock\": true}, \"coffee beans\": {\"price\": 1.48, \"in_stock\": true}, \"avocados\": {\"price\": 9.0, \"in_stock\": true}, \"jam\": {\"price\": 13.39, \"in_stock\": true}, \"salmon\": {\"price\": 0.67, \"in_stock\": true}, \"broccoli\": {\"price\": 6.98, \"in_stock\": true}, \"rice\": {\"price\": 5.04, \"in_stock\": true}, \"potatoes\": {\"price\": 3.45, \"in_stock\": true}, \"mushrooms\": {\"price\": 5.99, \"in_stock\": true}}}, \"store_19\": {\"name\": \"SaveMore\", \"delivery_fee\": 2.05, \"service_fee_rate\": 0.0, \"inventory\": {\"butter\": {\"price\": 9.89, \"in_stock\": true}, \"salad kit\": {\"price\": 2.78, \"in_stock\": true}, \"maple syrup\": {\"price\": 9.87, \"in_stock\": true}, \"tortillas\": {\"price\": 9.11, \"in_stock\": true}, \"onions\": {\"price\": 2.19, \"in_stock\": true}, \"spinach\": {\"price\": 19.22, \"in_stock\": true}, \"coffee beans\": {\"price\": 16.53, \"in_stock\": true}, \"turkey\": {\"price\": 5.26, \"in_stock\": true}, \"steak\": {\"price\": 17.25, \"in_stock\": true}, \"rice\": {\"price\": 2.14, \"in_stock\": false}, \"ice cream\": {\"price\": 14.11, \"in_stock\": true}, \"bread\": {\"price\": 11.91, \"in_stock\": true}, \"sourdough bread\": {\"price\": 4.67, \"in_stock\": true}, \"milk\": {\"price\": 17.19, \"in_stock\": true}, \"tofu\": {\"price\": 8.05, \"in_stock\": true}, \"ground beef\": {\"price\": 21.1, \"in_stock\": true}, \"orange juice\": {\"price\": 14.38, \"in_stock\": true}, \"oat milk\": {\"price\": 3.68, \"in_stock\": true}, \"mozzarella\": {\"price\": 2.71, \"in_stock\": true}, \"pork chops\": {\"price\": 6.0, \"in_stock\": true}, \"lemons\": {\"price\": 4.23, \"in_stock\": false}, \"tomatoes\": {\"price\": 3.79, \"in_stock\": true}, \"cheese\": {\"price\": 16.82, \"in_stock\": true}, \"chicken\": {\"price\": 2.12, \"in_stock\": true}, \"broccoli\": {\"price\": 20.95, \"in_stock\": true}, \"eggs\": {\"price\": 14.0, \"in_stock\": true}, \"yogurt\": {\"price\": 10.47, \"in_stock\": true}, \"avocados\": {\"price\": 12.62, \"in_stock\": true}, \"bananas\": {\"price\": 12.96, \"in_stock\": true}, \"peanut butter\": {\"price\": 15.14, \"in_stock\": true}, \"salmon\": {\"price\": 19.46, \"in_stock\": true}, \"cheddar\": {\"price\": 14.32, \"in_stock\": true}}}, \"store_20\": {\"name\": \"FreshFields\", \"delivery_fee\": 5.08, \"service_fee_rate\": 0.0, \"inventory\": {\"carrots\": {\"price\": 14.39, \"in_stock\": true}, \"oat milk\": {\"price\": 1.34, \"in_stock\": true}, \"chicken\": {\"price\": 15.71, \"in_stock\": true}, \"steak\": {\"price\": 21.81, \"in_stock\": true}, \"spinach\": {\"price\": 11.77, \"in_stock\": true}, \"rice\": {\"price\": 13.61, \"in_stock\": false}, \"bananas\": {\"price\": 8.32, \"in_stock\": true}, \"tofu\": {\"price\": 20.24, \"in_stock\": true}, \"shrimp\": {\"price\": 8.83, \"in_stock\": true}, \"bread\": {\"price\": 17.15, \"in_stock\": true}, \"jam\": {\"price\": 15.1, \"in_stock\": true}, \"wine\": {\"price\": 1.63, \"in_stock\": true}, \"apples\": {\"price\": 14.06, \"in_stock\": true}, \"sausage\": {\"price\": 7.69, \"in_stock\": true}, \"avocados\": {\"price\": 7.59, \"in_stock\": true}, \"tortillas\": {\"price\": 12.5, \"in_stock\": true}, \"salad kit\": {\"price\": 8.81, \"in_stock\": true}, \"turkey\": {\"price\": 5.92, \"in_stock\": true}, \"ground beef\": {\"price\": 18.81, \"in_stock\": true}, \"onions\": {\"price\": 21.23, \"in_stock\": true}, \"maple syrup\": {\"price\": 13.46, \"in_stock\": true}, \"ice cream\": {\"price\": 3.73, \"in_stock\": true}, \"flour\": {\"price\": 2.25, \"in_stock\": true}, \"orange juice\": {\"price\": 14.77, \"in_stock\": true}, \"pasta\": {\"price\": 20.21, \"in_stock\": true}, \"yogurt\": {\"price\": 7.17, \"in_stock\": true}, \"bacon\": {\"price\": 14.61, \"in_stock\": true}, \"garlic\": {\"price\": 14.74, \"in_stock\": true}, \"potatoes\": {\"price\": 3.27, \"in_stock\": true}, \"honey\": {\"price\": 15.74, \"in_stock\": true}, \"milk\": {\"price\": 2.32, \"in_stock\": true}, \"bell peppers\": {\"price\": 12.52, \"in_stock\": true}, \"mozzarella\": {\"price\": 14.34, \"in_stock\": true}, \"lemons\": {\"price\": 7.56, \"in_stock\": false}, \"mushrooms\": {\"price\": 3.25, \"in_stock\": true}, \"butter\": {\"price\": 15.61, \"in_stock\": true}}}, \"store_21\": {\"name\": \"Store 21\", \"delivery_fee\": 6.52, \"service_fee_rate\": 0.0, \"inventory\": {\"milk\": {\"price\": 16.68, \"in_stock\": true}, \"wine\": {\"price\": 17.35, \"in_stock\": true}, \"bananas\": {\"price\": 5.53, \"in_stock\": true}, \"salmon\": {\"price\": 5.64, \"in_stock\": true}, \"tomatoes\": {\"price\": 21.26, \"in_stock\": true}, \"cereal\": {\"price\": 17.36, \"in_stock\": true}, \"mushrooms\": {\"price\": 19.94, \"in_stock\": true}, \"broccoli\": {\"price\": 4.67, \"in_stock\": true}, \"onions\": {\"price\": 15.08, \"in_stock\": true}, \"butter\": {\"price\": 12.76, \"in_stock\": true}, \"cheese\": {\"price\": 9.97, \"in_stock\": true}, \"rice\": {\"price\": 17.04, \"in_stock\": true}, \"apples\": {\"price\": 17.23, \"in_stock\": true}, \"pasta\": {\"price\": 11.31, \"in_stock\": true}, \"spinach\": {\"price\": 9.5, \"in_stock\": true}, \"maple syrup\": {\"price\": 3.98, \"in_stock\": false}, \"lemons\": {\"price\": 4.79, \"in_stock\": true}, \"bread\": {\"price\": 13.5, \"in_stock\": true}, \"sausage\": {\"price\": 19.27, \"in_stock\": true}, \"shrimp\": {\"price\": 1.62, \"in_stock\": true}, \"salad kit\": {\"price\": 10.83, \"in_stock\": true}, \"jam\": {\"price\": 8.48, \"in_stock\": true}, \"cheddar\": {\"price\": 20.59, \"in_stock\": true}, \"bell peppers\": {\"price\": 15.8, \"in_stock\": false}, \"turkey\": {\"price\": 11.59, \"in_stock\": true}, \"sourdough bread\": {\"price\": 3.18, \"in_stock\": true}, \"avocados\": {\"price\": 2.3, \"in_stock\": true}, \"flour\": {\"price\": 3.95, \"in_stock\": true}, \"almonds\": {\"price\": 10.16, \"in_stock\": true}, \"steak\": {\"price\": 11.54, \"in_stock\": true}, \"pork chops\": {\"price\": 18.37, \"in_stock\": true}, \"sugar\": {\"price\": 2.47, \"in_stock\": true}, \"tortillas\": {\"price\": 20.08, \"in_stock\": true}, \"peanut butter\": {\"price\": 18.06, \"in_stock\": true}, \"olive oil\": {\"price\": 19.52, \"in_stock\": true}, \"garlic\": {\"price\": 20.51, \"in_stock\": true}, \"mozzarella\": {\"price\": 9.42, \"in_stock\": true}, \"tofu\": {\"price\": 9.02, \"in_stock\": true}}}, \"store_22\": {\"name\": \"Store 22\", \"delivery_fee\": 4.7, \"service_fee_rate\": 0.0, \"inventory\": {\"milk\": {\"price\": 14.24, \"in_stock\": true}, \"orange juice\": {\"price\": 13.89, \"in_stock\": true}, \"pasta\": {\"price\": 1.85, \"in_stock\": false}, \"tortillas\": {\"price\": 18.49, \"in_stock\": true}, \"pork chops\": {\"price\": 11.25, \"in_stock\": true}, \"cereal\": {\"price\": 12.03, \"in_stock\": true}, \"cheese\": {\"price\": 14.09, \"in_stock\": true}, \"butter\": {\"price\": 12.86, \"in_stock\": true}, \"bread\": {\"price\": 15.95, \"in_stock\": false}, \"apples\": {\"price\": 6.76, \"in_stock\": true}, \"bell peppers\": {\"price\": 0.53, \"in_stock\": true}, \"turkey\": {\"price\": 8.09, \"in_stock\": true}, \"mozzarella\": {\"price\": 12.77, \"in_stock\": true}, \"shrimp\": {\"price\": 4.53, \"in_stock\": true}, \"eggs\": {\"price\": 14.87, \"in_stock\": true}, \"avocados\": {\"price\": 11.75, \"in_stock\": true}, \"sugar\": {\"price\": 8.25, \"in_stock\": true}, \"potatoes\": {\"price\": 21.0, \"in_stock\": true}, \"tomatoes\": {\"price\": 12.2, \"in_stock\": true}, \"almonds\": {\"price\": 17.41, \"in_stock\": true}, \"rice\": {\"price\": 11.41, \"in_stock\": true}, \"carrots\": {\"price\": 0.94, \"in_stock\": true}, \"wine\": {\"price\": 19.28, \"in_stock\": true}, \"bananas\": {\"price\": 1.44, \"in_stock\": true}, \"spinach\": {\"price\": 8.82, \"in_stock\": true}, \"mushrooms\": {\"price\": 8.53, \"in_stock\": true}, \"chicken\": {\"price\": 16.57, \"in_stock\": true}, \"bacon\": {\"price\": 8.18, \"in_stock\": true}, \"olive oil\": {\"price\": 1.95, \"in_stock\": true}, \"steak\": {\"price\": 5.68, \"in_stock\": true}, \"sourdough bread\": {\"price\": 14.63, \"in_stock\": true}, \"lemons\": {\"price\": 2.73, \"in_stock\": true}, \"sausage\": {\"price\": 13.01, \"in_stock\": true}, \"salad kit\": {\"price\": 16.77, \"in_stock\": true}}}, \"store_23\": {\"name\": \"Store 23\", \"delivery_fee\": 4.47, \"service_fee_rate\": 0.0, \"inventory\": {\"sugar\": {\"price\": 