dbBooks_G5.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9de03e25",
   "metadata": {},
   "source": [
    "## Import libs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9c0180a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image as im\n",
    "#from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "%matplotlib inline\n",
    "\n",
    "from colorama import Fore, Back, Style\n",
    "red = Fore.RED\n",
    "grn = Fore.GREEN\n",
    "blu = Fore.BLUE\n",
    "ylw = Fore.YELLOW\n",
    "wht = Fore.WHITE\n",
    "mag = Fore.MAGENTA\n",
    "\n",
    "palette = sns.color_palette(\"bright\",15)\n",
    "sns.palplot(palette)\n",
    "sns.set_palette(\"Paired\")\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d24197fb",
   "metadata": {},
   "source": [
    "## Import Kaggle data books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6d73bb01",
   "metadata": {
    "scrolled": false
   },
   "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>author</th>\n",
       "      <th>bookformat</th>\n",
       "      <th>desc</th>\n",
       "      <th>genre</th>\n",
       "      <th>img</th>\n",
       "      <th>isbn</th>\n",
       "      <th>isbn13</th>\n",
       "      <th>link</th>\n",
       "      <th>pages</th>\n",
       "      <th>rating</th>\n",
       "      <th>reviews</th>\n",
       "      <th>title</th>\n",
       "      <th>totalratings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Laurence M. Hauptman</td>\n",
       "      <td>Hardcover</td>\n",
       "      <td>Reveals that several hundred thousand Indians ...</td>\n",
       "      <td>History,Military History,Civil War,American Hi...</td>\n",
       "      <td>https://i.gr-assets.com/images/S/compressed.ph...</td>\n",
       "      <td>002914180X</td>\n",
       "      <td>9.78E+12</td>\n",
       "      <td>https://goodreads.com/book/show/1001053.Betwee...</td>\n",
       "      <td>0</td>\n",
       "      <td>3.52</td>\n",
       "      <td>5</td>\n",
       "      <td>Between Two Fires: American Indians in the Civ...</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 author bookformat  \\\n",
       "0  Laurence M. Hauptman  Hardcover   \n",
       "\n",
       "                                                desc  \\\n",
       "0  Reveals that several hundred thousand Indians ...   \n",
       "\n",
       "                                               genre  \\\n",
       "0  History,Military History,Civil War,American Hi...   \n",
       "\n",
       "                                                 img        isbn    isbn13  \\\n",
       "0  https://i.gr-assets.com/images/S/compressed.ph...  002914180X  9.78E+12   \n",
       "\n",
       "                                                link  pages  rating  reviews  \\\n",
       "0  https://goodreads.com/book/show/1001053.Betwee...      0    3.52        5   \n",
       "\n",
       "                                               title  totalratings  \n",
