bgbg/whatsapp_trend.ipynb

## whatsapp_trend.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quick and dirty analysis of participation dynamics in a WhatsApp group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the analysis here is very crude, the parsing relies on an unverified heuristic. Don't make important decisions based on this anaalysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "פוסט שמתאר את הקוד הזה נמצא בלינק הבא\n",
    "[link](https://he.gorelik.net/?p=1040)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:29.529030Z",
     "start_time": "2021-08-01T06:16:28.328784Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pylab as plt\n",
    "import seaborn as sns\n",
    "from bidi import algorithm as bidialg\n",
    "import numpy as np\n",
    "import matplotlib.dates as mdates\n",
    "plt.style.use('fivethirtyeight')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:29.533029Z",
     "start_time": "2021-08-01T06:16:29.531219Z"
    }
   },
   "outputs": [],
   "source": [
    "import datetime\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:29.537916Z",
     "start_time": "2021-08-01T06:16:29.535023Z"
    }
   },
   "outputs": [],
   "source": [
    "def gini_coefficient(x):\n",
    "    \"\"\"Compute Gini coefficient of array of values\"\"\"\n",
    "    # from https://stackoverflow.com/a/61154922/17523\n",
    "    diffsum = 0\n",
    "    for i, xi in enumerate(x[:-1], 1):\n",
    "        diffsum += np.sum(np.abs(xi - x[i:]))\n",
    "    return diffsum / (len(x)**2 * np.mean(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ingress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:39.049112Z",
     "start_time": "2021-08-01T06:16:29.539766Z"
    }
   },
   "outputs": [
    {
     "data": {
      "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>when_raw</th>\n",
       "      <th>who</th>\n",
       "      <th>what</th>\n",
       "      <th>when</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>when</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-04-23 12:14:00</th>\n",
       "      <td>23/04/2021, 12:14</td>\n",
       "      <td>- יוסי אליעזר</td>\n",
       "      <td>🔵 ברוכים הבאים לד\"ר בוריס גורליק - חוקר נתוני...</td>\n",
       "      <td>2021-04-23 12:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-23 12:17:00</th>\n",
       "      <td>23/04/2021, 12:17</td>\n",
       "      <td>- אוהד שביט</td>\n",
       "      <td>ברוך הבא ובהצלחה</td>\n",
       "      <td>2021-04-23 12:17:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-23 12:18:00</th>\n",
       "      <td>23/04/2021, 12:18</td>\n",
       "      <td>- +972 52-220-0153</td>\n",
       "      <td>ברוך הבא בוריס!</td>\n",
       "      <td>2021-04-23 12:18:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-23 12:19:00</th>\n",
       "      <td>23/04/2021, 12:19</td>\n",
       "      <td>- +972 54-216-0222</td>\n",
       "      <td>ברוך הבא בוריס!</td>\n",
       "      <td>2021-04-23 12:19:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-23 12:22:00</th>\n",
       "      <td>23/04/2021, 12:22</td>\n",
       "      <td>- +972 52-660-0286</td>\n",
       "      <td>ברוך הבא בוריס ובהצלחה😘</td>\n",
       "      <td>2021-04-23 12:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-01 06:18:00</th>\n",
       "      <td>01/08/2021, 6:18</td>\n",
       "      <td>- +972 50-859-2226</td>\n",
       "      <td>fyi from the action alert network: Paris Sain...</td>\n",
       "      <td>2021-08-01 06:18:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-01 06:18:00</th>\n",
       "      <td>01/08/2021, 6:18</td>\n",
       "      <td>- +972 50-859-2226</td>\n",