3.18, \"in_stock\": true}, \"bacon\": {\"price\": 8.41, \"in_stock\": true}, \"tofu\": {\"price\": 19.62, \"in_stock\": true}, \"sausage\": {\"price\": 16.48, \"in_stock\": true}, \"bell peppers\": {\"price\": 19.73, \"in_stock\": false}, \"ground beef\": {\"price\": 8.81, \"in_stock\": true}, \"salmon\": {\"price\": 21.44, \"in_stock\": true}, \"butter\": {\"price\": 11.17, \"in_stock\": true}, \"rice\": {\"price\": 11.2, \"in_stock\": true}, \"jam\": {\"price\": 20.37, \"in_stock\": true}, \"bread\": {\"price\": 11.66, \"in_stock\": true}, \"apples\": {\"price\": 17.72, \"in_stock\": true}, \"broccoli\": {\"price\": 16.13, \"in_stock\": true}, \"mozzarella\": {\"price\": 2.2, \"in_stock\": true}, \"oat milk\": {\"price\": 13.45, \"in_stock\": true}, \"honey\": {\"price\": 18.18, \"in_stock\": true}, \"orange juice\": {\"price\": 12.23, \"in_stock\": true}, \"bananas\": {\"price\": 7.41, \"in_stock\": true}, \"ice cream\": {\"price\": 2.22, \"in_stock\": true}, \"almonds\": {\"price\": 14.71, \"in_stock\": true}, \"carrots\": {\"price\": 7.09, \"in_stock\": true}, \"garlic\": {\"price\": 13.46, \"in_stock\": true}, \"turkey\": {\"price\": 9.66, \"in_stock\": true}, \"milk\": {\"price\": 15.33, \"in_stock\": true}, \"salad kit\": {\"price\": 8.06, \"in_stock\": true}, \"lemons\": {\"price\": 1.41, \"in_stock\": false}, \"pasta\": {\"price\": 19.21, \"in_stock\": true}, \"cheese\": {\"price\": 8.08, \"in_stock\": true}, \"flour\": {\"price\": 21.96, \"in_stock\": true}, \"tortillas\": {\"price\": 6.4, \"in_stock\": true}, \"yogurt\": {\"price\": 21.57, \"in_stock\": true}, \"sourdough bread\": {\"price\": 20.88, \"in_stock\": true}}}, \"store_24\": {\"name\": \"Store 24\", \"delivery_fee\": 4.54, \"service_fee_rate\": 0.0, \"inventory\": {\"milk\": {\"price\": 16.32, \"in_stock\": true}, \"cheese\": {\"price\": 11.23, \"in_stock\": true}, \"cheddar\": {\"price\": 8.82, \"in_stock\": true}, \"bacon\": {\"price\": 12.58, \"in_stock\": true}, \"shrimp\": {\"price\": 6.13, \"in_stock\": true}, \"bread\": {\"price\": 6.1, \"in_stock\": true}, \"butter\": {\"price\": 10.09, \"in_stock\": true}, \"rice\": {\"price\": 21.92, \"in_stock\": true}, \"garlic\": {\"price\": 6.64, \"in_stock\": false}, \"wine\": {\"price\": 20.2, \"in_stock\": true}, \"ground beef\": {\"price\": 11.06, \"in_stock\": true}, \"salad kit\": {\"price\": 3.14, \"in_stock\": true}, \"honey\": {\"price\": 18.84, \"in_stock\": true}, \"sausage\": {\"price\": 10.22, \"in_stock\": true}, \"flour\": {\"price\": 19.82, \"in_stock\": true}, \"tortillas\": {\"price\": 10.07, \"in_stock\": false}, \"mozzarella\": {\"price\": 2.39, \"in_stock\": true}, \"lemons\": {\"price\": 15.16, \"in_stock\": true}, \"maple syrup\": {\"price\": 18.68, \"in_stock\": true}, \"jam\": {\"price\": 7.37, \"in_stock\": true}, \"oat milk\": {\"price\": 7.97, \"in_stock\": true}, \"apples\": {\"price\": 1.9, \"in_stock\": true}, \"turkey\": {\"price\": 12.16, \"in_stock\": true}, \"potatoes\": {\"price\": 19.66, \"in_stock\": true}, \"salmon\": {\"price\": 18.8, \"in_stock\": true}, \"broccoli\": {\"price\": 15.8, \"in_stock\": true}, \"yogurt\": {\"price\": 20.44, \"in_stock\": true}, \"orange juice\": {\"price\": 14.21, \"in_stock\": true}, \"peanut butter\": {\"price\": 17.56, \"in_stock\": true}, \"olive oil\": {\"price\": 11.44, \"in_stock\": true}, \"chicken\": {\"price\": 3.11, \"in_stock\": true}, \"eggs\": {\"price\": 4.82, \"in_stock\": true}}}, \"store_25\": {\"name\": \"Store 25\", \"delivery_fee\": 7.53, \"service_fee_rate\": 0.0, \"inventory\": {\"tofu\": {\"price\": 7.44, \"in_stock\": true}, \"coffee beans\": {\"price\": 15.75, \"in_stock\": true}, \"butter\": {\"price\": 7.94, \"in_stock\": true}, \"mozzarella\": {\"price\": 20.73, \"in_stock\": false}, \"avocados\": {\"price\": 19.74, \"in_stock\": false}, \"rice\": {\"price\": 18.69, \"in_stock\": true}, \"bananas\": {\"price\": 5.89, \"in_stock\": true}, \"ice cream\": {\"price\": 14.15, \"in_stock\": true}, \"bell peppers\": {\"price\": 12.34, \"in_stock\": true}, \"lemons\": {\"price\": 3.19, \"in_stock\": true}, \"almonds\": {\"price\": 7.01, \"in_stock\": true}, \"peanut butter\": {\"price\": 11.97, \"in_stock\": true}, \"honey\": {\"price\": 11.31, \"in_stock\": true}, \"sausage\": {\"price\": 4.13, \"in_stock\": true}, \"jam\": {\"price\": 20.74, \"in_stock\": true}, \"orange juice\": {\"price\": 3.82, \"in_stock\": true}, \"oat milk\": {\"price\": 14.66, \"in_stock\": true}, \"shrimp\": {\"price\": 15.99, \"in_stock\": true}, \"sugar\": {\"price\": 13.51, \"in_stock\": true}, \"cereal\": {\"price\": 18.61, \"in_stock\": true}, \"potatoes\": {\"price\": 12.62, \"in_stock\": true}, \"salmon\": {\"price\": 18.24, \"in_stock\": true}, \"ground beef\": {\"price\": 1.11, \"in_stock\": true}, \"cheddar\": {\"price\": 1.48, \"in_stock\": true}, \"salad kit\": {\"price\": 14.29, \"in_stock\": true}, \"carrots\": {\"price\": 12.9, \"in_stock\": true}, \"maple syrup\": {\"price\": 14.5, \"in_stock\": true}, \"apples\": {\"price\": 16.99, \"in_stock\": true}, \"tortillas\": {\"price\": 9.46, \"in_stock\": true}, \"sourdough bread\": {\"price\": 14.24, \"in_stock\": true}, \"tomatoes\": {\"price\": 11.21, \"in_stock\": true}, \"mushrooms\": {\"price\": 13.98, \"in_stock\": true}, \"milk\": {\"price\": 6.73, \"in_stock\": true}, \"chicken\": {\"price\": 21.07, \"in_stock\": true}, \"wine\": {\"price\": 10.88, \"in_stock\": true}, \"garlic\": {\"price\": 17.8, \"in_stock\": true}, \"bread\": {\"price\": 15.23, \"in_stock\": true}, \"bacon\": {\"price\": 6.89, \"in_stock\": true}}}}, \"gift_cards\": {\"store_6\": 30.7, \"store_15\": 35.13, \"store_14\": 39.14, \"store_16\": 9.58, \"store_24\": 17.97, \"store_7\": 24.66, \"store_11\": 16.17, \"store_5\": 21.33, \"store_19\": 14.36, \"store_17\": 13.68}}}", "flakiness_config": null}
{"id": "ptc_mt_grocery_set_cover_0", "question": [[{"role": "user", "content": "I need to get every item on my shopping list delivered, but no single store carries everything. Each store I order from charges a separate delivery fee. Find the smallest group of stores that together stock every item on my list. If there are ties in the number of stores, pick the group with the lowest total delivery fee. For each store in the group, list which items I should buy there. Return a JSON object with keys: num_stores (int), stores (list of objects each with store_id, store_name, items (list of item names), and delivery_fee), and total_delivery_fee (float)."}], [{"role": "user", "content": "Help me understand WHY the cover came out that way. Three things:\n(a) rarest_items: the 5 items on my shopping list with the FEWEST stores carrying them in stock. Sort by store_count ascending then item_name ascending.\n(b) most_common_items: the 5 items with the MOST stores carrying them in stock. Sort by store_count descending then item_name ascending.\n(c) bottleneck_items: every shopping list item carried in stock by EXACTLY ONE store. For each, give the single store. Sort by item_name ascending.\n\nRespond with JSON:\n- rarest_items: list of {item_name, store_count}.\n- most_common_items: list of {item_name, store_count}.\n- bottleneck_items: list of {item_name, store_id, store_name}."