User tweet text sentiment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import re\n",
    "import json\n",
    "import os\n",
    "import threading\n",
    "from pprint import pprint as pp\n",
    "from functools import reduce\n",
    "import itertools as it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pythainlp.sentiment import sentiment\n",
    "from pythainlp.romanization import romanization\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of user file = 4672\n"
     ]
    }
   ],
   "source": [
    "user_tweet_files = os.listdir('./user-tweet')\n",
    "print('# of user file = %d' % len(user_tweet_files))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "party_name = ['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'เสรีรวมไทย', 'เพื่อไทย', 'อนาคตใหม่']\n",
    "user_sentiment_list = []\n",
    "sentiment_account_list = []\n",
    "\n",
    "pro_party_account = {\n",
    "    'ประชาธิปัตย์': set(), \n",
    "    'พลังประชารัฐ': set(), \n",
    "    'รวมพลังประชาชาติไทย': set(), \n",
    "    'เสรีรวมไทย': set(), \n",
    "    'เพื่อไทย': set(), \n",
    "    'อนาคตใหม่': set(),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      " 'thekungg_35',\n",
      " 'themanphumtan',\n",
      " 'themew_shiro',\n",
      " 'thenuchi',\n",
      " 'theoeng1621',\n",
      " 'theordiuriage',\n",
      " 'thepeople_co',\n",
      " 'theplocation1',\n",
      " 'theraininspain8',\n",
      " 'theredzz',\n",
      " 'thesis1st',\n",
      " 'thestandardth',\n",
      " 'thetimereallife',\n",
      " 'thetuk12',\n",
      " 'thetuu69',\n",
      " 'thewinjoe',\n",
      " 'thez1n_e',\n",
      " 'think2youcan',\n",
      " 'thinkingbuff',\n",
      " 'thipzapp',\n",
      " 'thiraphatt',\n",
      " 'thisbankky',\n",
      " 'thisisaoneaon',\n",
      " 'thisismecarisa',\n",
      " 'thisisntnalinee',\n",
      " 'thisistow1992',\n",
      " 'thitimaksss',\n",
      " 'thitinunsrrs',\n",
      " 'thitiponr_yeans',\n",
      " 'thoe_the',\n",
      " 'thomasFATCAT',\n",
      " 'thongchai1990',\n",
      " 'thonsungnoe',\n",
      " 'thousandvibes',\n",
      " 'thoybliss',\n",
      " 'ththongchai',\n",
      " 'thursday8th',\n",
      " 'thus18152',\n",
      " 'tianza8',\n",
      " 'tidreporter',\n",
      " 'tigeryellowlive',\n",
      " 'timenewsth',\n",
      " 'tin434',\n",
      " 'tinaakun',\n",
      " 'tipsyglass',\n",
      " 'tirasakchae',\n",
      " 'titanmaru',\n",
      " 'tkewsawang13',\n",
      " 'tlcthaidotcom',\n",
      " 'tmaddory',\n",
      " 'tnawatx',\n",
      " 'tnjtk',\n",
      " 'tnnthailand',\n",
      " 'tnx_mb',\n",
      " 'toeychyn',\n",
      " 'toeyinf',\n",
      " 'togettor',\n",
      " 'tom21902231',\n",
      " 'tom4vendetta',\n",
      " 'tomisagiftofgod',\n",
      " 'tomme2030',\n",
      " 'tomsupawit',\n",
      " 'ton_patama',\n",
      " 'toncorp',\n",
      " 'tong99999',\n",
      " 'tongscm',\n",
      " 'tongseriest',\n",
      " 'tonnam_mini',\n",
      " 'too88123580',\n",
      " 'toobtub3434',\n",
      " 'tooktared',\n",
      " 'toom_b',\n",
      " 'toontun16',\n",
      " 'topazhazy',\n",
      " 'topgbc',\n",
      " 'toptest999',\n",
      " 'toptopcnx',\n",
      " 'totororowan',\n",
      " 'touch_kan',\n",
