From 000be397781e7444f3f774253bf38c4a425c4789 Mon Sep 17 00:00:00 2001
From: 100gle <569590461@qq.com>
Date: Tue, 26 Apr 2022 15:43:09 +0800
Subject: [PATCH] =?UTF-8?q?patch(vol02):=20=E6=B8=85=E7=90=86=E5=BC=95?=
 =?UTF-8?q?=E5=85=A5=E6=A1=88=E4=BE=8B=E6=BA=90=E7=A0=81=E4=B8=AD=E6=97=A0?=
 =?UTF-8?q?=E5=85=B3=E4=BB=A3=E7=A0=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 code/01/main.ipynb | 63161 ++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 62753 insertions(+), 408 deletions(-)

diff --git a/code/01/main.ipynb b/code/01/main.ipynb
index e64952a..9f38e14 100644
--- a/code/01/main.ipynb
+++ b/code/01/main.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 220,
+   "execution_count": 1,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 221,
+   "execution_count": 2,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -38,14 +38,9 @@
     "sns.set_style(\"darkgrid\", style_settings)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
-  },
   {
    "cell_type": "code",
-   "execution_count": 222,
+   "execution_count": 3,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -64,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 223,
+   "execution_count": 4,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -117,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 224,
+   "execution_count": 5,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -126,10 +121,215 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "            comment      typeid          play  subtitle  copyright  review  \\\ncount    281.000000  281.000000  2.810000e+02       0.0      281.0   281.0   \nmean    3587.989324  168.017794  2.768051e+06       NaN        1.0     0.0   \nstd     4407.248268   78.913400  1.754950e+06       NaN        0.0     0.0   \nmin      172.000000   21.000000  3.336690e+05       NaN        1.0     0.0   \n25%     1286.000000  212.000000  1.648079e+06       NaN        1.0     0.0   \n50%     2577.000000  212.000000  2.435455e+06       NaN        1.0     0.0   \n75%     4639.000000  212.000000  3.415756e+06       NaN        1.0     0.0   \nmax    46792.000000  239.000000  1.565324e+07       NaN        1.0     0.0   \n\n               mid       created  video_review           aid  is_pay  \\\ncount        281.0  2.810000e+02    281.000000  2.810000e+02   281.0   \nmean   533459953.0  1.632178e+09   6372.619217  5.872551e+08     0.0   \nstd            0.0  8.106261e+06   8871.608323  2.255457e+08     0.0   \nmin    533459953.0  1.617385e+09     51.000000  2.049769e+08     0.0   \n25%    533459953.0  1.625652e+09   1430.000000  3.806299e+08     0.0   \n50%    533459953.0  1.631695e+09   3514.000000  5.904713e+08     0.0   \n75%    533459953.0  1.638846e+09   7998.000000  7.637649e+08     0.0   \nmax    533459953.0  1.648907e+09  82150.000000  9.778694e+08     0.0   \n\n       is_union_video  is_steins_gate  is_live_playback  \ncount           281.0           281.0             281.0  \nmean              0.0             0.0               0.0  \nstd               0.0             0.0               0.0  \nmin               0.0             0.0               0.0  \n25%               0.0             0.0               0.0  \n50%               0.0             0.0               0.0  \n75%               0.0             0.0               0.0  \nmax               0.0             0.0               0.0  ",
-      "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>comment</th>\n      <th>typeid</th>\n      <th>play</th>\n      <th>subtitle</th>\n      <th>copyright</th>\n      <th>review</th>\n      <th>mid</th>\n      <th>created</th>\n      <th>video_review</th>\n      <th>aid</th>\n      <th>is_pay</th>\n      <th>is_union_video</th>\n      <th>is_steins_gate</th>\n      <th>is_live_playback</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>281.000000</td>\n      <td>281.000000</td>\n      <td>2.810000e+02</td>\n      <td>0.0</td>\n      <td>281.0</td>\n      <td>281.0</td>\n      <td>281.0</td>\n      <td>2.810000e+02</td>\n      <td>281.000000</td>\n      <td>2.810000e+02</td>\n      <td>281.0</td>\n      <td>281.0</td>\n      <td>281.0</td>\n      <td>281.0</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>3587.989324</td>\n      <td>168.017794</td>\n      <td>2.768051e+06</td>\n      <td>NaN</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>533459953.0</td>\n      <td>1.632178e+09</td>\n      <td>6372.619217</td>\n      <td>5.872551e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>4407.248268</td>\n      <td>78.913400</td>\n      <td>1.754950e+06</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>8.106261e+06</td>\n      <td>8871.608323</td>\n      <td>2.255457e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>172.000000</td>\n      <td>21.000000</td>\n      <td>3.336690e+05</td>\n      <td>NaN</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>533459953.0</td>\n      <td>1.617385e+09</td>\n      <td>51.000000</td>\n      <td>2.049769e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>1286.000000</td>\n      <td>212.000000</td>\n      <td>1.648079e+06</td>\n      <td>NaN</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>533459953.0</td>\n      <td>1.625652e+09</td>\n      <td>1430.000000</td>\n      <td>3.806299e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2577.000000</td>\n      <td>212.000000</td>\n      <td>2.435455e+06</td>\n      <td>NaN</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>533459953.0</td>\n      <td>1.631695e+09</td>\n      <td>3514.000000</td>\n      <td>5.904713e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>4639.000000</td>\n      <td>212.000000</td>\n      <td>3.415756e+06</td>\n      <td>NaN</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>533459953.0</td>\n      <td>1.638846e+09</td>\n      <td>7998.000000</td>\n      <td>7.637649e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>46792.000000</td>\n      <td>239.000000</td>\n      <td>1.565324e+07</td>\n      <td>NaN</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>533459953.0</td>\n      <td>1.648907e+09</td>\n      <td>82150.000000</td>\n      <td>9.778694e+08</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>comment</th>\n",
+       "      <th>typeid</th>\n",
+       "      <th>play</th>\n",
+       "      <th>subtitle</th>\n",
+       "      <th>copyright</th>\n",
+       "      <th>review</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>created</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>aid</th>\n",
+       "      <th>is_pay</th>\n",
+       "      <th>is_union_video</th>\n",
+       "      <th>is_steins_gate</th>\n",
+       "      <th>is_live_playback</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>2.810000e+02</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>281.0</td>\n",
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+       "      <td>281.000000</td>\n",
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+       "      <td>281.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>281.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3587.989324</td>\n",
+       "      <td>168.017794</td>\n",
+       "      <td>2.768051e+06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>533459953.0</td>\n",
+       "      <td>1.632178e+09</td>\n",
+       "      <td>6372.619217</td>\n",
+       "      <td>5.872551e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>4407.248268</td>\n",
+       "      <td>78.913400</td>\n",
+       "      <td>1.754950e+06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.106261e+06</td>\n",
+       "      <td>8871.608323</td>\n",
+       "      <td>2.255457e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>172.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>3.336690e+05</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>533459953.0</td>\n",
+       "      <td>1.617385e+09</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>2.049769e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1286.000000</td>\n",
+       "      <td>212.000000</td>\n",
+       "      <td>1.648079e+06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>533459953.0</td>\n",
+       "      <td>1.625652e+09</td>\n",
+       "      <td>1430.000000</td>\n",
+       "      <td>3.806299e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2577.000000</td>\n",
+       "      <td>212.000000</td>\n",
+       "      <td>2.435455e+06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>533459953.0</td>\n",
+       "      <td>1.631695e+09</td>\n",
+       "      <td>3514.000000</td>\n",
+       "      <td>5.904713e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4639.000000</td>\n",
+       "      <td>212.000000</td>\n",
+       "      <td>3.415756e+06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>533459953.0</td>\n",
+       "      <td>1.638846e+09</td>\n",
+       "      <td>7998.000000</td>\n",
+       "      <td>7.637649e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>46792.000000</td>\n",
+       "      <td>239.000000</td>\n",
+       "      <td>1.565324e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>533459953.0</td>\n",
+       "      <td>1.648907e+09</td>\n",
+       "      <td>82150.000000</td>\n",
+       "      <td>9.778694e+08</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            comment      typeid          play  subtitle  copyright  review  \\\n",
+       "count    281.000000  281.000000  2.810000e+02       0.0      281.0   281.0   \n",
+       "mean    3587.989324  168.017794  2.768051e+06       NaN        1.0     0.0   \n",
+       "std     4407.248268   78.913400  1.754950e+06       NaN        0.0     0.0   \n",
+       "min      172.000000   21.000000  3.336690e+05       NaN        1.0     0.0   \n",
+       "25%     1286.000000  212.000000  1.648079e+06       NaN        1.0     0.0   \n",
+       "50%     2577.000000  212.000000  2.435455e+06       NaN        1.0     0.0   \n",
+       "75%     4639.000000  212.000000  3.415756e+06       NaN        1.0     0.0   \n",
+       "max    46792.000000  239.000000  1.565324e+07       NaN        1.0     0.0   \n",
+       "\n",
+       "               mid       created  video_review           aid  is_pay  \\\n",
+       "count        281.0  2.810000e+02    281.000000  2.810000e+02   281.0   \n",
+       "mean   533459953.0  1.632178e+09   6372.619217  5.872551e+08     0.0   \n",
+       "std            0.0  8.106261e+06   8871.608323  2.255457e+08     0.0   \n",
+       "min    533459953.0  1.617385e+09     51.000000  2.049769e+08     0.0   \n",
+       "25%    533459953.0  1.625652e+09   1430.000000  3.806299e+08     0.0   \n",
+       "50%    533459953.0  1.631695e+09   3514.000000  5.904713e+08     0.0   \n",
+       "75%    533459953.0  1.638846e+09   7998.000000  7.637649e+08     0.0   \n",
+       "max    533459953.0  1.648907e+09  82150.000000  9.778694e+08     0.0   \n",
+       "\n",
+       "       is_union_video  is_steins_gate  is_live_playback  \n",
+       "count           281.0           281.0             281.0  \n",
+       "mean              0.0             0.0               0.0  \n",
+       "std               0.0             0.0               0.0  \n",
+       "min               0.0             0.0               0.0  \n",
+       "25%               0.0             0.0               0.0  \n",
+       "50%               0.0             0.0               0.0  \n",
+       "75%               0.0             0.0               0.0  \n",
+       "max               0.0             0.0               0.0  "
+      ]
      },
-     "execution_count": 224,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -140,7 +340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 225,
+   "execution_count": 6,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -149,10 +349,120 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "                                                      pic description  \\\ncount                                                 281         279   \nunique                                                281           1   \ntop     http://i2.hdslb.com/bfs/archive/550244aa3fb1e8...           -   \nfreq                                                    1         279   \n\n                        title   author length          bvid  like  coin  \\\ncount                     281      281    281           281   279   279   \nunique                    281        1    146           281   176   223   \ntop     印度阿姆利则降旗仪式，富有娱乐精神的表演。  刘庸干净又卫生  00:49  BV19r4y1r7wx  4.0万  1.2万   \nfreq                        1      281      7             1     5    10   \n\n       collect share         rank  \ncount      279   279          102  \nunique     262   260           68  \ntop       1.2万  1.1万  全站排行榜最高第19名  \nfreq         7     4            3  ",
-      "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>pic</th>\n      <th>description</th>\n      <th>title</th>\n      <th>author</th>\n      <th>length</th>\n      <th>bvid</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>rank</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>281</td>\n      <td>279</td>\n      <td>281</td>\n      <td>281</td>\n      <td>281</td>\n      <td>281</td>\n      <td>279</td>\n      <td>279</td>\n      <td>279</td>\n      <td>279</td>\n      <td>102</td>\n    </tr>\n    <tr>\n      <th>unique</th>\n      <td>281</td>\n      <td>1</td>\n      <td>281</td>\n      <td>1</td>\n      <td>146</td>\n      <td>281</td>\n      <td>176</td>\n      <td>223</td>\n      <td>262</td>\n      <td>260</td>\n      <td>68</td>\n    </tr>\n    <tr>\n      <th>top</th>\n      <td>http://i2.hdslb.com/bfs/archive/550244aa3fb1e8...</td>\n      <td>-</td>\n      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n      <td>刘庸干净又卫生</td>\n      <td>00:49</td>\n      <td>BV19r4y1r7wx</td>\n      <td>4.0万</td>\n      <td>1.2万</td>\n      <td>1.2万</td>\n      <td>1.1万</td>\n      <td>全站排行榜最高第19名</td>\n    </tr>\n    <tr>\n      <th>freq</th>\n      <td>1</td>\n      <td>279</td>\n      <td>1</td>\n      <td>281</td>\n      <td>7</td>\n      <td>1</td>\n      <td>5</td>\n      <td>10</td>\n      <td>7</td>\n      <td>4</td>\n      <td>3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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+       "      <td>http://i2.hdslb.com/bfs/archive/550244aa3fb1e8...</td>\n",
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+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>00:49</td>\n",
+       "      <td>BV19r4y1r7wx</td>\n",
+       "      <td>4.0万</td>\n",
+       "      <td>1.2万</td>\n",
+       "      <td>1.2万</td>\n",
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+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                      pic description  \\\n",
+       "count                                                 281         279   \n",
+       "unique                                                281           1   \n",
+       "top     http://i2.hdslb.com/bfs/archive/550244aa3fb1e8...           -   \n",
+       "freq                                                    1         279   \n",
+       "\n",
+       "                        title   author length          bvid  like  coin  \\\n",
+       "count                     281      281    281           281   279   279   \n",
+       "unique                    281        1    146           281   176   223   \n",
+       "top     印度阿姆利则降旗仪式，富有娱乐精神的表演。  刘庸干净又卫生  00:49  BV19r4y1r7wx  4.0万  1.2万   \n",
+       "freq                        1      281      7             1     5    10   \n",
+       "\n",
+       "       collect share         rank  \n",
+       "count      279   279          102  \n",
+       "unique     262   260           68  \n",
+       "top       1.2万  1.1万  全站排行榜最高第19名  \n",
+       "freq         7     4            3  "
+      ]
      },
-     "execution_count": 225,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -163,7 +473,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 226,
+   "execution_count": 7,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -172,9 +482,13 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "mid\n533459953    281\ndtype: int64"
+      "text/plain": [
+       "mid\n",
+       "533459953    281\n",
+       "dtype: int64"
+      ]
      },
-     "execution_count": 226,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -185,7 +499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 227,
