Final_Code.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Goodreads Data Analysis \n",
    "by Shivani Bhakta, Payal Singh, Yichen Zhang, and Wenda Chen\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LANGUAGE VS NUMBER OF BOOKS \n",
    "##### QUESTION: What language is most popular among goodreads readers?\n",
    "##### Answer : English is the most popular language, about 90% of the books are in English and the second most popular language is German"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt; plt.rcdefaults()\n",
    "import numpy as np\n",
    "\n",
    "def lan_vs_num(x):\n",
    "    '''\n",
    "    purpose: Takes a column of the languages plots a bar plot with languages and \n",
    "    number of books, excluding english and plot a pie chart with english and other languages.  \n",
    "\n",
    "    :param x: input pd.series object \n",
    "    :type x: pd.core.series.Series\n",
    "\n",
    "    return: None\n",
    "    '''\n",
    "\n",
    "    language_list = list(', '.join(x.array).split(','))\n",
    "    language_list = list(set(language_list))\n",
    "\n",
    "    counters  = []\n",
    "    dic = {}\n",
    "    for lan in language_list: \n",
    "        counters.append(', '.join(x.array).split(',').count(lan))\n",
    "\n",
    "    \n",
    "    Summ = 0\n",
    "    for i in range(len(counters)-1):\n",
    "        Summ  = Summ + counters[i]\n",
    "\n",
    "    #remove eng from the list.\n",
    "    for i in range(len(language_list)-1):\n",
    "        if language_list[i] == ' eng':\n",
    "            m = language_list.pop(i) #m = eng \n",
    "            n = counters.pop(i)  #n = # of eng books \n",
    "    \n",
    "    Summ = Summ - n #subtract Summ of all books with number of eng books\n",
    "    sizes = [n, Summ] #suzesfor pie chart\n",
    "    labels = 'English', 'Other' #labels for pie chart\n",
    "\n",
    "    colors = ['darkred', 'lightcoral']\n",
    "    explode = (0, 0.1)\n",
    "    # Plot\n",
    "    plt.figure()\n",
    "    plt.pie(sizes, explode = explode, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=False, startangle=140)\n",
    "    plt.axis('equal')\n",
    "\n",
    "    plt.figure()\n",
    "\n",
    "    #graph the histogram without English\n",
    "    y_pos = np.arange(len(language_list))\n",
    "    #print(\"y_pos= \", y_pos)\n",
    "    plt.bar(y_pos, counters, align='center', alpha=0.5)\n",
    "    plt.xticks(y_pos, language_list, rotation=90)\n",
    "    plt.ylabel('this is counters')\n",
    "    plt.title('Language vs number of books')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if __name__ == '__main__':\n",
    "    data = pd.read_csv(\"datav3.csv\")\n",
    "    a = data['language']\n",
    "    lan_vs_num(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rating distribution & correlation \n",
    "##### QUESTION: What is the rating distribution for the books? What's the preference of readers to give ratings?\n",
    "##### Answer : Majority of the ratings lie near 3.7-4.3, approximately. Books having scores near 5 are extremely rare."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline  \n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "from pylab import plot, show\n",
    "from matplotlib.lines import Line2D\n",
    "import matplotlib.colors as mcolors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "sns.set() \n",
    "def rate_distribution(x):\n",
    "    '''\n",
    "    purpose: plots a histogram to show the rating distribution for the books. \n",
    "    :param x: input average rating of the books \n",
    "    :type x: data\n",
    "    '''\n",
    "    sns.distplot(x['rating'],color=\"g\")\n",
    "    ax.set_xlabel('Rating distribution')\n",
    "    ax.set_ylabel('Frequency')\n",
    "    plt.title('Ratings distribution for the books')\n",
    "\n",
    "data = pd.read_csv(\"datav3.csv\")\n",
    "rate_distribution(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def segregation(x):\n",
    "    '''\n",
    "    purpose: segragate the ratings for the books to 5 intervals. \n",
    "    :param x: input data \n",
    "    :type x: data\n",
    "    '''\n",
    "    values = []\n",
    "    for val in x.rating:\n",
    "        if  val>=0 and val<=1:\n",
    "            values.append(\"Between 0 and 1\")\n",
    "        elif val>1 and val<=2:\n",
    "            values.append(\"Between 1 and 2\")\n",
    "        elif val>2 and val<=3:\n",
    "            values.append(\"Between 2 and 3\")\n",
    "        elif val>3 and val<=4:\n",
    "            values.append(\"Between 3 and 4\")\n",
    "        elif val>4 and val<=5:\n",
