visualizations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.758784Z",
     "start_time": "2024-07-17T18:53:20.320735Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load in dataframe from filesystem\n",
    "all_texts = pd.read_pickle(\"all_texts.pkl\")"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.774382Z",
     "start_time": "2024-07-17T18:53:20.760463Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Load in emoji_df\n",
    "\n",
    "emoji_df = pd.read_csv(\"emoji_df.csv\")"
   ],
   "id": "9db475ded726b102",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.778790Z",
     "start_time": "2024-07-17T18:53:20.775169Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Set the style\n",
    "plt.style.use('seaborn-v0_8-deep')\n",
    "plt.rcParams['font.family'] = 'Inter'"
   ],
   "id": "1910e7a13fa17b91",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### *How many messages did I send versus how many were sent by others in each conversation?*",
   "id": "23e791482852fe76"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.844512Z",
     "start_time": "2024-07-17T18:53:20.779561Z"
    }
   },
   "cell_type": "code",
   "source": [
    "comparisons = (\n",
    "    all_texts.assign(\n",
    "        from_me=lambda df: df['is_from_me'].astype(int),\n",
    "        from_others=lambda df: df['is_from_me'].ne(True).astype(int)\n",
    "    )\n",
    "    .groupby(['chat_identifier', 'is_group_chat'])\n",
    "    .agg({'from_me': 'sum', 'from_others': 'sum'})\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "comparisons['total'] = comparisons['from_me'] + comparisons['from_others']\n",
    "comparisons = comparisons.sort_values(by=['total'], ascending=False)\n",
    "\n",
    "comparisons"
   ],
   "id": "5379a83e4ebc01d9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "    chat_identifier  is_group_chat  from_me  from_others  total\n",
       "138        36c6485e          False    39869        53798  93667\n",
       "335        87bf26ed          False    15672        16866  32538\n",
       "154        3ee879f3          False    15175        13641  28816\n",
       "461        bc97743a          False    13742        14865  28607\n",
       "24         099c2ce0          False     9907        13100  23007\n",
       "..              ...            ...      ...          ...    ...\n",
       "203        5354f7b7          False        0            1      1\n",
       "202        530da225          False        1            0      1\n",
       "425        ab220470          False        0            1      1\n",
       "427        acf7071b          False        0            1      1\n",
       "97         25d51221          False        0            1      1\n",
       "\n",
       "[606 rows x 5 columns]"
      ],
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chat_identifier</th>\n",
       "      <th>is_group_chat</th>\n",
       "      <th>from_me</th>\n",
       "      <th>from_others</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>36c6485e</td>\n",
       "      <td>False</td>\n",
       "      <td>39869</td>\n",
       "      <td>53798</td>\n",
       "      <td>93667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>87bf26ed</td>\n",
       "      <td>False</td>\n",
       "      <td>15672</td>\n",
       "      <td>16866</td>\n",
       "      <td>32538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>3ee879f3</td>\n",
       "      <td>False</td>\n",
       "      <td>15175</td>\n",
       "      <td>13641</td>\n",
       "      <td>28816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>bc97743a</td>\n",
       "      <td>False</td>\n",
       "      <td>13742</td>\n",
       "      <td>14865</td>\n",
       "      <td>28607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>099c2ce0</td>\n",
       "      <td>False</td>\n",
       "      <td>9907</td>\n",
       "      <td>13100</td>\n",
       "      <td>23007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>5354f7b7</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>530da225</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>ab220470</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>acf7071b</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>25d51221</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>606 rows × 5 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.848193Z",
     "start_time": "2024-07-17T18:53:20.845374Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Function to remove outliers based on IQR\n",
    "def remove_outliers(df, column):\n",
    "    Q1 = df[column].quantile(0.25)\n",
    "    Q3 = df[column].quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "    return df[(df[column] >= lower_bound) & (df[column] <= upper_bound)]"
   ],
   "id": "f40ccffa4ada1f90",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.857162Z",
     "start_time": "2024-07-17T18:53:20.848720Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Calculating percentages\n",
    "comparisons['from_me_percentage'] = (comparisons['from_me'] / comparisons['total']) * 100\n",
    "comparisons['from_others_percentage'] = (comparisons['from_others'] / comparisons['total']) * 100\n",
    "\n",
    "# Removing outliers\n",
    "filtered_comparisons = remove_outliers(comparisons, 'from_others_percentage')\n",
    "filtered_comparisons = remove_outliers(filtered_comparisons, 'from_me_percentage')\n",
    "filtered_comparisons = filtered_comparisons[filtered_comparisons['total'] != 0]\n",
    "\n",
    "filtered_comparisons"
   ],