+   "execution_count": 8,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -228,7 +542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 228,
+   "execution_count": 9,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -237,10 +551,160 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "                    mid   author                     title     created length  \\\nbvid                                                                            \nBV19r4y1r7wx  533459953  刘庸干净又卫生     印度阿姆利则降旗仪式，富有娱乐精神的表演。  1636948887  00:20   \nBV14r4y1y7Ln  533459953  刘庸干净又卫生         发烧怎么办？看开挂的民族如何应对！  1634526240  02:24   \nBV1Rq4y1Z7TT  533459953  刘庸干净又卫生  依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。  1631094362  00:50   \nBV1n54y1E7D5  533459953  刘庸干净又卫生        印度新德里街头水果摊大全，堪比超市！  1626083657  00:59   \nBV1Yf4y1t7VV  533459953  刘庸干净又卫生             这什么玩意儿？买了个寂寞！  1624540361  00:55   \n\n                 play  comment  video_review rank   like  coin collect share  \nbvid                                                                          \nBV19r4y1r7wx  1695848     2073          1050  NaN   7.9万  2182    2088  1856  \nBV14r4y1y7Ln  2240231     6026          6124  NaN   9.5万  5265    3241  8044  \nBV1Rq4y1Z7TT  2435455     2875          1766  NaN  10.4万  8106    2410  1844  \nBV1n54y1E7D5   959967      807          1070  NaN   3.2万   976     658   472  \nBV1Yf4y1t7VV  2163298      596           853  NaN   5.1万  1483    1289   481  ",
-      "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>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>length</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n    </tr>\n    <tr>\n      <th>bvid</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>BV19r4y1r7wx</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n      <td>1636948887</td>\n      <td>00:20</td>\n      <td>1695848</td>\n      <td>2073</td>\n      <td>1050</td>\n      <td>NaN</td>\n      <td>7.9万</td>\n      <td>2182</td>\n      <td>2088</td>\n      <td>1856</td>\n    </tr>\n    <tr>\n      <th>BV14r4y1y7Ln</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>发烧怎么办？看开挂的民族如何应对！</td>\n      <td>1634526240</td>\n      <td>02:24</td>\n      <td>2240231</td>\n      <td>6026</td>\n      <td>6124</td>\n      <td>NaN</td>\n      <td>9.5万</td>\n      <td>5265</td>\n      <td>3241</td>\n      <td>8044</td>\n    </tr>\n    <tr>\n      <th>BV1Rq4y1Z7TT</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。</td>\n      <td>1631094362</td>\n      <td>00:50</td>\n      <td>2435455</td>\n      <td>2875</td>\n      <td>1766</td>\n      <td>NaN</td>\n      <td>10.4万</td>\n      <td>8106</td>\n      <td>2410</td>\n      <td>1844</td>\n    </tr>\n    <tr>\n      <th>BV1n54y1E7D5</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度新德里街头水果摊大全，堪比超市！</td>\n      <td>1626083657</td>\n      <td>00:59</td>\n      <td>959967</td>\n      <td>807</td>\n      <td>1070</td>\n      <td>NaN</td>\n      <td>3.2万</td>\n      <td>976</td>\n      <td>658</td>\n      <td>472</td>\n    </tr>\n    <tr>\n      <th>BV1Yf4y1t7VV</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>这什么玩意儿？买了个寂寞！</td>\n      <td>1624540361</td>\n      <td>00:55</td>\n      <td>2163298</td>\n      <td>596</td>\n      <td>853</td>\n      <td>NaN</td>\n      <td>5.1万</td>\n      <td>1483</td>\n      <td>1289</td>\n      <td>481</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bvid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BV19r4y1r7wx</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n",
+       "      <td>1636948887</td>\n",
+       "      <td>00:20</td>\n",
+       "      <td>1695848</td>\n",
+       "      <td>2073</td>\n",
+       "      <td>1050</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7.9万</td>\n",
+       "      <td>2182</td>\n",
+       "      <td>2088</td>\n",
+       "      <td>1856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV14r4y1y7Ln</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>发烧怎么办？看开挂的民族如何应对！</td>\n",
+       "      <td>1634526240</td>\n",
+       "      <td>02:24</td>\n",
+       "      <td>2240231</td>\n",
+       "      <td>6026</td>\n",
+       "      <td>6124</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>9.5万</td>\n",
+       "      <td>5265</td>\n",
+       "      <td>3241</td>\n",
+       "      <td>8044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Rq4y1Z7TT</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。</td>\n",
+       "      <td>1631094362</td>\n",
+       "      <td>00:50</td>\n",
+       "      <td>2435455</td>\n",
+       "      <td>2875</td>\n",
+       "      <td>1766</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.4万</td>\n",
+       "      <td>8106</td>\n",
+       "      <td>2410</td>\n",
+       "      <td>1844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1n54y1E7D5</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度新德里街头水果摊大全，堪比超市！</td>\n",
+       "      <td>1626083657</td>\n",
+       "      <td>00:59</td>\n",
+       "      <td>959967</td>\n",
+       "      <td>807</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.2万</td>\n",
+       "      <td>976</td>\n",
+       "      <td>658</td>\n",
+       "      <td>472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Yf4y1t7VV</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>这什么玩意儿？买了个寂寞！</td>\n",
+       "      <td>1624540361</td>\n",
+       "      <td>00:55</td>\n",
+       "      <td>2163298</td>\n",
+       "      <td>596</td>\n",
+       "      <td>853</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.1万</td>\n",
+       "      <td>1483</td>\n",
+       "      <td>1289</td>\n",
+       "      <td>481</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    mid   author                     title     created length  \\\n",
+       "bvid                                                                            \n",
+       "BV19r4y1r7wx  533459953  刘庸干净又卫生     印度阿姆利则降旗仪式，富有娱乐精神的表演。  1636948887  00:20   \n",
+       "BV14r4y1y7Ln  533459953  刘庸干净又卫生         发烧怎么办？看开挂的民族如何应对！  1634526240  02:24   \n",
+       "BV1Rq4y1Z7TT  533459953  刘庸干净又卫生  依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。  1631094362  00:50   \n",
+       "BV1n54y1E7D5  533459953  刘庸干净又卫生        印度新德里街头水果摊大全，堪比超市！  1626083657  00:59   \n",
+       "BV1Yf4y1t7VV  533459953  刘庸干净又卫生             这什么玩意儿？买了个寂寞！  1624540361  00:55   \n",
+       "\n",
+       "                 play  comment  video_review rank   like  coin collect share  \n",
+       "bvid                                                                          \n",
+       "BV19r4y1r7wx  1695848     2073          1050  NaN   7.9万  2182    2088  1856  \n",
+       "BV14r4y1y7Ln  2240231     6026          6124  NaN   9.5万  5265    3241  8044  \n",
+       "BV1Rq4y1Z7TT  2435455     2875          1766  NaN  10.4万  8106    2410  1844  \n",
+       "BV1n54y1E7D5   959967      807          1070  NaN   3.2万   976     658   472  \n",
+       "BV1Yf4y1t7VV  2163298      596           853  NaN   5.1万  1483    1289   481  "
+      ]
      },
-     "execution_count": 228,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -259,7 +723,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 229,
+   "execution_count": 10,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -268,10 +732,140 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "                    mid   author                     title  \\\nbvid                                                         \nBV19r4y1r7wx  533459953  刘庸干净又卫生     印度阿姆利则降旗仪式，富有娱乐精神的表演。   \nBV14r4y1y7Ln  533459953  刘庸干净又卫生         发烧怎么办？看开挂的民族如何应对！   \nBV1Rq4y1Z7TT  533459953  刘庸干净又卫生  依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。   \nBV1n54y1E7D5  533459953  刘庸干净又卫生        印度新德里街头水果摊大全，堪比超市！   \nBV1Yf4y1t7VV  533459953  刘庸干净又卫生             这什么玩意儿？买了个寂寞！   \n\n                         created     play  comment  video_review  rank  \\\nbvid                                                                     \nBV19r4y1r7wx 2021-11-15 04:01:27  1695848     2073          1050     0   \nBV14r4y1y7Ln 2021-10-18 03:04:00  2240231     6026          6124     0   \nBV1Rq4y1Z7TT 2021-09-08 09:46:02  2435455     2875          1766     0   \nBV1n54y1E7D5 2021-07-12 09:54:17   959967      807          1070     0   \nBV1Yf4y1t7VV 2021-06-24 13:12:41  2163298      596           853     0   \n\n             created_type  \nbvid                       \nBV19r4y1r7wx      00h-07h  \nBV14r4y1y7Ln      00h-07h  \nBV1Rq4y1Z7TT      08h-16h  \nBV1n54y1E7D5      08h-16h  \nBV1Yf4y1t7VV      08h-16h  ",
-      "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>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n    </tr>\n    <tr>\n      <th>bvid</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>BV19r4y1r7wx</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n      <td>2021-11-15 04:01:27</td>\n      <td>1695848</td>\n      <td>2073</td>\n      <td>1050</td>\n      <td>0</td>\n      <td>00h-07h</td>\n    </tr>\n    <tr>\n      <th>BV14r4y1y7Ln</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>发烧怎么办？看开挂的民族如何应对！</td>\n      <td>2021-10-18 03:04:00</td>\n      <td>2240231</td>\n      <td>6026</td>\n      <td>6124</td>\n      <td>0</td>\n      <td>00h-07h</td>\n    </tr>\n    <tr>\n      <th>BV1Rq4y1Z7TT</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。</td>\n      <td>2021-09-08 09:46:02</td>\n      <td>2435455</td>\n      <td>2875</td>\n      <td>1766</td>\n      <td>0</td>\n      <td>08h-16h</td>\n    </tr>\n    <tr>\n      <th>BV1n54y1E7D5</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度新德里街头水果摊大全，堪比超市！</td>\n      <td>2021-07-12 09:54:17</td>\n      <td>959967</td>\n      <td>807</td>\n      <td>1070</td>\n      <td>0</td>\n      <td>08h-16h</td>\n    </tr>\n    <tr>\n      <th>BV1Yf4y1t7VV</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>这什么玩意儿？买了个寂寞！</td>\n      <td>2021-06-24 13:12:41</td>\n      <td>2163298</td>\n      <td>596</td>\n      <td>853</td>\n      <td>0</td>\n      <td>08h-16h</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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",
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+       "\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",
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+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bvid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BV19r4y1r7wx</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n",
+       "      <td>2021-11-15 04:01:27</td>\n",
+       "      <td>1695848</td>\n",
+       "      <td>2073</td>\n",
+       "      <td>1050</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV14r4y1y7Ln</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>发烧怎么办？看开挂的民族如何应对！</td>\n",
+       "      <td>2021-10-18 03:04:00</td>\n",
+       "      <td>2240231</td>\n",
+       "      <td>6026</td>\n",
+       "      <td>6124</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Rq4y1Z7TT</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。</td>\n",
+       "      <td>2021-09-08 09:46:02</td>\n",
+       "      <td>2435455</td>\n",
+       "      <td>2875</td>\n",
+       "      <td>1766</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1n54y1E7D5</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度新德里街头水果摊大全，堪比超市！</td>\n",
+       "      <td>2021-07-12 09:54:17</td>\n",
+       "      <td>959967</td>\n",
+       "      <td>807</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Yf4y1t7VV</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>这什么玩意儿？买了个寂寞！</td>\n",
+       "      <td>2021-06-24 13:12:41</td>\n",
+       "      <td>2163298</td>\n",
+       "      <td>596</td>\n",
+       "      <td>853</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    mid   author                     title  \\\n",
+       "bvid                                                         \n",
+       "BV19r4y1r7wx  533459953  刘庸干净又卫生     印度阿姆利则降旗仪式，富有娱乐精神的表演。   \n",
+       "BV14r4y1y7Ln  533459953  刘庸干净又卫生         发烧怎么办？看开挂的民族如何应对！   \n",
+       "BV1Rq4y1Z7TT  533459953  刘庸干净又卫生  依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。   \n",
+       "BV1n54y1E7D5  533459953  刘庸干净又卫生        印度新德里街头水果摊大全，堪比超市！   \n",
+       "BV1Yf4y1t7VV  533459953  刘庸干净又卫生             这什么玩意儿？买了个寂寞！   \n",
+       "\n",
+       "                         created     play  comment  video_review  rank  \\\n",
+       "bvid                                                                     \n",
+       "BV19r4y1r7wx 2021-11-15 04:01:27  1695848     2073          1050     0   \n",
+       "BV14r4y1y7Ln 2021-10-18 03:04:00  2240231     6026          6124     0   \n",
+       "BV1Rq4y1Z7TT 2021-09-08 09:46:02  2435455     2875          1766     0   \n",
+       "BV1n54y1E7D5 2021-07-12 09:54:17   959967      807          1070     0   \n",
+       "BV1Yf4y1t7VV 2021-06-24 13:12:41  2163298      596           853     0   \n",
+       "\n",
+       "             created_type  \n",
+       "bvid                       \n",
+       "BV19r4y1r7wx      00h-07h  \n",
+       "BV14r4y1y7Ln      00h-07h  \n",
+       "BV1Rq4y1Z7TT      08h-16h  \n",
+       "BV1n54y1E7D5      08h-16h  \n",
+       "BV1Yf4y1t7VV      08h-16h  "
+      ]
      },
-     "execution_count": 229,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -315,31 +909,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 230,
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "                    mid   author                     title  \\\nbvid                                                         \nBV19r4y1r7wx  533459953  刘庸干净又卫生     印度阿姆利则降旗仪式，富有娱乐精神的表演。   \nBV14r4y1y7Ln  533459953  刘庸干净又卫生         发烧怎么办？看开挂的民族如何应对！   \nBV1Rq4y1Z7TT  533459953  刘庸干净又卫生  依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。   \nBV1n54y1E7D5  533459953  刘庸干净又卫生        印度新德里街头水果摊大全，堪比超市！   \nBV1Yf4y1t7VV  533459953  刘庸干净又卫生             这什么玩意儿？买了个寂寞！   \n\n                         created     play  comment  video_review  rank  \\\nbvid                                                                     \nBV19r4y1r7wx 2021-11-15 04:01:27  1695848     2073          1050     0   \nBV14r4y1y7Ln 2021-10-18 03:04:00  2240231     6026          6124     0   \nBV1Rq4y1Z7TT 2021-09-08 09:46:02  2435455     2875          1766     0   \nBV1n54y1E7D5 2021-07-12 09:54:17   959967      807          1070     0   \nBV1Yf4y1t7VV 2021-06-24 13:12:41  2163298      596           853     0   \n\n             created_type  \nbvid                       \nBV19r4y1r7wx      00h-07h  \nBV14r4y1y7Ln      00h-07h  \nBV1Rq4y1Z7TT      08h-16h  \nBV1n54y1E7D5      08h-16h  \nBV1Yf4y1t7VV      08h-16h  ",
-      "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>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n    </tr>\n    <tr>\n      <th>bvid</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>BV19r4y1r7wx</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n      <td>2021-11-15 04:01:27</td>\n      <td>1695848</td>\n      <td>2073</td>\n      <td>1050</td>\n      <td>0</td>\n      <td>00h-07h</td>\n    </tr>\n    <tr>\n      <th>BV14r4y1y7Ln</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>发烧怎么办？看开挂的民族如何应对！</td>\n      <td>2021-10-18 03:04:00</td>\n      <td>2240231</td>\n      <td>6026</td>\n      <td>6124</td>\n      <td>0</td>\n      <td>00h-07h</td>\n    </tr>\n    <tr>\n      <th>BV1Rq4y1Z7TT</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。</td>\n      <td>2021-09-08 09:46:02</td>\n      <td>2435455</td>\n      <td>2875</td>\n      <td>1766</td>\n      <td>0</td>\n      <td>08h-16h</td>\n    </tr>\n    <tr>\n      <th>BV1n54y1E7D5</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度新德里街头水果摊大全，堪比超市！</td>\n      <td>2021-07-12 09:54:17</td>\n      <td>959967</td>\n      <td>807</td>\n      <td>1070</td>\n      <td>0</td>\n      <td>08h-16h</td>\n    </tr>\n    <tr>\n      <th>BV1Yf4y1t7VV</th>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>这什么玩意儿？买了个寂寞！</td>\n      <td>2021-06-24 13:12:41</td>\n      <td>2163298</td>\n      <td>596</td>\n      <td>853</td>\n      <td>0</td>\n      <td>08h-16h</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
-     },
-     "execution_count": 230,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "common.head()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 231,
+   "execution_count": 11,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -348,10 +918,242 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "                like  coin  collect  share\nbvid                                      \nBV19r4y1r7wx   79000  2182     2088   1856\nBV14r4y1y7Ln   95000  5265     3241   8044\nBV1Rq4y1Z7TT  104000  8106     2410   1844\nBV1n54y1E7D5   32000   976      658    472\nBV1Yf4y1t7VV   51000  1483     1289    481",