}]], "involved_classes": ["GroceryDeliveryAPI"], "verifier_type": "multi_turn_grocery_set_cover_0", "initial_config": "{\"GroceryDeliveryAPI\": {\"shopping_list\": [\"eggs\", \"milk\", \"bread\", \"chicken\", \"rice\", \"avocados\", \"pasta\", \"olive oil\", \"butter\", \"cheese\", \"yogurt\", \"salmon\", \"broccoli\", \"tomatoes\", \"onions\", \"garlic\", \"potatoes\", \"carrots\", \"apples\", \"bananas\", \"orange juice\", \"cereal\", \"steak\", \"wine\", \"salad kit\", \"ice cream\", \"almonds\", \"sourdough bread\", \"shrimp\", \"tofu\", \"bell peppers\", \"mushrooms\", \"spinach\", \"lemons\", \"maple syrup\", \"coffee beans\", \"honey\", \"oat milk\", \"cheddar\", \"mozzarella\", \"ground beef\", \"pork chops\", \"turkey\", \"bacon\", \"sausage\", \"tortillas\", \"peanut butter\", \"jam\", \"flour\", \"sugar\"], \"stores\": {\"store_1\": {\"name\": \"FreshMart\", \"delivery_fee\": 2.58, \"service_fee_rate\": 0.0, \"inventory\": {\"mozzarella\": {\"price\": 8.36, \"in_stock\": true}, \"almonds\": {\"price\": 9.17, \"in_stock\": true}, \"garlic\": {\"price\": 1.47, \"in_stock\": true}, \"yogurt\": {\"price\": 1.6, \"in_stock\": true}, \"orange juice\": {\"price\": 12.58, \"in_stock\": true}, \"honey\": {\"price\": 8.29, \"in_stock\": true}, \"tortillas\": {\"price\": 6.7, \"in_stock\": true}, \"broccoli\": {\"price\": 8.81, \"in_stock\": true}, \"peanut butter\": {\"price\": 10.18, \"in_stock\": true}, \"mushrooms\": {\"price\": 12.32, \"in_stock\": true}, \"spinach\": {\"price\": 18.24, \"in_stock\": true}, \"tofu\": {\"price\": 13.9, \"in_stock\": true}, \"ground beef\": {\"price\": 13.64, \"in_stock\": true}, \"bananas\": {\"price\": 3.27, \"in_stock\": true}, \"oat milk\": {\"price\": 2.58, \"in_stock\": true}, \"milk\": {\"price\": 8.52, \"in_stock\": true}, \"avocados\": {\"price\": 21.72, \"in_stock\": true}, \"ice cream\": {\"price\": 12.49, \"in_stock\": true}, \"cheddar\": {\"price\": 8.36, \"in_stock\": true}, \"bell peppers\": {\"price\": 3.6, \"in_stock\": false}, \"olive oil\": {\"price\": 13.45, \"in_stock\": true}, \"pasta\": {\"price\": 9.13, \"in_stock\": true}, \"apples\": {\"price\": 1.37, \"in_stock\": true}, \"salmon\": {\"price\": 1.34, \"in_stock\": true}, \"maple syrup\": {\"price\": 15.84, \"in_stock\": true}, \"sugar\": {\"price\": 17.79, \"in_stock\": true}, \"cheese\": {\"price\": 11.67, \"in_stock\": true}, \"jam\": {\"price\": 3.7, \"in_stock\": true}, \"sausage\": {\"price\": 19.7, \"in_stock\": true}, \"bacon\": {\"price\": 3.51, \"in_stock\": true}, \"steak\": {\"price\": 20.52, \"in_stock\": true}, \"wine\": {\"price\": 7.35, \"in_stock\": true}, \"carrots\": {\"price\": 8.95, \"in_stock\": true}, \"eggs\": {\"price\": 13.75, \"in_stock\": true}, \"chicken\": {\"price\": 18.62, 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0.82, \"in_stock\": true}, \"turkey\": {\"price\": 5.17, \"in_stock\": true}, \"onions\": {\"price\": 9.54, \"in_stock\": true}, \"potatoes\": {\"price\": 17.39, \"in_stock\": true}, \"avocados\": {\"price\": 11.22, \"in_stock\": true}, \"peanut butter\": {\"price\": 8.49, \"in_stock\": true}, \"sausage\": {\"price\": 15.48, \"in_stock\": true}, \"lemons\": {\"price\": 1.18, \"in_stock\": true}, \"carrots\": {\"price\": 2.22, \"in_stock\": true}, \"apples\": {\"price\": 16.64, \"in_stock\": true}, \"maple syrup\": {\"price\": 3.64, \"in_stock\": true}, \"tomatoes\": {\"price\": 6.23, \"in_stock\": false}, \"pasta\": {\"price\": 8.94, \"in_stock\": true}, \"honey\": {\"price\": 12.18, \"in_stock\": true}, \"bread\": {\"price\": 4.4, \"in_stock\": true}, \"oat milk\": {\"price\": 19.76, \"in_stock\": true}, \"rice\": {\"price\": 5.88, \"in_stock\": false}, \"cheese\": {\"price\": 8.7, \"in_stock\": true}, \"chicken\": {\"price\": 0.77, \"in_stock\": true}, \"orange juice\": {\"price\": 21.45, \"in_stock\": true}, \"mozzarella\": {\"price\": 15.87, \"in_stock\": true}, \"bananas\": {\"price\": 8.77, \"in_stock\": true}, \"cereal\": {\"price\": 21.46, \"in_stock\": true}, \"butter\": {\"price\": 5.81, \"in_stock\": true}, \"jam\": {\"price\": 21.88, \"in_stock\": true}, \"tofu\": {\"price\": 4.78, \"in_stock\": true}, \"bacon\": {\"price\": 16.31, \"in_stock\": true}, \"eggs\": {\"price\": 2.52, \"in_stock\": true}, \"shrimp\": {\"price\": 14.82, \"in_stock\": true}, \"steak\": {\"price\": 4.98, \"in_stock\": true}}}, \"store_44\": {\"name\": \"Store 44\", \"delivery_fee\": 7.62, \"service_fee_rate\": 0.0, \"inventory\": {\"jam\": {\"price\": 10.72, \"in_stock\": true}, \"coffee beans\": {\"price\": 13.32, \"in_stock\": true}, \"lemons\": {\"price\": 8.49, \"in_stock\": true}, \"olive oil\": {\"price\": 2.42, \"in_stock\": true}, \"potatoes\": {\"price\": 3.89, \"in_stock\": true}, \"bell peppers\": {\"price\": 2.47, \"in_stock\": true}, \"ground beef\": {\"price\": 13.8, \"in_stock\": true}, \"bananas\": {\"price\": 20.51, \"in_stock\": true}, \"broccoli\": {\"price\": 21.93, \"in_stock\": true}, \"wine\": {\"price\": 13.94, \"in_stock\": false}, \"chicken\": {\"price\": 1.79, \"in_stock\": true}, \"tomatoes\": {\"price\": 14.36, \"in_stock\": true}, \"peanut butter\": {\"price\": 15.58, \"in_stock\": true}, \"garlic\": {\"price\": 17.52, \"in_stock\": true}, \"sourdough bread\": {\"price\": 3.21, \"in_stock\": true}, \"orange juice\": {\"price\": 5.5, \"in_stock\": true}, \"eggs\": {\"price\": 21.61, \"in_stock\": true}, \"yogurt\": {\"price\": 17.45, \"in_stock\": false}, \"carrots\": {\"price\": 16.77, \"in_stock\": true}, \"apples\": {\"price\": 17.82, \"in_stock\": true}, \"mozzarella\": {\"price\": 9.93, \"in_stock\": true}, \"pork chops\": {\"price\": 4.65, \"in_stock\": true}, \"ice cream\": {\"price\": 15.32, \"in_stock\": true}, \"oat milk\": {\"price\": 8.2, \"in_stock\": true}, \"sugar\": {\"price\": 3.4, \"in_stock\": true}, \"milk\": {\"price\": 19.82, \"in_stock\": true}, \"sausage\": {\"price\": 10.93, \"in_stock\": true}, \"steak\": {\"price\": 9.91, \"in_stock\": true}}}, \"store_45\": {\"name\": \"Store 45\", \"delivery_fee\": 6.18, \"service_fee_rate\": 0.0, \"inventory\": {\"maple syrup\": {\"price\": 14.65, \"in_stock\": true}, \"steak\": {\"price\": 12.09, \"in_stock\": true}, \"orange juice\": {\"price\": 8.83, \"in_stock\": true}, \"peanut butter\": {\"price\": 11.77, \"in_stock\": false}, \"tofu\": {\"price\": 11.2, \"in_stock\": true}, \"carrots\": {\"price\": 12.36, \"in_stock\": true}, \"cheddar\": {\"price\": 13.68, \"in_stock\": true}, \"coffee beans\": {\"price\": 7.44, \"in_stock\": true}, \"yogurt\": {\"price\": 14.28, \"in_stock\": true}, \"rice\": {\"price\": 2.87, \"in_stock\": true}, \"lemons\": {\"price\": 11.75, \"in_stock\": true}, \"cheese\": {\"price\": 1.93, \"in_stock\": true}, \"shrimp\": {\"price\": 18.46, \"in_stock\": true}, \"apples\": {\"price\": 3.29, \"in_stock\": true}, \"potatoes\": {\"price\": 19.28, \"in_stock\": true}, \"sugar\": {\"price\": 4.84, \"in_stock\": true}, \"wine\": {\"price\": 10.94, \"in_stock\": true}, \"tortillas\": {\"price\": 2.62, \"in_stock\": true}, \"eggs\": {\"price\": 12.78, \"in_stock\": true}, \"salad kit\": {\"price\": 18.48, \"in_stock\": true}, \"jam\": {\"price\": 14.65, \"in_stock\": true}, \"turkey\": {\"price\": 11.81, \"in_stock\": true}, \"broccoli\": {\"price\": 15.58, \"in_stock\": true}, \"mozzarella\": {\"price\": 6.0, \"in_stock\": false}, \"avocados\": {\"price\": 8.38, \"in_stock\": true}, \"mushrooms\": {\"price\": 13.53, \"in_stock\": true}, \"bananas\": {\"price\": 2.02, \"in_stock\": true}, \"salmon\": {\"price\": 20.5, \"in_stock\": true}, \"almonds\": {\"price\": 4.99, \"in_stock\": true}, \"olive oil\": {\"price\": 11.07, \"in_stock\": true}, \"pork chops\": {\"price\": 19.63, \"in_stock\": true}, \"bread\": {\"price\": 2.22, \"in_stock\": true}}}, \"store_46\": {\"name\": \"Store 46\", \"delivery_fee\": 5.35, \"service_fee_rate\": 0.0, \"inventory\": {\"wine\": {\"price\": 11.35, \"in_stock\": true}, \"tortillas\": {\"price\": 14.64, \"in_stock\": true}, \"chicken\": {\"price\": 11.98, \"in_stock\": true}, \"mozzarella\": {\"price\": 13.4, \"in_stock\": true}, \"carrots\": {\"price\": 20.57, \"in_stock\": true}, \"lemons\": {\"price\": 19.9, \"in_stock\": true}, \"bread\": {\"price\": 12.33, \"in_stock\": true}, \"rice\": {\"price\": 21.93, \"in_stock\": true}, \"bananas\": {\"price\": 18.66, \"in_stock\": false}, \"turkey\": {\"price\": 9.37, \"in_stock\": false}, \"tomatoes\": {\"price\": 14.11, \"in_stock\": true}, \"sausage\": {\"price\": 18.26, \"in_stock\": true}, \"pasta\": {\"price\": 7.45, \"in_stock\": true}, \"oat milk\": {\"price\": 5.68, \"in_stock\": true}, \"onions\": {\"price\": 12.23, \"in_stock\": true}, \"maple syrup\": {\"price\": 8.56, \"in_stock\": true}, \"salad kit\": {\"price\": 12.33, \"in_stock\": true}, \"broccoli\": {\"price\": 16.51, \"in_stock\": true}, \"spinach\": {\"price\": 8.24, \"in_stock\": true}, \"potatoes\": {\"price\": 10.23, \"in_stock\": true}, \"cereal\": {\"price\": 21.14, \"in_stock\": true}, \"olive oil\": {\"price\": 0.5, \"in_stock\": true}, \"apples\": {\"price\": 1.25, \"in_stock\": true}, \"orange juice\": {\"price\": 6.62, \"in_stock\": true}, \"avocados\": {\"price\": 0.85, \"in_stock\": true}, \"flour\": {\"price\": 3.4, \"in_stock\": true}, \"sugar\": {\"price\": 19.64, \"in_stock\": true}, \"cheddar\": {\"price\": 0.64, \"in_stock\": true}, \"peanut butter\": {\"price\": 21.66, \"in_stock\": true}, \"jam\": {\"price\": 5.12, \"in_stock\": true}, \"sourdough bread\": {\"price\": 7.27, \"in_stock\": true}, \"salmon\": {\"price\": 