   "id": "39e9c4315383864f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "    chat_identifier  is_group_chat  from_me  from_others  total  \\\n",
       "138        36c6485e          False    39869        53798  93667   \n",
       "335        87bf26ed          False    15672        16866  32538   \n",
       "154        3ee879f3          False    15175        13641  28816   \n",
       "461        bc97743a          False    13742        14865  28607   \n",
       "24         099c2ce0          False     9907        13100  23007   \n",
       "..              ...            ...      ...          ...    ...   \n",
       "30         0d75ac67          False        0            1      1   \n",
       "203        5354f7b7          False        0            1      1   \n",
       "425        ab220470          False        0            1      1   \n",
       "427        acf7071b          False        0            1      1   \n",
       "97         25d51221          False        0            1      1   \n",
       "\n",
       "     from_me_percentage  from_others_percentage  \n",
       "138           42.564617               57.435383  \n",
       "335           48.165222               51.834778  \n",
       "154           52.661716               47.338284  \n",
       "461           48.037194               51.962806  \n",
       "24            43.060808               56.939192  \n",
       "..                  ...                     ...  \n",
       "30             0.000000              100.000000  \n",
       "203            0.000000              100.000000  \n",
       "425            0.000000              100.000000  \n",
       "427            0.000000              100.000000  \n",
       "97             0.000000              100.000000  \n",
       "\n",
       "[602 rows x 7 columns]"
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chat_identifier</th>\n",
       "      <th>is_group_chat</th>\n",
       "      <th>from_me</th>\n",
       "      <th>from_others</th>\n",
       "      <th>total</th>\n",
       "      <th>from_me_percentage</th>\n",
       "      <th>from_others_percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>36c6485e</td>\n",
       "      <td>False</td>\n",
       "      <td>39869</td>\n",
       "      <td>53798</td>\n",
       "      <td>93667</td>\n",
       "      <td>42.564617</td>\n",
       "      <td>57.435383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>87bf26ed</td>\n",
       "      <td>False</td>\n",
       "      <td>15672</td>\n",
       "      <td>16866</td>\n",
       "      <td>32538</td>\n",
       "      <td>48.165222</td>\n",
       "      <td>51.834778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>3ee879f3</td>\n",
       "      <td>False</td>\n",
       "      <td>15175</td>\n",
       "      <td>13641</td>\n",
       "      <td>28816</td>\n",
       "      <td>52.661716</td>\n",
       "      <td>47.338284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>bc97743a</td>\n",
       "      <td>False</td>\n",
       "      <td>13742</td>\n",
       "      <td>14865</td>\n",
       "      <td>28607</td>\n",
       "      <td>48.037194</td>\n",
       "      <td>51.962806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>099c2ce0</td>\n",
       "      <td>False</td>\n",
       "      <td>9907</td>\n",
       "      <td>13100</td>\n",
       "      <td>23007</td>\n",
       "      <td>43.060808</td>\n",
       "      <td>56.939192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0d75ac67</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>5354f7b7</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>ab220470</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>acf7071b</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>25d51221</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>602 rows × 7 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:20.980021Z",
     "start_time": "2024-07-17T18:53:20.859080Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Take top 20 group chats\n",
    "group_chats = filtered_comparisons[filtered_comparisons['is_group_chat']][:20]\n",
    "\n",
    "bar_width = 1/3.\n",
    "\n",
    "n_bars_group = len(group_chats['chat_identifier'])\n",
    "r1_group = range(n_bars_group)\n",
    "r2_group = [x + bar_width for x in r1_group]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(r1_group, group_chats['from_me_percentage'], bar_width, label='From Me')\n",
    "plt.bar(r1_group, group_chats['from_others_percentage'], bar_width, bottom=group_chats['from_me_percentage'], label='From Others')\n",
    "plt.axhline(y=50, color='r', linestyle='--', label='50% Line')\n",
    "\n",
    "plt.xlabel('Group Conversation')\n",
    "plt.ylabel('Percentage of Messages')\n",
    "plt.title('Percentage of Messages Sent in Group Chats')\n",
    "plt.legend()\n",
    "plt.xticks([])\n",
    "plt.show()"
   ],
   "id": "6751bb14151e3965",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:21.062918Z",
     "start_time": "2024-07-17T18:53:20.980874Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Take top 20 individual chats\n",
    "individual_chats = filtered_comparisons[filtered_comparisons['is_group_chat'] == False][:20]\n",
    "\n",
    "bar_width = 1/3.\n",
    "\n",
    "n_bars_group = len(individual_chats['chat_identifier'])\n",
    "r1_group = range(n_bars_group)\n",
    "r2_group = [x + bar_width for x in r1_group]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(r1_group, individual_chats['from_me_percentage'], bar_width, label='From Me')\n",
    "plt.bar(r1_group, individual_chats['from_others_percentage'], bar_width, bottom=individual_chats['from_me_percentage'], label='From Others')\n",
