Analyse_Seattle_Library_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seattle Library - Datenanalyse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Datasets:\n",
    "\n",
    "* [Checkouts by Title](https://dev.socrata.com/foundry/data.seattle.gov/tmmm-ytt6)\n",
    "* [Library Collection Inventory](https://data.seattle.gov/Community/Library-Collection-Inventory/6vkj-f5xf)\n",
    "\n",
    "API-dokumenation:\n",
    "* Paging through Data https://dev.socrata.com/docs/queries/\n",
    "* Queries using SODA https://dev.socrata.com/docs/paging.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.request\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Checkout-Daten über die API beziehen und als CSV-Datei speichern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('checkout.csv', <http.client.HTTPMessage at 0x7fe4b4478690>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://data.seattle.gov/resource/tmmm-ytt6.csv?$where=checkoutyear=2018&$limit=10000\"\n",
    "checkout_file = \"checkout.csv\"\n",
    "urllib.request.urlretrieve(url, checkout_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## In einen DataFrame laden und analysieren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkouts_df = pd.read_csv(checkout_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>usageclass</th>\n",
       "      <th>checkouttype</th>\n",
       "      <th>materialtype</th>\n",
       "      <th>checkoutyear</th>\n",
       "      <th>checkoutmonth</th>\n",
       "      <th>checkouts</th>\n",
       "      <th>title</th>\n",
       "      <th>isbn</th>\n",
       "      <th>creator</th>\n",
       "      <th>subjects</th>\n",
       "      <th>publisher</th>\n",
       "      <th>publicationyear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>EBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>Enemy of the State</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vince Flynn</td>\n",
       "      <td>Fiction, Literature, Thriller</td>\n",
       "      <td>Simon &amp; Schuster, Inc.</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Digital</td>\n",
       "      <td>Hoopla</td>\n",
       "      <td>TELEVISION</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Newspaper Mom / Cucumber in Rio / Donut Raffle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Children's</td>\n",
       "      <td>DHX Media</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Physical</td>\n",
       "      <td>Horizon</td>\n",
       "      <td>SOUNDDISC</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Mono / the Mavericks.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mavericks (Musical group)</td>\n",
       "      <td>Country music 2011 2020</td>\n",
       "      <td>Valory,</td>\n",
       "      <td>[2015]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>EBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Anna Karenina</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Leo Tolstoy</td>\n",
       "      <td>Classic Literature, Fiction, Literature</td>\n",
       "      <td>Penguin Group (USA), Inc.</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>EBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Dragon: Vlad Series, Book 8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steven Brust</td>\n",
       "      <td>Fantasy, Fiction</td>\n",
       "      <td>Macmillan Publishers</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>EBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Immortal: Fallen Angels Series, Book 6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J.R. Ward</td>\n",
       "      <td>Fantasy, Fiction, Romance</td>\n",
       "      <td>Penguin Group (USA), Inc.</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>EBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>The Price of Silence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kate Wilhelm</td>\n",
       "      <td>Fiction, Suspense, Thriller</td>\n",
       "      <td>Harlequin Enterprises, Ltd.</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>Digital</td>\n",
       "      <td>Freegal</td>\n",
       "      <td>SONG</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Desert Hideaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>Physical</td>\n",
       "      <td>Horizon</td>\n",
       "      <td>BOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Waistcoats &amp; weaponry / Gail Carriger.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carriger, Gail</td>\n",
       "      <td>Boarding schools Fiction, Schools Fiction, Eti...</td>\n",
       "      <td>Little, Brown and Company,</td>\n",
       "      <td>2014.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>Physical</td>\n",
       "      <td>Horizon</td>\n",
       "      <td>SOUNDDISC</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Red moon rising : [Sputnik and the hidden riva...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brzezinski, Matthew, 1965-</td>\n",
       "      <td>Space race United States History 20th century,...</td>\n",
       "      <td>HighBridge,</td>\n",
