Look Back 2017.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A brief analysis of QQ message\n",
    "\n",
    "There was a message collector-bot developed around Oct 2017, and it started collect from 29/10/2017. \n",
    "\n",
    "几点结论：\n",
    "- 每天11点和下午3天最活跃\n",
    "- 每周三最活跃\n",
    "- 林芝是一号活跃人物\n",
    "- 复读机是灵芝好基友，而且压倒性优势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "chat_file = 'data/chat_hist_20180101.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# read all data ignore bad lines\n",
    "df = pd.read_csv(chat_file, error_bad_lines=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pre processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# drop all null values\n",
    "non_na_df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# create timestamp index\n",
    "index = pd.to_datetime(non_na_df['created_at'])\n",
    "non_na_df.index = index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total records 65184\n",
      "Start / End : 2017-10-29 06:24:45, 2017-12-31 16:51:29\n"
     ]
    }
   ],
   "source": [
    "# overall info\n",
    "print('Total records {}'.format(len(non_na_df)))\n",
    "print('Start / End : {}, {}'.format(non_na_df.index.min(), non_na_df.index.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "non_na_df['hour'] = (non_na_df.index.hour + 10) % 24\n",
    "non_na_df['dayofweek'] = non_na_df.index.dayofweek"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chat activities by hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1221b2ac8>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAAAAgwkWAQAAAIDBBIsAAAAAwGCCRQAAAABgsM2zfPKq+o4kL+nuY6vqm5Jc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122497630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "non_na_df.groupby('hour').count()['sender_qq'].plot(kind='bar', figsize=(18,6))\n",
    "plt.tight_layout()\n",
    "plt.title('Activity by aHour')\n",
    "plt.ylabel('Total Chat Count')\n",
    "plt.xlabel('Hour (24h)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chat activities by day of week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x12215fe48>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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g18x8bnPc8RExk7LDzt6Z+TzKfVfzW95/feB8ypKkoaZJwxmb1B/DwF8y83sR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\nNklSVQw2SVJV/j9tygXkqQFgCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1220e2a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "non_na_df.groupby('dayofweek').count()['sender_qq'].plot(kind='bar')\n",
    "plt.tight_layout()\n",
    "plt.title('Activity by Day of Week')\n",
    "plt.ylabel('Total Chat Count')\n",
    "plt.xlabel('Day of Week')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top chatter over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x122b5aef0>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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44JgkSZIkrRbTrskZyMxXRMQ/At8BNhj61HzK6M7N3e1VHR8cW6UFCzZk3ry1ZxptVixc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\nSil1Si5yUkoppZRSSp3y/wGR/zadYkN9aQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12242e0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# top chatter over time\n",
    "top_chater = non_na_df['sender_card'].value_counts()\n",
    "top_chater.nlargest(20).plot(kind='bar', figsize=(14,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 找到好基友..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# find all message with @someone\n",
    "at_messages = non_na_df[non_na_df.message_text.str.startswith('@')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# extract the name card from who has been mentioned\n",
    "def get_atee(m):\n",
    "    if m.startswith('@'):\n",
    "        try:\n",
    "            return m.split()[0]\n",
    "        except:\n",
    "            return 'N/A'\n",
    "    else:\n",
    "        return 'N/A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "at_messages['who'] = at_messages.message_text.apply(get_atee)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12396edd8>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kSZIkSerNIEGSJEmSJPVmkCBJkiRJknozSJAkSZIkSb0ZJEiSJEmSpN6mahcgaW5d/e03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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1232b5c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "at_messages.who.value_counts().nlargest(20).plot(kind='bar', figsize=(18,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "who_at_lynch = at_messages[at_messages['who'].str.startswith('@Ade-Lynch')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x123aee898>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SVdWTquqcqjqvqr6Z5O1zz8Safb67v5Bkx+KGuleceR7W53WZzuN4WpJvJvmT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\nAAxy0h8AwCBBBQAwSFABAAwSVAAAg/5/TcK6GTJu6SwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123b5b588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "who_at_lynch['sender_card'].value_counts().nlargest(5).plot(kind='bar', figsize=(10,10))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6 Data",
   "language": "python",
   "name": "py36data"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
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