       "      <td>He just posted on Twitter: https://twitter.co...</td>\n",
       "      <td>2021-08-01 06:18:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-01 06:42:00</th>\n",
       "      <td>01/08/2021, 6:42</td>\n",
       "      <td>- בוריס גורליק</td>\n",
       "      <td>ידעתי שיש מאחורי זה סיפור מעניין...</td>\n",
       "      <td>2021-08-01 06:42:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-01 07:42:00</th>\n",
       "      <td>01/08/2021, 7:42</td>\n",
       "      <td>- +972 50-750-3881</td>\n",
       "      <td>אין חדש תחת השמש..ניסיונות פיגוע באיוש בהכוונ...</td>\n",
       "      <td>2021-08-01 07:42:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-01 07:49:00</th>\n",
       "      <td>01/08/2021, 7:49</td>\n",
       "      <td>- יוסי אליעזר</td>\n",
       "      <td>🔵 שלום רב 301,</td>\n",
       "      <td>2021-08-01 07:49:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34581 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              when_raw                 who  \\\n",
       "when                                                         \n",
       "2021-04-23 12:14:00  23/04/2021, 12:14       - יוסי אליעזר   \n",
       "2021-04-23 12:17:00  23/04/2021, 12:17         - אוהד שביט   \n",
       "2021-04-23 12:18:00  23/04/2021, 12:18  - +972 52-220-0153   \n",
       "2021-04-23 12:19:00  23/04/2021, 12:19  - +972 54-216-0222   \n",
       "2021-04-23 12:22:00  23/04/2021, 12:22  - +972 52-660-0286   \n",
       "...                                ...                 ...   \n",
       "2021-08-01 06:18:00  01/08/2021, 6:18   - +972 50-859-2226   \n",
       "2021-08-01 06:18:00  01/08/2021, 6:18   - +972 50-859-2226   \n",
       "2021-08-01 06:42:00  01/08/2021, 6:42       - בוריס גורליק   \n",
       "2021-08-01 07:42:00  01/08/2021, 7:42   - +972 50-750-3881   \n",
       "2021-08-01 07:49:00  01/08/2021, 7:49        - יוסי אליעזר   \n",
       "\n",
       "                                                                  what  \\\n",
       "when                                                                     \n",
       "2021-04-23 12:14:00   🔵 ברוכים הבאים לד\"ר בוריס גורליק - חוקר נתוני...   \n",
       "2021-04-23 12:17:00                                   ברוך הבא ובהצלחה   \n",
       "2021-04-23 12:18:00                                    ברוך הבא בוריס!   \n",
       "2021-04-23 12:19:00                                    ברוך הבא בוריס!   \n",
       "2021-04-23 12:22:00                            ברוך הבא בוריס ובהצלחה😘   \n",
       "...                                                                ...   \n",
       "2021-08-01 06:18:00   fyi from the action alert network: Paris Sain...   \n",
       "2021-08-01 06:18:00   He just posted on Twitter: https://twitter.co...   \n",
       "2021-08-01 06:42:00                ידעתי שיש מאחורי זה סיפור מעניין...   \n",
       "2021-08-01 07:42:00   אין חדש תחת השמש..ניסיונות פיגוע באיוש בהכוונ...   \n",
       "2021-08-01 07:49:00                                     🔵 שלום רב 301,   \n",
       "\n",
       "                                   when  \n",
       "when                                     \n",
       "2021-04-23 12:14:00 2021-04-23 12:14:00  \n",
       "2021-04-23 12:17:00 2021-04-23 12:17:00  \n",
       "2021-04-23 12:18:00 2021-04-23 12:18:00  \n",
       "2021-04-23 12:19:00 2021-04-23 12:19:00  \n",
       "2021-04-23 12:22:00 2021-04-23 12:22:00  \n",
       "...                                 ...  \n",
       "2021-08-01 06:18:00 2021-08-01 06:18:00  \n",
       "2021-08-01 06:18:00 2021-08-01 06:18:00  \n",
       "2021-08-01 06:42:00 2021-08-01 06:42:00  \n",