      " 'tp_ttae',\n",
      " 'tpdnet',\n",
      " 'tpp929',\n",
      " 'traddparty',\n",
      " 'trattv',\n",
      " 'tri333',\n",
      " 'truelifenews',\n",
      " 'trytobehappy6',\n",
      " 'tt0305_',\n",
      " 'ttDakota',\n",
      " 'tta_pi',\n",
      " 'ttkts2',\n",
      " 'ttte88806661',\n",
      " 'tttfffar',\n",
      " 'tttikkky',\n",
      " 'tttoooccchhh97',\n",
      " 'tttttt69556131',\n",
      " 'tttttttttb2h',\n",
      " 'ttwtd',\n",
      " 'tuesdayonapril',\n",
      " 'tui19801',\n",
      " 'tulapich',\n",
      " 'tuutuu97',\n",
      " 'tvlasttime',\n",
      " 'tvpoolsocial',\n",
      " 'tweesak16',\n",
      " 'tweetsfuse',\n",
      " 'twentyninedc',\n",
      " 'twnti3',\n",
      " 'twtceleb',\n",
      " 'txtwtn',\n",
      " 'ty3psJmonOXYjKP',\n",
      " 'u_Oringi',\n",
      " 'u_ez20',\n",
      " 'udomtech',\n",
      " 'ufSuBOm9yiaLj6W',\n",
      " 'umarcu',\n",
      " 'underneathstar',\n",
      " 'unewsfree',\n",
      " 'unthavaroj',\n",
      " 'uoownuw',\n",
      " 'uoulolyoy',\n",
      " 'uptoyoupicki',\n",
      " 'urFighter123',\n",
      " 'urssw',\n",
      " 'uuollusk',\n",
      " 'vBtOKgCWrd7z8P2',\n",
      " 'vPdXdFYwRUg1oq4',\n",
      " 'vSdixFQTpDu07Si',\n",
      " 'vXQFhBcx1onefuv',\n",
      " 'vanilla_sky44',\n",
      " 'vapee',\n",
      " 'vbdWysYOb5aRolP',\n",
      " 'veeaum',\n",
      " 'veel3in',\n",
      " 'veera_yaiterday',\n",
      " 'venusiology',\n",
      " 'veralinn_th',\n",
      " 'viLbib1511',\n",
      " 'vicepresidentsp',\n",
      " 'victorworldfilm',\n",
      " 'view_zaa',\n",
      " 'view_zy',\n",
      " 'vihok',\n",
      " 'vihoknews',\n",
      " 'vinitaa3',\n",
      " 'vintagelife_',\n",
      " 'vipaphan1',\n",
      " 'vipzCreamS',\n",
      " 'virgilkami',\n",
      " 'vitovonocla1',\n",
      " 'viviewviva',\n",
      " 'vmple',\n",
      " 'vnd___',\n",
      " 'vnnpoichx_',\n",
      " 'volleyship',\n",
      " 'vorapa_TRnews',\n",
      " 'vsatayamas',\n",
      " 'vtxeIsJREcjhKzw',\n",
      " 'vut1984',\n",
      " 'wVYnyliU25i8Cr1',\n",
      " 'waanai',\n",
      " 'walnut1338',\n",
      " 'wamx1',\n",
      " 'wanggirls',\n",
      " 'wangthermak',\n",
      " 'wangwang_vava',\n",
      " 'wanichi0317',\n",
      " 'wanlaekeun',\n",
      " 'wanlerd_',\n",
      " 'wannabehumaan',\n",
      " 'wannasingh',\n",
      " 'wanpuyingjairay',\n",
      " 'wansao_s',\n",
      " 'warahhhhh',\n",
      " 'warangp1',\n",
      " 'warasittikul',\n",
      " 'wareei',\n",
      " 'warisa7791',\n",
      " 'warutaron1994',\n",
      " 'wasanposter',\n",
      " 'wasawatt_p',\n",
      " 'watchar47010432',\n",
      " 'watcharate',\n",
      " 'waterlilyman',\n",
      " 'watertx',\n",
      " 'way_magazine',\n",
      " 'webdevxp',\n",
      " 'weeeedpung',\n",
      " 'weeranan',\n",
      " 'weeweejang',\n",
      " 'weo00oew',\n",
      " 'wh197gStbuWFXZk',\n",
      " 'whenholidaycome',\n",
      " 'whitememo',\n",
      " 'whowholoveme',\n",
      " 'whoyougd',\n",
      " 'why_triangle',\n",
      " 'wiboonkun123',\n",
      " 'wibul_10',\n",
      " 'wifelie',\n",
      " 'wikkyky',\n",
      " 'wintertales16',\n",
      " 'wirojlak',\n",
      " 'witchapon2536',\n",
