book_recommender.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings_df = pd.read_csv('data/ratings.csv')\n",
    "books_df = pd.read_csv('data/books.csv')\n",
    "tags_df = pd.read_csv('data/tags.csv')\n",
    "book_tags = pd.read_csv('data/book_tags.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5976479, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "user_id 53424\n",
      "book_id 10000\n",
      "rating 5\n"
     ]
    }
   ],
   "source": [
    "for col in ratings_df.columns:\n",
    "    print(col,ratings_df[col].nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id    0\n",
       "book_id    0\n",
       "rating     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>user_id</th>\n",
       "      <th>book_id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.976479e+06</td>\n",
       "      <td>5.976479e+06</td>\n",
       "      <td>5.976479e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.622446e+04</td>\n",
       "      <td>2.006477e+03</td>\n",
       "      <td>3.919866e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.541323e+04</td>\n",
       "      <td>2.468499e+03</td>\n",
       "      <td>9.910868e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.281300e+04</td>\n",
       "      <td>1.980000e+02</td>\n",
       "      <td>3.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.593800e+04</td>\n",
       "      <td>8.850000e+02</td>\n",
       "      <td>4.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.950900e+04</td>\n",
       "      <td>2.973000e+03</td>\n",
       "      <td>5.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.342400e+04</td>\n",
       "      <td>1.000000e+04</td>\n",
       "      <td>5.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            user_id       book_id        rating\n",
       "count  5.976479e+06  5.976479e+06  5.976479e+06\n",
       "mean   2.622446e+04  2.006477e+03  3.919866e+00\n",
       "std    1.541323e+04  2.468499e+03  9.910868e-01\n",
       "min    1.000000e+00  1.000000e+00  1.000000e+00\n",
       "25%    1.281300e+04  1.980000e+02  3.000000e+00\n",
       "50%    2.593800e+04  8.850000e+02  4.000000e+00\n",
       "75%    3.950900e+04  2.973000e+03  5.000000e+00\n",
       "max    5.342400e+04  1.000000e+04  5.000000e+00"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111.86880428271938"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ratings per user\n",
    "ratings_df.shape[0]/ratings_df['user_id'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.distplot(ratings_df['rating'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 23)"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Manual tag filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "tag_counts = pd.merge(book_tags, tags_df, on='tag_id').groupby('tag_name')['count'].sum().sort_values(ascending=False)\n",
    "top_tags = tag_counts[tag_counts>20000][3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "tag_map = {'ya':'young-adult', 'nonfiction':'non-fiction', 'classic':'classics', 'graphic-novels':'novels'\\\n",
    "          ,'dystopia':'dystopian', 'childrens':'children', 'children-s':'children', 'children-s-books':'children'\\\n",
    "          ,'graphic-novel':'novels', 'novel':'novels', 'vampire':'vampires', 'childrens-books':'children'\\\n",
    "          ,'funny':'humor','humour':'humor', 'memoirs':'memoir', 'kids-books':'kids', 'england':'british'\\\n",
    "          ,'ya-fiction':'young-adult-fiction', 'comedy':'humor', 'sf':'sci-fi', 'christian':'religion'\\\n",
    "          ,'ya-books':'young-adult', 'children-s-literature':'children', 'thrillers':'thriller'\\\n",
    "          ,'detective':'mystery', 'favorite-series':'series', 'children-s-lit':'children'\\\n",
    "          ,'science-fiction':'sci-fi','science-fiction-fantasy':'sci-fi-fantasy','fantasy-sci-fi':'sci-fi-fantasy'\\\n",
    "          ,'scifi-fantasy':'sci-fi-fantasy','american-literature':'american','childhood-favorites':'childhood'\\\n",
    "          ,'childhood-books':'childhood','biography-memoir':'biography','cómics':'comics','for-school':'school'\\\n",
    "          ,'biographies':'biography','ya-lit':'young-adult','picture-books':'picture-book'\\\n",
    "          ,'comics-graphic-novels':'comics','spirituality':'religion','clàssics':'classics'\\\n",
    "          ,'part-of-a-series':'series','british-literature':'british','college':'school','middle-school':'school'\\\n",
    "          ,'fantasy-scifi':'sci-fi-fantasy','juvenile-fiction':'teen-fiction','love-triangle':'romance'\\\n",
    "          ,'spiritual':'religion','scifi':'sci-fi','comic':'comics','shapeshifters':'shifters','comic-books':'comics'\\\n",
    "          ,'mangá':'manga','chicklit':'chick-lit','graphic-novels-comics':'novels', 'graphic-novels':'novels'\\\n",
    "          ,'mystery-crime':'mystery','mysteries':'mystery','mystery-thriller':'mystery','mystery-suspense':'mystery'\\\n",
    "          ,'crime-mystery':'mystery','classic-fiction':'fiction','general-fiction':'fiction','lgbtq':'lgbt'}\n",
    "tags = ['fiction','fantasy','young-adult','classics','romance','mystery','non-fiction','historical-fiction','series','sci-fi','paranormal','contemporary','horror','urban-fantasy','adult','children','thriller','vampires','adventure','history','dystopian','historical','humor','novels','chick-lit','literature','paranormal-romance','magic','crime','comics','memoir','adult-fiction','sci-fi-fantasy','biography','supernatural','manga','philosophy','teen','science','new-adult','suspense','poetry','school','contemporary-romance','childhood','plays','realistic-fiction','kids','short-stories','drama','abandoned','middle-grade','english','contemporary-fiction','literary-fiction','psychology','young-adult-fiction','historical-romance','mythology','american','ya-fantasy','business','british','action','war','high-fantasy','religion','epic-fantasy','coming-of-age','high-school','erotica','family','angels','self-help','politics','classic-literature','post-apocalyptic','werewolves','love','travel','juvenile','discworld','animals','steampunk','time-travel','friendship','magical-realism','lgbt','literary','autobiography','dragons','witches','feminism','zombies','alpha-male','fairy-tales','speculative-fiction','picture-book','demons','food','gothic','art','christian-fiction','action-adventure','dark','youth','essays','music','crime-fiction'   ,'teen-fiction','made-me-cry','ghosts','women','shifters','sports','arc','epic','cookbooks','economics','africa','romantic-suspense','survival','book-boyfriends','military','french']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select main tags\n",
    "main_tags = tags_df.copy()\n",
    "main_tags['tag_name'] = main_tags['tag_name'].map(tag_map)\n",
    "main_tags = main_tags[main_tags['tag_name'].notna()]\n",
    "\n",
    "# filter books with main tags\n",
    "filtered_book_tags = book_tags[book_tags['tag_id'].isin(main_tags.index)]\n",
    "joined_book_tags = pd.merge(filtered_book_tags, main_tags, on='tag_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregate to remove duplicate tags\n",
    "grouped_book_tags = joined_book_tags.groupby(['goodreads_book_id','tag_name'])['count'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "pivoted_book_table = grouped_book_tags.pivot('goodreads_book_id','tag_name','count')\n",
    "book_tag_table_pc = (pivoted_book_table.T/pivoted_book_table.sum(axis=1)).T.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "book_tag_table = (pivoted_book_table>0).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>tag_name</th>\n",
       "      <th>american</th>\n",
       "      <th>biography</th>\n",
       "      <th>british</th>\n",
       "      <th>chick-lit</th>\n",
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      "text/plain": [
       "tag_name           american  biography   british  chick-lit  childhood  \\\n",
       "goodreads_book_id                                                        \n",
       "1                       0.0   0.000000  0.020750        0.0   0.041871   \n",
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       "...                     ...        ...       ...        ...        ...   \n",
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       "\n",
       "tag_name           children  classics  comics  dystopian  fiction  humor  \\\n",
       "goodreads_book_id                                                          \n",
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       "...                     ...       ...     ...        ...      ...    ...   \n",
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       "\n",
       "tag_name               kids  lgbt  manga    memoir  mystery  non-fiction  \\\n",
       "goodreads_book_id                                                          \n",
       "1                  0.022088   0.0    0.0  0.000000      0.0     0.000000   \n",
       "2                  0.040020   0.0    0.0  0.000000      0.0     0.000000   \n",
       "3                  0.025588   0.0    0.0  0.000000      0.0     0.000000   \n",
       "5                  0.023368   0.0    0.0  0.000000      0.0     0.000000   \n",
       "6                  0.022147   0.0    0.0  0.000000      0.0     0.000000   \n",
       "...                     ...   ...    ...       ...      ...          ...   \n",
       "31538647           0.000000   0.0    0.0  0.000000      0.0     0.000000   \n",
       "31845516           0.000000   0.0    0.0  0.311715      0.0     0.414226   \n",
       "32075671           0.000000   0.0    0.0  0.000000      0.0     0.000000   \n",
       "32848471           0.000000   0.0    0.0  0.000000      0.0     0.000000   \n",
       "33288638           0.000000   0.0    0.0  0.000000      0.0     0.000000   \n",
       "\n",
       "tag_name             novels  picture-book  religion  romance    school  \\\n",
       "goodreads_book_id                                                        \n",
       "1                  0.030492           0.0  0.000000      0.0  0.000000   \n",
       "2                  0.054205           0.0  0.000000      0.0  0.023936   \n",
       "3                  0.029596           0.0  0.000000      0.0  0.000000   \n",
       "5                  0.030016           0.0  0.000000      0.0  0.000000   \n",
       "6                  0.030095           0.0  0.000000      0.0  0.000000   \n",
       "...                     ...           ...       ...      ...       ...   \n",
       "31538647           0.000000           0.0  0.000000      0.0  0.000000   \n",
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       "33288638           0.000000           0.0  0.000000      0.0  0.000000   \n",
       "\n",
       "tag_name           sci-fi  sci-fi-fantasy    series  shifters  teen-fiction  \\\n",
       "goodreads_book_id                                                             \n",
       "1                     0.0        0.104938  0.027369       0.0      0.000000   \n",
       "2                     0.0        0.211246  0.045466       0.0      0.026216   \n",
       "3                     0.0        0.090844  0.031395       0.0      0.000000   \n",
       "5                     0.0        0.099584  0.026121       0.0      0.000000   \n",
       "6                     0.0        0.115761  0.026019       0.0      0.000000   \n",
       "...                   ...             ...       ...       ...           ...   \n",
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       "32848471              0.0        0.000000  0.000000       0.0      0.000000   \n",
       "33288638              0.0        0.000000  0.000000       0.0      0.000000   \n",
       "\n",
       "tag_name           thriller  vampires  young-adult  young-adult-fiction  \n",
       "goodreads_book_id                                                        \n",
       "1                       0.0       0.0     0.324557             0.034508  \n",
       "2                       0.0       0.0     0.106510             0.058764  \n",
       "3                       0.0       0.0     0.271092             0.028568  \n",
       "5                       0.0       0.0     0.288611             0.030150  \n",
       "6                       0.0       0.0     0.297758             0.030842  \n",
       "...                     ...       ...          ...                  ...  \n",
       "31538647                0.0       0.0     0.397727             0.000000  \n",
       "31845516                0.0       0.0     0.000000             0.000000  \n",
       "32075671                0.0       0.0     0.896226             0.103774  \n",
       "32848471                0.0       0.0     0.000000             0.000000  \n",
       "33288638                0.0       0.0     0.000000             0.000000  \n",
       "\n",
       "[9962 rows x 31 columns]"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "book_tag_table_pc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Auto tag filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {},
   "outputs": [],
   "source": [
    "def drop_correlated_features(df, threshold=0.95):\n",
    "    # calculate correlation matrix between columns\n",
    "    corr_matrix = df.corr()\n",
    "\n",
    "    # Select upper triangle of correlation matrix\n",
    "    upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool))\n",
    "\n",
    "    # Find index of feature columns with correlation greater than threshold\n",
    "    to_drop = [column for column in upper.columns if any(upper[column] > threshold)]\n",
    "\n",
    "    # drop correlated columns\n",
    "    filtered_df = df.drop(df[to_drop], axis=1)\n",
    "\n",
    "    return filtered_df\n",
    "\n",
    "def calculate_correlation_matrix():\n",
    "    # Load data\n",
    "    # ratings_df = load_data('data/ratings.csv')\n",
    "    books_df = load_data('data/books.csv')\n",
    "    tags_df = load_data('data/tags.csv')\n",
    "    book_tags = load_data('data/book_tags.csv')\n",
    "    \n",
    "    # selected_tags = None \n",
    "    # 99% corr \n",
    "    selected_tags = [  236,   240,   248,   251,   254,   261,   272,   509,   617,\n",
    "              671,   698,   711,   747,   751,   753,   780,   783,   785,\n",
    "              805,   831,   833,   895,   923,   941,  1010,  1078,  1128,\n",
    "             1416,  1499,  1540,  1542,  1642,  1659,  1691,  2056,  2271,\n",
    "             2305,  2538,  2852,  3371,  3379,  3389,  3392,  4615,  5090,\n",
    "             5207,  5481,  7725,  8055,  8517,  8717,  9221, 10093, 10197,\n",
    "            10210, 11557, 11590, 11743, 15048, 25149, 25152, 30574, 32586]\n",
    "#     # 95% corr\n",
    "#     selected_tags = [  236,   248,   254,   261,   272,   509,   698,   711,   747,\n",
    "#               751,   753,   783,   785,  1416,  1499,  1642,  1659,  1691,\n",
    "#              2056,  2305,  2538,  5207,  8717, 11557, 30574]\n",
    "\n",
    "    # select only tags used more than 5k times\n",
    "    tag_counts = pd.merge(book_tags, tags_df, on='tag_id').groupby('tag_id')['count'].sum()\\\n",
    "        .sort_values(ascending=False)\n",
    "    top_tags = tag_counts[tag_counts>5000]\n",
    "\n",
    "    # apply filter\n",
    "    filtered_book_tags = book_tags[book_tags['tag_id'].isin(top_tags.index)]\n",
    "\n",
    "    # aggregate to remove duplicate tags\n",
    "    grouped_book_tags = filtered_book_tags.groupby(['goodreads_book_id','tag_id'])['count'].sum().reset_index()\n",
    "\n",
    "    # pivot tables (books x tags)\n",
    "    pivoted_book_table = grouped_book_tags.pivot('goodreads_book_id','tag_id','count')\n",
    "\n",
    "    filtered_pivoted_book_table = pivoted_book_table[selected_tags]\n",
    "    # filtered_pivoted_book_table = drop_correlated_features(pivoted_book_table)\n",
    "\n",
    "    # change table from count to binary (1 or 0)\n",
    "    book_tag_table = (filtered_pivoted_book_table>0).astype(int)\n",
    "\n",
    "    # calculate correlation matrix between books\n",
    "    correlation_matrix = pd.DataFrame(np.corrcoef(book_tag_table), index=book_tag_table.index\\\n",
    "                                      , columns=book_tag_table.index)\n",
    "\n",
    "    return correlation_matrix#, filtered_pivoted_book_table.columns\n",
    "\n",
    "def save_correlation_matrix(correlation_matrix):\n",
    "    correlation_matrix.to_csv('data/correlation_matrix.csv')\n",
    "    return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.2 s, sys: 459 ms, total: 2.66 s\n",
      "Wall time: 2.55 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "correlation_matrix = calculate_correlation_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 496,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_top_books(x):\n",
    "    return x.sort_values(ascending=False).index\n",
    "\n",
    "top_books = correlation_matrix.apply(get_top_books).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 502,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_books.to_csv('data/top_books.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 495,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.959766</td>\n",
       "      <td>0.922531</td>\n",
       "      <td>0.786871</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.783818</td>\n",
       "      <td>0.592796</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.720017</td>\n",
       "      <td>0.489925</td>\n",
       "      <td>0.701253</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.664894</td>\n",
       "      <td>0.282858</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.489925</td>\n",
       "      <td>0.769444</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.360997</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.272118</td>\n",
       "      <td>0.261052</td>\n",
       "      <td>0.367041</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.761088</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.664894</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.501329</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.483292</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.261052</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.143032</td>\n",
       "      <td>0.251604</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.108063</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.302535</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.615635</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.305280</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.693702</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.617960</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.828411</td>\n",
       "      <td>0.644685</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.644801</td>\n",
       "      <td>0.668676</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.459907</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.615635</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.404054</td>\n",
       "      <td>0.345310</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.719338</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.761088</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.670424</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.581117</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.713305</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.218124</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.693707</td>\n",
       "      <td>0.423376</td>\n",
       "      <td>0.423376</td>\n",
       "      <td>0.761088</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.246011</td>\n",
       "      <td>0.526345</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.693702</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.257855</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.596170</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.305280</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.434615</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.513486</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.305280</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.283641</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.384689</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.329787</td>\n",
       "      <td>0.276759</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.513486</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.283641</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.596170</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.392892</td>\n",
       "      <td>0.261052</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.600033</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.285394</td>\n",
       "      <td>0.828411</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.713305</td>\n",
       "      <td>0.615635</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.431839</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.218124</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.423376</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.434615</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.701253</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.293216</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.218124</td>\n",
       "      <td>0.337546</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.621955</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.358780</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.239249</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.542161</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.465907</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.276759</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.621955</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.578941</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.252242</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.526345</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.526345</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.337546</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.384689</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.578941</td>\n",
       "      <td>0.272118</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.307142</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.293216</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.307142</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.412269</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.673722</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.360997</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.673722</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.283641</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.542161</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.360997</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.542161</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.620501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.565269</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.466705</td>\n",
       "      <td>0.190764</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.539949</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.327327</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.418461</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.172337</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.324102</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.296994</td>\n",
       "      <td>0.625605</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.280306</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.265306</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.131036</td>\n",
       "      <td>0.094785</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.518563</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.625605</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.615794</td>\n",
       "      <td>0.518563</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.707236</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.593944</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.357592</td>\n",
       "      <td>0.290227</td>\n",
       "      <td>0.593944</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.421332</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.387865</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.277160</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.615794</td>\n",
       "      <td>0.302126</td>\n",
       "      <td>0.540062</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.296972</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.149404</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.540816</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.357592</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.369494</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.619720</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.707236</td>\n",
       "      <td>0.558738</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.331271</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.302126</td>\n",
       "      <td>0.540816</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.540062</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.394709</td>\n",
       "      <td>0.213434</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.619720</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.602764</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.540816</td>\n",
       "      <td>0.476910</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.369494</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.397467</td>\n",
       "      <td>0.277160</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.239046</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.649614</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.593944</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.649614</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>...</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.397467</td>\n",
       "      <td>0.397467</td>\n",
       "      <td>0.231086</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.070491</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.560095</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.253546</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.560095</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.367106</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.367106</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.172337</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.407718</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.172337</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.064704</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.213434</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.084515</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.131036</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.425567</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.231086</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.269975</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.520778</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.269975</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.169031</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.367106</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.269975</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.149793</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.107990</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.149793</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.131036</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.231086</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.147895</td>\n",
       "      <td>0.127589</td>\n",
       "      <td>0.084515</td>\n",
       "      <td>0.169031</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.253546</td>\n",
       "      <td>0.373655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.959766</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.961204</td>\n",
       "      <td>0.835599</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.750402</td>\n",
       "      <td>0.617646</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.627672</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.679876</td>\n",
       "      <td>0.467793</td>\n",
       "      <td>0.667680</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.262781</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.467793</td>\n",
       "      <td>0.727424</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.328719</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.237842</td>\n",
       "      <td>0.304813</td>\n",
       "      <td>0.342586</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.802888</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.455287</td>\n",
       "      <td>0.578874</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.436426</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.229800</td>\n",
       "      <td>0.660917</td>\n",
       "      <td>0.185847</td>\n",
       "      <td>0.216754</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.154788</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.274936</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.662037</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.268398</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.603307</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.727424</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.653149</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.793251</td>\n",
       "      <td>0.616665</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.603307</td>\n",
       "      <td>0.627672</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.433653</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.436061</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.632152</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.379780</td>\n",
       "      <td>0.323089</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.749493</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.723730</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.632152</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.677749</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.662037</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.802888</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.632152</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.220381</td>\n",
       "      <td>0.557442</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.727424</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.240218</td>\n",
       "      <td>0.578874</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.568175</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.268398</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.412559</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.603307</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.252861</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.355499</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.302535</td>\n",
       "      <td>0.248782</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.252861</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.568175</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.422787</td>\n",
       "      <td>0.229800</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.629703</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.436061</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.319847</td>\n",
       "      <td>0.793251</td>\n",
       "      <td>0.660917</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.677749</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.707236</td>\n",
       "      <td>0.411873</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.396941</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.412559</td>\n",
       "      <td>0.301775</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.436061</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.679876</td>\n",
       "      <td>0.667680</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>...</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.391812</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.301775</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.185847</td>\n",
       "      <td>0.304813</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.507296</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.507296</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.319847</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.207499</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.391812</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.422787</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.248782</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.535743</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.223858</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.485181</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.485181</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.304813</td>\n",
       "      <td>0.507296</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.355499</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.535743</td>\n",
       "      <td>0.237842</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.276805</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.276805</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.371258</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.629703</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.328719</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.629703</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.252861</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.328719</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.391812</td>\n",
       "      <td>0.301775</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.584094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.922531</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.961204</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.883883</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.719401</td>\n",
       "      <td>0.642575</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.661519</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.636396</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.243855</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.761078</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.298142</td>\n",
       "      <td>0.254890</td>\n",
       "      <td>0.205196</td>\n",
       "      <td>0.273760</td>\n",
       "      <td>0.319569</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.277014</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.844444</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.481932</td>\n",
       "      <td>0.615118</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.391965</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.200055</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.155043</td>\n",
       "      <td>0.183521</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.126351</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.248782</td>\n",
       "      <td>0.498527</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.632577</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.636107</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.688098</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.688098</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.760639</td>\n",
       "      <td>0.590650</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.498527</td>\n",
       "      <td>0.588006</td>\n",
       "      <td>0.636396</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.670820</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.356998</td>\n",
       "      <td>0.302193</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.707925</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.688889</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.498527</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.632577</td>\n",
       "      <td>0.458929</td>\n",
       "      <td>0.458929</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.588006</td>\n",
       "      <td>0.196038</td>\n",
       "      <td>0.588295</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.688098</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.542108</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.391965</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.542108</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.381914</td>\n",
       "      <td>0.200055</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.659296</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.282843</td>\n",
       "      <td>0.760639</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.656218</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.393292</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.391965</td>\n",
       "      <td>0.273424</td>\n",
       "      <td>0.349983</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.349983</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.549947</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.715988</td>\n",
       "      <td>0.718892</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>...</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.299751</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.273424</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.250217</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.540366</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.540366</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.250217</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.254890</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.452267</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.565685</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.196865</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.517294</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.517294</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.540366</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.565685</td>\n",
       "      <td>0.277014</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.250217</td>\n",
