ResponseVariable.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ee2e9755-1ce6-40c4-a444-f7fc1efc3bc5",
   "metadata": {
    "tags": []
   },
   "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>title</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
       "      <th>status</th>\n",
       "      <th>airing</th>\n",
       "      <th>rating</th>\n",
       "      <th>score</th>\n",
       "      <th>scored_by</th>\n",
       "      <th>rank</th>\n",
       "      <th>...</th>\n",
       "      <th>Related_Alternative version</th>\n",
       "      <th>Related_Prequel</th>\n",
       "      <th>Related_Summary</th>\n",
       "      <th>Related_Other</th>\n",
       "      <th>Related_Spin-off</th>\n",
       "      <th>Related_Alternative setting</th>\n",
       "      <th>Related_Character</th>\n",
       "      <th>Related_Parent story</th>\n",
       "      <th>Related_Full story</th>\n",
       "      <th>success</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>7.63</td>\n",
       "      <td>139250</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>7.89</td>\n",
       "      <td>91206</td>\n",
       "      <td>727.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>7.55</td>\n",
       "      <td>37129</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>38</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.21</td>\n",
       "      <td>36501</td>\n",
       "      <td>307.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.67</td>\n",
       "      <td>107767</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 78 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 title type    source  episodes           status  airing  \\\n",
       "0        Inu x Boku SS   TV     Manga        12  Finished Airing   False   \n",
       "1     Seto no Hanayome   TV     Manga        26  Finished Airing   False   \n",
       "2   Shugo Chara!! Doki   TV     Manga        51  Finished Airing   False   \n",
       "3        Princess Tutu   TV  Original        38  Finished Airing   False   \n",
       "4  Bakuman. 3rd Season   TV     Manga        25  Finished Airing   False   \n",
       "\n",
       "                      rating  score  scored_by    rank  ...  \\\n",
       "0  PG-13 - Teens 13 or older   7.63     139250  1274.0  ...   \n",
       "1  PG-13 - Teens 13 or older   7.89      91206   727.0  ...   \n",
       "2              PG - Children   7.55      37129  1508.0  ...   \n",
       "3  PG-13 - Teens 13 or older   8.21      36501   307.0  ...   \n",
       "4  PG-13 - Teens 13 or older   8.67     107767    50.0  ...   \n",
       "\n",
       "   Related_Alternative version  Related_Prequel  Related_Summary  \\\n",
       "0                            0                0                0   \n",
       "1                            1                0                0   \n",
       "2                            0                1                0   \n",
       "3                            0                0                1   \n",
       "4                            0                2                0   \n",
       "\n",
       "  Related_Other Related_Spin-off Related_Alternative setting  \\\n",
       "0             0                0                           0   \n",
       "1             0                0                           0   \n",
       "2             0                0                           0   \n",
       "3             0                0                           0   \n",
       "4             1                0                           0   \n",
       "\n",
       "   Related_Character Related_Parent story  Related_Full story  success  \n",
       "0                  0                    0                   0        1  \n",
       "1                  0                    0                   0        1  \n",
       "2                  0                    0                   0        1  \n",
       "3                  0                    0                   0        1  \n",
       "4                  0                    0                   0        1  \n",
       "\n",
       "[5 rows x 78 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Basic Libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt # we only need pyplot\n",
    "sb.set() # set the default Seaborn style for graphics\n",
    "\n",
    "animelist = pd.read_csv('DataSets/Cleaned data/data_cleaned_tv_only.csv')\n",
    "animelist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "71c7cd8c-bd00-42eb-b7c1-689ccc9cbf99",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = animelist.plot.scatter(x='rank', y='members', figsize=(15,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "526920fe-f807-4d89-b578-1dcb3fc71876",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'whiskers': [<matplotlib.lines.Line2D at 0x239689cf050>,\n",
       "  <matplotlib.lines.Line2D at 0x239689cf910>],\n",
       " 'caps': [<matplotlib.lines.Line2D at 0x239689e0250>,\n",
       "  <matplotlib.lines.Line2D at 0x239689e0b90>],\n",
       " 'boxes': [<matplotlib.lines.Line2D at 0x239689ce750>],\n",
       " 'medians': [<matplotlib.lines.Line2D at 0x239689e13d0>],\n",
       " 'fliers': [<matplotlib.lines.Line2D at 0x239689c3050>],\n",
       " 'means': []}"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(animelist['rank'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1e0aff97-60f9-4f50-9ba5-135e741d6c66",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "\n",
    "# Calculate percentiles for rank and favorites columns\n",
    "rp = [0.3, 0.5, 0.7]\n",
    "fp = [0.7, 0.5, 0.1]\n",
    "rank_percentile_values = animelist['rank'].quantile(rp)\n",