17.09, \"in_stock\": true}, \"coffee beans\": {\"price\": 20.78, \"in_stock\": true}, \"tofu\": {\"price\": 18.18, \"in_stock\": true}, \"almonds\": {\"price\": 20.26, \"in_stock\": true}, \"bacon\": {\"price\": 11.49, \"in_stock\": true}, \"mushrooms\": {\"price\": 12.77, \"in_stock\": true}, \"steak\": {\"price\": 12.79, \"in_stock\": true}, \"butter\": {\"price\": 2.53, \"in_stock\": true}, \"honey\": {\"price\": 10.4, \"in_stock\": true}}}, \"store_47\": {\"name\": \"Store 47\", \"delivery_fee\": 3.59, \"service_fee_rate\": 0.0, \"inventory\": {\"onions\": {\"price\": 11.77, \"in_stock\": true}, \"potatoes\": {\"price\": 7.37, \"in_stock\": true}, \"bananas\": {\"price\": 12.65, \"in_stock\": true}, \"avocados\": {\"price\": 7.53, \"in_stock\": true}, \"honey\": {\"price\": 15.5, \"in_stock\": true}, \"ice cream\": {\"price\": 3.79, \"in_stock\": false}, \"tortillas\": {\"price\": 14.98, \"in_stock\": true}, \"tomatoes\": {\"price\": 21.94, \"in_stock\": false}, \"rice\": {\"price\": 21.38, \"in_stock\": true}, \"orange juice\": {\"price\": 16.69, \"in_stock\": true}, \"bell peppers\": {\"price\": 12.87, \"in_stock\": true}, \"salmon\": {\"price\": 2.44, \"in_stock\": true}, \"mushrooms\": {\"price\": 9.79, \"in_stock\": true}, \"bacon\": {\"price\": 17.41, \"in_stock\": true}, \"pasta\": {\"price\": 3.68, \"in_stock\": true}, \"jam\": {\"price\": 7.73, \"in_stock\": true}, \"bread\": {\"price\": 10.73, \"in_stock\": true}, \"salad kit\": {\"price\": 16.52, \"in_stock\": true}, \"peanut butter\": {\"price\": 12.29, \"in_stock\": true}, \"spinach\": {\"price\": 6.14, \"in_stock\": true}, \"milk\": {\"price\": 9.07, \"in_stock\": true}, \"mozzarella\": {\"price\": 9.84, \"in_stock\": true}, \"yogurt\": {\"price\": 15.5, \"in_stock\": true}, \"cheddar\": {\"price\": 16.88, \"in_stock\": true}, \"turkey\": {\"price\": 10.84, \"in_stock\": true}, \"sausage\": {\"price\": 4.76, \"in_stock\": true}, \"chicken\": {\"price\": 9.0, \"in_stock\": true}, \"olive oil\": {\"price\": 12.78, \"in_stock\": true}, \"ground beef\": {\"price\": 12.57, \"in_stock\": true}, \"maple syrup\": {\"price\": 21.94, \"in_stock\": true}, \"eggs\": {\"price\": 11.77, \"in_stock\": true}, \"broccoli\": {\"price\": 5.71, \"in_stock\": true}, \"tofu\": {\"price\": 6.22, \"in_stock\": true}, \"cheese\": {\"price\": 9.75, \"in_stock\": true}}}, \"store_48\": {\"name\": \"Store 48\", \"delivery_fee\": 6.03, \"service_fee_rate\": 0.0, \"inventory\": {\"broccoli\": {\"price\": 4.88, \"in_stock\": true}, \"orange juice\": {\"price\": 11.75, \"in_stock\": true}, \"steak\": {\"price\": 6.06, \"in_stock\": true}, \"cheddar\": {\"price\": 10.89, \"in_stock\": true}, \"pork chops\": {\"price\": 16.19, \"in_stock\": true}, \"milk\": {\"price\": 3.54, \"in_stock\": true}, \"bananas\": {\"price\": 15.52, \"in_stock\": true}, \"yogurt\": {\"price\": 0.9, \"in_stock\": true}, \"jam\": {\"price\": 13.03, \"in_stock\": true}, \"mozzarella\": {\"price\": 14.77, \"in_stock\": true}, \"shrimp\": {\"price\": 1.43, \"in_stock\": true}, \"cheese\": {\"price\": 4.16, \"in_stock\": true}, \"ground beef\": {\"price\": 6.61, \"in_stock\": true}, \"bread\": {\"price\": 17.47, \"in_stock\": true}, \"onions\": {\"price\": 13.79, \"in_stock\": true}, \"sugar\": {\"price\": 1.64, \"in_stock\": false}, \"wine\": {\"price\": 14.58, \"in_stock\": true}, \"peanut butter\": {\"price\": 0.68, \"in_stock\": true}, \"avocados\": {\"price\": 8.86, \"in_stock\": true}, \"chicken\": {\"price\": 6.33, \"in_stock\": true}, \"lemons\": {\"price\": 18.82, \"in_stock\": true}, \"sausage\": {\"price\": 14.69, \"in_stock\": true}, \"olive oil\": {\"price\": 19.08, \"in_stock\": true}, \"bacon\": {\"price\": 0.91, \"in_stock\": true}, \"rice\": {\"price\": 19.15, \"in_stock\": true}, \"spinach\": {\"price\": 14.46, \"in_stock\": true}, \"eggs\": {\"price\": 5.47, \"in_stock\": true}, \"turkey\": {\"price\": 8.69, \"in_stock\": true}, \"bell peppers\": {\"price\": 21.5, \"in_stock\": true}, \"salad kit\": {\"price\": 2.64, \"in_stock\": true}, \"coffee beans\": {\"price\": 7.28, \"in_stock\": true}, \"garlic\": {\"price\": 19.14, \"in_stock\": true}, \"tofu\": {\"price\": 11.93, \"in_stock\": true}, \"tortillas\": {\"price\": 4.51, \"in_stock\": false}, \"pasta\": {\"price\": 11.26, \"in_stock\": true}, \"salmon\": {\"price\": 10.35, \"in_stock\": true}, \"butter\": {\"price\": 20.42, \"in_stock\": true}, \"cereal\": {\"price\": 0.96, \"in_stock\": true}}}, \"store_49\": {\"name\": \"Store 49\", \"delivery_fee\": 3.83, \"service_fee_rate\": 0.0, \"inventory\": {\"milk\": {\"price\": 5.67, \"in_stock\": true}, \"steak\": {\"price\": 3.78, \"in_stock\": true}, \"bacon\": {\"price\": 21.37, \"in_stock\": true}, \"flour\": {\"price\": 20.06, \"in_stock\": true}, \"peanut butter\": {\"price\": 7.58, \"in_stock\": true}, \"ground beef\": {\"price\": 12.16, \"in_stock\": true}, \"bananas\": {\"price\": 4.95, \"in_stock\": true}, \"garlic\": {\"price\": 3.48, \"in_stock\": true}, \"spinach\": {\"price\": 12.14, \"in_stock\": true}, \"carrots\": {\"price\": 17.7, \"in_stock\": false}, \"chicken\": {\"price\": 19.05, \"in_stock\": true}, \"potatoes\": {\"price\": 7.14, \"in_stock\": true}, \"salad kit\": {\"price\": 15.66, \"in_stock\": true}, \"sugar\": {\"price\": 11.76, \"in_stock\": true}, \"coffee beans\": {\"price\": 3.41, \"in_stock\": true}, \"sausage\": {\"price\": 21.91, \"in_stock\": true}, \"onions\": {\"price\": 21.48, \"in_stock\": true}, \"cheese\": {\"price\": 3.62, \"in_stock\": false}, \"cereal\": {\"price\": 20.56, \"in_stock\": true}, \"shrimp\": {\"price\": 20.22, \"in_stock\": true}, \"broccoli\": {\"price\": 7.33, \"in_stock\": true}, \"mushrooms\": {\"price\": 12.48, \"in_stock\": true}, \"rice\": {\"price\": 20.89, \"in_stock\": true}, \"bread\": {\"price\": 3.05, \"in_stock\": true}, \"wine\": {\"price\": 7.33, \"in_stock\": true}, \"tofu\": {\"price\": 19.41, \"in_stock\": true}, \"cheddar\": {\"price\": 16.13, \"in_stock\": true}, \"bell peppers\": {\"price\": 16.96, \"in_stock\": true}, \"jam\": {\"price\": 19.42, \"in_stock\": true}, \"orange juice\": {\"price\": 9.4, \"in_stock\": true}, \"olive oil\": {\"price\": 9.34, \"in_stock\": true}, \"tomatoes\": {\"price\": 10.02, \"in_stock\": true}}}, \"store_50\": {\"name\": \"Store 50\", \"delivery_fee\": 6.67, \"service_fee_rate\": 0.0, \"inventory\": {\"milk\": {\"price\": 16.94, \"in_stock\": true}, \"flour\": {\"price\": 0.82, \"in_stock\": true}, \"mozzarella\": {\"price\": 6.3, \"in_stock\": false}, \"jam\": {\"price\": 9.38, \"in_stock\": true}, \"carrots\": {\"price\": 16.46, \"in_stock\": true}, \"cheddar\": {\"price\": 21.75, \"in_stock\": true}, \"honey\": {\"price\": 16.79, \"in_stock\": true}, \"peanut butter\": {\"price\": 1.92, \"in_stock\": true}, \"onions\": {\"price\": 20.43, \"in_stock\": true}, \"sausage\": {\"price\": 21.69, \"in_stock\": true}, \"pork chops\": {\"price\": 19.14, \"in_stock\": true}, \"turkey\": {\"price\": 11.03, \"in_stock\": true}, \"sugar\": {\"price\": 7.49, \"in_stock\": true}, \"steak\": {\"price\": 10.34, \"in_stock\": true}, \"avocados\": {\"price\": 5.81, \"in_stock\": true}, \"bell peppers\": {\"price\": 9.2, \"in_stock\": true}, \"butter\": {\"price\": 1.4, \"in_stock\": true}, \"spinach\": {\"price\": 16.31, \"in_stock\": true}, \"maple syrup\": {\"price\": 8.68, \"in_stock\": true}, \"bacon\": {\"price\": 7.23, \"in_stock\": true}, \"orange juice\": {\"price\": 13.65, \"in_stock\": true}, \"salmon\": {\"price\": 16.46, \"in_stock\": true}, \"coffee beans\": {\"price\": 13.27, \"in_stock\": true}, \"broccoli\": {\"price\": 11.79, \"in_stock\": true}, \"garlic\": {\"price\": 19.33, \"in_stock\": true}, \"ice cream\": {\"price\": 17.42, \"in_stock\": false}, \"rice\": {\"price\": 11.69, \"in_stock\": true}, \"sourdough bread\": {\"price\": 10.21, \"in_stock\": true}, \"pasta\": {\"price\": 18.28, \"in_stock\": true}, \"olive oil\": {\"price\": 1.41, \"in_stock\": true}, \"oat milk\": {\"price\": 21.91, \"in_stock\": true}, \"tomatoes\": {\"price\": 11.65, \"in_stock\": true}}}}, \"gift_cards\": {}}}", "flakiness_config": null}