       "2021-08-01 07:42:00 2021-08-01 07:42:00  \n",
       "2021-08-01 07:49:00 2021-08-01 07:49:00  \n",
       "\n",
       "[34581 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lines = open('/Users/boris/Dropbox/WhatsApp Chat with 301 העולם הערבי.txt').readlines()\n",
    "lines = [l for l in lines if l.count(':') > 1]\n",
    "parsed = []\n",
    "K = 17\n",
    "for p in lines:\n",
    "    if len(p) < 2:\n",
    "        continue\n",
    "    tok1 = p[0:K]\n",
    "    try:\n",
    "        pd.to_datetime(tok1)\n",
    "    except:\n",
    "        continue\n",
    "    contents = p[K:].strip()\n",
    "    if not contents:\n",
    "        continue\n",
    "\n",
    "    if len(contents) < 4:\n",
    "        continue\n",
    "    if not contents.startswith('- '):\n",
    "        continue\n",
    "    who, what = contents.split(':', maxsplit=1)\n",
    "    parsed.append([tok1, who, what])\n",
    "df = pd.DataFrame(parsed, columns=['when_raw', 'who', 'what'])\n",
    "df['when'] = [datetime.datetime.strptime(row.when_raw.strip(), '%d/%m/%Y, %H:%M') for _, row in df.iterrows()]\n",
    "df.set_index('when', inplace=True, drop=False)\n",
    "# df = df.set_index('when').sort_index()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:39.056638Z",
     "start_time": "2021-08-01T06:16:39.050851Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2021-04-23 12:14:00'), Timestamp('2021-08-01 07:49:00'))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.when.min(), df.when.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:39.063590Z",
     "start_time": "2021-08-01T06:16:39.059226Z"
    }
   },
   "outputs": [],
   "source": [
    "assert df.when.min() == pd.to_datetime('2021-04-23 12:14:00') # if not, the file is trimmed. Look for older versions to restore the history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:39.075861Z",
     "start_time": "2021-08-01T06:16:39.069026Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2021-04-23 12:14:00'), Timestamp('2021-08-01 07:49:00'))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today = datetime.date.today()\n",
    "back_then =  today - datetime.timedelta(5*7)\n",
    "# df = df.loc[back_then:]\n",
    "df.when.min(), df.when.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:39.081816Z",
     "start_time": "2021-08-01T06:16:39.078959Z"
    }
   },
   "outputs": [],
   "source": [
    "day_order = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-11T05:16:00.356450Z",
     "start_time": "2021-07-11T05:16:00.354798Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:42.060424Z",
     "start_time": "2021-08-01T06:16:39.083749Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 1.0, 'העשב םיפתתשמ')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr = df.groupby(pd.Grouper(key='when', freq='1H'))\n",
    "df_groupped = gr['who'].agg(\n",
    "    messages=len, \n",
    "    participants=lambda s: len(set(s)), \n",
    "    #most_active=lambda vals: Counter(vals).most_common()[0][0]\n",
    ").reset_index()\n",
    "df_groupped['when_'] = df_groupped.when.astype(str)\n",
    "df_groupped['most_active'] = gr['who'].apply(\n",
    "    lambda w: pd.value_counts(w, dropna=True, sort=True).index[0] if len(w) else ''\n",
    ").values\n",
    "df_groupped['most_active_msg'] = gr['who'].apply(\n",
    "    lambda w: pd.value_counts(w, sort=True).iloc[0] if len(w) else None\n",
    ").values\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, sharex=True, figsize=(10, 4), dpi=120)\n",
    "\n",
    "ax = axes[0]\n",
    "ax.plot(df_groupped.when, df_groupped.messages)\n",
    "sns.despine(ax=ax)\n",
    "ax.set_title(bidialg.get_display('הודעות בשעה'), x=0, ha='left')\n",