       "0  Between Two Fires: American Indians in the Civ...            33  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfBooks = pd.read_csv(r'C:\\Users\\ivair\\OneDrive\\DH_Oficial\\Books.csv',low_memory=False)\n",
    "dfUsers = pd.read_csv('Ratings.csv',low_memory=False)\n",
    "dfRating = pd.read_csv('Users.csv',low_memory=False)\n",
    "\n",
    "dfBooks.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ba8c0a3",
   "metadata": {},
   "source": [
    "## Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3ade1b13",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfBooks['isbn'] = dfBooks['isbn'].str.zfill(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1d8e02ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean(feature):\n",
    "    cleaned_feature = list()\n",
    "    for feat in dfBooks[feature]:\n",
    "        if len(feat.split(',')) > 1:\n",
    "            temp = feat.split(',')\n",
    "            for a in temp:\n",
    "                cleaned_feature.append(a)\n",
    "        else:\n",
    "            cleaned_feature.append(feat)\n",
    "    return cleaned_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7e7f3afc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_barplot(x,y,df):\n",
    "    sns.set(style = 'darkgrid',font_scale=0.25,rc={\"grid.linewidth\": 0.2});\n",
    "    plt.figure(dpi=250);\n",
    "    sns.barplot(y=y,x=x,\n",
    "                palette=palette, \n",
    "                edgecolor=\".9\",\n",
    "                data=df );\n",
    "    plt.legend(title=f'{x} by {y}', fontsize='10', title_fontsize='14');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4479b3b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_distribution(data,feat,color,alpha=1):\n",
    "    sns.set(font_scale=1);\n",
    "    sns.displot(dfBooks[feat],color=color,kde=True,aspect=15/10,alpha = alpha,);\n",
    "    print(f'{red}Max value of {feat} is {dfBooks[feat].max()}\\n{blu}Min value of {feat} is {dfBooks[feat].min()}\\n{grn}Std value of {feat} is {data[feat].std()}\\n{ylw}Mean value of {feat} is {data[feat].mean()}\\n{mag}Median value of {feat} is {data[feat].median()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc28b64d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c5d7ea7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c45d792",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "63de7ed6",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9657b196",
   "metadata": {},
   "source": [
    ">## Authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0e672407",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_authors = clean('author')\n",
    "authors = pd.DataFrame(all_authors, columns = ['authors'])\n",
    "author_counts = authors.value_counts()\n",
    "authors['books_count'] = authors['authors'].apply(lambda x: author_counts[x])\n",
    "sorted_authors = authors.sort_values(by='books_count',ascending=False)\n",
    "sorted_authors = sorted_authors.drop_duplicates(['authors'])\n",
