Genres&Country&Year_Distribution.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Statistical comparative analysis of Genres/Country/Year**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this part, based on the three characteristics : movie genres,country and release year, we will analyze the characteristics of Douban and IMDB user's favorite movies respectively and make a comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Level</th>\n",
       "      <th>Directors</th>\n",
       "      <th>Writers</th>\n",
       "      <th>Stars</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Runtime</th>\n",
       "      <th>Country</th>\n",
       "      <th>Language</th>\n",
       "      <th>Budget</th>\n",
       "      <th>Box_Office_USA</th>\n",
       "      <th>Box_Office_World</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.3</td>\n",
       "      <td>IIB</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>Stephen King/Frank Darabont</td>\n",
       "      <td>Tim Robbins/Morgan Freeman/Bob Gunton/See full...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>142 min</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>$25,000,000</td>\n",
       "      <td>$28,699,976</td>\n",
       "      <td>$28,817,291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>1972</td>\n",
       "      <td>9.2</td>\n",
       "      <td>IIB</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Mario Puzo/Francis Ford Coppola/1 more credit</td>\n",
       "      <td>Marlon Brando/Al Pacino/James Caan/See full ca...</td>\n",
       "      <td>Crime/Drama</td>\n",
       "      <td>175 min</td>\n",
       "      <td>USA</td>\n",
       "      <td>English/Italian/Latin</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>$134,966,411</td>\n",
       "      <td>$246,120,986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>1974</td>\n",
       "      <td>9.0</td>\n",
       "      <td>IIB</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>Francis Ford Coppola/Mario Puzo/1 more credit</td>\n",
       "      <td>Al Pacino/Robert De Niro/Robert Duvall/See ful...</td>\n",
       "      <td>Crime/Drama</td>\n",
       "      <td>202 min</td>\n",
       "      <td>USA</td>\n",
       "      <td>English/Italian/Spanish/Latin/Sicilian</td>\n",
       "      <td>$13,000,000</td>\n",
       "      <td>$47,834,595</td>\n",
       "      <td>$48,035,783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>2008</td>\n",
       "      <td>9.0</td>\n",
       "      <td>IIB</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Jonathan Nolan/Christopher Nolan/3 more credits</td>\n",
       "      <td>Christian Bale/Heath Ledger/Aaron Eckhart/See ...</td>\n",
       "      <td>Action/Crime/Drama/Thriller</td>\n",
       "      <td>152 min</td>\n",
       "      <td>USA/UK</td>\n",
       "      <td>English/Mandarin</td>\n",
       "      <td>$185,000,000</td>\n",
       "      <td>$534,858,444</td>\n",
       "      <td>$1,005,973,645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>1957</td>\n",
       "      <td>9.0</td>\n",
       "      <td>I</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>Reginald Rose/Reginald Rose</td>\n",
       "      <td>Henry Fonda/Lee J. Cobb/Martin Balsam/See full...</td>\n",
       "      <td>Crime/Drama</td>\n",
       "      <td>96 min</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>$350,000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$955</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name  Year  Rate Level             Directors  \\\n",
       "0  The Shawshank Redemption  1994   9.3   IIB        Frank Darabont   \n",
       "1             The Godfather  1972   9.2   IIB  Francis Ford Coppola   \n",
       "2    The Godfather: Part II  1974   9.0   IIB  Francis Ford Coppola   \n",
       "3           The Dark Knight  2008   9.0   IIB     Christopher Nolan   \n",
       "4              12 Angry Men  1957   9.0     I          Sidney Lumet   \n",
       "\n",
       "                                           Writers  \\\n",
       "0                      Stephen King/Frank Darabont   \n",
       "1    Mario Puzo/Francis Ford Coppola/1 more credit   \n",
       "2    Francis Ford Coppola/Mario Puzo/1 more credit   \n",
       "3  Jonathan Nolan/Christopher Nolan/3 more credits   \n",
       "4                      Reginald Rose/Reginald Rose   \n",
       "\n",
       "                                               Stars  \\\n",
       "0  Tim Robbins/Morgan Freeman/Bob Gunton/See full...   \n",
       "1  Marlon Brando/Al Pacino/James Caan/See full ca...   \n",
       "2  Al Pacino/Robert De Niro/Robert Duvall/See ful...   \n",
       "3  Christian Bale/Heath Ledger/Aaron Eckhart/See ...   \n",
       "4  Henry Fonda/Lee J. Cobb/Martin Balsam/See full...   \n",