-      "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>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n    </tr>\n    <tr>\n      <th>bvid</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>BV19r4y1r7wx</th>\n      <td>79000</td>\n      <td>2182</td>\n      <td>2088</td>\n      <td>1856</td>\n    </tr>\n    <tr>\n      <th>BV14r4y1y7Ln</th>\n      <td>95000</td>\n      <td>5265</td>\n      <td>3241</td>\n      <td>8044</td>\n    </tr>\n    <tr>\n      <th>BV1Rq4y1Z7TT</th>\n      <td>104000</td>\n      <td>8106</td>\n      <td>2410</td>\n      <td>1844</td>\n    </tr>\n    <tr>\n      <th>BV1n54y1E7D5</th>\n      <td>32000</td>\n      <td>976</td>\n      <td>658</td>\n      <td>472</td>\n    </tr>\n    <tr>\n      <th>BV1Yf4y1t7VV</th>\n      <td>51000</td>\n      <td>1483</td>\n      <td>1289</td>\n      <td>481</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
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+       "\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>mid</th>\n",
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+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "    </tr>\n",
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+       "      <th>bvid</th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BV19r4y1r7wx</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度阿姆利则降旗仪式，富有娱乐精神的表演。</td>\n",
+       "      <td>2021-11-15 04:01:27</td>\n",
+       "      <td>1695848</td>\n",
+       "      <td>2073</td>\n",
+       "      <td>1050</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV14r4y1y7Ln</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>发烧怎么办？看开挂的民族如何应对！</td>\n",
+       "      <td>2021-10-18 03:04:00</td>\n",
+       "      <td>2240231</td>\n",
+       "      <td>6026</td>\n",
+       "      <td>6124</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Rq4y1Z7TT</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。</td>\n",
+       "      <td>2021-09-08 09:46:02</td>\n",
+       "      <td>2435455</td>\n",
+       "      <td>2875</td>\n",
+       "      <td>1766</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1n54y1E7D5</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度新德里街头水果摊大全，堪比超市！</td>\n",
+       "      <td>2021-07-12 09:54:17</td>\n",
+       "      <td>959967</td>\n",
+       "      <td>807</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Yf4y1t7VV</th>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>这什么玩意儿？买了个寂寞！</td>\n",
+       "      <td>2021-06-24 13:12:41</td>\n",
+       "      <td>2163298</td>\n",
+       "      <td>596</td>\n",
+       "      <td>853</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    mid   author                     title  \\\n",
+       "bvid                                                         \n",
+       "BV19r4y1r7wx  533459953  刘庸干净又卫生     印度阿姆利则降旗仪式，富有娱乐精神的表演。   \n",
+       "BV14r4y1y7Ln  533459953  刘庸干净又卫生         发烧怎么办？看开挂的民族如何应对！   \n",
+       "BV1Rq4y1Z7TT  533459953  刘庸干净又卫生  依旧是甘蔗汁，天太热，如果没有糖分补充就会昏倒。   \n",
+       "BV1n54y1E7D5  533459953  刘庸干净又卫生        印度新德里街头水果摊大全，堪比超市！   \n",
+       "BV1Yf4y1t7VV  533459953  刘庸干净又卫生             这什么玩意儿？买了个寂寞！   \n",
+       "\n",
+       "                         created     play  comment  video_review  rank  \\\n",
+       "bvid                                                                     \n",
+       "BV19r4y1r7wx 2021-11-15 04:01:27  1695848     2073          1050     0   \n",
+       "BV14r4y1y7Ln 2021-10-18 03:04:00  2240231     6026          6124     0   \n",
+       "BV1Rq4y1Z7TT 2021-09-08 09:46:02  2435455     2875          1766     0   \n",
+       "BV1n54y1E7D5 2021-07-12 09:54:17   959967      807          1070     0   \n",
+       "BV1Yf4y1t7VV 2021-06-24 13:12:41  2163298      596           853     0   \n",
+       "\n",
+       "             created_type  \n",
+       "bvid                       \n",
+       "BV19r4y1r7wx      00h-07h  \n",
+       "BV14r4y1y7Ln      00h-07h  \n",
+       "BV1Rq4y1Z7TT      08h-16h  \n",
+       "BV1n54y1E7D5      08h-16h  \n",
+       "BV1Yf4y1t7VV      08h-16h  "
+      ]
      },
-     "execution_count": 231,
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "common.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "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>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bvid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BV19r4y1r7wx</th>\n",
+       "      <td>79000</td>\n",
+       "      <td>2182</td>\n",
+       "      <td>2088</td>\n",
+       "      <td>1856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV14r4y1y7Ln</th>\n",
+       "      <td>95000</td>\n",
+       "      <td>5265</td>\n",
+       "      <td>3241</td>\n",
+       "      <td>8044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Rq4y1Z7TT</th>\n",
+       "      <td>104000</td>\n",
+       "      <td>8106</td>\n",
+       "      <td>2410</td>\n",
+       "      <td>1844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1n54y1E7D5</th>\n",
+       "      <td>32000</td>\n",
+       "      <td>976</td>\n",
+       "      <td>658</td>\n",
+       "      <td>472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Yf4y1t7VV</th>\n",
+       "      <td>51000</td>\n",
+       "      <td>1483</td>\n",
+       "      <td>1289</td>\n",
+       "      <td>481</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                like  coin  collect  share\n",
+       "bvid                                      \n",
+       "BV19r4y1r7wx   79000  2182     2088   1856\n",
+       "BV14r4y1y7Ln   95000  5265     3241   8044\n",
+       "BV1Rq4y1Z7TT  104000  8106     2410   1844\n",
+       "BV1n54y1E7D5   32000   976      658    472\n",
+       "BV1Yf4y1t7VV   51000  1483     1289    481"
+      ]
+     },
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -378,7 +1180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 232,
+   "execution_count": 13,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -387,10 +1189,68 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "              seconds\nbvid                 \nBV19r4y1r7wx       20\nBV14r4y1y7Ln      144\nBV1Rq4y1Z7TT       50\nBV1n54y1E7D5       59\nBV1Yf4y1t7VV       55",
-      "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>seconds</th>\n    </tr>\n    <tr>\n      <th>bvid</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>BV19r4y1r7wx</th>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>BV14r4y1y7Ln</th>\n      <td>144</td>\n    </tr>\n    <tr>\n      <th>BV1Rq4y1Z7TT</th>\n      <td>50</td>\n    </tr>\n    <tr>\n      <th>BV1n54y1E7D5</th>\n      <td>59</td>\n    </tr>\n    <tr>\n      <th>BV1Yf4y1t7VV</th>\n      <td>55</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>seconds</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bvid</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BV19r4y1r7wx</th>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV14r4y1y7Ln</th>\n",
+       "      <td>144</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Rq4y1Z7TT</th>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1n54y1E7D5</th>\n",
+       "      <td>59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BV1Yf4y1t7VV</th>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              seconds\n",
+       "bvid                 \n",
+       "BV19r4y1r7wx       20\n",
+       "BV14r4y1y7Ln      144\n",
+       "BV1Rq4y1Z7TT       50\n",
+       "BV1n54y1E7D5       59\n",
+       "BV1Yf4y1t7VV       55"
+      ]
      },
-     "execution_count": 232,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -412,7 +1272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 233,
+   "execution_count": 14,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -421,10 +1281,167 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "           bvid        mid   author                  title  \\\n0  BV1Rh411D755  533459953  刘庸干净又卫生                   原创首发   \n1  BV175411A7L3  533459953  刘庸干净又卫生             喝一个养颜美容芦荟汁   \n2  BV1jK4y1m7Dc  533459953  刘庸干净又卫生                    刷刷鞋   \n3  BV1M54y1b7tD  533459953  刘庸干净又卫生  我知道你们早就看过了，我只是怀念一下而已。   \n4  BV1nb4y1D77D  533459953  刘庸干净又卫生                天热买个冰棍儿   \n\n              created     play  comment  video_review  rank created_type  \\\n0 2021-04-02 17:31:29  1769938     2570          4809     0      17h-23h   \n1 2021-04-05 12:46:03  1865198     1802          5065     0      08h-16h   \n2 2021-04-06 17:00:02   761236      311           535     0      17h-23h   \n3 2021-04-07 15:35:02  2190407      919          1017     0      08h-16h   \n4 2021-04-08 16:49:32  1682582      453           956     0      08h-16h   \n\n    like   coin  collect  share  seconds  since_last_days  \n0  65000   6296     7349   3728      277                0  \n1  70000  16000     9947  17000      131                3  \n2  16000    509      503    120       85                2  \n3  53000   5952     6343   1476       59                1  \n4  42000   1322     1393    519       54                2  ",
-      "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>bvid</th>\n      <th>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>seconds</th>\n      <th>since_last_days</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>BV1Rh411D755</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>原创首发</td>\n      <td>2021-04-02 17:31:29</td>\n      <td>1769938</td>\n      <td>2570</td>\n      <td>4809</td>\n      <td>0</td>\n      <td>17h-23h</td>\n      <td>65000</td>\n      <td>6296</td>\n      <td>7349</td>\n      <td>3728</td>\n      <td>277</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>BV175411A7L3</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>喝一个养颜美容芦荟汁</td>\n      <td>2021-04-05 12:46:03</td>\n      <td>1865198</td>\n      <td>1802</td>\n      <td>5065</td>\n      <td>0</td>\n      <td>08h-16h</td>\n      <td>70000</td>\n      <td>16000</td>\n      <td>9947</td>\n      <td>17000</td>\n      <td>131</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>BV1jK4y1m7Dc</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>刷刷鞋</td>\n      <td>2021-04-06 17:00:02</td>\n      <td>761236</td>\n      <td>311</td>\n      <td>535</td>\n      <td>0</td>\n      <td>17h-23h</td>\n      <td>16000</td>\n      <td>509</td>\n      <td>503</td>\n      <td>120</td>\n      <td>85</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>BV1M54y1b7tD</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>我知道你们早就看过了，我只是怀念一下而已。</td>\n      <td>2021-04-07 15:35:02</td>\n      <td>2190407</td>\n      <td>919</td>\n      <td>1017</td>\n      <td>0</td>\n      <td>08h-16h</td>\n      <td>53000</td>\n      <td>5952</td>\n      <td>6343</td>\n      <td>1476</td>\n      <td>59</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BV1nb4y1D77D</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>天热买个冰棍儿</td>\n      <td>2021-04-08 16:49:32</td>\n      <td>1682582</td>\n      <td>453</td>\n      <td>956</td>\n      <td>0</td>\n      <td>08h-16h</td>\n      <td>42000</td>\n      <td>1322</td>\n      <td>1393</td>\n      <td>519</td>\n      <td>54</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>bvid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>BV1Rh411D755</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>原创首发</td>\n",
+       "      <td>2021-04-02 17:31:29</td>\n",
+       "      <td>1769938</td>\n",
+       "      <td>2570</td>\n",
+       "      <td>4809</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17h-23h</td>\n",
+       "      <td>65000</td>\n",
+       "      <td>6296</td>\n",
+       "      <td>7349</td>\n",
+       "      <td>3728</td>\n",
+       "      <td>277</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>BV175411A7L3</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>喝一个养颜美容芦荟汁</td>\n",
+       "      <td>2021-04-05 12:46:03</td>\n",
+       "      <td>1865198</td>\n",
+       "      <td>1802</td>\n",
+       "      <td>5065</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>70000</td>\n",
+       "      <td>16000</td>\n",
+       "      <td>9947</td>\n",
+       "      <td>17000</td>\n",
+       "      <td>131</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BV1jK4y1m7Dc</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>刷刷鞋</td>\n",
+       "      <td>2021-04-06 17:00:02</td>\n",
+       "      <td>761236</td>\n",
+       "      <td>311</td>\n",
+       "      <td>535</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17h-23h</td>\n",
+       "      <td>16000</td>\n",
+       "      <td>509</td>\n",
+       "      <td>503</td>\n",
+       "      <td>120</td>\n",
+       "      <td>85</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BV1M54y1b7tD</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>我知道你们早就看过了，我只是怀念一下而已。</td>\n",
+       "      <td>2021-04-07 15:35:02</td>\n",
+       "      <td>2190407</td>\n",
+       "      <td>919</td>\n",
+       "      <td>1017</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>53000</td>\n",
+       "      <td>5952</td>\n",
+       "      <td>6343</td>\n",
+       "      <td>1476</td>\n",
+       "      <td>59</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>BV1nb4y1D77D</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>天热买个冰棍儿</td>\n",
+       "      <td>2021-04-08 16:49:32</td>\n",
+       "      <td>1682582</td>\n",
+       "      <td>453</td>\n",
+       "      <td>956</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>42000</td>\n",
+       "      <td>1322</td>\n",
+       "      <td>1393</td>\n",
+       "      <td>519</td>\n",
+       "      <td>54</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           bvid        mid   author                  title  \\\n",
+       "0  BV1Rh411D755  533459953  刘庸干净又卫生                   原创首发   \n",
+       "1  BV175411A7L3  533459953  刘庸干净又卫生             喝一个养颜美容芦荟汁   \n",
+       "2  BV1jK4y1m7Dc  533459953  刘庸干净又卫生                    刷刷鞋   \n",
+       "3  BV1M54y1b7tD  533459953  刘庸干净又卫生  我知道你们早就看过了，我只是怀念一下而已。   \n",
+       "4  BV1nb4y1D77D  533459953  刘庸干净又卫生                天热买个冰棍儿   \n",
+       "\n",
+       "              created     play  comment  video_review  rank created_type  \\\n",
+       "0 2021-04-02 17:31:29  1769938     2570          4809     0      17h-23h   \n",
+       "1 2021-04-05 12:46:03  1865198     1802          5065     0      08h-16h   \n",
+       "2 2021-04-06 17:00:02   761236      311           535     0      17h-23h   \n",
+       "3 2021-04-07 15:35:02  2190407      919          1017     0      08h-16h   \n",
+       "4 2021-04-08 16:49:32  1682582      453           956     0      08h-16h   \n",
+       "\n",
+       "    like   coin  collect  share  seconds  since_last_days  \n",
+       "0  65000   6296     7349   3728      277                0  \n",
+       "1  70000  16000     9947  17000      131                3  \n",
+       "2  16000    509      503    120       85                2  \n",
+       "3  53000   5952     6343   1476       59                1  \n",
+       "4  42000   1322     1393    519       54                2  "
+      ]
      },
-     "execution_count": 233,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -458,7 +1475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
+   "execution_count": 15,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -467,9 +1484,27 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "bvid                       object\nmid                        object\nauthor                     object\ntitle                      object\ncreated            datetime64[ns]\nplay                        int64\ncomment                     int64\nvideo_review                int64\nrank                        int64\ncreated_type             category\nlike                        int64\ncoin                        int64\ncollect                     int64\nshare                       int64\nseconds                     int64\nsince_last_days             int64\ndtype: object"
+      "text/plain": [
+       "bvid                       object\n",
+       "mid                        object\n",
+       "author                     object\n",
+       "title                      object\n",
+       "created            datetime64[ns]\n",
+       "play                        int64\n",