    "\n",
    "ax = axes[1]\n",
    "ax.plot(df_groupped.when, df_groupped.participants)\n",
    "sns.despine(ax=ax)\n",
    "ax.set_title(bidialg.get_display('משתתפים בשעה'), x=0, ha='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:42.438400Z",
     "start_time": "2021-08-01T06:16:42.062620Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "gr = df.groupby(pd.Grouper(key='when', freq='D'))\n",
    "df_groupped = gr['who'].agg(\n",
    "    messages=len, \n",
    "    participants=lambda s: len(set(s)), \n",
    "    #most_active=lambda vals: Counter(vals).most_common()[0][0]\n",
    ").reset_index()\n",
    "df_groupped['when_'] = df_groupped.when.astype(str)\n",
    "df_groupped['most_active'] = gr['who'].apply(\n",
    "    lambda w: pd.value_counts(w, dropna=True, sort=True).index[0] if len(w) else ''\n",
    ").values\n",
    "df_groupped['most_active_msg'] = gr['who'].apply(\n",
    "    lambda w: pd.value_counts(w, sort=True).iloc[0] if len(w) else None\n",
    ").values\n",
    "df_groupped = df_groupped.iloc[0:-1]\n",
    "wau = pd.Series(dtype=int)\n",
    "for d in pd.date_range(df.index.min() + np.timedelta64(7, 'D'), df.index.max()):\n",
    "    d_from = d - np.timedelta64(7, 'D')\n",
    "    curr = df.loc[d_from:d]\n",
    "    wau[d] = curr['who'].nunique()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:42.444649Z",
     "start_time": "2021-08-01T06:16:42.439933Z"
    }
   },
   "outputs": [],
   "source": [
    "df_groupped = df_groupped.set_index('when').loc[back_then:].reset_index()\n",
    "wau = wau[back_then:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:44.317369Z",
     "start_time": "2021-08-01T06:16:42.447131Z"
    }
   },
   "outputs": [],
   "source": [
    "gr = df.groupby([pd.Grouper(key='when', freq='D'), 'who'])\n",
    "gini_over_time = gr.apply(len).reset_index().rename(columns={0:'how_many'}).groupby('when')['how_many'].agg(gini_coefficient)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:44.325204Z",
     "start_time": "2021-08-01T06:16:44.318848Z"
    }
   },
   "outputs": [],
   "source": [
    "one_month_ago = datetime.date.today() - datetime.timedelta(30)\n",
    "n_messages = df.loc[one_month_ago:].who.value_counts().values\n",
    "# n_messages = 2 ** np.log2(n_messages).astype(int)\n",
    "participation = pd.value_counts(n_messages).sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:44.331624Z",
     "start_time": "2021-08-01T06:16:44.327407Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "155"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "participation.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:44.342206Z",
     "start_time": "2021-08-01T06:16:44.334545Z"
    }
   },
   "outputs": [],
   "source": [
    "def bar_table(values, cutoff, total=256, ylabel='', ax=None):\n",
    "    ylabel = bidialg.get_display(ylabel)\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots()\n",
    "\n",
    "    values = values.reindex(range(values.index.max() + 1)).fillna(0).astype(int)\n",
    "    values[0] = total - values.sum()\n",
    "#     import pdb; pdb.set_trace()\n",
    "    values = values.sort_index()\n",
    "    ge = values[cutoff:].sum()\n",
    "    values = values[0:cutoff]\n",
    "    values[f'≥{cutoff}'] = ge\n",
    "    ax.barh(y=range(len(values)), width=values.values)\n",
    "    ax.set_yticks(range(len(values)))\n",
    "    ax.set_yticklabels(values.index)\n",
    "    ax.set_xticks([])\n",
    "    percents = values / values.sum() * 100\n",
    "    x_pos_summary = max(values) + 10\n",
    "    for i in range(len(values)):\n",
    "        y_pos = i\n",
    "        x_pos = values.iloc[i]\n",