       "\n",
       "                        Genres  Runtime Country  \\\n",
       "0                        Drama  142 min     USA   \n",
       "1                  Crime/Drama  175 min     USA   \n",
       "2                  Crime/Drama  202 min     USA   \n",
       "3  Action/Crime/Drama/Thriller  152 min  USA/UK   \n",
       "4                  Crime/Drama   96 min     USA   \n",
       "\n",
       "                                 Language        Budget Box_Office_USA  \\\n",
       "0                                 English   $25,000,000    $28,699,976   \n",
       "1                   English/Italian/Latin    $6,000,000   $134,966,411   \n",
       "2  English/Italian/Spanish/Latin/Sicilian   $13,000,000    $47,834,595   \n",
       "3                        English/Mandarin  $185,000,000   $534,858,444   \n",
       "4                                 English      $350,000            NaN   \n",
       "\n",
       "  Box_Office_World  \n",
       "0      $28,817,291  \n",
       "1     $246,120,986  \n",
       "2      $48,035,783  \n",
       "3   $1,005,973,645  \n",
       "4             $955  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影</th>\n",
       "      <th>年份</th>\n",
       "      <th>评分</th>\n",
       "      <th>导演</th>\n",
       "      <th>编剧</th>\n",
       "      <th>主演</th>\n",
       "      <th>类型</th>\n",
       "      <th>国家/地区</th>\n",
       "      <th>语言</th>\n",
       "      <th>时长</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>肖申克的救赎</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.7</td>\n",
       "      <td>弗兰克·德拉邦特</td>\n",
       "      <td>弗兰克·德拉邦特 / 斯蒂芬·金</td>\n",
       "      <td>蒂姆·罗宾斯 / 摩根·弗里曼 / 鲍勃·冈顿 / 威廉姆·赛德勒 / 克兰西·布朗 / 吉...</td>\n",
       "      <td>剧情/犯罪</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>142分钟</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>霸王别姬</td>\n",
       "      <td>1993</td>\n",
       "      <td>9.6</td>\n",
       "      <td>陈凯歌</td>\n",
       "      <td>芦苇 / 李碧华</td>\n",
       "      <td>张国荣 / 张丰毅 / 巩俐 / 葛优 / 英达 / 蒋雯丽 / 吴大维 / 吕齐 / 雷汉...</td>\n",
       "      <td>剧情/爱情/同性</td>\n",
       "      <td>中国大陆 / 中国香港</td>\n",
       "      <td>汉语普通话</td>\n",
       "      <td>171分钟</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>阿甘正传</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.5</td>\n",
       "      <td>罗伯特·泽米吉斯</td>\n",
       "      <td>艾瑞克·罗斯 / 温斯顿·格鲁姆</td>\n",
       "      <td>汤姆·汉克斯 / 罗宾·怀特 / 加里·西尼斯 / 麦凯尔泰·威廉逊 / 莎莉·菲尔德 / ...</td>\n",
       "      <td>剧情/爱情</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语</td>\n",
       "      <td>142分钟</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>这个杀手不太冷</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.4</td>\n",
       "      <td>吕克·贝松</td>\n",
       "      <td>吕克·贝松</td>\n",
       "      <td>让·雷诺 / 娜塔莉·波特曼 / 加里·奥德曼 / 丹尼·爱罗 / 彼得·阿佩尔 / 迈克尔...</td>\n",
       "      <td>剧情/动作/犯罪</td>\n",
       "      <td>法国 / 美国</td>\n",
       "      <td>英语 / 意大利语 / 法语</td>\n",
       "      <td>110分钟(剧场版)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>泰坦尼克号</td>\n",
       "      <td>1997</td>\n",
       "      <td>9.4</td>\n",
       "      <td>詹姆斯·卡梅隆</td>\n",
       "      <td>詹姆斯·卡梅隆</td>\n",
       "      <td>莱昂纳多·迪卡普里奥 / 凯特·温丝莱特 / 比利·赞恩 / 凯西·贝茨 / 弗兰西丝·费舍...</td>\n",
       "      <td>剧情/爱情/灾难</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语 / 意大利语 / 德语 / 俄语</td>\n",
       "      <td>194分钟</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        电影    年份   评分        导演                编剧  \\\n",
       "0   肖申克的救赎  1994  9.7  弗兰克·德拉邦特  弗兰克·德拉邦特 / 斯蒂芬·金   \n",
       "1     霸王别姬  1993  9.6       陈凯歌          芦苇 / 李碧华   \n",
       "2     阿甘正传  1994  9.5  罗伯特·泽米吉斯  艾瑞克·罗斯 / 温斯顿·格鲁姆   \n",
       "3  这个杀手不太冷  1994  9.4     吕克·贝松             吕克·贝松   \n",
       "4    泰坦尼克号  1997  9.4   詹姆斯·卡梅隆           詹姆斯·卡梅隆   \n",
       "\n",
       "                                                  主演        类型         国家/地区  \\\n",
       "0  蒂姆·罗宾斯 / 摩根·弗里曼 / 鲍勃·冈顿 / 威廉姆·赛德勒 / 克兰西·布朗 / 吉...     剧情/犯罪            美国   \n",
       "1  张国荣 / 张丰毅 / 巩俐 / 葛优 / 英达 / 蒋雯丽 / 吴大维 / 吕齐 / 雷汉...  剧情/爱情/同性   中国大陆 / 中国香港   \n",
       "2  汤姆·汉克斯 / 罗宾·怀特 / 加里·西尼斯 / 麦凯尔泰·威廉逊 / 莎莉·菲尔德 / ...     剧情/爱情            美国   \n",
       "3  让·雷诺 / 娜塔莉·波特曼 / 加里·奥德曼 / 丹尼·爱罗 / 彼得·阿佩尔 / 迈克尔...  剧情/动作/犯罪       法国 / 美国   \n",
       "4  莱昂纳多·迪卡普里奥 / 凯特·温丝莱特 / 比利·赞恩 / 凯西·贝茨 / 弗兰西丝·费舍...  剧情/爱情/灾难            美国   \n",
       "\n",
       "                     语言          时长  \n",
       "0                    英语       142分钟  \n",
       "1                 汉语普通话       171分钟  \n",
       "2                    英语       142分钟  \n",
       "3        英语 / 意大利语 / 法语  110分钟(剧场版)  \n",
