{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How many messages you have?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You have 2141 messaes.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "from data import Data\n",
    "my_data = Data(\".\")\n",
    "\n",
    "rows = my_data._new_data._iterate_database()\n",
    "print(f\"You have {len(rows)} messaes.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## When do you like to post?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "hour_list = []\n",
    "for row in rows:\n",
    "    date = row[0]\n",
    "    date = datetime.fromisoformat(date)\n",
    "    time = date.time()\n",
    "    if str(time) != \"00:00:00\":\n",
    "        hour = time.hour\n",
    "        hour_list.append(hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[20, 14, 15]\n"
     ]
    }
   ],
   "source": [
    "hour_dict = {}\n",
    "\n",
    "for hour in hour_list:\n",
    "    if hour not in hour_dict.keys():\n",
    "        hour_dict.update({hour: 0})\n",
    "    else:\n",
    "        hour_dict[hour] += 1\n",
    "        \n",
    "from pprint import pprint\n",
    "sorted_x = sorted(hour_dict.items(), key=lambda kv: kv[1], reverse=True)\n",
    "print([item[0] for item in sorted_x[:3]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You must love to post after a day. So you post things based on your life, not imagination.\n"
     ]
    }
   ],
   "source": [
    "print(\"You must love to post after a day. So you post things based on your life, not imagination.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What kind of words that you love to use most?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_text = \"\"\n",
    "\n",
    "for row in rows:\n",
    "    all_text += row[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'sdom we once have is to do a review at the old us and the current us, only in this way, we can be optimized and stabilized.回看过去是痛苦的，但忘记过去等于背叛。回看过去是痛苦的，但忘记过去等于背叛。\\n\\n我自己回看日记的时候，会很难受，我经历了那么多的苦，说了那么多话，有多少意义？还不是当天新鲜，一段时间后那些话语就会沉睡在黑黑的硬盘里，被我遗忘。hi everyone如果有人说你是垃圾，你就大胆地接受它，回到：对！我就是垃圾。\\n\\n但你的脑袋里应该清楚一个概念，你现在是垃圾，不代表以后是垃圾。你有不成为垃圾的勇气与决心！质疑的艺术：谁统治或即将统治你，你就质疑谁。一个争取劳动权益的节日，硬给搞成了劳动光荣。😒\\n\\n多干、傻干，不给加班费都干最好。😒五一国际劳动节 是为了纪念1886年美国芝加哥劳工为争取8小时劳动制所做出的牺牲，特此说明学习 大概率和 健身 是一个道理，想一天就有肌肉？No way！想一个月就见成效？想得美！只有持之以恒地锻炼，几个月后，才能看到效果。'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_text[-500:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Paddle enabled successfully......\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "jieba.enable_paddle()\n",
    "words_list = jieba.cut(all_text, cut_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7f4d94869a58>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud\n",
    "import jieba\n",
    "from os import path\n",
    "root = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n",
    "font_path = root + '/fonts/SourceHanSerifK-Light.otf'\n",
    "\n",
    "wl_space_split = \" \".join(words_list)\n",
    "my_wordcloud = WordCloud(\n",
    "    font_path=font_path,\n",
    "    background_color=\"white\",\n",
    "    max_words=2000, \n",
    "    max_font_size=100, \n",
    "    random_state=42, \n",
    "    width=1920, \n",
    "    height=1080, \n",
    "    margin=2,\n",
    ")\n",
    "\n",
    "my_wordcloud.generate(wl_space_split)\n",
    "\n",
    "plt.imshow(my_wordcloud)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "my_wordcloud.to_file(path.join(d, \"wordcloud.png\"))"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
