Data Analysis and Visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting chart_studio\n",
      "  Using cached https://files.pythonhosted.org/packages/ca/ce/330794a6b6ca4b9182c38fc69dd2a9cbff60fd49421cb8648ee5fee352dc/chart_studio-1.1.0-py3-none-any.whl\n",
      "Requirement already satisfied: requests in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from chart_studio) (2.22.0)\n",
      "Requirement already satisfied: retrying>=1.3.3 in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from chart_studio) (1.3.3)\n",
      "Requirement already satisfied: plotly in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from chart_studio) (4.11.0)\n",
      "Requirement already satisfied: six in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from chart_studio) (1.12.0)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from requests->chart_studio) (2.8)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from requests->chart_studio) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from requests->chart_studio) (2020.12.5)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\yasha\\anaconda3\\lib\\site-packages (from requests->chart_studio) (1.24.2)\n",
      "Installing collected packages: chart-studio\n",
      "Successfully installed chart-studio-1.1.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install chart_studio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import chart_studio\n",
    "username = 'yashaswi2092'\n",
    "api_key = 'HLkkiB1rjck0XHn1KCyN'\n",
    "\n",
    "chart_studio.tools.set_credentials_file(username = username, api_key = api_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import chart_studio.plotly as py\n",
    "import chart_studio.tools as tls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objs as go\n",
    "from plotly.offline import  init_notebook_mode, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "import cufflinks as cf\n",
    "cf.go_offline()\n",
    "cf.set_config_file(offline=False, world_readable=True)\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud,STOPWORDS\n",
    "import plotly_express as px\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import string\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n",
    "from sklearn.metrics.pairwise import linear_kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading CSV Data\n",
    "\n",
    "\n",
    "# Goodreads Dataset\n",
    "books_data = pd.read_csv('data/books.csv',error_bad_lines = False)\n",
    "tags_data = pd.read_csv('data/book_tags.csv')\n",
    "ratings_data = pd.read_csv('data/ratings.csv')\n",
    "book_tags = pd.read_csv('data/tags.csv')\n",
    "\n",
    "# Bookcrossing Datasert\n",
    "user_cols = ['user_id', 'location', 'age']\n",
    "cross_users_data = pd.read_csv('data/BX-Users.csv', sep=';', names=user_cols, encoding='latin-1', low_memory=False, skiprows=1)\n",
    "book_cols = ['isbn', 'book_title' ,'book_author','year_of_publication', 'publisher', 'img_s', 'img_m', 'img_l']\n",
    "cross_books_data = pd.read_csv('data/BX_Books.csv', sep=';', names=book_cols, encoding='latin-1', low_memory=False, skiprows=1)\n",
    "rating_cols = ['user_id', 'isbn', 'rating']\n",
    "cross_ratings_data = pd.read_csv('data/BX-Book-Ratings.csv', sep=';', names=rating_cols, encoding='latin-1', low_memory=False, skiprows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>book_id</th>\n",
       "      <th>goodreads_book_id</th>\n",
       "      <th>best_book_id</th>\n",
       "      <th>work_id</th>\n",
       "      <th>books_count</th>\n",
       "      <th>isbn</th>\n",
       "      <th>isbn13</th>\n",
       "      <th>authors</th>\n",
       "      <th>original_publication_year</th>\n",
       "      <th>original_title</th>\n",
       "      <th>...</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>work_ratings_count</th>\n",
       "      <th>work_text_reviews_count</th>\n",
       "      <th>ratings_1</th>\n",
       "      <th>ratings_2</th>\n",
       "      <th>ratings_3</th>\n",
       "      <th>ratings_4</th>\n",
       "      <th>ratings_5</th>\n",
       "      <th>image_url</th>\n",
       "      <th>small_image_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2767052</td>\n",
       "      <td>2767052</td>\n",
       "      <td>2792775</td>\n",
       "      <td>272</td>\n",
       "      <td>439023483</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>Suzanne Collins</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>The Hunger Games</td>\n",
       "      <td>...</td>\n",
       "      <td>4780653</td>\n",
       "      <td>4942365</td>\n",
       "      <td>155254</td>\n",
       "      <td>66715</td>\n",
       "      <td>127936</td>\n",
       "      <td>560092</td>\n",
       "      <td>1481305</td>\n",
       "      <td>2706317</td>\n",
       "      <td>https://images.gr-assets.com/books/1447303603m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1447303603s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4640799</td>\n",