{"id": "ptc_mt_multi_group_dinner_0", "question": [[{"role": "user", "content": "My friends and I are choosing between six restaurants for dinner tonight. I'm at 200 Folsom St, San Francisco, CA, my friend Mia is at 456 Grand Ave, Oakland, CA, and my friend Jake is at 789 Ashby Ave, Berkeley, CA. We're considering: The Italian Place, Tokyo Garden, El Mexicano, Golden Wok, Le Petit Bistro, and Spice of India. Which restaurant minimizes our total combined Uber cost? Return a JSON with keys: restaurant_name, business_id, costs (an object mapping each person — 'me', 'Mia', 'Jake' — to their individual Uber cost), and total_combined_cost."}], [{"role": "user", "content": "Show me the full ranking. For ALL 6 restaurants, give each person's individual Uber cost and the combined total. Plus: the FAIRNESS winner — the restaurant where the maximum individual cost (across me/Mia/Jake) is the SMALLEST (minimax).\n\nRespond with JSON:\n- full_ranking: list of 6 {restaurant_name, business_id, costs: {me, Mia, Jake}, total_combined_cost}, sorted by total_combined_cost ascending then restaurant_name ascending.\n- fairness_winner: {restaurant_name, business_id, max_individual_cost} — the restaurant whose maximum-cost rider pays the LEAST. Tiebreak: total_combined_cost ascending, then restaurant_name ascending."}]], "involved_classes": ["YelpAPI", "GoogleMapsAPI", "UberAPI"], "verifier_type": "multi_turn_multi_group_dinner_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Alex Chen\", \"email\": \"alex.chen@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T18:00:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"The Italian Place\", \"address\": \"472 Market St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 180, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4261\", \"website\": \"\", \"latitude\": 37.7855, \"longitude\": -122.407, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Tokyo Garden\", \"address\": \"446 Market St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 220, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4281\", \"website\": \"\", \"latitude\": 37.79, \"longitude\": -122.395, \"categories\": [\"Japanese\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"El Mexicano\", \"address\": \"709 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 200, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-7623\", \"website\": \"\", \"latitude\": 37.782, \"longitude\": -122.42, \"categories\": [\"Mexican\", \"restaurant\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Golden Wok\", \"address\": \"225 Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 300, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4815\", \"website\": \"\", \"latitude\": 37.81, \"longitude\": -122.27, \"categories\": [\"Chinese\", \"restaurant\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Le Petit Bistro\", \"address\": \"958 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 120, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", 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\"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-8388\", \"website\": \"\", \"latitude\": 37.7623, \"longitude\": -122.4337, \"categories\": [\"Hawaiian\", \"restaurant\"]}, \"biz_59\": {\"business_id\": \"biz_59\", \"name\": \"Place 59\", \"address\": \"992 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 400, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6296\", \"website\": \"\", \"latitude\": 37.75, \"longitude\": -122.4213, \"categories\": [\"Korean\", \"restaurant\"]}, \"biz_60\": {\"business_id\": \"biz_60\", \"name\": \"Place 60\", \"address\": \"197 Market St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 246, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1962\", \"website\": \"\", \"latitude\": 37.7891, \"longitude\": -122.434, \"categories\": [\"BBQ\", \"restaurant\"]}, \"biz_61\": {\"business_id\": \"biz_61\", \"name\": \"Place 61\", \"address\": \"786 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 170, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1745\", \"website\": \"\", \"latitude\": 37.7994, \"longitude\": -122.3896, \"categories\": [\"Japanese\", \"restaurant\"]}, \"biz_62\": {\"business_id\": \"biz_62\", \"name\": \"Place 62\", \"address\": \"479 Market St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 367, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3166\", \"website\": \"\", \"latitude\": 37.7631, \"longitude\": -122.4257, \"categories\": [\"Chinese\", \"restaurant\"]}, \"biz_63\": {\"business_id\": \"biz_63\", \"name\": \"Place 63\", \"address\": \"447 Market St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 141, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-8669\", \"website\": \"\", \"latitude\": 37.7551, \"longitude\": -122.4198, \"categories\": [\"Cafe\"]}, \"biz_64\": {\"business_id\": \"biz_64\", \"name\": \"Place 64\", \"address\": \"145 Market St, San Francisco, CA\", \"rating\": 3.6, \"review_count\": 321, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3095\", \"website\": \"\", \"latitude\": 37.7534, \"longitude\": -122.4424, \"categories\": [\"American\", \"restaurant\"]}, \"biz_65\": {\"business_id\": \"biz_65\", \"name\": \"Place 65\", \"address\": \"997 Market St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 193, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5312\", \"website\": \"\", \"latitude\": 37.8005, \"longitude\": -122.4324, \"categories\": [\"Bakery\"]}, \"biz_66\": {\"business_id\": \"biz_66\", \"name\": \"Place 66\", \"address\": \"882 Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 273, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3478\", \"website\": \"\", \"latitude\": 37.7638, \"longitude\": -122.3897, \"categories\": [\"Vietnamese\", \"restaurant\"]}, \"biz_67\": {\"business_id\": \"biz_67\", \"name\": \"Place 67\", \"address\": \"335 Market St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 386, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4000\", \"website\": \"\", \"latitude\": 37.7481, \"longitude\": -122.4405, \"categories\": [\"Cafe\"]}, \"biz_68\": {\"business_id\": \"biz_68\", \"name\": \"Place 68\", \"address\": \"606 Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 133, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1668\", \"website\": \"\", \"latitude\": 37.7711, \"longitude\": -122.3897, \"categories\": [\"Japanese\", \"restaurant\"]}, \"biz_69\": {\"business_id\": \"biz_69\", \"name\": \"Place 69\", \"address\": \"837 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 337, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3425\", \"website\": \"\", \"latitude\": 37.7724, \"longitude\": -122.4427, \"categories\": [\"Southern\", \"restaurant\"]}, \"biz_70\": {\"business_id\": \"biz_70\", \"name\": \"Place 70\", \"address\": \"620 Market St, San Francisco, CA\", \"rating\": 4.0, \"review_count\": 154, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5469\", \"website\": \"\", \"latitude\": 37.7557, \"longitude\": -122.4393, \"categories\": [\"Mexican\", \"restaurant\"]}, \"biz_71\": {\"business_id\": \"biz_71\", \"name\": \"Place 71\", \"address\": \"638 Market St, San Francisco, CA\", \"rating\": 4.7, \"review_count\": 349, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3958\", \"website\": \"\", \"latitude\": 37.7799, \"longitude\": -122.3911, \"categories\": [\"Bar\"]}, \"biz_72\": {\"business_id\": \"biz_72\", \"name\": \"Place 72\", \"address\": \"126 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 176, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5657\", \"website\": \"\", \"latitude\": 37.7855, \"longitude\": -122.3962, \"categories\": [\"Hawaiian\", \"restaurant\"]}, \"biz_73\": {\"business_id\": \"biz_73\", \"name\": \"Place 73\", \"address\": \"183 Market St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 352, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-8540\", \"website\": \"\", \"latitude\": 37.7951, \"longitude\": -122.4402, \"categories\": [\"Mexican\", \"restaurant\"]}, \"biz_74\": {\"business_id\": \"biz_74\", \"name\": \"Place 74\", \"address\": \"737 Market St, San Francisco, CA\", \"rating\": 4.1, \"review_count\": 187, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-8423\", \"website\": \"\", \"latitude\": 37.7647, \"longitude\": -122.4468, \"categories\": [\"Bakery\"]}, \"biz_75\": {\"business_id\": \"biz_75\", \"name\": \"Place 75\", \"address\": \"759 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 341, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-5635\", \"website\": \"\", \"latitude\": 37.7576, \"longitude\": -122.4465, \"categories\": [\"French\", \"restaurant\"]}, \"biz_76\": {\"business_id\": \"biz_76\", \"name\": \"Place 76\", \"address\": \"345 Market St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 86, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-7535\", \"website\": \"\", \"latitude\": 37.7505, \"longitude\": -122.4341, \"categories\": [\"French\", \"restaurant\"]}}, \"reviews\": {}, \"saved_places\": {}}, \"GoogleMapsAPI\": {\"geocode_cache\": {\"200 Folsom St, San Francisco, CA\": {\"latitude\": 37.79, \"longitude\": -122.392, \"formatted_address\": \"200 Folsom St, San Francisco, CA 94105\"}, \"456 Grand Ave, Oakland, CA\": {\"latitude\": 37.811, \"longitude\": -122.253, \"formatted_address\": \"456 Grand Ave, Oakland, CA 94610\"}, \"789 Ashby Ave, Berkeley, CA\": {\"latitude\": 37.856, \"longitude\": -122.27, \"formatted_address\": \"789 Ashby Ave, Berkeley, CA 94710\"}}}, \"UberAPI\": {\"pricing\": {\"base_fare\": 2.5, \"per_mile_rate\": 1.75, \"per_minute_rate\": 0.35, \"minimum_fare\": 8.0, \"surge_multiplier\": 1.0, \"average_speed_mph\": 25}, \"rides\": []}}", "flakiness_config": null}