       "      <td>0.323498</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.323498</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.402830</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.349983</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.659296</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.659296</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.299751</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.298142</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.299751</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.656218</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.273424</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.549947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.786871</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.835599</td>\n",
       "      <td>0.883883</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.543776</td>\n",
       "      <td>0.567962</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.515470</td>\n",
       "      <td>0.559124</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.273162</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>-0.015215</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.659803</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.136978</td>\n",
       "      <td>0.155977</td>\n",
       "      <td>0.137738</td>\n",
       "      <td>0.203372</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.155977</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.718892</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.401123</td>\n",
       "      <td>0.504989</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.309141</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.149404</td>\n",
       "      <td>0.212676</td>\n",
       "      <td>0.059562</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.098669</td>\n",
       "      <td>0.061280</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.350175</td>\n",
       "      <td>0.137738</td>\n",
       "      <td>0.344265</td>\n",
       "      <td>0.079962</td>\n",
       "      <td>0.298279</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.451685</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.395285</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.350175</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.536852</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.582396</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.582396</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.369089</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.358780</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.298279</td>\n",
       "      <td>0.393186</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.553399</td>\n",
       "      <td>0.427582</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.135567</td>\n",
       "      <td>0.063134</td>\n",
       "      <td>0.395285</td>\n",
       "      <td>0.613027</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.474342</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.298279</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.451685</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.282277</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.175412</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.451685</td>\n",
       "      <td>0.543776</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.636396</td>\n",
       "      <td>0.282277</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.474342</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.393186</td>\n",
       "      <td>0.016308</td>\n",
       "      <td>0.494881</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.582396</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.212676</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>-0.079057</td>\n",
       "      <td>0.504989</td>\n",
       "      <td>0.212500</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.239046</td>\n",
       "      <td>0.237171</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.331906</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.268957</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.122590</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.079057</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.247881</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.187544</td>\n",
       "      <td>0.141421</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.515470</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.331906</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.287821</td>\n",
       "      <td>0.059562</td>\n",
       "      <td>0.358780</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.212500</td>\n",
       "      <td>0.570189</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.247881</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.175000</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.384502</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.525885</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.372265</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.072548</td>\n",
       "      <td>0.268957</td>\n",
       "      <td>0.098669</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.175412</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.122590</td>\n",
       "      <td>0.119871</td>\n",
       "      <td>0.201074</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.201074</td>\n",
       "      <td>0.247881</td>\n",
       "      <td>0.419371</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.212500</td>\n",
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       "      <td>0.450440</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.294089</td>\n",
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       "      <td>0.223917</td>\n",
       "      <td>0.141421</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.141421</td>\n",
       "      <td>0.419371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 10000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "goodreads_book_id  1         2         3         5         6         8         \\\n",
       "goodreads_book_id                                                               \n",
       "1                  1.000000  0.565269  0.959766  0.922531  0.786871  0.652983   \n",
       "2                  0.565269  1.000000  0.621221  0.676123  0.507972  0.448980   \n",
       "3                  0.959766  0.621221  1.000000  0.961204  0.835599  0.621221   \n",
       "5                  0.922531  0.676123  0.961204  1.000000  0.883883  0.591608   \n",
       "6                  0.786871  0.507972  0.835599  0.883883  1.000000  0.418330   \n",
       "\n",
       "goodreads_book_id  10        11        13        21        24        25        \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.783818  0.592796  0.495728  0.570068  0.593584  0.443400   \n",
       "2                  0.482211  0.466705  0.190764  0.563849  0.524142  0.445521   \n",
       "3                  0.750402  0.617646  0.457121  0.535527  0.554035  0.480397   \n",
       "5                  0.719401  0.642575  0.420651  0.579659  0.589165  0.516811   \n",
       "6                  0.543776  0.567962  0.308327  0.444682  0.482382  0.405639   \n",
       "\n",
       "goodreads_book_id  26        27        28        29        30        33        \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.547885  0.593584  0.570264  0.443400  0.497340  0.490534   \n",
       "2                  0.482544  0.524142  0.502924  0.445521  0.389841  0.249167   \n",
       "3                  0.579932  0.627672  0.530214  0.480397  0.466843  0.454838   \n",
       "5                  0.611736  0.661519  0.564288  0.516811  0.438202  0.421169   \n",
       "6                  0.515470  0.559124  0.460677  0.405639  0.273162  0.294089   \n",
       "\n",
       "goodreads_book_id  34        36        50        67        93        98        \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.720017  0.489925  0.701253  0.463821  0.664894  0.282858   \n",
       "2                  0.409346  0.539949  0.687256  0.373655  0.652983  0.327327   \n",
       "3                  0.679876  0.467793  0.667680  0.430449  0.631151  0.262781   \n",
       "5                  0.642283  0.447214  0.636396  0.398981  0.680367  0.243855   \n",
       "6                  0.528616  0.158114  0.475000  0.259248  0.530017 -0.015215   \n",
       "\n",
       "goodreads_book_id  105       106       112       117       119       122       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.680367  0.620501  0.599645  0.631151  0.489925  0.769444   \n",
       "2                  0.507093  0.537698  0.422577  0.449190  0.418461  0.546303   \n",
       "3                  0.644572  0.584094  0.565414  0.597187  0.467793  0.727424   \n",
       "5                  0.611111  0.625430  0.533333  0.565414  0.447214  0.761078   \n",
       "6                  0.471405  0.499433  0.388909  0.415800  0.158114  0.659803   \n",
       "\n",
       "goodreads_book_id  231       249       250       264       275       291       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.490611  0.360997  0.325674  0.272118  0.261052  0.367041   \n",
       "2                  0.480658  0.188982  0.172337  0.268804  0.249167  0.324102   \n",
       "3                  0.457610  0.328719  0.289390  0.237842  0.304813  0.342586   \n",
       "5                  0.503100  0.298142  0.254890  0.205196  0.273760  0.319569   \n",
       "6                  0.363479  0.158114  0.136978  0.155977  0.137738  0.203372   \n",
       "\n",
       "goodreads_book_id  295       304       320       343       348       350       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.518492  0.346655  0.515711  0.495728  0.761088  0.399744   \n",
       "2                  0.524142  0.346844  0.350967  0.268804  0.676123  0.404992   \n",
       "3                  0.480397  0.310935  0.480436  0.457121  0.802888  0.362025   \n",
       "5                  0.516811  0.277014  0.447214  0.420651  0.844444  0.397628   \n",
       "6                  0.405639  0.155977  0.316228  0.308327  0.718892  0.288375   \n",
       "\n",
       "goodreads_book_id  353       355       357       359       360       365       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.664894  0.631151  0.501329  0.542218  0.593584  0.483292   \n",
       "2                  0.565269  0.535206  0.296994  0.625605  0.445521  0.280306   \n",
       "3                  0.631151  0.597187  0.455287  0.578874  0.554035  0.436426   \n",
       "5                  0.680367  0.565414  0.481932  0.615118  0.589165  0.391965   \n",
       "6                  0.530017  0.415800  0.401123  0.504989  0.482382  0.309141   \n",
       "\n",
       "goodreads_book_id  378       386       400       415       424       428       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.603597  0.389841  0.399744  0.261052  0.620501  0.143032   \n",
       "2                  0.482211  0.265306  0.249889  0.169078  0.537698  0.131036   \n",
       "3                  0.573671  0.363175  0.362025  0.229800  0.660917  0.185847   \n",
       "5                  0.545753  0.338062  0.326259  0.200055  0.625430  0.155043   \n",
       "6                  0.359594  0.149404  0.212676  0.059562  0.499433  0.098669   \n",
       "\n",
       "goodreads_book_id  431       432       446       447       449       456       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.251604  0.414040  0.466476  0.108063  0.452657  0.302535   \n",
       "2                  0.094785  0.249167  0.546303  0.169078  0.231455  0.363175   \n",
       "3                  0.216754  0.454838  0.504599  0.154788  0.412920  0.274936   \n",
       "5                  0.183521  0.421169  0.469157  0.126351  0.375291  0.248782   \n",
       "6                  0.061280  0.294089  0.350175  0.137738  0.344265  0.079962   \n",
       "\n",
       "goodreads_book_id  475       597       599       621       629       647       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.552773  0.490534  0.567028  0.603597  0.649524  0.615635   \n",
       "2                  0.518563  0.569525  0.569525  0.576557  0.480658  0.418330   \n",
       "3                  0.524720  0.529851  0.604863  0.662037  0.613444  0.583720   \n",
       "5                  0.498527  0.568579  0.568579  0.632577  0.579659  0.553900   \n",
       "6                  0.298279  0.450440  0.450440  0.451685  0.444682  0.387500   \n",
       "\n",
       "goodreads_book_id  656       662       665       667       668       676       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.620501  0.652983  0.620501  0.599645  0.444398   \n",
       "2                  0.387699  0.537698  0.448980  0.455677  0.422577  0.418330   \n",
       "3                  0.430324  0.584094  0.621221  0.584094  0.565414  0.499760   \n",
       "5                  0.396177  0.625430  0.591608  0.625430  0.533333  0.471405   \n",
       "6                  0.272768  0.499433  0.418330  0.499433  0.388909  0.300000   \n",
       "\n",
       "goodreads_book_id  698       703       706       760       771       816       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.490611  0.305280  0.385482  0.515711  0.603597  0.593584   \n",
       "2                  0.563849  0.308607  0.537698  0.431959  0.482211  0.366900   \n",
       "3                  0.535527  0.268398  0.353627  0.556294  0.573671  0.554035   \n",
       "5                  0.579659  0.304290  0.398981  0.521749  0.545753  0.516811   \n",
       "6                  0.444682  0.193649  0.259248  0.395285  0.359594  0.405639   \n",
       "\n",
       "goodreads_book_id  822       823       825       827       830       840       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.680367  0.680367  0.542218  0.649524  0.570264  0.544893   \n",
       "2                  0.591608  0.591608  0.387699  0.563849  0.580964  0.499191   \n",
       "3                  0.644572  0.644572  0.504599  0.613444  0.603307  0.518806   \n",
       "5                  0.611111  0.611111  0.469157  0.579659  0.636107  0.494498   \n",
       "6                  0.471405  0.471405  0.350175  0.444682  0.536852  0.267104   \n",
       "\n",
       "goodreads_book_id  865       870       880       890       900       902       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.693702  0.444398  0.617960  0.466476  0.599645  0.828411   \n",
       "2                  0.546303  0.507972  0.625605  0.387699  0.422577  0.632653   \n",
       "3                  0.727424  0.499760  0.653149  0.430324  0.565414  0.793251   \n",
       "5                  0.688098  0.471405  0.688098  0.396177  0.533333  0.760639   \n",
       "6                  0.582396  0.300000  0.582396  0.272768  0.388909  0.597614   \n",
       "\n",
       "goodreads_book_id  903       930       952       960       968       976       \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.644685  0.495728  0.497340  0.644801  0.668676  0.570264   \n",
       "2                  0.499191  0.424884  0.477555  0.502924  0.524142  0.580964   \n",
       "3                  0.616665  0.457121  0.466843  0.603307  0.627672  0.530214   \n",
       "5                  0.590650  0.420651  0.518924  0.564288  0.589165  0.564288   \n",
       "6                  0.369089  0.308327  0.358780  0.460677  0.482382  0.460677   \n",
       "\n",
       "goodreads_book_id  998       1005      1032      1052      1067      1078      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.497340  0.459907  0.552773  0.615635  0.490611  0.466843   \n",
       "2                  0.565269  0.615794  0.518563  0.687256  0.480658  0.707236   \n",
       "3                  0.548997  0.433653  0.524720  0.583720  0.457610  0.436061   \n",
       "5                  0.599645  0.498527  0.588006  0.636396  0.503100  0.486256   \n",
       "6                  0.444398  0.298279  0.393186  0.475000  0.363479  0.331841   \n",
       "\n",
       "goodreads_book_id  1097      1103      1110      1171      1191      1192      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.565269  0.593067  0.542218  0.548997  0.404054  0.345310   \n",
       "2                  0.448980  0.593944  0.546303  0.449190  0.357592  0.290227   \n",
       "3                  0.535206  0.632152  0.504599  0.516624  0.379780  0.323089   \n",
       "5                  0.507093  0.670820  0.542137  0.486256  0.356998  0.302193   \n",
       "6                  0.328688  0.553399  0.427582  0.331841  0.135567  0.063134   \n",
       "\n",
       "goodreads_book_id  1202      1232      1241      1274      1295      1301      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.515711  0.719338  0.518924  0.599645  0.761088  0.643522   \n",
       "2                  0.593944  0.502924  0.422577  0.591608  0.422577  0.489435   \n",
       "3                  0.480436  0.749493  0.486256  0.565414  0.723730  0.604863   \n",
       "5                  0.521749  0.707925  0.455556  0.611111  0.688889  0.642283   \n",
       "6                  0.395285  0.613027  0.306413  0.471405  0.553900  0.528616   \n",
       "\n",
       "goodreads_book_id  1303      1305      1307      1319      1362      1371      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.652983  0.670424  0.652983  0.581117  0.552773  0.680367   \n",
       "2                  0.632653  0.512952  0.448980  0.565269  0.421332  0.507093   \n",
       "3                  0.621221  0.632152  0.621221  0.631151  0.524720  0.644572   \n",
       "5                  0.676123  0.596285  0.591608  0.599645  0.498527  0.611111   \n",
       "6                  0.507972  0.474342  0.418330  0.444398  0.298279  0.471405   \n",
       "\n",
       "goodreads_book_id  1375      1381      1420      1426      1427      1428      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.603597  0.713305  0.565269  0.530017  0.463821  0.490611   \n",
       "2                  0.482211  0.535206  0.357143  0.418330  0.373655  0.314276   \n",
       "3                  0.573671  0.677749  0.535206  0.499760  0.507272  0.457610   \n",
       "5                  0.545753  0.644572  0.507093  0.471405  0.474464  0.426542   \n",
       "6                  0.451685  0.499760  0.328688  0.300000  0.339309  0.282277   \n",
       "\n",
       "goodreads_book_id  1430      1431      1519      1524      1540      1554      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.438202  0.218124  0.544893  0.544893  0.693707  0.423376   \n",
       "2                  0.338062  0.209657  0.499191  0.499191  0.576557  0.482211   \n",
       "3                  0.407098  0.259485  0.518806  0.518806  0.662037  0.485306   \n",
       "5                  0.377778  0.227397  0.494498  0.494498  0.632577  0.458929   \n",
       "6                  0.223917  0.175412  0.267104  0.267104  0.451685  0.543776   \n",
       "\n",
       "goodreads_book_id  1591      1617      1618      1622      1624      1625      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.423376  0.761088  0.490611  0.548997  0.570068  0.593067   \n",
       "2                  0.387865  0.591608  0.480658  0.277160  0.480658  0.512952   \n",
       "3                  0.485306  0.802888  0.457610  0.516624  0.535527  0.632152   \n",
       "5                  0.458929  0.766667  0.426542  0.486256  0.579659  0.596285   \n",
       "6                  0.359594  0.636396  0.282277  0.331841  0.444682  0.474342   \n",
       "\n",
       "goodreads_book_id  1627      1633      1635      1715      1823      1824      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.643522  0.530017  0.552773  0.246011  0.526345  0.443400   \n",
       "2                  0.569525  0.507972  0.615794  0.302126  0.540062  0.445521   \n",
       "3                  0.604863  0.499760  0.524720  0.220381  0.557442  0.406760   \n",
       "5                  0.642283  0.553900  0.588006  0.196038  0.588295  0.444458   \n",
       "6                  0.528616  0.387500  0.393186  0.016308  0.494881  0.328897   \n",
       "\n",
       "goodreads_book_id  1842      1845      1846      1848      1849      1852      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.565269  0.693702  0.530017  0.399744  0.495728  0.518492   \n",
       "2                  0.632653  0.546303  0.687256  0.404992  0.580964  0.445521   \n",
       "3                  0.535206  0.727424  0.583720  0.362025  0.530214  0.480397   \n",
       "5                  0.591608  0.688098  0.553900  0.326259  0.564288  0.516811   \n",
       "6                  0.418330  0.582396  0.387500  0.212676  0.460677  0.405639   \n",
       "\n",
       "goodreads_book_id  1869      1875      1885      1897      1898      1911      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.603597  0.257855  0.542218  0.444398  0.620501  0.389841   \n",
       "2                  0.482211  0.296972  0.387699  0.149404  0.537698  0.540816   \n",
       "3                  0.573671  0.240218  0.578874  0.415800  0.584094  0.363175   \n",
       "5                  0.545753  0.223607  0.542137  0.388909  0.625430  0.422577   \n",
       "6                  0.359594 -0.079057  0.504989  0.212500  0.499433  0.239046   \n",
       "\n",
       "goodreads_book_id  1934      1953      1990      2002      2049      2050      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.438354  0.490534  0.378968  0.596170  0.518924  0.378968   \n",
       "2                  0.431959  0.409346  0.308607  0.357592  0.507093  0.385758   \n",
       "3                  0.404577  0.454838  0.340659  0.568175  0.565414  0.412920   \n",
       "5                  0.372678  0.421169  0.304290  0.542108  0.533333  0.375291   \n",
       "6                  0.237171  0.294089  0.193649  0.331906  0.388909  0.268957   \n",
       "\n",
       "goodreads_book_id  2052      2054      2067      2068      2094      2095      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.432167  0.305280  0.544893  0.434615  0.631151  0.513486   \n",
       "2                  0.443942  0.385758  0.499191  0.369494  0.535206  0.576557   \n",
       "3                  0.463777  0.268398  0.518806  0.412559  0.597187  0.485306   \n",
       "5                  0.494975  0.304290  0.494498  0.391965  0.565414  0.545753   \n",
       "6                  0.400000  0.193649  0.267104  0.122590  0.415800  0.359594   \n",
       "\n",
       "goodreads_book_id  2122      2137      2142      2152      2156      2159      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.599645  0.305280  0.466843  0.567028  0.518492  0.463821   \n",
       "2                  0.507093  0.308607  0.621221  0.489435  0.524142  0.619720   \n",
       "3                  0.565414  0.340659  0.516624  0.529851  0.554035  0.430449   \n",
       "5                  0.533333  0.304290  0.565414  0.568579  0.589165  0.474464   \n",
       "6                  0.388909  0.193649  0.415800  0.450440  0.482382  0.339309   \n",
       "\n",
       "goodreads_book_id  2165      2175      2183      2187      2199      2203      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.570264  0.495728  0.283641  0.421191  0.357481  0.384689   \n",
       "2                  0.502924  0.346844  0.188982  0.502924  0.422577  0.449190   \n",
       "3                  0.603307  0.457121  0.252861  0.384028  0.327940  0.355499   \n",
       "5                  0.564288  0.420651  0.223607  0.420651  0.377778  0.407098   \n",
       "6                  0.460677  0.308327  0.079057  0.308327  0.223917  0.247881   \n",
       "\n",
       "goodreads_book_id  2255      2265      2279      2368      2371      2372      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.631151  0.548997  0.329787  0.276759  0.411155  0.463821   \n",
       "2                  0.535206  0.449190  0.477555  0.507093  0.480658  0.455677   \n",
       "3                  0.597187  0.516624  0.302535  0.248782  0.457610  0.430449   \n",
       "5                  0.565414  0.486256  0.357481  0.300000  0.503100  0.474464   \n",
       "6                  0.415800  0.331841  0.187544  0.141421  0.363479  0.339309   \n",
       "\n",
       "goodreads_book_id  2373      2430      2442      2493      2517      2526      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.643522  0.513486  0.643522  0.547885  0.570068  0.643522   \n",
       "2                  0.569525  0.576557  0.569525  0.482544  0.480658  0.489435   \n",
       "3                  0.604863  0.485306  0.604863  0.579932  0.535527  0.604863   \n",
       "5                  0.568579  0.545753  0.642283  0.611736  0.503100  0.568579   \n",
       "6                  0.450440  0.359594  0.528616  0.515470  0.363479  0.450440   \n",
       "\n",
       "goodreads_book_id  2528      2530      2547      2612      2615      2623      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.548997  0.283641  0.548997  0.548997  0.596170  0.490534   \n",
       "2                  0.363175  0.188982  0.449190  0.707236  0.558738  0.409346   \n",
       "3                  0.516624  0.252861  0.516624  0.516624  0.568175  0.454838   \n",
       "5                  0.486256  0.223607  0.486256  0.565414  0.542108  0.421169   \n",
       "6                  0.331841  0.158114  0.331841  0.415800  0.331906  0.294089   \n",
       "\n",
       "goodreads_book_id  2657      2666      2677      2696      2715      2743      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.643522  0.392892  0.261052  0.497340  0.477555  0.444398   \n",
       "2                  0.329257  0.331271  0.169078  0.302126  0.540816  0.328688   \n",
       "3                  0.604863  0.422787  0.229800  0.466843  0.449190  0.415800   \n",
       "5                  0.568579  0.381914  0.200055  0.438202  0.507093  0.388909   \n",
       "6                  0.528616  0.287821  0.059562  0.358780  0.328688  0.212500   \n",
       "\n",
       "goodreads_book_id  2744      2748      2767      2784      2794      2839      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.600033  0.385482  0.466843  0.544893  0.285394  0.828411   \n",
       "2                  0.540062  0.373655  0.449190  0.394709  0.213434  0.632653   \n",
       "3                  0.629703  0.430449  0.436061  0.518806  0.319847  0.793251   \n",
       "5                  0.659296  0.398981  0.407098  0.494498  0.282843  0.760639   \n",
       "6                  0.570189  0.259248  0.247881  0.267104  0.175000  0.597614   \n",
       "\n",
       "goodreads_book_id  2865      2872      2873      2879      2880      2915      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.620501  0.421191  0.518492  0.438202  0.518924  0.649524   \n",
       "2                  0.619720  0.580964  0.602764  0.422577  0.422577  0.563849   \n",
       "3                  0.660917  0.457121  0.554035  0.407098  0.486256  0.613444   \n",
       "5                  0.625430  0.492470  0.589165  0.377778  0.455556  0.656218   \n",
       "6                  0.499433  0.384502  0.482382  0.223917  0.306413  0.525885   \n",
       "\n",
       "goodreads_book_id  2932      2956      2978      2998      3008      3028      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.473815  0.567028  0.518924  0.713305  0.615635  0.444398   \n",
       "2                  0.327440  0.409346  0.422577  0.535206  0.597614  0.507972   \n",
       "3                  0.434661  0.529851  0.486256  0.677749  0.583720  0.415800   \n",
       "5                  0.397628  0.494874  0.455556  0.644572  0.553900  0.471405   \n",
       "6                  0.288375  0.372265  0.306413  0.499760  0.387500  0.300000   \n",
       "\n",
       "goodreads_book_id  3049      3061      3087      3102      3103      3109      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.652983  0.431839  0.378968  0.218124  0.680367  0.530017   \n",
       "2                  0.540816  0.476910  0.385758  0.209657  0.507093  0.597614   \n",
       "3                  0.707236  0.411873  0.412920  0.259485  0.644572  0.499760   \n",
       "5                  0.676123  0.393292  0.375291  0.227397  0.611111  0.553900   \n",
       "6                  0.507972  0.072548  0.268957  0.098669  0.471405  0.387500   \n",
       "\n",
       "goodreads_book_id  3110      3273      3291      3300      3304      3368      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.390733  0.490534  0.423376  0.631151  0.518924  0.434615   \n",
       "2                  0.467001  0.489435  0.482211  0.535206  0.338062  0.369494   \n",
       "3                  0.356049  0.529851  0.396941  0.597187  0.486256  0.412559   \n",
       "5                  0.396177  0.568579  0.372104  0.565414  0.455556  0.391965   \n",
       "6                  0.272768  0.450440  0.175412  0.415800  0.306413  0.122590   \n",
       "\n",
       "goodreads_book_id  3378      3379      3381      3384      3388      3412      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.331699  0.411155  0.421191  0.331699  0.466843  0.620501   \n",
       "2                  0.314276  0.314276  0.424884  0.397467  0.277160  0.455677   \n",
       "3                  0.301775  0.379692  0.457121  0.379692  0.436061  0.584094   \n",
       "5                  0.273424  0.349983  0.420651  0.349983  0.407098  0.549947   \n",
       "6                  0.119871  0.201074  0.308327  0.201074  0.247881  0.419371   \n",
       "\n",
       "goodreads_book_id  3431      3446      3447      3462      3463      3464      \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.570068  0.444398  0.477555  0.567028  0.567028  0.515711   \n",
       "2                  0.480658  0.239046  0.357143  0.649614  0.569525  0.593944   \n",
       "3                  0.535527  0.415800  0.449190  0.604863  0.604863  0.556294   \n",
       "5                  0.579659  0.388909  0.422577  0.642283  0.642283  0.596285   \n",
       "6                  0.444682  0.212500  0.239046  0.528616  0.528616  0.474342   \n",
       "\n",
       "goodreads_book_id  3465      3466      3467      3473      ...  24903919  \\\n",
       "goodreads_book_id                                          ...             \n",
       "1                  0.643522  0.643522  0.701253  0.567028  ...  0.542218   \n",
       "2                  0.569525  0.649614  0.597614  0.489435  ...  0.467001   \n",
       "3                  0.604863  0.679876  0.667680  0.604863  ...  0.504599   \n",
       "5                  0.642283  0.715988  0.718892  0.568579  ...  0.542137   \n",
       "6                  0.528616  0.606791  0.562500  0.450440  ...  0.427582   \n",
       "\n",
       "goodreads_book_id  24911006  24920901  24934065  24937499  24940998  24950845  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.293216  0.438354  0.466476  0.490534  0.390733  0.432167   \n",
       "2                  0.288278  0.188982  0.308397  0.489435  0.467001  0.443942   \n",
       "3                  0.259485  0.404577  0.430324  0.454838  0.356049  0.391812   \n",
       "5                  0.299751  0.372678  0.396177  0.494874  0.396177  0.424264   \n",
       "6                  0.175412  0.237171  0.272768  0.372265  0.272768  0.325000   \n",
       "\n",
       "goodreads_book_id  24961498  24961531  25005214  25010281  25041504  25056528  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.411155  0.411155  0.331699  0.515711  0.452657  0.314991   \n",
       "2                  0.397467  0.397467  0.231086  0.512952  0.462910  0.070491   \n",
       "3                  0.379692  0.379692  0.301775  0.480436  0.412920  0.281774   \n",
       "5                  0.426542  0.426542  0.273424  0.521749  0.446292  0.250217   \n",
       "6                  0.282277  0.282277  0.119871  0.395285  0.344265  0.195361   \n",
       "\n",
       "goodreads_book_id  25065522  25065629  25066591  25066991  25067046  25074850  \\\n",
       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.443400  0.378968  0.438202  0.438202  0.443400   \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
       "1                  0.325674  0.593067  0.542161  0.432167  0.466476  0.390733   \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "\n",
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       "goodreads_book_id                                                               \n",
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       "3                  0.310935  0.434661  0.434661  0.356049  0.412920  0.504599   \n",
       "5                  0.348833  0.468997  0.468997  0.323197  0.446292  0.542137   \n",
       "6                  0.232152  0.364073  0.364073  0.195361  0.344265  0.427582   \n",
       "\n",
       "goodreads_book_id  28698036  28763485  28802599  28815371  28815474  28862528  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.567028  0.443400  0.414040  0.314991  0.368308   \n",
       "2                  0.308397  0.409346  0.288278  0.409346  0.308397  0.288278   \n",
       "3                  0.430324  0.529851  0.406760  0.379825  0.281774  0.333122   \n",
       "5                  0.469157  0.568579  0.444458  0.421169  0.323197  0.299751   \n",
       "6                  0.427582  0.450440  0.328897  0.294089  0.272768  0.175412   \n",
       "\n",
       "goodreads_book_id  28959148  28965131  29008738  29056083  29072594  29103028  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.390733  0.438202  0.542218  0.518492  0.542218  0.463821   \n",
       "2                  0.387699  0.422577  0.387699  0.209657  0.467001  0.373655   \n",
       "3                  0.356049  0.407098  0.504599  0.480397  0.504599  0.430449   \n",
       "5                  0.396177  0.455556  0.469157  0.444458  0.542137  0.474464   \n",
       "6                  0.272768  0.306413  0.350175  0.328897  0.427582  0.339309   \n",
       "\n",
       "goodreads_book_id  29104680  29154543  29236299  29340182  29354916  29367958  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.360997  0.495728  0.490534  0.390733  0.421191  0.497340   \n",
       "2                  0.107990  0.424884  0.409346  0.387699  0.424884  0.389841   \n",
       "3                  0.328719  0.457121  0.454838  0.356049  0.384028  0.466843   \n",
       "5                  0.298142  0.492470  0.421169  0.396177  0.420651  0.518924   \n",
       "6                  0.158114  0.384502  0.294089  0.272768  0.308327  0.444398   \n",
       "\n",
       "goodreads_book_id  29405093  29430007  29430012  29430013  29430788  29437949  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.346655  0.399744  0.421191  0.421191  0.518492  0.399744   \n",
       "2                  0.346844  0.482544  0.346844  0.424884  0.366900  0.327440   \n",
       "3                  0.310935  0.362025  0.384028  0.384028  0.480397  0.362025   \n",
       "5                  0.348833  0.397628  0.420651  0.420651  0.516811  0.397628   \n",
       "6                  0.232152  0.288375  0.308327  0.308327  0.405639  0.288375   \n",
       "\n",
       "goodreads_book_id  29519514  29519517  29610595  29632984  29639736  29780253  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.390733  0.414040  0.368308  0.438354  0.438354  0.463821   \n",
       "2                  0.149793  0.169078  0.131036  0.350967  0.350967  0.373655   \n",
       "3                  0.356049  0.379825  0.333122  0.404577  0.404577  0.430449   \n",
       "5                  0.323197  0.347465  0.299751  0.447214  0.447214  0.474464   \n",
       "6                  0.195361  0.215913  0.175412  0.316228  0.316228  0.339309   \n",
       "\n",
       "goodreads_book_id  29868610  29906980  29925715  29975458  29981261  29991719  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.368308  0.368308  0.414040  0.390733  0.421191  0.495728   \n",
       "2                  0.366900  0.445521  0.329257  0.387699  0.346844  0.346844   \n",
       "3                  0.333122  0.333122  0.379825  0.356049  0.384028  0.457121   \n",
       "5                  0.372104  0.372104  0.421169  0.396177  0.420651  0.492470   \n",
       "6                  0.252154  0.252154  0.294089  0.272768  0.308327  0.384502   \n",
       "\n",
       "goodreads_book_id  30002998  30008702  30065028  30226723  30253700  30253864  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.495728  0.452657  0.570068  0.649524  0.443400  0.443400   \n",
       "2                  0.424884  0.385758  0.231086  0.563849  0.209657  0.366900   \n",
       "3                  0.457121  0.412920  0.535527  0.613444  0.406760  0.406760   \n",
       "5                  0.492470  0.446292  0.503100  0.656218  0.372104  0.444458   \n",
       "6                  0.384502  0.344265  0.363479  0.525885  0.252154  0.328897   \n",
       "\n",
       "goodreads_book_id  30314465  30364931  30555488  30831912  30839185  31140847  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.473815  0.443400  0.346655  0.518492  0.542161  0.518492   \n",
       "2                  0.482544  0.209657  0.346844  0.524142  0.291633  0.288278   \n",
       "3                  0.434661  0.406760  0.310935  0.480397  0.507272  0.480397   \n",
       "5                  0.468997  0.372104  0.348833  0.516811  0.474464  0.444458   \n",
       "6                  0.364073  0.328897  0.232152  0.405639  0.339309  0.328897   \n",
       "\n",
       "goodreads_book_id  31176886  31194270  31538614  31538635  31538647  31845516  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.432167  0.331699  0.463821  0.438202  0.357481  0.414040   \n",
       "2                  0.443942  0.147895  0.127589  0.084515  0.169031  0.409346   \n",
       "3                  0.391812  0.301775  0.430449  0.407098  0.327940  0.379825   \n",
       "5                  0.424264  0.273424  0.398981  0.377778  0.300000  0.421169   \n",
       "6                  0.325000  0.201074  0.259248  0.223917  0.141421  0.294089   \n",
       "\n",
       "goodreads_book_id  32075671  32848471  33288638  \n",
       "goodreads_book_id                                \n",
       "1                  0.599645  0.357481  0.620501  \n",
       "2                  0.507093  0.253546  0.373655  \n",
       "3                  0.565414  0.327940  0.584094  \n",