      " 'witchayesss',\n",
      " 'witchii_noey',\n",
      " 'withwyxpmck',\n",
      " 'witter10191859',\n",
      " 'wlnsaur',\n",
      " 'wmixbrtp',\n",
      " 'wndoou',\n",
      " 'wnwwnb1',\n",
      " 'wonderwine',\n",
      " 'wonwish_',\n",
      " 'wood_naphom',\n",
      " 'woranum',\n",
      " 'worapot_j',\n",
      " 'workpointnews',\n",
      " 'world_world',\n",
      " 'worrax2',\n",
      " 'wrk_yaya',\n",
      " 'wt_seal',\n",
      " 'wtfedokUbith',\n",
      " 'wtod7',\n",
      " 'wufvuPtlUWfuWjC',\n",
      " 'wyolette',\n",
      " 'x61994',\n",
      " 'xEbIP7lFQLPlh2h',\n",
      " 'xJSgJhRMJmVJKx',\n",
      " 'xThundersx',\n",
      " 'xbluejay',\n",
      " 'xcslavTPqInO8yN',\n",
      " 'xlovescenario',\n",
      " 'xnYW7AiCesoTcRy',\n",
      " 'xnoonninx',\n",
      " 'xoxiaoxiaoxo',\n",
      " 'xoxo_buts',\n",
      " 'xtalrox',\n",
      " 'xuxinting8668',\n",
      " 'xxbmm_cc',\n",
      " 'xxcarryxxx',\n",
      " 'xxmintchyy_',\n",
      " 'xxtbxx2',\n",
      " 'xxxigiwwwTBB',\n",
      " 'xxxnbelz',\n",
      " 'xyxel6',\n",
      " 'xzpLe1J0y8XNF3g',\n",
      " 'y97_11_17',\n",
      " 'yHYS3K5kWjDYnAQ',\n",
      " 'yTur8JawaXDMzys',\n",
      " 'y_dreammaker',\n",
      " 'yaiizzpp',\n",
      " 'yaimekaihoi',\n",
      " 'yamyummy',\n",
      " 'yanu_yanumas',\n",
      " 'yaybong',\n",
      " 'yedamon',\n",
      " 'yellowparkp',\n",
      " 'yes38214736',\n",
      " 'ygkyumjyp',\n",
      " 'yibsee_student',\n",
      " 'yim_visaradee',\n",
      " 'yingcheep',\n",
      " 'yinglove_tigger',\n",
      " 'yingrekpuck',\n",
      " 'yingsutimar',\n",
      " 'yisnotmeone',\n",
      " 'yodcream',\n",
      " 'yodfah',\n",
      " 'yolossdb',\n",
      " 'yoonaoyx',\n",
      " 'yoonslam_bitch',\n",
      " 'yoosomboon',\n",
      " 'yori_zaa',\n",
      " 'youcastor',\n",
      " 'youdontneedm3',\n",
      " 'youthana25114',\n",
      " 'yugioh2500',\n",
      " 'yuni_2524',\n",
      " 'yuyuppiii',\n",
      " 'yyingno',\n",
      " 'zRGX84yXoNKLEYD',\n",
      " 'za5vBDoAUAXuhr6',\n",
      " 'zaa_limp',\n",
      " 'zadresala',\n",
      " 'zamakingkungkai',\n",
      " 'zanooksupannz',\n",
      " 'zanzapzanzap',\n",
      " 'zeereerat',\n",
      " 'zen12y',\n",
      " 'zey_high',\n",
      " 'zeza136',\n",
      " 'zhangyifan_',\n",
      " 'zhihuiminp',\n",
      " 'ziizziii',\n",
      " 'zincfirst',\n",
      " 'zirconiiz',\n",
      " 'zjGpT3GOQ8hFUVO',\n",
      " 'zk9MU6EPuQ3OXYq',\n",
      " 'zkdl_nam',\n",
      " 'zodiac_zd',\n",
      " 'zong_12',\n",
      " 'zzDfW9pK0yzlFjM',\n",
      " 'zzz015g']\n"
     ]
    }
   ],
   "source": [
    "def sentiment_thread(tweet_data, index, user):\n",
    "    if index % 100 == 0:\n",
    "        print('Now, the index is %d' % index)\n",
    "        \n",
    "    user_sentiment = {\n",
    "        'ประชาธิปัตย์': {'pos': 0, 'neg': 0}, \n",
    "        'พลังประชารัฐ': {'pos': 0, 'neg': 0}, \n",
    "        'รวมพลังประชาชาติไทย': {'pos': 0, 'neg': 0}, \n",
    "        'เสรีรวมไทย': {'pos': 0, 'neg': 0}, \n",
    "        'เพื่อไทย': {'pos': 0, 'neg': 0}, \n",
    "        'อนาคตใหม่':{'pos': 0, 'neg': 0},\n",
    "    }\n",
    "    \n",
    "    for datum in tweet_data:\n",