    "sorted_authors = sorted_authors.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad3ad2fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barplot('books_count','authors',sorted_authors[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2fd16460",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mMax value of books_count is 137\n",
      "\u001b[34mMin value of books_count is 11\n",
      "\u001b[32mStd value of books_count is 11.54358719832811\n",
      "\u001b[33mMean value of books_count is 18.293\n",
      "\u001b[35mMedian value of books_count is 14.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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EHRmGoa/K/qmMlAz1bNdLTptTgzOGKsGRqBkfzFCFr+KXVwIAQAtBgKij3Ud36YBnv2698FbZLDZJUpwtTgM7DNZed4nytq+IcocAADQeAkQdfV3+lVo5W+k33UeH1dOTOqhLq656dcv/RqkzAAAaHwGiDtxetw54Dqj7aefI/rOTJi0Wi8b2GKv1xev0r0PbotQhAACNiwBRByXH9kiSOiZ3Ounz15x9jWwWm17d8nJjtgUAQNQQIOqg2L1HifZEtXa2PunzrqQ0jTj9Kv3tu1flC/gauTsAABofAeIXBI2g9h4rUYfkDFksllMud8O5k1ReWaaPf1jViN0BABAdBIhfsL+yXN6gVx2Tar+Ud2any5RgT9AHO99rpM4AAIgeAsQvKHZXn//QIbljrcvF2+M1NCNTH+x8T4ZhNEZrAABEDQHiF5Qc26PU+HaKs8X94rJXdh2pXUd36ns+jQEAaOEIELVwe90qryxXx+S63Yn0iq7DJYnDGACAFo8AUYvvyrfIkCFXQlqdlu+c0kU92p6rD3YRIAAALRsBohbflH8jSWqbkFrn11zRZYQ+LV4nt/dopNoCACDqCBC1+Lb8WyXYE5VgT6jza67sOkK+oE+f/PBxBDsDACC6CBC1+Lb8W6XG133vgyRdnN5fifZErdvzSYS6AgAg+ggQp3DMd0w7Dm1XW5MBwmlz6qL0S1RQvC5CnQEAEH0EiFP4pnyzgkbQ1PkPJwzqOFjf7t+sQ56DEegMAIDoI0CcwtflX0mS6UMYkjSww2AZMvTZ3k8buCsAAJoGAsQpbCrbqNSEVCXYE02/9sL2/RRni1PBnrUR6AwAgOgjQJzCxrKvdF67nrXeQOtU4u3xurB9P60vJkAAAFomAsRJePwebT2wRee1O+9Xr2Ngh0HaVL6R60EAAFqkiAYIt9utMWPG6IcffpAkFRQUKCsrSyNGjNDixYtDy23ZskXZ2dkaOXKk5syZI7/fH8m2ftG+ilIFjID6tO/zq9cxsOMQBY2gNnAeBACgBYpYgNi4caMmTJigoqIiSZLH49Hs2bP17LPP6p133tHmzZv18cfVF1uaOXOm5s6dq3fffVeGYWjZsmWRaqtOOqd0Uf7YVcrscumvXke/9Etkt9pVsIePcwIAWp6IBYhly5Zp3rx5Skurvo/Epk2b1LVrV3Xu3Fl2u11ZWVnKz8/Xnj175PF41LdvX0lSdna28vPzI9VWnVgsFl3Yvt+vOv/hhCRHkvq4LtD6EgIEAKDliViAeOSRR9SvX7/Q43379snlcoUep6WlqbS0tEbd5XKptLQ0Um01qkEdh+irff9Uha8i2q0AANCg7I21oWAwGPb/6A3DkMViOWXdrNTU5Abp86eOHLArId4RVrNaLTVqTqddrrYpNV5/1bnD9dSXi/W9Z7Ou6HiFqW27XDXXF8uYRzjmURMzCcc8wjGPcA0xj0YLEOnp6SorKws9LisrU1paWo16eXl56LCHGfv3uxUMGg3S6wnegF+VHl9YLRg0atS8Xr/Kymp+2uKcxN6yWqxaueV99U65pM7bdblSTrq+WMU8wjGPmphJOOYRjnmEMzOP2oJGo32Ms0+fPtqxY4d27typQCCgvLw8DRs2TBkZGYqLi1NhYaEkacWKFRo2bFhjtRVRKc5W6tWuj9ZzXwwAQAvTaHsg4uLitHDhQt1xxx2qqqpSZmamRo0aJUnKzc1VTk6O3G63evbsqcmTJzdWWxE3sONgvbT5v+XxexRvj492OwAANIiIB4hVq1aFvh84cKDeeuutGsv06NFDy5cvj3QrUTGw42A9v/FpfbXvnxrQcVC02wEAoEFwJcoIG9BhoCyyqIDLWgMAWhACRISdFt9W56b2VAHnQQAAWhACRCMY1HGwvtj7mXwB3y8vDABAM0CAiCCv7ZjKA8U6P/08Vfgr9PHe9+S1HYt2WwAA1FujfQojFh3xHtaCNY/J4/dIkv5zfa76pl+gdrakKHcGAED9sAeiEcTb49U6ro1Kj+2NdisAADQIAkQjaZ+Yrn2VpfIHo3urcgAAGgIBopG0T2wvf9CvLeVbot0KAAD1RoBoJO2T0iVJn5dsiHInAADUHwGikSTYE9XK2UpfFH8e7VYAAKg3AkQjSktMV+HeQgWCgWi3AgBAvRAgGlH7pHQd9R7Vt/s3R7sVAADqhQDRiNonVp8HwX0xAADNHQGiESU5ktS5VWfuiwEAaPYIEI3s4g6X6NPidQoawWi3AgDAr0aAaGQXd7xYB6sO6rsDXA8CANB8ESAaWb8OF0uS1nMeBACgGSNANLKMlAx1TunCeRAAgGaNABEFAzsO1vritTIMI9qtAADwqxAgomBIxjCVV5br2