update

Directory spreadsheet.xlsx

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f250e5c0445ea7e798175e36bed5ba6726ce9bc0d34d3b3c210b89439ec85a17
-size 75979

ams.py

@@ -25,20 +25,20 @@ driver.get("https://web.whatsapp.com/")
 print("Scan the QR Code to log in...")
 time.sleep(25)  # Wait for login
 
+counter = 1
 for item in contacts:
     
-    raw_message = f"""🌟 *{item['name']} স্যার,*
-
+    raw_message = f"""
     🏢 *উত্তরায় স্মার্ট লিভিং, প্রিমিয়াম ভ্যালু।*
-
+    
     ✨ রেডি ও অনগোয়িং ফ্ল্যাট।  
     ⏳ সীমিত ইউনিট, তাই সুযোগ হাতছাড়া করবেন না!
     ✅ থাকার জন্য বা ইনভেস্টমেন্ট—দুই ক্ষেত্রেই সঠিক সময়।
-
+    
     📞 আজই কল করুন / রিপ্লাই দিন “VISIT”
-
+    
     🏠 *better engineering ltd (bel)*"""
-
+    
     message = quote(raw_message, safe='')
 
     url = f"https://web.whatsapp.com/send?phone=88{item['number']}&text={message}"
@@ -46,19 +46,21 @@ for item in contacts:
 
     try:
         # Wait until the message box is visible
-        msg_box = WebDriverWait(driver, 25).until(
+        msg_box = WebDriverWait(driver, 15).until(
             EC.presence_of_element_located((By.XPATH, '//div[@contenteditable="true"][@data-tab="10"]'))
         )
 
         # Press ENTER to send message
         msg_box.send_keys(Keys.ENTER)
-        print(f"Message sent to {item['name']} -> {item['number']}")
+        print(f"Message {counter} sent to {item['name']} -> {item['number']}")
         successful_numbers.append({item['name']: item['number']})
         time.sleep(3)
-
+        counter += 1
+        
     except Exception as e:
-        print(f"Failed to send message to {item['name']} -> {item['number']}: {e}")
+        print(f"Failed to send message {counter} to {item['name']} -> {item['number']}: {e}")
         failed_numbers.append({item['name']: item['number']})
+        counter += 1
 
 driver.quit()
 
@@ -66,13 +68,13 @@ driver.quit()
 if successful_numbers:
     with open("successful_numbers.json", "w") as f:
         json.dump(successful_numbers, f)
-    print("Successful numbers saved to successful_numbers.json")
+    print(f"Successful numbers {len(successful_numbers)} saved to successful_numbers.json")
 else:
     print("No successful numbers 😢")
 
 if failed_numbers:
     with open("failed_numbers.json", "w") as f:
         json.dump(failed_numbers, f)
-    print("Failed numbers saved to failed_numbers.json")
+    print(f"Failed numbers {len(failed_numbers)} saved to failed_numbers.json")
 else:
     print("No failed numbers 🎉")