       "4   英语 / 意大利语 / 德语 / 俄语       194分钟  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Import packages\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import squarify\n",
    "#Set full text font\n",
    "plt.rcParams.update({'font.family': 'Times New Roman'})\n",
    "#Import dataset\n",
    "movies_imdb_df=pd.read_csv(\"imdb_movie_all.csv\")\n",
    "display(movies_imdb_df.head())\n",
    "movies_douban_df=pd.read_csv(\"douban_movie_all.csv\")\n",
    "display(movies_douban_df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Genres**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Movie genres statistics function\n",
    "def genres_process(df,a,b):\n",
    "    df1=df[a].str.split('/')\n",
    "    df1=df1.apply(pd.Series)\n",
    "    df1=df1.apply(pd.value_counts)\n",
    "    df1=df1.unstack().dropna().reset_index()\n",
    "    df1.columns =['level_0','Genres',b]\n",
    "    df1_m =df1.drop(['level_0'],axis=1).groupby('Genres').sum().sort_values(by=[b],ascending=False).reset_index()\n",
    "    return df1_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imdb genres statistics\n",
    "imdb_genres=genres_process(movies_imdb_df,'Genres','imdb_counts')\n",
    "#imdb_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Douban genres statistics\n",
    "douban_genres=genres_process(movies_douban_df,'类型','douban_counts')\n",
    "#View the Chinese type label and replace it with English\n",
    "#display(douban_genres)\n",
    "douban_genres['Genres']=['Drama','Romance','Comedy','Adventure','Crime','Mystery','Animation','Thriller','Action','Fantasy','Sci-Fi','Family','War',\n",
    "                       'Biography','ancient costume','homosex','History','Music','Child','Musical','Martial arts','documentary','Western',\n",
    "                       'Sex','Horror','Disaster','Sport']\n",
    "#douban_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Genres</th>\n",
       "      <th>imdb_counts</th>\n",
       "      <th>douban_counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Drama</td>\n",
       "      <td>187.0</td>\n",
       "      <td>183.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>65.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Crime</td>\n",
       "      <td>58.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>55.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>44.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Action</td>\n",
       "      <td>43.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>37.0</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>War</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Biography</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>27.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Romance</td>\n",
       "      <td>26.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Family</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Animation</td>\n",
       "      <td>22.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>History</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Music</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Sport</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Western</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Musical</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Horror</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Genres  imdb_counts  douban_counts\n",
       "0       Drama        187.0          183.0\n",
       "1    Thriller         65.0           33.0\n",
       "2       Crime         58.0           43.0\n",
       "3   Adventure         55.0           45.0\n",
       "4      Comedy         44.0           55.0\n",
       "5      Action         43.0           33.0\n",
       "6     Mystery         37.0           41.0\n",
       "7         War         31.0           16.0\n",
       "8   Biography         27.0           15.0\n",
       "9      Sci-Fi         27.0           22.0\n",
       "10    Fantasy         26.0           32.0\n",
       "11    Romance         26.0           55.0\n",
       "12     Family         25.0           21.0\n",
       "13  Animation         22.0           36.0\n",
       "14    History         16.0            8.0\n",
       "15      Music          9.0            7.0\n",
       "16      Sport          9.0            1.0\n",
       "17    Western          7.0            3.0\n",
       "18    Musical          4.0            5.0\n",
       "19     Horror          4.0            2.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Merge data and display\n",
    "Genrescount=pd.merge(imdb_genres,douban_genres,how='inner').fillna(0)\n",
    "display(Genrescount)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot comparative figure of genres distribution\n",
    "Genrescount = Genrescount.set_index(Genrescount['Genres']) \n",
    "plt.rcParams['figure.figsize']=(12,9)\n",