       "5                  0.611111  0.300000  0.549947  \n",
       "6                  0.471405  0.141421  0.419371  \n",
       "\n",
       "[5 rows x 10000 columns]"
      ]
     },
     "execution_count": 495,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation_matrix.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 504,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_books = pd.read_csv('data/top_books.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1,\n",
       " 3,\n",
       " 136251,\n",
       " 15881,\n",
       " 5,\n",
       " 100915,\n",
       " 537070,\n",
       " 45109,\n",
       " 6609765,\n",
       " 18116,\n",
       " 58893,\n",
       " 84369,\n",
       " 24408,\n",
       " 53496,\n",
       " 3090465,\n",
       " 41865,\n",
       " 3685,\n",
       " 795034,\n",
       " 902,\n",
       " 2839]"
      ]
     },
     "execution_count": 511,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(top_books['1'].iloc[:n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 518,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to be called outside\n",
    "def find_k_similar_books(goodreads_book_id, n=20):\n",
    "    similar_books = list(top_books[str(goodreads_book_id)].iloc[:n])\n",
    "    filtered_books_df = books_df[books_df['goodreads_book_id'].isin(similar_books)].copy()\n",
    "\n",
    "    return filtered_books_df.to_dict(orient='records')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 519,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'book_id': 2,\n",
       "  'goodreads_book_id': 3,\n",
       "  'best_book_id': 3,\n",
       "  'work_id': 4640799,\n",
       "  'books_count': 491,\n",
       "  'isbn': '439554934',\n",
       "  'isbn13': 9780439554930.0,\n",
       "  'authors': 'J.K. Rowling, Mary GrandPré',\n",
       "  'original_publication_year': 1997.0,\n",
       "  'original_title': \"Harry Potter and the Philosopher's Stone\",\n",
       "  'title': \"Harry Potter and the Sorcerer's Stone (Harry Potter, #1)\",\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.44,\n",
       "  'ratings_count': 4602479,\n",
       "  'work_ratings_count': 4800065,\n",
       "  'work_text_reviews_count': 75867,\n",
       "  'ratings_1': 75504,\n",
       "  'ratings_2': 101676,\n",
       "  'ratings_3': 455024,\n",
       "  'ratings_4': 1156318,\n",
       "  'ratings_5': 3011543,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1474154022m/3.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1474154022s/3.jpg'},\n",
       " {'book_id': 3,\n",
       "  'goodreads_book_id': 41865,\n",
       "  'best_book_id': 41865,\n",
       "  'work_id': 3212258,\n",
       "  'books_count': 226,\n",
       "  'isbn': '316015849',\n",
       "  'isbn13': 9780316015840.0,\n",
       "  'authors': 'Stephenie Meyer',\n",
       "  'original_publication_year': 2005.0,\n",
       "  'original_title': 'Twilight',\n",
       "  'title': 'Twilight (Twilight, #1)',\n",
       "  'language_code': 'en-US',\n",
       "  'average_rating': 3.57,\n",
       "  'ratings_count': 3866839,\n",
       "  'work_ratings_count': 3916824,\n",
       "  'work_text_reviews_count': 95009,\n",
       "  'ratings_1': 456191,\n",
       "  'ratings_2': 436802,\n",
       "  'ratings_3': 793319,\n",
       "  'ratings_4': 875073,\n",
       "  'ratings_5': 1355439,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1361039443m/41865.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1361039443s/41865.jpg'},\n",
       " {'book_id': 18,\n",
       "  'goodreads_book_id': 5,\n",
       "  'best_book_id': 5,\n",
       "  'work_id': 2402163,\n",
       "  'books_count': 376,\n",
       "  'isbn': '043965548X',\n",
       "  'isbn13': 9780439655480.0,\n",
       "  'authors': 'J.K. Rowling, Mary GrandPré, Rufus Beck',\n",
       "  'original_publication_year': 1999.0,\n",
       "  'original_title': 'Harry Potter and the Prisoner of Azkaban',\n",
       "  'title': 'Harry Potter and the Prisoner of Azkaban (Harry Potter, #3)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.53,\n",
       "  'ratings_count': 1832823,\n",
       "  'work_ratings_count': 1969375,\n",
       "  'work_text_reviews_count': 36099,\n",
       "  'ratings_1': 6716,\n",
       "  'ratings_2': 20413,\n",
       "  'ratings_3': 166129,\n",
       "  'ratings_4': 509447,\n",
       "  'ratings_5': 1266670,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1499277281m/5.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1499277281s/5.jpg'},\n",
       " {'book_id': 23,\n",
       "  'goodreads_book_id': 15881,\n",
       "  'best_book_id': 15881,\n",
       "  'work_id': 6231171,\n",
       "  'books_count': 398,\n",
       "  'isbn': '439064864',\n",
       "  'isbn13': 9780439064870.0,\n",
       "  'authors': 'J.K. Rowling, Mary GrandPré',\n",
       "  'original_publication_year': 1998.0,\n",
       "  'original_title': 'Harry Potter and the Chamber of Secrets',\n",
       "  'title': 'Harry Potter and the Chamber of Secrets (Harry Potter, #2)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.37,\n",
       "  'ratings_count': 1779331,\n",
       "  'work_ratings_count': 1906199,\n",
       "  'work_text_reviews_count': 34172,\n",
       "  'ratings_1': 8253,\n",
       "  'ratings_2': 42251,\n",
       "  'ratings_3': 242345,\n",
       "  'ratings_4': 548266,\n",
       "  'ratings_5': 1065084,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1474169725m/15881.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1474169725s/15881.jpg'},\n",
       " {'book_id': 25,\n",
       "  'goodreads_book_id': 136251,\n",
       "  'best_book_id': 136251,\n",
       "  'work_id': 2963218,\n",
       "  'books_count': 263,\n",
       "  'isbn': '545010225',\n",
       "  'isbn13': 9780545010220.0,\n",
       "  'authors': 'J.K. Rowling, Mary GrandPré',\n",
       "  'original_publication_year': 2007.0,\n",
       "  'original_title': 'Harry Potter and the Deathly Hallows',\n",
       "  'title': 'Harry Potter and the Deathly Hallows (Harry Potter, #7)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.61,\n",
       "  'ratings_count': 1746574,\n",
       "  'work_ratings_count': 1847395,\n",
       "  'work_text_reviews_count': 51942,\n",
       "  'ratings_1': 9363,\n",
       "  'ratings_2': 22245,\n",
       "  'ratings_3': 113646,\n",
       "  'ratings_4': 383914,\n",
       "  'ratings_5': 1318227,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1474171184m/136251.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1474171184s/136251.jpg'},\n",
       " {'book_id': 27,\n",
       "  'goodreads_book_id': 1,\n",
       "  'best_book_id': 1,\n",
       "  'work_id': 41335427,\n",
       "  'books_count': 275,\n",
       "  'isbn': '439785960',\n",
       "  'isbn13': 9780439785970.0,\n",
       "  'authors': 'J.K. Rowling, Mary GrandPré',\n",
       "  'original_publication_year': 2005.0,\n",
       "  'original_title': 'Harry Potter and the Half-Blood Prince',\n",
       "  'title': 'Harry Potter and the Half-Blood Prince (Harry Potter, #6)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.54,\n",
       "  'ratings_count': 1678823,\n",
       "  'work_ratings_count': 1785676,\n",
       "  'work_text_reviews_count': 27520,\n",
       "  'ratings_1': 7308,\n",
       "  'ratings_2': 21516,\n",
       "  'ratings_3': 136333,\n",
       "  'ratings_4': 459028,\n",
       "  'ratings_5': 1161491,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1361039191m/1.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1361039191s/1.jpg'},\n",
       " {'book_id': 37,\n",
       "  'goodreads_book_id': 100915,\n",
       "  'best_book_id': 100915,\n",
       "  'work_id': 4790821,\n",
       "  'books_count': 474,\n",
       "  'isbn': '60764899',\n",
       "  'isbn13': 9780060764890.0,\n",
       "  'authors': 'C.S. Lewis',\n",
       "  'original_publication_year': 1950.0,\n",
       "  'original_title': 'The Lion, the Witch and the Wardrobe',\n",
       "  'title': 'The Lion, the Witch, and the Wardrobe (Chronicles of Narnia, #1)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.19,\n",
       "  'ratings_count': 1531800,\n",
       "  'work_ratings_count': 1584884,\n",
       "  'work_text_reviews_count': 15186,\n",
       "  'ratings_1': 19309,\n",
       "  'ratings_2': 55542,\n",
       "  'ratings_3': 262038,\n",
       "  'ratings_4': 513366,\n",
       "  'ratings_5': 734629,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1353029077m/100915.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1353029077s/100915.jpg'},\n",
       " {'book_id': 245,\n",
       "  'goodreads_book_id': 2839,\n",
       "  'best_book_id': 2839,\n",
       "  'work_id': 2237401,\n",
       "  'books_count': 125,\n",
       "  'isbn': '439366771',\n",
       "  'isbn13': 9780439366780.0,\n",
       "  'authors': 'Katherine Paterson',\n",
       "  'original_publication_year': 1977.0,\n",
       "  'original_title': 'Bridge to Terabithia',\n",
       "  'title': 'Bridge to Terabithia',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 3.98,\n",
       "  'ratings_count': 337644,\n",
       "  'work_ratings_count': 353474,\n",
       "  'work_text_reviews_count': 9270,\n",
       "  'ratings_1': 8287,\n",
       "  'ratings_2': 20081,\n",
       "  'ratings_3': 74409,\n",
       "  'ratings_4': 119504,\n",
       "  'ratings_5': 131193,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1327880087m/2839.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1327880087s/2839.jpg'},\n",
       " {'book_id': 497,\n",
       "  'goodreads_book_id': 3685,\n",
       "  'best_book_id': 3685,\n",
       "  'work_id': 4639714,\n",
       "  'books_count': 1033,\n",
       "  'isbn': '439228905',\n",
       "  'isbn13': 9780439228910.0,\n",
       "  'authors': 'Anna Sewell',\n",
       "  'original_publication_year': 1877.0,\n",
       "  'original_title': 'Black Beauty',\n",
       "  'title': 'Black Beauty',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 3.94,\n",
       "  'ratings_count': 183255,\n",
       "  'work_ratings_count': 195205,\n",
       "  'work_text_reviews_count': 3377,\n",
       "  'ratings_1': 3633,\n",
       "  'ratings_2': 11665,\n",
       "  'ratings_3': 47165,\n",
       "  'ratings_4': 62472,\n",
       "  'ratings_5': 70270,\n",
       "  'image_url': 'https://s.gr-assets.com/assets/nophoto/book/111x148-bcc042a9c91a29c1d680899eff700a03.png',\n",
       "  'small_image_url': 'https://s.gr-assets.com/assets/nophoto/book/50x75-a91bf249278a81aabab721ef782c4a74.png'},\n",
       " {'book_id': 641,\n",
       "  'goodreads_book_id': 84369,\n",
       "  'best_book_id': 84369,\n",
       "  'work_id': 1059917,\n",
       "  'books_count': 245,\n",
       "  'isbn': '7202326',\n",
       "  'isbn13': 9780007202320.0,\n",
       "  'authors': 'C.S. Lewis',\n",
       "  'original_publication_year': 1956.0,\n",
       "  'original_title': 'The Last Battle',\n",
       "  'title': 'The Last Battle (Chronicles of Narnia, #7)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.02,\n",
       "  'ratings_count': 158701,\n",
       "  'work_ratings_count': 174641,\n",
       "  'work_text_reviews_count': 4156,\n",
       "  'ratings_1': 3501,\n",
       "  'ratings_2': 10243,\n",
       "  'ratings_3': 35440,\n",
       "  'ratings_4': 54778,\n",
       "  'ratings_5': 70679,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1308814830m/84369.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1308814830s/84369.jpg'},\n",
       " {'book_id': 707,\n",
       "  'goodreads_book_id': 53496,\n",
       "  'best_book_id': 53496,\n",
       "  'work_id': 1237212,\n",
       "  'books_count': 65,\n",
       "  'isbn': '60739495',\n",
       "  'isbn13': 9780060739490.0,\n",
       "  'authors': 'Sharon Creech',\n",
       "  'original_publication_year': 1994.0,\n",
       "  'original_title': 'Walk Two Moons',\n",
       "  'title': 'Walk Two Moons',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 3.95,\n",
       "  'ratings_count': 129350,\n",
       "  'work_ratings_count': 132970,\n",
       "  'work_text_reviews_count': 5530,\n",
       "  'ratings_1': 3251,\n",
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       "  'ratings_5': 48930,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1389035862m/53496.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1389035862s/53496.jpg'},\n",
       " {'book_id': 857,\n",
       "  'goodreads_book_id': 902,\n",
       "  'best_book_id': 902,\n",
       "  'work_id': 869832,\n",
       "  'books_count': 38,\n",
       "  'isbn': '014240120X',\n",
       "  'isbn13': 9780142401200.0,\n",
       "  'authors': 'Ellen Raskin',\n",
       "  'original_publication_year': 1978.0,\n",
       "  'original_title': 'The Westing Game',\n",
       "  'title': 'The Westing Game',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.03,\n",
       "  'ratings_count': 117108,\n",
       "  'work_ratings_count': 124343,\n",
       "  'work_text_reviews_count': 7814,\n",
       "  'ratings_1': 2682,\n",
       "  'ratings_2': 6710,\n",
       "  'ratings_3': 24165,\n",
       "  'ratings_4': 41664,\n",
       "  'ratings_5': 49122,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1356850909m/902.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1356850909s/902.jpg'},\n",
       " {'book_id': 937,\n",
       "  'goodreads_book_id': 18116,\n",
       "  'best_book_id': 18116,\n",
       "  'work_id': 1943518,\n",
       "  'books_count': 81,\n",
       "  'isbn': '440238609',\n",
       "  'isbn13': 9780440238610.0,\n",
       "  'authors': 'Philip Pullman',\n",
       "  'original_publication_year': 2000.0,\n",
       "  'original_title': 'His Dark Materials',\n",
       "  'title': 'His Dark Materials (His Dark Materials #1-3)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.25,\n",
       "  'ratings_count': 88227,\n",
       "  'work_ratings_count': 102040,\n",
       "  'work_text_reviews_count': 4499,\n",
       "  'ratings_1': 1672,\n",
       "  'ratings_2': 3744,\n",
       "  'ratings_3': 13475,\n",
       "  'ratings_4': 31455,\n",
       "  'ratings_5': 51694,\n",
       "  'image_url': 'https://s.gr-assets.com/assets/nophoto/book/111x148-bcc042a9c91a29c1d680899eff700a03.png',\n",
       "  'small_image_url': 'https://s.gr-assets.com/assets/nophoto/book/50x75-a91bf249278a81aabab721ef782c4a74.png'},\n",
       " {'book_id': 992,\n",
       "  'goodreads_book_id': 3090465,\n",
       "  'best_book_id': 3090465,\n",
       "  'work_id': 6440505,\n",
       "  'books_count': 36,\n",
       "  'isbn': '739352350',\n",
       "  'isbn13': 9780739352360.0,\n",
       "  'authors': 'Stephenie Meyer, Ilyana Kadushin, Matt Walters',\n",
       "  'original_publication_year': 2005.0,\n",
       "  'original_title': 'The Twilight Saga',\n",
       "  'title': 'The Twilight Saga (Twilight, #1-4)',\n",
       "  'language_code': nan,\n",
       "  'average_rating': 3.88,\n",
       "  'ratings_count': 89204,\n",
       "  'work_ratings_count': 96811,\n",
       "  'work_text_reviews_count': 3641,\n",
       "  'ratings_1': 7478,\n",
       "  'ratings_2': 7649,\n",
       "  'ratings_3': 16077,\n",
       "  'ratings_4': 23209,\n",
       "  'ratings_5': 42398,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1327930511m/3090465.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1327930511s/3090465.jpg'},\n",
       " {'book_id': 1558,\n",
       "  'goodreads_book_id': 6609765,\n",
       "  'best_book_id': 6609765,\n",
       "  'work_id': 6803732,\n",
       "  'books_count': 41,\n",
       "  'isbn': '141697170X',\n",
       "  'isbn13': 9781416971700.0,\n",
       "  'authors': 'Sharon M. Draper',\n",
       "  'original_publication_year': 2010.0,\n",
       "  'original_title': 'Out of My Mind',\n",
       "  'title': 'Out of My Mind',\n",
       "  'language_code': 'en-US',\n",
       "  'average_rating': 4.37,\n",
       "  'ratings_count': 63756,\n",
       "  'work_ratings_count': 69573,\n",
       "  'work_text_reviews_count': 10058,\n",
       "  'ratings_1': 547,\n",
       "  'ratings_2': 1483,\n",
       "  'ratings_3': 7956,\n",
       "  'ratings_4': 21472,\n",
       "  'ratings_5': 38115,\n",
       "  'image_url': 'https://s.gr-assets.com/assets/nophoto/book/111x148-bcc042a9c91a29c1d680899eff700a03.png',\n",
       "  'small_image_url': 'https://s.gr-assets.com/assets/nophoto/book/50x75-a91bf249278a81aabab721ef782c4a74.png'},\n",
       " {'book_id': 2382,\n",
       "  'goodreads_book_id': 45109,\n",
       "  'best_book_id': 45109,\n",
       "  'work_id': 2960727,\n",
       "  'books_count': 52,\n",
       "  'isbn': '553582453',\n",
       "  'isbn13': 9780553582450.0,\n",
       "  'authors': 'Robin Hobb',\n",
       "  'original_publication_year': 2002.0,\n",
       "  'original_title': 'The Golden Fool',\n",
       "  'title': 'Golden Fool (Tawny Man, #2)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.32,\n",
       "  'ratings_count': 43700,\n",
       "  'work_ratings_count': 48376,\n",
       "  'work_text_reviews_count': 823,\n",
       "  'ratings_1': 164,\n",
       "  'ratings_2': 776,\n",
       "  'ratings_3': 5853,\n",
       "  'ratings_4': 18214,\n",
       "  'ratings_5': 23369,\n",
       "  'image_url': 'https://s.gr-assets.com/assets/nophoto/book/111x148-bcc042a9c91a29c1d680899eff700a03.png',\n",
       "  'small_image_url': 'https://s.gr-assets.com/assets/nophoto/book/50x75-a91bf249278a81aabab721ef782c4a74.png'},\n",
       " {'book_id': 2935,\n",
       "  'goodreads_book_id': 537070,\n",
       "  'best_book_id': 537070,\n",
       "  'work_id': 2432390,\n",
       "  'books_count': 45,\n",
       "  'isbn': '043979143X',\n",
       "  'isbn13': 9780439791430.0,\n",
       "  'authors': 'Suzanne Collins',\n",
       "  'original_publication_year': 2007.0,\n",
       "  'original_title': 'Gregor and the Code of Claw',\n",
       "  'title': 'Gregor and the Code of Claw (Underland Chronicles, #5)',\n",
       "  'language_code': nan,\n",
       "  'average_rating': 4.25,\n",
       "  'ratings_count': 33286,\n",
       "  'work_ratings_count': 35387,\n",
       "  'work_text_reviews_count': 1624,\n",
       "  'ratings_1': 645,\n",
       "  'ratings_2': 990,\n",
       "  'ratings_3': 4751,\n",
       "  'ratings_4': 11340,\n",
       "  'ratings_5': 17661,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1365854331m/537070.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1365854331s/537070.jpg'},\n",
       " {'book_id': 6374,\n",
       "  'goodreads_book_id': 58893,\n",
       "  'best_book_id': 58893,\n",
       "  'work_id': 3353659,\n",
       "  'books_count': 23,\n",
       "  'isbn': '590554115',\n",
       "  'isbn13': 9780590554110.0,\n",
       "  'authors': 'Tamora Pierce',\n",
       "  'original_publication_year': 1999.0,\n",
       "  'original_title': \"Briar's Book\",\n",
       "  'title': \"Briar's Book (Circle of Magic, #4)\",\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.14,\n",
       "  'ratings_count': 23152,\n",
       "  'work_ratings_count': 24366,\n",
       "  'work_text_reviews_count': 358,\n",
       "  'ratings_1': 140,\n",
       "  'ratings_2': 784,\n",
       "  'ratings_3': 4797,\n",
       "  'ratings_4': 8442,\n",
       "  'ratings_5': 10203,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1481568171m/58893.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1481568171s/58893.jpg'},\n",
       " {'book_id': 7258,\n",
       "  'goodreads_book_id': 795034,\n",
       "  'best_book_id': 795034,\n",
       "  'work_id': 19075137,\n",
       "  'books_count': 40,\n",
       "  'isbn': '886775981',\n",
       "  'isbn13': 9780886775990.0,\n",
       "  'authors': 'Tad Williams',\n",
       "  'original_publication_year': 1993.0,\n",
       "  'original_title': 'To Green Angel Tower (Siege)',\n",
       "  'title': 'To Green Angel Tower, Part 1 (Memory, Sorrow, and Thorn, #3; Part 1)',\n",
       "  'language_code': 'en-US',\n",
       "  'average_rating': 4.18,\n",
       "  'ratings_count': 13830,\n",
       "  'work_ratings_count': 15138,\n",
       "  'work_text_reviews_count': 154,\n",
       "  'ratings_1': 142,\n",
       "  'ratings_2': 484,\n",
       "  'ratings_3': 2479,\n",
       "  'ratings_4': 5398,\n",
       "  'ratings_5': 6635,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1309992858m/795034.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1309992858s/795034.jpg'},\n",
       " {'book_id': 7714,\n",
       "  'goodreads_book_id': 24408,\n",
       "  'best_book_id': 24408,\n",
       "  'work_id': 2846541,\n",
       "  'books_count': 32,\n",
       "  'isbn': '395137195',\n",
       "  'isbn13': 9780395137190.0,\n",
       "  'authors': 'Elizabeth George Speare',\n",
       "  'original_publication_year': 1961.0,\n",
       "  'original_title': 'The Bronze Bow',\n",
       "  'title': 'The Bronze Bow',\n",
       "  'language_code': 'en-US',\n",
       "  'average_rating': 3.93,\n",
       "  'ratings_count': 15507,\n",
       "  'work_ratings_count': 16325,\n",
       "  'work_text_reviews_count': 1465,\n",
       "  'ratings_1': 487,\n",
       "  'ratings_2': 977,\n",
       "  'ratings_3': 3406,\n",
       "  'ratings_4': 5729,\n",
       "  'ratings_5': 5726,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1369712582m/24408.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1369712582s/24408.jpg'}]"
      ]
     },
     "execution_count": 519,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_k_similar_books(1,20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16.3 s, sys: 612 ms, total: 16.9 s\n",
      "Wall time: 17.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "correlation_matrix, selected_tags = calculate_correlation_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [],
   "source": [
    "correlation_matrix = load_data('data/correlation_matrix.csv')\n",
    "correlation_matrix.set_index('goodreads_book_id', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "metadata": {},
   "outputs": [
    {
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       "      <th>3028</th>\n",
       "      <th>3049</th>\n",
       "      <th>3061</th>\n",
       "      <th>3087</th>\n",
       "      <th>3102</th>\n",
       "      <th>3103</th>\n",
       "      <th>3109</th>\n",
       "      <th>3110</th>\n",
       "      <th>3273</th>\n",
       "      <th>3291</th>\n",
       "      <th>3300</th>\n",
       "      <th>3304</th>\n",
       "      <th>3368</th>\n",
       "      <th>3378</th>\n",
       "      <th>3379</th>\n",
       "      <th>3381</th>\n",
       "      <th>3384</th>\n",
       "      <th>3388</th>\n",
       "      <th>3412</th>\n",
       "      <th>3431</th>\n",
       "      <th>3446</th>\n",
       "      <th>3447</th>\n",
       "      <th>3462</th>\n",
       "      <th>3463</th>\n",
       "      <th>3464</th>\n",
       "      <th>3465</th>\n",
       "      <th>3466</th>\n",
       "      <th>3467</th>\n",
       "      <th>3473</th>\n",
       "      <th>...</th>\n",
       "      <th>24903919</th>\n",
       "      <th>24911006</th>\n",
       "      <th>24920901</th>\n",
       "      <th>24934065</th>\n",
       "      <th>24937499</th>\n",
       "      <th>24940998</th>\n",
       "      <th>24950845</th>\n",
       "      <th>24961498</th>\n",
       "      <th>24961531</th>\n",
       "      <th>25005214</th>\n",
       "      <th>25010281</th>\n",
       "      <th>25041504</th>\n",
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       "      <th>25065522</th>\n",
       "      <th>25065629</th>\n",
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       "      <th>25066991</th>\n",
       "      <th>25067046</th>\n",
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       "      <th>25104491</th>\n",
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       "      <th>25131600</th>\n",
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       "      <th>25242224</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>goodreads_book_id</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.959766</td>\n",
       "      <td>0.922531</td>\n",
       "      <td>0.786871</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.783818</td>\n",
       "      <td>0.592796</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.720017</td>\n",
       "      <td>0.489925</td>\n",
       "      <td>0.701253</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.664894</td>\n",
       "      <td>0.282858</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.489925</td>\n",
       "      <td>0.769444</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.360997</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.272118</td>\n",
       "      <td>0.261052</td>\n",
       "      <td>0.367041</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.761088</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.664894</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.501329</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.483292</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.261052</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.143032</td>\n",
       "      <td>0.251604</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.108063</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.302535</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.615635</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.305280</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.693702</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.617960</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.828411</td>\n",
       "      <td>0.644685</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.644801</td>\n",
       "      <td>0.668676</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.459907</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.615635</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.404054</td>\n",
       "      <td>0.345310</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.719338</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.761088</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.670424</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.581117</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.713305</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.218124</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.693707</td>\n",
       "      <td>0.423376</td>\n",
       "      <td>0.423376</td>\n",
       "      <td>0.761088</td>\n",
       "      <td>0.490611</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.552773</td>\n",
       "      <td>0.246011</td>\n",
       "      <td>0.526345</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.693702</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.603597</td>\n",
       "      <td>0.257855</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.596170</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.305280</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.434615</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.513486</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.305280</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.283641</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.384689</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.329787</td>\n",
       "      <td>0.276759</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.513486</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.283641</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.596170</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.392892</td>\n",
       "      <td>0.261052</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.600033</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.544893</td>\n",
       "      <td>0.285394</td>\n",
       "      <td>0.828411</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.713305</td>\n",
       "      <td>0.615635</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.431839</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.218124</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.423376</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.434615</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.620501</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.643522</td>\n",
       "      <td>0.701253</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.293216</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.218124</td>\n",
       "      <td>0.337546</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.621955</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.358780</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.239249</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.542161</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.465907</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.570264</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.276759</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.621955</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.578941</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.515711</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.252242</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.526345</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.526345</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.337546</td>\n",
       "      <td>0.547885</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.384689</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.578941</td>\n",
       "      <td>0.272118</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.307142</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.293216</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.593584</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.307142</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.412269</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.411155</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.673722</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.378968</td>\n",
       "      <td>0.593067</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.325674</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.360997</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.505554</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.385482</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.673722</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.283641</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.542161</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.466476</td>\n",
       "      <td>0.567028</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.314991</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.542218</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.360997</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.490534</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.497340</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.399744</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.438354</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.368308</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.390733</td>\n",
       "      <td>0.421191</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.495728</td>\n",
       "      <td>0.452657</td>\n",
       "      <td>0.570068</td>\n",
       "      <td>0.649524</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.473815</td>\n",
       "      <td>0.443400</td>\n",
       "      <td>0.346655</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.542161</td>\n",
       "      <td>0.518492</td>\n",
       "      <td>0.432167</td>\n",
       "      <td>0.331699</td>\n",
       "      <td>0.463821</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.414040</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.620501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.565269</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.466705</td>\n",
       "      <td>0.190764</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.539949</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.652983</td>\n",
       "      <td>0.327327</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.418461</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.172337</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.324102</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.296994</td>\n",
       "      <td>0.625605</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.280306</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.265306</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.131036</td>\n",
       "      <td>0.094785</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.518563</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.625605</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.615794</td>\n",
       "      <td>0.518563</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.707236</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.593944</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.357592</td>\n",
       "      <td>0.290227</td>\n",
       "      <td>0.593944</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.448980</td>\n",
       "      <td>0.565269</td>\n",
       "      <td>0.421332</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.387865</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.277160</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.615794</td>\n",
       "      <td>0.302126</td>\n",
       "      <td>0.540062</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.546303</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.296972</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.149404</td>\n",
       "      <td>0.537698</td>\n",
       "      <td>0.540816</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.357592</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.499191</td>\n",
       "      <td>0.369494</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.619720</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.477555</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.576557</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.707236</td>\n",
       "      <td>0.558738</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.331271</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.302126</td>\n",
       "      <td>0.540816</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.540062</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.394709</td>\n",
       "      <td>0.213434</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.619720</td>\n",
       "      <td>0.580964</td>\n",
       "      <td>0.602764</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.540816</td>\n",
       "      <td>0.476910</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.482211</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.369494</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.397467</td>\n",
       "      <td>0.277160</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.239046</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.649614</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.593944</td>\n",
       "      <td>0.569525</td>\n",
       "      <td>0.649614</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>...</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.188982</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.397467</td>\n",
       "      <td>0.397467</td>\n",
       "      <td>0.231086</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.070491</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.560095</td>\n",
       "      <td>0.502924</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.253546</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.560095</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.367106</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.367106</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.172337</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.407718</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.172337</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.064704</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.213434</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.084515</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.229095</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.131036</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.455677</td>\n",
       "      <td>0.425567</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.512952</td>\n",
       "      <td>0.314276</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.231086</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.269975</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.520778</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.269975</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.169031</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.249889</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.268804</td>\n",
       "      <td>0.367106</td>\n",
       "      <td>0.431959</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.480658</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.489435</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.269975</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.249167</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.404992</td>\n",
       "      <td>0.149793</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.308397</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.467001</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.107990</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.389841</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.327440</td>\n",
       "      <td>0.149793</td>\n",
       "      <td>0.169078</td>\n",
       "      <td>0.131036</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.350967</td>\n",
       "      <td>0.373655</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.445521</td>\n",
       "      <td>0.329257</td>\n",
       "      <td>0.387699</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.424884</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.231086</td>\n",
       "      <td>0.563849</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.366900</td>\n",
       "      <td>0.482544</td>\n",
       "      <td>0.209657</td>\n",
       "      <td>0.346844</td>\n",
       "      <td>0.524142</td>\n",
       "      <td>0.291633</td>\n",