    "plt.axhline(y=50, color='r', linestyle='--', label='50% Line')\n",
    "\n",
    "plt.xlabel('Individual Conversation')\n",
    "plt.ylabel('Percentage of Messages')\n",
    "plt.title('Percentage of Messages Sent in Individual Chats')\n",
    "plt.legend()\n",
    "plt.xticks([])\n",
    "plt.show()\n",
    "\n",
    "individual_chats"
   ],
   "id": "58228d7a7f35673e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "    chat_identifier  is_group_chat  from_me  from_others  total  \\\n",
       "138        36c6485e          False    39869        53798  93667   \n",
       "335        87bf26ed          False    15672        16866  32538   \n",
       "154        3ee879f3          False    15175        13641  28816   \n",
       "461        bc97743a          False    13742        14865  28607   \n",
       "24         099c2ce0          False     9907        13100  23007   \n",
       "111        2af6cedf          False     7369         9537  16906   \n",
       "336        87c38a5d          False     7118         7909  15027   \n",
       "64         1b85ac4d          False     2703         3644   6347   \n",
       "243        6347d7d7          False     2762         2940   5702   \n",
       "491        c7d1d255          False     1576         2606   4182   \n",
       "250        660536c2          False     1872         2030   3902   \n",
       "369        90f0026b          False     1732         2059   3791   \n",
       "147        3c1afa2d          False     2017         1757   3774   \n",
       "445        b756f040          False     1958         1767   3725   \n",
       "426        ac9d264b          False     1955         1747   3702   \n",
       "45         13e57199          False     1411         1899   3310   \n",
       "151        3e227f8e          False     1590         1559   3149   \n",
       "375        93d815ab          False     1218         1323   2541   \n",
       "497        ca1e9da6          False     1162         1149   2311   \n",
       "594        fb3b7d99          False      995         1185   2180   \n",
       "\n",
       "     from_me_percentage  from_others_percentage  \n",
       "138           42.564617               57.435383  \n",
       "335           48.165222               51.834778  \n",
       "154           52.661716               47.338284  \n",
       "461           48.037194               51.962806  \n",
       "24            43.060808               56.939192  \n",
       "111           43.588075               56.411925  \n",
       "336           47.368071               52.631929  \n",
       "64            42.587049               57.412951  \n",
       "243           48.439144               51.560856  \n",
       "491           37.685318               62.314682  \n",
       "250           47.975397               52.024603  \n",
       "369           45.687154               54.312846  \n",
       "147           53.444621               46.555379  \n",
       "445           52.563758               47.436242  \n",
       "426           52.809292               47.190708  \n",
       "45            42.628399               57.371601  \n",
       "151           50.492220               49.507780  \n",
       "375           47.933884               52.066116  \n",
       "497           50.281264               49.718736  \n",
       "594           45.642202               54.357798  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chat_identifier</th>\n",
       "      <th>is_group_chat</th>\n",
       "      <th>from_me</th>\n",
       "      <th>from_others</th>\n",
       "      <th>total</th>\n",
       "      <th>from_me_percentage</th>\n",
       "      <th>from_others_percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>36c6485e</td>\n",
       "      <td>False</td>\n",
       "      <td>39869</td>\n",
       "      <td>53798</td>\n",
       "      <td>93667</td>\n",
       "      <td>42.564617</td>\n",
       "      <td>57.435383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>87bf26ed</td>\n",
       "      <td>False</td>\n",
       "      <td>15672</td>\n",
       "      <td>16866</td>\n",
       "      <td>32538</td>\n",
       "      <td>48.165222</td>\n",
       "      <td>51.834778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>3ee879f3</td>\n",
       "      <td>False</td>\n",
       "      <td>15175</td>\n",
       "      <td>13641</td>\n",
       "      <td>28816</td>\n",
       "      <td>52.661716</td>\n",
       "      <td>47.338284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>bc97743a</td>\n",
       "      <td>False</td>\n",
       "      <td>13742</td>\n",
       "      <td>14865</td>\n",
       "      <td>28607</td>\n",
       "      <td>48.037194</td>\n",
       "      <td>51.962806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>099c2ce0</td>\n",
       "      <td>False</td>\n",
       "      <td>9907</td>\n",
       "      <td>13100</td>\n",
       "      <td>23007</td>\n",
       "      <td>43.060808</td>\n",
       "      <td>56.939192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2af6cedf</td>\n",
       "      <td>False</td>\n",
       "      <td>7369</td>\n",
       "      <td>9537</td>\n",
       "      <td>16906</td>\n",
       "      <td>43.588075</td>\n",
       "      <td>56.411925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>87c38a5d</td>\n",
       "      <td>False</td>\n",
       "      <td>7118</td>\n",
       "      <td>7909</td>\n",
       "      <td>15027</td>\n",
       "      <td>47.368071</td>\n",