       "      <td>[2007]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     usageclass checkouttype materialtype  checkoutyear  checkoutmonth  \\\n",
       "0       Digital    OverDrive        EBOOK          2018              1   \n",
       "1       Digital       Hoopla   TELEVISION          2018              1   \n",
       "2      Physical      Horizon    SOUNDDISC          2018              1   \n",
       "3       Digital    OverDrive        EBOOK          2018              1   \n",
       "4       Digital    OverDrive        EBOOK          2018              1   \n",
       "...         ...          ...          ...           ...            ...   \n",
       "9995    Digital    OverDrive        EBOOK          2018              1   \n",
       "9996    Digital    OverDrive        EBOOK          2018              1   \n",
       "9997    Digital      Freegal         SONG          2018              1   \n",
       "9998   Physical      Horizon         BOOK          2018              1   \n",
       "9999   Physical      Horizon    SOUNDDISC          2018              1   \n",
       "\n",
       "      checkouts                                              title  isbn  \\\n",
       "0            22                                 Enemy of the State   NaN   \n",
       "1             1     Newspaper Mom / Cucumber in Rio / Donut Raffle   NaN   \n",
       "2             1                              Mono / the Mavericks.   NaN   \n",
       "3             2                                      Anna Karenina   NaN   \n",
       "4             1                        Dragon: Vlad Series, Book 8   NaN   \n",
       "...         ...                                                ...   ...   \n",
       "9995          1             Immortal: Fallen Angels Series, Book 6   NaN   \n",
       "9996          1                               The Price of Silence   NaN   \n",
       "9997          1                                    Desert Hideaway   NaN   \n",
       "9998          3             Waistcoats & weaponry / Gail Carriger.   NaN   \n",
       "9999          1  Red moon rising : [Sputnik and the hidden riva...   NaN   \n",
       "\n",
       "                         creator  \\\n",
       "0                    Vince Flynn   \n",
       "1                            NaN   \n",
       "2      Mavericks (Musical group)   \n",
       "3                    Leo Tolstoy   \n",
       "4                   Steven Brust   \n",
       "...                          ...   \n",
       "9995                   J.R. Ward   \n",
       "9996                Kate Wilhelm   \n",
       "9997                         NaN   \n",
       "9998              Carriger, Gail   \n",
       "9999  Brzezinski, Matthew, 1965-   \n",
       "\n",
       "                                               subjects  \\\n",
       "0                         Fiction, Literature, Thriller   \n",
       "1                                            Children's   \n",
       "2                               Country music 2011 2020   \n",
       "3               Classic Literature, Fiction, Literature   \n",
       "4                                      Fantasy, Fiction   \n",
       "...                                                 ...   \n",
       "9995                          Fantasy, Fiction, Romance   \n",
       "9996                        Fiction, Suspense, Thriller   \n",
       "9997                                                NaN   \n",
       "9998  Boarding schools Fiction, Schools Fiction, Eti...   \n",
       "9999  Space race United States History 20th century,...   \n",
       "\n",
       "                        publisher publicationyear  \n",
       "0          Simon & Schuster, Inc.            2017  \n",
       "1                       DHX Media             NaN  \n",
       "2                         Valory,          [2015]  \n",
       "3       Penguin Group (USA), Inc.            2009  \n",
       "4            Macmillan Publishers            2015  \n",
       "...                           ...             ...  \n",
       "9995    Penguin Group (USA), Inc.            2014  \n",
       "9996  Harlequin Enterprises, Ltd.            2011  \n",
       "9997                          NaN             NaN  \n",
       "9998   Little, Brown and Company,           2014.  \n",
       "9999                  HighBridge,          [2007]  \n",
       "\n",
       "[10000 rows x 12 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 12)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5,  8,  9, 10, 11, 12])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Result: Seem like we only have enties from December - maybe need to further increase the data set and then subsample\n",
    "checkouts_df[\"checkoutmonth\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "540"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"checkouts\"].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"checkouts\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"checkouts\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.3392"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"checkouts\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Digital', 'Physical'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"usageclass\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['EBOOK', 'TELEVISION', 'SOUNDDISC', 'BOOK', 'AUDIOBOOK', 'COMIC',\n",