    "        tweet = datum['text']\n",
    "        \n",
    "        if not any([party in tweet for party in party_name]):\n",
    "            continue\n",
    "        \n",
    "        result = sentiment(tweet)\n",
    "        for party in party_name:\n",
    "            if party in tweet:\n",
    "                user_sentiment[party][result] += 1\n",
    "                \n",
    "\n",
    "    user_sentiment_list.append(user_sentiment)\n",
    "    sentiment_account_list.append(user)\n",
    "    \n",
    "pp(sorted(sentiment_account_list))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now, the index is 0\n",
      "Now, the index is 100\n",
      "Now, the index is 200\n",
      "Now, the index is 300\n",
      "Now, the index is 400\n",
      "Now, the index is 500\n",
      "Now, the index is 600\n",
      "Now, the index is 700\n",
      "Now, the index is 800\n",
      "Now, the index is 900\n",
      "Now, the index is 1000\n",
      "Now, the index is 1100\n",
      "Now, the index is 1200\n",
      "Now, the index is 1300\n",
      "Now, the index is 1400\n",
      "Now, the index is 1500\n",
      "Now, the index is 1600\n",
      "Now, the index is 1700\n",
      "Now, the index is 1800\n",
      "Now, the index is 1900\n",
      "Now, the index is 2000\n",
      "Now, the index is 2100\n",
      "Now, the index is 2200\n",
      "Now, the index is 2300\n",
      "Now, the index is 2400\n",
      "Now, the index is 2500\n",
      "Now, the index is 2600\n",
      "Now, the index is 2700\n",
      "Now, the index is 2800\n",
      "Now, the index is 2900\n",
      "Now, the index is 3000\n",
      "Now, the index is 3100\n",
      "Now, the index is 3200\n",
      "Now, the index is 3300\n",
      "Now, the index is 3400\n",
      "Now, the index is 3500\n",
      "Now, the index is 3600\n",
      "Now, the index is 3700\n",
      "Now, the index is 3800\n",
      "Now, the index is 3900\n",
      "Now, the index is 4000\n",
      "Now, the index is 4100\n",
      "Now, the index is 4200\n",
      "Now, the index is 4300\n",
      "Now, the index is 4400\n",
      "Now, the index is 4500\n",
      "Now, the index is 4600\n",
      "9344\n"
     ]
    }
   ],
   "source": [
    "thd_list = []\n",
    "\n",
    "for index in range(0, len(user_tweet_files)):    \n",
    "    file = user_tweet_files[index]\n",
    "    path_to_file = './user-tweet/%s' % file\n",
    "    user = file.split('.')[0]\n",
    "    \n",
    "    with open(path_to_file, 'r', encoding='utf8') as fp:\n",
    "        data = json.load(fp)\n",
    "    fp.close()    \n",
    "    \n",
    "    thd = threading.Thread(target=sentiment_thread, args=(data,index,user))\n",
    "    thd_list.append(thd)\n",
    "\n",
    "for thd in thd_list:\n",
    "    thd.start()\n",
    "    thd.join()\n",
    "    \n",
    "print(len(user_sentiment_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_zero_sentiment = list(\n",
    "    filter(\n",
    "        lambda x: any([x[key]['pos'] != 0 or x[key]['neg'] != 0 for key in party_name]), \n",
    "        user_sentiment_list\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pro_party = {\n",
    "    'ประชาธิปัตย์': [], \n",
    "    'พลังประชารัฐ': [], \n",
    "    'รวมพลังประชาชาติไทย': [], \n",