       "      <td>491</td>\n",
       "      <td>439554934</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Harry Potter and the Philosopher's Stone</td>\n",
       "      <td>...</td>\n",
       "      <td>4602479</td>\n",
       "      <td>4800065</td>\n",
       "      <td>75867</td>\n",
       "      <td>75504</td>\n",
       "      <td>101676</td>\n",
       "      <td>455024</td>\n",
       "      <td>1156318</td>\n",
       "      <td>3011543</td>\n",
       "      <td>https://images.gr-assets.com/books/1474154022m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1474154022s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>41865</td>\n",
       "      <td>41865</td>\n",
       "      <td>3212258</td>\n",
       "      <td>226</td>\n",
       "      <td>316015849</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Twilight</td>\n",
       "      <td>...</td>\n",
       "      <td>3866839</td>\n",
       "      <td>3916824</td>\n",
       "      <td>95009</td>\n",
       "      <td>456191</td>\n",
       "      <td>436802</td>\n",
       "      <td>793319</td>\n",
       "      <td>875073</td>\n",
       "      <td>1355439</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039443m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039443s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2657</td>\n",
       "      <td>2657</td>\n",
       "      <td>3275794</td>\n",
       "      <td>487</td>\n",
       "      <td>61120081</td>\n",
       "      <td>9.780061e+12</td>\n",
       "      <td>Harper Lee</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>To Kill a Mockingbird</td>\n",
       "      <td>...</td>\n",
       "      <td>3198671</td>\n",
       "      <td>3340896</td>\n",
       "      <td>72586</td>\n",
       "      <td>60427</td>\n",
       "      <td>117415</td>\n",
       "      <td>446835</td>\n",
       "      <td>1001952</td>\n",
       "      <td>1714267</td>\n",
       "      <td>https://images.gr-assets.com/books/1361975680m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361975680s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4671</td>\n",
       "      <td>4671</td>\n",
       "      <td>245494</td>\n",
       "      <td>1356</td>\n",
       "      <td>743273567</td>\n",
       "      <td>9.780743e+12</td>\n",
       "      <td>F. Scott Fitzgerald</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "      <td>...</td>\n",
       "      <td>2683664</td>\n",
       "      <td>2773745</td>\n",
       "      <td>51992</td>\n",
       "      <td>86236</td>\n",
       "      <td>197621</td>\n",
       "      <td>606158</td>\n",
       "      <td>936012</td>\n",
       "      <td>947718</td>\n",
       "      <td>https://images.gr-assets.com/books/1490528560m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1490528560s...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   book_id  goodreads_book_id  best_book_id  work_id  books_count       isbn  \\\n",
       "0        1            2767052       2767052  2792775          272  439023483   \n",
       "1        2                  3             3  4640799          491  439554934   \n",
       "2        3              41865         41865  3212258          226  316015849   \n",
       "3        4               2657          2657  3275794          487   61120081   \n",
       "4        5               4671          4671   245494         1356  743273567   \n",
       "\n",
       "         isbn13                      authors  original_publication_year  \\\n",
       "0  9.780439e+12              Suzanne Collins                     2008.0   \n",
       "1  9.780440e+12  J.K. Rowling, Mary GrandPré                     1997.0   \n",
       "2  9.780316e+12              Stephenie Meyer                     2005.0   \n",
       "3  9.780061e+12                   Harper Lee                     1960.0   \n",
       "4  9.780743e+12          F. Scott Fitzgerald                     1925.0   \n",
       "\n",
       "                             original_title  ... ratings_count  \\\n",
       "0                          The Hunger Games  ...       4780653   \n",
       "1  Harry Potter and the Philosopher's Stone  ...       4602479   \n",
       "2                                  Twilight  ...       3866839   \n",
       "3                     To Kill a Mockingbird  ...       3198671   \n",
       "4                          The Great Gatsby  ...       2683664   \n",
       "\n",
       "  work_ratings_count  work_text_reviews_count  ratings_1  ratings_2  \\\n",
       "0            4942365                   155254      66715     127936   \n",
       "1            4800065                    75867      75504     101676   \n",
       "2            3916824                    95009     456191     436802   \n",
       "3            3340896                    72586      60427     117415   \n",
       "4            2773745                    51992      86236     197621   \n",
       "\n",
       "   ratings_3  ratings_4  ratings_5  \\\n",