    "favorites_percentile_values = animelist['members'].quantile(fp)\n",
    "\n",
    "# Define function to categorize data\n",
    "def categorize(row):\n",
    "    if row['rank'] < rank_percentile_values[rp[0]] and row['members'] > favorites_percentile_values[fp[0]]:\n",
    "        return 1\n",
    "    elif rank_percentile_values[rp[0]] < row['rank'] < rank_percentile_values[rp[1]] and favorites_percentile_values[fp[1]] < row['members'] < favorites_percentile_values[fp[0]]:\n",
    "        return 2\n",
    "    elif rank_percentile_values[rp[1]] < row['rank'] < rank_percentile_values[rp[2]] and favorites_percentile_values[fp[2]] < row['members'] < favorites_percentile_values[fp[1]]:\n",
    "        return 3\n",
    "    elif row['rank'] < rank_percentile_values[rp[2]]:\n",
    "        return 4\n",
    "    else:\n",
    "        return 5\n",
    "    # Add more conditions for other categories\n",
    "\n",
    "# Apply categorization function to create a new column\n",
    "animelist['success'] = animelist.apply(categorize, axis=1)\n",
    "\n",
    "success = pd.DataFrame(animelist[['title','success']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "3d754b56-f997-4526-8ac7-5386126eca3f",
   "metadata": {
    "tags": []
   },
   "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>title</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>success</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>993</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         title\n",
       "success       \n",
       "1          633\n",
       "2          180\n",
       "3          376\n",
       "4         1128\n",
       "5          993"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "success.groupby([\"success\"]).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "4d6ed59e-57c9-439c-97ac-cd25a054896e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19.123867069486405"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check percentage of anime in the success 1 category (we want close to 20%)\n",
    "animelist[(animelist['success'] == 1)].shape[0]/success.shape[0]*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "0c3d72b2-d182-4669-9929-9b161737cbdb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "animelist.to_csv('DataSets/Cleaned data/data_cleaned_tv_only.csv', index=False) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04b016ba-2137-437d-971e-206a203d5957",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Checking the animes in different success categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e4e22e10-3eff-4de4-a718-6f2efe294710",
   "metadata": {
    "tags": []
   },
   "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>title</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
       "      <th>status</th>\n",
       "      <th>airing</th>\n",
       "      <th>rating</th>\n",
       "      <th>score</th>\n",
       "      <th>scored_by</th>\n",
       "      <th>rank</th>\n",
       "      <th>...</th>\n",
       "      <th>Related_Alternative version</th>\n",
       "      <th>Related_Prequel</th>\n",
       "      <th>Related_Summary</th>\n",
       "      <th>Related_Other</th>\n",
       "      <th>Related_Spin-off</th>\n",
       "      <th>Related_Alternative setting</th>\n",
       "      <th>Related_Character</th>\n",
       "      <th>Related_Parent story</th>\n",
       "      <th>Related_Full story</th>\n",
       "      <th>success</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Fullmetal Alchemist: Brotherhood</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>64</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>9.25</td>\n",
       "      <td>733592</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Gintama°</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>9.15</td>\n",
       "      <td>71751</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1497</th>\n",
       "      <td>Steins;Gate 0</td>\n",
       "      <td>TV</td>\n",
       "      <td>Visual novel</td>\n",
       "      <td>23</td>\n",
       "      <td>Currently Airing</td>\n",
       "      <td>True</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.15</td>\n",
       "      <td>26739</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>Steins;Gate</td>\n",
       "      <td>TV</td>\n",
       "      <td>Visual novel</td>\n",
       "      <td>24</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.14</td>\n",
       "      <td>563857</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2168</th>\n",
       "      <td>Gintama&amp;#039;</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.11</td>\n",
       "      <td>92025</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Hunter x Hunter (2011)</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>148</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.11</td>\n",
       "      <td>403377</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>3-gatsu no Lion 2nd Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>22</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.10</td>\n",
       "      <td>30779</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>Gintama&amp;#039;: Enchousen</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>13</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.07</td>\n",
       "      <td>63468</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>Owarimonogatari 2nd Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Light novel</td>\n",
       "      <td>7</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>9.02</td>\n",
       "      <td>42842</td>\n",