preprocessing.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": 2,
    "id": "d77bdb7b",
    "metadata": {},
    "outputs": [
@@ -10,13 +10,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total rows: 2361\n",
-      "                     Name      Number\n",
-      "0       Agha Ahmed Yusuf   1711528362\n",
-      "1  Anjan Chowdhury Pintu   1713333444\n",
-      "2         Md Hanif Bhuiya  1713042433\n",
-      "3           Asiful Haque   1730051305\n",
-      "4          Nasir Hossain   1711524074\n"
+      "Total rows: 2497\n",
+      "                                Name      Number\n",
+      "0  MD. MAHBUBER RAHMAN CHOWDHURY LCL  1912101010\n",
+      "1          MD. MOSTAFIZUR RAHMAN LCL  1768384465\n",
+      "2          MOSTAFA FAISAL MAHMUD LCL  1886964400\n",
+      "3   DEWAN MD. MOINUL ISLAM MILON LCL  1944730552\n",
+      "4                      M A BATEN LCL  1732201199\n"
      ]
     }
    ],
@@ -26,7 +26,7 @@
     "\n",
     "# warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
     "\n",
-    "file = \"Directory spreadsheet.xlsx\"\n",
+    "file = \"xl.xlsx\"\n",
     "\n",
     "df = pd.read_excel(\n",
     "    file,\n",
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 3,
    "id": "76e2e1f0",
    "metadata": {},
    "outputs": [
@@ -55,14 +55,14 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 2361 entries, 0 to 2360\n",
+      "Index: 2497 entries, 0 to 2502\n",
       "Data columns (total 2 columns):\n",
       " #   Column  Non-Null Count  Dtype \n",
       "---  ------  --------------  ----- \n",
-      " 0   Name    2361 non-null   object\n",
-      " 1   Number  2361 non-null   object\n",
+      " 0   Name    2496 non-null   object\n",
+      " 1   Number  2496 non-null   object\n",
       "dtypes: object(2)\n",
-      "memory usage: 37.0+ KB\n"
+      "memory usage: 58.5+ KB\n"
      ]
     }
    ],
@@ -72,19 +72,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 4,
    "id": "3dc2adc0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Name      False\n",
-       "Number    False\n",
+       "Name      True\n",
+       "Number    True\n",
        "dtype: bool"
       ]
      },
-     "execution_count": 132,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -95,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 5,
    "id": "116b9212",
    "metadata": {},
    "outputs": [
@@ -103,9 +103,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Empty DataFrame\n",
-      "Columns: [Name, Number]\n",
-      "Index: []\n"
+      "               Name Number\n",
+      "2346  Golam Mostofa    NaN\n"
      ]
     }
    ],
@@ -117,17 +116,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 6,
    "id": "1cd12680",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1714444/1091212656.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df.dropna(inplace=True)  # remove rows with missing values\n"
+     ]
+    }
+   ],
    "source": [
     "df.dropna(inplace=True)  # remove rows with missing values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": 7,
    "id": "ce33dead",
    "metadata": {},
    "outputs": [
@@ -139,7 +150,7 @@
        "dtype: bool"
       ]
      },
-     "execution_count": 135,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -150,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 8,
    "id": "18faac6b",
    "metadata": {},
    "outputs": [
@@ -159,18 +170,18 @@
      "output_type": "stream",
      "text": [
       "Number\n",
-      "1816720138    4\n",
-      "1711549001    3\n",
-      "1711638188    3\n",
-      "1712015209    3\n",
-      "1713081232    2\n",
-      "             ..\n",
-      "1672444448    2\n",
-      "1970151055    2\n",
-      "1711432101    2\n",