       "0     560092    1481305    2706317   \n",
       "1     455024    1156318    3011543   \n",
       "2     793319     875073    1355439   \n",
       "3     446835    1001952    1714267   \n",
       "4     606158     936012     947718   \n",
       "\n",
       "                                           image_url  \\\n",
       "0  https://images.gr-assets.com/books/1447303603m...   \n",
       "1  https://images.gr-assets.com/books/1474154022m...   \n",
       "2  https://images.gr-assets.com/books/1361039443m...   \n",
       "3  https://images.gr-assets.com/books/1361975680m...   \n",
       "4  https://images.gr-assets.com/books/1490528560m...   \n",
       "\n",
       "                                     small_image_url  \n",
       "0  https://images.gr-assets.com/books/1447303603s...  \n",
       "1  https://images.gr-assets.com/books/1474154022s...  \n",
       "2  https://images.gr-assets.com/books/1361039443s...  \n",
       "3  https://images.gr-assets.com/books/1361975680s...  \n",
       "4  https://images.gr-assets.com/books/1490528560s...  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>isbn</th>\n",
       "      <th>book_title</th>\n",
       "      <th>book_author</th>\n",
       "      <th>year_of_publication</th>\n",
       "      <th>publisher</th>\n",
       "      <th>img_s</th>\n",
       "      <th>img_m</th>\n",
       "      <th>img_l</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0195153448</td>\n",
       "      <td>Classical Mythology</td>\n",
       "      <td>Mark P. O. Morford</td>\n",
       "      <td>2002</td>\n",
       "      <td>Oxford University Press</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0002005018</td>\n",
       "      <td>Clara Callan</td>\n",
       "      <td>Richard Bruce Wright</td>\n",
       "      <td>2001</td>\n",
       "      <td>HarperFlamingo Canada</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0060973129</td>\n",
       "      <td>Decision in Normandy</td>\n",
       "      <td>Carlo D'Este</td>\n",
       "      <td>1991</td>\n",
       "      <td>HarperPerennial</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0374157065</td>\n",
       "      <td>Flu: The Story of the Great Influenza Pandemic...</td>\n",
       "      <td>Gina Bari Kolata</td>\n",
       "      <td>1999</td>\n",
       "      <td>Farrar Straus Giroux</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0393045218</td>\n",
       "      <td>The Mummies of Urumchi</td>\n",
       "      <td>E. J. W. Barber</td>\n",
       "      <td>1999</td>\n",
       "      <td>W. W. Norton &amp; Company</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         isbn                                         book_title  \\\n",
       "0  0195153448                                Classical Mythology   \n",
       "1  0002005018                                       Clara Callan   \n",
       "2  0060973129                               Decision in Normandy   \n",
       "3  0374157065  Flu: The Story of the Great Influenza Pandemic...   \n",
       "4  0393045218                             The Mummies of Urumchi   \n",
       "\n",
       "            book_author  year_of_publication                publisher  \\\n",
       "0    Mark P. O. Morford                 2002  Oxford University Press   \n",
       "1  Richard Bruce Wright                 2001    HarperFlamingo Canada   \n",
       "2          Carlo D'Este                 1991          HarperPerennial   \n",
       "3      Gina Bari Kolata                 1999     Farrar Straus Giroux   \n",
       "4       E. J. W. Barber                 1999   W. W. Norton & Company   \n",
       "\n",
       "                                               img_s  \\\n",
       "0  http://images.amazon.com/images/P/0195153448.0...   \n",
       "1  http://images.amazon.com/images/P/0002005018.0...   \n",
       "2  http://images.amazon.com/images/P/0060973129.0...   \n",
       "3  http://images.amazon.com/images/P/0374157065.0...   \n",
       "4  http://images.amazon.com/images/P/0393045218.0...   \n",
       "\n",
       "                                               img_m  \\\n",
       "0  http://images.amazon.com/images/P/0195153448.0...   \n",
       "1  http://images.amazon.com/images/P/0002005018.0...   \n",
       "2  http://images.amazon.com/images/P/0060973129.0...   \n",
       "3  http://images.amazon.com/images/P/0374157065.0...   \n",
       "4  http://images.amazon.com/images/P/0393045218.0...   \n",
       "\n",
       "                                               img_l  \n",
       "0  http://images.amazon.com/images/P/0195153448.0...  \n",
       "1  http://images.amazon.com/images/P/0002005018.0...  \n",
       "2  http://images.amazon.com/images/P/0060973129.0...  \n",
       "3  http://images.amazon.com/images/P/0374157065.0...  \n",
       "4  http://images.amazon.com/images/P/0393045218.0...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_books_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "books_data = books_data.dropna()\n",