/3fRLsVAAB+FQJEFGR2ukyStHr3qih3AgDAr0OAiIIOyR3Vo+25+vgHAgQAoHkiQERJZufL9WlxgSr9ldFuBQAA0wgQUXJpp8vkCXj0Wcn6aLcCAIBpBIgoGdBxsJxWJ+dBAACaJQJElCQ5ktS/w0ACBACgWSJARFFm58v07f7NKq0ojXYrAACYQoCIosu7DJckfbjzvSh3AgCAOQSIKOqZer4ykjvpvaL8aLcCAIAp9mg3EMssFouGdx2pZVv/piPGfnmDVZKkIwfs8gb8auVsLWcgKcpdAgBQEwEiykacPkp//WaJVu38QGuKCiRJCfEOVXp8un/ovWpnI0AAAJoeDmFE2ZCMTCXaE7V650fRbgUAgDojQERZvD1ewzpdqtU7V3N3TgBAs0GAaAJGnH6Vit3FOlR1MNqtAABQJwSIJmD46aNkkUW7ju6MdisAANQJJ1E2AIfdrnJ/cY160BKo0+vbJ7bXRR0u0vcHvlcf1wUN3R4AAA2OANEA3D63/rT2iRr1u4fcWed1jDhzpL4o+UKHqw4pId7VkO0BANDgOITRRIw4Y4QkaeeRoug2AgBAHRAgmoi0pPZKS2hPgAAANAsEiCakS6vTdajqoA55DkW7FQAAakWAaEK6tuoqSfrXwX9FuRMAAGpHgGhCEh1Jap+Yrm0HtnFRKQBAk0aAaGK6tTlLR6qOqKxyX7RbAQDglPgYZyP7pWtGdEk5XRusn2r7oe8buzUAAOosKgFi0qRJOnDggOz26s0/9NBDOnbsmBYsWKCqqipdddVVmjFjRjRai7hfumaEw+bQGW3OUNGhInn8HsnW2B0CAPDLGj1AGIahoqIiffTRR6EA4fF4NGrUKL388svq0KGDpk6dqo8//liZmZmN3V6TcHbbs7XtwDZ9tPMjTTr7zGi3AwBADY1+DsT27dslSTfffLN++9vf6pVXXtGmTZvUtWtXde7cWXa7XVlZWcrPz2/s1pqMjikdlWhP0uvfLY92KwAAnFSj74E4cuSIBg4cqAceeEA+n0+TJ0/WLbfcIpfrx8s3p6WlqbS01NR6U1OTG7pVHTlgV0K8I6xmtVrqVKvvsue5ztW6H9bpkHWvuqd2r8/baBFcrpRot9CkMI+amEk45hGOeYRriHk0eoC44IILdMEFP94waty4cXryySd10UUXhWqGYchisZha7/79bgWDDfvRR2/Ar0qPL6wWDBp1qtVn2YR4h05P6aavSr/Sn9Y8qYcGP1rft9KsuVwpKis7Gu02mgzmURMzCcc8wjGPcGbmUVvQaPRDGF988YXWr18femwYhjIyMlRWVhaqlZWVKS0trbFba1IS7IkafsYI/e27V1Thq4h2OwAAhGn0AHH06FEtWrRIVVVVcrvdeuONN3T33Xdrx44d2rlzpwKBgPLy8jRs2LDGbq3JmXDeBB2qOqQ3v38t2q0AABCm0Q9hXHbZZdq4caOuueYaBYNB3XDDDbrgggu0cOFC3XHHHaqqqlJmZqZGjRrV2K01ORd16Kdz256nF77+syb0uNH0YR0AACIlKteBuOuuu3TXXXeF1QYOHKi33norGu00WRaLRVP73Ka7PrpNq3ev0mVdroh2SwAASOJS1k3e2LP/TR2SOuqpLxdHuxUAAEIIEE2Yw27XUe3XpN6TtHbPJ/qweKXKA8Xy2o5FuzUAQIwjQDRhbp9bC9Y8pl0H9shpdWrWhzO1YM1jOuI9HO3WAAAxjgDRDDhsDvVoe552H92l/ZXl0W4HAAACRHNxbmpPOW1x+mrfP6PdCgAABIjmwmlzqle73io+tkcbij+LdjsAgBhHgGhGzj6thxLtiVr82Z9kGA172W4AAMwgQDQjdqtdvV0XaOO+jXrje+7UCQCIHgJEM9OtzVk633W+5q2bo6PeI9FuBwAQowgQzYzVYtUDQ+ZpX0WpFn2+INrtAABiFAGiGeqV1kuTzrtJL2x6Xl+Xb4p2OwCAGESAaKbmDJir1IR2uv2DqaoKVEW7HQBAjCFANFOnxbfVny59UlsOfKP/3LBAXtsxlQeKw7645DUAIFKicjdONIwRp1+lG3pM0tNf/Zcu6dJP7257P+z5+4feq3a2pCh1BwBoydgD0czNH7JAnVO66J4PZsjj90S7HQBAjCBANHMpzlZ6ceTLOug5qDV7VitoBKPdEgAgBhAgWoBerj56YMg87T1Woq/2FUa7HQBADCBAtBBje4zV2aedo2/2b9a2g/8X7XYAAC0cJ1G2IBenD5Db69ZnJQVKcnDyJAAgctgD0YJYLVYN7XSp2sS10ce7V+mrvV9GuyUAQAtFgGhhnDanLu8yQgmOBE1deau+LtsY7ZYAAC0QAaIFSnQk6souo5TkTNZ1b1+tTWVfRbslAEALQ4BooZKdyfrrmP9Roj1J2Suy9Pnez6LdEgCgBSFAtGBdWnfRW9fmKzUhVde9dbXeLVoZ7ZYAAC0EAaKF65TSWW9d+666n3aOpqycoP/e9Bz3zQAA1Bsf42yGHHa7yv3FYbWgJXDK5dsntteb17yj//fBHzRn7b365uAmWYJ2WS0/5kfumwEAMIMA0Qy5fW79ae0TYbW7h9xZ62uSHEl6ceTLemj9XD238SllJHfSkIxMOW3OSLYKAGihCBAxxGa16cHBj8jVKlXz1zyod3a8pWEZl6ltQupJ92pIUitnazkD7JkAAIQjQMSg8eeN16e7PtPaPR9rZVGe+rW/REe9R7V43ZM1luXQBgDgZDiJMka1T0rX6DOvVnpSB23Y+6lmfTBT3kBVtNsCADQT7IGIYfH2eF3eebi+3b9Zq4tWy2lzqn+HQeqU0jnarQEAmjj2QMQ4i8Winu166a9X/1VOm1Mf7f5Aa35YrUp/ZbRbAwA0YeyBgCSpZ9r5+s2Zv9U35V/r6/KNKj5WrH7tL1bQCEa7NQBAE8QeiBbMYbfXuGBUeaD4lNeMsFls6u3qq9FnXq3WztYqKF6rca+N1apdH8gwjEbuHgDQlLEHogU72fUipF++ZkSbuDYaefpvVHRku4qObNf4vGwNzchUzoA/6oL2F0WqXQBAM8IeCJyUxWLRGa27Ke/6d/TokEX6dv9mjXztMo07fk8NDm0AQGwjQKBWTptTt/Seps9v3KQ5/edp28GtmvTO9Rrw6gX688ZndMhzMNotAgCigACBOkl2pujOi+7RFzd+rf8e8Ve5EtP0wLr71fOvZ+mGvHH623evEiYAIIZwDgRMcdgcuuqckRp8xgB9W/aN/vH9P/Tu9nx9sOo9OawODeo4REM7ZWpQxyHq47pADpsj2i0DACKAAAHTjngPa8Gax0KPL+88Qvs95cpo00Gri1br4U//KElKsCfqko4Xq3fqhTovtafOTe2ps9p05wZeANACECBQbxaLRe0SXLrt4ttUVeVXX9dF2ldRqtJjJdrr3quCH56WL+iTJDmsDnVK6axOKV3UObmzMlI6qWNShtompKptfKraxrdV2/hUtYlrI5vVFuV3BgA4FQIEGlyCPUFdW52urq1O19zL5uhYVYV2Hi7S1v1b9X8H/k+l7lIVHy3Rh7veV2nF3pOuwyKLWsW1UmpCqtoktFFrZ2u1jmuj1vGt1SaujTokd5DL2UGnxbfVaXFtdVr8aTotvq0S7AmN/G4BIDYRIBBRbp9bfyoIvxbFY1csUjtbR0lSVaBK+ypKddBzQDuO/Z/+Z+P/qipQpSp/lTwBj04/rYs2l23WDm+RqgIeVQW8Chj+U24vwZ5wPFD8GCpaJ6Qo0ZGoNvFt1DqutVrFtVZqfKpSrG2VYI9Xgj1RCfYEJdgTFW+PV4I9QVYL5xcDQG2aVIB4++239dxzz8nv92vKlCmaOHFitFuKeQ67XeX+4rDaqa5k+WvXmZBoV0JimtJTU/VJ0bqwZe8ecqee++JZVXp8oZo/6Nf/6z9V5cf265DnoA5VHdJhz2F5/B4drnDrYNUBHfQc0AHPAW3Z/40OePbroOegDNX9appxtjjF2+MVb49XoiNJibak6u/ticefS1CcLU4J9gTF2eMUb6v+0+mwyZChOHu84mxOxdvi1Sb+NCVb2lSvzxavuOPrjbfFK84WT2gB0Cw1mQBRWlqqxYsX6/XXX5fT6dT48ePVv39/nXXWWdFuLaad7GqWv3Qly1+zTjPrtVvtSo5L1l8+XxJWn3vZHPn8NfdOBC0BLfz4P+ULelUVqJI34NWkvhPlrnLLE6iSx18pj98jj9+jSn+FPvjXKvkNvwLBgPyGX+ekdlcwIFX6K1Xpr9QR7xFVBo6p8vjrqgJeeQNV8vg9v24gxyXYE5XsTFKSPVlJjmQlOZKOf4V/n9amreS1h+rVYcYppy1Occe/nLY4OY8HmOp69fNOq1MWi6VefZ6KYRjyB/3yBX3yBb3yBk786T1e88kX8Mob9MoX8Mkb9KpSbnn8lbJZrbJZbLJZbEpxtlKckSSH1SG71SGnzSmH1VH9ZXPKaXXIbnPIaa2uR+r91IfXdkxHvIdr1Fs5W8sZSIpCR0DDazIBoqCgQAMGDFCbNm0kSSNHjlR+fr5uv/32Or3eam34/4g4ZFe7xNSwmtPmqFOtPsvGxznksfrqvd6G7quhljX7+tSEVHmsvl9c1hus0guFL9VY7y0X3yRXUruwWu/0Xnrh85Mt+3sZgfA9AdMH3i5/IDyYBBXU8xv+ElYzDENTLpqkJV+8qIARlD8YkGEEdF2vcar0Vsob8Mrrr1JV0Ksqv1dVhkcf/Wu1AkZAgaBf/qBfPdJ6qMJbEQorHr9HR32HVV5VqmO+Y/L4PfJu99bo24w4W1zoF7HTFieHzSGHxSGLJB3/ZWzRiZ+n439aqsOB3/BV/xmo7jeooHwBXyg4RIPdapfD5pDd4pDDapfd6pDVYg3dv+XEnidDQRmG8ZPHklUWnbjNy497qKqXOXG11R/r1VP5+Z6sn77+xDaDCsjn94W2c2IJu80uq6yyWKoDk8UiWWWV1WKT1WKVxWKRLfT98W3+ZBmb1Sab7LJZrbLIIqvl+GtlCa3TarHK6bQr4DeOP28NbdNqscp2fDuh11ossujEa6u/t1pPvM4iq9VWXdOJ11plDb3+J+/leD8WWX4yY+Mn99EJn3D17Iyw6s9r1d//7NVhz/8425/+ff/8+fh4uyo83p+s58d1nagFjeq/86Dx478T40RNQRkK/riMxS9vwCvDCMpQ9U+Jw+qUVbbjexIt1f+zWI7P1CIdn6LF8uNzJ/6UFPr7r56jRYZhKPCTfk70FlRAfvnkDXgVNAIKGoaM4/9Wf9fn9+pzWt1uN9AQvzMtRhO5S9Kf//xnVVRUaMaMGZKkv//979q0aZPmz58f5c4AAMDPNZmDrsFgMGxXpGEYTXLXJAAAaEIBIj09XWVlZaHHZWVlSktLi2JHAADgVJpMgBg0aJDWr1+vAwcOqLKyUu+9956GDRsW7bYAAMBJNJmTKNu3b68ZM2Zo8uTJ8vl8GjdunHr37h3ttgAAwEk0mZMoAQBA89FkDmEAAIDmgwABAABMI0AAAADTCBAAAMA0AkSUPf300xo9erRGjx6tRYsWSaq+rHdWVpZGjBihxYsXR7nD6Hjsscd03333SWIeq1atUnZ2tq666io9/PDDkmJ7JitWrAj9zDz22GOSYnMebrdbY8aM0Q8//CDp1DPYsmWLsrOzNXLkSM2ZM0f+k9wvpiX4+TyWLl2qMWPGKCsrS/fff7+83upLWcfqPE545ZVXNGnSpNDjes3DQNSsW7fOuP76642qqirD6/UakydPNt5++20jMzPT2LVrl+Hz+Yybb77ZWL16dbRbbVQFBQVG//79jXvvvdeorKyM6Xns2rXLGDJkiFFSUmJ4vV5jwoQJxurVq2N2JhUVFcbFF19s7N+/3/D5fMa4ceOMDz/8MObm8dVXXxljxowxevbsaezevbvWn5PRo0cbX375pWEYhnH//fcbr776ahQ7j4yfz2P79u3G8OHDjaNHjxrBYNCYNWuW8dJLLxmGEZvzOGHbtm3G0KFDjRtvvDFUq8882AMRRS6XS/fdd5+cTqccDoe6deumoqIide3aVZ07d5bdbldWVpby8/Oj3WqjOXTokBYvXqxp06ZJkjZt2hTT83j//ff1m9/8Runp6XI4HFq8eLESEhJidiaBQEDBYFCVlZXy+/3y+/1KTk6OuXksW7ZM8+bNC12t91Q/J3v27JHH41Hfvn0lSdnZ2S1yNj+fh9Pp1Lx585ScnCyLxaKzzz5bxcXFMTsPSfJ6vZo7d66mT58eqtV3Hk3mQlKxqHv37qHvi4qKtHLlSt14441yuVyhelpamkpLS6PRXlTMnTtXM2bMUElJiSRp3759MT2PnTt3yuFwaNq0aSopKdGll16q7t27x+xMkpOTdeedd+qqq65SQkKCLr744pj8N/LII4+EPT7VDH5ed7lcLXI2P59HRkaGMjIyJEkHDhzQq6++qgULFsTsPCTp8ccf19ixY9WpU6dQrb7zYA9EE7Bt2zbdfPPNmjVrljp37hyzNxX7+9//rg4dOmjgwIGhWqzfZC0QCGj9+vV69NFHtXTpUm3atEm7d++O2Zl89913eu211/TRRx9pzZo1slqtKioqitl5nHCqn5NY//kpLS3VlClTNHbsWPXv3z9m57Fu3TqVlJRo7NixYfX6zoM9EFFWWFio6dOna/bs2Ro9erQ2bNgQszcVe+edd1RWVqarr75ahw8fVkVFhfbs2SObzRZaJpbmIUnt2rXTwIED1bZtW0nSlVdeqfz8/Jidydq1azVw4EClpqZKqt7lumTJkpidxwmnuhnhz+vl5eUxM5t//etfuuWWWzRp0iTdfPPNkmrOKVbmkZeXp23btunqq69WRUWFysvLddddd2nmzJn1mgd7IKKopKREt912m3JzczV69GhJUp8+fbRjxw7t3LlTgUBAeXl5MXNTsZdeekl5eXlasWKFpk+frssvv1wvvPBCzM5Dki677DKtXbtWR44cUSAQ0Jo1azRq1KiYnUmPHj1UUFCgiooKGYahVatWxfTPzAmnmkFGRobi4uJUWFgoqfoTLLEwG7fbrd///ve68847Q+FBUszOY8GCBVq5cqVWrFihhx9+WOeff77+67/+q97zYA9EFC1ZskRVVVVauHBhqDZ+/HgtXLhQd9xxh6qqqpSZmalRo0ZFscvoiouLi+l59OnTR7fccotuuOEG+Xw+DR48WBMmTNCZZ54ZkzMZMmSIvv32W2VnZ8vhcKhXr1664447NHjw4Jicxwm1/Zzk5uYqJydHbrdbPXv21OTJk6PcbeQtX75c5eXleumll/TSSy9Jki6//HLdeeedMTmP2tRnHtxMCwAAmMYhDAAAYBoBAgAAmEaAAAAAphEgAACAaQQIAABgGgECAACYRoAAYshnn32mMWPGNMi6Xn/9dU2dOrVB1tVYVq9erSeeeCLabQAtAgECQMz4+uuvdfjw4Wi3AbQIXIkSiDEVFRWaPn26du7cqVatWumhhx5Su3bt9OCDD+q7776TxWLR0KFDdffdd8tut+uLL77QokWLVFlZKYfDobvuuqvG5W7z8/OVm5urv/zlL0pJSdG9996rgwcPSpIyMzN111131dpTWVmZ5s2bp+3bt8tqtWr8+PGaPHmy9u7dqz/+8Y/as2ePDMPQNddco1tuuUU//PCDsrKy9OWXX0pS2OPXX39d77//vqxWq3bu3Kn4+Hg99thjcrvd+tvf/qZAIKCUlBTNmDEjIvMFYgUBAogxJSUlys3N1YUXXqilS5dq1qxZOvPMM9WmTRu9/fbb8vl8+vd//3e9+OKLuu666zR9+nQ999xz6tOnj7Zt26Ybb7xRy5cvD60vLy9Pzz//vF5++WV16NBBzzzzjDp16qQXX3xRFRUVmjNnjo4ePaqUlJRT9vTggw/q9NNP17PPPqujR49qwoQJyszM1Jw5c3TFFVfopptu0tGjRzVx4kR16NBBffr0qfU9fv7558rLy1N6errmz5+vv/zlL3rsscc0fvx4HTx4kPAANAAOYQAx5pxzztGFF14oSbr22mu1efNmrVq1SjfeeKMsFoucTqfGjx+vTz75RJs2bVKXLl1Cv7C7d++uCy+8UBs2bJBUfUhg1qxZGj9+vDp06CBJGjp0qN577z394Q9/0NKlS3XPPffUGh4kqaCgQNdff70kKSUlRXl5eXK5XPrnP/+piRMnhurZ2dn65JNPfvE99uzZU+np6ZKk8847j8MWQAQQIIAYY7WG/9hbLJbQ1wnBYFB+v1+BQCCsLkmGYcjv90uq/qW+ZMkSPfXUU/rhhx8kSb1799aHH36o66+/Xnv27NF1112nzZs319qT3W4P287u3bsVCAT081v1nOjLYrGEPefz+cKWi4+PD3t/3PIHaHgECCDGbN26VVu2bJEkLV26VBdddJGGDh2qV155RYZhyOv1atmyZRo0aJD69u2r7du3a9OmTZKkbdu26fPPP9cll1wiSTr99NM1cOBATZo0Sffee6+CwaByc3P17LPP6sorr9ScOXN01llnadu2bbX2NHDgQL322muSpKNHj2rKlCnauXOn+vTpo1dffTVUf/PNNzVo0CC1atVKPp9P33//vSTpH//4R53eu81mC4UfAPXDORBAjDnzzDP19NNPa/fu3UpNTdXChQuVmJiohx9+WFlZWfL5fBo6dKimTZsmp9OpJ554QvPnz5fH45HFYtGCBQt0xhlnhE5glKRp06Zp1apVeuGFFzRlyhTdd999GjNmjJxOp8455xyNHj261p7mzp2rP/7xj8rKypJhGJo6darOP/985ebm6qGHHtLrr78ur9errKwsZWdny2KxaObMmfrDH/6gtm3b1vn23QMGDNB//Md/aP78+XrggQfqNUcg1nE7bwAAYBp7IABE3KeffqoFCxac9Ln+/ftr9uzZjdwRgPpiDwQAADCNkygBAIBpBAgAAGAaAQIAAJhGgAAAAKYRIAAAgGn/Hy3fj1aqdPSkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(sorted_authors[:1000],'books_count','green',0.6);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39215068",