       "      <td>13.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2603</th>\n",
       "      <td>Gintama.</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.02</td>\n",
       "      <td>40441</td>\n",
       "      <td>13.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>Clannad: After Story</td>\n",
       "      <td>TV</td>\n",
       "      <td>Visual novel</td>\n",
       "      <td>24</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.01</td>\n",
       "      <td>363239</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1600</th>\n",
       "      <td>Gintama</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>201</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>9.01</td>\n",
       "      <td>141830</td>\n",
       "      <td>15.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1588</th>\n",
       "      <td>Haikyuu!!: Karasuno Koukou VS Shiratorizawa Ga...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>10</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.99</td>\n",
       "      <td>157934</td>\n",
       "      <td>17.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1810</th>\n",
       "      <td>Code Geass: Hangyaku no Lelouch R2</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>8.95</td>\n",
       "      <td>543904</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>Made in Abyss</td>\n",
       "      <td>TV</td>\n",
       "      <td>Web manga</td>\n",
       "      <td>13</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>8.91</td>\n",
       "      <td>166905</td>\n",
       "      <td>20.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2793</th>\n",
       "      <td>Shigatsu wa Kimi no Uso</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>22</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.88</td>\n",
       "      <td>413527</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Haikyuu!! Second Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.87</td>\n",
       "      <td>205597</td>\n",
       "      <td>22.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Shouwa Genroku Rakugo Shinjuu: Sukeroku Futata...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.87</td>\n",
       "      <td>27311</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>Mushishi Zoku Shou 2nd Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>10</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.83</td>\n",
       "      <td>48786</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2210</th>\n",
       "      <td>Cowboy Bebop</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>8.81</td>\n",
       "      <td>365465</td>\n",
       "      <td>27.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 78 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  title type        source  \\\n",
       "683                    Fullmetal Alchemist: Brotherhood   TV         Manga   \n",
       "372                                            Gintama°   TV         Manga   \n",
       "1497                                      Steins;Gate 0   TV  Visual novel   \n",
       "781                                         Steins;Gate   TV  Visual novel   \n",
       "2168                                      Gintama&#039;   TV         Manga   \n",
       "151                              Hunter x Hunter (2011)   TV         Manga   \n",
       "382                          3-gatsu no Lion 2nd Season   TV         Manga   \n",
       "1408                           Gintama&#039;: Enchousen   TV         Manga   \n",
       "1619                         Owarimonogatari 2nd Season   TV   Light novel   \n",
       "2603                                           Gintama.   TV         Manga   \n",
       "732                                Clannad: After Story   TV  Visual novel   \n",
       "1600                                            Gintama   TV         Manga   \n",
       "1588  Haikyuu!!: Karasuno Koukou VS Shiratorizawa Ga...   TV         Manga   \n",
       "1810                 Code Geass: Hangyaku no Lelouch R2   TV      Original   \n",
       "1263                                      Made in Abyss   TV     Web manga   \n",
       "2793                            Shigatsu wa Kimi no Uso   TV         Manga   \n",
       "264                             Haikyuu!! Second Season   TV         Manga   \n",
       "140   Shouwa Genroku Rakugo Shinjuu: Sukeroku Futata...   TV         Manga   \n",
       "984                       Mushishi Zoku Shou 2nd Season   TV         Manga   \n",
       "2210                                       Cowboy Bebop   TV      Original   \n",
       "\n",
       "      episodes            status  airing                          rating  \\\n",
       "683         64   Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "372         51   Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "1497        23  Currently Airing    True       PG-13 - Teens 13 or older   \n",
       "781         24   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "2168        51   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "151        148   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "382         22   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1408        13   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1619         7   Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "2603        12   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "732         24   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1600       201   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1588        10   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1810        25   Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "1263        13   Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "2793        22   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "264         25   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "140         12   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "984         10   Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "2210        26   Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "\n",