       "      <td>52.631929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1b85ac4d</td>\n",
       "      <td>False</td>\n",
       "      <td>2703</td>\n",
       "      <td>3644</td>\n",
       "      <td>6347</td>\n",
       "      <td>42.587049</td>\n",
       "      <td>57.412951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>6347d7d7</td>\n",
       "      <td>False</td>\n",
       "      <td>2762</td>\n",
       "      <td>2940</td>\n",
       "      <td>5702</td>\n",
       "      <td>48.439144</td>\n",
       "      <td>51.560856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>c7d1d255</td>\n",
       "      <td>False</td>\n",
       "      <td>1576</td>\n",
       "      <td>2606</td>\n",
       "      <td>4182</td>\n",
       "      <td>37.685318</td>\n",
       "      <td>62.314682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>660536c2</td>\n",
       "      <td>False</td>\n",
       "      <td>1872</td>\n",
       "      <td>2030</td>\n",
       "      <td>3902</td>\n",
       "      <td>47.975397</td>\n",
       "      <td>52.024603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>90f0026b</td>\n",
       "      <td>False</td>\n",
       "      <td>1732</td>\n",
       "      <td>2059</td>\n",
       "      <td>3791</td>\n",
       "      <td>45.687154</td>\n",
       "      <td>54.312846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>3c1afa2d</td>\n",
       "      <td>False</td>\n",
       "      <td>2017</td>\n",
       "      <td>1757</td>\n",
       "      <td>3774</td>\n",
       "      <td>53.444621</td>\n",
       "      <td>46.555379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>b756f040</td>\n",
       "      <td>False</td>\n",
       "      <td>1958</td>\n",
       "      <td>1767</td>\n",
       "      <td>3725</td>\n",
       "      <td>52.563758</td>\n",
       "      <td>47.436242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>ac9d264b</td>\n",
       "      <td>False</td>\n",
       "      <td>1955</td>\n",
       "      <td>1747</td>\n",
       "      <td>3702</td>\n",
       "      <td>52.809292</td>\n",
       "      <td>47.190708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>13e57199</td>\n",
       "      <td>False</td>\n",
       "      <td>1411</td>\n",
       "      <td>1899</td>\n",
       "      <td>3310</td>\n",
       "      <td>42.628399</td>\n",
       "      <td>57.371601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>3e227f8e</td>\n",
       "      <td>False</td>\n",
       "      <td>1590</td>\n",
       "      <td>1559</td>\n",
       "      <td>3149</td>\n",
       "      <td>50.492220</td>\n",
       "      <td>49.507780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>93d815ab</td>\n",
       "      <td>False</td>\n",
       "      <td>1218</td>\n",
       "      <td>1323</td>\n",
       "      <td>2541</td>\n",
       "      <td>47.933884</td>\n",
       "      <td>52.066116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>ca1e9da6</td>\n",
       "      <td>False</td>\n",
       "      <td>1162</td>\n",
       "      <td>1149</td>\n",
       "      <td>2311</td>\n",
       "      <td>50.281264</td>\n",
       "      <td>49.718736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>fb3b7d99</td>\n",
       "      <td>False</td>\n",
       "      <td>995</td>\n",
       "      <td>1185</td>\n",
       "      <td>2180</td>\n",
       "      <td>45.642202</td>\n",
       "      <td>54.357798</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T19:11:22.277022Z",
     "start_time": "2024-07-17T19:11:22.077658Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Create a figure for the group chats\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=group_chats[['from_me_percentage', 'from_others_percentage']])\n",
    "plt.xlabel('Group Conversation')\n",
    "plt.ylabel('Percentage of Messages')\n",
    "plt.title('Distribution of Messages Sent in Group Chats')\n",
    "plt.xticks([0, 1], ['From Me', 'From Others'])\n",
    "plt.legend(['From Me', 'From Others'])\n",
    "plt.ylim(0, 100)\n",
    "plt.show()\n",
    "\n",
    "# Create a figure for the individual chats\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=individual_chats[['from_me_percentage', 'from_others_percentage']])\n",
    "plt.xlabel('Individual Conversation')\n",
    "plt.ylabel('Percentage of Messages')\n",
    "plt.title('Distribution of Messages Sent in Individual Chats')\n",
    "plt.xticks([0, 1], ['From Me', 'From Others'])\n",
    "plt.legend(['From Me', 'From Others'])\n",
    "plt.ylim(0, 100)\n",
    "plt.show()"
   ],
   "id": "6e06fa34adc475f7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 45
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "From these graphs, it's clear that in most group conversations, others send the majority of the messages, while my contributions are relatively lower. My participation varies significantly across different group chats, with some showing minimal input from me and a few where I engage more.\n",
    "\n",
    "In individual conversations, the messaging distribution is more balanced; there are several instances where I contribute as much or even more than the other person. This indicates that I tend to be more interactive or reciprocal in one-on-one chats.\n",
    "\n",
    "Altogether, these insights reveal that others are generally more active in group conversations, while I play a more balanced or active role in individual conversations. This understanding can help me adjust my engagement levels if I want to become more active in group chats."