       "      <td>0.288278</td>\n",
       "      <td>0.443942</td>\n",
       "      <td>0.147895</td>\n",
       "      <td>0.127589</td>\n",
       "      <td>0.084515</td>\n",
       "      <td>0.169031</td>\n",
       "      <td>0.409346</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.253546</td>\n",
       "      <td>0.373655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.959766</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.961204</td>\n",
       "      <td>0.835599</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.750402</td>\n",
       "      <td>0.617646</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.627672</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.679876</td>\n",
       "      <td>0.467793</td>\n",
       "      <td>0.667680</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.262781</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.467793</td>\n",
       "      <td>0.727424</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.328719</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.237842</td>\n",
       "      <td>0.304813</td>\n",
       "      <td>0.342586</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.802888</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.455287</td>\n",
       "      <td>0.578874</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.436426</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.229800</td>\n",
       "      <td>0.660917</td>\n",
       "      <td>0.185847</td>\n",
       "      <td>0.216754</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.154788</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.274936</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.662037</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.268398</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.603307</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.727424</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.653149</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.793251</td>\n",
       "      <td>0.616665</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.603307</td>\n",
       "      <td>0.627672</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.548997</td>\n",
       "      <td>0.433653</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.436061</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.632152</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.379780</td>\n",
       "      <td>0.323089</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.749493</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.723730</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.632152</td>\n",
       "      <td>0.621221</td>\n",
       "      <td>0.631151</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.677749</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.662037</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.802888</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.632152</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.524720</td>\n",
       "      <td>0.220381</td>\n",
       "      <td>0.557442</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.535206</td>\n",
       "      <td>0.727424</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.573671</td>\n",
       "      <td>0.240218</td>\n",
       "      <td>0.578874</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.363175</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.568175</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.268398</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.412559</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.603307</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.252861</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.355499</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.302535</td>\n",
       "      <td>0.248782</td>\n",
       "      <td>0.457610</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.485306</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.252861</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.516624</td>\n",
       "      <td>0.568175</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.422787</td>\n",
       "      <td>0.229800</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.629703</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.436061</td>\n",
       "      <td>0.518806</td>\n",
       "      <td>0.319847</td>\n",
       "      <td>0.793251</td>\n",
       "      <td>0.660917</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.677749</td>\n",
       "      <td>0.583720</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.707236</td>\n",
       "      <td>0.411873</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.396941</td>\n",
       "      <td>0.597187</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.412559</td>\n",
       "      <td>0.301775</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.436061</td>\n",
       "      <td>0.584094</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.449190</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>0.679876</td>\n",
       "      <td>0.667680</td>\n",
       "      <td>0.604863</td>\n",
       "      <td>...</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.391812</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.301775</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.185847</td>\n",
       "      <td>0.304813</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.507296</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.507296</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.319847</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.207499</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.391812</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.422787</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.530214</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.248782</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.579932</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.535743</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.480436</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.223858</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.485181</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.485181</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.304813</td>\n",
       "      <td>0.507296</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.355499</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.535743</td>\n",
       "      <td>0.237842</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.276805</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.259485</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.554035</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.276805</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.371258</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.379692</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.629703</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.340659</td>\n",
       "      <td>0.556294</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.289390</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.328719</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.463777</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.353627</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.629703</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.252861</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.430324</td>\n",
       "      <td>0.529851</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.281774</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.504599</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.328719</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.454838</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.466843</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.362025</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.404577</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.333122</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.356049</td>\n",
       "      <td>0.384028</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.457121</td>\n",
       "      <td>0.412920</td>\n",
       "      <td>0.535527</td>\n",
       "      <td>0.613444</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.434661</td>\n",
       "      <td>0.406760</td>\n",
       "      <td>0.310935</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.507272</td>\n",
       "      <td>0.480397</td>\n",
       "      <td>0.391812</td>\n",
       "      <td>0.301775</td>\n",
       "      <td>0.430449</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.379825</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.327940</td>\n",
       "      <td>0.584094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.922531</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.961204</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.883883</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.719401</td>\n",
       "      <td>0.642575</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.661519</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.636396</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.243855</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.761078</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.298142</td>\n",
       "      <td>0.254890</td>\n",
       "      <td>0.205196</td>\n",
       "      <td>0.273760</td>\n",
       "      <td>0.319569</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.277014</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.844444</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.680367</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.481932</td>\n",
       "      <td>0.615118</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.391965</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.338062</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.200055</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.155043</td>\n",
       "      <td>0.183521</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.126351</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.248782</td>\n",
       "      <td>0.498527</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.632577</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.636107</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.688098</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.688098</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.760639</td>\n",
       "      <td>0.590650</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.498527</td>\n",
       "      <td>0.588006</td>\n",
       "      <td>0.636396</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.670820</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.356998</td>\n",
       "      <td>0.302193</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.707925</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.688889</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.599645</td>\n",
       "      <td>0.498527</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.632577</td>\n",
       "      <td>0.458929</td>\n",
       "      <td>0.458929</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.588006</td>\n",
       "      <td>0.196038</td>\n",
       "      <td>0.588295</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.591608</td>\n",
       "      <td>0.688098</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.542108</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.391965</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.304290</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.357481</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.545753</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.486256</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.542108</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.381914</td>\n",
       "      <td>0.200055</td>\n",
       "      <td>0.438202</td>\n",
       "      <td>0.507093</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.659296</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.494498</td>\n",
       "      <td>0.282843</td>\n",
       "      <td>0.760639</td>\n",
       "      <td>0.625430</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.656218</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.644572</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.676123</td>\n",
       "      <td>0.393292</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.565414</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.391965</td>\n",
       "      <td>0.273424</td>\n",
       "      <td>0.349983</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.349983</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.549947</td>\n",
       "      <td>0.579659</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.642283</td>\n",
       "      <td>0.715988</td>\n",
       "      <td>0.718892</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>...</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.299751</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.273424</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.250217</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.540366</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.540366</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.250217</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.254890</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.452267</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.611736</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.565685</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.196865</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.517294</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.517294</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.540366</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.407098</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.565685</td>\n",
       "      <td>0.277014</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.250217</td>\n",
       "      <td>0.323498</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.227397</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.589165</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.323498</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.402830</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.596285</td>\n",
       "      <td>0.426542</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.349983</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.659296</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.375291</td>\n",
       "      <td>0.521749</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.326259</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.372678</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.494975</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.659296</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.223607</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.494874</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.568579</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.299751</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.455556</td>\n",
       "      <td>0.469157</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.542137</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.298142</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.518924</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.397628</td>\n",
       "      <td>0.323197</td>\n",
       "      <td>0.347465</td>\n",
       "      <td>0.299751</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.447214</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.396177</td>\n",
       "      <td>0.420651</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.492470</td>\n",
       "      <td>0.446292</td>\n",
       "      <td>0.503100</td>\n",
       "      <td>0.656218</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.468997</td>\n",
       "      <td>0.372104</td>\n",
       "      <td>0.348833</td>\n",
       "      <td>0.516811</td>\n",
       "      <td>0.474464</td>\n",
       "      <td>0.444458</td>\n",
       "      <td>0.424264</td>\n",
       "      <td>0.273424</td>\n",
       "      <td>0.398981</td>\n",
       "      <td>0.377778</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.421169</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.549947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.786871</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.835599</td>\n",
       "      <td>0.883883</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.543776</td>\n",
       "      <td>0.567962</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.515470</td>\n",
       "      <td>0.559124</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.273162</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>-0.015215</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.659803</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.136978</td>\n",
       "      <td>0.155977</td>\n",
       "      <td>0.137738</td>\n",
       "      <td>0.203372</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.155977</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.718892</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.530017</td>\n",
       "      <td>0.415800</td>\n",
       "      <td>0.401123</td>\n",
       "      <td>0.504989</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.309141</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.149404</td>\n",
       "      <td>0.212676</td>\n",
       "      <td>0.059562</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.098669</td>\n",
       "      <td>0.061280</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.350175</td>\n",
       "      <td>0.137738</td>\n",
       "      <td>0.344265</td>\n",
       "      <td>0.079962</td>\n",
       "      <td>0.298279</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.451685</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.395285</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.350175</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.536852</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.582396</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.582396</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.597614</td>\n",
       "      <td>0.369089</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.358780</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.482382</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.298279</td>\n",
       "      <td>0.393186</td>\n",
       "      <td>0.475000</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.553399</td>\n",
       "      <td>0.427582</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.135567</td>\n",
       "      <td>0.063134</td>\n",
       "      <td>0.395285</td>\n",
       "      <td>0.613027</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.553900</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.507972</td>\n",
       "      <td>0.474342</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.298279</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.451685</td>\n",
       "      <td>0.499760</td>\n",
       "      <td>0.328688</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.282277</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.175412</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.451685</td>\n",
       "      <td>0.543776</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>0.636396</td>\n",
       "      <td>0.282277</td>\n",
       "      <td>0.331841</td>\n",
       "      <td>0.444682</td>\n",
       "      <td>0.474342</td>\n",
       "      <td>0.528616</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.393186</td>\n",
       "      <td>0.016308</td>\n",
       "      <td>0.494881</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.418330</td>\n",
       "      <td>0.582396</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.212676</td>\n",
       "      <td>0.460677</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.359594</td>\n",
       "      <td>-0.079057</td>\n",
       "      <td>0.504989</td>\n",
       "      <td>0.212500</td>\n",
       "      <td>0.499433</td>\n",
       "      <td>0.239046</td>\n",
       "      <td>0.237171</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.331906</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.268957</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.193649</td>\n",
       "      <td>0.267104</td>\n",
       "      <td>0.122590</td>\n",
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       "      <td>0.528616</td>\n",
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       "      <td>0.562500</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.395285</td>\n",
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       "      <td>0.372265</td>\n",
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       "      <td>0.252154</td>\n",
       "      <td>0.344265</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.344265</td>\n",
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       "      <td>0.384502</td>\n",
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       "      <td>0.400000</td>\n",
       "      <td>0.288375</td>\n",
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       "      <td>0.384502</td>\n",
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       "      <td>0.427582</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.237171</td>\n",
       "      <td>0.388909</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.372265</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.427582</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.570189</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.079057</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.372265</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.215913</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.344265</td>\n",
       "      <td>0.232152</td>\n",
       "      <td>0.364073</td>\n",
       "      <td>0.364073</td>\n",
       "      <td>0.195361</td>\n",
       "      <td>0.344265</td>\n",
       "      <td>0.427582</td>\n",
       "      <td>0.427582</td>\n",
       "      <td>0.450440</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.175412</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.306413</td>\n",
       "      <td>0.350175</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.427582</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.158114</td>\n",
       "      <td>0.384502</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.444398</td>\n",
       "      <td>0.232152</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.288375</td>\n",
       "      <td>0.195361</td>\n",
       "      <td>0.215913</td>\n",
       "      <td>0.175412</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.316228</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.272768</td>\n",
       "      <td>0.308327</td>\n",
       "      <td>0.384502</td>\n",
       "      <td>0.384502</td>\n",
       "      <td>0.344265</td>\n",
       "      <td>0.363479</td>\n",
       "      <td>0.525885</td>\n",
       "      <td>0.252154</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.364073</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.232152</td>\n",
       "      <td>0.405639</td>\n",
       "      <td>0.339309</td>\n",
       "      <td>0.328897</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.201074</td>\n",
       "      <td>0.259248</td>\n",
       "      <td>0.223917</td>\n",
       "      <td>0.141421</td>\n",
       "      <td>0.294089</td>\n",
       "      <td>0.471405</td>\n",
       "      <td>0.141421</td>\n",
       "      <td>0.419371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 10000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          1         2         3         5         6         8  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  1.000000  0.565269  0.959766  0.922531  0.786871  0.652983   \n",
       "2                  0.565269  1.000000  0.621221  0.676123  0.507972  0.448980   \n",
       "3                  0.959766  0.621221  1.000000  0.961204  0.835599  0.621221   \n",
       "5                  0.922531  0.676123  0.961204  1.000000  0.883883  0.591608   \n",
       "6                  0.786871  0.507972  0.835599  0.883883  1.000000  0.418330   \n",
       "\n",
       "                         10        11        13        21        24        25  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.783818  0.592796  0.495728  0.570068  0.593584  0.443400   \n",
       "2                  0.482211  0.466705  0.190764  0.563849  0.524142  0.445521   \n",
       "3                  0.750402  0.617646  0.457121  0.535527  0.554035  0.480397   \n",
       "5                  0.719401  0.642575  0.420651  0.579659  0.589165  0.516811   \n",
       "6                  0.543776  0.567962  0.308327  0.444682  0.482382  0.405639   \n",
       "\n",
       "                         26        27        28        29        30        33  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.547885  0.593584  0.570264  0.443400  0.497340  0.490534   \n",
       "2                  0.482544  0.524142  0.502924  0.445521  0.389841  0.249167   \n",
       "3                  0.579932  0.627672  0.530214  0.480397  0.466843  0.454838   \n",
       "5                  0.611736  0.661519  0.564288  0.516811  0.438202  0.421169   \n",
       "6                  0.515470  0.559124  0.460677  0.405639  0.273162  0.294089   \n",
       "\n",
       "                         34        36        50        67        93        98  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.720017  0.489925  0.701253  0.463821  0.664894  0.282858   \n",
       "2                  0.409346  0.539949  0.687256  0.373655  0.652983  0.327327   \n",
       "3                  0.679876  0.467793  0.667680  0.430449  0.631151  0.262781   \n",
       "5                  0.642283  0.447214  0.636396  0.398981  0.680367  0.243855   \n",
       "6                  0.528616  0.158114  0.475000  0.259248  0.530017 -0.015215   \n",
       "\n",
       "                        105       106       112       117       119       122  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.680367  0.620501  0.599645  0.631151  0.489925  0.769444   \n",
       "2                  0.507093  0.537698  0.422577  0.449190  0.418461  0.546303   \n",
       "3                  0.644572  0.584094  0.565414  0.597187  0.467793  0.727424   \n",
       "5                  0.611111  0.625430  0.533333  0.565414  0.447214  0.761078   \n",
       "6                  0.471405  0.499433  0.388909  0.415800  0.158114  0.659803   \n",
       "\n",
       "                        231       249       250       264       275       291  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.490611  0.360997  0.325674  0.272118  0.261052  0.367041   \n",
       "2                  0.480658  0.188982  0.172337  0.268804  0.249167  0.324102   \n",
       "3                  0.457610  0.328719  0.289390  0.237842  0.304813  0.342586   \n",
       "5                  0.503100  0.298142  0.254890  0.205196  0.273760  0.319569   \n",
       "6                  0.363479  0.158114  0.136978  0.155977  0.137738  0.203372   \n",
       "\n",
       "                        295       304       320       343       348       350  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.518492  0.346655  0.515711  0.495728  0.761088  0.399744   \n",
       "2                  0.524142  0.346844  0.350967  0.268804  0.676123  0.404992   \n",
       "3                  0.480397  0.310935  0.480436  0.457121  0.802888  0.362025   \n",
       "5                  0.516811  0.277014  0.447214  0.420651  0.844444  0.397628   \n",
       "6                  0.405639  0.155977  0.316228  0.308327  0.718892  0.288375   \n",
       "\n",
       "                        353       355       357       359       360       365  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.664894  0.631151  0.501329  0.542218  0.593584  0.483292   \n",
       "2                  0.565269  0.535206  0.296994  0.625605  0.445521  0.280306   \n",
       "3                  0.631151  0.597187  0.455287  0.578874  0.554035  0.436426   \n",
       "5                  0.680367  0.565414  0.481932  0.615118  0.589165  0.391965   \n",
       "6                  0.530017  0.415800  0.401123  0.504989  0.482382  0.309141   \n",
       "\n",
       "                        378       386       400       415       424       428  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.603597  0.389841  0.399744  0.261052  0.620501  0.143032   \n",
       "2                  0.482211  0.265306  0.249889  0.169078  0.537698  0.131036   \n",
       "3                  0.573671  0.363175  0.362025  0.229800  0.660917  0.185847   \n",
       "5                  0.545753  0.338062  0.326259  0.200055  0.625430  0.155043   \n",
       "6                  0.359594  0.149404  0.212676  0.059562  0.499433  0.098669   \n",
       "\n",
       "                        431       432       446       447       449       456  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.251604  0.414040  0.466476  0.108063  0.452657  0.302535   \n",
       "2                  0.094785  0.249167  0.546303  0.169078  0.231455  0.363175   \n",
       "3                  0.216754  0.454838  0.504599  0.154788  0.412920  0.274936   \n",
       "5                  0.183521  0.421169  0.469157  0.126351  0.375291  0.248782   \n",
       "6                  0.061280  0.294089  0.350175  0.137738  0.344265  0.079962   \n",
       "\n",
       "                        475       597       599       621       629       647  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.552773  0.490534  0.567028  0.603597  0.649524  0.615635   \n",
       "2                  0.518563  0.569525  0.569525  0.576557  0.480658  0.418330   \n",
       "3                  0.524720  0.529851  0.604863  0.662037  0.613444  0.583720   \n",
       "5                  0.498527  0.568579  0.568579  0.632577  0.579659  0.553900   \n",
       "6                  0.298279  0.450440  0.450440  0.451685  0.444682  0.387500   \n",
       "\n",
       "                        656       662       665       667       668       676  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.620501  0.652983  0.620501  0.599645  0.444398   \n",
       "2                  0.387699  0.537698  0.448980  0.455677  0.422577  0.418330   \n",
       "3                  0.430324  0.584094  0.621221  0.584094  0.565414  0.499760   \n",
       "5                  0.396177  0.625430  0.591608  0.625430  0.533333  0.471405   \n",
       "6                  0.272768  0.499433  0.418330  0.499433  0.388909  0.300000   \n",
       "\n",
       "                        698       703       706       760       771       816  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.490611  0.305280  0.385482  0.515711  0.603597  0.593584   \n",
       "2                  0.563849  0.308607  0.537698  0.431959  0.482211  0.366900   \n",
       "3                  0.535527  0.268398  0.353627  0.556294  0.573671  0.554035   \n",
       "5                  0.579659  0.304290  0.398981  0.521749  0.545753  0.516811   \n",
       "6                  0.444682  0.193649  0.259248  0.395285  0.359594  0.405639   \n",
       "\n",
       "                        822       823       825       827       830       840  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.680367  0.680367  0.542218  0.649524  0.570264  0.544893   \n",
       "2                  0.591608  0.591608  0.387699  0.563849  0.580964  0.499191   \n",
       "3                  0.644572  0.644572  0.504599  0.613444  0.603307  0.518806   \n",
       "5                  0.611111  0.611111  0.469157  0.579659  0.636107  0.494498   \n",
       "6                  0.471405  0.471405  0.350175  0.444682  0.536852  0.267104   \n",
       "\n",
       "                        865       870       880       890       900       902  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.693702  0.444398  0.617960  0.466476  0.599645  0.828411   \n",
       "2                  0.546303  0.507972  0.625605  0.387699  0.422577  0.632653   \n",
       "3                  0.727424  0.499760  0.653149  0.430324  0.565414  0.793251   \n",
       "5                  0.688098  0.471405  0.688098  0.396177  0.533333  0.760639   \n",
       "6                  0.582396  0.300000  0.582396  0.272768  0.388909  0.597614   \n",
       "\n",
       "                        903       930       952       960       968       976  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.644685  0.495728  0.497340  0.644801  0.668676  0.570264   \n",
       "2                  0.499191  0.424884  0.477555  0.502924  0.524142  0.580964   \n",
       "3                  0.616665  0.457121  0.466843  0.603307  0.627672  0.530214   \n",
       "5                  0.590650  0.420651  0.518924  0.564288  0.589165  0.564288   \n",
       "6                  0.369089  0.308327  0.358780  0.460677  0.482382  0.460677   \n",
       "\n",
       "                        998      1005      1032      1052      1067      1078  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.497340  0.459907  0.552773  0.615635  0.490611  0.466843   \n",
       "2                  0.565269  0.615794  0.518563  0.687256  0.480658  0.707236   \n",
       "3                  0.548997  0.433653  0.524720  0.583720  0.457610  0.436061   \n",
       "5                  0.599645  0.498527  0.588006  0.636396  0.503100  0.486256   \n",
       "6                  0.444398  0.298279  0.393186  0.475000  0.363479  0.331841   \n",
       "\n",
       "                       1097      1103      1110      1171      1191      1192  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.565269  0.593067  0.542218  0.548997  0.404054  0.345310   \n",
       "2                  0.448980  0.593944  0.546303  0.449190  0.357592  0.290227   \n",
       "3                  0.535206  0.632152  0.504599  0.516624  0.379780  0.323089   \n",
       "5                  0.507093  0.670820  0.542137  0.486256  0.356998  0.302193   \n",
       "6                  0.328688  0.553399  0.427582  0.331841  0.135567  0.063134   \n",
       "\n",
       "                       1202      1232      1241      1274      1295      1301  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.515711  0.719338  0.518924  0.599645  0.761088  0.643522   \n",
       "2                  0.593944  0.502924  0.422577  0.591608  0.422577  0.489435   \n",
       "3                  0.480436  0.749493  0.486256  0.565414  0.723730  0.604863   \n",
       "5                  0.521749  0.707925  0.455556  0.611111  0.688889  0.642283   \n",
       "6                  0.395285  0.613027  0.306413  0.471405  0.553900  0.528616   \n",
       "\n",
       "                       1303      1305      1307      1319      1362      1371  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.652983  0.670424  0.652983  0.581117  0.552773  0.680367   \n",
       "2                  0.632653  0.512952  0.448980  0.565269  0.421332  0.507093   \n",
       "3                  0.621221  0.632152  0.621221  0.631151  0.524720  0.644572   \n",
       "5                  0.676123  0.596285  0.591608  0.599645  0.498527  0.611111   \n",
       "6                  0.507972  0.474342  0.418330  0.444398  0.298279  0.471405   \n",
       "\n",
       "                       1375      1381      1420      1426      1427      1428  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.603597  0.713305  0.565269  0.530017  0.463821  0.490611   \n",
       "2                  0.482211  0.535206  0.357143  0.418330  0.373655  0.314276   \n",
       "3                  0.573671  0.677749  0.535206  0.499760  0.507272  0.457610   \n",
       "5                  0.545753  0.644572  0.507093  0.471405  0.474464  0.426542   \n",
       "6                  0.451685  0.499760  0.328688  0.300000  0.339309  0.282277   \n",
       "\n",
       "                       1430      1431      1519      1524      1540      1554  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.438202  0.218124  0.544893  0.544893  0.693707  0.423376   \n",
       "2                  0.338062  0.209657  0.499191  0.499191  0.576557  0.482211   \n",
       "3                  0.407098  0.259485  0.518806  0.518806  0.662037  0.485306   \n",
       "5                  0.377778  0.227397  0.494498  0.494498  0.632577  0.458929   \n",
       "6                  0.223917  0.175412  0.267104  0.267104  0.451685  0.543776   \n",
       "\n",
       "                       1591      1617      1618      1622      1624      1625  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.423376  0.761088  0.490611  0.548997  0.570068  0.593067   \n",
       "2                  0.387865  0.591608  0.480658  0.277160  0.480658  0.512952   \n",
       "3                  0.485306  0.802888  0.457610  0.516624  0.535527  0.632152   \n",
       "5                  0.458929  0.766667  0.426542  0.486256  0.579659  0.596285   \n",
       "6                  0.359594  0.636396  0.282277  0.331841  0.444682  0.474342   \n",
       "\n",
       "                       1627      1633      1635      1715      1823      1824  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.643522  0.530017  0.552773  0.246011  0.526345  0.443400   \n",
       "2                  0.569525  0.507972  0.615794  0.302126  0.540062  0.445521   \n",
       "3                  0.604863  0.499760  0.524720  0.220381  0.557442  0.406760   \n",
       "5                  0.642283  0.553900  0.588006  0.196038  0.588295  0.444458   \n",
       "6                  0.528616  0.387500  0.393186  0.016308  0.494881  0.328897   \n",
       "\n",
       "                       1842      1845      1846      1848      1849      1852  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.565269  0.693702  0.530017  0.399744  0.495728  0.518492   \n",
       "2                  0.632653  0.546303  0.687256  0.404992  0.580964  0.445521   \n",
       "3                  0.535206  0.727424  0.583720  0.362025  0.530214  0.480397   \n",
       "5                  0.591608  0.688098  0.553900  0.326259  0.564288  0.516811   \n",