+       "comment                     int64\n",
+       "video_review                int64\n",
+       "rank                        int64\n",
+       "created_type             category\n",
+       "like                        int64\n",
+       "coin                        int64\n",
+       "collect                     int64\n",
+       "share                       int64\n",
+       "seconds                     int64\n",
+       "since_last_days             int64\n",
+       "dtype: object"
+      ]
      },
-     "execution_count": 234,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -480,16 +1515,14 @@
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## 数据分析与可视化"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 16,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -498,10 +1531,154 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "                             created          play       comment  \\\ncount                            281  2.810000e+02    281.000000   \nmean   2021-09-20 22:42:29.647686656  2.768051e+06   3587.989324   \nmin              2021-04-02 17:31:29  3.336690e+05    172.000000   \n50%              2021-09-15 08:43:32  2.435455e+06   2577.000000   \nmax              2022-04-02 13:40:04  1.565324e+07  46792.000000   \nstd                              NaN  1.754950e+06   4407.248268   \n\n       video_review        rank          like           coin       collect  \\\ncount    281.000000  281.000000  2.810000e+02     281.000000    281.000000   \nmean    6372.619217   14.103203  1.346215e+05   13328.181495   5659.747331   \nmin       51.000000    0.000000  0.000000e+00       0.000000      0.000000   \n50%     3514.000000    0.000000  9.500000e+04    5839.000000   3398.000000   \nmax    82150.000000   91.000000  1.124000e+06  350000.000000  89000.000000   \nstd     8871.608323   23.908158  1.282603e+05   30758.026709   8698.436615   \n\n               share      seconds  since_last_days  \ncount     281.000000   281.000000       281.000000  \nmean     6202.003559   155.227758         1.782918  \nmin         0.000000     9.000000         0.000000  \n50%      2751.000000    76.000000         2.000000  \nmax    106000.000000  2877.000000         7.000000  \nstd     12144.340569   327.588938         0.909784  ",
-      "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>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>seconds</th>\n      <th>since_last_days</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>281</td>\n      <td>2.810000e+02</td>\n      <td>281.000000</td>\n      <td>281.000000</td>\n      <td>281.000000</td>\n      <td>2.810000e+02</td>\n      <td>281.000000</td>\n      <td>281.000000</td>\n      <td>281.000000</td>\n      <td>281.000000</td>\n      <td>281.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2021-09-20 22:42:29.647686656</td>\n      <td>2.768051e+06</td>\n      <td>3587.989324</td>\n      <td>6372.619217</td>\n      <td>14.103203</td>\n      <td>1.346215e+05</td>\n      <td>13328.181495</td>\n      <td>5659.747331</td>\n      <td>6202.003559</td>\n      <td>155.227758</td>\n      <td>1.782918</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2021-04-02 17:31:29</td>\n      <td>3.336690e+05</td>\n      <td>172.000000</td>\n      <td>51.000000</td>\n      <td>0.000000</td>\n      <td>0.000000e+00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>9.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2021-09-15 08:43:32</td>\n      <td>2.435455e+06</td>\n      <td>2577.000000</td>\n      <td>3514.000000</td>\n      <td>0.000000</td>\n      <td>9.500000e+04</td>\n      <td>5839.000000</td>\n      <td>3398.000000</td>\n      <td>2751.000000</td>\n      <td>76.000000</td>\n      <td>2.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2022-04-02 13:40:04</td>\n      <td>1.565324e+07</td>\n      <td>46792.000000</td>\n      <td>82150.000000</td>\n      <td>91.000000</td>\n      <td>1.124000e+06</td>\n      <td>350000.000000</td>\n      <td>89000.000000</td>\n      <td>106000.000000</td>\n      <td>2877.000000</td>\n      <td>7.000000</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>NaN</td>\n      <td>1.754950e+06</td>\n      <td>4407.248268</td>\n      <td>8871.608323</td>\n      <td>23.908158</td>\n      <td>1.282603e+05</td>\n      <td>30758.026709</td>\n      <td>8698.436615</td>\n      <td>12144.340569</td>\n      <td>327.588938</td>\n      <td>0.909784</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>281</td>\n",
+       "      <td>2.810000e+02</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>2.810000e+02</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "      <td>281.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2021-09-20 22:42:29.647686656</td>\n",
+       "      <td>2.768051e+06</td>\n",
+       "      <td>3587.989324</td>\n",
+       "      <td>6372.619217</td>\n",
+       "      <td>14.103203</td>\n",
+       "      <td>1.346215e+05</td>\n",
+       "      <td>13328.181495</td>\n",
+       "      <td>5659.747331</td>\n",
+       "      <td>6202.003559</td>\n",
+       "      <td>155.227758</td>\n",
+       "      <td>1.782918</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2021-04-02 17:31:29</td>\n",
+       "      <td>3.336690e+05</td>\n",
+       "      <td>172.000000</td>\n",
+       "      <td>51.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2021-09-15 08:43:32</td>\n",
+       "      <td>2.435455e+06</td>\n",
+       "      <td>2577.000000</td>\n",
+       "      <td>3514.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.500000e+04</td>\n",
+       "      <td>5839.000000</td>\n",
+       "      <td>3398.000000</td>\n",
+       "      <td>2751.000000</td>\n",
+       "      <td>76.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2022-04-02 13:40:04</td>\n",
+       "      <td>1.565324e+07</td>\n",
+       "      <td>46792.000000</td>\n",
+       "      <td>82150.000000</td>\n",
+       "      <td>91.000000</td>\n",
+       "      <td>1.124000e+06</td>\n",
+       "      <td>350000.000000</td>\n",
+       "      <td>89000.000000</td>\n",
+       "      <td>106000.000000</td>\n",
+       "      <td>2877.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.754950e+06</td>\n",
+       "      <td>4407.248268</td>\n",
+       "      <td>8871.608323</td>\n",
+       "      <td>23.908158</td>\n",
+       "      <td>1.282603e+05</td>\n",
+       "      <td>30758.026709</td>\n",
+       "      <td>8698.436615</td>\n",
+       "      <td>12144.340569</td>\n",
+       "      <td>327.588938</td>\n",
+       "      <td>0.909784</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             created          play       comment  \\\n",
+       "count                            281  2.810000e+02    281.000000   \n",
+       "mean   2021-09-20 22:42:29.647686656  2.768051e+06   3587.989324   \n",
+       "min              2021-04-02 17:31:29  3.336690e+05    172.000000   \n",
+       "50%              2021-09-15 08:43:32  2.435455e+06   2577.000000   \n",
+       "max              2022-04-02 13:40:04  1.565324e+07  46792.000000   \n",
+       "std                              NaN  1.754950e+06   4407.248268   \n",
+       "\n",
+       "       video_review        rank          like           coin       collect  \\\n",
+       "count    281.000000  281.000000  2.810000e+02     281.000000    281.000000   \n",
+       "mean    6372.619217   14.103203  1.346215e+05   13328.181495   5659.747331   \n",
+       "min       51.000000    0.000000  0.000000e+00       0.000000      0.000000   \n",
+       "50%     3514.000000    0.000000  9.500000e+04    5839.000000   3398.000000   \n",
+       "max    82150.000000   91.000000  1.124000e+06  350000.000000  89000.000000   \n",
+       "std     8871.608323   23.908158  1.282603e+05   30758.026709   8698.436615   \n",
+       "\n",
+       "               share      seconds  since_last_days  \n",
+       "count     281.000000   281.000000       281.000000  \n",
+       "mean     6202.003559   155.227758         1.782918  \n",
+       "min         0.000000     9.000000         0.000000  \n",
+       "50%      2751.000000    76.000000         2.000000  \n",
+       "max    106000.000000  2877.000000         7.000000  \n",
+       "std     12144.340569   327.588938         0.909784  "
+      ]
      },
-     "execution_count": 235,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -512,43 +1689,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 236,
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "             bvid        mid   author                  title  \\\n184  BV16S4y1R7Vd  533459953  刘庸干净又卫生  出门吃个简易早餐，经济又实惠，干净又卫生！   \n214  BV1QQ4y1e7dB  533459953  刘庸干净又卫生              印度街头吃点烧烤！   \n\n                created     play  comment  video_review  rank created_type  \\\n184 2021-11-02 03:30:18  3852133     4766          9329     0      00h-07h   \n214 2021-12-11 03:00:10  3867097     6189         29091     0      00h-07h   \n\n     like  coin  collect  share  seconds  since_last_days  \n184     0     0        0      0      209                1  \n214     0     0        0      0      203                2  ",
-      "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>bvid</th>\n      <th>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>seconds</th>\n      <th>since_last_days</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>184</th>\n      <td>BV16S4y1R7Vd</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>出门吃个简易早餐，经济又实惠，干净又卫生！</td>\n      <td>2021-11-02 03:30:18</td>\n      <td>3852133</td>\n      <td>4766</td>\n      <td>9329</td>\n      <td>0</td>\n      <td>00h-07h</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>209</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>214</th>\n      <td>BV1QQ4y1e7dB</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度街头吃点烧烤！</td>\n      <td>2021-12-11 03:00:10</td>\n      <td>3867097</td>\n      <td>6189</td>\n      <td>29091</td>\n      <td>0</td>\n      <td>00h-07h</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>203</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
-     },
-     "execution_count": 236,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[df[\"like\"]==0]"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "### 视频排名情况"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 237,
+   "execution_count": 17,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -557,10 +1698,293 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "             bvid        mid   author                     title  \\\n251  BV1AY41187b3  533459953  刘庸干净又卫生       久等了，昏昏沉沉好几天，今天清醒多了。   \n252  BV16F411H7gW  533459953  刘庸干净又卫生       历时8天，我康复了，谢谢所有的朋友们。   \n248  BV1Lr4y1e7WH  533459953  刘庸干净又卫生         印度白领区的街头咖啡，非常的好喝。   \n197  BV18r4y1Q7sE  533459953  刘庸干净又卫生  应广发粉丝的要求，印度晚上街头走一走，闲聊几句！   \n249  BV1qS4y1o7Yk  533459953  刘庸干净又卫生             快过年了，提前吃点好吃的。   \n\n                created     play  comment  video_review  rank created_type  \\\n251 2022-01-25 05:00:05  8986409    35247         82150     1      00h-07h   \n252 2022-01-30 04:58:33  7348868    30466         66680     1      00h-07h   \n248 2022-01-18 10:05:09  4056024     5467         10100     2      08h-16h   \n197 2021-11-24 03:00:04  4162761    14103         38706     3      00h-07h   \n249 2022-01-19 11:00:18  6794331    14981         25761     3      08h-16h   \n\n        like    coin  collect  share  seconds  since_last_days  \n251  1124000  350000    65000  48000      257                5  \n252  1011000  289000    60000  62000      105                5  \n248   262000    9782     6916   4307       91                1  \n197   285000  108000    27000  18000      908                1  \n249   481000   49000    20000  16000      164                2  ",
-      "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>bvid</th>\n      <th>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>seconds</th>\n      <th>since_last_days</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>251</th>\n      <td>BV1AY41187b3</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>久等了，昏昏沉沉好几天，今天清醒多了。</td>\n      <td>2022-01-25 05:00:05</td>\n      <td>8986409</td>\n      <td>35247</td>\n      <td>82150</td>\n      <td>1</td>\n      <td>00h-07h</td>\n      <td>1124000</td>\n      <td>350000</td>\n      <td>65000</td>\n      <td>48000</td>\n      <td>257</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>252</th>\n      <td>BV16F411H7gW</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>历时8天，我康复了，谢谢所有的朋友们。</td>\n      <td>2022-01-30 04:58:33</td>\n      <td>7348868</td>\n      <td>30466</td>\n      <td>66680</td>\n      <td>1</td>\n      <td>00h-07h</td>\n      <td>1011000</td>\n      <td>289000</td>\n      <td>60000</td>\n      <td>62000</td>\n      <td>105</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>248</th>\n      <td>BV1Lr4y1e7WH</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>印度白领区的街头咖啡，非常的好喝。</td>\n      <td>2022-01-18 10:05:09</td>\n      <td>4056024</td>\n      <td>5467</td>\n      <td>10100</td>\n      <td>2</td>\n      <td>08h-16h</td>\n      <td>262000</td>\n      <td>9782</td>\n      <td>6916</td>\n      <td>4307</td>\n      <td>91</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>197</th>\n      <td>BV18r4y1Q7sE</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>应广发粉丝的要求，印度晚上街头走一走，闲聊几句！</td>\n      <td>2021-11-24 03:00:04</td>\n      <td>4162761</td>\n      <td>14103</td>\n      <td>38706</td>\n      <td>3</td>\n      <td>00h-07h</td>\n      <td>285000</td>\n      <td>108000</td>\n      <td>27000</td>\n      <td>18000</td>\n      <td>908</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>249</th>\n      <td>BV1qS4y1o7Yk</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>快过年了，提前吃点好吃的。</td>\n      <td>2022-01-19 11:00:18</td>\n      <td>6794331</td>\n      <td>14981</td>\n      <td>25761</td>\n      <td>3</td>\n      <td>08h-16h</td>\n      <td>481000</td>\n      <td>49000</td>\n      <td>20000</td>\n      <td>16000</td>\n      <td>164</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>bvid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>184</th>\n",
+       "      <td>BV16S4y1R7Vd</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>出门吃个简易早餐，经济又实惠，干净又卫生！</td>\n",
+       "      <td>2021-11-02 03:30:18</td>\n",
+       "      <td>3852133</td>\n",
+       "      <td>4766</td>\n",
+       "      <td>9329</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>209</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>BV1QQ4y1e7dB</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度街头吃点烧烤！</td>\n",
+       "      <td>2021-12-11 03:00:10</td>\n",
+       "      <td>3867097</td>\n",
+       "      <td>6189</td>\n",
+       "      <td>29091</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>203</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                  title  \\\n",
+       "184  BV16S4y1R7Vd  533459953  刘庸干净又卫生  出门吃个简易早餐，经济又实惠，干净又卫生！   \n",
+       "214  BV1QQ4y1e7dB  533459953  刘庸干净又卫生              印度街头吃点烧烤！   \n",
+       "\n",
+       "                created     play  comment  video_review  rank created_type  \\\n",
+       "184 2021-11-02 03:30:18  3852133     4766          9329     0      00h-07h   \n",
+       "214 2021-12-11 03:00:10  3867097     6189         29091     0      00h-07h   \n",
+       "\n",
+       "     like  coin  collect  share  seconds  since_last_days  \n",
+       "184     0     0        0      0      209                1  \n",
+       "214     0     0        0      0      203                2  "
+      ]
      },
-     "execution_count": 237,
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df[\"like\"]==0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   },
+   "source": [
+    "### 视频排名情况"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    },
+    "scrolled": true
+   },
+   "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>bvid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>BV1AY41187b3</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>久等了，昏昏沉沉好几天，今天清醒多了。</td>\n",
+       "      <td>2022-01-25 05:00:05</td>\n",
+       "      <td>8986409</td>\n",
+       "      <td>35247</td>\n",
+       "      <td>82150</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>1124000</td>\n",
+       "      <td>350000</td>\n",
+       "      <td>65000</td>\n",
+       "      <td>48000</td>\n",
+       "      <td>257</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252</th>\n",