       "       'MOVIE', 'SONG', 'MUSIC', 'MAGAZINE', 'VIDEODISC', 'SOUNDREC',\n",
       "       'SOUNDDISC, VIDEODISC', 'CR', 'LARGEPRINT', 'ER, SOUNDDISC',\n",
       "       'ATLAS', 'ER', 'MAP', 'VIDEOCASS, VIDEODISC', 'REGPRINT', 'VIDEO',\n",
       "       'SOUNDCASS', 'ER, VIDEODISC'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"materialtype\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>usageclass</th>\n",
       "      <th>checkouttype</th>\n",
       "      <th>materialtype</th>\n",
       "      <th>checkoutyear</th>\n",
       "      <th>checkoutmonth</th>\n",
       "      <th>checkouts</th>\n",
       "      <th>title</th>\n",
       "      <th>isbn</th>\n",
       "      <th>creator</th>\n",
       "      <th>subjects</th>\n",
       "      <th>publisher</th>\n",
       "      <th>publicationyear</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Cleopatra (Unabridged)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H. Rider Haggard</td>\n",
       "      <td>Fiction, Literature</td>\n",
       "      <td>Blackstone Audio, Inc.</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>Matilda (Unabridged)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roald Dahl</td>\n",
       "      <td>Fantasy, Juvenile Fiction</td>\n",
       "      <td>Books on Tape</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>The Power of Sleep (Unabridged)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kelly Howell</td>\n",
       "      <td>Nonfiction, Self-Improvement</td>\n",
       "      <td>Books on Tape</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Phantom Instinct (Unabridged)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Meg Gardiner</td>\n",
       "      <td>Fiction, Mystery</td>\n",
       "      <td>Blackstone Audio, Inc.</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>The Vaults (Unabridged)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toby Ball</td>\n",
       "      <td>Fiction, Mystery</td>\n",
       "      <td>Iambik Audio</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9938</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Legacy of Ashes: The History of the CIA (unabr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tim Weiner</td>\n",
       "      <td>History, Nonfiction</td>\n",
       "      <td>Blackstone Audio, Inc.</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9939</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>Cutting For Stone: A Novel (unabridged) (Unabr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Abraham Verghese</td>\n",
       "      <td>Fiction, Literature</td>\n",
       "      <td>Books on Tape</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9960</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Diana: Her True Story in Her Own Words (unabri...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andrew Morton</td>\n",
       "      <td>Biography &amp; Autobiography, Nonfiction</td>\n",
       "      <td>Simon &amp; Schuster - All Library</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9963</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Forever: The Wolves of Mercy Falls Trilogy, Bo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Maggie Stiefvater</td>\n",
       "      <td>Fantasy, Romance, Young Adult Fiction</td>\n",
       "      <td>Scholastic Inc. Audiobooks</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9965</th>\n",
       "      <td>Digital</td>\n",
       "      <td>OverDrive</td>\n",
       "      <td>AUDIOBOOK</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>The Hidden Brain: How Our Unconscious Minds El...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shankar Vedantam</td>\n",
       "      <td>Nonfiction, Sociology</td>\n",
       "      <td>Books on Tape</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>857 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     usageclass checkouttype materialtype  checkoutyear  checkoutmonth  \\\n",
       "9       Digital    OverDrive    AUDIOBOOK          2018              2   \n",
       "12      Digital    OverDrive    AUDIOBOOK          2018              2   \n",
       "14      Digital    OverDrive    AUDIOBOOK          2018              2   \n",
       "16      Digital    OverDrive    AUDIOBOOK          2018              2   \n",
       "39      Digital    OverDrive    AUDIOBOOK          2018              4   \n",
       "...         ...          ...          ...           ...            ...   \n",
       "9938    Digital    OverDrive    AUDIOBOOK          2018              1   \n",
       "9939    Digital    OverDrive    AUDIOBOOK          2018              1   \n",
       "9960    Digital    OverDrive    AUDIOBOOK          2018              1   \n",
       "9963    Digital    OverDrive    AUDIOBOOK          2018              1   \n",