   ],
   "id": "7d7ed07c63bece69"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### *What are my most used emojis?*",
   "id": "857e918cdee6fba"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:57:27.054293Z",
     "start_time": "2024-07-17T18:57:27.051319Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "def power_law(x, a, b):\n",
    "    return a * np.power(x, -b)\n",
    "\n",
    "def r_squared(y_observed, y_predicted):\n",
    "    ss_res = np.sum((y_observed - y_predicted) ** 2)\n",
    "    ss_tot = np.sum((y_observed - np.mean(y_observed)) ** 2)\n",
    "    return 1 - (ss_res / ss_tot)"
   ],
   "id": "8ecfa2f4314bc4ad",
   "outputs": [],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T19:11:35.750760Z",
     "start_time": "2024-07-17T19:11:35.425244Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from collections import Counter\n",
    "from scipy.optimize import curve_fit\n",
    "\n",
    "# Count the most common emojis\n",
    "all_emojis = [emoji for sublist in all_texts['emojis'] for emoji in sublist]\n",
    "emoji_counts = Counter(all_emojis)\n",
    "most_common_emojis = emoji_counts.most_common(20)\n",
    "\n",
    "# Prepare data for plotting\n",
    "emoji_labels, emoji_values = zip(*most_common_emojis)\n",
    "\n",
    "# Replace emojis with English names\n",
    "emoji_names_dict = pd.Series(emoji_df.name.values, index=emoji_df.emoji).to_dict()\n",
    "emoji_labels = [emoji_names_dict[emoji] for emoji in emoji_labels]\n",
    "\n",
    "# Create best-fit line data\n",
    "x_data = np.arange(1, len(emoji_values) + 1)\n",
    "popt_pow, _ = curve_fit(power_law, x_data, emoji_values)\n",
    "\n",
    "# Calculate R-squared values\n",
    "y_pred_pow = power_law(x_data, *popt_pow)\n",
    "r2_pow = r_squared(emoji_values, y_pred_pow)\n",
    "\n",
    "# Generate fitted values with accurate x-values\n",
    "x_fit = np.linspace(1, len(emoji_values), 100)\n",
    "y_fit_pow = power_law(x_fit, *popt_pow)\n",
    "\n",
    "# Plot the data and the accurately fitted lines\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "plt.bar(x_data, emoji_values, tick_label=emoji_labels, color=colors[0], label='Emoji Counts')\n",
    "plt.plot(x_fit, y_fit_pow, color=colors[1], label=f'Power Law (R^2={r2_pow:.4f})')\n",
    "\n",
    "plt.title('Most Used Emojis')\n",
    "plt.xlabel('Emojis')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.ylabel('Count')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "2401dcf96057b11d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Temporal Analyses",
   "id": "3e3d3a4486555bce"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:57:31.875084Z",
     "start_time": "2024-07-17T18:57:31.832252Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Extract hour and weekday from the timestamp\n",
    "all_texts['hour'] = all_texts['timestamp'].dt.hour\n",
    "all_texts['weekday'] = all_texts['timestamp'].dt.dayofweek\n",
    "\n",
    "# Group by hour and weekday to find peak messaging times\n",
    "hourly_counts = all_texts.groupby('hour').size()\n",
    "weekly_counts = all_texts.groupby('weekday').size()"
   ],
   "id": "1053385a0e2beb30",
   "outputs": [],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:21.561707Z",
     "start_time": "2024-07-17T18:53:21.442125Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Hourly peak times\n",
    "plt.figure(figsize=(10, 6))\n",
    "hourly_counts.plot(kind='bar')\n",
    "plt.title('Messages Sent by Hour')\n",
    "plt.xlabel('Hour of the Day')\n",
    "plt.ylabel('Number of Messages')\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ],
   "id": "738793df928ec822",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:21.631506Z",
     "start_time": "2024-07-17T18:53:21.562314Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Weekly peak times\n",
    "plt.figure(figsize=(10, 6))\n",
    "weekly_counts.plot(kind='bar')\n",
    "plt.title('Messages Sent by Day of the Week')\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('Number of Messages')\n",
    "plt.xticks(ticks=range(7), labels=['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'], rotation=0)\n",
    "plt.show()"
   ],
   "id": "677f8e3405d5f13e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:21.636111Z",
     "start_time": "2024-07-17T18:53:21.632336Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "# Extract the first two colors from the current matplotlib color cycle\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color'][:2]\n",
    "\n",
    "# Create a custom colormap from the extracted colors\n",
    "custom_cmap = LinearSegmentedColormap.from_list('custom_cmap', colors)"
   ],