    "    'เสรีรวมไทย': [], \n",
    "    'เพื่อไทย': [], \n",
    "    'อนาคตใหม่': [],\n",
    "}\n",
    "\n",
    "for i in range(len(no_zero_sentiment)):\n",
    "    max_pos_list = [x['pos'] for x in no_zero_sentiment[i].values()]\n",
    "    max_index = max_pos_list.index(max(max_pos_list)) if sum(max_pos_list) > 1 else None\n",
    "    if max_index != None:\n",
    "        max_pos_party = list(pro_party.keys())[max_index]\n",
    "        pro_party[max_pos_party].append(no_zero_sentiment[i])\n",
    "        \n",
    "        account_index = user_sentiment_list.index(no_zero_sentiment[i])\n",
    "        pro_party_account[max_pos_party].add(sentiment_account_list[account_index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "อนาคตใหม่\n"
     ]
    }
   ],
   "source": [
    "for key in pro_party_account:\n",
    "    if '__fhso' in pro_party_account[key]:\n",
    "        print(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sum_neg_pos(x, y):\n",
    "    return {\n",
    "        'neg': x['neg'] + y['neg'],\n",
    "        'pos': x['pos'] + y['pos']\n",
    "    }\n",
    "\n",
    "def sum_sentiment_dict(x, y):\n",
    "    return {\n",
    "        'ประชาธิปัตย์': sum_neg_pos(x['ประชาธิปัตย์'], y['ประชาธิปัตย์']),\n",
    "        'พลังประชารัฐ': sum_neg_pos(x['พลังประชารัฐ'], y['พลังประชารัฐ']),\n",
    "        'รวมพลังประชาชาติไทย': sum_neg_pos(x['รวมพลังประชาชาติไทย'], y['รวมพลังประชาชาติไทย']),\n",
    "        'อนาคตใหม่': sum_neg_pos(x['อนาคตใหม่'], y['อนาคตใหม่']),\n",
    "        'เพื่อไทย': sum_neg_pos(x['เพื่อไทย'], y['เพื่อไทย']),\n",
    "        'เสรีรวมไทย': sum_neg_pos(x['เสรีรวมไทย'], y['เสรีรวมไทย'])\n",
    "    }\n",
    "\n",
    "sum_sentiment = {}\n",
    "for party in pro_party:\n",
    "    sum_sentiment['pro-'+party] = dict(reduce(sum_sentiment_dict, pro_party[party]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [88.16705336426914, 98.55072463768117, 100.0, 84.71337579617835, 92.85714285714286, 85.18518518518519]\n",
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [11.832946635730858, 1.4492753623188406, 0.0, 15.286624203821656, 7.142857142857142, 14.814814814814813]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [71.71052631578947, 93.45661450924608, 90.9090909090909, 70.55961070559611, 86.61417322834646, 90.9090909090909]\n",
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [28.289473684210524, 6.543385490753911, 9.090909090909092, 29.44038929440389, 13.385826771653544, 9.090909090909092]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [0.0, 100.0, 76.47058823529412, 90.0, 66.66666666666666, 100.0]\n",
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [100.0, 0.0, 23.52941176470588, 10.0, 33.33333333333333, 0.0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [89.47368421052632, 100.0, 100.0, 83.83838383838383, 94.20289855072464, 96.7065868263473]\n",
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [10.526315789473683, 0.0, 0.0, 16.161616161616163, 5.797101449275362, 3.293413173652695]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [82.5, 87.5, 100.0, 78.96825396825396, 89.94413407821229, 88.0]\n",