   "metadata": {},
   "source": [
    ">## Formato Livro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5fabd945",
   "metadata": {},
   "outputs": [],
   "source": [
    "book_format = pd.DataFrame(dfBooks['bookformat'].values, columns = ['format'])\n",
    "book_format['format'] = book_format['format'].fillna('None')\n",
    "format_counts = book_format['format'].value_counts()\n",
    "book_format['format_count'] = book_format['format'].apply(lambda x: format_counts[x])\n",
    "sorted_format = book_format.sort_values(by='format_count',ascending=False)\n",
    "sorted_format = sorted_format.drop_duplicates(['format'])\n",
    "sorted_format = sorted_format.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "259c8237",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barplot('format_count','format',sorted_format[:25])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "400ecff9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mMax value of format_count is 53855\n",
      "\u001b[34mMin value of format_count is 14\n",
      "\u001b[32mStd value of format_count is 11786.165697262759\n",
      "\u001b[33mMean value of format_count is 3982.48\n",
      "\u001b[35mMedian value of format_count is 69.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(sorted_format[:25],'format_count','orange');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "946d63dd",
   "metadata": {},
   "source": [
    ">## Genero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0a7df1a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfBooks['genre'] = dfBooks['genre'].fillna('None')\n",
    "all_genres = clean('genre')\n",
    "genres = pd.DataFrame(all_genres, columns = ['genres'])\n",
    "genre_counts = genres.value_counts()\n",
    "genres['genre_count'] = genres['genres'].apply(lambda x: genre_counts[x])\n",
    "sorted_genres = genres.sort_values(by='genre_count',ascending=False)\n",
    "sorted_genres = sorted_genres.drop_duplicates(['genres'])\n",
    "sorted_genres = sorted_genres.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f36c3430",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barplot('genre_count','genres',sorted_genres[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f1dc8122",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mMax value of genre_count is 34324\n",
      "\u001b[34mMin value of genre_count is 1345\n",
      "\u001b[32mStd value of genre_count is 5995.688840041367\n",
      "\u001b[33mMean value of genre_count is 5257.575\n",
      "\u001b[35mMedian value of genre_count is 3043.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(sorted_genres[:120],'genre_count','lime',0.4);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "513a9b5c",
   "metadata": {},
   "source": [
    ">## AVG Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2f8a83c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mMax value of rating is 5.0\n",