       "      score  scored_by  rank  ...  Related_Alternative version  \\\n",
       "683    9.25     733592   1.0  ...                            1   \n",
       "372    9.15      71751   3.0  ...                            0   \n",
       "1497   9.15      26739   4.0  ...                            0   \n",
       "781    9.14     563857   5.0  ...                            1   \n",
       "2168   9.11      92025   7.0  ...                            1   \n",
       "151    9.11     403377   8.0  ...                            4   \n",
       "382    9.10      30779   9.0  ...                            0   \n",
       "1408   9.07      63468  10.0  ...                            0   \n",
       "1619   9.02      42842  13.0  ...                            0   \n",
       "2603   9.02      40441  13.0  ...                            0   \n",
       "732    9.01     363239  14.0  ...                            1   \n",
       "1600   9.01     141830  15.0  ...                            2   \n",
       "1588   8.99     157934  17.0  ...                            0   \n",
       "1810   8.95     543904  18.0  ...                            2   \n",
       "1263   8.91     166905  20.0  ...                            0   \n",
       "2793   8.88     413527  21.0  ...                            0   \n",
       "264    8.87     205597  22.0  ...                            0   \n",
       "140    8.87      27311  24.0  ...                            0   \n",
       "984    8.83      48786  26.0  ...                            0   \n",
       "2210   8.81     365465  27.0  ...                            0   \n",
       "\n",
       "      Related_Prequel  Related_Summary Related_Other Related_Spin-off  \\\n",
       "683                 0                0             0                1   \n",
       "372                 2                0             0                0   \n",
       "1497                1                0             1                0   \n",
       "781                 0                0             1                0   \n",
       "2168                1                0             0                0   \n",
       "151                 0                0             0                0   \n",
       "382                 1                0             0                0   \n",
       "1408                1                0             0                0   \n",
       "1619                2                1             0                0   \n",
       "2603                1                0             0                0   \n",
       "732                 1                0             0                0   \n",
       "1600                0                0             2                0   \n",
       "1588                1                2             0                0   \n",
       "1810                1                1             0                0   \n",
       "1263                0                2             0                0   \n",
       "2793                1                0             0                0   \n",
       "264                 1                2             0                0   \n",
       "140                 1                0             0                0   \n",
       "984                 2                0             0                0   \n",
       "2210                0                1             0                0   \n",
       "\n",
       "     Related_Alternative setting  Related_Character Related_Parent story  \\\n",
       "683                            0                  0                    0   \n",
       "372                            0                  0                    0   \n",
       "1497                           1                  0                    0   \n",
       "781                            4                  0                    0   \n",
       "2168                           0                  1                    0   \n",
       "151                            0                  0                    0   \n",
       "382                            0                  0                    0   \n",
       "1408                           0                  0                    0   \n",
       "1619                           0                  0                    0   \n",
       "2603                           0                  0                    0   \n",
       "732                            1                  0                    0   \n",
       "1600                           0                  0                    0   \n",
       "1588                           0                  0                    0   \n",
       "1810                           0                  0                    0   \n",
       "1263                           0                  0                    0   \n",
       "2793                           0                  0                    0   \n",
       "264                            0                  0                    0   \n",
       "140                            0                  0                    0   \n",
       "984                            0                  0                    0   \n",