+       "      <td>BV16F411H7gW</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>历时8天，我康复了，谢谢所有的朋友们。</td>\n",
+       "      <td>2022-01-30 04:58:33</td>\n",
+       "      <td>7348868</td>\n",
+       "      <td>30466</td>\n",
+       "      <td>66680</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>1011000</td>\n",
+       "      <td>289000</td>\n",
+       "      <td>60000</td>\n",
+       "      <td>62000</td>\n",
+       "      <td>105</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>248</th>\n",
+       "      <td>BV1Lr4y1e7WH</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度白领区的街头咖啡，非常的好喝。</td>\n",
+       "      <td>2022-01-18 10:05:09</td>\n",
+       "      <td>4056024</td>\n",
+       "      <td>5467</td>\n",
+       "      <td>10100</td>\n",
+       "      <td>2</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>262000</td>\n",
+       "      <td>9782</td>\n",
+       "      <td>6916</td>\n",
+       "      <td>4307</td>\n",
+       "      <td>91</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>BV18r4y1Q7sE</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>应广发粉丝的要求，印度晚上街头走一走，闲聊几句！</td>\n",
+       "      <td>2021-11-24 03:00:04</td>\n",
+       "      <td>4162761</td>\n",
+       "      <td>14103</td>\n",
+       "      <td>38706</td>\n",
+       "      <td>3</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>285000</td>\n",
+       "      <td>108000</td>\n",
+       "      <td>27000</td>\n",
+       "      <td>18000</td>\n",
+       "      <td>908</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>BV1qS4y1o7Yk</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>快过年了，提前吃点好吃的。</td>\n",
+       "      <td>2022-01-19 11:00:18</td>\n",
+       "      <td>6794331</td>\n",
+       "      <td>14981</td>\n",
+       "      <td>25761</td>\n",
+       "      <td>3</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>481000</td>\n",
+       "      <td>49000</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>16000</td>\n",
+       "      <td>164</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                     title  \\\n",
+       "251  BV1AY41187b3  533459953  刘庸干净又卫生       久等了，昏昏沉沉好几天，今天清醒多了。   \n",
+       "252  BV16F411H7gW  533459953  刘庸干净又卫生       历时8天，我康复了，谢谢所有的朋友们。   \n",
+       "248  BV1Lr4y1e7WH  533459953  刘庸干净又卫生         印度白领区的街头咖啡，非常的好喝。   \n",
+       "197  BV18r4y1Q7sE  533459953  刘庸干净又卫生  应广发粉丝的要求，印度晚上街头走一走，闲聊几句！   \n",
+       "249  BV1qS4y1o7Yk  533459953  刘庸干净又卫生             快过年了，提前吃点好吃的。   \n",
+       "\n",
+       "                created     play  comment  video_review  rank created_type  \\\n",
+       "251 2022-01-25 05:00:05  8986409    35247         82150     1      00h-07h   \n",
+       "252 2022-01-30 04:58:33  7348868    30466         66680     1      00h-07h   \n",
+       "248 2022-01-18 10:05:09  4056024     5467         10100     2      08h-16h   \n",
+       "197 2021-11-24 03:00:04  4162761    14103         38706     3      00h-07h   \n",
+       "249 2022-01-19 11:00:18  6794331    14981         25761     3      08h-16h   \n",
+       "\n",
+       "        like    coin  collect  share  seconds  since_last_days  \n",
+       "251  1124000  350000    65000  48000      257                5  \n",
+       "252  1011000  289000    60000  62000      105                5  \n",
+       "248   262000    9782     6916   4307       91                1  \n",
+       "197   285000  108000    27000  18000      908                1  \n",
+       "249   481000   49000    20000  16000      164                2  "
+      ]
+     },
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -573,21 +1997,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 238,
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "df_rank = df.query(\"rank != 0\")[\"rank\"]\n",
-    "df_rank.describe().to_markdown(\"~/Desktop/snippets.txt\", tablefmt=\"pretty\", colalign=(\"left\", ))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 239,
+   "execution_count": 19,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -596,16 +2006,1040 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<AxesSubplot:xlabel='rank', ylabel='Count'>"
+      "text/plain": [
+       "count    102.000000\n",
+       "mean      38.852941\n",
+       "std       24.769191\n",
+       "min        1.000000\n",
+       "25%       19.000000\n",
+       "50%       35.000000\n",
+       "75%       58.750000\n",
+       "max       91.000000\n",
+       "Name: rank, dtype: float64"
+      ]
      },
-     "execution_count": 239,
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_rank = df.query(\"rank != 0\")[\"rank\"]\n",
+    "df_rank.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='rank', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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@@ -617,14 +3051,78 @@
   },
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+   "execution_count": 21,
+   "metadata": {
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    "outputs": [
     {
      "data": {
-      "text/plain": "     rank rank_interval\n126    35     (20, 100]\n128    70     (20, 100]\n129    57     (20, 100]\n132    81     (20, 100]\n135    46     (20, 100]",
-      "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>rank</th>\n      <th>rank_interval</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>126</th>\n      <td>35</td>\n      <td>(20, 100]</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>70</td>\n      <td>(20, 100]</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>57</td>\n      <td>(20, 100]</td>\n    </tr>\n    <tr>\n      <th>132</th>\n      <td>81</td>\n      <td>(20, 100]</td>\n    </tr>\n    <tr>\n      <th>135</th>\n      <td>46</td>\n      <td>(20, 100]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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+       "     rank rank_interval\n",
+       "126    35     (20, 100]\n",
+       "128    70     (20, 100]\n",
+       "129    57     (20, 100]\n",
+       "132    81     (20, 100]\n",
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      "metadata": {},
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@@ -640,85 +3138,11 @@
     "    )\n",
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-   ],
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-    "pycharm": {
-     "name": "#%%\n"
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+   ]
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   {
    "cell_type": "code",
-   "execution_count": 241,
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "rank_interval\n(0, 3]        5\n(3, 10]       8\n(10, 20]     16\n(20, 100]    73\ndtype: int64"
-     },
-     "execution_count": 241,
-     "metadata": {},
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-   "source": [
-    "rank_interval_freq = counts.value_counts(\"rank_interval\", ascending=True)\n",
-    "rank_interval_freq.head()"
-   ],
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-    "pycharm": {
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-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = sns.countplot(x=\"rank_interval\", data=counts)\n",
-    "ax.bar_label(container=ax.containers[0], labels=rank_interval_freq.values)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "### 播放量"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 243,
+   "execution_count": 22,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -727,10 +3151,1445 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "             bvid        mid   author                title  \\\n156  BV1PQ4y167xk  533459953  刘庸干净又卫生       刘庸神作，万人要求的海盗狗。   \n135  BV1Lb4y127dj  533459953  刘庸干净又卫生     还是芦荟店的芦荟汁干净又卫生啊！   \n128  BV15b4y1U7kV  533459953  刘庸干净又卫生   刘庸继芦荟汁后又一重磅力作，水果捞！   \n251  BV1AY41187b3  533459953  刘庸干净又卫生  久等了，昏昏沉沉好几天，今天清醒多了。   \n129  BV1W44y187z5  533459953  刘庸干净又卫生   好久没来吃这玩意，这次我得休息几天？   \n\n                created      play  comment  video_review  rank created_type  \\\n156 2021-10-03 12:30:36  15653236    14163          8221    79      08h-16h   \n135 2021-09-10 08:40:58  10565366    10196         21830    46      08h-16h   \n128 2021-09-03 05:19:21  10029294     9371         33730    70      00h-07h   \n251 2022-01-25 05:00:05   8986409    35247         82150     1      00h-07h   \n129 2021-09-04 05:57:32   8674471     6814         12417    57      00h-07h   \n\n        like    coin  collect   share  seconds  since_last_days  \n156   439000  108000    89000   97000       33                2  \n135   327000   39000    20000   55000      132                2  \n128   277000   40000    20000  106000      123                1  \n251  1124000  350000    65000   48000      257                5  \n129   258000   29000    11000   25000      152                2  ",
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+      "text/plain": [
+       "rank_interval\n",
+       "(0, 3]        5\n",
+       "(3, 10]       8\n",
+       "(10, 20]     16\n",
+       "(20, 100]    73\n",
+       "dtype: int64"
+      ]
      },
-     "execution_count": 243,
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rank_interval_freq = counts.value_counts(\"rank_interval\", ascending=True)\n",
+    "rank_interval_freq.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
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+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
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+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.countplot(x=\"rank_interval\", data=counts)\n",
+    "ax.bar_label(container=ax.containers[0], labels=rank_interval_freq.values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   },
+   "source": [
+    "### 播放量"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>bvid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>BV1PQ4y167xk</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>刘庸神作，万人要求的海盗狗。</td>\n",
+       "      <td>2021-10-03 12:30:36</td>\n",
+       "      <td>15653236</td>\n",
+       "      <td>14163</td>\n",
+       "      <td>8221</td>\n",
+       "      <td>79</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>439000</td>\n",
+       "      <td>108000</td>\n",
+       "      <td>89000</td>\n",
+       "      <td>97000</td>\n",
+       "      <td>33</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>BV1Lb4y127dj</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>还是芦荟店的芦荟汁干净又卫生啊！</td>\n",
+       "      <td>2021-09-10 08:40:58</td>\n",
+       "      <td>10565366</td>\n",
+       "      <td>10196</td>\n",
+       "      <td>21830</td>\n",
+       "      <td>46</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>327000</td>\n",
+       "      <td>39000</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>55000</td>\n",
+       "      <td>132</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128</th>\n",
+       "      <td>BV15b4y1U7kV</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>刘庸继芦荟汁后又一重磅力作，水果捞！</td>\n",
+       "      <td>2021-09-03 05:19:21</td>\n",
+       "      <td>10029294</td>\n",
+       "      <td>9371</td>\n",
+       "      <td>33730</td>\n",
+       "      <td>70</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>277000</td>\n",
+       "      <td>40000</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>106000</td>\n",
+       "      <td>123</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>BV1AY41187b3</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>久等了，昏昏沉沉好几天，今天清醒多了。</td>\n",
+       "      <td>2022-01-25 05:00:05</td>\n",
+       "      <td>8986409</td>\n",
+       "      <td>35247</td>\n",
+       "      <td>82150</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>1124000</td>\n",
+       "      <td>350000</td>\n",
+       "      <td>65000</td>\n",
+       "      <td>48000</td>\n",
+       "      <td>257</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>129</th>\n",
+       "      <td>BV1W44y187z5</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>好久没来吃这玩意，这次我得休息几天？</td>\n",
+       "      <td>2021-09-04 05:57:32</td>\n",
+       "      <td>8674471</td>\n",
+       "      <td>6814</td>\n",
+       "      <td>12417</td>\n",
+       "      <td>57</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>258000</td>\n",
+       "      <td>29000</td>\n",
+       "      <td>11000</td>\n",
+       "      <td>25000</td>\n",
+       "      <td>152</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                title  \\\n",
+       "156  BV1PQ4y167xk  533459953  刘庸干净又卫生       刘庸神作，万人要求的海盗狗。   \n",
+       "135  BV1Lb4y127dj  533459953  刘庸干净又卫生     还是芦荟店的芦荟汁干净又卫生啊！   \n",
+       "128  BV15b4y1U7kV  533459953  刘庸干净又卫生   刘庸继芦荟汁后又一重磅力作，水果捞！   \n",
+       "251  BV1AY41187b3  533459953  刘庸干净又卫生  久等了，昏昏沉沉好几天，今天清醒多了。   \n",
+       "129  BV1W44y187z5  533459953  刘庸干净又卫生   好久没来吃这玩意，这次我得休息几天？   \n",
+       "\n",
+       "                created      play  comment  video_review  rank created_type  \\\n",
+       "156 2021-10-03 12:30:36  15653236    14163          8221    79      08h-16h   \n",
+       "135 2021-09-10 08:40:58  10565366    10196         21830    46      08h-16h   \n",
+       "128 2021-09-03 05:19:21  10029294     9371         33730    70      00h-07h   \n",
+       "251 2022-01-25 05:00:05   8986409    35247         82150     1      00h-07h   \n",
+       "129 2021-09-04 05:57:32   8674471     6814         12417    57      00h-07h   \n",
+       "\n",
+       "        like    coin  collect   share  seconds  since_last_days  \n",
+       "156   439000  108000    89000   97000       33                2  \n",
+       "135   327000   39000    20000   55000      132                2  \n",
+       "128   277000   40000    20000  106000      123                1  \n",
+       "251  1124000  350000    65000   48000      257                5  \n",
+       "129   258000   29000    11000   25000      152                2  "
+      ]
+     },
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -743,7 +4602,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 25,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -752,10 +4611,167 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "             bvid        mid   author                title  \\\n251  BV1AY41187b3  533459953  刘庸干净又卫生  久等了，昏昏沉沉好几天，今天清醒多了。   \n252  BV16F411H7gW  533459953  刘庸干净又卫生  历时8天，我康复了，谢谢所有的朋友们。   \n253  BV1vF411H7ZG  533459953  刘庸干净又卫生         除夕在印度买牛肉做大餐。   \n164  BV1oL41137tf  533459953  刘庸干净又卫生             第二部5+5=9   \n249  BV1qS4y1o7Yk  533459953  刘庸干净又卫生        快过年了，提前吃点好吃的。   \n\n                created     play  comment  video_review  rank created_type  \\\n251 2022-01-25 05:00:05  8986409    35247         82150     1      00h-07h   \n252 2022-01-30 04:58:33  7348868    30466         66680     1      00h-07h   \n253 2022-01-31 08:08:27  5668822    12304         37290     6      08h-16h   \n164 2021-10-11 06:07:06  5234232     8771          5686     5      00h-07h   \n249 2022-01-19 11:00:18  6794331    14981         25761     3      08h-16h   \n\n        like    coin  collect  share  seconds  since_last_days  \n251  1124000  350000    65000  48000      257                5  \n252  1011000  289000    60000  62000      105                5  \n253   576000   84000    25000  11000      213                2  \n164   491000   79000    40000  16000       70                2  \n249   481000   49000    20000  16000      164                2  ",