    "            values.append(\"Between 4 and 5\")\n",
    "        else:\n",
    "            values.append(\"NaN\")\n",
    "    print(len(values))\n",
    "    return values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10239\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def rating_pie(data):\n",
    "    '''\n",
    "    purpose: plot a pie chart of ratings distribution for the books . \n",
    "    :param x: input data \n",
    "    :type x: data\n",
    "    '''\n",
    "    data['rating'] = segregation(data)\n",
    "    ratings_pie = data['rating'].value_counts().reset_index()\n",
    "    labels = ratings_pie['index']\n",
    "    colors = ['lightblue','coral','darkmagenta','bisque', 'black']\n",
    "    percent = 100.*ratings_pie['rating']/ratings_pie['rating'].sum()\n",
    "    fig, ax1 = plt.subplots()\n",
    "    ax1.pie(ratings_pie['rating'],colors = colors, \n",
    "            pctdistance=0.85, startangle=90, explode=(0.05, 0.05, 0.05, 0.05, 0.05))\n",
    "    #Draw a circle now:\n",
    "    centre_circle = plt.Circle((0,0), 0.70, fc ='white')\n",
    "    fig1 = plt.gcf()\n",
    "    fig1.gca().add_artist(centre_circle)\n",
    "    #Equal Aspect ratio ensures that pie is drawn as a circle\n",
    "    plt.axis('equal')\n",
    "    plt.tight_layout()\n",
    "    labels = ['{0} - {1:1.2f} %'.format(i,j) for i,j in zip(labels, percent)]\n",
    "    plt.title('Ratings distribution for the books')\n",
    "    plt.legend( labels, loc = 'best',bbox_to_anchor=(0.1, 1.),)\n",
    "rating_pie(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ratings VS Review counts, Ratings VS Number of pages, Ratings VS Ratings count. \n",
    "##### QUESTION: Are there any factors that influence ratings. What's the relationship between ratings and other figures?\n",
    "##### Answer :\n",
    "It can be observed that the majority of text reviews for books still lie under 1000, making this whole scenario inconclusive. There might be a relationship, but the reviews seem to be predominant amongst books with decent ratings. Perhaps they are all scam reviews, or the density of the books in that field are just that more.\n",
    "\n",
    "We can see that there can be a potential relationship between the average rating and ratings count. As the number of ratings increase, the rating for the book seems to taper towards 4. The average rating seems to become sparse while the number keeps on decreasing.\n",
    "\n",
    "We can infer that the highest ratings ever given, usually are for books with the page range of 200-400, peaking near 250. It could lead to the fact that most of the people seem to prefer books with a moderate amount of pages, and that thicker books seems to scare people away."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def reviews_rating(data):\n",
    "    '''\n",
    "    Checking for any relation between text_reviews_count and ratings.\n",
    "    '''\n",
    "    plt.figure(figsize=(15,10))\n",
    "    data.dropna(0, inplace=True)\n",
    "    sns.set_context('paper')\n",
    "    ax =sns.jointplot(x=\"rating\",y='text_reviews_count', kind='scatter',  data= data[['text_reviews_count', 'rating']],color='g')\n",
    "    ax.set_axis_labels(\"Rating\", \"Text Review Count\")\n",
    "    plt.show()    \n",
    "reviews_rating(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def reviews_rating2(data):\n",
    "    '''\n",
    "    Checking for any relation between text_reviews_count and ratings.\n",
    "    '''\n",
    "    plt.figure(figsize=(15,10))\n",
    "    data.dropna(0, inplace=True)\n",
    "    sns.set_context('paper')\n",
    "    trial =data[~(data['text_reviews_count']>500)]\n",
    "    ax =sns.jointplot(x=\"rating\",y='text_reviews_count', kind='scatter',  data= trial, color='g')\n",
    "    ax.set_axis_labels(\"Rating\", \"Text Review Count\") \n",
    "    plt.show()\n",
    "reviews_rating2(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def rat_counts_rating(data):\n",
    "    '''\n",
    "    Checking for any relation between ratings_count and ratings.\n",
    "    '''\n",
    "    plt.figure(figsize=(15,10))\n",
    "    data.dropna(0, inplace=True)\n",
    "    sns.set_context('paper')\n",
    "    ax =sns.jointplot(x=\"rating\",y='ratings_count', kind='scatter',  data= data[['ratings_count', 'rating']],color='brown')\n",
    "    ax.set_axis_labels(\"Rating\", \"Rating Count\")\n",
    "    plt.show()\n",
    "rat_counts_rating(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def rat_counts_rating2(data):\n",
    "    '''\n",
    "    Checking for any relation between ratings_count and ratings.\n",