   "id": "c941586763570e46",
   "outputs": [],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:22.030938Z",
     "start_time": "2024-07-17T18:53:21.636729Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# Explode the emojis column to have one emoji per row\n",
    "all_texts_exploded = all_texts.explode('emojis')\n",
    "\n",
    "# Group by hour and emoji, and count occurrences\n",
    "emoji_counts = all_texts_exploded.groupby(['hour', 'emojis']).size().unstack(fill_value=0)\n",
    "\n",
    "# Calculate percentage of each emoji sent at different hours\n",
    "emoji_percentage = emoji_counts.div(emoji_counts.sum(axis=0), axis=1) * 100\n",
    "emoji_percentage = emoji_percentage.round().astype(int)\n",
    "\n",
    "# Select top N emojis\n",
    "top_n_emojis = 10\n",
    "top_emojis = emoji_counts.sum().nlargest(top_n_emojis).index\n",
    "emoji_percentage_top = emoji_percentage[top_emojis]\n",
    "\n",
    "# Replace emojis with english names\n",
    "emoji_names_dict = pd.Series(emoji_df.name.values, index=emoji_df.emoji).to_dict()\n",
    "emoji_percentage_top.columns = [emoji_names_dict[emoji] for emoji in emoji_percentage_top.columns]\n",
    "\n",
    "# Plot heatmap\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "ax = sns.heatmap(emoji_percentage_top, cmap=custom_cmap, cbar=False, annot=True, fmt='')\n",
    "for t in ax.texts:\n",
    "    t.set_text(t.get_text() + \"%\")\n",
    "\n",
    "# Invert y-axis\n",
    "plt.gca().invert_yaxis()\n",
    "\n",
    "plt.title('Percentage Distribution of Emoji Usage by Hour')\n",
    "plt.xlabel('Emojis')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.ylabel('Hour of the Day')\n",
    "plt.show()"
   ],
   "id": "1d7b4c676942782",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:57:55.333805Z",
     "start_time": "2024-07-17T18:57:54.907570Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def get_frequent_contacts(group, threshold=0):\n",
    "    contact_counts = group['chat_identifier'].value_counts()\n",
    "    return contact_counts[contact_counts >= threshold].index\n",
    "\n",
    "# Filter texts to only include texts from me that aren't in a group chat\n",
    "filtered_texts = all_texts[all_texts['is_group_chat'] == False]\n",
    "filtered_texts = filtered_texts[filtered_texts['is_from_me']]\n",
    "\n",
    "# Step 3: Group by month and apply the function\n",
    "filtered_texts['month'] = filtered_texts['timestamp'].dt.to_period('M')\n",
    "frequent_contacts = filtered_texts.groupby('month', group_keys=True).apply(lambda group: get_frequent_contacts(group), include_groups=False)\n",
    "\n",
    "# Step 4: Create a DataFrame to count unique frequent contacts per month\n",
    "frequent_contacts_count = frequent_contacts.explode().reset_index()\n",
    "frequent_contacts_count.columns = ['month', 'recipient']\n",
    "frequent_contacts_count = frequent_contacts_count.groupby('month').nunique()['recipient'].reset_index()\n",
    "frequent_contacts_count.columns = ['month', 'count']\n",
    "\n",
    "# Step 5: Plot the data\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(frequent_contacts_count['month'].astype(str), frequent_contacts_count['count'], marker='o')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of Frequent Contacts')\n",
    "plt.title('Change Over Time in Number of Frequent Contacts')\n",
    "plt.xticks(rotation=90)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ],
   "id": "694798749a3e8255",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cj/2g_361zd52gff3mw9lrrzxhm0000gn/T/ipykernel_43756/1731871408.py:10: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
      "  filtered_texts['month'] = filtered_texts['timestamp'].dt.to_period('M')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "It's pretty interesting to see how this graph correlates to different parts of my life:\n",
    "\n",
    "- The lull near the end of 2021 was likely due to sheerly how busy I was the first semester of my junior year between classes, soccer, and extracurriculars. Didn't have much time for communication apparently!\n",
    "- I started becoming a better texter around second semester junior year, as indicated by the jump in frequent contacts.\n",
    "- The brief slump from June 2022 through around October 2022 matches the pattern during the same time period in 2021.\n",
    "- The most notable spike in this chart, occurring around the middle of 2023, matches up perfectly when I started college! I gained a lot of new friends and as a result I started texting many more people more frequently. The decrease nearing the middle of 2024 matches up with when clubs and classes start to wind down for the summer."