-      "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>bvid</th>\n      <th>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>seconds</th>\n      <th>since_last_days</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>251</th>\n      <td>BV1AY41187b3</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>久等了，昏昏沉沉好几天，今天清醒多了。</td>\n      <td>2022-01-25 05:00:05</td>\n      <td>8986409</td>\n      <td>35247</td>\n      <td>82150</td>\n      <td>1</td>\n      <td>00h-07h</td>\n      <td>1124000</td>\n      <td>350000</td>\n      <td>65000</td>\n      <td>48000</td>\n      <td>257</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>252</th>\n      <td>BV16F411H7gW</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>历时8天，我康复了，谢谢所有的朋友们。</td>\n      <td>2022-01-30 04:58:33</td>\n      <td>7348868</td>\n      <td>30466</td>\n      <td>66680</td>\n      <td>1</td>\n      <td>00h-07h</td>\n      <td>1011000</td>\n      <td>289000</td>\n      <td>60000</td>\n      <td>62000</td>\n      <td>105</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>253</th>\n      <td>BV1vF411H7ZG</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>除夕在印度买牛肉做大餐。</td>\n      <td>2022-01-31 08:08:27</td>\n      <td>5668822</td>\n      <td>12304</td>\n      <td>37290</td>\n      <td>6</td>\n      <td>08h-16h</td>\n      <td>576000</td>\n      <td>84000</td>\n      <td>25000</td>\n      <td>11000</td>\n      <td>213</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>164</th>\n      <td>BV1oL41137tf</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>第二部5+5=9</td>\n      <td>2021-10-11 06:07:06</td>\n      <td>5234232</td>\n      <td>8771</td>\n      <td>5686</td>\n      <td>5</td>\n      <td>00h-07h</td>\n      <td>491000</td>\n      <td>79000</td>\n      <td>40000</td>\n      <td>16000</td>\n      <td>70</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>249</th>\n      <td>BV1qS4y1o7Yk</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>快过年了，提前吃点好吃的。</td>\n      <td>2022-01-19 11:00:18</td>\n      <td>6794331</td>\n      <td>14981</td>\n      <td>25761</td>\n      <td>3</td>\n      <td>08h-16h</td>\n      <td>481000</td>\n      <td>49000</td>\n      <td>20000</td>\n      <td>16000</td>\n      <td>164</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>bvid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>BV1AY41187b3</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>久等了，昏昏沉沉好几天，今天清醒多了。</td>\n",
+       "      <td>2022-01-25 05:00:05</td>\n",
+       "      <td>8986409</td>\n",
+       "      <td>35247</td>\n",
+       "      <td>82150</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>1124000</td>\n",
+       "      <td>350000</td>\n",
+       "      <td>65000</td>\n",
+       "      <td>48000</td>\n",
+       "      <td>257</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252</th>\n",
+       "      <td>BV16F411H7gW</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>历时8天，我康复了，谢谢所有的朋友们。</td>\n",
+       "      <td>2022-01-30 04:58:33</td>\n",
+       "      <td>7348868</td>\n",
+       "      <td>30466</td>\n",
+       "      <td>66680</td>\n",
+       "      <td>1</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>1011000</td>\n",
+       "      <td>289000</td>\n",
+       "      <td>60000</td>\n",
+       "      <td>62000</td>\n",
+       "      <td>105</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>253</th>\n",
+       "      <td>BV1vF411H7ZG</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>除夕在印度买牛肉做大餐。</td>\n",
+       "      <td>2022-01-31 08:08:27</td>\n",
+       "      <td>5668822</td>\n",
+       "      <td>12304</td>\n",
+       "      <td>37290</td>\n",
+       "      <td>6</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>576000</td>\n",
+       "      <td>84000</td>\n",
+       "      <td>25000</td>\n",
+       "      <td>11000</td>\n",
+       "      <td>213</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>BV1oL41137tf</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>第二部5+5=9</td>\n",
+       "      <td>2021-10-11 06:07:06</td>\n",
+       "      <td>5234232</td>\n",
+       "      <td>8771</td>\n",
+       "      <td>5686</td>\n",
+       "      <td>5</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>491000</td>\n",
+       "      <td>79000</td>\n",
+       "      <td>40000</td>\n",
+       "      <td>16000</td>\n",
+       "      <td>70</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>BV1qS4y1o7Yk</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>快过年了，提前吃点好吃的。</td>\n",
+       "      <td>2022-01-19 11:00:18</td>\n",
+       "      <td>6794331</td>\n",
+       "      <td>14981</td>\n",
+       "      <td>25761</td>\n",
+       "      <td>3</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>481000</td>\n",
+       "      <td>49000</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>16000</td>\n",
+       "      <td>164</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                title  \\\n",
+       "251  BV1AY41187b3  533459953  刘庸干净又卫生  久等了，昏昏沉沉好几天，今天清醒多了。   \n",
+       "252  BV16F411H7gW  533459953  刘庸干净又卫生  历时8天，我康复了，谢谢所有的朋友们。   \n",
+       "253  BV1vF411H7ZG  533459953  刘庸干净又卫生         除夕在印度买牛肉做大餐。   \n",
+       "164  BV1oL41137tf  533459953  刘庸干净又卫生             第二部5+5=9   \n",
+       "249  BV1qS4y1o7Yk  533459953  刘庸干净又卫生        快过年了，提前吃点好吃的。   \n",
+       "\n",
+       "                created     play  comment  video_review  rank created_type  \\\n",
+       "251 2022-01-25 05:00:05  8986409    35247         82150     1      00h-07h   \n",
+       "252 2022-01-30 04:58:33  7348868    30466         66680     1      00h-07h   \n",
+       "253 2022-01-31 08:08:27  5668822    12304         37290     6      08h-16h   \n",
+       "164 2021-10-11 06:07:06  5234232     8771          5686     5      00h-07h   \n",
+       "249 2022-01-19 11:00:18  6794331    14981         25761     3      08h-16h   \n",
+       "\n",
+       "        like    coin  collect  share  seconds  since_last_days  \n",
+       "251  1124000  350000    65000  48000      257                5  \n",
+       "252  1011000  289000    60000  62000      105                5  \n",
+       "253   576000   84000    25000  11000      213                2  \n",
+       "164   491000   79000    40000  16000       70                2  \n",
+       "249   481000   49000    20000  16000      164                2  "
+      ]
      },
-     "execution_count": 244,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -766,6 +4782,6880 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_28099/4026550712.py:5: FutureWarning: The default value of regex will change from True to False in a future version.\n",
+      "  df[\"title\"].str.replace(r\"[！，。!.,]\", \"\\n\")\n"
+     ]
+    },
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
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+       "      <use xlink:href=\"#STSongti-SC-Black-68\" x=\"35.899994\"/>\n",
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+       "     </g>\n",
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+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
+       "  <clipPath id=\"p87b204655d\">\n",
+       "   <rect x=\"137.7\" y=\"7.2\" width=\"669.6\" height=\"652.32\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ax = (\n",
     "    df.loc[:, [\"bvid\", \"title\", *ops]]\n",
@@ -796,43 +11686,180 @@
     "        fontsize=8,\n",
     "        color=\"black\",\n",
     "    )\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
-   "execution_count": 245,
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_7095/2474762560.py:5: FutureWarning: The default value of regex will change from True to False in a future version.\n",
-      "  df[\"title\"].str.replace(r\"[！，。!.,]\", \"\\n\")\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": "<Figure size 864x864 with 1 Axes>",
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   {
    "cell_type": "code",
-   "execution_count": 246,
+   "execution_count": 27,
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+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
    "outputs": [
     {
      "data": {
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+       "      <td>BV15b4y1U7kV</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>刘庸继芦荟汁后又一重磅力作，水果捞！</td>\n",
+       "      <td>2021-09-03 05:19:21</td>\n",
+       "      <td>10029294</td>\n",
+       "      <td>9371</td>\n",
+       "      <td>33730</td>\n",
+       "      <td>70</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>277000</td>\n",
+       "      <td>40000</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>106000</td>\n",
+       "      <td>123</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                     title  \\\n",
+       "251  BV1AY41187b3  533459953  刘庸干净又卫生       久等了，昏昏沉沉好几天，今天清醒多了。   \n",
+       "252  BV16F411H7gW  533459953  刘庸干净又卫生       历时8天，我康复了，谢谢所有的朋友们。   \n",
+       "197  BV18r4y1Q7sE  533459953  刘庸干净又卫生  应广发粉丝的要求，印度晚上街头走一走，闲聊几句！   \n",
+       "253  BV1vF411H7ZG  533459953  刘庸干净又卫生              除夕在印度买牛肉做大餐。   \n",
+       "128  BV15b4y1U7kV  533459953  刘庸干净又卫生        刘庸继芦荟汁后又一重磅力作，水果捞！   \n",
+       "\n",
+       "                created      play  comment  video_review  rank created_type  \\\n",
+       "251 2022-01-25 05:00:05   8986409    35247         82150     1      00h-07h   \n",
+       "252 2022-01-30 04:58:33   7348868    30466         66680     1      00h-07h   \n",
+       "197 2021-11-24 03:00:04   4162761    14103         38706     3      00h-07h   \n",
+       "253 2022-01-31 08:08:27   5668822    12304         37290     6      08h-16h   \n",
+       "128 2021-09-03 05:19:21  10029294     9371         33730    70      00h-07h   \n",
+       "\n",
+       "        like    coin  collect   share  seconds  since_last_days  \n",
+       "251  1124000  350000    65000   48000      257                5  \n",
+       "252  1011000  289000    60000   62000      105                5  \n",
+       "197   285000  108000    27000   18000      908                1  \n",
+       "253   576000   84000    25000   11000      213                2  \n",
+       "128   277000   40000    20000  106000      123                1  "
+      ]
      },
-     "execution_count": 246,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -841,40 +11868,1778 @@
     "# the top 5 video sorted by danmu and comment.\n",
     "\n",
     "df.sort_values([\"video_review\", \"comment\"], ascending=False).head()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 247,
+   "execution_count": 28,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_7095/3279381252.py:4: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_28099/2088714316.py:4: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
       "  g.ax.set_xticklabels([f\"{int(n) / 1000:,.0f} K\" for n in g.ax.get_xticks()])\n",
-      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_7095/3279381252.py:5: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_28099/2088714316.py:5: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
       "  g.ax.set_yticklabels([f\"{n:,.0f}\" for n in g.ax.get_yticks()])\n"
      ]
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     {
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-     "execution_count": 247,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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     "\n",
     "g.fig.set_size_inches(16, 8)\n",
     "g.ax.set_xticklabels([f\"{int(n) / 1000:,.0f} K\" for n in g.ax.get_xticks()])\n",
-    "g.ax.set_yticklabels([f\"{n:,.0f}\" for n in g.ax.get_yticks()])\n"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+    "g.ax.set_yticklabels([f\"{n:,.0f}\" for n in g.ax.get_yticks()])"
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   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": 29,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
    "outputs": [
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+       "     </g>\n",
+       "    </g>\n",
+       "   </g>\n",
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+       " </g>\n",
+       " <defs>\n",
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+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 864x720 with 3 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -918,20 +16278,12 @@
     "    xlabel=\"\",\n",
     "    subplots=True,\n",
     "    )\n",
-    ")\n",
-    "\n",
-    "plt.savefig(\"play-comment-danmu.png\", dpi=300)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+    ")"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 30,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -940,8 +16292,7945 @@
    "outputs": [
     {
      "data": {
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   },
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     "### 播放时长相关"
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+       "      <td>11000</td>\n",
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+       "      <td>2877</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>BV1fQ4y1Y7Nt</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>乔治理发超长版，满足一些粉丝的要求。</td>\n",
+       "      <td>2021-08-24 08:18:14</td>\n",
+       "      <td>1267113</td>\n",
+       "      <td>3415</td>\n",
+       "      <td>9467</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>75000</td>\n",
+       "      <td>29000</td>\n",
+       "      <td>12000</td>\n",
+       "      <td>2801</td>\n",
+       "      <td>2678</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>BV1FM4y137pf</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>终于可以睡个好觉了，失眠患者的福音，半个月一次的乔治理发又来了。</td>\n",
+       "      <td>2021-09-25 13:11:59</td>\n",
+       "      <td>1747505</td>\n",
+       "      <td>2502</td>\n",
+       "      <td>6738</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>71000</td>\n",
+       "      <td>13000</td>\n",
+       "      <td>7555</td>\n",
+       "      <td>2157</td>\n",
+       "      <td>2470</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>BV1Uv411M7s8</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>失眠患者的福音，沉浸式体验，乔治理发超长版！</td>\n",
+       "      <td>2021-10-22 03:40:11</td>\n",
+       "      <td>1188746</td>\n",
+       "      <td>2349</td>\n",
+       "      <td>7519</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>62000</td>\n",
+       "      <td>11000</td>\n",
+       "      <td>6489</td>\n",
+       "      <td>1887</td>\n",
+       "      <td>2056</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>BV1WL4y1371r</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>印度按摩完整版</td>\n",
+       "      <td>2022-03-03 12:21:58</td>\n",
+       "      <td>2189504</td>\n",
+       "      <td>3863</td>\n",
+       "      <td>12196</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>117000</td>\n",
+       "      <td>14000</td>\n",
+       "      <td>15000</td>\n",
+       "      <td>5957</td>\n",
+       "      <td>1807</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>204</th>\n",
+       "      <td>BV1FL4y1W74f</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>德里街头日常刮胡子</td>\n",
+       "      <td>2021-12-01 16:18:56</td>\n",
+       "      <td>1471000</td>\n",
+       "      <td>2577</td>\n",
+       "      <td>4616</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>75000</td>\n",
+       "      <td>4515</td>\n",
+       "      <td>3569</td>\n",
+       "      <td>990</td>\n",
+       "      <td>922</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>BV18r4y1Q7sE</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>应广发粉丝的要求，印度晚上街头走一走，闲聊几句！</td>\n",
+       "      <td>2021-11-24 03:00:04</td>\n",
+       "      <td>4162761</td>\n",
+       "      <td>14103</td>\n",
+       "      <td>38706</td>\n",
+       "      <td>3</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>285000</td>\n",
+       "      <td>108000</td>\n",
+       "      <td>27000</td>\n",
+       "      <td>18000</td>\n",
+       "      <td>908</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>BV1pR4y1s7j2</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>清真餐厅吃羊肉随拍。</td>\n",
+       "      <td>2021-12-03 17:43:08</td>\n",
+       "      <td>3394668</td>\n",
+       "      <td>4983</td>\n",
+       "      <td>13973</td>\n",
+       "      <td>63</td>\n",
+       "      <td>17h-23h</td>\n",
+       "      <td>160000</td>\n",
+       "      <td>18000</td>\n",
+       "      <td>5713</td>\n",
+       "      <td>2751</td>\n",
+       "      <td>706</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>BV1oq4y1V7KC</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>进来一起互相陪伴吃个饭吧，一顿真实而普通的家常便饭。顺便聊个天。</td>\n",
+       "      <td>2021-10-16 04:05:05</td>\n",
+       "      <td>1816158</td>\n",
+       "      <td>4793</td>\n",
+       "      <td>12540</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>121000</td>\n",
+       "      <td>23000</td>\n",
+       "      <td>4337</td>\n",
+       "      <td>1417</td>\n",
+       "      <td>642</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>BV1UR4y1u754</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>分享日常早餐</td>\n",
+       "      <td>2022-01-06 03:00:16</td>\n",
+       "      <td>2400879</td>\n",
+       "      <td>3782</td>\n",
+       "      <td>12881</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>130000</td>\n",
+       "      <td>12000</td>\n",
+       "      <td>3398</td>\n",
+       "      <td>1472</td>\n",
+       "      <td>603</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                             title  \\\n",