       "2210                           0                  0                    0   \n",
       "\n",
       "      Related_Full story  success  \n",
       "683                    0        1  \n",
       "372                    0        1  \n",
       "1497                   0        1  \n",
       "781                    0        1  \n",
       "2168                   0        1  \n",
       "151                    0        1  \n",
       "382                    0        1  \n",
       "1408                   0        1  \n",
       "1619                   0        1  \n",
       "2603                   0        1  \n",
       "732                    0        1  \n",
       "1600                   0        1  \n",
       "1588                   0        1  \n",
       "1810                   0        1  \n",
       "1263                   0        1  \n",
       "2793                   0        1  \n",
       "264                    0        1  \n",
       "140                    0        1  \n",
       "984                    0        1  \n",
       "2210                   0        1  \n",
       "\n",
       "[20 rows x 78 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top = animelist[ (animelist['success'] == 1) ].sort_values(by=['rank','members'], ascending=[True,False])\n",
    "top.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d9ea068-9ebc-4977-849f-7713a0bd0acf",
   "metadata": {},
   "source": [
    "Indeed, all popular shows. Some top ranking entries are not in success 1 either due to lack of 'members' or due to it not being a TV type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "995b95d8-d0ac-48d6-95c6-8cdc9f4a7881",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <th>title</th>\n",
       "      <th>type</th>\n",
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       "      <th>1203</th>\n",
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       "      <th>2633</th>\n",
       "      <td>Honto ni Atta! Reibai Sensei</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>22</td>\n",
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       "      <td>iDOLM@STER Xenoglossia</td>\n",
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       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
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       "      <td>Ketsuekigata-kun! 2</td>\n",
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       "      <td>Web manga</td>\n",
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       "      <th>2715</th>\n",
       "      <td>Kuusou Kagaku Sekai Gulliver Boy</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>50</td>\n",
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       "      <th>434</th>\n",
       "      <td>Infini-T Force</td>\n",
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       "      <td>12</td>\n",
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       "      <td>1129</td>\n",
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       "      <th>1870</th>\n",
       "      <td>Kiteretsu Daihyakka</td>\n",
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       "      <th>2817</th>\n",
       "      <td>Miss Monochrome: The Animation 3</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>13</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>6.63</td>\n",
       "      <td>4799</td>\n",
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       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>Pokemon Best Wishes!</td>\n",
       "      <td>TV</td>\n",
       "      <td>Game</td>\n",
       "      <td>84</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
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       "      <td>22669</td>\n",
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       "      <td>Otogi Story Tenshi no Shippo</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>6.63</td>\n",
       "      <td>4243</td>\n",
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       "      <th>3111</th>\n",
       "      <td>Tokyo ESP</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>6.63</td>\n",
       "      <td>51400</td>\n",
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       "      <td>Light novel</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
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       "      <th>2192</th>\n",
       "      <td>Super Doll Licca-chan</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>52</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
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       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Reideen</td>\n",
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       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Transformers Headmasters</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>35</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>6.63</td>\n",
       "      <td>979</td>\n",
       "      <td>5090.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2601</th>\n",
       "      <td>Video Senshi Lezarion</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>45</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>6.63</td>\n",
       "      <td>101</td>\n",
       "      <td>5090.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>Z/X: Ignition</td>\n",
       "      <td>TV</td>\n",
       "      <td>Card game</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>6.63</td>\n",
       "      <td>12694</td>\n",
       "      <td>5093.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722</th>\n",
       "      <td>Akaneiro ni Somaru Saka</td>\n",