   ],
   "id": "4518ac8cd7a68d8e"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Sentiment Analysis",
   "id": "b49d43b87a3db5d0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:23.929220Z",
     "start_time": "2024-07-17T18:53:22.278863Z"
    }
   },
   "cell_type": "code",
   "source": "!pip install nltk ",
   "id": "4431a22aae580ab8",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: nltk in ./.venv/lib/python3.11/site-packages (3.8.1)\r\n",
      "Requirement already satisfied: click in ./.venv/lib/python3.11/site-packages (from nltk) (8.1.7)\r\n",
      "Requirement already satisfied: joblib in ./.venv/lib/python3.11/site-packages (from nltk) (1.4.2)\r\n",
      "Requirement already satisfied: regex>=2021.8.3 in ./.venv/lib/python3.11/site-packages (from nltk) (2024.5.15)\r\n",
      "Requirement already satisfied: tqdm in ./.venv/lib/python3.11/site-packages (from nltk) (4.66.4)\r\n",
      "\r\n",
      "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.1.2\u001B[0m\r\n",
      "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpip install --upgrade pip\u001B[0m\r\n"
     ]
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:25.132712Z",
     "start_time": "2024-07-17T18:53:23.931346Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os\n",
    "import certifi\n",
    "import nltk\n",
    "\n",
    "# Fix SSL issue\n",
    "os.environ['SSL_CERT_FILE'] = certifi.where()\n",
    "\n",
    "# Download necessary NLTK data files\n",
    "nltk.download('vader_lexicon')"
   ],
   "id": "d18d75fd1e409e9c",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     /Users/colegawin/nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:35.329538Z",
     "start_time": "2024-07-17T18:53:25.133720Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "\n",
    "# Initialize the VADER sentiment intensity analyzer\n",
    "sid = SentimentIntensityAnalyzer()\n",
    "\n",
    "# Function to get sentiment scores\n",
    "def get_sentiment_scores(message):\n",
    "    return sid.polarity_scores(message)\n",
    "\n",
    "# Apply the sentiment analysis function to each message\n",
    "all_texts['sentiment_scores'] = all_texts['clean_text'].apply(get_sentiment_scores)\n",
    "\n",
    "# Extract compound score and label it as positive, negative, or neutral\n",
    "all_texts['compound'] = all_texts['sentiment_scores'].apply(lambda score_dict: score_dict['compound'])\n",
    "all_texts['sentiment'] = all_texts['compound'].apply(lambda c: 'positive' if c >= 0.05 else ('negative' if c <= -0.05 else 'neutral'))"
   ],
   "id": "2b7a85cae9cb282c",
   "outputs": [],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T19:17:15.523196Z",
     "start_time": "2024-07-17T19:17:15.222461Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_sentiments_counts = all_texts[all_texts['is_from_me']]['sentiment'].value_counts(normalize=True) * 100\n",
    "my_sentiments_counts.plot(kind='pie', autopct='%1.1f%%', colors=colors, figsize=(8, 8))\n",
    "plt.title('Sentiment Distribution of My Text Messages')\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ],
   "id": "3a840bb35d0c9639",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 48
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T19:07:33.350586Z",
     "start_time": "2024-07-17T19:07:33.113159Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Count the number of each sentiment for texts from me vs. from others\n",
    "sentiments_from_me = all_texts[all_texts['is_from_me']]\n",
    "sentiments_from_others = all_texts[all_texts['is_from_me'] == False]\n",
    "\n",
    "# Create a DataFrame for plotting\n",
    "sentiment_counts_df = pd.DataFrame({\n",
    "    'From Me': sentiments_from_me['sentiment'].value_counts(normalize=True) * 100,\n",
    "    'From Others': sentiments_from_others['sentiment'].value_counts(normalize=True) * 100\n",
    "}).fillna(0)\n",
    "\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "\n",
    "# Plot the sentiment counts\n",