+       "136  BV1gg411c7AD  533459953  刘庸干净又卫生                  乔治理发超长版，乔治买了新手机。   \n",
+       "118  BV1fQ4y1Y7Nt  533459953  刘庸干净又卫生                乔治理发超长版，满足一些粉丝的要求。   \n",
+       "148  BV1FM4y137pf  533459953  刘庸干净又卫生  终于可以睡个好觉了，失眠患者的福音，半个月一次的乔治理发又来了。   \n",
+       "175  BV1Uv411M7s8  533459953  刘庸干净又卫生            失眠患者的福音，沉浸式体验，乔治理发超长版！   \n",
+       "270  BV1WL4y1371r  533459953  刘庸干净又卫生                           印度按摩完整版   \n",
+       "204  BV1FL4y1W74f  533459953  刘庸干净又卫生                         德里街头日常刮胡子   \n",
+       "197  BV18r4y1Q7sE  533459953  刘庸干净又卫生          应广发粉丝的要求，印度晚上街头走一走，闲聊几句！   \n",
+       "207  BV1pR4y1s7j2  533459953  刘庸干净又卫生                        清真餐厅吃羊肉随拍。   \n",
+       "169  BV1oq4y1V7KC  533459953  刘庸干净又卫生  进来一起互相陪伴吃个饭吧，一顿真实而普通的家常便饭。顺便聊个天。   \n",
+       "238  BV1UR4y1u754  533459953  刘庸干净又卫生                            分享日常早餐   \n",
+       "\n",
+       "                created     play  comment  video_review  rank created_type  \\\n",
+       "136 2021-09-11 10:14:39  1317949     2412          7054     0      08h-16h   \n",
+       "118 2021-08-24 08:18:14  1267113     3415          9467     0      08h-16h   \n",
+       "148 2021-09-25 13:11:59  1747505     2502          6738     0      08h-16h   \n",
+       "175 2021-10-22 03:40:11  1188746     2349          7519     0      00h-07h   \n",
+       "270 2022-03-03 12:21:58  2189504     3863         12196     0      08h-16h   \n",
+       "204 2021-12-01 16:18:56  1471000     2577          4616     0      08h-16h   \n",
+       "197 2021-11-24 03:00:04  4162761    14103         38706     3      00h-07h   \n",
+       "207 2021-12-03 17:43:08  3394668     4983         13973    63      17h-23h   \n",
+       "169 2021-10-16 04:05:05  1816158     4793         12540     0      00h-07h   \n",
+       "238 2022-01-06 03:00:16  2400879     3782         12881     0      00h-07h   \n",
+       "\n",
+       "       like    coin  collect  share  seconds  since_last_days  \n",
+       "136   80000   36000    11000   2041     2877                2  \n",
+       "118   75000   29000    12000   2801     2678                2  \n",
+       "148   71000   13000     7555   2157     2470                2  \n",
+       "175   62000   11000     6489   1887     2056                1  \n",
+       "270  117000   14000    15000   5957     1807                2  \n",
+       "204   75000    4515     3569    990      922                2  \n",
+       "197  285000  108000    27000  18000      908                1  \n",
+       "207  160000   18000     5713   2751      706                1  \n",
+       "169  121000   23000     4337   1417      642                1  \n",
+       "238  130000   12000     3398   1472      603                1  "
+      ]
      },
-     "execution_count": 250,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "df.sort_values([\"seconds\"], ascending=False).head(10)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
-   "outputs": [],
-   "source": [
-    "df[\"seconds\"].map(lambda v: v <= 1000 or False).value_counts().to_markdown(\"~/Desktop/snippets.txt\", tablefmt=\"pretty\", colalign=(\"left\", ))"
-   ],
+   "execution_count": 32,
    "metadata": {
-    "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
     }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 252,
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": "             bvid        mid   author                             title  \\\n204  BV1FL4y1W74f  533459953  刘庸干净又卫生                         德里街头日常刮胡子   \n197  BV18r4y1Q7sE  533459953  刘庸干净又卫生          应广发粉丝的要求，印度晚上街头走一走，闲聊几句！   \n207  BV1pR4y1s7j2  533459953  刘庸干净又卫生                        清真餐厅吃羊肉随拍。   \n169  BV1oq4y1V7KC  533459953  刘庸干净又卫生  进来一起互相陪伴吃个饭吧，一顿真实而普通的家常便饭。顺便聊个天。   \n238  BV1UR4y1u754  533459953  刘庸干净又卫生                            分享日常早餐   \n\n                created     play  comment  video_review  rank created_type  \\\n204 2021-12-01 16:18:56  1471000     2577          4616     0      08h-16h   \n197 2021-11-24 03:00:04  4162761    14103         38706     3      00h-07h   \n207 2021-12-03 17:43:08  3394668     4983         13973    63      17h-23h   \n169 2021-10-16 04:05:05  1816158     4793         12540     0      00h-07h   \n238 2022-01-06 03:00:16  2400879     3782         12881     0      00h-07h   \n\n       like    coin  collect  share  seconds  since_last_days  \n204   75000    4515     3569    990      922                2  \n197  285000  108000    27000  18000      908                1  \n207  160000   18000     5713   2751      706                1  \n169  121000   23000     4337   1417      642                1  \n238  130000   12000     3398   1472      603                1  ",
-      "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>bvid</th>\n      <th>mid</th>\n      <th>author</th>\n      <th>title</th>\n      <th>created</th>\n      <th>play</th>\n      <th>comment</th>\n      <th>video_review</th>\n      <th>rank</th>\n      <th>created_type</th>\n      <th>like</th>\n      <th>coin</th>\n      <th>collect</th>\n      <th>share</th>\n      <th>seconds</th>\n      <th>since_last_days</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>204</th>\n      <td>BV1FL4y1W74f</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>德里街头日常刮胡子</td>\n      <td>2021-12-01 16:18:56</td>\n      <td>1471000</td>\n      <td>2577</td>\n      <td>4616</td>\n      <td>0</td>\n      <td>08h-16h</td>\n      <td>75000</td>\n      <td>4515</td>\n      <td>3569</td>\n      <td>990</td>\n      <td>922</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>197</th>\n      <td>BV18r4y1Q7sE</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>应广发粉丝的要求，印度晚上街头走一走，闲聊几句！</td>\n      <td>2021-11-24 03:00:04</td>\n      <td>4162761</td>\n      <td>14103</td>\n      <td>38706</td>\n      <td>3</td>\n      <td>00h-07h</td>\n      <td>285000</td>\n      <td>108000</td>\n      <td>27000</td>\n      <td>18000</td>\n      <td>908</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>207</th>\n      <td>BV1pR4y1s7j2</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>清真餐厅吃羊肉随拍。</td>\n      <td>2021-12-03 17:43:08</td>\n      <td>3394668</td>\n      <td>4983</td>\n      <td>13973</td>\n      <td>63</td>\n      <td>17h-23h</td>\n      <td>160000</td>\n      <td>18000</td>\n      <td>5713</td>\n      <td>2751</td>\n      <td>706</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>169</th>\n      <td>BV1oq4y1V7KC</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>进来一起互相陪伴吃个饭吧，一顿真实而普通的家常便饭。顺便聊个天。</td>\n      <td>2021-10-16 04:05:05</td>\n      <td>1816158</td>\n      <td>4793</td>\n      <td>12540</td>\n      <td>0</td>\n      <td>00h-07h</td>\n      <td>121000</td>\n      <td>23000</td>\n      <td>4337</td>\n      <td>1417</td>\n      <td>642</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>238</th>\n      <td>BV1UR4y1u754</td>\n      <td>533459953</td>\n      <td>刘庸干净又卫生</td>\n      <td>分享日常早餐</td>\n      <td>2022-01-06 03:00:16</td>\n      <td>2400879</td>\n      <td>3782</td>\n      <td>12881</td>\n      <td>0</td>\n      <td>00h-07h</td>\n      <td>130000</td>\n      <td>12000</td>\n      <td>3398</td>\n      <td>1472</td>\n      <td>603</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/plain": [
+       "True     276\n",
+       "False      5\n",
+       "Name: seconds, dtype: int64"
+      ]
      },
-     "execution_count": 252,
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"seconds\"].map(lambda v: v <= 1000 or False).value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "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>bvid</th>\n",
+       "      <th>mid</th>\n",
+       "      <th>author</th>\n",
+       "      <th>title</th>\n",
+       "      <th>created</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>rank</th>\n",
+       "      <th>created_type</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "      <th>collect</th>\n",
+       "      <th>share</th>\n",
+       "      <th>seconds</th>\n",
+       "      <th>since_last_days</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>204</th>\n",
+       "      <td>BV1FL4y1W74f</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>德里街头日常刮胡子</td>\n",
+       "      <td>2021-12-01 16:18:56</td>\n",
+       "      <td>1471000</td>\n",
+       "      <td>2577</td>\n",
+       "      <td>4616</td>\n",
+       "      <td>0</td>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>75000</td>\n",
+       "      <td>4515</td>\n",
+       "      <td>3569</td>\n",
+       "      <td>990</td>\n",
+       "      <td>922</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>BV18r4y1Q7sE</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>应广发粉丝的要求，印度晚上街头走一走，闲聊几句！</td>\n",
+       "      <td>2021-11-24 03:00:04</td>\n",
+       "      <td>4162761</td>\n",
+       "      <td>14103</td>\n",
+       "      <td>38706</td>\n",
+       "      <td>3</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>285000</td>\n",
+       "      <td>108000</td>\n",
+       "      <td>27000</td>\n",
+       "      <td>18000</td>\n",
+       "      <td>908</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>BV1pR4y1s7j2</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>清真餐厅吃羊肉随拍。</td>\n",
+       "      <td>2021-12-03 17:43:08</td>\n",
+       "      <td>3394668</td>\n",
+       "      <td>4983</td>\n",
+       "      <td>13973</td>\n",
+       "      <td>63</td>\n",
+       "      <td>17h-23h</td>\n",
+       "      <td>160000</td>\n",
+       "      <td>18000</td>\n",
+       "      <td>5713</td>\n",
+       "      <td>2751</td>\n",
+       "      <td>706</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>BV1oq4y1V7KC</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>进来一起互相陪伴吃个饭吧，一顿真实而普通的家常便饭。顺便聊个天。</td>\n",
+       "      <td>2021-10-16 04:05:05</td>\n",
+       "      <td>1816158</td>\n",
+       "      <td>4793</td>\n",
+       "      <td>12540</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>121000</td>\n",
+       "      <td>23000</td>\n",
+       "      <td>4337</td>\n",
+       "      <td>1417</td>\n",
+       "      <td>642</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>BV1UR4y1u754</td>\n",
+       "      <td>533459953</td>\n",
+       "      <td>刘庸干净又卫生</td>\n",
+       "      <td>分享日常早餐</td>\n",
+       "      <td>2022-01-06 03:00:16</td>\n",
+       "      <td>2400879</td>\n",
+       "      <td>3782</td>\n",
+       "      <td>12881</td>\n",
+       "      <td>0</td>\n",
+       "      <td>00h-07h</td>\n",
+       "      <td>130000</td>\n",
+       "      <td>12000</td>\n",
+       "      <td>3398</td>\n",
+       "      <td>1472</td>\n",
+       "      <td>603</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             bvid        mid   author                             title  \\\n",
+       "204  BV1FL4y1W74f  533459953  刘庸干净又卫生                         德里街头日常刮胡子   \n",
+       "197  BV18r4y1Q7sE  533459953  刘庸干净又卫生          应广发粉丝的要求，印度晚上街头走一走，闲聊几句！   \n",
+       "207  BV1pR4y1s7j2  533459953  刘庸干净又卫生                        清真餐厅吃羊肉随拍。   \n",
+       "169  BV1oq4y1V7KC  533459953  刘庸干净又卫生  进来一起互相陪伴吃个饭吧，一顿真实而普通的家常便饭。顺便聊个天。   \n",
+       "238  BV1UR4y1u754  533459953  刘庸干净又卫生                            分享日常早餐   \n",
+       "\n",
+       "                created     play  comment  video_review  rank created_type  \\\n",
+       "204 2021-12-01 16:18:56  1471000     2577          4616     0      08h-16h   \n",
+       "197 2021-11-24 03:00:04  4162761    14103         38706     3      00h-07h   \n",
+       "207 2021-12-03 17:43:08  3394668     4983         13973    63      17h-23h   \n",
+       "169 2021-10-16 04:05:05  1816158     4793         12540     0      00h-07h   \n",
+       "238 2022-01-06 03:00:16  2400879     3782         12881     0      00h-07h   \n",
+       "\n",
+       "       like    coin  collect  share  seconds  since_last_days  \n",
+       "204   75000    4515     3569    990      922                2  \n",
+       "197  285000  108000    27000  18000      908                1  \n",
+       "207  160000   18000     5713   2751      706                1  \n",
+       "169  121000   23000     4337   1417      642                1  \n",
+       "238  130000   12000     3398   1472      603                1  "
+      ]
+     },
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "df.query(\"seconds <= 1000\").sort_values([\"seconds\"], ascending=False).head()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 253,
+   "execution_count": 34,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
    "outputs": [
     {
      "data": {
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+       "    </g>\n",
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+       "    </g>\n",
+       "    <g id=\"text_16\">\n",
+       "     <!-- median seconds -->\n",
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+       "    </g>\n",
+       "   </g>\n",
+       "  </g>\n",
+       " </g>\n",
+       " <defs>\n",
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+       "   <rect x=\"65.830625\" y=\"7.2\" width=\"669.6\" height=\"489.6\"/>\n",
+       "  </clipPath>\n",
+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 864x720 with 1 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1098,42 +26872,12 @@
     "    va=\"center\",\n",
     "    transform=trans,\n",
     ")\n",
-    "ax.legend()\n",
-    "plt.savefig(\"seconds-line-plot.png\", dpi=400)"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+    "ax.legend()\n"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 254,
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "created_type\n08h-16h    148\n17h-23h      9\n00h-07h    124\nName: bvid, dtype: int64"
-     },
-     "execution_count": 254,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.groupby(\"created_type\")[\"bvid\"].count()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 255,
+   "execution_count": 35,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -1142,8 +26886,658 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 576x576 with 1 Axes>",
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+       "created_type\n",
+       "08h-16h    148\n",
+       "17h-23h      9\n",
+       "00h-07h    124\n",
+       "Name: bvid, dtype: int64"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby(\"created_type\")[\"bvid\"].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [
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+     },
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     "    ylabel=\"\",\n",
     "    startangle=270,\n",
     "    explode=[0.01]*3,\n",
-    ")\n",
-    "plt.savefig(\"pie-chart.png\", dpi=400)"
+    ")\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 37,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -1171,10 +27564,87 @@
    "outputs": [
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+       "      <td>0.805082</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.826462</td>\n",
+       "      <td>0.825229</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>like</th>\n",
+       "      <td>0.735980</td>\n",
+       "      <td>0.788206</td>\n",
+       "      <td>0.826462</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.813151</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coin</th>\n",
+       "      <td>0.520579</td>\n",
+       "      <td>0.743240</td>\n",
+       "      <td>0.825229</td>\n",
+       "      <td>0.813151</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  play   comment  video_review      like      coin\n",
+       "play          1.000000  0.628384      0.593064  0.735980  0.520579\n",
+       "comment       0.628384  1.000000      0.805082  0.788206  0.743240\n",
+       "video_review  0.593064  0.805082      1.000000  0.826462  0.825229\n",
+       "like          0.735980  0.788206      0.826462  1.000000  0.813151\n",
+       "coin          0.520579  0.743240      0.825229  0.813151  1.000000"
+      ]
      },
-     "execution_count": 256,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1186,13 +27656,106 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 257,
+   "execution_count": 38,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
     }
    },
-   "outputs": [],
+   "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>created_type</th>\n",
+       "      <th>play</th>\n",
+       "      <th>comment</th>\n",
+       "      <th>video_review</th>\n",
+       "      <th>like</th>\n",