    "    '''\n",
    "    plt.figure(figsize=(15,10))\n",
    "    data.dropna(0, inplace=True)\n",
    "    sns.set_context('paper')\n",
    "    trial = data[~(data['ratings_count']>1000)]\n",
    "    ax =sns.jointplot(x=\"rating\",y='ratings_count', kind='scatter',  data= trial,color='brown')\n",
    "    ax.set_axis_labels(\"Rating\", \"Rating Count\")\n",
    "    plt.show()\n",
    "rat_counts_rating2(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def pages_rating(data):\n",
    "    '''\n",
    "    Checking for any relation between num_pages and ratings.\n",
    "    '''\n",
    "    plt.figure(figsize=(15,10))\n",
    "    data.dropna(0, inplace=True)\n",
    "    sns.set_context('paper')\n",
    "    ax =sns.jointplot(x=\"rating\",y='num_pages', kind='scatter',  data= data[['num_pages', 'rating']], color='darkcyan')\n",
    "    ax.set_axis_labels(\"Rating\", \"Number of Pages\")\n",
    "    plt.show()\n",
    "pages_rating(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/Users/yichenzhang/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def pages_rating2(data):\n",
    "    '''\n",
    "    Checking for any relation between num_pages and ratings.\n",
    "    '''\n",
    "    plt.figure(figsize=(15,10))\n",
    "    data.dropna(0, inplace=True)\n",
    "    sns.set_context('paper')\n",
    "    trial = data[~(data['num_pages']>1500)]\n",
    "    ax =sns.jointplot(x=\"rating\",y='num_pages', kind='scatter',  data=trial, color='darkcyan')\n",
    "    ax.set_axis_labels(\"Rating\", \"Number of Pages\")\n",
    "    plt.show()\n",
    "pages_rating2(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Books with the highest reviews\n",
    "##### QUESTION: Which are the books with the highest reviews? \n",
    "##### Answer : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def highest_reviews_books(data):\n",
    "    '''\n",
    "    Checking for the books with the highest reviews.\n",
    "    '''\n",
    "    most_text = data.sort_values('text_reviews_count', ascending = False).head(10).set_index('title')\n",
    "    plt.figure(figsize=(15,10))\n",
    "    sns.set_context('poster')\n",
    "    ax = sns.barplot(most_text['text_reviews_count'], most_text.index, palette='magma')\n",
    "    for i in ax.patches:\n",
    "        ax.text(i.get_width()+2, i.get_y()+0.5,str(round(i.get_width())), fontsize=10,color='black')\n",
    "        ax.text(i.get_width()+2, i.get_y()+0.5,str(round(i.get_width())), fontsize=10,color='black')\n",
    "    plt.title('Books with the highest number of reviews')\n",
    "    plt.show()\n",
    "highest_reviews_books(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Books with the highest ratings_count.\n",
    "##### QUESTION: Which are the books with highest ratings count? \n",
    "##### Answer :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def highest_ratings_count_books(data):\n",
    "    '''\n",
    "    Checking for the books with the highest ratings count.\n",
    "    '''\n",
    "    most_text = data.sort_values('ratings_count', ascending = False).head(10).set_index('title')\n",
    "    plt.figure(figsize=(15,10))\n",
    "    sns.set_context('poster')\n",
    "    ax = sns.barplot(most_text['ratings_count'], most_text.index, palette='magma')\n",
    "    for i in ax.patches:\n",
    "        ax.text(i.get_width()+2, i.get_y()+0.5,str(round(i.get_width())), fontsize=10,color='black')\n",
    "        ax.text(i.get_width()+2, i.get_y()+0.5,str(round(i.get_width())), fontsize=10,color='black')\n",
    "    plt.title('Books with the highest number of ratings')\n",
    "    plt.show()\n",
    "highest_ratings_count_books(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Books with the highest number of pages.\n",
    "##### QUESTION: Which are the books with highest number of pages? \n",
    "##### Answer :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"datav3.csv\")\n",
    "def highest_num_pages_books(data):\n",
    "    '''\n",
    "    Checking for the books with the highest number of pages.\n",
    "    '''\n",
    "    most_text = data.sort_values('num_pages', ascending = False).head(10).set_index('title')\n",
    "    plt.figure(figsize=(15,10))\n",
    "    sns.set_context('poster')\n",
    "    ax = sns.barplot(most_text['num_pages'], most_text.index, palette='magma')\n",
    "    for i in ax.patches:\n",
    "        ax.text(i.get_width()+2, i.get_y()+0.5,str(round(i.get_width())), fontsize=10,color='black')\n",
    "    plt.title('Books with the highest number of pages')\n",
    "    plt.show()\n",
    "highest_num_pages_books(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}