      "\u001b[34mMin value of rating is 0.0\n",
      "\u001b[32mStd value of rating is 0.6212374563021322\n",
      "\u001b[33mMean value of rating is 3.8330552000000613\n",
      "\u001b[35mMedian value of rating is 3.91\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(dfBooks,'rating','rebeccapurple',0.8);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad6d6a77",
   "metadata": {},
   "source": [
    ">## Reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3a69dd67",
   "metadata": {},
   "outputs": [],
   "source": [
    "division_factor = 1500\n",
    "steps = int(dfBooks['reviews'].max() // division_factor)\n",
    "bins = np.linspace(dfBooks['reviews'].min(),dfBooks['reviews'].max(), steps, dtype = int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7c7083e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews = pd.DataFrame(pd.cut(dfBooks['reviews'],bins = bins).values, columns = ['reviews_bins'])\n",
    "reviews_counts = reviews['reviews_bins'].value_counts()\n",
    "reviews['review_count'] = reviews['reviews_bins'].apply(lambda x: reviews_counts[x])\n",
    "sorted_reviews = reviews.sort_values(by='review_count',ascending=False)\n",
    "sorted_reviews = sorted_reviews.drop_duplicates(['reviews_bins'])\n",
    "sorted_reviews = sorted_reviews[sorted_reviews['review_count'] !=0]\n",
    "sorted_reviews = sorted_reviews.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4096a720",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barplot('review_count','reviews_bins',sorted_reviews)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f201c03e",
   "metadata": {},
   "source": [
    "A maioria dos comentários está na faixa de 0-1500.. vamos dividir da mesma forma que fizemos com as páginas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cae8661d",
   "metadata": {},
   "outputs": [],
   "source": [
    "division_factor = 100\n",
    "steps = int(3000 // division_factor)\n",
    "bins = np.linspace(dfBooks['reviews'].min(),3000, steps, dtype = int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "236bb89b",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_reviews = pd.DataFrame(pd.cut(dfBooks['reviews'][dfBooks['reviews'] < 3000],bins = bins).values, columns = ['new_reviews_bins'])\n",
    "new_reviews_counts = new_reviews['new_reviews_bins'].value_counts() \n",
    "new_reviews['review_count'] = new_reviews['new_reviews_bins'].apply(lambda x: new_reviews_counts[x]).astype(float)\n",
    "sorted_new_reviews = new_reviews.sort_values(by='review_count',ascending=False)\n",
    "sorted_new_reviews = sorted_new_reviews.drop_duplicates(['new_reviews_bins'])\n",
    "sorted_new_reviews = sorted_new_reviews.reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "6e630d96",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barplot('review_count','new_reviews_bins',sorted_new_reviews)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54f5fa72",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}