    "        if x_pos < 20:\n",
    "            ha = 'left'\n",
    "            color = 'black'\n",
    "        else:\n",
    "            ha = 'right'\n",
    "            color='black'\n",
    "        ax.text(x_pos, y_pos, f'{percents.iloc[i]:.1f}%', ha=ha, color=color, va='center')\n",
    "\n",
    "        ax.text(x_pos_summary, y_pos, values.iloc[i], va='center', ha='right')\n",
    "    ax.text(x_pos_summary, -1, '________', va='center', ha='right')\n",
    "    ax.text(x_pos_summary, -2.2, f'={sum(values)}', va='center', ha='right')\n",
    "    ax.set_ylabel(ylabel, x=0, ha='right', rotation=0, ma='right', y=0.9, va='top')\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:44.347451Z",
     "start_time": "2021-08-01T06:16:44.344597Z"
    }
   },
   "outputs": [],
   "source": [
    "dates_of_interest = [\n",
    "    (datetime.date(2021, 7, 19), 'משבר\\nהגלידה'),\n",
    "    (datetime.date(2021, 7, 26), 'רוני דניאל\\nהלך לעולמו')\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-08-01T06:16:44.971265Z",
     "start_time": "2021-08-01T06:16:44.349096Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-17-e70cc72c33ef>:44: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels(['' for _ in ax.get_xticks()])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x960 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=4, figsize=(10, 8), dpi=120, gridspec_kw={'height_ratios':[1,1,1,3]})\n",
    "last_ax = axes[-1]\n",
    "axes = axes[0:-1]\n",
    "    \n",
    "    \n",
    "ax = axes[0]\n",
    "ax.plot(df_groupped.when, df_groupped.messages)\n",
    "ax.set_title(bidialg.get_display('הודעות ביום'), x=0.01, ha='left', y=1, va='top')\n",
    "mnmx=np.array([df_groupped.messages.min(), df_groupped.messages.max()], dtype=int)\n",
    "ax.set_yticks(mnmx)\n",
    "ax.set_yticklabels([f'min={mnmx[0]}', f'max={mnmx[1]:,d}'])\n",
    "\n",
    "\n",
    "ax = axes[1]\n",
    "ax.plot(df_groupped.when, df_groupped.participants)\n",
    "ax.set_title(bidialg.get_display('משתתפים ביום'), x=0.01, ha='left', y=1, va='bottom')\n",
    "mnmx=np.array([df_groupped.participants.min(), df_groupped.participants.max()], dtype=int)\n",
    "ax.set_yticks(mnmx)\n",
    "ax.set_yticklabels([f'min={mnmx[0]}', f'max={mnmx[1]:,d}'])\n",
    "\n",
    "\n",
    "\n",
    "ax = axes[2]\n",
    "ax.plot(gini_over_time.index, gini_over_time, '-')\n",
    "ax.set_title(bidialg.get_display('ריכוזיות הדיון'), x=0.01, ha='left', y=1, va='bottom')\n",
    "ax.set_yticks([0.3, 0.5, 0.7])\n",
    "yticklabels = ['השתתפות שוויונית', '50%', 'השתתפות ריכוזית']\n",
    "yticklabels = [bidialg.get_display(l.replace(' ', '\\n')) for l in yticklabels]\n",
    "ax.set_yticklabels(yticklabels)\n",
    "ax.set_ylim([0.3-0.01, 0.7+0.01])\n",
    "\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_xlim(back_then, today)\n",
    "    #set ticks every week\n",
    "    ax.xaxis.set_major_locator(mdates.WeekdayLocator())\n",
    "    #set major ticks format\n",
    "    ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%d'))\n",
    "    for doi, event_label in dates_of_interest:\n",
    "        ax.axvline(doi, lw=1.5, zorder=-9, color='gray', alpha=0.6)\n",
    "        if ax == axes[0]:\n",
    "            ax.text(doi, ax.get_ylim()[1], bidialg.get_display(event_label), va='top')\n",
    "for ax in axes[:-1]:\n",
    "    ax.set_xticklabels(['' for _ in ax.get_xticks()])\n",
    "            \n",
    "bar_table(participation, 12, ylabel='מס׳ ההודעות למשתתף\\nבחודש האחרון', total=254, ax=last_ax);            \n",
    "fig.subplots_adjust(hspace=0.50)\n",
    "fig.set_facecolor(axes[0].get_facecolor())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}