       "6                  0.418330  0.582396  0.387500  0.212676  0.460677  0.405639   \n",
       "\n",
       "                       1869      1875      1885      1897      1898      1911  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.603597  0.257855  0.542218  0.444398  0.620501  0.389841   \n",
       "2                  0.482211  0.296972  0.387699  0.149404  0.537698  0.540816   \n",
       "3                  0.573671  0.240218  0.578874  0.415800  0.584094  0.363175   \n",
       "5                  0.545753  0.223607  0.542137  0.388909  0.625430  0.422577   \n",
       "6                  0.359594 -0.079057  0.504989  0.212500  0.499433  0.239046   \n",
       "\n",
       "                       1934      1953      1990      2002      2049      2050  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.438354  0.490534  0.378968  0.596170  0.518924  0.378968   \n",
       "2                  0.431959  0.409346  0.308607  0.357592  0.507093  0.385758   \n",
       "3                  0.404577  0.454838  0.340659  0.568175  0.565414  0.412920   \n",
       "5                  0.372678  0.421169  0.304290  0.542108  0.533333  0.375291   \n",
       "6                  0.237171  0.294089  0.193649  0.331906  0.388909  0.268957   \n",
       "\n",
       "                       2052      2054      2067      2068      2094      2095  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.432167  0.305280  0.544893  0.434615  0.631151  0.513486   \n",
       "2                  0.443942  0.385758  0.499191  0.369494  0.535206  0.576557   \n",
       "3                  0.463777  0.268398  0.518806  0.412559  0.597187  0.485306   \n",
       "5                  0.494975  0.304290  0.494498  0.391965  0.565414  0.545753   \n",
       "6                  0.400000  0.193649  0.267104  0.122590  0.415800  0.359594   \n",
       "\n",
       "                       2122      2137      2142      2152      2156      2159  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.599645  0.305280  0.466843  0.567028  0.518492  0.463821   \n",
       "2                  0.507093  0.308607  0.621221  0.489435  0.524142  0.619720   \n",
       "3                  0.565414  0.340659  0.516624  0.529851  0.554035  0.430449   \n",
       "5                  0.533333  0.304290  0.565414  0.568579  0.589165  0.474464   \n",
       "6                  0.388909  0.193649  0.415800  0.450440  0.482382  0.339309   \n",
       "\n",
       "                       2165      2175      2183      2187      2199      2203  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.570264  0.495728  0.283641  0.421191  0.357481  0.384689   \n",
       "2                  0.502924  0.346844  0.188982  0.502924  0.422577  0.449190   \n",
       "3                  0.603307  0.457121  0.252861  0.384028  0.327940  0.355499   \n",
       "5                  0.564288  0.420651  0.223607  0.420651  0.377778  0.407098   \n",
       "6                  0.460677  0.308327  0.079057  0.308327  0.223917  0.247881   \n",
       "\n",
       "                       2255      2265      2279      2368      2371      2372  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.631151  0.548997  0.329787  0.276759  0.411155  0.463821   \n",
       "2                  0.535206  0.449190  0.477555  0.507093  0.480658  0.455677   \n",
       "3                  0.597187  0.516624  0.302535  0.248782  0.457610  0.430449   \n",
       "5                  0.565414  0.486256  0.357481  0.300000  0.503100  0.474464   \n",
       "6                  0.415800  0.331841  0.187544  0.141421  0.363479  0.339309   \n",
       "\n",
       "                       2373      2430      2442      2493      2517      2526  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.643522  0.513486  0.643522  0.547885  0.570068  0.643522   \n",
       "2                  0.569525  0.576557  0.569525  0.482544  0.480658  0.489435   \n",
       "3                  0.604863  0.485306  0.604863  0.579932  0.535527  0.604863   \n",
       "5                  0.568579  0.545753  0.642283  0.611736  0.503100  0.568579   \n",
       "6                  0.450440  0.359594  0.528616  0.515470  0.363479  0.450440   \n",
       "\n",
       "                       2528      2530      2547      2612      2615      2623  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.548997  0.283641  0.548997  0.548997  0.596170  0.490534   \n",
       "2                  0.363175  0.188982  0.449190  0.707236  0.558738  0.409346   \n",
       "3                  0.516624  0.252861  0.516624  0.516624  0.568175  0.454838   \n",
       "5                  0.486256  0.223607  0.486256  0.565414  0.542108  0.421169   \n",
       "6                  0.331841  0.158114  0.331841  0.415800  0.331906  0.294089   \n",
       "\n",
       "                       2657      2666      2677      2696      2715      2743  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.643522  0.392892  0.261052  0.497340  0.477555  0.444398   \n",
       "2                  0.329257  0.331271  0.169078  0.302126  0.540816  0.328688   \n",
       "3                  0.604863  0.422787  0.229800  0.466843  0.449190  0.415800   \n",
       "5                  0.568579  0.381914  0.200055  0.438202  0.507093  0.388909   \n",
       "6                  0.528616  0.287821  0.059562  0.358780  0.328688  0.212500   \n",
       "\n",
       "                       2744      2748      2767      2784      2794      2839  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.600033  0.385482  0.466843  0.544893  0.285394  0.828411   \n",
       "2                  0.540062  0.373655  0.449190  0.394709  0.213434  0.632653   \n",
       "3                  0.629703  0.430449  0.436061  0.518806  0.319847  0.793251   \n",
       "5                  0.659296  0.398981  0.407098  0.494498  0.282843  0.760639   \n",
       "6                  0.570189  0.259248  0.247881  0.267104  0.175000  0.597614   \n",
       "\n",
       "                       2865      2872      2873      2879      2880      2915  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.620501  0.421191  0.518492  0.438202  0.518924  0.649524   \n",
       "2                  0.619720  0.580964  0.602764  0.422577  0.422577  0.563849   \n",
       "3                  0.660917  0.457121  0.554035  0.407098  0.486256  0.613444   \n",
       "5                  0.625430  0.492470  0.589165  0.377778  0.455556  0.656218   \n",
       "6                  0.499433  0.384502  0.482382  0.223917  0.306413  0.525885   \n",
       "\n",
       "                       2932      2956      2978      2998      3008      3028  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.473815  0.567028  0.518924  0.713305  0.615635  0.444398   \n",
       "2                  0.327440  0.409346  0.422577  0.535206  0.597614  0.507972   \n",
       "3                  0.434661  0.529851  0.486256  0.677749  0.583720  0.415800   \n",
       "5                  0.397628  0.494874  0.455556  0.644572  0.553900  0.471405   \n",
       "6                  0.288375  0.372265  0.306413  0.499760  0.387500  0.300000   \n",
       "\n",
       "                       3049      3061      3087      3102      3103      3109  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.652983  0.431839  0.378968  0.218124  0.680367  0.530017   \n",
       "2                  0.540816  0.476910  0.385758  0.209657  0.507093  0.597614   \n",
       "3                  0.707236  0.411873  0.412920  0.259485  0.644572  0.499760   \n",
       "5                  0.676123  0.393292  0.375291  0.227397  0.611111  0.553900   \n",
       "6                  0.507972  0.072548  0.268957  0.098669  0.471405  0.387500   \n",
       "\n",
       "                       3110      3273      3291      3300      3304      3368  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.390733  0.490534  0.423376  0.631151  0.518924  0.434615   \n",
       "2                  0.467001  0.489435  0.482211  0.535206  0.338062  0.369494   \n",
       "3                  0.356049  0.529851  0.396941  0.597187  0.486256  0.412559   \n",
       "5                  0.396177  0.568579  0.372104  0.565414  0.455556  0.391965   \n",
       "6                  0.272768  0.450440  0.175412  0.415800  0.306413  0.122590   \n",
       "\n",
       "                       3378      3379      3381      3384      3388      3412  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.331699  0.411155  0.421191  0.331699  0.466843  0.620501   \n",
       "2                  0.314276  0.314276  0.424884  0.397467  0.277160  0.455677   \n",
       "3                  0.301775  0.379692  0.457121  0.379692  0.436061  0.584094   \n",
       "5                  0.273424  0.349983  0.420651  0.349983  0.407098  0.549947   \n",
       "6                  0.119871  0.201074  0.308327  0.201074  0.247881  0.419371   \n",
       "\n",
       "                       3431      3446      3447      3462      3463      3464  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.570068  0.444398  0.477555  0.567028  0.567028  0.515711   \n",
       "2                  0.480658  0.239046  0.357143  0.649614  0.569525  0.593944   \n",
       "3                  0.535527  0.415800  0.449190  0.604863  0.604863  0.556294   \n",
       "5                  0.579659  0.388909  0.422577  0.642283  0.642283  0.596285   \n",
       "6                  0.444682  0.212500  0.239046  0.528616  0.528616  0.474342   \n",
       "\n",
       "                       3465      3466      3467      3473  ...  24903919  \\\n",
       "goodreads_book_id                                          ...             \n",
       "1                  0.643522  0.643522  0.701253  0.567028  ...  0.542218   \n",
       "2                  0.569525  0.649614  0.597614  0.489435  ...  0.467001   \n",
       "3                  0.604863  0.679876  0.667680  0.604863  ...  0.504599   \n",
       "5                  0.642283  0.715988  0.718892  0.568579  ...  0.542137   \n",
       "6                  0.528616  0.606791  0.562500  0.450440  ...  0.427582   \n",
       "\n",
       "                   24911006  24920901  24934065  24937499  24940998  24950845  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.293216  0.438354  0.466476  0.490534  0.390733  0.432167   \n",
       "2                  0.288278  0.188982  0.308397  0.489435  0.467001  0.443942   \n",
       "3                  0.259485  0.404577  0.430324  0.454838  0.356049  0.391812   \n",
       "5                  0.299751  0.372678  0.396177  0.494874  0.396177  0.424264   \n",
       "6                  0.175412  0.237171  0.272768  0.372265  0.272768  0.325000   \n",
       "\n",
       "                   24961498  24961531  25005214  25010281  25041504  25056528  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.411155  0.411155  0.331699  0.515711  0.452657  0.314991   \n",
       "2                  0.397467  0.397467  0.231086  0.512952  0.462910  0.070491   \n",
       "3                  0.379692  0.379692  0.301775  0.480436  0.412920  0.281774   \n",
       "5                  0.426542  0.426542  0.273424  0.521749  0.446292  0.250217   \n",
       "6                  0.282277  0.282277  0.119871  0.395285  0.344265  0.195361   \n",
       "\n",
       "                   25065522  25065629  25066591  25066991  25067046  25074850  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.218124  0.337546  0.518492  0.473815  0.547885  0.495728   \n",
       "2                  0.288278  0.329257  0.445521  0.482544  0.560095  0.502924   \n",
       "3                  0.185847  0.304813  0.480397  0.434661  0.507296  0.457121   \n",
       "5                  0.227397  0.347465  0.516811  0.468997  0.540366  0.492470   \n",
       "6                  0.098669  0.294089  0.405639  0.364073  0.439772  0.384502   \n",
       "\n",
       "                   25104491  25106926  25111004  25114548  25131600  25142924  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.463821  0.490534  0.421191  0.378968  0.473815  0.593584   \n",
       "2                  0.291633  0.489435  0.268804  0.462910  0.482544  0.524142   \n",
       "3                  0.430449  0.454838  0.384028  0.340659  0.434661  0.554035   \n",
       "5                  0.398981  0.494874  0.420651  0.375291  0.468997  0.589165   \n",
       "6                  0.259248  0.372265  0.384502  0.268957  0.364073  0.482382   \n",
       "\n",
       "                   25152052  25153134  25205422  25222064  25228579  25241477  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.443400  0.378968  0.438202  0.438202  0.443400   \n",
       "2                  0.467001  0.288278  0.385758  0.338062  0.253546  0.366900   \n",
       "3                  0.430324  0.406760  0.340659  0.407098  0.407098  0.406760   \n",
       "5                  0.469157  0.444458  0.375291  0.377778  0.377778  0.444458   \n",
       "6                  0.350175  0.328897  0.268957  0.223917  0.223917  0.328897   \n",
       "\n",
       "                   25242224  25251757  25279165  25293695  25316313  25332115  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.621955  0.346655  0.346655  0.547885  0.463821  0.463821   \n",
       "2                  0.404992  0.346844  0.268804  0.560095  0.291633  0.373655   \n",
       "3                  0.579932  0.310935  0.310935  0.507296  0.430449  0.430449   \n",
       "5                  0.611736  0.348833  0.348833  0.540366  0.398981  0.474464   \n",
       "6                  0.515470  0.232152  0.232152  0.439772  0.259248  0.339309   \n",
       "\n",
       "                   25337081  25372801  25387202  25387351  25422234  25430584  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.518492  0.466476  0.358780  0.473815  0.239249  0.346655   \n",
       "2                  0.445521  0.308397  0.367106  0.404992  0.229095  0.268804   \n",
       "3                  0.480397  0.430324  0.319847  0.434661  0.207499  0.310935   \n",
       "5                  0.516811  0.396177  0.353553  0.468997  0.250217  0.348833   \n",
       "6                  0.405639  0.272768  0.325000  0.364073  0.117954  0.232152   \n",
       "\n",
       "                   25451555  25451852  25454883  25489012  25489025  25489625  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.325674  0.593067  0.542161  0.432167  0.466476  0.390733   \n",
       "2                  0.249889  0.512952  0.291633  0.367106  0.387699  0.387699   \n",
       "3                  0.289390  0.556294  0.507272  0.391812  0.430324  0.356049   \n",
       "5                  0.254890  0.596285  0.474464  0.424264  0.396177  0.396177   \n",
       "6                  0.136978  0.474342  0.339309  0.325000  0.272768  0.272768   \n",
       "\n",
       "                   25494343  25507925  25526965  25527908  25558608  25564446  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.593067  0.421191  0.518492  0.385482  0.542218  0.399744   \n",
       "2                  0.431959  0.268804  0.366900  0.373655  0.467001  0.172337   \n",
       "3                  0.556294  0.384028  0.480397  0.353627  0.504599  0.362025   \n",
       "5                  0.521749  0.420651  0.516811  0.398981  0.542137  0.326259   \n",
       "6                  0.395285  0.308327  0.405639  0.259248  0.427582  0.212676   \n",
       "\n",
       "                   25564665  25573977  25574782  25613617  25614492  25614598  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.452657  0.465907  0.490534  0.570264  0.452657   \n",
       "2                  0.229095  0.385758  0.407718  0.489435  0.346844  0.385758   \n",
       "3                  0.430324  0.412920  0.422787  0.454838  0.530214  0.412920   \n",
       "5                  0.396177  0.446292  0.452267  0.494874  0.564288  0.446292   \n",
       "6                  0.272768  0.344265  0.362441  0.372265  0.460677  0.344265   \n",
       "\n",
       "                   25614984  25624089  25644437  25644601  25663717  25663888  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.276759  0.368308  0.443400  0.621955  0.438354  0.578941   \n",
       "2                  0.338062  0.445521  0.366900  0.404992  0.350967  0.443942   \n",
       "3                  0.248782  0.333122  0.406760  0.579932  0.404577  0.535743   \n",
       "5                  0.300000  0.372104  0.444458  0.611736  0.447214  0.565685   \n",
       "6                  0.223917  0.252154  0.328897  0.515470  0.316228  0.475000   \n",
       "\n",
       "                   25664459  25666046  25671827  25671861  25689074  25690958  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.438354  0.399744  0.421191  0.593067  0.515711  0.414040   \n",
       "2                  0.350967  0.172337  0.346844  0.350967  0.350967  0.329257   \n",
       "3                  0.404577  0.362025  0.384028  0.556294  0.480436  0.379825   \n",
       "5                  0.447214  0.326259  0.420651  0.596285  0.521749  0.421169   \n",
       "6                  0.316228  0.212676  0.308327  0.553399  0.395285  0.294089   \n",
       "\n",
       "                   25693079  25711641  25733983  25733990  25734248  25735012  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.252242  0.443400  0.490534  0.526345  0.421191  0.526345   \n",
       "2                  0.064704  0.366900  0.489435  0.385758  0.424884  0.462910   \n",
       "3                  0.223858  0.406760  0.454838  0.485181  0.384028  0.485181   \n",
       "5                  0.196865  0.372104  0.494874  0.517294  0.420651  0.517294   \n",
       "6                  0.038668  0.252154  0.372265  0.419573  0.308327  0.419573   \n",
       "\n",
       "                   25772000  25773504  25776122  25776210  25781157  25801299  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.505554  0.490534  0.337546  0.547885  0.346655  0.357481   \n",
       "2                  0.213434  0.489435  0.409346  0.482544  0.346844  0.084515   \n",
       "3                  0.463777  0.454838  0.304813  0.507296  0.310935  0.327940   \n",
       "5                  0.424264  0.494874  0.347465  0.540366  0.348833  0.300000   \n",
       "6                  0.325000  0.372265  0.215913  0.439772  0.232152  0.223917   \n",
       "\n",
       "                   25802884  25809756  25813921  25813937  25814512  25816688  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.421191  0.384689  0.314991  0.390733  0.578941   \n",
       "2                  0.229095  0.268804  0.363175  0.387699  0.387699  0.443942   \n",
       "3                  0.430324  0.384028  0.355499  0.281774  0.356049  0.535743   \n",
       "5                  0.396177  0.348833  0.407098  0.323197  0.396177  0.565685   \n",
       "6                  0.272768  0.308327  0.247881  0.195361  0.272768  0.475000   \n",
       "\n",
       "                   25817162  25817493  25817528  25817531  25828204  25837338  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.272118  0.325674  0.346655  0.466476  0.414040  0.414040   \n",
       "2                  0.268804  0.249889  0.268804  0.387699  0.169078  0.489435   \n",
       "3                  0.237842  0.289390  0.310935  0.430324  0.379825  0.379825   \n",
       "5                  0.277014  0.326259  0.348833  0.469157  0.347465  0.421169   \n",
       "6                  0.155977  0.212676  0.232152  0.350175  0.215913  0.294089   \n",
       "\n",
       "                   25837341  25852784  25852870  25855506  25866725  25877663  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.314991  0.307142  0.346655  0.293216  0.438202  0.466476   \n",
       "2                  0.229095  0.291633  0.346844  0.131036  0.338062  0.387699   \n",
       "3                  0.281774  0.276805  0.310935  0.259485  0.407098  0.430324   \n",
       "5                  0.250217  0.323498  0.348833  0.227397  0.455556  0.469157   \n",
       "6                  0.117954  0.179186  0.232152  0.098669  0.388909  0.427582   \n",
       "\n",
       "                   25883848  25893582  25893693  25893709  25899336  25912358  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.495728  0.593584  0.314991  0.399744  0.567028  0.542218   \n",
       "2                  0.268804  0.445521  0.308397  0.404992  0.409346  0.308397   \n",
       "3                  0.457121  0.554035  0.281774  0.362025  0.529851  0.504599   \n",
       "5                  0.420651  0.589165  0.323197  0.397628  0.568579  0.469157   \n",
       "6                  0.308327  0.482382  0.195361  0.288375  0.450440  0.350175   \n",
       "\n",
       "                   25937671  25953369  26025580  26025989  26061591  26072609  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.307142  0.385482  0.412269  0.368308  0.593067  0.411155   \n",
       "2                  0.455677  0.455677  0.425567  0.288278  0.512952  0.314276   \n",
       "3                  0.276805  0.353627  0.371258  0.333122  0.556294  0.379692   \n",
       "5                  0.323498  0.398981  0.402830  0.372104  0.596285  0.426542   \n",
       "6                  0.179186  0.259248  0.306207  0.328897  0.474342  0.282277   \n",
       "\n",
       "                   26074181  26109394  26114135  26114516  26116430  26131641  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.518492  0.378968  0.452657  0.438354  0.414040  0.443400   \n",
       "2                  0.366900  0.462910  0.308607  0.350967  0.409346  0.288278   \n",
       "3                  0.480397  0.340659  0.412920  0.404577  0.379825  0.406760   \n",
       "5                  0.516811  0.375291  0.446292  0.447214  0.421169  0.444458   \n",
       "6                  0.482382  0.268957  0.344265  0.316228  0.294089  0.328897   \n",
       "\n",
       "                   26154406  26158341  26192467  26192646  26200563  26214866  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.346655  0.411155  0.368308  0.443400  0.490534  0.490534   \n",
       "2                  0.346844  0.231086  0.366900  0.445521  0.409346  0.409346   \n",
       "3                  0.310935  0.379692  0.333122  0.406760  0.454838  0.454838   \n",
       "5                  0.348833  0.349983  0.372104  0.444458  0.494874  0.494874   \n",
       "6                  0.232152  0.201074  0.252154  0.328897  0.372265  0.372265   \n",
       "\n",
       "                   26224667  26228034  26236956  26245850  26245853  26247008  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.518492  0.463821  0.452657  0.368308  0.452657  0.390733   \n",
       "2                  0.288278  0.373655  0.308607  0.366900  0.462910  0.308397   \n",
       "3                  0.480397  0.430449  0.412920  0.333122  0.412920  0.356049   \n",
       "5                  0.444458  0.398981  0.446292  0.372104  0.446292  0.396177   \n",
       "6                  0.328897  0.259248  0.344265  0.252154  0.344265  0.272768   \n",
       "\n",
       "                   26252659  26252859  26583370  26721568  26722820  26771521  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.452657  0.673722  0.399744  0.495728  0.378968  0.593067   \n",
       "2                  0.308607  0.462910  0.327440  0.346844  0.308607  0.269975   \n",
       "3                  0.412920  0.629703  0.362025  0.457121  0.340659  0.556294   \n",
       "5                  0.446292  0.659296  0.397628  0.492470  0.375291  0.521749   \n",
       "6                  0.344265  0.570189  0.288375  0.384502  0.268957  0.395285   \n",
       "\n",
       "                   26827675  26891429  26893819  27070127  27071490  27083865  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.368308  0.505554  0.399744  0.325674  0.495728  0.495728   \n",
       "2                  0.288278  0.520778  0.404992  0.327440  0.268804  0.346844   \n",
       "3                  0.333122  0.463777  0.362025  0.289390  0.457121  0.457121   \n",
       "5                  0.372104  0.494975  0.397628  0.326259  0.420651  0.492470   \n",
       "6                  0.252154  0.400000  0.288375  0.212676  0.308327  0.384502   \n",
       "\n",
       "                   27152124  27161156  27161845  27170141  27207654  27209407  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.414040  0.390733  0.466476  0.360997  0.443400  0.542218   \n",
       "2                  0.249167  0.308397  0.467001  0.269975  0.366900  0.387699   \n",
       "3                  0.379825  0.356049  0.430324  0.328719  0.406760  0.504599   \n",
       "5                  0.347465  0.396177  0.469157  0.372678  0.372104  0.542137   \n",
       "6                  0.215913  0.272768  0.350175  0.237171  0.252154  0.427582   \n",
       "\n",
       "                   27209486  27213121  27213163  27220736  27239265  27252717  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.368308  0.390733  0.414040  0.438202  0.443400  0.438202   \n",
       "2                  0.366900  0.467001  0.329257  0.422577  0.366900  0.169031   \n",
       "3                  0.333122  0.356049  0.379825  0.407098  0.406760  0.407098   \n",
       "5                  0.372104  0.396177  0.421169  0.455556  0.444458  0.377778   \n",
       "6                  0.252154  0.272768  0.294089  0.306413  0.328897  0.223917   \n",
       "\n",
       "                   27276262  27362503  27401883  27406436  27406704  27419654  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.421191  0.473815  0.368308  0.495728  0.505554  0.438354   \n",
       "2                  0.346844  0.249889  0.366900  0.268804  0.367106  0.431959   \n",
       "3                  0.384028  0.434661  0.333122  0.457121  0.463777  0.404577   \n",
       "5                  0.420651  0.397628  0.372104  0.420651  0.494975  0.372678   \n",
       "6                  0.308327  0.288375  0.252154  0.308327  0.400000  0.237171   \n",
       "\n",
       "                   27423283  27810589  27821486  27824826  27833670  27864391  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.599645  0.570068  0.368308  0.490534  0.505554  0.542218   \n",
       "2                  0.422577  0.480658  0.288278  0.489435  0.443942  0.467001   \n",
       "3                  0.565414  0.535527  0.333122  0.454838  0.463777  0.504599   \n",
       "5                  0.533333  0.503100  0.372104  0.494874  0.494975  0.542137   \n",
       "6                  0.388909  0.363479  0.252154  0.372265  0.400000  0.427582   \n",
       "\n",
       "                   27868677  27883214  27904311  28016509  28077464  28187230  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.385482  0.680367  0.673722  0.414040  0.399744  0.368308   \n",
       "2                  0.373655  0.422577  0.462910  0.409346  0.404992  0.366900   \n",
       "3                  0.353627  0.644572  0.629703  0.379825  0.362025  0.333122   \n",
       "5                  0.398981  0.611111  0.659296  0.421169  0.397628  0.372104   \n",
       "6                  0.259248  0.471405  0.570189  0.294089  0.288375  0.252154   \n",
       "\n",
       "                   28204534  28214365  28220985  28233082  28240855  28251002  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.283641  0.421191  0.490534  0.421191  0.414040  0.399744   \n",
       "2                  0.269975  0.424884  0.409346  0.346844  0.249167  0.327440   \n",
       "3                  0.252861  0.384028  0.454838  0.384028  0.379825  0.362025   \n",
       "5                  0.223607  0.420651  0.494874  0.420651  0.347465  0.397628   \n",
       "6                  0.079057  0.308327  0.372265  0.308327  0.215913  0.288375   \n",
       "\n",
       "                   28257707  28260587  28262024  28374062  28390369  28449257  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.438202  0.542161  0.443400  0.530017  0.368308  0.452657   \n",
       "2                  0.422577  0.373655  0.209657  0.597614  0.288278  0.385758   \n",
       "3                  0.407098  0.507272  0.406760  0.499760  0.333122  0.412920   \n",
       "5                  0.455556  0.474464  0.372104  0.553900  0.372104  0.446292   \n",
       "6                  0.306413  0.339309  0.252154  0.387500  0.252154  0.344265   \n",
       "\n",
       "                   28449270  28477789  28587957  28678119  28686830  28686840  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.346655  0.473815  0.473815  0.390733  0.452657  0.542218   \n",
       "2                  0.346844  0.327440  0.404992  0.149793  0.462910  0.387699   \n",
       "3                  0.310935  0.434661  0.434661  0.356049  0.412920  0.504599   \n",
       "5                  0.348833  0.468997  0.468997  0.323197  0.446292  0.542137   \n",
       "6                  0.232152  0.364073  0.364073  0.195361  0.344265  0.427582   \n",
       "\n",
       "                   28698036  28763485  28802599  28815371  28815474  28862528  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.466476  0.567028  0.443400  0.414040  0.314991  0.368308   \n",
       "2                  0.308397  0.409346  0.288278  0.409346  0.308397  0.288278   \n",
       "3                  0.430324  0.529851  0.406760  0.379825  0.281774  0.333122   \n",
       "5                  0.469157  0.568579  0.444458  0.421169  0.323197  0.299751   \n",
       "6                  0.427582  0.450440  0.328897  0.294089  0.272768  0.175412   \n",
       "\n",
       "                   28959148  28965131  29008738  29056083  29072594  29103028  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.390733  0.438202  0.542218  0.518492  0.542218  0.463821   \n",
       "2                  0.387699  0.422577  0.387699  0.209657  0.467001  0.373655   \n",
       "3                  0.356049  0.407098  0.504599  0.480397  0.504599  0.430449   \n",
       "5                  0.396177  0.455556  0.469157  0.444458  0.542137  0.474464   \n",
       "6                  0.272768  0.306413  0.350175  0.328897  0.427582  0.339309   \n",
       "\n",
       "                   29104680  29154543  29236299  29340182  29354916  29367958  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.360997  0.495728  0.490534  0.390733  0.421191  0.497340   \n",
       "2                  0.107990  0.424884  0.409346  0.387699  0.424884  0.389841   \n",
       "3                  0.328719  0.457121  0.454838  0.356049  0.384028  0.466843   \n",
       "5                  0.298142  0.492470  0.421169  0.396177  0.420651  0.518924   \n",
       "6                  0.158114  0.384502  0.294089  0.272768  0.308327  0.444398   \n",
       "\n",
       "                   29405093  29430007  29430012  29430013  29430788  29437949  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.346655  0.399744  0.421191  0.421191  0.518492  0.399744   \n",
       "2                  0.346844  0.482544  0.346844  0.424884  0.366900  0.327440   \n",
       "3                  0.310935  0.362025  0.384028  0.384028  0.480397  0.362025   \n",
       "5                  0.348833  0.397628  0.420651  0.420651  0.516811  0.397628   \n",
       "6                  0.232152  0.288375  0.308327  0.308327  0.405639  0.288375   \n",
       "\n",
       "                   29519514  29519517  29610595  29632984  29639736  29780253  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.390733  0.414040  0.368308  0.438354  0.438354  0.463821   \n",
       "2                  0.149793  0.169078  0.131036  0.350967  0.350967  0.373655   \n",
       "3                  0.356049  0.379825  0.333122  0.404577  0.404577  0.430449   \n",
       "5                  0.323197  0.347465  0.299751  0.447214  0.447214  0.474464   \n",
       "6                  0.195361  0.215913  0.175412  0.316228  0.316228  0.339309   \n",
       "\n",
       "                   29868610  29906980  29925715  29975458  29981261  29991719  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.368308  0.368308  0.414040  0.390733  0.421191  0.495728   \n",
       "2                  0.366900  0.445521  0.329257  0.387699  0.346844  0.346844   \n",
       "3                  0.333122  0.333122  0.379825  0.356049  0.384028  0.457121   \n",
       "5                  0.372104  0.372104  0.421169  0.396177  0.420651  0.492470   \n",
       "6                  0.252154  0.252154  0.294089  0.272768  0.308327  0.384502   \n",
       "\n",
       "                   30002998  30008702  30065028  30226723  30253700  30253864  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.495728  0.452657  0.570068  0.649524  0.443400  0.443400   \n",
       "2                  0.424884  0.385758  0.231086  0.563849  0.209657  0.366900   \n",
       "3                  0.457121  0.412920  0.535527  0.613444  0.406760  0.406760   \n",
       "5                  0.492470  0.446292  0.503100  0.656218  0.372104  0.444458   \n",
       "6                  0.384502  0.344265  0.363479  0.525885  0.252154  0.328897   \n",
       "\n",
       "                   30314465  30364931  30555488  30831912  30839185  31140847  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.473815  0.443400  0.346655  0.518492  0.542161  0.518492   \n",
       "2                  0.482544  0.209657  0.346844  0.524142  0.291633  0.288278   \n",
       "3                  0.434661  0.406760  0.310935  0.480397  0.507272  0.480397   \n",
       "5                  0.468997  0.372104  0.348833  0.516811  0.474464  0.444458   \n",
       "6                  0.364073  0.328897  0.232152  0.405639  0.339309  0.328897   \n",
       "\n",
       "                   31176886  31194270  31538614  31538635  31538647  31845516  \\\n",
       "goodreads_book_id                                                               \n",
       "1                  0.432167  0.331699  0.463821  0.438202  0.357481  0.414040   \n",
       "2                  0.443942  0.147895  0.127589  0.084515  0.169031  0.409346   \n",
       "3                  0.391812  0.301775  0.430449  0.407098  0.327940  0.379825   \n",
       "5                  0.424264  0.273424  0.398981  0.377778  0.300000  0.421169   \n",
       "6                  0.325000  0.201074  0.259248  0.223917  0.141421  0.294089   \n",
       "\n",
       "                   32075671  32848471  33288638  \n",
       "goodreads_book_id                                \n",
       "1                  0.599645  0.357481  0.620501  \n",
       "2                  0.507093  0.253546  0.373655  \n",
       "3                  0.565414  0.327940  0.584094  \n",
       "5                  0.611111  0.300000  0.549947  \n",
       "6                  0.471405  0.141421  0.419371  \n",
       "\n",
       "[5 rows x 10000 columns]"
      ]
     },
     "execution_count": 372,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation_matrix.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find similar books by tag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "books_df = load_data('data/books.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "metadata": {
    "scrolled": true
   },
   "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",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>book_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>title</th>\n",
       "      <th>language_code</th>\n",
       "      <th>average_rating</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",
       "      <th>1</th>\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>Harry Potter and the Sorcerer's Stone (Harry P...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.44</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",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2402163</td>\n",
       "      <td>376</td>\n",
       "      <td>043965548X</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré, Rufus Beck</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Harry Potter and the Prisoner of Azkaban</td>\n",
       "      <td>Harry Potter and the Prisoner of Azkaban (Harr...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.53</td>\n",
       "      <td>1832823</td>\n",
       "      <td>1969375</td>\n",
       "      <td>36099</td>\n",
       "      <td>6716</td>\n",
       "      <td>20413</td>\n",
       "      <td>166129</td>\n",
       "      <td>509447</td>\n",
       "      <td>1266670</td>\n",
       "      <td>https://images.gr-assets.com/books/1499277281m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1499277281s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2809203</td>\n",
       "      <td>307</td>\n",
       "      <td>439358078</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Har...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.46</td>\n",
       "      <td>1735368</td>\n",
       "      <td>1840548</td>\n",
       "      <td>28685</td>\n",
       "      <td>9528</td>\n",
       "      <td>31577</td>\n",
       "      <td>180210</td>\n",
       "      <td>494427</td>\n",
       "      <td>1124806</td>\n",
       "      <td>https://images.gr-assets.com/books/1387141547m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1387141547s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>15881</td>\n",
       "      <td>15881</td>\n",
       "      <td>6231171</td>\n",
       "      <td>398</td>\n",
       "      <td>439064864</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Harry Potter and the Chamber of Secrets</td>\n",
       "      <td>Harry Potter and the Chamber of Secrets (Harry...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.37</td>\n",
       "      <td>1779331</td>\n",
       "      <td>1906199</td>\n",
       "      <td>34172</td>\n",
       "      <td>8253</td>\n",
       "      <td>42251</td>\n",
       "      <td>242345</td>\n",
       "      <td>548266</td>\n",
       "      <td>1065084</td>\n",
       "      <td>https://images.gr-assets.com/books/1474169725m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1474169725s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>3046572</td>\n",
       "      <td>332</td>\n",
       "      <td>439139600</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Harry Potter and the Goblet of Fire</td>\n",
       "      <td>Harry Potter and the Goblet of Fire (Harry Pot...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.53</td>\n",
       "      <td>1753043</td>\n",
       "      <td>1868642</td>\n",
       "      <td>31084</td>\n",
       "      <td>6676</td>\n",
       "      <td>20210</td>\n",
       "      <td>151785</td>\n",
       "      <td>494926</td>\n",