       "9965    Digital    OverDrive    AUDIOBOOK          2018              1   \n",
       "\n",
       "      checkouts                                              title  isbn  \\\n",
       "9             1                             Cleopatra (Unabridged)   NaN   \n",
       "12           20                               Matilda (Unabridged)   NaN   \n",
       "14            4                    The Power of Sleep (Unabridged)   NaN   \n",
       "16            3                      Phantom Instinct (Unabridged)   NaN   \n",
       "39            1                            The Vaults (Unabridged)   NaN   \n",
       "...         ...                                                ...   ...   \n",
       "9938          7  Legacy of Ashes: The History of the CIA (unabr...   NaN   \n",
       "9939         15  Cutting For Stone: A Novel (unabridged) (Unabr...   NaN   \n",
       "9960          3  Diana: Her True Story in Her Own Words (unabri...   NaN   \n",
       "9963          1  Forever: The Wolves of Mercy Falls Trilogy, Bo...   NaN   \n",
       "9965          2  The Hidden Brain: How Our Unconscious Minds El...   NaN   \n",
       "\n",
       "                creator                               subjects  \\\n",
       "9      H. Rider Haggard                    Fiction, Literature   \n",
       "12           Roald Dahl              Fantasy, Juvenile Fiction   \n",
       "14         Kelly Howell           Nonfiction, Self-Improvement   \n",
       "16         Meg Gardiner                       Fiction, Mystery   \n",
       "39            Toby Ball                       Fiction, Mystery   \n",
       "...                 ...                                    ...   \n",
       "9938         Tim Weiner                    History, Nonfiction   \n",
       "9939   Abraham Verghese                    Fiction, Literature   \n",
       "9960      Andrew Morton  Biography & Autobiography, Nonfiction   \n",
       "9963  Maggie Stiefvater  Fantasy, Romance, Young Adult Fiction   \n",
       "9965   Shankar Vedantam                  Nonfiction, Sociology   \n",
       "\n",
       "                           publisher publicationyear  \n",
       "9             Blackstone Audio, Inc.            2008  \n",
       "12                     Books on Tape            2014  \n",
       "14                     Books on Tape            2008  \n",
       "16            Blackstone Audio, Inc.            2014  \n",
       "39                      Iambik Audio            2014  \n",
       "...                              ...             ...  \n",
       "9938          Blackstone Audio, Inc.            2007  \n",
       "9939                   Books on Tape            2009  \n",
       "9960  Simon & Schuster - All Library            2017  \n",
       "9963      Scholastic Inc. Audiobooks            2011  \n",
       "9965                   Books on Tape            2010  \n",
       "\n",
       "[857 rows x 12 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[checkouts_df[\"materialtype\"] == \"AUDIOBOOK\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkouts_audiobooks_df = checkouts_df[checkouts_df[\"materialtype\"] == \"AUDIOBOOK\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(857, 12)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_audiobooks_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkouts_audiobooks_df.to_csv(\"checkout_audio_books_only.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkouts_audiobooks_df.to_excel(\"checkout_audio_books_only.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BOOK                    4268\n",
       "EBOOK                   2084\n",
       "AUDIOBOOK                857\n",
       "SOUNDDISC                839\n",
       "VIDEODISC                806\n",
       "SONG                     707\n",
       "MUSIC                    139\n",
       "MOVIE                     94\n",
       "TELEVISION                85\n",
       "COMIC                     62\n",
       "SOUNDDISC, VIDEODISC      10\n",
       "MAGAZINE                  10\n",
       "SOUNDREC                   8\n",
       "REGPRINT                   7\n",
       "VIDEO                      5\n",
       "CR                         4\n",
       "ER, SOUNDDISC              3\n",
       "ER                         3\n",
       "MAP                        3\n",
       "ATLAS                      2\n",
       "LARGEPRINT                 1\n",
       "VIDEOCASS, VIDEODISC       1\n",
       "SOUNDCASS                  1\n",
       "ER, VIDEODISC              1\n",
       "Name: materialtype, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkouts_df[\"materialtype\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkouts_df[\"materialtype\"].value_counts().plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkouts_df[\"materialtype\"].value_counts().plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkouts_df[\"checkouts\"].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkouts_df[checkouts_df[\"checkouts\"] < 50 ][\"checkouts\"].hist(bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}