    "cross_books_data = cross_books_data.drop(columns=['img_s', 'img_m', 'img_l'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings_data = ratings_data.sort_values(\"user_id\")\n",
    "ratings_data.drop_duplicates(subset =[\"user_id\",\"book_id\"], keep = False, inplace = True) \n",
    "books_data.drop_duplicates(subset='original_title',keep=False,inplace=True)\n",
    "book_tags.drop_duplicates(subset='tag_id',keep=False,inplace=True)\n",
    "tags_data.drop_duplicates(subset=['tag_id','goodreads_book_id'],keep=False,inplace=True)\n",
    "cross_ratings_data.drop_duplicates(subset =[\"user_id\",\"isbn\"], keep = False, inplace = True) \n",
    "cross_books_data.drop_duplicates(subset='book_title',keep=False,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cleaning the text data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_text(text):\n",
    "    '''Make text lowercase, remove text in square brackets,remove links,remove punctuation\n",
    "    and remove words containing numbers.'''\n",
    "    text = str(text).lower()\n",
    "    text = re.sub('\\[.*?\\]', '', text)\n",
    "    text = re.sub('https?://\\S+|www\\.\\S+', '', text)\n",
    "    text = re.sub('<.*?>+', '', text)\n",
    "    text = re.sub('[%s]' % re.escape(string.punctuation), '', text)\n",
    "    text = re.sub('\\n', '', text)\n",
    "    text = re.sub('\\w*\\d\\w*', '', text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>isbn</th>\n",
       "      <th>book_title</th>\n",
       "      <th>book_author</th>\n",
       "      <th>year_of_publication</th>\n",
       "      <th>publisher</th>\n",
       "      <th>user_id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>626418</td>\n",
       "      <td>0000913154</td>\n",
       "      <td>the way things work an illustrated encyclopedi...</td>\n",
       "      <td>C. van Amerongen (translator)</td>\n",
       "      <td>1967</td>\n",
       "      <td>Simon &amp; Schuster</td>\n",
       "      <td>171118</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>587195</td>\n",
       "      <td>0001010565</td>\n",
       "      <td>mogs christmas</td>\n",
       "      <td>Judith Kerr</td>\n",
       "      <td>1992</td>\n",
       "      <td>Collins</td>\n",
       "      <td>209516</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>587194</td>\n",
       "      <td>0001010565</td>\n",
       "      <td>mogs christmas</td>\n",
       "      <td>Judith Kerr</td>\n",
       "      <td>1992</td>\n",
       "      <td>Collins</td>\n",
       "      <td>86123</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>441049</td>\n",
       "      <td>0001046713</td>\n",
       "      <td>twopence to cross the mersey</td>\n",
       "      <td>Helen Forrester</td>\n",
       "      <td>1992</td>\n",
       "      <td>HarperCollins Publishers</td>\n",
       "      <td>196149</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>263949</td>\n",
       "      <td>000104687X</td>\n",
       "      <td>ts eliot reading the wasteland and other poems</td>\n",
       "      <td>T.S. Eliot</td>\n",
       "      <td>1993</td>\n",
       "      <td>HarperCollins Publishers</td>\n",
       "      <td>23902</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              isbn                                         book_title  \\\n",
       "626418  0000913154  the way things work an illustrated encyclopedi...   \n",
       "587195  0001010565                                     mogs christmas   \n",
       "587194  0001010565                                     mogs christmas   \n",
       "441049  0001046713                       twopence to cross the mersey   \n",
       "263949  000104687X     ts eliot reading the wasteland and other poems   \n",
       "\n",
       "                          book_author  year_of_publication  \\\n",
       "626418  C. van Amerongen (translator)                 1967   \n",
       "587195                    Judith Kerr                 1992   \n",
       "587194                    Judith Kerr                 1992   \n",
       "441049                Helen Forrester                 1992   \n",
       "263949                     T.S. Eliot                 1993   \n",
       "\n",
       "                       publisher  user_id  rating  \n",
       "626418          Simon & Schuster   171118       8  \n",
       "587195                   Collins   209516       0  \n",
       "587194                   Collins    86123       0  \n",
       "441049  HarperCollins Publishers   196149       0  \n",
       "263949  HarperCollins Publishers    23902       6  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_books_data['book_title'] = cross_books_data['book_title'].apply(lambda x:clean_text(x))\n",
    "merge_data = pd.merge(cross_books_data, cross_ratings_data, on='isbn')\n",
    "merge_data =  merge_data.sort_values('isbn', ascending=True)\n",
    "merge_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top Rated Books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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         "alignmentgroup": "True",