    "Genrescount.plot.barh(fontsize = 15)\n",
    "plt.grid(color='gray',linestyle='--',linewidth=1,alpha=0.3)\n",
    "plt.title('\\nDistribution comparison of user’s favorite movie genres\\n',color = 'black',fontsize = 25)\n",
    "plt.savefig('Genres_bar.png',bbox_inches = 'tight',dpi = 300)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot TOP10 movie genres tree diagram\n",
    "# Plot function\n",
    "def genres_plot(size,name,a,b):\n",
    "    colors = ['purple','#9999ff','red','indianred', 'green','yellow','darkorange','lightgreen','cyan','bisque']\n",
    "    plot = squarify.plot(\n",
    "       sizes=size,\n",
    "       color = colors,\n",
    "       label=name,\n",
    "       value=size,\n",
    "       alpha = 0.6,\n",
    "       edgecolor = 'White',\n",
    "       linewidth =1 \n",
    "    )\n",
    "    plt.rc('font', size=20)  \n",
    "    plot.set_title(a,fontdict = {'fontsize':25})   \n",
    "    plt.axis('off')\n",
    "    plt.tick_params(top = 'off', right = 'off')\n",
    "    plt.savefig(b,bbox_inches = 'tight',dpi = 300)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "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>Genres</th>\n",
       "      <th>imdb_counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Drama</td>\n",
       "      <td>187.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Crime</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Action</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>War</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Biography</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Genres  imdb_counts\n",
       "0      Drama        187.0\n",
       "1   Thriller         65.0\n",
       "2      Crime         58.0\n",
       "3  Adventure         55.0\n",
       "4     Comedy         44.0\n",
       "5     Action         43.0\n",
       "6    Mystery         37.0\n",
       "7        War         31.0\n",
       "8  Biography         27.0\n",
       "9     Sci-Fi         27.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot imdb TOP10 movie genres tree diagram\n",
    "display(imdb_genres.head(10))\n",
    "size_imdb=imdb_genres['imdb_counts'][0:10].tolist()\n",
    "name_imdb=imdb_genres['Genres'][0:10].tolist()\n",
    "genres_plot(size_imdb,name_imdb,'\\nDistribution of IMDB user’s favorite movie genres ( Top 10 )\\n','Genres_imdb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "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>Genres</th>\n",
       "      <th>douban_counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Drama</td>\n",
       "      <td>183.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Romance</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Crime</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Animation</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Action</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Genres  douban_counts\n",
       "0      Drama          183.0\n",
       "1    Romance           55.0\n",
       "2     Comedy           55.0\n",
       "3  Adventure           45.0\n",
       "4      Crime           43.0\n",
       "5    Mystery           41.0\n",
       "6  Animation           36.0\n",
       "7   Thriller           33.0\n",
       "8     Action           33.0\n",
       "9    Fantasy           32.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot imdb TOP10 movie genres tree diagram\n",
    "display(douban_genres.head(10))\n",
    "size_imdb=douban_genres['douban_counts'][0:10].tolist()\n",
    "name_imdb=douban_genres['Genres'][0:10].tolist()\n",
    "genres_plot(size_imdb,name_imdb,'\\nDistribution of Douban user’s favorite movie genres ( Top 10 ) \\n','Genres_douban')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By comparing the top 10 movie types and their distribution in the two websites' user favorite movie lists, we find that: Generally speaking, the top 10 movie types are roughly the same, among these 10 genres, 7 genres are covered in both platforms. The 3 additional genres in imdb are  \"war\", \"biography\" and \"fantasy\" ,which are also the bottom three in the imdb_top10_genres list.The additional genres in douban are \"Romance\", \"animation\" and \"Thriller\".\n",
    "\n",
    "In terms of the proportion of movie types, there are significant differences between the two platforms. IMDB platform has a high proportion of sci-fi, adventure, action and other high-cost movies, while Douban platform, on the contrary, has a high proportion of Romance, comedy, animation and other low-cost movies. It is worth mentioning that on Douban platform, the 'Romance',douban users' second favorite movie genre is even not on IMDB_top10_genres list.\n",
    "\n",