{"id": "ptc_mt_multi_meeting_point_0", "question": [[{"role": "user", "content": "My friend and I are coming from different neighborhoods and want to meet for dinner at whichever restaurant minimizes our total Uber cost. I'm at 742 Evergreen Terrace, San Francisco, CA and my friend is at 1234 Broadway, Oakland, CA. We're considering these five restaurants: Bella Vista, Lake Chalet, Chez Panisse, Burma Superstar, and Grocery Cafe. For each restaurant, get the Uber cost estimate from both of our locations to the restaurant, then tell us which one has the lowest combined cost. Return a JSON object with keys: restaurant_name, business_id, my_uber_cost, friend_uber_cost, total_combined_cost."}], [{"role": "user", "content": "Show me the full table for ALL 5 restaurants. Plus: the MOST EQUITABLE restaurant — the one where |my_uber_cost - friend_uber_cost| is smallest (closest to a 50/50 split).\n\nRespond with JSON:\n- full_ranking: list of 5 {restaurant_name, business_id, my_uber_cost, friend_uber_cost, total_combined_cost}, sorted by total_combined_cost ascending then restaurant_name ascending.\n- most_equitable: {restaurant_name, business_id, cost_difference} — restaurant minimizing |my_uber_cost - friend_uber_cost|. cost_difference is that absolute difference, rounded to 2 decimals. Tiebreak: total_combined_cost ascending, then restaurant_name ascending."}]], "involved_classes": ["YelpAPI", "GoogleMapsAPI", "UberAPI"], "verifier_type": "multi_turn_multi_meeting_point_0", "initial_config": "{\"YelpAPI\": {\"profile\": {\"name\": \"Alex Chen\", \"email\": \"alex.chen@email.com\", \"location\": {\"latitude\": 37.7749, \"longitude\": -122.4194}, \"current_time\": \"2025-04-15T18:00:00\"}, \"businesses\": {\"biz_1\": {\"business_id\": \"biz_1\", \"name\": \"Bella Vista\", \"address\": \"191 Market St, San Francisco, CA\", \"rating\": 4.5, \"review_count\": 180, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1336\", \"website\": \"\", \"latitude\": 37.7855, \"longitude\": -122.407, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_2\": {\"business_id\": \"biz_2\", \"name\": \"Lake Chalet\", \"address\": \"972 Market St, San Francisco, CA\", \"rating\": 4.3, \"review_count\": 220, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-4411\", \"website\": \"\", \"latitude\": 37.809, \"longitude\": -122.258, \"categories\": [\"American\", \"restaurant\"]}, \"biz_3\": {\"business_id\": \"biz_3\", \"name\": \"Chez Panisse\", \"address\": \"266 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 350, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-7365\", \"website\": \"\", \"latitude\": 37.8795, \"longitude\": -122.2694, \"categories\": [\"French\", \"restaurant\"]}, \"biz_4\": {\"business_id\": \"biz_4\", \"name\": \"Burma Superstar\", \"address\": \"898 Market St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 420, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-7592\", \"website\": \"\", \"latitude\": 37.7835, \"longitude\": -122.344, \"categories\": [\"Burmese\", \"restaurant\"]}, \"biz_5\": {\"business_id\": \"biz_5\", \"name\": \"Grocery Cafe\", \"address\": \"391 Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 95, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-3525\", \"website\": \"\", \"latitude\": 37.831, \"longitude\": -122.285, \"categories\": [\"Cafe\"]}, \"biz_6\": {\"business_id\": \"biz_6\", \"name\": \"Place 6\", \"address\": \"467 Market St, San Francisco, CA\", \"rating\": 3.9, \"review_count\": 271, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-2574\", \"website\": \"\", \"latitude\": 37.7991, \"longitude\": -122.4132, \"categories\": [\"Mexican\", \"restaurant\"]}, \"biz_7\": {\"business_id\": \"biz_7\", \"name\": \"Place 7\", \"address\": \"676 Market St, San Francisco, CA\", \"rating\": 4.2, \"review_count\": 300, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-7931\", \"website\": \"\", \"latitude\": 37.798, \"longitude\": -122.4208, \"categories\": [\"Seafood\", \"restaurant\"]}, \"biz_8\": {\"business_id\": \"biz_8\", \"name\": \"Place 8\", \"address\": \"141 Market St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 238, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-9410\", \"website\": \"\", \"latitude\": 37.7709, \"longitude\": -122.4238, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_9\": {\"business_id\": \"biz_9\", \"name\": \"Place 9\", \"address\": \"607 Market St, San Francisco, CA\", \"rating\": 4.9, \"review_count\": 396, \"price_level\": \"$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, 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{\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-6328\", \"website\": \"\", \"latitude\": 37.7849, \"longitude\": -122.4405, \"categories\": [\"American\", \"restaurant\"]}, \"biz_63\": {\"business_id\": \"biz_63\", \"name\": \"Place 63\", \"address\": \"447 Market St, San Francisco, CA\", \"rating\": 4.6, \"review_count\": 390, \"price_level\": \"$$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-9863\", \"website\": \"\", \"latitude\": 37.7681, \"longitude\": -122.3954, \"categories\": [\"Italian\", \"restaurant\"]}, \"biz_64\": {\"business_id\": \"biz_64\", \"name\": \"Place 64\", \"address\": \"824 Market St, San Francisco, CA\", \"rating\": 4.8, \"review_count\": 276, \"price_level\": \"$$$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-1406\", \"website\": \"\", \"latitude\": 37.7837, \"longitude\": -122.3974, \"categories\": [\"Japanese\", \"restaurant\"]}, \"biz_65\": {\"business_id\": \"biz_65\", \"name\": \"Place 65\", \"address\": \"733 Market St, San Francisco, CA\", \"rating\": 4.4, \"review_count\": 208, \"price_level\": \"$\", \"opening_hours\": {\"Monday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Tuesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Wednesday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Thursday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Friday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Saturday\": {\"open\": \"10:00\", \"close\": \"22:00\"}, \"Sunday\": {\"open\": \"10:00\", \"close\": \"22:00\"}}, \"phone\": \"(415) 555-9877\", \"website\": \"\", \"latitude\": 37.7835, \"longitude\": -122.4443, \"categories\": [\"Bar\"]}}, \"reviews\": {}, \"saved_places\": {}}, \"GoogleMapsAPI\": {\"geocode_cache\": {\"742 Evergreen Terrace, San Francisco, CA\": {\"latitude\": 37.7749, \"longitude\": -122.4194, \"formatted_address\": \"742 Evergreen Terrace, San Francisco, CA 94102\"}, \"1234 Broadway, Oakland, CA\": {\"latitude\": 37.8044, \"longitude\": -122.2712, \"formatted_address\": \"1234 Broadway, Oakland, CA 94607\"}}}, \"UberAPI\": {\"pricing\": {\"base_fare\": 2.5, \"per_mile_rate\": 1.75, \"per_minute_rate\": 0.35, \"minimum_fare\": 8.0, \"surge_multiplier\": 1.0, \"average_speed_mph\": 25}, \"rides\": []}}", "flakiness_config": null}