       "      <td>1195045</td>\n",
       "      <td>https://images.gr-assets.com/books/1361482611m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361482611s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>136251</td>\n",
       "      <td>136251</td>\n",
       "      <td>2963218</td>\n",
       "      <td>263</td>\n",
       "      <td>545010225</td>\n",
       "      <td>9.780545e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Harry Potter and the Deathly Hallows</td>\n",
       "      <td>Harry Potter and the Deathly Hallows (Harry Po...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1746574</td>\n",
       "      <td>1847395</td>\n",
       "      <td>51942</td>\n",
       "      <td>9363</td>\n",
       "      <td>22245</td>\n",
       "      <td>113646</td>\n",
       "      <td>383914</td>\n",
       "      <td>1318227</td>\n",
       "      <td>https://images.gr-assets.com/books/1474171184m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1474171184s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>41335427</td>\n",
       "      <td>275</td>\n",
       "      <td>439785960</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince (Harry ...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.54</td>\n",
       "      <td>1678823</td>\n",
       "      <td>1785676</td>\n",
       "      <td>27520</td>\n",
       "      <td>7308</td>\n",
       "      <td>21516</td>\n",
       "      <td>136333</td>\n",
       "      <td>459028</td>\n",
       "      <td>1161491</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039191m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039191s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>279</td>\n",
       "      <td>29056083</td>\n",
       "      <td>29056083</td>\n",
       "      <td>48765776</td>\n",
       "      <td>95</td>\n",
       "      <td>751565350</td>\n",
       "      <td>9.780752e+12</td>\n",
       "      <td>John Tiffany, Jack Thorne, J.K. Rowling</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Harry Potter and the Cursed Child, Parts One a...</td>\n",
       "      <td>Harry Potter and the Cursed Child - Parts One ...</td>\n",
       "      <td>eng</td>\n",
       "      <td>3.75</td>\n",
       "      <td>270603</td>\n",
       "      <td>397773</td>\n",
       "      <td>53365</td>\n",
       "      <td>15828</td>\n",
       "      <td>35842</td>\n",
       "      <td>96395</td>\n",
       "      <td>133156</td>\n",
       "      <td>116552</td>\n",
       "      <td>https://images.gr-assets.com/books/1470082995m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1470082995s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>422</td>\n",
       "      <td>862041</td>\n",
       "      <td>862041</td>\n",
       "      <td>2962492</td>\n",
       "      <td>76</td>\n",
       "      <td>545044251</td>\n",
       "      <td>9.780545e+12</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Complete Harry Potter Boxed Set</td>\n",
       "      <td>Harry Potter Boxset (Harry Potter, #1-7)</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.74</td>\n",
       "      <td>190050</td>\n",
       "      <td>204125</td>\n",
       "      <td>6508</td>\n",
       "      <td>1105</td>\n",
       "      <td>1285</td>\n",
       "      <td>7020</td>\n",
       "      <td>30666</td>\n",
       "      <td>164049</td>\n",
       "      <td>https://images.gr-assets.com/books/1392579059m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1392579059s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>2001</td>\n",
       "      <td>7952502</td>\n",
       "      <td>7952502</td>\n",
       "      <td>11580916</td>\n",
       "      <td>24</td>\n",
       "      <td>61997811</td>\n",
       "      <td>9.780062e+12</td>\n",
       "      <td>Brian Sibley</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Harry Potter: Film Wizardry</td>\n",
       "      <td>Harry Potter: Film Wizardry</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.48</td>\n",
       "      <td>45081</td>\n",
       "      <td>46063</td>\n",
       "      <td>526</td>\n",
       "      <td>1058</td>\n",
       "      <td>984</td>\n",
       "      <td>4017</td>\n",
       "      <td>8553</td>\n",
       "      <td>31451</td>\n",
       "      <td>https://images.gr-assets.com/books/1464452934m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1464452934s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2100</th>\n",
       "      <td>2101</td>\n",
       "      <td>99298</td>\n",
       "      <td>99298</td>\n",
       "      <td>5994366</td>\n",
       "      <td>17</td>\n",
       "      <td>439249546</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Harry Potter Boxed Set Books 1-4</td>\n",
       "      <td>The Harry Potter Collection 1-4 (Harry Potter,...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.66</td>\n",
       "      <td>43929</td>\n",
       "      <td>44842</td>\n",
       "      <td>265</td>\n",
       "      <td>307</td>\n",
       "      <td>424</td>\n",
       "      <td>2346</td>\n",
       "      <td>8186</td>\n",
       "      <td>33579</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3053</th>\n",
       "      <td>3054</td>\n",
       "      <td>2223324</td>\n",
       "      <td>2223324</td>\n",
       "      <td>498223</td>\n",
       "      <td>11</td>\n",
       "      <td>075791084X</td>\n",
       "      <td>9.780758e+12</td>\n",
       "      <td>John   Williams</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Harry Potter and the Chamber of Secrets: Sheet...</td>\n",
       "      <td>Harry Potter and the Chamber of Secrets: Sheet...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.61</td>\n",
       "      <td>29409</td>\n",
       "      <td>29421</td>\n",
       "      <td>31</td>\n",
       "      <td>345</td>\n",
       "      <td>310</td>\n",
       "      <td>1940</td>\n",
       "      <td>5396</td>\n",
       "      <td>21430</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3274</th>\n",
       "      <td>3275</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>21457576</td>\n",
       "      <td>11</td>\n",
       "      <td>439682584</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harry Potter Boxed Set, Books 1-5 (Harry Potte...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.77</td>\n",
       "      <td>33220</td>\n",
       "      <td>33424</td>\n",
       "      <td>156</td>\n",
       "      <td>317</td>\n",
       "      <td>233</td>\n",
       "      <td>978</td>\n",
       "      <td>3686</td>\n",
       "      <td>28210</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3735</th>\n",
       "      <td>3736</td>\n",
       "      <td>10785687</td>\n",
       "      <td>10785687</td>\n",
       "      <td>15697851</td>\n",
       "      <td>8</td>\n",
       "      <td>62101897</td>\n",
       "      <td>9.780062e+12</td>\n",
       "      <td>Bob McCabe</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Harry Potter Page to Screen: The Complete Film...</td>\n",
       "      <td>Harry Potter Page to Screen: The Complete Film...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.56</td>\n",
       "      <td>27361</td>\n",
       "      <td>27610</td>\n",
       "      <td>369</td>\n",
       "      <td>477</td>\n",
       "      <td>480</td>\n",
       "      <td>2151</td>\n",
       "      <td>4630</td>\n",
       "      <td>19872</td>\n",
       "      <td>https://images.gr-assets.com/books/1317345385m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1317345385s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3752</th>\n",
       "      <td>3753</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>21457570</td>\n",
       "      <td>6</td>\n",
       "      <td>439827604</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Harry Potter Collection (Harry Potter, #1-6)</td>\n",
       "      <td>Harry Potter Collection (Harry Potter, #1-6)</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.73</td>\n",
       "      <td>24618</td>\n",
       "      <td>26274</td>\n",
       "      <td>882</td>\n",
       "      <td>203</td>\n",
       "      <td>186</td>\n",
       "      <td>946</td>\n",
       "      <td>3891</td>\n",
       "      <td>21048</td>\n",
       "      <td>https://images.gr-assets.com/books/1328867351m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1328867351s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4106</th>\n",
       "      <td>4107</td>\n",
       "      <td>8346300</td>\n",
       "      <td>8346300</td>\n",
       "      <td>13197781</td>\n",
       "      <td>1</td>\n",
       "      <td>1608870081</td>\n",
       "      <td>9.781609e+12</td>\n",
       "      <td>Andrew Williamson, Andrew Williamson</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harry Potter: A Pop-Up Book: Based on the Film...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.55</td>\n",
       "      <td>22847</td>\n",
       "      <td>22846</td>\n",
       "      <td>37</td>\n",
       "      <td>508</td>\n",
       "      <td>427</td>\n",
       "      <td>1762</td>\n",
       "      <td>3509</td>\n",
       "      <td>16640</td>\n",
       "      <td>https://images.gr-assets.com/books/1328739344m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1328739344s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6140</th>\n",
       "      <td>6141</td>\n",
       "      <td>1317181</td>\n",
       "      <td>1317181</td>\n",
       "      <td>19079807</td>\n",
       "      <td>8</td>\n",
       "      <td>185549664X</td>\n",
       "      <td>9.781855e+12</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harry Potter and the Order of the Phoenix (Har...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.56</td>\n",
       "      <td>16249</td>\n",
       "      <td>16350</td>\n",
       "      <td>272</td>\n",
       "      <td>114</td>\n",
       "      <td>199</td>\n",
       "      <td>1182</td>\n",
       "      <td>3744</td>\n",
       "      <td>11111</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7017</th>\n",
       "      <td>7018</td>\n",
       "      <td>483445</td>\n",
       "      <td>483445</td>\n",
       "      <td>471792</td>\n",
       "      <td>42</td>\n",
       "      <td>042519891X</td>\n",
       "      <td>9.780425e+12</td>\n",
       "      <td>David Colbert</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>The Magical Worlds of Harry Potter: A Treasury...</td>\n",
       "      <td>The Magical Worlds of Harry Potter: A Treasury...</td>\n",
       "      <td>eng</td>\n",
       "      <td>3.96</td>\n",
       "      <td>13820</td>\n",
       "      <td>15145</td>\n",
       "      <td>267</td>\n",
       "      <td>329</td>\n",
       "      <td>1125</td>\n",
       "      <td>3766</td>\n",
       "      <td>3593</td>\n",
       "      <td>6332</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8368</th>\n",
       "      <td>8369</td>\n",
       "      <td>3130430</td>\n",
       "      <td>3130430</td>\n",
       "      <td>3161838</td>\n",
       "      <td>19</td>\n",
       "      <td>1416554955</td>\n",
       "      <td>9.781417e+12</td>\n",
       "      <td>Melissa Anelli, J.K. Rowling</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Harry, A History: The True Story of a Boy Wiza...</td>\n",
       "      <td>Harry, a History: The True Story of a Boy Wiza...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.09</td>\n",
       "      <td>12308</td>\n",
       "      <td>12528</td>\n",
       "      <td>652</td>\n",
       "      <td>337</td>\n",
       "      <td>715</td>\n",
       "      <td>2386</td>\n",
       "      <td>3149</td>\n",
       "      <td>5941</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8931</th>\n",
       "      <td>8932</td>\n",
       "      <td>8281069</td>\n",
       "      <td>8281069</td>\n",
       "      <td>13129392</td>\n",
       "      <td>9</td>\n",
       "      <td>1440503257</td>\n",
       "      <td>9.781441e+12</td>\n",
       "      <td>Dinah Bucholz</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Unofficial Harry Potter Cookbook: From Cau...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.10</td>\n",
       "      <td>10643</td>\n",
       "      <td>11111</td>\n",
       "      <td>268</td>\n",
       "      <td>304</td>\n",
       "      <td>650</td>\n",
       "      <td>2114</td>\n",
       "      <td>2578</td>\n",
       "      <td>5465</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9047</th>\n",
       "      <td>9048</td>\n",
       "      <td>2002</td>\n",
       "      <td>2002</td>\n",
       "      <td>8621948</td>\n",
       "      <td>5</td>\n",
       "      <td>043932162X</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harry Potter Schoolbooks Box Set: Two Classic ...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.40</td>\n",
       "      <td>10736</td>\n",
       "      <td>11732</td>\n",
       "      <td>185</td>\n",
       "      <td>106</td>\n",
       "      <td>304</td>\n",
       "      <td>1548</td>\n",
       "      <td>2595</td>\n",
       "      <td>7179</td>\n",
       "      <td>https://images.gr-assets.com/books/1479775271m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1479775271s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9282</th>\n",
       "      <td>9283</td>\n",
       "      <td>31819</td>\n",
       "      <td>31819</td>\n",
       "      <td>32035</td>\n",
       "      <td>10</td>\n",
       "      <td>812694554</td>\n",
       "      <td>9.780813e+12</td>\n",
       "      <td>David Baggett, Shawn E. Klein</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Harry Potter and Philosophy: If Aristotle Ran ...</td>\n",
       "      <td>Harry Potter and Philosophy: If Aristotle Ran ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.45</td>\n",
       "      <td>9264</td>\n",
       "      <td>9316</td>\n",
       "      <td>82</td>\n",
       "      <td>197</td>\n",
       "      <td>274</td>\n",
       "      <td>955</td>\n",
       "      <td>1641</td>\n",
       "      <td>6249</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      book_id  goodreads_book_id  best_book_id   work_id  books_count  \\\n",
       "1           2                  3             3   4640799          491   \n",
       "17         18                  5             5   2402163          376   \n",
       "20         21                  2             2   2809203          307   \n",
       "22         23              15881         15881   6231171          398   \n",
       "23         24                  6             6   3046572          332   \n",
       "24         25             136251        136251   2963218          263   \n",
       "26         27                  1             1  41335427          275   \n",
       "278       279           29056083      29056083  48765776           95   \n",
       "421       422             862041        862041   2962492           76   \n",
       "2000     2001            7952502       7952502  11580916           24   \n",
       "2100     2101              99298         99298   5994366           17   \n",
       "3053     3054            2223324       2223324    498223           11   \n",
       "3274     3275                  8             8  21457576           11   \n",
       "3735     3736           10785687      10785687  15697851            8   \n",
       "3752     3753                 10            10  21457570            6   \n",
       "4106     4107            8346300       8346300  13197781            1   \n",
       "6140     6141            1317181       1317181  19079807            8   \n",
       "7017     7018             483445        483445    471792           42   \n",
       "8368     8369            3130430       3130430   3161838           19   \n",
       "8931     8932            8281069       8281069  13129392            9   \n",
       "9047     9048               2002          2002   8621948            5   \n",
       "9282     9283              31819         31819     32035           10   \n",
       "\n",
       "            isbn        isbn13                                  authors  \\\n",
       "1      439554934  9.780440e+12              J.K. Rowling, Mary GrandPré   \n",
       "17    043965548X  9.780440e+12  J.K. Rowling, Mary GrandPré, Rufus Beck   \n",
       "20     439358078  9.780439e+12              J.K. Rowling, Mary GrandPré   \n",
       "22     439064864  9.780439e+12              J.K. Rowling, Mary GrandPré   \n",
       "23     439139600  9.780439e+12              J.K. Rowling, Mary GrandPré   \n",
       "24     545010225  9.780545e+12              J.K. Rowling, Mary GrandPré   \n",
       "26     439785960  9.780440e+12              J.K. Rowling, Mary GrandPré   \n",
       "278    751565350  9.780752e+12  John Tiffany, Jack Thorne, J.K. Rowling   \n",
       "421    545044251  9.780545e+12                             J.K. Rowling   \n",
       "2000    61997811  9.780062e+12                             Brian Sibley   \n",
       "2100   439249546  9.780439e+12              J.K. Rowling, Mary GrandPré   \n",
       "3053  075791084X  9.780758e+12                          John   Williams   \n",
       "3274   439682584  9.780440e+12              J.K. Rowling, Mary GrandPré   \n",
       "3735    62101897  9.780062e+12                               Bob McCabe   \n",
       "3752   439827604  9.780440e+12                             J.K. Rowling   \n",
       "4106  1608870081  9.781609e+12     Andrew Williamson, Andrew Williamson   \n",
       "6140  185549664X  9.781855e+12                             J.K. Rowling   \n",
       "7017  042519891X  9.780425e+12                            David Colbert   \n",
       "8368  1416554955  9.781417e+12             Melissa Anelli, J.K. Rowling   \n",
       "8931  1440503257  9.781441e+12                            Dinah Bucholz   \n",
       "9047  043932162X  9.780439e+12                             J.K. Rowling   \n",
       "9282   812694554  9.780813e+12            David Baggett, Shawn E. Klein   \n",
       "\n",
       "      original_publication_year  \\\n",
       "1                        1997.0   \n",
       "17                       1999.0   \n",
       "20                       2003.0   \n",
       "22                       1998.0   \n",
       "23                       2000.0   \n",
       "24                       2007.0   \n",
       "26                       2005.0   \n",
       "278                      2016.0   \n",
       "421                      1998.0   \n",
       "2000                     2010.0   \n",
       "2100                     1999.0   \n",
       "3053                     2003.0   \n",
       "3274                     2003.0   \n",
       "3735                     2011.0   \n",
       "3752                     2005.0   \n",
       "4106                     2010.0   \n",
       "6140                     2003.0   \n",
       "7017                     2001.0   \n",
       "8368                     2008.0   \n",
       "8931                     2010.0   \n",
       "9047                     2001.0   \n",
       "9282                     2004.0   \n",
       "\n",
       "                                         original_title  \\\n",
       "1              Harry Potter and the Philosopher's Stone   \n",
       "17             Harry Potter and the Prisoner of Azkaban   \n",
       "20            Harry Potter and the Order of the Phoenix   \n",
       "22              Harry Potter and the Chamber of Secrets   \n",
       "23                  Harry Potter and the Goblet of Fire   \n",
       "24                 Harry Potter and the Deathly Hallows   \n",
       "26               Harry Potter and the Half-Blood Prince   \n",
       "278   Harry Potter and the Cursed Child, Parts One a...   \n",
       "421                     Complete Harry Potter Boxed Set   \n",
       "2000                        Harry Potter: Film Wizardry   \n",
       "2100                   Harry Potter Boxed Set Books 1-4   \n",
       "3053  Harry Potter and the Chamber of Secrets: Sheet...   \n",
       "3274                                                NaN   \n",
       "3735  Harry Potter Page to Screen: The Complete Film...   \n",
       "3752       Harry Potter Collection (Harry Potter, #1-6)   \n",
       "4106                                                NaN   \n",
       "6140                                                NaN   \n",
       "7017  The Magical Worlds of Harry Potter: A Treasury...   \n",
       "8368  Harry, A History: The True Story of a Boy Wiza...   \n",
       "8931                                                NaN   \n",
       "9047                                                NaN   \n",
       "9282  Harry Potter and Philosophy: If Aristotle Ran ...   \n",
       "\n",
       "                                                  title language_code  \\\n",
       "1     Harry Potter and the Sorcerer's Stone (Harry P...           eng   \n",
       "17    Harry Potter and the Prisoner of Azkaban (Harr...           eng   \n",
       "20    Harry Potter and the Order of the Phoenix (Har...           eng   \n",
       "22    Harry Potter and the Chamber of Secrets (Harry...           eng   \n",
       "23    Harry Potter and the Goblet of Fire (Harry Pot...           eng   \n",
       "24    Harry Potter and the Deathly Hallows (Harry Po...           eng   \n",
       "26    Harry Potter and the Half-Blood Prince (Harry ...           eng   \n",
       "278   Harry Potter and the Cursed Child - Parts One ...           eng   \n",
       "421            Harry Potter Boxset (Harry Potter, #1-7)           eng   \n",
       "2000                        Harry Potter: Film Wizardry           eng   \n",
       "2100  The Harry Potter Collection 1-4 (Harry Potter,...           eng   \n",
       "3053  Harry Potter and the Chamber of Secrets: Sheet...           NaN   \n",
       "3274  Harry Potter Boxed Set, Books 1-5 (Harry Potte...           eng   \n",
       "3735  Harry Potter Page to Screen: The Complete Film...           NaN   \n",
       "3752       Harry Potter Collection (Harry Potter, #1-6)           eng   \n",
       "4106  Harry Potter: A Pop-Up Book: Based on the Film...           NaN   \n",
       "6140  Harry Potter and the Order of the Phoenix (Har...           NaN   \n",
       "7017  The Magical Worlds of Harry Potter: A Treasury...           eng   \n",
       "8368  Harry, a History: The True Story of a Boy Wiza...         en-US   \n",
       "8931  The Unofficial Harry Potter Cookbook: From Cau...           NaN   \n",
       "9047  Harry Potter Schoolbooks Box Set: Two Classic ...           eng   \n",
       "9282  Harry Potter and Philosophy: If Aristotle Ran ...           NaN   \n",
       "\n",
       "      average_rating  ratings_count  work_ratings_count  \\\n",
       "1               4.44        4602479             4800065   \n",
       "17              4.53        1832823             1969375   \n",
       "20              4.46        1735368             1840548   \n",
       "22              4.37        1779331             1906199   \n",
       "23              4.53        1753043             1868642   \n",
       "24              4.61        1746574             1847395   \n",
       "26              4.54        1678823             1785676   \n",
       "278             3.75         270603              397773   \n",
       "421             4.74         190050              204125   \n",
       "2000            4.48          45081               46063   \n",
       "2100            4.66          43929               44842   \n",
       "3053            4.61          29409               29421   \n",
       "3274            4.77          33220               33424   \n",
       "3735            4.56          27361               27610   \n",
       "3752            4.73          24618               26274   \n",
       "4106            4.55          22847               22846   \n",
       "6140            4.56          16249               16350   \n",
       "7017            3.96          13820               15145   \n",
       "8368            4.09          12308               12528   \n",
       "8931            4.10          10643               11111   \n",
       "9047            4.40          10736               11732   \n",
       "9282            4.45           9264                9316   \n",
       "\n",
       "      work_text_reviews_count  ratings_1  ratings_2  ratings_3  ratings_4  \\\n",
       "1                       75867      75504     101676     455024    1156318   \n",
       "17                      36099       6716      20413     166129     509447   \n",
       "20                      28685       9528      31577     180210     494427   \n",
       "22                      34172       8253      42251     242345     548266   \n",
       "23                      31084       6676      20210     151785     494926   \n",
       "24                      51942       9363      22245     113646     383914   \n",
       "26                      27520       7308      21516     136333     459028   \n",
       "278                     53365      15828      35842      96395     133156   \n",
       "421                      6508       1105       1285       7020      30666   \n",
       "2000                      526       1058        984       4017       8553   \n",
       "2100                      265        307        424       2346       8186   \n",
       "3053                       31        345        310       1940       5396   \n",
       "3274                      156        317        233        978       3686   \n",
       "3735                      369        477        480       2151       4630   \n",
       "3752                      882        203        186        946       3891   \n",
       "4106                       37        508        427       1762       3509   \n",
       "6140                      272        114        199       1182       3744   \n",
       "7017                      267        329       1125       3766       3593   \n",
       "8368                      652        337        715       2386       3149   \n",
       "8931                      268        304        650       2114       2578   \n",
       "9047                      185        106        304       1548       2595   \n",
       "9282                       82        197        274        955       1641   \n",
       "\n",
       "      ratings_5                                          image_url  \\\n",
       "1       3011543  https://images.gr-assets.com/books/1474154022m...   \n",
       "17      1266670  https://images.gr-assets.com/books/1499277281m...   \n",
       "20      1124806  https://images.gr-assets.com/books/1387141547m...   \n",
       "22      1065084  https://images.gr-assets.com/books/1474169725m...   \n",
       "23      1195045  https://images.gr-assets.com/books/1361482611m...   \n",
       "24      1318227  https://images.gr-assets.com/books/1474171184m...   \n",
       "26      1161491  https://images.gr-assets.com/books/1361039191m...   \n",
       "278      116552  https://images.gr-assets.com/books/1470082995m...   \n",
       "421      164049  https://images.gr-assets.com/books/1392579059m...   \n",
       "2000      31451  https://images.gr-assets.com/books/1464452934m...   \n",
       "2100      33579  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "3053      21430  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "3274      28210  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "3735      19872  https://images.gr-assets.com/books/1317345385m...   \n",
       "3752      21048  https://images.gr-assets.com/books/1328867351m...   \n",
       "4106      16640  https://images.gr-assets.com/books/1328739344m...   \n",
       "6140      11111  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "7017       6332  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "8368       5941  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "8931       5465  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "9047       7179  https://images.gr-assets.com/books/1479775271m...   \n",
       "9282       6249  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "\n",
       "                                        small_image_url  \n",
       "1     https://images.gr-assets.com/books/1474154022s...  \n",
       "17    https://images.gr-assets.com/books/1499277281s...  \n",
       "20    https://images.gr-assets.com/books/1387141547s...  \n",
       "22    https://images.gr-assets.com/books/1474169725s...  \n",
       "23    https://images.gr-assets.com/books/1361482611s...  \n",
       "24    https://images.gr-assets.com/books/1474171184s...  \n",
       "26    https://images.gr-assets.com/books/1361039191s...  \n",
       "278   https://images.gr-assets.com/books/1470082995s...  \n",
       "421   https://images.gr-assets.com/books/1392579059s...  \n",
       "2000  https://images.gr-assets.com/books/1464452934s...  \n",
       "2100  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "3053  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "3274  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "3735  https://images.gr-assets.com/books/1317345385s...  \n",
       "3752  https://images.gr-assets.com/books/1328867351s...  \n",
       "4106  https://images.gr-assets.com/books/1328739344s...  \n",
       "6140  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "7017  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "8368  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "8931  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "9047  https://images.gr-assets.com/books/1479775271s...  \n",
       "9282  https://s.gr-assets.com/assets/nophoto/book/50...  "
      ]
     },
     "execution_count": 377,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# book lookup\n",
    "search_string = 'Harry Potter'\n",
    "cond = books_df['title'].str.lower().str.contains(search_string.lower().replace('+',' '))\n",
    "books_df[cond]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>book_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>title</th>\n",
       "      <th>language_code</th>\n",
       "      <th>average_rating</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",
       "      <th>3627</th>\n",
       "      <td>3628</td>\n",
       "      <td>24812</td>\n",
       "      <td>24812</td>\n",
       "      <td>25599</td>\n",
       "      <td>14</td>\n",
       "      <td>740748475</td>\n",
       "      <td>9.780741e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>The Complete Calvin and Hobbes</td>\n",
       "      <td>The Complete Calvin and Hobbes</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.82</td>\n",
       "      <td>28900</td>\n",
       "      <td>29968</td>\n",
       "      <td>861</td>\n",
       "      <td>120</td>\n",
       "      <td>154</td>\n",
       "      <td>693</td>\n",
       "      <td>3117</td>\n",
       "      <td>25884</td>\n",
       "      <td>https://images.gr-assets.com/books/1473064526m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1473064526s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3274</th>\n",
       "      <td>3275</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>21457576</td>\n",
       "      <td>11</td>\n",
       "      <td>439682584</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harry Potter Boxed Set, Books 1-5 (Harry Potte...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.77</td>\n",
       "      <td>33220</td>\n",
       "      <td>33424</td>\n",
       "      <td>156</td>\n",
       "      <td>317</td>\n",
       "      <td>233</td>\n",
       "      <td>978</td>\n",
       "      <td>3686</td>\n",
       "      <td>28210</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>862</td>\n",
       "      <td>17332218</td>\n",
       "      <td>17332218</td>\n",
       "      <td>16482835</td>\n",
       "      <td>34</td>\n",
       "      <td>765326361</td>\n",
       "      <td>9.780765e+12</td>\n",
       "      <td>Brandon Sanderson</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Words of Radiance</td>\n",
       "      <td>Words of Radiance (The Stormlight Archive, #2)</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.77</td>\n",
       "      <td>73572</td>\n",
       "      <td>108176</td>\n",
       "      <td>7261</td>\n",
       "      <td>154</td>\n",
       "      <td>404</td>\n",
       "      <td>2653</td>\n",
       "      <td>18272</td>\n",
       "      <td>86693</td>\n",
       "      <td>https://images.gr-assets.com/books/1391535251m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1391535251s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8853</th>\n",
       "      <td>8854</td>\n",
       "      <td>95602</td>\n",
       "      <td>95602</td>\n",
       "      <td>920037</td>\n",
       "      <td>6</td>\n",
       "      <td>842339523</td>\n",
       "      <td>9.780842e+12</td>\n",
       "      <td>Francine Rivers</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Mark of the Lion Trilogy</td>\n",
       "      <td>Mark of the Lion Trilogy</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.76</td>\n",
       "      <td>9081</td>\n",
       "      <td>9547</td>\n",
       "      <td>731</td>\n",
       "      <td>27</td>\n",
       "      <td>61</td>\n",
       "      <td>323</td>\n",
       "      <td>1363</td>\n",
       "      <td>7773</td>\n",
       "      <td>https://images.gr-assets.com/books/1349032180m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1349032180s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7946</th>\n",
       "      <td>7947</td>\n",
       "      <td>5031805</td>\n",
       "      <td>5031805</td>\n",
       "      <td>40769318</td>\n",
       "      <td>96</td>\n",
       "      <td>1433502410</td>\n",
       "      <td>9.781434e+12</td>\n",
       "      <td>Anonymous, Lane T. Dennis, Wayne A. Grudem</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESV Study Bible</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.76</td>\n",
       "      <td>8953</td>\n",
       "      <td>10784</td>\n",
       "      <td>262</td>\n",
       "      <td>98</td>\n",
       "      <td>90</td>\n",
       "      <td>367</td>\n",
       "      <td>1152</td>\n",
       "      <td>9077</td>\n",
       "      <td>https://images.gr-assets.com/books/1410151002m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1410151002s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4482</th>\n",
       "      <td>4483</td>\n",
       "      <td>24814</td>\n",
       "      <td>24814</td>\n",
       "      <td>25601</td>\n",
       "      <td>21</td>\n",
       "      <td>836221362</td>\n",
       "      <td>9.780836e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>It's a Magical World: A Calvin and Hobbes Coll...</td>\n",
       "      <td>It's a Magical World: A Calvin and Hobbes Coll...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.75</td>\n",
       "      <td>22351</td>\n",
       "      <td>23429</td>\n",
       "      <td>264</td>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>850</td>\n",
       "      <td>3737</td>\n",
       "      <td>18749</td>\n",
       "      <td>https://images.gr-assets.com/books/1437420710m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1437420710s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6360</th>\n",
       "      <td>6361</td>\n",
       "      <td>70489</td>\n",
       "      <td>70489</td>\n",
       "      <td>170846</td>\n",
       "      <td>22</td>\n",
       "      <td>836213122</td>\n",
       "      <td>9.780836e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>There's Treasure Everywhere: A Calvin and Hobb...</td>\n",
       "      <td>There's Treasure Everywhere: A Calvin and Hobb...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.74</td>\n",
       "      <td>16766</td>\n",
       "      <td>17285</td>\n",
       "      <td>149</td>\n",
       "      <td>22</td>\n",
       "      <td>69</td>\n",
       "      <td>680</td>\n",
       "      <td>2822</td>\n",
       "      <td>13692</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>422</td>\n",
       "      <td>862041</td>\n",
       "      <td>862041</td>\n",
       "      <td>2962492</td>\n",
       "      <td>76</td>\n",
       "      <td>545044251</td>\n",
       "      <td>9.780545e+12</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Complete Harry Potter Boxed Set</td>\n",
       "      <td>Harry Potter Boxset (Harry Potter, #1-7)</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.74</td>\n",
       "      <td>190050</td>\n",
       "      <td>204125</td>\n",
       "      <td>6508</td>\n",
       "      <td>1105</td>\n",
       "      <td>1285</td>\n",
       "      <td>7020</td>\n",
       "      <td>30666</td>\n",
       "      <td>164049</td>\n",
       "      <td>https://images.gr-assets.com/books/1392579059m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1392579059s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3752</th>\n",
       "      <td>3753</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>21457570</td>\n",
       "      <td>6</td>\n",
       "      <td>439827604</td>\n",
       "      <td>9.780440e+12</td>\n",
       "      <td>J.K. Rowling</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Harry Potter Collection (Harry Potter, #1-6)</td>\n",
       "      <td>Harry Potter Collection (Harry Potter, #1-6)</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.73</td>\n",
       "      <td>24618</td>\n",
       "      <td>26274</td>\n",
       "      <td>882</td>\n",
       "      <td>203</td>\n",
       "      <td>186</td>\n",
       "      <td>946</td>\n",
       "      <td>3891</td>\n",
       "      <td>21048</td>\n",
       "      <td>https://images.gr-assets.com/books/1328867351m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1328867351s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6919</th>\n",
       "      <td>6920</td>\n",
       "      <td>24815</td>\n",
       "      <td>24815</td>\n",
       "      <td>25602</td>\n",
       "      <td>19</td>\n",
       "      <td>751500283</td>\n",
       "      <td>9.780752e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>The Indispensable Calvin and Hobbes: A Calvin ...</td>\n",
       "      <td>The Indispensable Calvin and Hobbes</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.73</td>\n",
       "      <td>14597</td>\n",