-      "1713030238    2\n",
-      "1711524962    2\n",
-      "Name: count, Length: 100, dtype: int64\n"
+      "1711720458    11\n",
+      "1713062177     9\n",
+      "1711522945     8\n",
+      "1819228188     8\n",
+      "1711523859     6\n",
+      "              ..\n",
+      "1708831001     2\n",
+      "1939906501     2\n",
+      "1713007626     2\n",
+      "1711562135     2\n",
+      "1911356692     2\n",
+      "Name: count, Length: 247, dtype: int64\n"
      ]
     }
    ],
@@ -182,7 +193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 9,
    "id": "32d94a22",
    "metadata": {},
    "outputs": [
@@ -191,56 +202,56 @@
      "output_type": "stream",
      "text": [
       "                               Name      Number\n",
-      "66              Md Muklesur Rahman   1713016976\n",
-      "85               Badal Kanti Datta   1711566880\n",
-      "147                Md Amir Hossian   1711532951\n",
-      "181                     KG Morshed   1711538388\n",
-      "187          Muhammad Dulal Mahmud   1713012252\n",
-      "189                 Salim Chowdhury  1711523752\n",
-      "190                   Abdur Rahman   1711523752\n",
-      "223                  Pervin Shirin   1915619873\n",
-      "261             Abdullah Hil Rakib   1711529944\n",
-      "264               AKM Azad Shadhin   1720159054\n",
-      "298                  BM Forman Ali   1715563488\n",
-      "327              Md Khaledul Islam   1817031572\n",
-      "328            Farid Ahmmed Mondol   1817031572\n",
-      "355                Waheedur Rahman   1711524870\n",
-      "363                  Sadequl Kabir   1713000531\n",
-      "390                M Fazlur Rahman   1711534193\n",
-      "403               Kutubuddin Ahmed   1711525716\n",
-      "404             MD Mushtaque Ahmed   1711525716\n",
-      "426                 Md Mahbub Amin   1730443551\n",
-      "475        Syed Ashrafuzzaman Tito   1550151266\n",
-      "499                    Sherina Ali   1715684584\n",
-      "541                     Asma Akter   1711532951\n",
-      "546                   Nashed Ahmed   1713014594\n",
-      "554                  Shahier Akram   1713018643\n",
-      "555                 Rubaiyat Akram   1713018643\n",
-      "595                  mahmuda Akter   1711695397\n",
-      "611                  Sanjida Akhter  1711421250\n",
-      "612                   Helena akter   1711421250\n",
-      "644               Syed Anisuzzaman   1550151266\n",
-      "660                   sajeda Akhter  1672444448\n",
-      "673                     Jobaer alam  1713188877\n",
-      "686                    sharmin Ali   1715684584\n",
-      "691     Engr Farid Ahmed Chowdhury   1766666665\n",
-      "692               Kamal Chowdhrury   1711149088\n",
-      "693               Azam J chowdhury   1711521972\n",
-      "694      Md Enamul Haque Chowdhury   1711538331\n",
-      "695         Moinul Haque Chowdhury   1711535081\n",
-      "696        Anwar UL Alam Chowdhury   1711524247\n",
-      "698        Zillur Rahman Chowdhury   1819189736\n",
-      "699       Ashfaque Uddin Chowdhury   1713040008\n",
-      "700    Mosharraf Hossain Chowdhury   1730007711\n",
-      "701          Abdul Qadir Chowdhury   1713005446\n",
-      "702          Enamuzzaman Chowdhury   1730089063\n",
-      "703               Rashed Chowdhury   1938988450\n",
-      "704              M Zakir chowdhury   1713018558\n",
-      "706             Razeev H Chowdhury   1724802209\n",
-      "707       Alauddin Ahmed Chowdhury   1819260647\n",
-      "708  Mahbub Billah Adnan Chowdhury   1730711642\n",
-      "709              A.Salam Chowdhury   1816720138\n",
-      "710                   HQ Chowdhury   1714079219\n"