    "sentiment_counts_df.plot(kind='bar', figsize=(10, 6), color=colors)\n",
    "plt.title('Sentiment Analysis of Text Messages (From Me vs. From Others)')\n",
    "plt.xlabel('Sentiment')\n",
    "plt.ylabel('Percentage of Messages')\n",
    "plt.xticks(rotation=0)\n",
    "plt.legend(title='Message Source')\n",
    "plt.show()"
   ],
   "id": "d69a00cde5c29b99",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "*Is there a statistical difference in how positive I am vs. how positive others are?*",
   "id": "478a40c4fb4974fa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:36.986703Z",
     "start_time": "2024-07-17T18:53:35.498941Z"
    }
   },
   "cell_type": "code",
   "source": "!pip install statsmodels",
   "id": "2eb6a6f423adc85b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: statsmodels in ./.venv/lib/python3.11/site-packages (0.14.2)\r\n",
      "Requirement already satisfied: numpy>=1.22.3 in ./.venv/lib/python3.11/site-packages (from statsmodels) (2.0.0)\r\n",
      "Requirement already satisfied: scipy!=1.9.2,>=1.8 in ./.venv/lib/python3.11/site-packages (from statsmodels) (1.14.0)\r\n",
      "Requirement already satisfied: pandas!=2.1.0,>=1.4 in ./.venv/lib/python3.11/site-packages (from statsmodels) (2.2.2)\r\n",
      "Requirement already satisfied: patsy>=0.5.6 in ./.venv/lib/python3.11/site-packages (from statsmodels) (0.5.6)\r\n",
      "Requirement already satisfied: packaging>=21.3 in ./.venv/lib/python3.11/site-packages (from statsmodels) (24.1)\r\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/colegawin/Library/Python/3.11/lib/python/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2.8.2)\r\n",
      "Requirement already satisfied: pytz>=2020.1 in ./.venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2024.1)\r\n",
      "Requirement already satisfied: tzdata>=2022.7 in ./.venv/lib/python3.11/site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2024.1)\r\n",
      "Requirement already satisfied: six in /Users/colegawin/Library/Python/3.11/lib/python/site-packages (from patsy>=0.5.6->statsmodels) (1.16.0)\r\n",
      "\r\n",
      "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.1.2\u001B[0m\r\n",
      "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpip install --upgrade pip\u001B[0m\r\n"
     ]
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:37.030632Z",
     "start_time": "2024-07-17T18:53:36.988461Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from statsmodels.stats.proportion import proportions_ztest\n",
    "\n",
    "# Calculate the number of positive messages in both groups\n",
    "positive_from_me = sum(sentiments_from_me['sentiment'] == 'positive')\n",
    "positive_not_from_me = sum(sentiments_from_others['sentiment'] == 'positive')\n",
    "\n",
    "# Calculate the total number of messages in both groups\n",
    "total_from_me = len(sentiments_from_me)\n",
    "total_from_others = len(sentiments_from_others)\n",
    "\n",
    "# Perform two-proportion z-test\n",
    "count = np.array([positive_from_me, positive_not_from_me])\n",
    "nobs = np.array([total_from_me, total_from_others])\n",
    "stat, pval = proportions_ztest(count, nobs)\n",
    "\n",
    "f\"Z-statistic: {stat}, P-value: {pval}, Alpha: {0.05}\""
   ],
   "id": "a19245fea6465d20",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Z-statistic: 15.165590710410953, P-value: 5.97588349543933e-52, Alpha: 0.05'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "Since the calculated P-value is less than the significance threshold ($\\alpha = 0.05$), there is a statistical difference!\n",
    "\n",
    "Interesting how on average I'm more positive in my texts!"
   ],
   "id": "f02acc88221220c5"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-17T18:53:37.033007Z",
     "start_time": "2024-07-17T18:53:37.031282Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "5c63837c94b94f35",
   "outputs": [],
   "execution_count": 23
  }
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