+       "      <th>coin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>17h-23h</td>\n",
+       "      <td>-0.568741</td>\n",
+       "      <td>-0.230981</td>\n",
+       "      <td>-0.176250</td>\n",
+       "      <td>-0.542814</td>\n",
+       "      <td>-0.228629</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>-0.514461</td>\n",
+       "      <td>-0.405239</td>\n",
+       "      <td>-0.147394</td>\n",
+       "      <td>-0.503831</td>\n",
+       "      <td>0.086866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>17h-23h</td>\n",
+       "      <td>-1.143517</td>\n",
+       "      <td>-0.743545</td>\n",
+       "      <td>-0.658011</td>\n",
+       "      <td>-0.924849</td>\n",
+       "      <td>-0.416775</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>-0.329151</td>\n",
+       "      <td>-0.605591</td>\n",
+       "      <td>-0.603681</td>\n",
+       "      <td>-0.636374</td>\n",
+       "      <td>-0.239813</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>08h-16h</td>\n",
+       "      <td>-0.618518</td>\n",
+       "      <td>-0.711326</td>\n",
+       "      <td>-0.610557</td>\n",
+       "      <td>-0.722137</td>\n",
+       "      <td>-0.390343</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  created_type      play   comment  video_review      like      coin\n",
+       "0      17h-23h -0.568741 -0.230981     -0.176250 -0.542814 -0.228629\n",
+       "1      08h-16h -0.514461 -0.405239     -0.147394 -0.503831  0.086866\n",
+       "2      17h-23h -1.143517 -0.743545     -0.658011 -0.924849 -0.416775\n",
+       "3      08h-16h -0.329151 -0.605591     -0.603681 -0.636374 -0.239813\n",
+       "4      08h-16h -0.618518 -0.711326     -0.610557 -0.722137 -0.390343"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Z-score\n",
     "normalize = lambda col: (col - col.mean()) / col.std()\n",
@@ -1203,12 +27766,12 @@
     "    .transform(normalize)\n",
     "    .reset_index()\n",
     ")\n",
-    "normalized_df.head().to_markdown(\"~/Desktop/snippets.txt\", tablefmt=\"pretty\", colalign=(\"left\", ))"
+    "normalized_df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 258,
+   "execution_count": 39,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -1220,17 +27783,34700 @@
      "output_type": "stream",
      "text": [
       "/Users/Bobot/pyenvs/pandas-startup/lib/python3.9/site-packages/seaborn/utils.py:95: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
-      "  fig.canvas.draw()\n",
-      "/var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/ipykernel_7095/4222612346.py:11: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
-      "  plt.savefig(\"corr-matrix-plot.png\", dpi=400)\n",
+      "  fig.canvas.draw()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x7fcf20c66b80>"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/Bobot/pyenvs/pandas-startup/lib/python3.9/site-packages/IPython/core/events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
+      "  func(*args, **kwargs)\n",
       "/Users/Bobot/pyenvs/pandas-startup/lib/python3.9/site-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
       "  fig.canvas.print_figure(bytes_io, **kw)\n"
      ]
     },
     {
      "data": {
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+       " </defs>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<Figure size 975.725x900 with 30 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1247,24 +62493,44 @@
     "        \"scatter_kws\": {\"alpha\": 0.6},\n",
     "    }\n",
     ")\n",
-    "\n",
-    "plt.savefig(\"corr-matrix-plot.png\", dpi=400)"
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 259,
+   "execution_count": 40,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
     }
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Building prefix dict from the default dictionary ...\n",
+      "Loading model from cache /var/folders/0t/s0c95rbs6ds7w_b0d471p0kc0000gn/T/jieba.cache\n",
+      "Loading model cost 0.599 seconds.\n",
+      "Prefix dict has been built successfully.\n"
+     ]
+    },
     {
      "data": {
-      "text/plain": "[('印度', 0.683859592143686),\n ('干净又卫生', 0.3195038085407572),\n ('甘蔗汁', 0.15681817260167039),\n ('芦荟汁', 0.14256197509242763),\n ('乔治', 0.12482552216675946),\n ('理发', 0.11240551405567928),\n ('刨冰', 0.09979338256469934),\n ('早餐', 0.08616520567403119),\n ('味道', 0.07351749903948775),\n ('小吃', 0.07328070809749444)]"
+      "text/plain": [
+       "[('印度', 0.683859592143686),\n",
+       " ('干净又卫生', 0.3195038085407572),\n",
+       " ('甘蔗汁', 0.15681817260167039),\n",
+       " ('芦荟汁', 0.14256197509242763),\n",
+       " ('乔治', 0.12482552216675946),\n",
+       " ('理发', 0.11240551405567928),\n",
+       " ('刨冰', 0.09979338256469934),\n",
+       " ('早餐', 0.08616520567403119),\n",
+       " ('味道', 0.07351749903948775),\n",
+       " ('小吃', 0.07328070809749444)]"
+      ]
      },
-     "execution_count": 259,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1288,7 +62554,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 260,
+   "execution_count": 41,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -1297,31 +62563,18 @@
    "outputs": [],
    "source": [
     "from pyecharts import options as opts\n",
-    "from pyecharts.charts import WordCloud\n",
-    "from pyecharts.globals import CurrentConfig, NotebookType\n",
-    "\n",
-    "CurrentConfig.NOTEBOOK_TYPE = NotebookType.JUPYTER_LAB"
+    "from pyecharts.charts import WordCloud"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 42,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "<pyecharts.render.display.Javascript at 0x7fb1dd0400a0>",
-      "application/javascript": "new Promise(function(resolve, reject) {\n    var script = document.createElement(\"script\");\n    script.onload = resolve;\n    script.onerror = reject;\n    script.src = \"https://assets.pyecharts.org/assets/echarts.min.js\";\n    document.head.appendChild(script);\n}).then(() => {\nnew Promise(function(resolve, reject) {\n    var script = document.createElement(\"script\");\n    script.onload = resolve;\n    script.onerror = reject;\n    script.src = \"https://assets.pyecharts.org/assets/echarts-wordcloud.min.js\";\n    document.head.appendChild(script);\n}).then(() => {\n\n});\n});"
-     },
-     "execution_count": 261,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "graphics = (\n",
     "    WordCloud(\n",
@@ -1350,13 +62603,12 @@
     "            )\n",
     "        ),\n",
     "    )\n",
-    ")\n",
-    "graphics.load_javascript()"
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 263,
+   "execution_count": 44,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -1366,10 +62618,1103 @@
    "outputs": [
     {
      "data": {
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+       "                            \"color\": \"rgb(88,19,80)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6d4b\\u8bc4\",\n",
+       "                    \"value\": 0.021529111686815143,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(95,66,5)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u95f2\\u804a\",\n",
+       "                    \"value\": 0.021343406544409797,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(97,79,112)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u559d\\u4e00\\u676f\",\n",
+       "                    \"value\": 0.021343406544409797,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(29,44,91)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u798f\\u97f3\",\n",
+       "                    \"value\": 0.021256055290178173,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(71,33,22)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4f19\\u98df\",\n",
+       "                    \"value\": 0.021038597674209354,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(95,88,32)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u4f11\\u606f\",\n",
+       "                    \"value\": 0.020970052468129177,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(116,72,128)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u7c89\\u4e1d\",\n",
+       "                    \"value\": 0.0207476841276392,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(26,31,7)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u5927\\u5a18\",\n",
+       "                    \"value\": 0.02043048960636971,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(111,92,51)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u665a\\u9910\",\n",
+       "                    \"value\": 0.02041086682311804,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(20,73,3)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u8865\\u5145\",\n",
+       "                    \"value\": 0.020410583991213805,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(92,3,140)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u73a9\\u610f\\u513f\",\n",
+       "                    \"value\": 0.020135557344342987,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(79,4,50)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6930\\u5b50\",\n",
+       "                    \"value\": 0.01968392565467706,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(88,159,66)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u827a\\u672f\\u54c1\",\n",
+       "                    \"value\": 0.019520889120111358,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(97,82,153)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u571f\\u8c46\",\n",
+       "                    \"value\": 0.019481928858530066,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(75,73,75)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u6253\\u5305\",\n",
+       "                    \"value\": 0.01938124859846325,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(8,18,97)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u89e3\\u6790\",\n",
+       "                    \"value\": 0.019029156742316256,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(156,109,149)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                },\n",
+       "                {\n",
+       "                    \"name\": \"\\u592a\\u4e45\",\n",
+       "                    \"value\": 0.018818795542115813,\n",
+       "                    \"textStyle\": {\n",
+       "                        \"normal\": {\n",
+       "                            \"color\": \"rgb(35,11,154)\"\n",
+       "                        }\n",
+       "                    }\n",
+       "                }\n",
+       "            ],\n",
+       "            \"drawOutOfBound\": false,\n",
+       "            \"textStyle\": {\n",
+       "                \"emphasis\": {}\n",
+       "            }\n",
+       "        }\n",
+       "    ],\n",
+       "    \"legend\": [\n",
+       "        {\n",
+       "            \"data\": [],\n",
+       "            \"selected\": {},\n",
+       "            \"show\": true,\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10,\n",
+       "            \"itemWidth\": 25,\n",
+       "            \"itemHeight\": 14\n",
+       "        }\n",
+       "    ],\n",
+       "    \"tooltip\": {\n",
+       "        \"show\": true,\n",
+       "        \"trigger\": \"item\",\n",
+       "        \"triggerOn\": \"mousemove|click\",\n",
+       "        \"axisPointer\": {\n",
+       "            \"type\": \"line\"\n",
+       "        },\n",
+       "        \"showContent\": true,\n",
+       "        \"alwaysShowContent\": false,\n",
+       "        \"showDelay\": 0,\n",
+       "        \"hideDelay\": 100,\n",
+       "        \"textStyle\": {\n",
+       "            \"fontSize\": 14\n",
+       "        },\n",
+       "        \"borderWidth\": 0,\n",
+       "        \"padding\": 5\n",
+       "    },\n",
+       "    \"title\": [\n",
+       "        {\n",
+       "            \"text\": \"\\u89c6\\u9891\\u6807\\u9898\\u5173\\u952e\\u8bcd TOP 100\",\n",
+       "            \"subtext\": \"UP \\u4e3b\\uff1a\\u5218\\u5eb8\\u5e72\\u51c0\\u53c8\\u536b\\u751f\",\n",
+       "            \"left\": \"center\",\n",
+       "            \"padding\": 5,\n",
+       "            \"itemGap\": 10\n",
+       "        }\n",
+       "    ],\n",
+       "    \"toolbox\": {\n",
+       "        \"show\": true,\n",
+       "        \"orient\": \"horizontal\",\n",
+       "        \"itemSize\": 15,\n",
+       "        \"itemGap\": 10,\n",
+       "        \"left\": \"center\",\n",
+       "        \"top\": \"8%\",\n",
+       "        \"feature\": {\n",
+       "            \"saveAsImage\": {\n",
+       "                \"type\": \"png\",\n",
+       "                \"backgroundColor\": \"#ffffff\",\n",
+       "                \"connectedBackgroundColor\": \"#fff\",\n",
+       "                \"show\": true,\n",
+       "                \"title\": \"\\u4fdd\\u5b58\\u4e3a\\u56fe\\u7247\",\n",
+       "                \"pixelRatio\": 5\n",
+       "            },\n",
+       "            \"restore\": {\n",
+       "                \"show\": true,\n",
+       "                \"title\": \"\\u8fd8\\u539f\"\n",
+       "            },\n",
+       "            \"dataView\": {\n",
+       "                \"show\": true,\n",
+       "                \"title\": \"\\u6570\\u636e\\u89c6\\u56fe\",\n",
+       "                \"readOnly\": false,\n",
+       "                \"lang\": [\n",
+       "                    \"\\u6570\\u636e\\u89c6\\u56fe\",\n",
+       "                    \"\\u5173\\u95ed\",\n",
+       "                    \"\\u5237\\u65b0\"\n",
+       "                ],\n",
+       "                \"backgroundColor\": \"#fff\",\n",
+       "                \"textareaColor\": \"#fff\",\n",
+       "                \"textareaBorderColor\": \"#333\",\n",
+       "                \"textColor\": \"#000\",\n",
+       "                \"buttonColor\": \"#c23531\",\n",
+       "                \"buttonTextColor\": \"#fff\"\n",
+       "            },\n",
+       "            \"dataZoom\": {\n",
+       "                \"show\": true,\n",
+       "                \"title\": {\n",
+       "                    \"zoom\": \"\\u533a\\u57df\\u7f29\\u653e\",\n",
+       "                    \"back\": \"\\u533a\\u57df\\u7f29\\u653e\\u8fd8\\u539f\"\n",
+       "                },\n",
+       "                \"icon\": {},\n",
+       "                \"xAxisIndex\": false,\n",
+       "                \"yAxisIndex\": false,\n",
+       "                \"filterMode\": \"filter\"\n",
+       "            },\n",
+       "            \"magicType\": {\n",
+       "                \"show\": true,\n",
+       "                \"type\": [\n",
+       "                    \"line\",\n",
+       "                    \"bar\",\n",
+       "                    \"stack\",\n",
+       "                    \"tiled\"\n",
+       "                ],\n",
+       "                \"title\": {\n",
+       "                    \"line\": \"\\u5207\\u6362\\u4e3a\\u6298\\u7ebf\\u56fe\",\n",
+       "                    \"bar\": \"\\u5207\\u6362\\u4e3a\\u67f1\\u72b6\\u56fe\",\n",
+       "                    \"stack\": \"\\u5207\\u6362\\u4e3a\\u5806\\u53e0\",\n",
+       "                    \"tiled\": \"\\u5207\\u6362\\u4e3a\\u5e73\\u94fa\"\n",
+       "                },\n",
+       "                \"icon\": {}\n",
+       "            },\n",
+       "            \"brush\": {\n",
+       "                \"icon\": {},\n",
+       "                \"title\": {\n",
+       "                    \"rect\": \"\\u77e9\\u5f62\\u9009\\u62e9\",\n",
+       "                    \"polygon\": \"\\u5708\\u9009\",\n",
+       "                    \"lineX\": \"\\u6a2a\\u5411\\u9009\\u62e9\",\n",
+       "                    \"lineY\": \"\\u7eb5\\u5411\\u9009\\u62e9\",\n",
+       "                    \"keep\": \"\\u4fdd\\u6301\\u9009\\u62e9\",\n",
+       "                    \"clear\": \"\\u6e05\\u9664\\u9009\\u62e9\"\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "                chart_98cbcb8a3156481f884b968dfb93a284.setOption(option_98cbcb8a3156481f884b968dfb93a284);\n",
+       "        });\n",
+       "    </script>\n"
+      ],
+      "text/plain": [
+       "<pyecharts.render.display.HTML at 0x7fcf20c215b0>"
+      ]
      },
-     "execution_count": 263,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1380,7 +63725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": null,
    "metadata": {
     "pycharm": {
      "name": "#%%\n"
@@ -1411,4 +63756,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 1
-}
\ No newline at end of file
+}