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         "hovertemplate": "original_title=%{y}<br>average_rating=%{x}<extra></extra>",
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         "name": "دیوان‎‎ [Dīvān]",
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{\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('154e02c0-b5c3-45e7-8040-a3a27b54ffd3');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_rated = books_data.sort_values('average_rating', ascending=False)\n",
    "tf_top_rated = top_rated[:25]\n",
    "fig1 = px.bar(tf_top_rated, x=\"average_rating\", y=\"original_title\", title='Top Rated Books and Their Ratings',\n",
    "             orientation='h', color='original_title', width=1500, height=700)\n",
    "fig1.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://plotly.com/~yashaswi2092/7/'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   ],
   "source": [
    "fig2 = px.treemap(tf_top_rated, path=['original_title'], values='average_rating',title='Top Rated Books', width=1000, height=700)\n",
    "fig2.show()"
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  {
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     "execution_count": 25,
     "metadata": {},
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    "#Importing the graph in plotly dashboard\n",
    "py.plot(fig2, filename = 'top_rated_books_tree', auto_open = True)"
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   "execution_count": 27,
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   "source": [
    "## Most Popular Books"
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   "cell_type": "code",
   "execution_count": 31,
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    "fifty_top_popular = top_popular[:50]\n",
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       "                            \n",
       "var gd = document.getElementById('5a2cf8f2-b516-477f-816c-5891bc5e3e3f');\n",
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     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "fifty_top_authors = top_rated[:50]\n",
    "fig4 = px.treemap(fifty_top_authors, path=['authors'], values='average_rating',title='Popular Authors', width=1000, height=700)\n",
    "fig4.show()"
   ]
  },
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   "execution_count": 35,
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     },
     "execution_count": 35,
     "metadata": {},
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   ],
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    "py.plot(fig4, filename = 'top_authors_tree', auto_open = True)"
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   "execution_count": 36,
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\"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Top Authors\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"count\"}}, \"yaxis\": {\"anchor\": \"x\", \"categoryarray\": [\"Nora Roberts\", \"Stephen King\", \"Terry Pratchett\", \"Agatha Christie\", \"Dean Koontz\", \"J.D. Robb\", \"James Patterson\", \"David Baldacci\", \"Laurell K. Hamilton\", \"Janet Evanovich\", \"Meg Cabot\", \"Michael Connelly\", \"John Grisham\", \"Patricia Cornwell\", \"Jim Butcher\", \"Sherrilyn Kenyon\", \"Harlan Coben\", \"Tamora Pierce\", \"Anne Rice\", \"John Sandford\", \"Sue Grafton\", \"Rick Riordan\", \"R.A. Salvatore\", \"Jodi Picoult\", \"Orson Scott Card\", \"Richelle Mead\", \"Charlaine Harris\", \"Lee Child\", \"J.R. Ward\", \"C.S. Lewis\", \"Brandon Sanderson\", \"Dr. Seuss\", \"Nicholas Sparks\", \"Terry Brooks\", \"Robin Hobb\", \"Kurt Vonnegut Jr.\", \"Douglas Preston, Lincoln Child\", \"Isaac Asimov\", \"Karen Marie Moning\", \"Sophie Kinsella\", \"Jeffrey Archer\", \"Ken Follett\", \"Carl Hiaasen\", \"Lisa Gardner\", \"Sidney Sheldon\", \"James Rollins\", \"Lemony Snicket, Brett Helquist\", \"Christopher Moore\", \"Vince Flynn\", \"Bernard Cornwell\"], \"categoryorder\": \"array\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"value\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('9f773538-40d7-4b32-bf43-b692553e8b93');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_author_counts = books_data['authors'].value_counts().reset_index()\n",
    "top_author_counts.columns = ['value', 'count']\n",
    "top_author_counts['value'] = top_author_counts['value']\n",
    "top_author_counts = top_author_counts.sort_values('count')\n",
    "fig3 = px.bar(top_author_counts.tail(50), x=\"count\", y=\"value\", title='Top Authors', orientation='h', color='value',\n",
    "             width=1000, height=700)\n",
    "fig3.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://plotly.com/~yashaswi2092/9/'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Importing the graph in plotly dashboard\n",
    "py.plot(fig3, filename = 'top_authors', auto_open = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plotly.com/~yashaswi2092/9.embed\" height=\"525\" width=\"100%\"></iframe>'"