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [17.5, 12.5, 0.0, 21.03174603174603, 10.05586592178771, 12.0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [85.33834586466166, 89.66346153846155, 96.49122807017544, 81.86058344640435, 86.25954198473282, 96.80511182108627]\n",
      "['ประชาธิปัตย์', 'พลังประชารัฐ', 'รวมพลังประชาชาติไทย', 'อนาคตใหม่', 'เพื่อไทย', 'เสรีรวมไทย'] [14.661654135338345, 10.336538461538462, 3.508771929824561, 18.13941655359566, 13.740458015267176, 3.1948881789137378]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_sentiment(party):\n",
    "    party_sum_sentiment = sum_sentiment['pro-%s' % party]\n",
    "    df = pd.DataFrame(party_sum_sentiment).transpose()\n",
    "\n",
    "    matplotlib.rc('font', family='Kinnari', size=12)\n",
    "\n",
    "    percent = lambda x,y: x/sum(y)*100\n",
    "\n",
    "    neg_arr = [i[0] / sum(i) * 100 for i in df.values]\n",
    "    pos_arr = [i[1] / sum(i) * 100 for i in df.values]\n",
    "\n",
    "    encoded_name = [i for i in party_sum_sentiment.keys()]\n",
    "\n",
    "    idx = range(len(encoded_name))\n",
    "    \n",
    "    plt.figure(figsize=(8, 5))\n",
    "    \n",
    "    print(encoded_name, pos_arr)\n",
    "    print(encoded_name, neg_arr)\n",
    "    \n",
    "    plt1 = plt.bar(encoded_name, pos_arr, align='center', color='#9ED53C', width=0.4)\n",
    "    plt2 = plt.bar(encoded_name, neg_arr, align='center', bottom=pos_arr, color='#E54941', width=0.4)\n",
    "    \n",
    "    plt.xticks(rotation=45)\n",
    "    plt.yticks(range(0, 101, 10))\n",
    "    plt.title('ปฏิกิริยาต่อพรรคอื่น ๆ ของกลุ่มบุคคล\\nที่ทวิตเนื้อหาไปทางบวกเป็นหลักกับพรรค \"%s\"' % party)\n",
    "    plt.legend((plt1, plt2), ('Positive', 'Negative'))\n",
    "    \n",
    "    plt.savefig(party + '.jpg')\n",
    "    plt.show()\n",
    "\n",
    "for party in party_name:\n",
    "    plot_sentiment(party)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ประชาธิปัตย์ 58\n",
      "พลังประชารัฐ 86\n",
      "รวมพลังประชาชาติไทย 7\n",
      "เสรีรวมไทย 35\n",
      "เพื่อไทย 69\n",
      "อนาคตใหม่ 319\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x7f935e8d0748>,\n",
       "  <matplotlib.axis.XTick at 0x7f9355498390>,\n",
       "  <matplotlib.axis.XTick at 0x7f935650bc18>,\n",
       "  <matplotlib.axis.XTick at 0x7f935d12a588>,\n",
       "  <matplotlib.axis.XTick at 0x7f935d12a780>,\n",
       "  <matplotlib.axis.XTick at 0x7f935e2b0cc0>],\n",
       " <a list of 6 Text xticklabel objects>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_pro_acc = []\n",
    "idx = []\n",
    "\n",
    "for key in pro_party_account:\n",
    "    idx.append(key)\n",
    "    sum_pro_acc.append(len(pro_party_account[key]))\n",
    "    print(key, len(pro_party_account[key]))\n",
    "    \n",
    "plt.bar(range(len(idx)), sum_pro_acc)\n",
    "plt.xticks(range(len(idx)), idx, rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rc('font', family='Kinnari', size=16)\n",
    "fig1, ax1 = plt.subplots(figsize=(10,10))\n",
    "ax1.set_title('อัตราส่วนบัญชีทวิตเตอร์ผู้มีแนวโน้มสนับสนุนแต่ละพรรคการเมือง', y=1.08)\n",
    "\n",
    "ax1.pie(sum_pro_acc, labels=idx, autopct='%1.1f%%', startangle=90)\n",
    "ax1.axis('equal')\n",
    "\n",
    "plt.savefig('pie.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}