       "      <td>16911</td>\n",
       "      <td>325</td>\n",
       "      <td>19</td>\n",
       "      <td>62</td>\n",
       "      <td>666</td>\n",
       "      <td>2969</td>\n",
       "      <td>13195</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6589</th>\n",
       "      <td>6590</td>\n",
       "      <td>59715</td>\n",
       "      <td>59715</td>\n",
       "      <td>1010526</td>\n",
       "      <td>21</td>\n",
       "      <td>751507954</td>\n",
       "      <td>9.780752e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>The Authoritative Calvin and Hobbes</td>\n",
       "      <td>The Authoritative Calvin and Hobbes: A Calvin ...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.73</td>\n",
       "      <td>16087</td>\n",
       "      <td>18198</td>\n",
       "      <td>425</td>\n",
       "      <td>20</td>\n",
       "      <td>61</td>\n",
       "      <td>701</td>\n",
       "      <td>3295</td>\n",
       "      <td>14121</td>\n",
       "      <td>https://images.gr-assets.com/books/1391114055m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1391114055s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9565</th>\n",
       "      <td>9566</td>\n",
       "      <td>70487</td>\n",
       "      <td>70487</td>\n",
       "      <td>2244439</td>\n",
       "      <td>24</td>\n",
       "      <td>1417642165</td>\n",
       "      <td>9.781418e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Attack of the Deranged Mutant Killer Monster S...</td>\n",
       "      <td>Attack of the Deranged Mutant Killer Monster S...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.72</td>\n",
       "      <td>9713</td>\n",
       "      <td>12197</td>\n",
       "      <td>233</td>\n",
       "      <td>15</td>\n",
       "      <td>30</td>\n",
       "      <td>514</td>\n",
       "      <td>2292</td>\n",
       "      <td>9346</td>\n",
       "      <td>https://images.gr-assets.com/books/1384735429m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1384735429s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>1308</td>\n",
       "      <td>17927395</td>\n",
       "      <td>17927395</td>\n",
       "      <td>25126749</td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sarah J. Maas</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>A Court of Mist and Fury</td>\n",
       "      <td>A Court of Mist and Fury (A Court of Thorns an...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.72</td>\n",
       "      <td>108384</td>\n",
       "      <td>126491</td>\n",
       "      <td>22700</td>\n",
       "      <td>931</td>\n",
       "      <td>1420</td>\n",
       "      <td>4725</td>\n",
       "      <td>18000</td>\n",
       "      <td>101415</td>\n",
       "      <td>https://images.gr-assets.com/books/1485259138m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1485259138s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8977</th>\n",
       "      <td>8978</td>\n",
       "      <td>121792</td>\n",
       "      <td>121792</td>\n",
       "      <td>1429035</td>\n",
       "      <td>20</td>\n",
       "      <td>1417642122</td>\n",
       "      <td>9.781418e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>The Revenge of the Baby-Sat: A Calvin and Hobb...</td>\n",
       "      <td>The Revenge of the Baby-Sat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.71</td>\n",
       "      <td>11503</td>\n",
       "      <td>12946</td>\n",
       "      <td>206</td>\n",
       "      <td>12</td>\n",
       "      <td>40</td>\n",
       "      <td>570</td>\n",
       "      <td>2428</td>\n",
       "      <td>9896</td>\n",
       "      <td>https://images.gr-assets.com/books/1384734025m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1384734025s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9075</th>\n",
       "      <td>9076</td>\n",
       "      <td>2350129</td>\n",
       "      <td>2350129</td>\n",
       "      <td>2356840</td>\n",
       "      <td>5</td>\n",
       "      <td>402366174</td>\n",
       "      <td>9.780402e+12</td>\n",
       "      <td>The Church of Jesus Christ of Latter-day Saints</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Preach My Gospel (A Guide to Missionary Service)</td>\n",
       "      <td>Preach My Gospel: A Guide To Missionary Service</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.71</td>\n",
       "      <td>9891</td>\n",
       "      <td>10194</td>\n",
       "      <td>206</td>\n",
       "      <td>105</td>\n",
       "      <td>83</td>\n",
       "      <td>463</td>\n",
       "      <td>1365</td>\n",
       "      <td>8178</td>\n",
       "      <td>https://images.gr-assets.com/books/1399612262m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1399612262s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7253</th>\n",
       "      <td>7254</td>\n",
       "      <td>24816</td>\n",
       "      <td>24816</td>\n",
       "      <td>2369970</td>\n",
       "      <td>23</td>\n",
       "      <td>836217691</td>\n",
       "      <td>9.780836e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Homicidal Psycho Jungle Cat: A Calvin and Hobb...</td>\n",
       "      <td>Homicidal Psycho Jungle Cat: A Calvin and Hobb...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.71</td>\n",
       "      <td>14113</td>\n",
       "      <td>15729</td>\n",
       "      <td>289</td>\n",
       "      <td>13</td>\n",
       "      <td>53</td>\n",
       "      <td>696</td>\n",
       "      <td>2900</td>\n",
       "      <td>12067</td>\n",
       "      <td>https://images.gr-assets.com/books/1448818381m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1448818381s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5206</th>\n",
       "      <td>5207</td>\n",
       "      <td>24818</td>\n",
       "      <td>24818</td>\n",
       "      <td>946589</td>\n",
       "      <td>28</td>\n",
       "      <td>836217357</td>\n",
       "      <td>9.780836e+12</td>\n",
       "      <td>Bill Watterson</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>The Days Are Just Packed: A Calvin and Hobbes ...</td>\n",
       "      <td>The Days Are Just Packed: A Calvin and Hobbes ...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.68</td>\n",
       "      <td>19143</td>\n",
       "      <td>20374</td>\n",
       "      <td>228</td>\n",
       "      <td>114</td>\n",
       "      <td>149</td>\n",
       "      <td>942</td>\n",
       "      <td>3636</td>\n",
       "      <td>15533</td>\n",
       "      <td>https://images.gr-assets.com/books/1418211162m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1418211162s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5918</th>\n",
       "      <td>5919</td>\n",
       "      <td>265205</td>\n",
       "      <td>265205</td>\n",
       "      <td>19119097</td>\n",
       "      <td>183</td>\n",
       "      <td>310919797</td>\n",
       "      <td>9.780311e+12</td>\n",
       "      <td>Anonymous, Ronald A. Beers, Ronald A. Beers</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Life Application Study Bible: NIV</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.67</td>\n",
       "      <td>13614</td>\n",
       "      <td>14774</td>\n",
       "      <td>270</td>\n",
       "      <td>239</td>\n",
       "      <td>207</td>\n",
       "      <td>670</td>\n",
       "      <td>1992</td>\n",
       "      <td>11666</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9140</th>\n",
       "      <td>9141</td>\n",
       "      <td>9329354</td>\n",
       "      <td>9329354</td>\n",
       "      <td>27679568</td>\n",
       "      <td>19</td>\n",
       "      <td>575097361</td>\n",
       "      <td>9.780575e+12</td>\n",
       "      <td>Brandon Sanderson</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>The Way of Kings, Part 1</td>\n",
       "      <td>The Way of Kings, Part 1 (The Stormlight Archi...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.67</td>\n",
       "      <td>9792</td>\n",
       "      <td>10117</td>\n",
       "      <td>453</td>\n",
       "      <td>40</td>\n",
       "      <td>93</td>\n",
       "      <td>408</td>\n",
       "      <td>2078</td>\n",
       "      <td>7498</td>\n",
       "      <td>https://images.gr-assets.com/books/1357609842m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1357609842s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2100</th>\n",
       "      <td>2101</td>\n",
       "      <td>99298</td>\n",
       "      <td>99298</td>\n",
       "      <td>5994366</td>\n",
       "      <td>17</td>\n",
       "      <td>439249546</td>\n",
       "      <td>9.780439e+12</td>\n",
       "      <td>J.K. Rowling, Mary GrandPré</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Harry Potter Boxed Set Books 1-4</td>\n",
       "      <td>The Harry Potter Collection 1-4 (Harry Potter,...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.66</td>\n",
       "      <td>43929</td>\n",
       "      <td>44842</td>\n",
       "      <td>265</td>\n",
       "      <td>307</td>\n",
       "      <td>424</td>\n",
       "      <td>2346</td>\n",
       "      <td>8186</td>\n",
       "      <td>33579</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      book_id  goodreads_book_id  best_book_id   work_id  books_count  \\\n",
       "3627     3628              24812         24812     25599           14   \n",
       "3274     3275                  8             8  21457576           11   \n",
       "861       862           17332218      17332218  16482835           34   \n",
       "8853     8854              95602         95602    920037            6   \n",
       "7946     7947            5031805       5031805  40769318           96   \n",
       "4482     4483              24814         24814     25601           21   \n",
       "6360     6361              70489         70489    170846           22   \n",
       "421       422             862041        862041   2962492           76   \n",
       "3752     3753                 10            10  21457570            6   \n",
       "6919     6920              24815         24815     25602           19   \n",
       "6589     6590              59715         59715   1010526           21   \n",
       "9565     9566              70487         70487   2244439           24   \n",
       "1307     1308           17927395      17927395  25126749           39   \n",
       "8977     8978             121792        121792   1429035           20   \n",
       "9075     9076            2350129       2350129   2356840            5   \n",
       "7253     7254              24816         24816   2369970           23   \n",
       "5206     5207              24818         24818    946589           28   \n",
       "5918     5919             265205        265205  19119097          183   \n",
       "9140     9141            9329354       9329354  27679568           19   \n",
       "2100     2101              99298         99298   5994366           17   \n",
       "\n",
       "            isbn        isbn13  \\\n",
       "3627   740748475  9.780741e+12   \n",
       "3274   439682584  9.780440e+12   \n",
       "861    765326361  9.780765e+12   \n",
       "8853   842339523  9.780842e+12   \n",
       "7946  1433502410  9.781434e+12   \n",
       "4482   836221362  9.780836e+12   \n",
       "6360   836213122  9.780836e+12   \n",
       "421    545044251  9.780545e+12   \n",
       "3752   439827604  9.780440e+12   \n",
       "6919   751500283  9.780752e+12   \n",
       "6589   751507954  9.780752e+12   \n",
       "9565  1417642165  9.781418e+12   \n",
       "1307         NaN           NaN   \n",
       "8977  1417642122  9.781418e+12   \n",
       "9075   402366174  9.780402e+12   \n",
       "7253   836217691  9.780836e+12   \n",
       "5206   836217357  9.780836e+12   \n",
       "5918   310919797  9.780311e+12   \n",
       "9140   575097361  9.780575e+12   \n",
       "2100   439249546  9.780439e+12   \n",
       "\n",
       "                                              authors  \\\n",
       "3627                                   Bill Watterson   \n",
       "3274                      J.K. Rowling, Mary GrandPré   \n",
       "861                                 Brandon Sanderson   \n",
       "8853                                  Francine Rivers   \n",
       "7946       Anonymous, Lane T. Dennis, Wayne A. Grudem   \n",
       "4482                                   Bill Watterson   \n",
       "6360                                   Bill Watterson   \n",
       "421                                      J.K. Rowling   \n",
       "3752                                     J.K. Rowling   \n",
       "6919                                   Bill Watterson   \n",
       "6589                                   Bill Watterson   \n",
       "9565                                   Bill Watterson   \n",
       "1307                                    Sarah J. Maas   \n",
       "8977                                   Bill Watterson   \n",
       "9075  The Church of Jesus Christ of Latter-day Saints   \n",
       "7253                                   Bill Watterson   \n",
       "5206                                   Bill Watterson   \n",
       "5918      Anonymous, Ronald A. Beers, Ronald A. Beers   \n",
       "9140                                Brandon Sanderson   \n",
       "2100                      J.K. Rowling, Mary GrandPré   \n",
       "\n",
       "      original_publication_year  \\\n",
       "3627                     2005.0   \n",
       "3274                     2003.0   \n",
       "861                      2014.0   \n",
       "8853                     1993.0   \n",
       "7946                     2002.0   \n",
       "4482                     1996.0   \n",
       "6360                     1996.0   \n",
       "421                      1998.0   \n",
       "3752                     2005.0   \n",
       "6919                     1992.0   \n",
       "6589                     1990.0   \n",
       "9565                     1992.0   \n",
       "1307                     2016.0   \n",
       "8977                     1991.0   \n",
       "9075                     2004.0   \n",
       "7253                     1994.0   \n",
       "5206                     1993.0   \n",
       "5918                     1992.0   \n",
       "9140                     2011.0   \n",
       "2100                     1999.0   \n",
       "\n",
       "                                         original_title  \\\n",
       "3627                     The Complete Calvin and Hobbes   \n",
       "3274                                                NaN   \n",
       "861                                   Words of Radiance   \n",
       "8853                           Mark of the Lion Trilogy   \n",
       "7946                                                NaN   \n",
       "4482  It's a Magical World: A Calvin and Hobbes Coll...   \n",
       "6360  There's Treasure Everywhere: A Calvin and Hobb...   \n",
       "421                     Complete Harry Potter Boxed Set   \n",
       "3752       Harry Potter Collection (Harry Potter, #1-6)   \n",
       "6919  The Indispensable Calvin and Hobbes: A Calvin ...   \n",
       "6589                The Authoritative Calvin and Hobbes   \n",
       "9565  Attack of the Deranged Mutant Killer Monster S...   \n",
       "1307                           A Court of Mist and Fury   \n",
       "8977  The Revenge of the Baby-Sat: A Calvin and Hobb...   \n",
       "9075   Preach My Gospel (A Guide to Missionary Service)   \n",
       "7253  Homicidal Psycho Jungle Cat: A Calvin and Hobb...   \n",
       "5206  The Days Are Just Packed: A Calvin and Hobbes ...   \n",
       "5918                                                NaN   \n",
       "9140                           The Way of Kings, Part 1   \n",
       "2100                   Harry Potter Boxed Set Books 1-4   \n",
       "\n",
       "                                                  title language_code  \\\n",
       "3627                     The Complete Calvin and Hobbes           eng   \n",
       "3274  Harry Potter Boxed Set, Books 1-5 (Harry Potte...           eng   \n",
       "861      Words of Radiance (The Stormlight Archive, #2)           eng   \n",
       "8853                           Mark of the Lion Trilogy         en-US   \n",
       "7946                                    ESV Study Bible           eng   \n",
       "4482  It's a Magical World: A Calvin and Hobbes Coll...           eng   \n",
       "6360  There's Treasure Everywhere: A Calvin and Hobb...           eng   \n",
       "421            Harry Potter Boxset (Harry Potter, #1-7)           eng   \n",
       "3752       Harry Potter Collection (Harry Potter, #1-6)           eng   \n",
       "6919                The Indispensable Calvin and Hobbes           eng   \n",
       "6589  The Authoritative Calvin and Hobbes: A Calvin ...           eng   \n",
       "9565  Attack of the Deranged Mutant Killer Monster S...           eng   \n",
       "1307  A Court of Mist and Fury (A Court of Thorns an...           eng   \n",
       "8977                        The Revenge of the Baby-Sat           NaN   \n",
       "9075    Preach My Gospel: A Guide To Missionary Service           NaN   \n",
       "7253  Homicidal Psycho Jungle Cat: A Calvin and Hobb...           eng   \n",
       "5206  The Days Are Just Packed: A Calvin and Hobbes ...         en-US   \n",
       "5918                  Life Application Study Bible: NIV           eng   \n",
       "9140  The Way of Kings, Part 1 (The Stormlight Archi...           eng   \n",
       "2100  The Harry Potter Collection 1-4 (Harry Potter,...           eng   \n",
       "\n",
       "      average_rating  ratings_count  work_ratings_count  \\\n",
       "3627            4.82          28900               29968   \n",
       "3274            4.77          33220               33424   \n",
       "861             4.77          73572              108176   \n",
       "8853            4.76           9081                9547   \n",
       "7946            4.76           8953               10784   \n",
       "4482            4.75          22351               23429   \n",
       "6360            4.74          16766               17285   \n",
       "421             4.74         190050              204125   \n",
       "3752            4.73          24618               26274   \n",
       "6919            4.73          14597               16911   \n",
       "6589            4.73          16087               18198   \n",
       "9565            4.72           9713               12197   \n",
       "1307            4.72         108384              126491   \n",
       "8977            4.71          11503               12946   \n",
       "9075            4.71           9891               10194   \n",
       "7253            4.71          14113               15729   \n",
       "5206            4.68          19143               20374   \n",
       "5918            4.67          13614               14774   \n",
       "9140            4.67           9792               10117   \n",
       "2100            4.66          43929               44842   \n",
       "\n",
       "      work_text_reviews_count  ratings_1  ratings_2  ratings_3  ratings_4  \\\n",
       "3627                      861        120        154        693       3117   \n",
       "3274                      156        317        233        978       3686   \n",
       "861                      7261        154        404       2653      18272   \n",
       "8853                      731         27         61        323       1363   \n",
       "7946                      262         98         90        367       1152   \n",
       "4482                      264         36         57        850       3737   \n",
       "6360                      149         22         69        680       2822   \n",
       "421                      6508       1105       1285       7020      30666   \n",
       "3752                      882        203        186        946       3891   \n",
       "6919                      325         19         62        666       2969   \n",
       "6589                      425         20         61        701       3295   \n",
       "9565                      233         15         30        514       2292   \n",
       "1307                    22700        931       1420       4725      18000   \n",
       "8977                      206         12         40        570       2428   \n",
       "9075                      206        105         83        463       1365   \n",
       "7253                      289         13         53        696       2900   \n",
       "5206                      228        114        149        942       3636   \n",
       "5918                      270        239        207        670       1992   \n",
       "9140                      453         40         93        408       2078   \n",
       "2100                      265        307        424       2346       8186   \n",
       "\n",
       "      ratings_5                                          image_url  \\\n",
       "3627      25884  https://images.gr-assets.com/books/1473064526m...   \n",
       "3274      28210  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "861       86693  https://images.gr-assets.com/books/1391535251m...   \n",
       "8853       7773  https://images.gr-assets.com/books/1349032180m...   \n",
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       "2100      33579  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "\n",
       "                                        small_image_url  \n",
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       "3274  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "861   https://images.gr-assets.com/books/1391535251s...  \n",
       "8853  https://images.gr-assets.com/books/1349032180s...  \n",
       "7946  https://images.gr-assets.com/books/1410151002s...  \n",
       "4482  https://images.gr-assets.com/books/1437420710s...  \n",
       "6360  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "421   https://images.gr-assets.com/books/1392579059s...  \n",
       "3752  https://images.gr-assets.com/books/1328867351s...  \n",
       "6919  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "6589  https://images.gr-assets.com/books/1391114055s...  \n",
       "9565  https://images.gr-assets.com/books/1384735429s...  \n",
       "1307  https://images.gr-assets.com/books/1485259138s...  \n",
       "8977  https://images.gr-assets.com/books/1384734025s...  \n",
       "9075  https://images.gr-assets.com/books/1399612262s...  \n",
       "7253  https://images.gr-assets.com/books/1448818381s...  \n",
       "5206  https://images.gr-assets.com/books/1418211162s...  \n",
       "5918  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "9140  https://images.gr-assets.com/books/1357609842s...  \n",
       "2100  https://s.gr-assets.com/assets/nophoto/book/50...  "
      ]
     },
     "execution_count": 378,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "books_df.sort_values('average_rating',ascending=False).iloc[:n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  'original_title': 'Danny: The Champion of the World',\n",
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       "  'isbn13': 9780553380960.0,\n",
       "  'authors': 'Neal Stephenson',\n",
       "  'original_publication_year': 1995.0,\n",
       "  'original_title': 'The Diamond Age',\n",
       "  'title': \"The Diamond Age: or, A Young Lady's Illustrated Primer\",\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.19,\n",
       "  'ratings_count': 61836,\n",
       "  'work_ratings_count': 66621,\n",
       "  'work_text_reviews_count': 2821,\n",
       "  'ratings_1': 602,\n",
       "  'ratings_2': 2255,\n",
       "  'ratings_3': 10287,\n",
       "  'ratings_4': 24102,\n",
       "  'ratings_5': 29375,\n",
       "  'image_url': 'https://s.gr-assets.com/assets/nophoto/book/111x148-bcc042a9c91a29c1d680899eff700a03.png',\n",
       "  'small_image_url': 'https://s.gr-assets.com/assets/nophoto/book/50x75-a91bf249278a81aabab721ef782c4a74.png'},\n",
       " {'correlation': 0.8093354826306429,\n",
       "  'book_id': 5444,\n",
       "  'goodreads_book_id': 45432,\n",
       "  'best_book_id': 45432,\n",
       "  'work_id': 1019140,\n",
       "  'books_count': 51,\n",
       "  'isbn': '078685149X',\n",
       "  'isbn13': 9780786851490.0,\n",
       "  'authors': 'Eoin Colfer',\n",
       "  'original_publication_year': 2004.0,\n",
       "  'original_title': 'The Supernaturalist',\n",
       "  'title': 'The Supernaturalist',\n",
       "  'language_code': 'en-US',\n",
       "  'average_rating': 3.85,\n",
       "  'ratings_count': 23010,\n",
       "  'work_ratings_count': 24352,\n",
       "  'work_text_reviews_count': 1021,\n",
       "  'ratings_1': 277,\n",
       "  'ratings_2': 1595,\n",
       "  'ratings_3': 6618,\n",
       "  'ratings_4': 8871,\n",
       "  'ratings_5': 6991,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1233460677m/45432.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1233460677s/45432.jpg'},\n",
       " {'correlation': 0.8093354826306429,\n",
       "  'book_id': 6189,\n",
       "  'goodreads_book_id': 244572,\n",
       "  'best_book_id': 244572,\n",
       "  'work_id': 6594671,\n",
       "  'books_count': 70,\n",
       "  'isbn': '000710653X',\n",
       "  'isbn13': 9780007106530.0,\n",
       "  'authors': 'Diana Wynne Jones',\n",
       "  'original_publication_year': 1977.0,\n",
       "  'original_title': 'Charmed Life ',\n",
       "  'title': 'Charmed Life (Chrestomanci, #1)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 3.95,\n",
       "  'ratings_count': 21896,\n",
       "  'work_ratings_count': 24251,\n",
       "  'work_text_reviews_count': 875,\n",
       "  'ratings_1': 661,\n",
       "  'ratings_2': 1194,\n",
       "  'ratings_3': 5133,\n",
       "  'ratings_4': 9051,\n",
       "  'ratings_5': 8212,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1396706429m/244572.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1396706429s/244572.jpg'},\n",
       " {'correlation': 0.8062257748298552,\n",
       "  'book_id': 117,\n",
       "  'goodreads_book_id': 18131,\n",
       "  'best_book_id': 18131,\n",
       "  'work_id': 948387,\n",
       "  'books_count': 165,\n",
       "  'isbn': '440498058',\n",
       "  'isbn13': 9780440498060.0,\n",
       "  'authors': \"Madeleine L'Engle\",\n",
       "  'original_publication_year': 1962.0,\n",
       "  'original_title': 'A Wrinkle in Time',\n",
       "  'title': 'A Wrinkle in Time (A Wrinkle in Time Quintet, #1)',\n",
       "  'language_code': 'en-US',\n",
       "  'average_rating': 4.04,\n",
       "  'ratings_count': 615907,\n",
       "  'work_ratings_count': 650094,\n",
       "  'work_text_reviews_count': 19413,\n",
       "  'ratings_1': 17313,\n",
       "  'ratings_2': 34988,\n",
       "  'ratings_3': 119115,\n",
       "  'ratings_4': 209745,\n",
       "  'ratings_5': 268933,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1329061522m/18131.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1329061522s/18131.jpg'},\n",
       " {'correlation': 0.8062257748298552,\n",
       "  'book_id': 4650,\n",
       "  'goodreads_book_id': 222576,\n",
       "  'best_book_id': 222576,\n",
       "  'work_id': 2887072,\n",
       "  'books_count': 58,\n",
       "  'isbn': '1416949674',\n",
       "  'isbn13': 9781416949670.0,\n",
       "  'authors': 'Susan Cooper',\n",
       "  'original_publication_year': 1975.0,\n",
       "  'original_title': 'The Grey King',\n",
       "  'title': 'The Grey King (The Dark Is Rising, #4)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.18,\n",
       "  'ratings_count': 28027,\n",
       "  'work_ratings_count': 29999,\n",
       "  'work_text_reviews_count': 678,\n",
       "  'ratings_1': 266,\n",
       "  'ratings_2': 798,\n",
       "  'ratings_3': 5218,\n",
       "  'ratings_4': 10585,\n",
       "  'ratings_5': 13132,\n",
       "  'image_url': 'https://s.gr-assets.com/assets/nophoto/book/111x148-bcc042a9c91a29c1d680899eff700a03.png',\n",
       "  'small_image_url': 'https://s.gr-assets.com/assets/nophoto/book/50x75-a91bf249278a81aabab721ef782c4a74.png'},\n",
       " {'correlation': 0.8062257748298552,\n",
       "  'book_id': 7696,\n",
       "  'goodreads_book_id': 821000,\n",
       "  'best_book_id': 821000,\n",
       "  'work_id': 1359963,\n",
       "  'books_count': 58,\n",
       "  'isbn': '525444467',\n",
       "  'isbn13': 9780525444470.0,\n",
       "  'authors': 'A.A. Milne, Ernest H. Shepard',\n",
       "  'original_publication_year': 1927.0,\n",
       "  'original_title': 'Now We Are Six',\n",
       "  'title': 'Now We Are Six (Winnie-the-Pooh, #4)',\n",
       "  'language_code': 'eng',\n",
       "  'average_rating': 4.38,\n",
       "  'ratings_count': 15840,\n",
       "  'work_ratings_count': 16568,\n",
       "  'work_text_reviews_count': 287,\n",
       "  'ratings_1': 85,\n",
       "  'ratings_2': 355,\n",
       "  'ratings_3': 2267,\n",
       "  'ratings_4': 4411,\n",
       "  'ratings_5': 9450,\n",
       "  'image_url': 'https://images.gr-assets.com/books/1348199373m/821000.jpg',\n",
       "  'small_image_url': 'https://images.gr-assets.com/books/1348199373s/821000.jpg'}]"
      ]
     },
     "execution_count": 373,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Function to be called outside\n",
    "def find_k_similar_books(goodreads_book_id, n=3):\n",
    "    similar_books = correlation_matrix[str(goodreads_book_id)].sort_values(ascending=False).head(n)\n",
    "    similar_books.name = 'correlation'\n",
    "\n",
    "    similar_books_merged = pd.merge(similar_books,books_df,left_index=True,right_on='goodreads_book_id')\n",
    "    \n",
    "    return similar_books_merged.to_dict(orient='records')\n",
    "\n",
    "books = find_k_similar_books(goodreads_book_id=6690, n=20)\n",
    "books"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Book recommendation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple Correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filter users and books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127c59d50>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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//36effZZRowY4c+6RSRI3LUecosq+Prq0K/86RAn8pze++2hNn7503+lsrwagK6dIrU6JogaFfIbN27k8ccf55FHHgEgPDycJ554gpiY+rm0wYMHk5OTA8D+/ft58cUXyc7O5rrrrmPx4sVERET4qXwRCYTyyhrvzo5vf5TJji9zGtx//dB4xo+qv8JSx+hw+vaIpSBUwd4aNCrkly9f3uB2QkICCQkJABQXF7N+/XqefvppKioqGDp0KIsXLyYhIYElS5bw/PPPs2jRopavXET8xnx9mA58/lUhz23+R4P7e8ZFMT1pQP0NGwzu3ZnoyLBAliiNZDPnfpqXcPPNN/P73/+exMREAPLy8rjvvvuYOHEi8+fPP+/xBw8eZOnSpWzZsqXlKhYRv3LX1jH3qb9QeKbaOxZigx/fdg2cnXYZ0rcLl/XqFKwSpQl8Xl1z9OhR7r//fu6++27mzJkDQE5ODhkZGUyfPh2oPxqw25v2FkVFTjyeRv+74+VwdKSgoLzJz2tL1KM1tLYeC89UsfL1L3C56wDweAwV1bWMutzhXd7YMy6KUYO6NXjed/XQ2nr0h9bSY0iIjbi4iy9D9SnknU4n9957L4sWLWLq1Kne8cjISFatWsUNN9xAYmIi69evZ/z48b68hYj4SV5xJb995yDu2vpQr66po/BMNdcPjfdOuYTZQ5hyYz9iOmgKpq3zKeQ3bdpEYWEhL7/8Mi+//DJQP5Xzk5/8hGXLlvHAAw/gdrsZOXIk99xzT4sWLCJNc6rAyca/HaXO4wHgTEUNpwoquLp/HGH2+uWMV/Tryt3Jg7GHanmj1TRpTj4QNF1zcerRGvzZozGGt/5+jOKyb+bTc4oqOX66nAEJsdion1PvGhvB3NQrCfHTtU/1OQaOX6ZrRKR12He0iEPHi723a2o9/O3zU3SMCiMy/JuzSkcM6saD064JRokSZAp5kTbCGMOH+3KprK71jr276wRlFW7vtAtATIcwfjpjOH17aLMvUciLtFq5RRVk5X4zHVBcXs2bHxw773HTkvqTMqZfACuTtkQhL9IKVFa7ycxtOL/7h/ePkHN2T5hzPXHPdcR36QCADRsR4drsSy5OIS8SYB6PIaewosECg7c/zmT34YLzHjt2WE8mje7rvR0ZFkqnGG0TIo2nkBfxs/LKGs5dw5Zx6Bi/27r/vMdd1jOWmd8f6L1tw0bv7jFEhOlIXXynkBfxo/f3nGT9e1+dNx4RFsq9KUMbjPXr2ZFunToEqjRpJxTyIi3kd9sO8sn+0w3GDBAdaefWs/upA8TERNIxIpShfbsEuEJpjxTyIk1UW+dhxfrPKTrnhCOA8go3ifExDB/YcI+Xy3rFNhhrLSfRSPugkBf5DqVOF89v2U9NTZ13rM5jOFVYwdC+XXB0/mZ6xWaD713Ti/69YoNRqsgFKeRFzvpwXw67/pnfYKy80s3x0+UM6dOZyPBv/rr06hbNzO8PoktHrXSR1k0hL+1OjbuON3YcpdpV22B837EiPB5DfJco71iIzcY1A+KYf+tVuvi0tEkKebG0rNNl5x2dl5a7+ORAHp2iwxvsuhhuD2Xy6D6MG5kY6DJF/EYhL5ZgjOHTA3mUV9Y0GM/Yf5oT+c7zttDtFB3OE3Oup1N0eCDLFAk4hby0Oc4qNwezivGcc4aRs9LN6385csHH33R1D+5NuSJQ5Ym0Kgp5adWqXLVknW643PDDfTl8eiDvgo9fMmskiY6Ge2t3iNBcurRfCnlpNapctZw4XUZxSaV37L8zsvj04PmBntAtmv9161UNxiLCQukaG+n3OkXaEoW8BEWNu46aWk+DsdUbvzxvJ0aAPt1juPP7gxqMxXeJ0vJFkUZoVMg7nU5mzpzJCy+8QGJiIhkZGTz99NO4XC4mTZrEokWLADh06BBpaWk4nU5GjRrFk08+id2uf0ekIWeVm4d/nYHrnBOMvnb9FT0YOSiuwVi/nrHEd9aeLiK+uGQC7927l7S0NLKysgCorq5m6dKlvPbaa/Ts2ZN58+bxwQcfkJSUxMMPP8wvfvELhg8fztKlS9m4cSN33XWXv3uQVqy8sobHfvcZFedczcgY8BjDuBEJ9Ij7Zk26DUi+8TI8NbUXeCUR8cUlQ37jxo08/vjjPPLIIwDs27ePvn370rt3bwBSU1NJT09n4MCBVFdXM3z4cABuu+021qxZo5BvR844Xaz645dUnXOSUV2dh7JKN2Ou7N5gvjwiLJTk63oT/q1tdOM6ddC+LiIt6JIhv3z58ga38/PzcTgc3tvx8fHk5eWdN+5wOMjLu/AKCGn7zjhdvLD1AC73N1Mu1TV1nC6uZMSgbkR3CPOOR4aHMi1pgPZFFwmCJk+Ym3OvfnCWzWa76HhTxcXFXPpBF+FwWP/CxcHqcevfj/LlV99cueiM08WR7FKu7B9Hh4hv/hgN6deVBTOGNyvQ9Tlag3psHZoc8t27d6ewsNB7Oz8/n/j4+PPGCwoKiI+Pb3JBRUXOBpdFa6z2sH1roHosKXexLSOL2rpvVr/s/Gc+4faQBlMuV/XvyoJbrzpvyqWstBJf6XO0BvUYOCEhtu88OG5yyA8bNozMzEyOHz9OYmIi27ZtY9q0aSQkJBAREcGePXu49tpr2bJlC2PHjm1W8eJ/Ho/h3V3ZVFS7vWPZ+U72HS2iU0w4IWd/G4uOtDNj3ECuH9o9WKWKiA+aHPIRERGsWLGCBx98EJfLRVJSEhMnTgTgmWeeIS0tjYqKCq644gpmz57d4gVL85wurmT/sSLv7RKniz99egKbDW+gA/SMi+Ln995ASEjTp9xEpPWwmQtNpgeRpmsuzpceM3PLKCit8t5+b3c2R0+VNXhMaIiN5fff0GCL3WDR52gN6jFwWny6Rlq33KIKyiq+2Ylx9ca9551ZOnKwgx9NGuK9HRYaQkS4Vr6IWJFCvo0rdbqoPnvmqKumjl/8fjd13/pNaFpSf4YPOmfZa+dIXQBDpJ1QyLcx7to63LX1IV54poonXtl13mOmJfWnf8/664yGhobQv1fsefupi0j7oJBvQ4rOVPHgLz88b/plWlJ/4s4ubQyzhzJsYJxCXUQAhXyrt2nHUd7bnQ3U7/lSW+fh30Yl0u1sqHeIsHPTNT0brIwREfmaQr4V+u07BziSfQaAMxU1dOkYzqjL44mKCsdT52HSDX10pC4ijaKQbwU8HsMLW/dTXO4C6pc9Jjpi6BNfvyzqhiu7c9Vlca1myZaItB0K+SDxeAzr3j1MqbMGd52HA5nFJDpi6BwTztX945j6L5dx2dkvT0VEfKWQD6Dqmlq2fJiJy11HdU0dnx3Mo1unSKIi7AxIiOW+KVfQvRWckCQi1qGQ97MqVy1//fwk7loP+aVVfHogj5gOYYSG2HB0juSnM4bTvauCXUT8QyHvJ/uPFZFfWsXx0+V8uC/XOx4bFcZTc0cTFRn2Hc8WEWkZCvkWZIzhQFYxVa46frP1AJ6z2wJFR9p5dsFNOstURAJOId8CPMZwIq+cE3lOXv3TP73j90wewrAB3YgID1XAi0hQKOSbwRhDUVk1/zxeysvbD3nH//cdw+kaG0GPrlE+XR1LRKSlKOR95K718NG+HF579ysAbMCC266mS2wE/Xpo6aOItA4KeR9k5pbx1Gt7qPMYIsJC+eGEwXSJiWBov67BLk1EpAGFfBNUuWp5/OWdlDpd1HkMqTf2Y2BiJ67uHxfs0kRELkgh30h/2Z1N+s4TFJe5uHawg0GJnRh/XW/NuYtIq6aQvwR3bR0vbD3A4ROl2O0hJA3vxe3/OpCoSP3oRKT18zmp3njjDdatW+e9ffLkSaZOnUpVVRV79uyhQ4cOACxYsIDx48c3v9IgOHS8hO2fZHEgq4Q+3WMYP6o3N13dM9hliYg0ms8hf/vtt3P77bcDcOTIEebPn8+CBQv493//d9atW0d8fHyLFRkMnx3MY+tHmRSeqWZAr1jm33Y1nWMigl2WiEiTtMicwxNPPMGiRYuIjIwkJyeHxx57jJycHMaPH8+CBQsICWk7e58bY/jr56fY8uExamo9JA3vxazxg4NdloiIT5od8hkZGVRXVzNp0iSys7MZPXo0y5YtIyoqinnz5rFp0yZmzJjR6NeLi4vxuRaHo6PPzwWorHbz3x9nsv69+rXv/2v6MCaN6des12xpze2xLVCP1qAeWwebMWc3WPHRwoULSU5OZsqUKefd995777Flyxaee+65Rr9eUZETj6fpJTX3ghqV1W7e+vsx/vr5KWw2WDbnehIcvv+D4w/t4aIh6tEa1GPghITYvvPguFnzKDU1NezatYubb74ZgMOHD/PnP//Ze78xBru99a9CqXHXsfatf/DXz08R0yGMNT/5XqsLeBERXzQr5A8fPky/fv2IiqrfD90Yw1NPPcWZM2dwu91s2LCh1a+s8RjDi9sO8s8TpSQ4ovn5vdcTrW2ARcQimnWYnZ2dTY8ePby3hwwZwty5c7nzzjupra296DROa7Lxr//DnsMFhNhsPDR9GJ20gkZELKTZc/ItLZBz8u/vOen9kvXn991AQrfoJr9vILWWOUB/Uo/WoB4Dx69z8m3ZV9ml3oBfeve1rT7gRUR80S5DvvBMFSvWfw7AvSlDGZjYKcgViYj4R7sLeY8xrPrDFwBcPzRe2xSIiKW1u5D/+B+5FJRW0yEilPumXBHsckRE/KpdhXydx8Mr2+uvwfro3ddiD21X7YtIO9SuUu6zg3kAXHu5g0Sd7CQi7UC7Cvk3dhwF4I6bBwa5EhGRwGg3IZ+ZW8YZZw2942Po1qlDsMsREQmIdhPy2zKyAJg98fLgFiIiEkDtIuSNMXxxpJDQEBsDemlNvIi0H+0i5D//qgCAcSMSglyJiEhgtYuQf29XNgApN/YLbiEiIgFm+ZCv83j46uQZYqPC6BQdHuxyREQCyvIhn53vBGDUkLZ9YXEREV9YPuT3/k8RAKMuV8iLSPtj+ZDfd7QQQDtNiki7ZOmQ93gMmbnldOkYoX1qRKRdsnTyHcwqBur3qhERaY+adY3X2bNnU1RUhN1e/zLLli3jxIkT/PrXv8btdvOjH/2IWbNmtUihvvjkQP2GZN8fmRi0GkREgsnnkDfGcOzYMXbs2OEN+by8PBYtWsRbb71FeHg4M2fO5IYbbmDgwOBsCHY4uwSA7l2jgvL+IiLB5nPIHzt2DJvNxv33309RUREzZswgOjqa0aNH07lzZwAmTJhAeno6CxYsaLGCG6u2zkNxmYsr+nUJ+HuLiLQWPs/Jl5WVMWbMGJ577jleffVV/vjHP5KTk4PD8c38d3x8PHl5eS1SaFMdz6u/ivrQvgp5EWm/fD6SHzFiBCNGjAAgKiqK6dOn8/TTT/PjH/+4weNsNluTXjcuzveLeTgcHb3//86nJwD43sjeDcbbOiv1cjHq0RrUY+vgc8jv3r0bt9vNmDFjgPo5+oSEBAoLC72Pyc/PJz6+aSchFRU58XhMk+txODpSUFDuvb3rwGkAOoaHNBhvy77doxWpR2tQj4ETEmL7zoNjn6drysvLWblyJS6XC6fTyebNm1m1ahWffPIJxcXFVFVV8e677zJ27Fhf38JnxhhOFjjp1S26yb9JiIhYic9H8uPGjWPv3r384Ac/wOPxcNddd3HttdeyaNEiZs+ejdvtZvr06VxzzTUtWW+j5JVUATBYZ7mKSDvXrHXyDz30EA899FCDsdTUVFJTU5tVVHN9eaR+yuiagd2CWoeISLBZ8ozXY7llAFyp5ZMi0s5ZMuRPFTgJt4cQZg8NdikiIkFlyZDPLaqkZ7foYJchIhJ0lgv54rJqAAb0ig1yJSIiwWe5kM88Ox8/pI/m40VELBfyp4srAejXo/WfiSYi4m+WC/lThRUAdI2NDHIlIiLBZ7mQP5ZTRmR4KCEhOtNVRMRyIZ9fUkWCQytrRETAYiFf5aoFINHh+06WIiJWYqmQ/+fx+itB9emuL11FRMBiIX/oRH3I60IhIiL1LBXyR7LPANC9S4cgVyIi0jpYKuSP55Xj6BypPeRFRM6yTMiXnN3O4HKd6Soi4mWZkN97pACAK7S9sIiIl2VC/qvsUgCu6Ns1yJWIiLQelgn5vKL6PWtio8ODXImISOdtkMkAAAkISURBVOvRrMv/rV27lj/96U8AJCUl8cgjj/Doo4+yZ88eOnSoX+GyYMECxo8f3/xKLyGn0Em3TtqvRkTkXD6HfEZGBh999BGbN2/GZrNx33338d5777F//37WrVtHfHx8S9Z5SSfznQzp0zmg7yki0tr5PF3jcDhYsmQJ4eHhhIWFMWDAAHJycsjJyeGxxx4jNTWVNWvW4PF4WrLeCyqrrAHQ1aBERL7F55AfNGgQw4cPByArK4vt27fzve99j9GjR/PUU0+xceNGdu/ezaZNm1qs2IspKXMB0Dtee9aIiJyrWXPyAEeOHGHevHksXryY/v3789xzz3nv++EPf8iWLVuYMWNGo18vLq7pQX0ktxyAwX3jcDisvW+N1fsD9WgV6rF1aFbI79mzh4ULF7J06VJSUlI4fPgwWVlZTJgwAQBjDHZ7096iqMiJx2Oa9JyS0vqVNdVVNRQUlDfpuW2Jw9HR0v2BerQK9Rg4ISG27zw49nm6Jjc3l/nz5/PMM8+QkpIC1If6U089xZkzZ3C73WzYsCEgK2tq6+rn/aM7NPsXExERS/E5FV966SVcLhcrVqzwjs2cOZO5c+dy5513UltbS3JyMlOmTGmRQr9LbV39kb89xDLL/kVEWoTPIZ+WlkZaWtoF75s1a5bPBfni6yN5u10hLyJyLkukovdIPlS7T4qInMsSId+xQxgdo8KICAsNdikiIq2KJb6pvOHK7oy/8TKcZVXBLkVEpFWxxJF8iM1GhwhL/HslItKiLBHyIiJyYQp5ERELU8iLiFiYQl5ExMIU8iIiFqaQFxGxsFa37jAkxPezVpvz3LZCPVqDerSG1tDjpWqwGWOatq+viIi0GZquERGxMIW8iIiFKeRFRCxMIS8iYmEKeRERC1PIi4hYmEJeRMTCFPIiIhamkBcRsTBLhPw777zD5MmTGT9+POvXrw92OY3idDqZMmUKJ0+eBCAjI4PU1FSSk5NZvXq193GHDh1i2rRpTJgwgZ/97GfU1tYCkJOTw6xZs5g4cSIPPPAAFRUVAJSVlTF37lwmTZrErFmzKCgoCHxzwNq1a0lJSSElJYWVK1cC1uvxV7/6FZMnTyYlJYVXXnkFsF6PX/vP//xPlixZArRcLzU1NTz88MNMmjSJW2+9laNHjwalt9mzZ5OSksLUqVOZOnUqe/fuvWimtNTnG1CmjTt9+rQZN26cKSkpMRUVFSY1NdUcOXIk2GV9py+//NJMmTLFXHnllSY7O9tUVVWZpKQkc+LECeN2u82cOXPMjh07jDHGpKSkmC+++MIYY8yjjz5q1q9fb4wxZu7cuWbbtm3GGGPWrl1rVq5caYwx5sknnzS/+c1vjDHGbN682fzkJz8JdHvm448/NnfccYdxuVympqbGzJ4927zzzjuW6vGzzz4zM2fONG6321RVVZlx48aZQ4cOWarHr2VkZJgbbrjBLF682BjTcr387ne/M4899pgxxpidO3ea6dOnB66pszwej7npppuM2+32jl0sU1ry72kgtfkj+YyMDEaPHk3nzp2JiopiwoQJpKenB7us77Rx40Yef/xx4uPjAdi3bx99+/ald+/e2O12UlNTSU9P59SpU1RXVzN8+HAAbrvtNtLT03G73ezatYsJEyY0GAfYsWMHqampAEyZMoW///3vuN3ugPbncDhYsmQJ4eHhhIWFMWDAALKysizV4/XXX8/vf/977HY7RUVF1NXVUVZWZqkeAUpLS1m9ejU//vGPAVq0lx07dnDLLbcAcN1111FSUkJOTk5A+zt27Bg2m43777+fW265hXXr1l00U1ry72kgtfmQz8/Px+FweG/Hx8eTl5cXxIoubfny5YwaNcp7+2I9fHvc4XCQl5dHSUkJMTEx2O32BuPffi273U5MTAzFxcWBaMtr0KBB3j/wWVlZbN++HZvNZqkeAcLCwlizZg0pKSmMGTPGcp8jwH/8x3+waNEiYmNjz6vr3Jp96eVCr3X69OlAtQbUTyWNGTOG5557jldffZU//vGP5OTkNOpzbM7nG0htPuTNBTbRtNmCv/1nU1ysh6aOX0xISHA+5iNHjjBnzhwWL15Mnz59zrvfCj0uXLiQTz75hNzcXLKyss67vy33+MYbb9CzZ0/GjBnjHfN3L4HuccSIEaxcuZKoqCi6du3K9OnTWbNmzXmP8+VzbC3Z1Or2k2+q7t27s3v3bu/t/Px87zRIW9G9e3cKCwu9t7/u4dvjBQUFxMfH07VrV5xOJ3V1dYSGhnrHof7oorCwkB49elBbW4vT6aRz584B72nPnj0sXLiQpUuXkpKSws6dOy3V49GjR6mpqWHo0KF06NCB5ORk0tPTCQ0NtUyP27dvp6CggKlTp3LmzBkqKyux2Wwt1kt8fDwFBQX07du3wWsF0u7du3G73d5/yIwxJCQkNOrPanM+30Bq80fyN954I5988gnFxcVUVVXx7rvvMnbs2GCX1STDhg0jMzOT48ePU1dXx7Zt2xg7diwJCQlERESwZ88eALZs2cLYsWMJCwtj1KhRbN++vcE4QFJSElu2bAHq/5KOGjWKsLCwgPaTm5vL/PnzeeaZZ0hJSbFkjydPniQtLY2amhpqamp4//33mTlzpqV6fOWVV9i2bRtbt25l4cKF3HzzzTz99NMt1ktSUhJbt24F6sM2IiKCXr16BbTH8vJyVq5cicvlwul0snnzZlatWnXBTGnJP8MBFfCvev3g7bffNikpKSY5Odn89re/DXY5jTZu3DiTnZ1tjKlfwZCammqSk5PN8uXLjcfjMcYYc+jQITNt2jQzceJE89Of/tS4XC5jjDEnT540d999t5k0aZKZM2eOKS0tNcYYU1JSYubNm2cmT55s7rjjDu/rB9LPf/5zM3z4cHPLLbd4/3v99dct1aMxxvzqV78ykyZNMlOmTDFr1qwxxljrczzXm2++6V1d01K9VFdXm0ceecRMnjzZ/OAHPzD79+8PSm+rV682EydONMnJyebVV181xlw8U1rq8w0kXRlKRMTC2vx0jYiIXJxCXkTEwhTyIiIWppAXEbEwhbyIiIUp5EVELEwhLyJiYQp5EREL+//vExhttyyoJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratings_df.groupby('user_id')['rating'].count().sort_values().reset_index(drop=True).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x124a076d0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratings_df.groupby('book_id')['rating'].count().sort_values().reset_index(drop=True).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "book_ratings_count = ratings_df.groupby('book_id')['rating'].count()\n",