{"id": "ptc_mt_grocery_single_vs_split_0", "question": [[{"role": "user", "content": "I want to buy everything on my shopping list. Compare two options: (A) ordering everything from whichever single store gives me the lowest total cost including item prices, delivery fee, and service fee; versus (B) splitting my order across exactly three stores to minimize the combined total cost (item prices + all three delivery fees + all three service fees). Each store's service fee is computed as service_fee_rate times the item subtotal for that store. If no single store carries every item on the list, set best_single to null and cheaper_option to 'split'. Tell me the cost breakdown for each option and which is cheaper overall. Return a JSON object with keys: best_single (object with store_id, store_name, item_total, service_fee, delivery_fee, grand_total — or null if no single store carries everything), best_split (object with store_a, store_b, and store_c each containing store_id, store_name, items (list of item names), item_total, service_fee, delivery_fee, subtotal, plus a combined_total), and cheaper_option (string: 'single' or 'split')."}], [{"role": "user", "content": "Show me the top-3 best three-store splits ranked by combined_total ascending. I want to see how close the alternatives are to the single best three-store split. Use the same per-item assignment rule as Q1: for each item, assign it to whichever of the three stores in the split has the lowest unit price for that item; if only some carry it, assign to the cheapest one that does.\n\nRespond with JSON:\n- top3_splits: list of 3 {store_a, store_b, store_c, combined_total}, where each store slot contains {store_id, store_name, items (list of item names), item_total, service_fee, delivery_fee, subtotal}. service_fee = round(item_total * service_fee_rate, 2). subtotal = round(item_total + service_fee + delivery_fee, 2). combined_total = round(store_a.subtotal + store_b.subtotal + store_c.subtotal, 2). Sort by combined_total ascending. Tiebreak: (store_a.store_id, store_b.store_id, store_c.store_id) ascending. Within each split, store_a/store_b/store_c are ordered by store_id ascending."}]], "involved_classes": ["GroceryDeliveryAPI"], "verifier_type": "multi_turn_grocery_single_vs_split_0", "initial_config": "{\"GroceryDeliveryAPI\": {\"shopping_list\": [\"eggs\", \"milk\", \"bread\", \"chicken\", \"rice\", \"avocados\", \"pasta\", \"olive oil\", \"butter\", \"cheese\", \"yogurt\", \"salmon\", \"broccoli\", \"tomatoes\", \"onions\", \"garlic\", \"potatoes\", \"carrots\", \"apples\", \"bananas\", \"orange juice\", \"cereal\", \"steak\", \"wine\", \"salad kit\", \"ice cream\", \"almonds\", \"sourdough bread\", \"shrimp\", \"tofu\", \"bell peppers\", \"mushrooms\", \"spinach\", \"lemons\", \"maple syrup\", \"coffee beans\", \"honey\", \"oat milk\", \"cheddar\", \"mozzarella\", \"ground beef\", \"pork chops\", \"turkey\", \"bacon\", \"sausage\", \"tortillas\", \"peanut butter\", \"jam\", \"flour\", \"sugar\"], \"stores\": {\"store_1\": {\"name\": \"FreshMart\", \"delivery_fee\": 5.13, \"service_fee_rate\": 0.07, \"inventory\": {\"broccoli\": {\"price\": 10.19, \"in_stock\": true}, \"apples\": {\"price\": 4.35, \"in_stock\": true}, \"shrimp\": {\"price\": 13.19, \"in_stock\": true}, \"ice cream\": {\"price\": 15.82, \"in_stock\": true}, \"bananas\": {\"price\": 4.84, \"in_stock\": true}, \"flour\": {\"price\": 10.28, \"in_stock\": false}, \"tofu\": {\"price\": 5.88, \"in_stock\": true}, \"yogurt\": {\"price\": 15.37, \"in_stock\": true}, \"sourdough bread\": {\"price\": 20.0, \"in_stock\": true}, \"sausage\": {\"price\": 17.62, \"in_stock\": true}, \"mozzarella\": {\"price\": 15.95, \"in_stock\": true}, \"chicken\": {\"price\": 3.16, \"in_stock\": true}, \"lemons\": {\"price\": 2.95, \"in_stock\": true}, \"cheese\": {\"price\": 10.16, \"in_stock\": true}, \"bacon\": {\"price\": 8.3, \"in_stock\": true}, \"jam\": {\"price\": 11.76, \"in_stock\": true}, \"avocados\": {\"price\": 8.76, \"in_stock\": true}, \"spinach\": {\"price\": 17.51, \"in_stock\": true}, \"olive oil\": {\"price\": 11.5, \"in_stock\": true}, \"oat milk\": {\"price\": 20.92, \"in_stock\": true}, \"salad kit\": {\"price\": 8.64, \"in_stock\": true}, \"ground beef\": {\"price\": 8.68, \"in_stock\": true}, \"steak\": {\"price\": 17.02, \"in_stock\": true}, \"carrots\": {\"price\": 20.11, \"in_stock\": true}, \"rice\": {\"price\": 12.66, \"in_stock\": false}, \"sugar\": {\"price\": 14.68, \"in_stock\": true}, \"tomatoes\": {\"price\": 3.73, \"in_stock\": true}, \"turkey\": {\"price\": 19.18, \"in_stock\": true}}}, \"store_2\": {\"name\": \"ValueMart\", \"delivery_fee\": 6.13, \"service_fee_rate\": 0.06, \"inventory\": {\"peanut butter\": {\"price\": 3.69, \"in_stock\": true}, \"shrimp\": {\"price\": 14.55, \"in_stock\": true}, \"apples\": {\"price\": 1.29, \"in_stock\": true}, \"ground beef\": {\"price\": 18.86, \"in_stock\": true}, \"salmon\": {\"price\": 14.84, \"in_stock\": true}, \"olive oil\": {\"price\": 18.52, \"in_stock\": false}, \"butter\": {\"price\": 6.92, \"in_stock\": true}, \"broccoli\": {\"price\": 20.29, \"in_stock\": true}, \"eggs\": {\"price\": 1.55, \"in_stock\": true}, \"mozzarella\": {\"price\": 9.46, \"in_stock\": true}, \"potatoes\": {\"price\": 4.33, \"in_stock\": true}, \"pork chops\": {\"price\": 14.95, \"in_stock\": true}, \"tofu\": {\"price\": 13.64, \"in_stock\": true}, \"mushrooms\": {\"price\": 15.37, \"in_stock\": true}, \"honey\": {\"price\": 13.29, \"in_stock\": true}, \"maple syrup\": {\"price\": 17.43, \"in_stock\": true}, \"cheddar\": {\"price\": 4.31, \"in_stock\": true}, \"coffee beans\": {\"price\": 10.29, \"in_stock\": true}, \"garlic\": {\"price\": 12.95, \"in_stock\": true}, \"pasta\": {\"price\": 20.53, \"in_stock\": true}, \"jam\": {\"price\": 2.5, \"in_stock\": true}, \"cereal\": {\"price\": 6.93, \"in_stock\": true}, \"spinach\": {\"price\": 8.42, \"in_stock\": true}, \"onions\": {\"price\": 8.65, \"in_stock\": true}, \"tomatoes\": {\"price\": 1.95, \"in_stock\": true}, \"almonds\": {\"price\": 9.69, \"in_stock\": true}, \"bread\": {\"price\": 12.34, \"in_stock\": true}, \"bananas\": {\"price\": 6.8, \"in_stock\": true}, \"steak\": {\"price\": 3.39, \"in_stock\": true}, \"lemons\": {\"price\": 15.43, \"in_stock\": true}, \"sausage\": {\"price\": 6.4, \"in_stock\": true}, \"carrots\": {\"price\": 11.83, \"in_stock\": true}, \"bacon\": {\"price\": 11.78, \"in_stock\": true}, \"bell peppers\": {\"price\": 15.46, \"in_stock\": false}, \"milk\": {\"price\": 13.66, \"in_stock\": true}, \"wine\": {\"price\": 2.85, \"in_stock\": true}}}, \"store_3\": {\"name\": \"PrimeGrocery\", \"delivery_fee\": 4.64, \"service_fee_rate\": 0.09, \"inventory\": {\"sourdough bread\": {\"price\": 14.27, \"in_stock\": true}, \"cheddar\": {\"price\": 15.34, \"in_stock\": true}, \"orange juice\": {\"price\": 5.97, \"in_stock\": true}, \"potatoes\": {\"price\": 1.96, \"in_stock\": true}, \"lemons\": {\"price\": 6.96, \"in_stock\": false}, \"honey\": {\"price\": 12.32, \"in_stock\": true}, \"mozzarella\": {\"price\": 16.99, \"in_stock\": true}, \"steak\": {\"price\": 2.95, \"in_stock\": true}, \"butter\": {\"price\": 7.67, \"in_stock\": true}, \"bacon\": {\"price\": 9.02, \"in_stock\": true}, \"sausage\": {\"price\": 12.73, \"in_stock\": true}, \"mushrooms\": {\"price\": 21.14, \"in_stock\": true}, \"tortillas\": {\"price\": 18.39, \"in_stock\": true}, \"flour\": {\"price\": 4.67, \"in_stock\": true}, \"ground beef\": {\"price\": 18.43, \"in_stock\": true}, \"salmon\": {\"price\": 20.33, \"in_stock\": true}, \"onions\": {\"price\": 10.8, \"in_stock\": true}, \"apples\": {\"price\": 10.7, \"in_stock\": true}, \"broccoli\": {\"price\": 1.26, \"in_stock\": true}, \"eggs\": {\"price\": 3.42, \"in_stock\": true}, \"chicken\": {\"price\": 3.84, \"in_stock\": true}, \"bell peppers\": {\"price\": 10.4, \"in_stock\": true}, \"oat milk\": {\"price\": 19.1, \"in_stock\": false}, \"jam\": {\"price\": 19.76, \"in_stock\": true}, \"ice cream\": {\"price\": 10.44, \"in_stock\": true}, \"tofu\": {\"price\": 18.0, \"in_stock\": true}, \"wine\": {\"price\": 20.45, \"in_stock\": true}, \"pasta\": {\"price\": 1.7, \"in_stock\": true}, \"bananas\": {\"price\": 11.7, \"in_stock\": true}, \"tomatoes\": {\"price\": 12.65, \"in_stock\": true}, \"almonds\": {\"price\": 15.08, \"in_stock\": true}, \"milk\": {\"price\": 12.44, \"in_stock\": true}, \"yogurt\": {\"price\": 0.9, \"in_stock\": true}, \"maple syrup\": {\"price\": 12.91, \"in_stock\": true}, \"turkey\": {\"price\": 7.63, \"in_stock\": true}, \"shrimp\": {\"price\": 20.2, \"in_stock\": true}}}, \"store_4\": {\"name\": \"OrganicHub\", \"delivery_fee\": 7.8, \"service_fee_rate\": 0.05, \"inventory\": {\"cereal\": {\"price\": 