       "      <td>TV</td>\n",
       "      <td>Visual novel</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R+ - Mild Nudity</td>\n",
       "      <td>6.62</td>\n",
       "      <td>60924</td>\n",
       "      <td>5096.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 78 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  title type        source  \\\n",
       "1203                                    Ginga Patrol PJ   TV       Unknown   \n",
       "1604  Glass no Kantai: La Legende du Vent de l&#039;...   TV      Original   \n",
       "2135                Gregory Horror Show: The Last Train   TV      Original   \n",
       "2633                       Honto ni Atta! Reibai Sensei   TV         Manga   \n",
       "994                              iDOLM@STER Xenoglossia   TV      Original   \n",
       "2865                                Ketsuekigata-kun! 2   TV     Web manga   \n",
       "2715                   Kuusou Kagaku Sekai Gulliver Boy   TV       Unknown   \n",
       "434                                      Infini-T Force   TV      Original   \n",
       "1870                                Kiteretsu Daihyakka   TV         Manga   \n",
       "2817                   Miss Monochrome: The Animation 3   TV      Original   \n",
       "983                                Pokemon Best Wishes!   TV          Game   \n",
       "2103                       Otogi Story Tenshi no Shippo   TV      Original   \n",
       "3111                                          Tokyo ESP   TV         Manga   \n",
       "885                                                R-15   TV   Light novel   \n",
       "2192                              Super Doll Licca-chan   TV       Unknown   \n",
       "131                                             Reideen   TV       Unknown   \n",
       "600                            Transformers Headmasters   TV       Unknown   \n",
       "2601                              Video Senshi Lezarion   TV       Unknown   \n",
       "1688                                      Z/X: Ignition   TV     Card game   \n",
       "2722                            Akaneiro ni Somaru Saka   TV  Visual novel   \n",
       "\n",
       "      episodes           status  airing                          rating  \\\n",
       "1203        26  Finished Airing   False                    G - All Ages   \n",
       "1604        24  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "2135        26  Finished Airing   False                    G - All Ages   \n",
       "2633        22  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "994         26  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "2865        12  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "2715        50  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "434         12  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1870       331  Finished Airing   False                   PG - Children   \n",
       "2817        13  Finished Airing   False                    G - All Ages   \n",
       "983         84  Finished Airing   False                   PG - Children   \n",
       "2103        12  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "3111        12  Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "885         12  Finished Airing   False                R+ - Mild Nudity   \n",
       "2192        52  Finished Airing   False                    G - All Ages   \n",
       "131         26  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "600         35  Finished Airing   False                   PG - Children   \n",
       "2601        45  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "1688        12  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "2722        12  Finished Airing   False                R+ - Mild Nudity   \n",
       "\n",
       "      score  scored_by    rank  ...  Related_Alternative version  \\\n",
       "1203   6.63        200  5061.0  ...                            0   \n",
       "1604   6.63       2550  5063.0  ...                            0   \n",
       "2135   6.63        326  5063.0  ...                            0   \n",
       "2633   6.63       1935  5065.0  ...                            0   \n",
       "994    6.63       4639  5066.0  ...                            0   \n",
       "2865   6.63       1383  5069.0  ...                            0   \n",
       "2715   6.63        159  5069.0  ...                            0   \n",
       "434    6.63       1129  5070.0  ...                            0   \n",
       "1870   6.63        709  5070.0  ...                            0   \n",
       "2817   6.63       4799  5072.0  ...                            0   \n",
       "983    6.63      22669  5075.0  ...                            0   \n",
       "2103   6.63       4243  5078.0  ...                            0   \n",
       "3111   6.63      51400  5081.0  ...                            0   \n",
       "885    6.63      28886  5081.0  ...                            0   \n",
       "2192   6.63        828  5081.0  ...                            1   \n",
       "131    6.63       2042  5082.0  ...                            1   \n",
       "600    6.63        979  5090.0  ...                            0   \n",
       "2601   6.63        101  5090.0  ...                            0   \n",
       "1688   6.63      12694  5093.0  ...                            0   \n",
       "2722   6.62      60924  5096.0  ...                            0   \n",
       "\n",
       "      Related_Prequel  Related_Summary Related_Other Related_Spin-off  \\\n",
       "1203                0                0             1                0   \n",
