Add POCAAffectClassification (MTurk GEW-20; z>=1 + top-1; train/test stratified)

README.md

@@ -54,7 +54,7 @@ dataset_info:
     dtype: int64
   splits:
   - name: train
-    num_examples: 227
+    num_examples: 228
   - name: test
     num_examples: 61
 ---
@@ -74,7 +74,7 @@ Poems are annotated on the **Geneva Emotion Wheel** (20 discrete affects, intens
 | **Languages** | English (`en`) |
 | **Unit** | Full poem text |
 | **Labels** | Multi-label subset of **20** affects |
-| **Size** | train=227; test=61 (matched poems with text) |
+| **Size** | train=228; test=61 (matched poems with text) |
 | **Splits** | Stratified by primary (highest-mean) affect ≈ 80% / 20%, seed=42 |
 | **Evaluation metrics** | Multi-label classification on embeddings: **macro/micro F1**, **Average Precision (AP)** |
 
@@ -93,25 +93,25 @@ Mean labels/poem ≈ 3.12.
 | id | label_name | train | test | total |
 |---:|------------|------:|-----:|------:|
 | 0 | `Admiration` | 56 | 11 | 67 |
-| 1 | `Amusement` | 95 | 28 | 123 |
-| 2 | `Anger` | 8 | 1 | 9 |
-| 3 | `Compassion` | 33 | 5 | 38 |
-| 4 | `Contempt` | 16 | 1 | 17 |
-| 5 | `Disappointment` | 42 | 8 | 50 |
-| 6 | `Disgust` | 33 | 10 | 43 |
+| 1 | `Amusement` | 98 | 26 | 124 |
+| 2 | `Anger` | 7 | 2 | 9 |
+| 3 | `Compassion` | 34 | 4 | 38 |
+| 4 | `Contempt` | 13 | 4 | 17 |
+| 5 | `Disappointment` | 39 | 11 | 50 |
+| 6 | `Disgust` | 34 | 9 | 43 |
 | 7 | `Fear` | 8 | 1 | 9 |
-| 8 | `Guilt` | 13 | 6 | 19 |
+| 8 | `Guilt` | 14 | 5 | 19 |
 | 9 | `Hate` | 10 | 2 | 12 |
-| 10 | `Interest` | 9 | 2 | 11 |
-| 11 | `Joy` | 128 | 35 | 163 |
-| 12 | `Pleasure` | 36 | 8 | 44 |
+| 10 | `Interest` | 10 | 1 | 11 |
+| 11 | `Joy` | 131 | 33 | 164 |
+| 12 | `Pleasure` | 35 | 9 | 44 |
 | 13 | `Love` | 40 | 10 | 50 |
-| 14 | `Contentment` | 41 | 12 | 53 |
-| 15 | `Pride` | 27 | 13 | 40 |
-| 16 | `Regret` | 12 | 8 | 20 |
-| 17 | `Relief` | 24 | 2 | 26 |
-| 18 | `Sadness` | 67 | 18 | 85 |
-| 19 | `Shame` | 19 | 2 | 21 |
+| 14 | `Contentment` | 41 | 13 | 54 |
+| 15 | `Pride` | 32 | 8 | 40 |
+| 16 | `Regret` | 16 | 4 | 20 |
+| 17 | `Relief` | 23 | 3 | 26 |
+| 18 | `Sadness` | 69 | 16 | 85 |
+| 19 | `Shame` | 17 | 4 | 21 |
 
 Codebook: `label_taxonomy.json`.
 

data/test-00000-of-00001.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2b2738e9ba52b44e6baf9b56e53ac4212ac3735e1221b562d3534a45303206ce
-size 52390
+oid sha256:59d68fd0862d0ffe064ffe2ba1b3f0fc074328b9cc13a8f6bd18c815c6261d42
+size 66655

data/train-00000-of-00001.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cae687d6850324e6b18adbbe4caf3c02f56f2dcc2e7ecfaa3881dac4fc0e6194
-size 226618
+oid sha256:9b873dcbbd75325f8f5ef123f1f25ce29bb79c34950abaf0d6ae5021c2acdfce
+size 218525

dataset_infos.yaml

@@ -9,8 +9,8 @@ configs:
 dataset_info:
   configs:
   - config_name: default
-    dataset_size: 279008
-    download_size: 279008
+    dataset_size: 285180
+    download_size: 285180
     features:
     - dtype: string
       name: id
@@ -33,8 +33,8 @@ dataset_info:
       name: n_annotators
     splits:
     - name: train
-      num_bytes: 226618
-      num_examples: 227
+      num_bytes: 218525
+      num_examples: 228
     - name: test
-      num_bytes: 52390
+      num_bytes: 66655
       num_examples: 61

label_taxonomy.json

@@ -89,51 +89,51 @@
   },
   "counts": {
     "train": {
-      "Disappointment": 42,
-      "Pride": 27,
+      "Joy": 131,
+      "Admiration": 56,
+      "Disappointment": 39,
+      "Amusement": 98,
+      "Compassion": 34,
+      "Sadness": 69,
+      "Relief": 23,
+      "Pride": 32,
       "Contentment": 41,
-      "Pleasure": 36,
+      "Contempt": 13,
       "Love": 40,
-      "Amusement": 95,
-      "Compassion": 33,
-      "Sadness": 67,
-      "Admiration": 56,
-      "Joy": 128,
-      "Relief": 24,
-      "Disgust": 33,
-      "Contempt": 16,
-      "Regret": 12,
-      "Anger": 8,
-      "Hate": 10,
-      "Interest": 9,
-      "Shame": 19,
-      "Guilt": 13,
-      "Fear": 8
+      "Pleasure": 35,
+      "Shame": 17,
+      "Fear": 8,
+      "Regret": 16,
+      "Disgust": 34,
+      "Anger": 7,
+      "Guilt": 14,
+      "Interest": 10,
+      "Hate": 10
     },
     "test": {
-      "Sadness": 18,
-      "Amusement": 28,
-      "Joy": 35,
-      "Disappointment": 8,
+      "Sadness": 16,
+      "Amusement": 26,
+      "Joy": 33,
+      "Disappointment": 11,
       "Love": 10,
-      "Pleasure": 8,
-      "Contentment": 12,
-      "Pride": 13,
+      "Pleasure": 9,
+      "Pride": 8,
       "Fear": 1,
-      "Guilt": 6,
-      "Disgust": 10,
-      "Anger": 1,
+      "Disgust": 9,
+      "Anger": 2,
       "Hate": 2,
-      "Regret": 8,
+      "Guilt": 5,
+      "Regret": 4,
+      "Contentment": 13,
       "Admiration": 11,
-      "Relief": 2,
-      "Compassion": 5,
-      "Interest": 2,
-      "Shame": 2,
-      "Contempt": 1
+      "Relief": 3,
+      "Interest": 1,
+      "Contempt": 4,
+      "Shame": 4,
+      "Compassion": 4
     },
     "all": {
-      "Amusement": 123,
+      "Amusement": 124,
       "Anger": 9,
       "Disgust": 43,
       "Guilt": 19,
@@ -141,7 +141,7 @@
       "Relief": 26,
       "Pleasure": 44,
       "Regret": 20,
-      "Joy": 163,
+      "Joy": 164,
       "Love": 50,
       "Sadness": 85,
       "Disappointment": 50,
@@ -149,7 +149,7 @@
       "Compassion": 38,
       "Admiration": 67,
       "Pride": 40,
-      "Contentment": 53,
+      "Contentment": 54,
       "Hate": 12,
       "Shame": 21,
       "Interest": 11