{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Just Inspection Notebook\n",
    "\n",
    "Different from `z_clean_data.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>book_name</th>\n",
       "      <th>summaries</th>\n",
       "      <th>categories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Highly Sensitive Person</td>\n",
       "      <td>is a self-assessment guide and how-to-live tem...</td>\n",
       "      <td>science</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Why Has Nobody Told Me This Before?</td>\n",
       "      <td>is a collection of a clinical psychologist’s ...</td>\n",
       "      <td>science</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>science</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brave New World</td>\n",
       "      <td>presents a futuristic society engineered perf...</td>\n",
       "      <td>science</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984</td>\n",
       "      <td>is the story of a man questioning the system ...</td>\n",
       "      <td>science</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             book_name  \\\n",
       "0          The Highly Sensitive Person   \n",
       "1  Why Has Nobody Told Me This Before?   \n",
       "2                 The Midnight Library   \n",
       "3                      Brave New World   \n",
       "4                                 1984   \n",
       "\n",
       "                                           summaries categories  \n",
       "0  is a self-assessment guide and how-to-live tem...    science  \n",
       "1   is a collection of a clinical psychologist’s ...    science  \n",
       "2   tells the story of Nora, a depressed woman in...    science  \n",
       "3   presents a futuristic society engineered perf...    science  \n",
       "4   is the story of a man questioning the system ...    science  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from z_utils import get_dataframe \n",
    "\n",
    "books_df = get_dataframe(\"books_summary.csv\")\n",
    "books_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>book_name</th>\n",
       "      <th>summaries</th>\n",
       "      <th>categories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>science</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>happiness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>psychology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2402</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>motivation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3645</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>creativity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3941</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4305</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4665</th>\n",
       "      <td>The Midnight Library</td>\n",
       "      <td>tells the story of Nora, a depressed woman in...</td>\n",
       "      <td>mindfulness</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 book_name                                          summaries  \\\n",
       "2     The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "522   The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "788   The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "1821  The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "2402  The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "3645  The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "3941  The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "4305  The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "4665  The Midnight Library   tells the story of Nora, a depressed woman in...   \n",
       "\n",
       "         categories  \n",
       "2           science  \n",
       "522   relationships  \n",
       "788       happiness  \n",
       "1821     psychology  \n",
       "2402     motivation  \n",
       "3645     creativity  \n",
       "3941        fiction  \n",
       "4305           work  \n",
       "4665    mindfulness  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_df[books_df[\"book_name\"] == \"The Midnight Library\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1230.000000\n",
       "mean        4.042276\n",
       "std         1.985669\n",
       "min         1.000000\n",
       "25%         3.000000\n",
       "50%         4.000000\n",
       "75%         5.000000\n",
       "max        12.000000\n",
       "Name: book_name, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_df[\"book_name\"].value_counts().describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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