+      "26             MAHABUBA MOSTAFA LCL  1711882510\n",
+      "30            MD. ZAHIDUL ISLAM LCL  1611977878\n",
+      "40              DIPANKAR BISWAS LCL  1730007780\n",
+      "54        SYED MAKHLESUR RAHMAN LCL  1711882510\n",
+      "62             SHARMINA FARUQUE LCL  1611977878\n",
+      "107   MOHAMMAD SHAHADAT HOSSAIN LCL  1911356692\n",
+      "126               FARJANA HAQUE LCL  1711544841\n",
+      "127       MOSTOFA AMRANUL HAQUE LCL  1711544841\n",
+      "129                  RATNA SAHA LCL  1711532555\n",
+      "130           SYAMAL KUMAR SAHA LCL  1711532555\n",
+      "132           BIPLOP KUMAR SAHA LCL  1971591764\n",
+      "133                   LIPI SAHA LCL  1971591764\n",
+      "141  MD. SHAKAWAT HOSSAIN MAMUN LCL  1711520325\n",
+      "144            SHAHEENA SULTANA LCL  1819207048\n",
+      "146               KHADIJA BEGUM LCL  1779737102\n",
+      "147       TOFAHEL HOSSAIN ROMEL LCL  1779737102\n",
+      "148             MADHU SUDAN ROY LCL  1711537157\n",
+      "149                    JAYA ROY LCL  1711537157\n",
+      "166             ABUL MUNIM KHAN LCL  1720285133\n",
+      "170                   BABUL DAS LCL  1755601445\n",
+      "176            MD. RUKUNUZZAMAN LCL  1753896508\n",
+      "200               M. ENAMUL HAQ LCL  1819223993\n",
+      "211              SHAFIQUL ISLAM LCL  1711547786\n",
+      "234      MD. HUMAYUN KABIR KHAN LCL  1726921831\n",
+      "239      MD. RAFAYET ULLAH KHAN LCL  1713049928\n",
+      "297             M SAJEDUL KARIM LCL  1711532282\n",
+      "334         SAGARI DEBI SHINGHA LCL  1730007780\n",
+      "337          ZAHEED UDDIN AHMED LCL  1713004343\n",
+      "352            F.M. Kabir Mohiuddin  1711563231\n",
+      "353             Nazrul Islam Sikder  1713031418\n",
+      "354             Nazrul Islam Sikder  1713031418\n",
+      "356          Md. Resaul Karim Jahid  1713007626\n",
+      "357              Abdullah Hil Nakib  1711529944\n",
+      "364     Md. Anwar Hossain Chowdhury  1711520079\n",
+      "367         Mohiuddin Ahmed Bhuiyan  1321110410\n",
+      "368           M.Tamiz Uddin Bhuiyan  1321110410\n",
+      "371                 Inamul Haq Khan  1711538761\n",
+      "373           Nazrul Islam Mazumder  1711522945\n",
+      "374              Md. Ismail Hossain  1711520864\n",
+      "378              Kazi Abdus Sobahan  1711267387\n",
+      "384            Md. Shahadat Hossain  1911356692\n",
+      "388                  A.K.M. Alamgir  1819385815\n",
+      "389                A.H. Aslam Sunny  1711561419\n",
+      "392       Haroon Or Rashid Howlader  1711525656\n",
+      "394            Dr. Tariquddin Ahmed  1711640137\n",
+      "396            Mohammed Abdus Salam  1711720458\n",
+      "398                    Wasim Rahman  1729296458\n",
+      "405         Engr. Mosharraf Hussain  1713062177\n",
+      "406             Kazi Mizanur Rahman  1819284278\n",
+      "407     Md. Mazibur Rahman Mazumder  1978062811\n"
      ]
     }
    ],
@@ -251,7 +262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 10,
    "id": "0f5af544",
    "metadata": {},
    "outputs": [
@@ -259,9 +270,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Before: 2361\n",
-      "After : 2256\n",
-      "Removed: 105\n"
+      "Before: 2495\n",
+      "After : 2119\n",
+      "Removed: 376\n"
      ]
     }
    ],
@@ -277,7 +288,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 11,
    "id": "6c1e477b",
    "metadata": {},
    "outputs": [
@@ -285,11 +296,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0    01711528362\n",
-      "1    01713333444\n",
-      "2    01713042433\n",
-      "3    01730051305\n",
-      "4    01711524074\n",