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     },
     "execution_count": 33,
     "metadata": {},
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   "source": [
    "tls.get_embed('https://plotly.com/~yashaswi2092/9/')"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rating Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
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         "name": "rating",
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         "text": "",
         "type": "bar",
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        "plot_bgcolor": "#F5F6F9",
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   "source": [
    "merge_data['rating'].value_counts().iplot(kind='bar',\n",
    "                                         xTitle='Rating',\n",
    "                                         yTitle='Counts',\n",
    "                                         title='Rating Distribution',\n",
    "                                         color='blue')\n"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## WordClouds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words=set(STOPWORDS)\n",
    "author_string = \" \".join(books_data['authors'])\n",
    "title_string = \" \".join(books_data['original_title'])\n",
    "cross_author_string = \" \".join(merge_data['book_author'].astype(str))\n",
    "cross_title_string = \" \".join(merge_data['book_title'].astype(str))\n",
    "cross_publisher_string = \" \".join(merge_data['publisher'].astype(str))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def wordcloud(string):\n",
    "    wc = WordCloud(width=800,height=500,mask=None,random_state=21, max_font_size=110,stopwords=stop_words).generate(string)\n",
    "    fig=plt.figure(figsize=(16,8))\n",
    "    plt.axis('off')\n",
    "    plt.imshow(wc)\n",
    "\n",
    "fig6 = wordcloud(title_string)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "ename": "PlotlyError",
     "evalue": "The `figure_or_data` positional argument must be `dict`-like, `list`-like, or an instance of plotly.graph_objs.Figure",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mPlotlyError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-41-0446ec27a430>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#Importing the graph in plotly dashboard\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfig6\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'top_words'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mauto_open\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\chart_studio\\plotly\\plotly.py\u001b[0m in \u001b[0;36mplot\u001b[1;34m(figure_or_data, validate, **plot_options)\u001b[0m\n\u001b[0;32m    195\u001b[0m     \u001b[1;32mimport\u001b[0m \u001b[0mplotly\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtools\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    196\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 197\u001b[1;33m     \u001b[0mfigure\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplotly\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreturn_figure_from_figure_or_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigure_or_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalidate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    198\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mentry\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mfigure\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"data\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    199\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m\"type\"\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mentry\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mentry\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"type\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"scattergl\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\plotly\\tools.py\u001b[0m in \u001b[0;36mreturn_figure_from_figure_or_data\u001b[1;34m(figure_or_data, validate_figure)\u001b[0m\n\u001b[0;32m    543\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    544\u001b[0m         raise exceptions.PlotlyError(\n\u001b[1;32m--> 545\u001b[1;33m             \u001b[1;34m\"The `figure_or_data` positional \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    546\u001b[0m             \u001b[1;34m\"argument must be \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    547\u001b[0m             \u001b[1;34m\"`dict`-like, `list`-like, or an instance of plotly.graph_objs.Figure\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mPlotlyError\u001b[0m: The `figure_or_data` positional argument must be `dict`-like, `list`-like, or an instance of plotly.graph_objs.Figure"
     ]
    }
   ],
   "source": [
    "#Importing the graph in plotly dashboard\n",
    "py.plot(fig6, filename = 'top_words', auto_open = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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