    "This difference comes from the difference in industry development trend and market orientation between Chinese film and international film. There is a obvious gap between Chinese film industry and international first-line level in the development of sci-fi film and other film types with higher requirements for film production technology. Due to the limitation of environment and in line with Chinese cultural atmosphere, Douban users will prefer some story films with larger quantity base , While IMDB users prefer the movie genres like science fiction.\n",
    "\n",
    "To sum up, for new users, when referring to and browsing movie reviews, they can choose the appropriate platform for discussion and participation according to the different movie type preferences of the two platforms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Country**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Country statistics function\n",
    "def Country_process(df,a,b):\n",
    "    df1=df[a].str.split('/')\n",
    "    df1=df1.apply(pd.Series)\n",
    "    df1=df1.apply(pd.value_counts)\n",
    "    df1=df1.unstack().dropna().reset_index()\n",
    "    df1.columns =['level_0','Country',b]\n",
    "    df1_m =df1.drop(['level_0'],axis=1).groupby('Country').sum().sort_values(by=[b],ascending=False).reset_index()\n",
    "    return df1_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Imdb Country statistics\n",
    "imdb_country=Country_process(movies_imdb_df,'Country','imdb_counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([' 美国', ' 美国 ', ' 日本', ' 中国香港', ' 英国', ' 英国 ', ' 中国大陆', ' 韩国',\n",
       "       ' 法国 ', ' 法国', ' 中国大陆 ', ' 德国', ' 中国香港 ', ' 德国 ', ' 加拿大', ' 意大利',\n",
       "       ' 澳大利亚', ' 中国台湾 ', ' 印度', ' 意大利 ', ' 瑞士 ', ' 中国台湾', ' 新西兰', ' 瑞典',\n",
       "       ' 巴西 ', ' 南非 ', ' 西班牙', ' 西班牙 ', ' 澳大利亚 ', ' 荷兰 ', ' 阿根廷 ', ' 阿联酋',\n",
       "       ' 瑞士', ' 新西兰 ', ' 爱尔兰 ', ' 泰国', ' 波兰 ', ' 日本 ', ' 捷克', ' 希腊',\n",
       "       ' 奥地利 ', ' 南非', ' 加拿大 ', ' 俄罗斯', ' 伊朗', ' 丹麦 ', ' 黎巴嫩 '],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Douban Country statistics\n",
    "douban_country=Country_process(movies_douban_df,'国家/地区','douban_counts')\n",
    "#View the Chinese type label and replace it with English\n",
    "douban_country['Country'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "Country = {' 美国':'USA', ' 美国 ':'USA', ' 日本':'Japan', ' 中国香港':'Hong Kong', ' 英国':'UK', ' 英国 ':'UK',\n",
    "           ' 中国大陆':'China', ' 韩国':'South Korea',' 法国 ':'Germany', ' 法国':'Germany', ' 中国大陆 ':'China', \n",
    "           ' 德国':'France', ' 中国香港 ':'Hong Kong', ' 德国 ':'France', ' 加拿大':'Canada', ' 意大利':'Italy',\n",
    "       ' 澳大利亚':'Australia', ' 中国台湾 ':'China', ' 印度':'India', ' 意大利 ':'Italy', ' 瑞士 ':'Switzerland',\n",
    "        ' 中国台湾':'China', ' 新西兰':'New Zealand', ' 瑞典':'Sweden',' 巴西 ':'Brazil', ' 南非 ':'South Africa',\n",
    "           ' 西班牙':'Spain', ' 西班牙 ':'Spain', ' 澳大利亚 ':'Australia', ' 荷兰 ':'Netherlands', ' 阿根廷 ':'Argentina',\n",
    "           ' 阿联酋':'Arab',' 瑞士':'Switzerland', ' 新西兰 ':'New Zealand', ' 爱尔兰 ':'Ireland', ' 泰国':'Thailand', \n",
    "           ' 波兰 ':'Poland', ' 日本 ':'Japan', ' 捷克':'Czechoslovakia', ' 希腊':'Greece',' 奥地利 ':'Austria', \n",
    "           ' 南非':'South Africa', ' 加拿大 ':'Canada', ' 俄罗斯':'Soviet Union', ' 伊朗':'Iran', ' 丹麦 ':'Denmark',\n",
    "           ' 黎巴嫩 ':'Lebanon'}\n",
    "douban_country = douban_country.replace(Country)\n",
    "douban_country=douban_country.groupby('Country').sum().sort_values(by=['douban_counts'],ascending=False).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>Country</th>\n",
       "      <th>imdb_counts</th>\n",
       "      <th>douban_counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USA</td>\n",
       "      <td>176.0</td>\n",
       "      <td>136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UK</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>France</td>\n",
       "      <td>24.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Japan</td>\n",
       "      <td>17.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Germany</td>\n",
       "      <td>14.