+      "0    01912101010\n",
+      "1    01768384465\n",
+      "2    01886964400\n",
+      "3    01944730552\n",
+      "4    01732201199\n",
       "Name: Number, dtype: object\n"
      ]
     }
@@ -306,7 +317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 12,
    "id": "a61f5286",
    "metadata": {},
    "outputs": [
@@ -314,7 +325,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[{'name': 'Agha Ahmed Yusuf', 'number': '01711528362'}, {'name': 'Anjan Chowdhury Pintu', 'number': '01713333444'}, {'name': 'Md Hanif Bhuiya', 'number': '01713042433'}, {'name': 'Asiful Haque', 'number': '01730051305'}, {'name': 'Nasir Hossain', 'number': '01711524074'}]\n"
+      "[{'name': 'MD. MAHBUBER RAHMAN CHOWDHURY LCL', 'number': '01912101010'}, {'name': 'MD. MOSTAFIZUR RAHMAN LCL', 'number': '01768384465'}, {'name': 'MOSTAFA FAISAL MAHMUD LCL', 'number': '01886964400'}, {'name': 'DEWAN MD. MOINUL ISLAM MILON LCL', 'number': '01944730552'}, {'name': 'M A BATEN LCL', 'number': '01732201199'}]\n"
      ]
     }
    ],
@@ -336,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 13,
    "id": "aa5aecb4",
    "metadata": {},
    "outputs": [
@@ -344,8 +355,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[{'name': 'Agha Ahmed Yusuf', 'number': '01711528362'}, {'name': 'Anjan Chowdhury Pintu', 'number': '01713333444'}, {'name': 'Md Hanif Bhuiya', 'number': '01713042433'}, {'name': 'Asiful Haque', 'number': '01730051305'}, {'name': 'Nasir Hossain', 'number': '01711524074'}]\n",
-      "Total valid numbers: 2303\n"
+      "[{'name': 'MD. MAHBUBER RAHMAN CHOWDHURY LCL', 'number': '01912101010'}, {'name': 'MD. MOSTAFIZUR RAHMAN LCL', 'number': '01768384465'}, {'name': 'MOSTAFA FAISAL MAHMUD LCL', 'number': '01886964400'}, {'name': 'DEWAN MD. MOINUL ISLAM MILON LCL', 'number': '01944730552'}, {'name': 'M A BATEN LCL', 'number': '01732201199'}]\n",
+      "Total valid numbers: 2096\n"
      ]
     }
    ],
@@ -367,7 +378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 14,
    "id": "4755835a",
    "metadata": {},
    "outputs": [
@@ -376,22 +387,7 @@
      "output_type": "stream",
      "text": [
       "Duplicate numbers found:\n",
-      "{'name': 'Minhaz AHmed', 'number': '01711534569'}\n",
-      "{'name': 'Zebun Nahar Huq', 'number': '01715056151'}\n",
-      "{'name': 'Nazia khan', 'number': '01711523376'}\n",
-      "{'name': 'Helen Jerin Khan', 'number': '01711676725'}\n",
-      "{'name': 'Sabikun Nahar Khan', 'number': '01819238099'}\n",
-      "{'name': 'Manzia rahman', 'number': '01819211108'}\n",
-      "{'name': 'Nilufa Salim', 'number': '01713036434'}\n",
-      "{'name': 'Md Anwar Hossain Khan', 'number': '01711531113'}\n",
-      "{'name': 'zakir Mohammad Hossain', 'number': '01711593168'}\n",
-      "{'name': 'Md Awal Hossain', 'number': '01711898393'}\n",
-      "{'name': 'Nazma Chowdhury', 'number': '01711854367'}\n",
-      "{'name': 'G.H. Chowdhury', 'number': '01707251499'}\n",
-      "{'name': 'Mizanur Rahman Chowdhury', 'number': '01711560109'}\n",
-      "{'name': 'Mahmud Harun Choudhury', 'number': '01714441000'}\n",
-      "{'name': 'Enam Ahmed Chowdhury', 'number': '01711567590'}\n",
-      "{'name': 'Dilruba Chowdhury', 'number': '01713002300'}\n"
+      "{'name': 'SHAHRIAR AHMED', 'number': '01711642203'}\n"
      ]
     }
    ],
@@ -414,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 15,
    "id": "1c62c0de",
    "metadata": {},
    "outputs": [
@@ -423,7 +419,7 @@
      "output_type": "stream",
      "text": [
       "After removing duplicates:\n",
-      "2287\n"
+      "2095\n"
      ]
     }
    ],
@@ -443,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 16,
    "id": "78c1adec",
    "metadata": {},
    "outputs": [],