       "1604                0                0             0                0   \n",
       "2135                1                0             0                0   \n",
       "2633                0                0             1                0   \n",
       "994                 0                0             0                0   \n",
       "2865                1                0             0                0   \n",
       "2715                0                0             0                0   \n",
       "434                 0                0             1                0   \n",
       "1870                0                0             0                0   \n",
       "2817                1                0             0                0   \n",
       "983                 1                0             0                0   \n",
       "2103                0                0             1                0   \n",
       "3111                0                0             0                0   \n",
       "885                 0                0             0                0   \n",
       "2192                0                0             0                0   \n",
       "131                 0                0             0                1   \n",
       "600                 1                0             1                0   \n",
       "2601                0                0             0                0   \n",
       "1688                0                0             0                0   \n",
       "2722                0                0             0                0   \n",
       "\n",
       "     Related_Alternative setting  Related_Character Related_Parent story  \\\n",
       "1203                           0                  0                    0   \n",
       "1604                           0                  0                    0   \n",
       "2135                           0                  0                    0   \n",
       "2633                           0                  0                    0   \n",
       "994                            1                  0                    0   \n",
       "2865                           0                  0                    0   \n",
       "2715                           0                  0                    0   \n",
       "434                            0                  4                    0   \n",
       "1870                           0                  0                    0   \n",
       "2817                           0                  0                    0   \n",
       "983                            2                  0                    0   \n",
       "2103                           0                  1                    0   \n",
       "3111                           0                  1                    0   \n",
       "885                            0                  0                    0   \n",
       "2192                           0                  1                    0   \n",
       "131                            0                  0                    0   \n",
       "600                            0                  0                    0   \n",
       "2601                           0                  0                    0   \n",
       "1688                           0                  0                    0   \n",
       "2722                           0                  0                    0   \n",
       "\n",
       "      Related_Full story  success  \n",
       "1203                   0        5  \n",
       "1604                   0        5  \n",
       "2135                   0        5  \n",
       "2633                   0        5  \n",
       "994                    0        5  \n",
       "2865                   0        5  \n",
       "2715                   0        5  \n",
       "434                    0        5  \n",
       "1870                   0        5  \n",
       "2817                   0        5  \n",
       "983                    0        5  \n",
       "2103                   0        5  \n",
       "3111                   0        5  \n",
       "885                    0        5  \n",
       "2192                   0        5  \n",
       "131                    0        5  \n",
       "600                    0        5  \n",
       "2601                   0        5  \n",
       "1688                   0        5  \n",
       "2722                   0        5  \n",
       "\n",
       "[20 rows x 78 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bottom = animelist[ (animelist['success'] == 5) ].sort_values(by=['rank','members'], ascending=[True,False])\n",
    "bottom.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cec70319-7755-47c0-8852-b07a38dee9a1",
   "metadata": {},
   "source": [
    "Yep, I've never seen these animes before, truly rock bottom."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fef5eea5-45eb-4f17-bded-d96497742679",
   "metadata": {},
   "source": [
    "# New Output a consolidated success metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "48ba0c7f-8c0c-47c8-8d8c-3485f6da3b34",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "animelist = animelist.drop(columns=['members','popularity','score','scored_by','favorites','status','airing','type','aired_from','aired_to'])\n",
    "animelist.to_csv('DataSets/Cleaned data/tv_only_success_metric.csv', index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0887b5f4-ee5b-48cb-9176-ced32772a317",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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