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Italy</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>India</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Spain</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Australia</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Canada</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mexico</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Germany</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Soviet Union</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>China</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Iran</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>2.0</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Austria</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Qatar</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Poland</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Namibia</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Morocco</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Malta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Lebanon</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Antarctica</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Czechoslovakia</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Cyprus</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Yugoslavia</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Arab</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Greece</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Country  imdb_counts  douban_counts\n",
       "0              USA        176.0          136.0\n",
       "1               UK         50.0           36.0\n",
       "2           France         24.0           17.0\n",
       "3            Japan         17.0           36.0\n",
       "4          Germany         14.0           19.0\n",
       "5            Italy         13.0           10.0\n",
       "6            India         11.0            4.0\n",
       "7            Spain          8.0            4.0\n",
       "8        Australia          6.0            7.0\n",
       "9           Canada          6.0            7.0\n",
       "10          Mexico          5.0            0.0\n",
       "11    West Germany          5.0            0.0\n",
       "12          Sweden          5.0            2.0\n",
       "13     South Korea          4.0           12.0\n",
       "14    Soviet Union          3.0            1.0\n",
       "15     New Zealand          3.0            3.0\n",
       "16          Turkey          3.0            0.0\n",
       "17           China          3.0           32.0\n",
       "18            Iran          2.0            1.0\n",
       "19         Ireland          2.0            1.0\n",
       "20       Hong Kong          2.0           29.0\n",
       "21         Austria          2.0            1.0\n",
       "22       Argentina          2.0            1.0\n",
       "23    South Africa          2.0            3.0\n",
       "24           Qatar          1.0            0.0\n",
       "25     Switzerland          1.0            4.0\n",
       "26         Algeria          1.0            0.0\n",
       "27           Kenya          1.0            0.0\n",
       "28          Poland          1.0            1.0\n",
       "29         Namibia          1.0            0.0\n",
       "30         Morocco          1.0            0.0\n",
       "31           Malta          1.0            0.0\n",
       "32         Lebanon          1.0            1.0\n",
       "33      Antarctica          1.0            0.0\n",
       "34         Denmark          1.0            1.0\n",
       "35  Czechoslovakia          1.0            1.0\n",
       "36          Cyprus          1.0            0.0\n",
       "37        Bulgaria          1.0            0.0\n",
       "38          Brazil          1.0            2.0\n",
       "39      Yugoslavia          1.0            0.0\n",
       "40        Thailand          0.0            1.0\n",
       "41            Arab          0.0            1.0\n",
       "42     Netherlands          0.0            1.0\n",
       "43          Greece          0.0            1.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#merge data and display\n",
    "Countrycount=pd.merge(imdb_country,douban_country,how='outer').fillna(0)\n",
    "Countrycount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>imdb_counts</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>USA</td>\n",
       "      <td>176.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UK</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>France</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Japan</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Germany</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Italy</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>India</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Spain</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Australia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Canada</td>\n",
       "      <td>6.0</td>\n",
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      ],
      "text/plain": [
       "     Country  imdb_counts\n",
       "0        USA        176.0\n",
       "1         UK         50.0\n",
       "2     France         24.0\n",
       "3      Japan         17.0\n",
       "4    Germany         14.0\n",
       "5      Italy         13.0\n",
       "6      India         11.0\n",
       "7      Spain          8.0\n",