2.91, \"in_stock\": true}, \"salad kit\": {\"price\": 17.38, \"in_stock\": true}, \"ground beef\": {\"price\": 17.22, \"in_stock\": false}, \"maple syrup\": {\"price\": 20.14, \"in_stock\": true}, \"yogurt\": {\"price\": 10.04, \"in_stock\": true}, \"honey\": {\"price\": 1.04, \"in_stock\": true}, \"cheddar\": {\"price\": 10.88, \"in_stock\": true}, \"flour\": {\"price\": 11.25, \"in_stock\": true}, \"salmon\": {\"price\": 4.59, \"in_stock\": true}, \"bacon\": {\"price\": 20.36, \"in_stock\": true}, \"olive oil\": {\"price\": 16.25, \"in_stock\": false}, \"bananas\": {\"price\": 11.76, \"in_stock\": true}, \"orange juice\": {\"price\": 17.17, \"in_stock\": true}, \"bread\": {\"price\": 3.58, \"in_stock\": true}, \"carrots\": {\"price\": 19.24, \"in_stock\": true}, \"almonds\": {\"price\": 18.18, \"in_stock\": true}, \"avocados\": {\"price\": 20.67, \"in_stock\": true}, \"mushrooms\": {\"price\": 15.05, \"in_stock\": true}, \"garlic\": {\"price\": 3.35, \"in_stock\": true}, \"pork chops\": {\"price\": 16.08, \"in_stock\": true}, \"onions\": {\"price\": 10.38, \"in_stock\": true}, \"peanut butter\": {\"price\": 15.84, \"in_stock\": true}, \"cheese\": {\"price\": 11.73, \"in_stock\": true}, \"pasta\": {\"price\": 0.59, \"in_stock\": true}, \"potatoes\": {\"price\": 20.55, \"in_stock\": true}, \"sourdough bread\": {\"price\": 15.27, \"in_stock\": true}, \"lemons\": {\"price\": 13.28, \"in_stock\": true}}}, \"store_5\": {\"name\": \"BudgetBasket\", \"delivery_fee\": 4.53, \"service_fee_rate\": 0.02, \"inventory\": {\"milk\": {\"price\": 13.69, \"in_stock\": true}, \"honey\": {\"price\": 7.78, \"in_stock\": true}, \"bananas\": {\"price\": 10.04, \"in_stock\": true}, \"ground beef\": {\"price\": 3.3, \"in_stock\": true}, \"tomatoes\": {\"price\": 10.62, \"in_stock\": true}, \"orange juice\": {\"price\": 15.02, \"in_stock\": true}, \"broccoli\": {\"price\": 2.78, \"in_stock\": true}, \"bacon\": {\"price\": 1.66, \"in_stock\": true}, \"apples\": {\"price\": 9.67, \"in_stock\": true}, \"carrots\": {\"price\": 4.35, \"in_stock\": true}, \"maple syrup\": {\"price\": 13.32, \"in_stock\": true}, \"sausage\": {\"price\": 13.24, \"in_stock\": false}, \"shrimp\": {\"price\": 18.48, \"in_stock\": true}, \"olive oil\": {\"price\": 15.54, \"in_stock\": true}, \"peanut butter\": {\"price\": 13.75, \"in_stock\": true}, \"cheese\": {\"price\": 7.22, \"in_stock\": true}, \"yogurt\": {\"price\": 18.08, \"in_stock\": true}, \"coffee beans\": {\"price\": 15.83, \"in_stock\": true}, \"flour\": {\"price\": 14.92, \"in_stock\": true}, \"eggs\": {\"price\": 11.97, \"in_stock\": true}, \"jam\": {\"price\": 21.43, \"in_stock\": true}, \"spinach\": {\"price\": 16.75, \"in_stock\": true}, \"potatoes\": {\"price\": 10.51, \"in_stock\": true}, \"chicken\": {\"price\": 3.33, \"in_stock\": true}, \"pasta\": {\"price\": 17.98, \"in_stock\": true}, \"oat milk\": {\"price\": 20.27, \"in_stock\": false}, \"salmon\": {\"price\": 10.57, \"in_stock\": true}, \"salad kit\": {\"price\": 10.3, \"in_stock\": true}, \"lemons\": {\"price\": 15.22, \"in_stock\": true}, \"butter\": {\"price\": 15.77, \"in_stock\": true}, \"rice\": {\"price\": 10.51, \"in_stock\": true}, \"mozzarella\": {\"price\": 5.48, \"in_stock\": true}, \"mushrooms\": {\"price\": 5.31, \"in_stock\": true}, \"avocados\": {\"price\": 19.01, \"in_stock\": true}, \"bread\": {\"price\": 13.76, \"in_stock\": true}, \"tofu\": {\"price\": 20.13, \"in_stock\": true}}}, \"store_6\": {\"name\": \"SeafoodDirect\", \"delivery_fee\": 6.05, \"service_fee_rate\": 0.09, \"inventory\": {\"tofu\": {\"price\": 7.83, \"in_stock\": true}, \"mushrooms\": {\"price\": 18.0, \"in_stock\": true}, \"milk\": {\"price\": 13.21, \"in_stock\": true}, \"rice\": {\"price\": 17.36, \"in_stock\": true}, \"bell peppers\": {\"price\": 9.86, \"in_stock\": true}, \"olive oil\": {\"price\": 17.43, \"in_stock\": true}, \"steak\": {\"price\": 12.21, \"in_stock\": true}, \"tortillas\": {\"price\": 5.58, \"in_stock\": true}, \"sugar\": {\"price\": 14.75, \"in_stock\": true}, \"yogurt\": {\"price\": 2.17, \"in_stock\": true}, \"apples\": {\"price\": 20.51, \"in_stock\": true}, \"bacon\": {\"price\": 12.85, \"in_stock\": true}, \"honey\": {\"price\": 10.96, \"in_stock\": false}, \"butter\": {\"price\": 13.23, \"in_stock\": false}, \"spinach\": {\"price\": 10.45, \"in_stock\": true}, \"pasta\": {\"price\": 12.43, \"in_stock\": true}, \"ice cream\": {\"price\": 18.17, \"in_stock\": true}, \"maple syrup\": {\"price\": 4.29, \"in_stock\": true}, \"orange juice\": {\"price\": 21.05, \"in_stock\": true}, \"carrots\": {\"price\": 2.0, \"in_stock\": true}, \"flour\": {\"price\": 2.84, \"in_stock\": true}, \"bread\": {\"price\": 18.0, \"in_stock\": true}, \"lemons\": {\"price\": 17.08, \"in_stock\": true}, \"cheese\": {\"price\": 8.65, \"in_stock\": true}, \"turkey\": {\"price\": 11.13, \"in_stock\": true}, \"onions\": {\"price\": 14.69, \"in_stock\": true}, \"broccoli\": {\"price\": 2.45, \"in_stock\": true}, \"mozzarella\": {\"price\": 18.07, \"in_stock\": true}, \"tomatoes\": {\"price\": 19.58, \"in_stock\": true}, \"sausage\": {\"price\": 19.92, \"in_stock\": true}, \"bananas\": {\"price\": 14.18, \"in_stock\": true}, \"pork chops\": {\"price\": 0.5, \"in_stock\": true}, \"sourdough bread\": {\"price\": 3.65, \"in_stock\": true}, \"avocados\": {\"price\": 3.71, \"in_stock\": true}, \"garlic\": {\"price\": 11.92, \"in_stock\": true}, \"coffee beans\": {\"price\": 8.88, \"in_stock\": true}, \"jam\": {\"price\": 12.93, \"in_stock\": true}}}, \"store_7\": {\"name\": \"MegaMart\", \"delivery_fee\": 5.93, \"service_fee_rate\": 0.05, \"inventory\": {\"sourdough bread\": {\"price\": 3.49, \"in_stock\": true}, \"tortillas\": {\"price\": 12.44, \"in_stock\": true}, \"steak\": {\"price\": 18.63, \"in_stock\": false}, \"avocados\": {\"price\": 8.25, \"in_stock\": true}, \"oat milk\": {\"price\": 9.47, \"in_stock\": true}, \"eggs\": {\"price\": 6.7, \"in_stock\": true}, \"mozzarella\": {\"price\": 19.26, \"in_stock\": true}, \"spinach\": {\"price\": 3.2, \"in_stock\": true}, \"ice cream\": {\"price\": 0.75, \"in_stock\": true}, \"butter\": {\"price\": 14.44, \"in_stock\": true}, \"apples\": {\"price\": 3.6, \"in_stock\": true}, \"chicken\": {\"price\": 19.53, \"in_stock\": true}, \"wine\": {\"price\": 14.65, \"in_stock\": true}, \"coffee beans\": {\"price\": 21.46, \"in_stock\": true}, \"cheddar\": {\"price\": 3.42, \"in_stock\": true}, \"sausage\": {\"price\": 3.45, \"in_stock\": true}, \"jam\": {\"price\": 17.83, \"in_stock\": true}, \"olive oil\": {\"price\": 18.99, \"in_stock\": true}, \"bacon\": {\"price\": 19.71, \"in_stock\": true}, \"sugar\": {\"price\": 15.45, \"in_stock\": true}, \"maple syrup\": {\"price\": 20.5, \"in_stock\": true}, \"turkey\": {\"price\": 13.9, \"in_stock\": true}, \"tomatoes\": {\"price\": 10.27, \"in_stock\": true}, \"lemons\": {\"price\": 9.62, \"in_stock\": true}, \"mushrooms\": {\"price\": 18.13, \"in_stock\": true}, \"broccoli\": {\"price\": 8.77, \"in_stock\": true}, \"orange juice\": {\"price\": 5.35, \"in_stock\": true}, \"yogurt\": {\"price\": 9.63, \"in_stock\": true}, \"salad kit\": {\"price\": 0.66, \"in_stock\": true}, \"cereal\": {\"price\": 11.21, \"in_stock\": true}, \"flour\": {\"price\": 16.21, \"in_stock\": false}, \"bell peppers\": {\"price\": 15.81, \"in_stock\": true}, \"carrots\": {\"price\": 6.29, \"in_stock\": true}, \"pasta\": {\"price\": 20.42, \"in_stock\": true}, \"peanut butter\": {\"price\": 12.89, \"in_stock\": true}, \"shrimp\": {\"price\": 1.22, \"in_stock\": true}}}, \"store_8\": {\"name\": \"HealthyChoice\", \"delivery_fee\": 6.08, \"service_fee_rate\": 0.03, \"inventory\": {\"sausage\": {\"price\": 12.82, \"in_stock\": true}, \"avocados\": {\"price\": 14.61, \"in_stock\": true}, \"cheese\": {\"price\": 6.77, \"in_stock\": true}, \"peanut butter\": {\"price\": 16.35, \"in_stock\": true}, \"lemons\": {\"price\": 1.09, \"in_stock\": true}, \"carrots\": {\"price\": 10.92, \"in_stock\": true}, \"tofu\": {\"price\": 3.23, \"in_stock\": true}, \"tortillas\": {\"price\": 2.15, \"in_stock\": true}, \"flour\": {\"price\": 17.35, \"in_stock\": true}, \"turkey\": {\"price\": 5.92, \"in_stock\": true}, \"mozzarella\": {\"price\": 13.74, \"in_stock\": true}, \"pork chops\": {\"price\": 6.42, \"in_stock\": true}, \"garlic\": {\"price\": 6.02, 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