       "8  Australia          6.0\n",
       "9     Canada          6.0"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Display imdb-Top10 country\n",
    "display(imdb_country.head(10))\n",
    "\n",
    "#plot imdb_Top10_country_pie\n",
    "labels = imdb_country.head(10)['Country']\n",
    "sizes =  imdb_country.head(10)['imdb_counts']\n",
    "plt.figure(figsize=(20,13))\n",
    "explode =[0,0.01,0.02,0.03,0.04,0.05,0.06,0.07,0.08,0.09]\n",
    "patches,l_text,p_text=plt.pie(sizes,explode=explode,labels=labels, autopct='%1.1f%%',shadow=True, startangle=90,pctdistance=0.8)\n",
    "plt.legend(ncol=2,bbox_to_anchor=(1, 0.8), loc=3, borderaxespad=0)\n",
    "for t in p_text:\n",
    "    t.set_size(12)\n",
    "for t in l_text:\n",
    "    t.set_size(13)\n",
    "plt.title('\\nProportion of IMDB user’s favorite movies by country ( TOP 10 ) \\n',color = 'black',fontsize = 25)\n",
    "plt.savefig('country_imdb.png',bbox_inches = 'tight',dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "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>Country</th>\n",
       "      <th>douban_counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USA</td>\n",
       "      <td>136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Japan</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UK</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>China</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Germany</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>France</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Italy</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Canada</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country  douban_counts\n",
       "0          USA          136.0\n",
       "1        Japan           36.0\n",
       "2           UK           36.0\n",
       "3        China           32.0\n",
       "4    Hong Kong           29.0\n",
       "5      Germany           19.0\n",
       "6       France           17.0\n",
       "7  South Korea           12.0\n",
       "8        Italy           10.0\n",
       "9       Canada            7.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Display douban-Top10 country\n",
    "display(douban_country.head(10))\n",
    "\n",
    "#plot douban_Top10_country_pie\n",
    "labels = douban_country.head(10)['Country']\n",
    "sizes =  douban_country.head(10)['douban_counts']\n",
    "plt.figure(figsize=(20,13))\n",
    "explode =[0,0.01,0.02,0.03,0.04,0.05,0.06,0.07,0.08,0.09]\n",
    "patches,l_text,p_text=plt.pie(sizes,explode=explode,labels=labels, autopct='%1.1f%%',shadow=True, startangle=90,pctdistance=0.8)\n",
    "plt.legend(ncol=2,bbox_to_anchor=(1, 0.8), loc=3, borderaxespad=0)\n",
    "for t in p_text:\n",
    "    t.set_size(12)\n",
    "for t in l_text:\n",
    "    t.set_size(13)\n",
    "plt.title('\\nProportion of Douban user’s favorite movies by country ( TOP 10 ) \\n',color = 'black',fontsize = 25)\n",
    "plt.savefig('country_douban.png',bbox_inches = 'tight',dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparison between the two platforms in terms of the geographical distribution of users' favorite movies:\n",
    "\n",
    "`1` Generally, American films on both platforms are absolutely dominant, accounting for half of the country, while the rest of the countries share the rest.\n",
    "\n",
    "`2` IMDB users love movies mainly from western countries. In addition to the United States, the United Kingdom, France and Germany all account for a high proportion, with only two Asian countries in the top ten countries.\n",
    "\n",
    "`3`Compared with IMDB, the proportion of Asian countries' films on the double list has increased, with China, Japan and South Korea all occupying a certain proportion. However, it can not be ignored that although Douban, even though with almost all Asian users, The proportion of users' favorite movies in western countries is still higher than other regions. Thus it can be seen that for a long time, the mainstream Western values have maintained a certain influence on the user preferences of the film industry. Meanwhile, the early development of the western film industry and the large base are also part of the reasons.\n",
    "\n",
    "`4`Finally, I think we should firmly believe that movies have a common language, as well as the universal values,which cross regional ethnic, national and gender differences. Therefore, from the perspective of China, how to build an international film industry,tell stories to the people of the world, and truly build a spiritual and cultural community of human destiny will be the next significant topic that Chinese movies need to explore."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Year**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Movie release year statistics function\n",
    "def yearcount(df,item1,item2,item3):\n",
    "    df=df[[item1,item2]].groupby(item1).count()\n",
    "    df=df.reset_index(drop=False)\n",
    "    df.columns=['Year',item3]\n",
    "    return df\n",
    "# IMDB movie release year statistics\n",
    "imdb_yearcount=yearcount(movies_imdb_df,'Year','Name','imdb_counts')\n",
    "# Douban movie release year statistics\n",
    "douban_yearcount=yearcount(movies_douban_df,'年份','电影','douban_counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "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>Year</th>\n",
       "      <th>imdb_counts</th>\n",
       "      <th>douban_counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2000</td>\n",
       "      <td>6</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2001</td>\n",
       "      <td>5</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2002</td>\n",
       "      <td>4</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2003</td>\n",
       "      <td>5</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2004</td>\n",
       "      <td>6</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2005</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2006</td>\n",
       "      <td>5</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2007</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2009</td>\n",
       "      <td>6</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2010</td>\n",
       "      <td>5</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2011</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2013</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2017</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2019</td>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2020</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year  imdb_counts  douban_counts\n",
       "63  2000            6            5.0\n",
       "64  2001            5            9.0\n",
       "65  2002            4            8.0\n",
       "66  2003            5           10.0\n",
       "67  2004            6           13.0\n",
       "68  2005            3            4.0\n",
       "69  2006            5            9.0\n",
       "70  2007            4            4.0\n",
       "71  2008            3           10.0\n",
       "72  2009            6            9.0\n",
       "73  2010            5           13.0\n",
       "74  2011            5            8.0\n",
       "75  2012            4            5.0\n",
       "76  2013            5           11.0\n",
       "77  2014            5            9.0\n",
       "78  2015            5           10.0\n",
       "79  2016            6            9.0\n",
       "80  2017            3            6.0\n",
       "81  2018            6            7.0\n",
       "82  2019            8            1.0\n",
       "83  2020            2            0.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Merge data and display\n",
    "yearcount=pd.merge(imdb_yearcount,douban_yearcount,how='outer').fillna(0)\n",
    "yearcount[63:84]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot users' favorite movie genres over time comparison line chart\n",
    "yearcount = yearcount.set_index(yearcount['Year']) \n",
    "yearcount[['imdb_counts','douban_counts']].plot(marker = 'o',markersize =3)\n",
    "plt.grid(color='green',linestyle='--',linewidth=1,alpha=0.2)\n",
    "plt.title('\\nTrend analysis of the number of user’s favorite movies over time\\n',color = 'black',fontsize = 25)\n",
    "plt.xlabel('\\nMovie release year',fontsize = 18,color = 'black',)\n",
    "plt.savefig('year.png',bbox_inches = 'tight',dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By comparing the line graph, we find that:\n",
    "\n",
    "`1` In general, the distribution and trend of the number of user’s favorite movies over time are almost the same. Before 2000, the number of films on the list is relatively small. After 2000, the number of films in the last 20 years of the 21st century has increased significantly,This may be closely related to the maturity of the audio and sound industry and the popularization and development of the Internet.\n",
    "\n",
    "`2`Among the 250 movies listed on the two websites, IMDB users prefer more movies released before 2000, while Douban users have a higher preference for movies in the past 20 years after 2000, which shows that,to some extent, IMDB users prefer old movies in the past century, while douban users pay more attention to new films.\n",
    "\n",
    "`3`The two website users' preference for different ages of movies can also give new users some help for film review and selection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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