    "book_ids = book_ratings_count[book_ratings_count > 200].index\n",
    "\n",
    "user_ratings_count = ratings_df.groupby('user_id')['rating'].count()\n",
    "user_ids = user_ratings_count[user_ratings_count > 100].index\n",
    "\n",
    "cond1 = ratings_df['book_id'].isin(list(book_ids))\n",
    "cond2 = ratings_df['user_id'].isin(list(user_ids))\n",
    "filtered_ratings_df = ratings_df[cond1&cond2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# english books with isbn\n",
    "cond1 = books_df['isbn'].notna()\n",
    "cond2 = books_df['language_code'].isin(['eng','en-US','en-CA','en-GB','en'])\n",
    "filtered_books_df = books_df[cond1 & cond2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "pivoted_rating_df = filtered_ratings_df.pivot('user_id','book_id','rating')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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>book_id</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>32</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>54</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "      <th>57</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>60</th>\n",
       "      <th>61</th>\n",
       "      <th>62</th>\n",
       "      <th>63</th>\n",
       "      <th>64</th>\n",
       "      <th>65</th>\n",
       "      <th>66</th>\n",
       "      <th>67</th>\n",
       "      <th>68</th>\n",
       "      <th>69</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>72</th>\n",
       "      <th>73</th>\n",
       "      <th>74</th>\n",
       "      <th>75</th>\n",
       "      <th>76</th>\n",
       "      <th>77</th>\n",
       "      <th>78</th>\n",
       "      <th>79</th>\n",
       "      <th>80</th>\n",
       "      <th>81</th>\n",
       "      <th>82</th>\n",
       "      <th>83</th>\n",
       "      <th>84</th>\n",
       "      <th>85</th>\n",
       "      <th>86</th>\n",
       "      <th>87</th>\n",
       "      <th>88</th>\n",
       "      <th>89</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>94</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "      <th>100</th>\n",
       "      <th>101</th>\n",
       "      <th>102</th>\n",
       "      <th>103</th>\n",
       "      <th>104</th>\n",
       "      <th>105</th>\n",
       "      <th>106</th>\n",
       "      <th>107</th>\n",
       "      <th>108</th>\n",
       "      <th>109</th>\n",
       "      <th>110</th>\n",
       "      <th>111</th>\n",
       "      <th>112</th>\n",
       "      <th>113</th>\n",
       "      <th>114</th>\n",
       "      <th>115</th>\n",
       "      <th>116</th>\n",
       "      <th>117</th>\n",
       "      <th>118</th>\n",
       "      <th>119</th>\n",
       "      <th>120</th>\n",
       "      <th>121</th>\n",
       "      <th>122</th>\n",
       "      <th>123</th>\n",
       "      <th>124</th>\n",
       "      <th>125</th>\n",
       "      <th>126</th>\n",
       "      <th>127</th>\n",
       "      <th>128</th>\n",
       "      <th>129</th>\n",
       "      <th>130</th>\n",
       "      <th>131</th>\n",
       "      <th>132</th>\n",
       "      <th>133</th>\n",
       "      <th>134</th>\n",
       "      <th>135</th>\n",
       "      <th>136</th>\n",
       "      <th>137</th>\n",
       "      <th>138</th>\n",
       "      <th>139</th>\n",
       "      <th>140</th>\n",
       "      <th>141</th>\n",
       "      <th>142</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>151</th>\n",
       "      <th>152</th>\n",
       "      <th>153</th>\n",
       "      <th>154</th>\n",
       "      <th>155</th>\n",
       "      <th>156</th>\n",
       "      <th>157</th>\n",
       "      <th>158</th>\n",
       "      <th>159</th>\n",
       "      <th>160</th>\n",
       "      <th>161</th>\n",
       "      <th>162</th>\n",
       "      <th>163</th>\n",
       "      <th>164</th>\n",
       "      <th>165</th>\n",
       "      <th>166</th>\n",
       "      <th>167</th>\n",
       "      <th>168</th>\n",
       "      <th>169</th>\n",
       "      <th>170</th>\n",
       "      <th>171</th>\n",
       "      <th>172</th>\n",
       "      <th>173</th>\n",
       "      <th>174</th>\n",
       "      <th>175</th>\n",
       "      <th>176</th>\n",
       "      <th>177</th>\n",
       "      <th>178</th>\n",
       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>181</th>\n",
       "      <th>182</th>\n",
       "      <th>183</th>\n",
       "      <th>184</th>\n",
       "      <th>185</th>\n",
       "      <th>186</th>\n",
       "      <th>187</th>\n",
       "      <th>188</th>\n",
       "      <th>189</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "      <th>201</th>\n",
       "      <th>202</th>\n",
       "      <th>203</th>\n",
       "      <th>204</th>\n",
       "      <th>205</th>\n",
       "      <th>206</th>\n",
       "      <th>207</th>\n",
       "      <th>208</th>\n",
       "      <th>209</th>\n",
       "      <th>210</th>\n",
       "      <th>211</th>\n",
       "      <th>212</th>\n",
       "      <th>213</th>\n",
       "      <th>214</th>\n",
       "      <th>215</th>\n",
       "      <th>216</th>\n",
       "      <th>217</th>\n",
       "      <th>218</th>\n",
       "      <th>219</th>\n",
       "      <th>220</th>\n",
       "      <th>221</th>\n",
       "      <th>222</th>\n",
       "      <th>223</th>\n",
       "      <th>224</th>\n",
       "      <th>225</th>\n",
       "      <th>226</th>\n",
       "      <th>227</th>\n",
       "      <th>228</th>\n",
       "      <th>229</th>\n",
       "      <th>230</th>\n",
       "      <th>231</th>\n",
       "      <th>232</th>\n",
       "      <th>233</th>\n",
       "      <th>234</th>\n",
       "      <th>235</th>\n",
       "      <th>236</th>\n",
       "      <th>237</th>\n",
       "      <th>238</th>\n",
       "      <th>239</th>\n",
       "      <th>240</th>\n",
       "      <th>241</th>\n",
       "      <th>242</th>\n",
       "      <th>243</th>\n",
       "      <th>244</th>\n",
       "      <th>245</th>\n",
       "      <th>246</th>\n",
       "      <th>247</th>\n",
       "      <th>248</th>\n",
       "      <th>249</th>\n",
       "      <th>250</th>\n",
       "      <th>...</th>\n",
       "      <th>6990</th>\n",
       "      <th>6994</th>\n",
       "      <th>6998</th>\n",
       "      <th>6999</th>\n",
       "      <th>7005</th>\n",
       "      <th>7006</th>\n",
       "      <th>7007</th>\n",
       "      <th>7011</th>\n",
       "      <th>7012</th>\n",
       "      <th>7014</th>\n",
       "      <th>7015</th>\n",
       "      <th>7020</th>\n",
       "      <th>7021</th>\n",
       "      <th>7041</th>\n",
       "      <th>7042</th>\n",
       "      <th>7044</th>\n",
       "      <th>7047</th>\n",
       "      <th>7052</th>\n",
       "      <th>7053</th>\n",
       "      <th>7055</th>\n",
       "      <th>7066</th>\n",
       "      <th>7074</th>\n",
       "      <th>7079</th>\n",
       "      <th>7080</th>\n",
       "      <th>7081</th>\n",
       "      <th>7082</th>\n",
       "      <th>7086</th>\n",
       "      <th>7088</th>\n",
       "      <th>7092</th>\n",
       "      <th>7093</th>\n",
       "      <th>7100</th>\n",
       "      <th>7103</th>\n",
       "      <th>7105</th>\n",
       "      <th>7106</th>\n",
       "      <th>7112</th>\n",
       "      <th>7113</th>\n",
       "      <th>7118</th>\n",
       "      <th>7119</th>\n",
       "      <th>7122</th>\n",
       "      <th>7123</th>\n",
       "      <th>7132</th>\n",
       "      <th>7133</th>\n",
       "      <th>7138</th>\n",
       "      <th>7149</th>\n",
       "      <th>7150</th>\n",
       "      <th>7158</th>\n",
       "      <th>7160</th>\n",
       "      <th>7162</th>\n",
       "      <th>7163</th>\n",
       "      <th>7170</th>\n",
       "      <th>7178</th>\n",
       "      <th>7203</th>\n",
       "      <th>7204</th>\n",
       "      <th>7208</th>\n",
       "      <th>7210</th>\n",
       "      <th>7211</th>\n",
       "      <th>7212</th>\n",
       "      <th>7213</th>\n",
       "      <th>7214</th>\n",
       "      <th>7223</th>\n",
       "      <th>7226</th>\n",
       "      <th>7228</th>\n",
       "      <th>7231</th>\n",
       "      <th>7234</th>\n",
       "      <th>7238</th>\n",
       "      <th>7241</th>\n",
       "      <th>7243</th>\n",
       "      <th>7244</th>\n",
       "      <th>7250</th>\n",
       "      <th>7253</th>\n",
       "      <th>7254</th>\n",
       "      <th>7260</th>\n",
       "      <th>7266</th>\n",
       "      <th>7267</th>\n",
       "      <th>7268</th>\n",
       "      <th>7274</th>\n",
       "      <th>7280</th>\n",
       "      <th>7282</th>\n",
       "      <th>7285</th>\n",
       "      <th>7289</th>\n",
       "      <th>7290</th>\n",
       "      <th>7295</th>\n",
       "      <th>7296</th>\n",
       "      <th>7298</th>\n",
       "      <th>7308</th>\n",
       "      <th>7309</th>\n",
       "      <th>7316</th>\n",
       "      <th>7321</th>\n",
       "      <th>7323</th>\n",
       "      <th>7328</th>\n",
       "      <th>7330</th>\n",
       "      <th>7335</th>\n",
       "      <th>7343</th>\n",
       "      <th>7344</th>\n",
       "      <th>7345</th>\n",
       "      <th>7348</th>\n",
       "      <th>7349</th>\n",
       "      <th>7350</th>\n",
       "      <th>7353</th>\n",
       "      <th>7354</th>\n",
       "      <th>7367</th>\n",
       "      <th>7370</th>\n",
       "      <th>7382</th>\n",
       "      <th>7383</th>\n",
       "      <th>7396</th>\n",
       "      <th>7408</th>\n",
       "      <th>7409</th>\n",
       "      <th>7414</th>\n",
       "      <th>7416</th>\n",
       "      <th>7426</th>\n",
       "      <th>7429</th>\n",
       "      <th>7434</th>\n",
       "      <th>7441</th>\n",
       "      <th>7454</th>\n",
       "      <th>7458</th>\n",
       "      <th>7463</th>\n",
       "      <th>7466</th>\n",
       "      <th>7471</th>\n",
       "      <th>7479</th>\n",
       "      <th>7481</th>\n",
       "      <th>7486</th>\n",
       "      <th>7490</th>\n",
       "      <th>7496</th>\n",
       "      <th>7504</th>\n",
       "      <th>7505</th>\n",
       "      <th>7506</th>\n",
       "      <th>7512</th>\n",
       "      <th>7513</th>\n",
       "      <th>7519</th>\n",
       "      <th>7549</th>\n",
       "      <th>7558</th>\n",
       "      <th>7563</th>\n",
       "      <th>7573</th>\n",
       "      <th>7574</th>\n",
       "      <th>7576</th>\n",
       "      <th>7586</th>\n",
       "      <th>7598</th>\n",
       "      <th>7600</th>\n",
       "      <th>7611</th>\n",
       "      <th>7619</th>\n",
       "      <th>7620</th>\n",
       "      <th>7631</th>\n",
       "      <th>7633</th>\n",
       "      <th>7634</th>\n",
       "      <th>7635</th>\n",
       "      <th>7641</th>\n",
       "      <th>7644</th>\n",
       "      <th>7646</th>\n",
       "      <th>7655</th>\n",
       "      <th>7660</th>\n",
       "      <th>7664</th>\n",
       "      <th>7679</th>\n",
       "      <th>7681</th>\n",
       "      <th>7696</th>\n",
       "      <th>7704</th>\n",
       "      <th>7710</th>\n",
       "      <th>7714</th>\n",
       "      <th>7716</th>\n",
       "      <th>7717</th>\n",
       "      <th>7728</th>\n",
       "      <th>7733</th>\n",
       "      <th>7737</th>\n",
       "      <th>7742</th>\n",
       "      <th>7759</th>\n",
       "      <th>7780</th>\n",
       "      <th>7797</th>\n",
       "      <th>7820</th>\n",
       "      <th>7822</th>\n",
       "      <th>7829</th>\n",
       "      <th>7836</th>\n",
       "      <th>7858</th>\n",
       "      <th>7880</th>\n",
       "      <th>7887</th>\n",
       "      <th>7895</th>\n",
       "      <th>7899</th>\n",
       "      <th>7906</th>\n",
       "      <th>7911</th>\n",
       "      <th>7927</th>\n",
       "      <th>7938</th>\n",
       "      <th>7940</th>\n",
       "      <th>7951</th>\n",
       "      <th>7968</th>\n",
       "      <th>7976</th>\n",
       "      <th>7981</th>\n",
       "      <th>7996</th>\n",
       "      <th>7997</th>\n",
       "      <th>8008</th>\n",
       "      <th>8038</th>\n",
       "      <th>8058</th>\n",
       "      <th>8074</th>\n",
       "      <th>8085</th>\n",
       "      <th>8093</th>\n",
       "      <th>8099</th>\n",
       "      <th>8110</th>\n",
       "      <th>8111</th>\n",
       "      <th>8128</th>\n",
       "      <th>8142</th>\n",
       "      <th>8143</th>\n",
       "      <th>8225</th>\n",
       "      <th>8256</th>\n",
       "      <th>8269</th>\n",
       "      <th>8289</th>\n",
       "      <th>8301</th>\n",
       "      <th>8319</th>\n",
       "      <th>8332</th>\n",
       "      <th>8348</th>\n",
       "      <th>8360</th>\n",
       "      <th>8366</th>\n",
       "      <th>8371</th>\n",
       "      <th>8373</th>\n",
       "      <th>8401</th>\n",
       "      <th>8413</th>\n",
       "      <th>8428</th>\n",
       "      <th>8431</th>\n",
       "      <th>8439</th>\n",
       "      <th>8444</th>\n",
       "      <th>8448</th>\n",
       "      <th>8457</th>\n",
       "      <th>8484</th>\n",
       "      <th>8539</th>\n",
       "      <th>8542</th>\n",
       "      <th>8558</th>\n",
       "      <th>8578</th>\n",
       "      <th>8594</th>\n",
       "      <th>8608</th>\n",
       "      <th>8609</th>\n",
       "      <th>8615</th>\n",
       "      <th>8620</th>\n",
       "      <th>8625</th>\n",
       "      <th>8626</th>\n",
       "      <th>8630</th>\n",
       "      <th>8654</th>\n",
       "      <th>8665</th>\n",
       "      <th>8694</th>\n",
       "      <th>8746</th>\n",
       "      <th>8771</th>\n",
       "      <th>8817</th>\n",
       "      <th>8829</th>\n",
       "      <th>8833</th>\n",
       "      <th>8906</th>\n",
       "      <th>9147</th>\n",
       "      <th>9230</th>\n",
       "      <th>9234</th>\n",
       "      <th>9253</th>\n",
       "      <th>9360</th>\n",
       "      <th>9557</th>\n",
       "      <th>9761</th>\n",
       "      <th>9892</th>\n",
       "      <th>9923</th>\n",
       "      <th>9995</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
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       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>9</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 6068 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "book_id  1     2     3     4     5     6     7     8     9     10    11    \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   5.0   NaN   NaN   NaN   NaN   NaN   4.0   5.0   \n",
       "4         NaN   5.0   NaN   4.0   4.0   NaN   4.0   4.0   NaN   5.0   4.0   \n",
       "7         NaN   NaN   NaN   NaN   3.0   NaN   NaN   2.0   NaN   NaN   NaN   \n",
       "9         4.0   4.0   4.0   NaN   5.0   NaN   NaN   NaN   1.0   5.0   1.0   \n",
       "10        NaN   NaN   NaN   5.0   5.0   NaN   NaN   NaN   NaN   5.0   3.0   \n",
       "\n",
       "book_id  12    13    14    15    16    17    18    19    20    21    22    \\\n",
       "user_id                                                                     \n",
       "1         NaN   4.0   NaN   NaN   3.0   NaN   NaN   NaN   NaN   NaN   3.0   \n",
       "4         NaN   4.0   3.0   NaN   NaN   NaN   5.0   2.0   NaN   5.0   1.0   \n",
       "7         NaN   5.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   5.0   4.0   NaN   2.0   3.0   5.0   NaN   4.0   3.0   3.0   \n",
       "10        NaN   NaN   NaN   5.0   4.0   NaN   NaN   5.0   NaN   NaN   NaN   \n",
       "\n",
       "book_id  23    24    25    26    27    28    29    30    31    32    33    \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   4.0   4.0   \n",
       "4         5.0   5.0   5.0   3.0   5.0   3.0   NaN   NaN   NaN   4.0   3.0   \n",
       "7         NaN   NaN   4.0   NaN   NaN   5.0   NaN   NaN   NaN   5.0   NaN   \n",
       "9         3.0   3.0   5.0   2.0   4.0   4.0   NaN   4.0   NaN   NaN   3.0   \n",
       "10        NaN   NaN   4.0   3.0   NaN   NaN   NaN   NaN   4.0   NaN   3.0   \n",
       "\n",
       "book_id  34    35    36    37    38    39    40    41    42    43    44    \\\n",
       "user_id                                                                     \n",
       "1         NaN   5.0   4.0   NaN   2.0   NaN   2.0   NaN   3.0   4.0   NaN   \n",
       "4         NaN   5.0   5.0   NaN   NaN   NaN   NaN   NaN   5.0   NaN   NaN   \n",
       "7         NaN   NaN   NaN   4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   4.0   NaN   3.0   5.0   NaN   3.0   NaN   4.0   NaN   NaN   \n",
       "\n",
       "book_id  45    46    47    48    49    50    51    52    53    54    55    \\\n",
       "user_id                                                                     \n",
       "1         5.0   4.0   3.0   NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   \n",
       "4         4.0   NaN   NaN   4.0   NaN   4.0   NaN   NaN   NaN   4.0   4.0   \n",
       "7         NaN   NaN   NaN   5.0   NaN   5.0   NaN   NaN   NaN   NaN   5.0   \n",
       "9         4.0   3.0   NaN   NaN   4.0   NaN   NaN   4.0   NaN   NaN   4.0   \n",
       "10        5.0   4.0   5.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  56    57    58    59    60    61    62    63    64    65    66    \\\n",
       "user_id                                                                     \n",
       "1         NaN   3.0   NaN   NaN   3.0   NaN   NaN   NaN   NaN   NaN   4.0   \n",
       "4         NaN   NaN   4.0   NaN   NaN   NaN   4.0   NaN   NaN   4.0   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         5.0   NaN   NaN   NaN   5.0   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   3.0   NaN   5.0   NaN   NaN   4.0   NaN   NaN   NaN   \n",
       "\n",
       "book_id  67    68    69    70    71    72    73    74    75    76    77    \\\n",
       "user_id                                                                     \n",
       "1         3.0   NaN   NaN   5.0   NaN   3.0   NaN   NaN   NaN   3.0   NaN   \n",
       "4         NaN   NaN   NaN   4.0   NaN   3.0   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   3.0   4.0   NaN   \n",
       "10        3.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  78    79    80    81    82    83    84    85    86    87    88    \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   5.0   NaN   NaN   NaN   3.0   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   5.0   NaN   NaN   4.0   5.0   4.0   5.0   NaN   \n",
       "7         NaN   4.0   NaN   NaN   NaN   4.0   4.0   NaN   NaN   NaN   NaN   \n",
       "9         2.0   NaN   NaN   1.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   5.0   NaN   NaN   NaN   5.0   NaN   \n",
       "\n",
       "book_id  89    90    91    92    93    94    95    96    97    98    99    \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   1.0   4.0   NaN   NaN   3.0   NaN   \n",
       "4         NaN   NaN   NaN   NaN   5.0   1.0   4.0   NaN   3.0   NaN   NaN   \n",
       "7         5.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   5.0   NaN   NaN   4.0   3.0   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   \n",
       "\n",
       "book_id  100   101   102   103   104   105   106   107   108   109   110   \\\n",
       "user_id                                                                     \n",
       "1         4.0   NaN   5.0   3.0   NaN   NaN   NaN   NaN   NaN   3.0   NaN   \n",
       "4         3.0   4.0   5.0   5.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   5.0   NaN   NaN   NaN   NaN   3.0   NaN   3.0   NaN   NaN   \n",
       "10        NaN   NaN   NaN   5.0   4.0   NaN   NaN   NaN   NaN   3.0   NaN   \n",
       "\n",
       "book_id  111   112   113   114   115   116   117   118   119   120   121   \\\n",
       "user_id                                                                     \n",
       "1         3.0   NaN   NaN   NaN   3.0   NaN   NaN   NaN   3.0   NaN   NaN   \n",
       "4         2.0   NaN   4.0   NaN   NaN   NaN   4.0   NaN   NaN   NaN   1.0   \n",
       "7         NaN   NaN   NaN   NaN   4.0   4.0   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   4.0   NaN   NaN   NaN   4.0   NaN   5.0   \n",
       "10        NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  122   123   124   125   126   127   128   129   130   131   132   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   5.0   NaN   NaN   4.0   3.0   \n",
       "4         NaN   4.0   NaN   NaN   NaN   4.0   NaN   4.0   NaN   4.0   NaN   \n",
       "7         NaN   NaN   NaN   5.0   5.0   NaN   NaN   4.0   NaN   NaN   NaN   \n",
       "9         4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        2.0   NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  133   134   135   136   137   138   139   140   141   142   143   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   5.0   NaN   2.0   NaN   3.0   NaN   4.0   5.0   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   4.0   NaN   NaN   \n",
       "\n",
       "book_id  144   145   146   147   148   149   150   151   152   153   154   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   3.0   NaN   3.0   NaN   NaN   NaN   NaN   \n",
       "4         NaN   2.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   3.0   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   3.0   NaN   3.0   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  155   156   157   158   159   160   161   162   163   164   165   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   4.0   NaN   NaN   NaN   1.0   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        5.0   NaN   NaN   NaN   NaN   3.0   5.0   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  166   167   168   169   170   171   172   173   174   175   176   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   4.0   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   2.0   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  177   178   179   180   181   182   183   184   185   186   187   \\\n",
       "user_id                                                                     \n",
       "1         5.0   NaN   2.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   3.0   NaN   NaN   4.0   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   5.0   NaN   NaN   NaN   \n",
       "9         NaN   4.0   4.0   NaN   5.0   NaN   NaN   NaN   NaN   1.0   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   \n",
       "\n",
       "book_id  188   189   190   191   192   193   194   195   196   197   198   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   5.0   NaN   4.0   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  199   200   201   202   203   204   205   206   207   208   209   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  210   211   212   213   214   215   216   217   218   219   220   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   3.0   NaN   NaN   NaN   3.0   NaN   NaN   4.0   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   5.0   NaN   \n",
       "9         NaN   NaN   5.0   2.0   NaN   NaN   NaN   3.0   NaN   NaN   NaN   \n",
       "10        NaN   NaN   2.0   NaN   NaN   NaN   NaN   4.0   NaN   NaN   NaN   \n",
       "\n",
       "book_id  221   222   223   224   225   226   227   228   229   230   231   \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   4.0   NaN   NaN   NaN   NaN   NaN   3.0   \n",
       "4         4.0   4.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   2.0   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  232   233   234   235   236   237   238   239   240   241   242   \\\n",
       "user_id                                                                     \n",
       "1         NaN   4.0   NaN   NaN   NaN   NaN   2.0   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   3.0   4.0   NaN   NaN   NaN   \n",
       "10        NaN   3.0   NaN   NaN   NaN   NaN   NaN   4.0   NaN   NaN   NaN   \n",
       "\n",
       "book_id  243   244   245   246   247   248   249   250   ...  6990  6994  \\\n",
       "user_id                                                  ...               \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  ...   NaN   NaN   \n",
       "4         3.0   NaN   5.0   NaN   NaN   NaN   4.0   NaN  ...   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   4.0   NaN  ...   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  ...   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  ...   NaN   NaN   \n",
       "\n",
       "book_id  6998  6999  7005  7006  7007  7011  7012  7014  7015  7020  7021  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7041  7042  7044  7047  7052  7053  7055  7066  7074  7079  7080  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7081  7082  7086  7088  7092  7093  7100  7103  7105  7106  7112  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7113  7118  7119  7122  7123  7132  7133  7138  7149  7150  7158  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7160  7162  7163  7170  7178  7203  7204  7208  7210  7211  7212  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7213  7214  7223  7226  7228  7231  7234  7238  7241  7243  7244  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7250  7253  7254  7260  7266  7267  7268  7274  7280  7282  7285  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   3.0   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7289  7290  7295  7296  7298  7308  7309  7316  7321  7323  7328  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7330  7335  7343  7344  7345  7348  7349  7350  7353  7354  7367  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7370  7382  7383  7396  7408  7409  7414  7416  7426  7429  7434  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7441  7454  7458  7463  7466  7471  7479  7481  7486  7490  7496  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   3.0   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   4.0   NaN   NaN   \n",
       "\n",
       "book_id  7504  7505  7506  7512  7513  7519  7549  7558  7563  7573  7574  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7576  7586  7598  7600  7611  7619  7620  7631  7633  7634  7635  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7641  7644  7646  7655  7660  7664  7679  7681  7696  7704  7710  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7714  7716  7717  7728  7733  7737  7742  7759  7780  7797  7820  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7822  7829  7836  7858  7880  7887  7895  7899  7906  7911  7927  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  7938  7940  7951  7968  7976  7981  7996  7997  8008  8038  8058  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  8074  8085  8093  8099  8110  8111  8128  8142  8143  8225  8256  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  8269  8289  8301  8319  8332  8348  8360  8366  8371  8373  8401  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  8413  8428  8431  8439  8444  8448  8457  8484  8539  8542  8558  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         3.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  8578  8594  8608  8609  8615  8620  8625  8626  8630  8654  8665  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   5.0   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  8694  8746  8771  8817  8829  8833  8906  9147  9230  9234  9253  \\\n",
       "user_id                                                                     \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "book_id  9360  9557  9761  9892  9923  9995  \n",
       "user_id                                      \n",
       "1         NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "4         NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "7         NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "9         NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "10        NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "\n",
       "[5 rows x 6068 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pivoted_rating_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36199, 6068)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pivoted_rating_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/numpy/lib/function_base.py:2526: RuntimeWarning: Degrees of freedom <= 0 for slice\n",
      "  c = cov(x, y, rowvar)\n",
      "/usr/local/lib/python3.7/site-packages/numpy/lib/function_base.py:2455: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  c *= np.true_divide(1, fact)\n"
     ]
    }
   ],
   "source": [
    "book_1 = pivoted_rating_df[3]\n",
    "corr_book_1 = pivoted_rating_df.corrwith(book_1)\n",
    "corr_book_1.dropna(inplace=True)\n",
    "corr_book_1.sort_values(ascending=False, inplace=True)\n",
    "corr_book_1.name = 'corr'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>corr</th>\n",
       "      <th>book_id</th>\n",
       "      <th>goodreads_book_id</th>\n",
       "      <th>best_book_id</th>\n",
       "      <th>work_id</th>\n",
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       "      <th>original_title</th>\n",
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       "      <th>average_rating</th>\n",
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       "      <th>ratings_1</th>\n",
       "      <th>ratings_2</th>\n",
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       "      <th>2</th>\n",
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       "      <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>Twilight (Twilight, #1)</td>\n",
       "      <td>en-US</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3866839</td>\n",
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       "      <td>95009</td>\n",
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       "      <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",
       "      <th>2020</th>\n",
       "      <td>0.858821</td>\n",
       "      <td>2021</td>\n",
       "      <td>690926</td>\n",
       "      <td>690926</td>\n",
       "      <td>3187048</td>\n",
       "      <td>5</td>\n",
       "      <td>316003727</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>The Twilight Collection (Twilight, #1-3)</td>\n",
       "      <td>The Twilight Collection (Twilight, #1-3)</td>\n",
       "      <td>eng</td>\n",
       "      <td>3.78</td>\n",
       "      <td>42361</td>\n",
       "      <td>42383</td>\n",
       "      <td>1127</td>\n",
       "      <td>4560</td>\n",
       "      <td>3613</td>\n",
       "      <td>6924</td>\n",
       "      <td>8607</td>\n",
       "      <td>18679</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>0.847627</td>\n",
       "      <td>1619</td>\n",
       "      <td>8726744</td>\n",
       "      <td>8726744</td>\n",
       "      <td>14194990</td>\n",
       "      <td>11</td>\n",
       "      <td>031613290X</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Twilight Saga Complete Collection  (Twilig...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.31</td>\n",
       "      <td>56827</td>\n",
       "      <td>57789</td>\n",
       "      <td>335</td>\n",
       "      <td>2262</td>\n",
       "      <td>2306</td>\n",
       "      <td>6572</td>\n",
       "      <td>10599</td>\n",
       "      <td>36050</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.834456</td>\n",
       "      <td>52</td>\n",
       "      <td>428263</td>\n",
       "      <td>428263</td>\n",
       "      <td>2675454</td>\n",
       "      <td>185</td>\n",
       "      <td>316160202</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Eclipse</td>\n",
       "      <td>Eclipse (Twilight, #3)</td>\n",
       "      <td>en-US</td>\n",
       "      <td>3.69</td>\n",
       "      <td>1134511</td>\n",
       "      <td>1176642</td>\n",
       "      <td>35216</td>\n",
       "      <td>83094</td>\n",
       "      <td>124293</td>\n",
       "      <td>260763</td>\n",
       "      <td>309358</td>\n",
       "      <td>399134</td>\n",
       "      <td>https://images.gr-assets.com/books/1361038355m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361038355s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3074</th>\n",
       "      <td>0.823821</td>\n",
       "      <td>3075</td>\n",
       "      <td>7619292</td>\n",
       "      <td>7619292</td>\n",
       "      <td>10090991</td>\n",
       "      <td>43</td>\n",
       "      <td>759529434</td>\n",
       "      <td>9.780760e+12</td>\n",
       "      <td>Young Kim, Stephenie Meyer</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Twilight: The Graphic Novel</td>\n",
       "      <td>Twilight: The Graphic Novel, Vol. 1 (Twilight:...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>3.74</td>\n",
       "      <td>37292</td>\n",
       "      <td>38329</td>\n",
       "      <td>1915</td>\n",
       "      <td>3745</td>\n",
       "      <td>3298</td>\n",
       "      <td>7559</td>\n",
       "      <td>8272</td>\n",
       "      <td>15455</td>\n",
       "      <td>https://images.gr-assets.com/books/1317294278m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1317294278s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.821157</td>\n",
       "      <td>49</td>\n",
       "      <td>49041</td>\n",
       "      <td>49041</td>\n",
       "      <td>3203964</td>\n",
       "      <td>194</td>\n",
       "      <td>316160199</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>New Moon (Twilight, #2)</td>\n",
       "      <td>New Moon (Twilight, #2)</td>\n",
       "      <td>eng</td>\n",
       "      <td>3.52</td>\n",
       "      <td>1149630</td>\n",
       "      <td>1199000</td>\n",
       "      <td>44020</td>\n",
       "      <td>102837</td>\n",
       "      <td>160660</td>\n",
       "      <td>294207</td>\n",
       "      <td>290612</td>\n",
       "      <td>350684</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039440m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039440s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.775562</td>\n",
       "      <td>56</td>\n",
       "      <td>1162543</td>\n",
       "      <td>1162543</td>\n",
       "      <td>2960529</td>\n",
       "      <td>183</td>\n",
       "      <td>031606792X</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Stephenie Meyer</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Breaking Dawn</td>\n",
       "      <td>Breaking Dawn (Twilight, #4)</td>\n",
       "      <td>en-US</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1070245</td>\n",
       "      <td>1107709</td>\n",
       "      <td>44550</td>\n",
       "      <td>100994</td>\n",
       "      <td>114893</td>\n",
       "      <td>213402</td>\n",
       "      <td>267706</td>\n",
       "      <td>410714</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039438m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1361039438s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>0.754113</td>\n",
       "      <td>1609</td>\n",
       "      <td>7351574</td>\n",
       "      <td>7351574</td>\n",
       "      <td>9115558</td>\n",
       "      <td>20</td>\n",
       "      <td>316087378</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Mark Cotta Vaz</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Eclipse: The Official Illustrated Movie Companion</td>\n",
       "      <td>Eclipse: The Complete Illustrated Movie Compan...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.44</td>\n",
       "      <td>50084</td>\n",
       "      <td>50375</td>\n",
       "      <td>122</td>\n",
       "      <td>560</td>\n",
       "      <td>1200</td>\n",
       "      <td>6140</td>\n",
       "      <td>10023</td>\n",
       "      <td>32452</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>0.721150</td>\n",
       "      <td>220</td>\n",
       "      <td>3609760</td>\n",
       "      <td>3609760</td>\n",
       "      <td>3652511</td>\n",
       "      <td>20</td>\n",
       "      <td>316043133</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Mark Cotta Vaz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Twilight: The Complete Illustrated Movie Compa...</td>\n",
       "      <td>Twilight: The Complete Illustrated Movie Compa...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.23</td>\n",
       "      <td>291411</td>\n",
       "      <td>291899</td>\n",
       "      <td>532</td>\n",
       "      <td>6862</td>\n",
       "      <td>11019</td>\n",
       "      <td>48008</td>\n",
       "      <td>67939</td>\n",
       "      <td>158071</td>\n",
       "      <td>https://images.gr-assets.com/books/1352539022m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1352539022s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>0.714436</td>\n",
       "      <td>1109</td>\n",
       "      <td>6466909</td>\n",
       "      <td>6466909</td>\n",
       "      <td>6657415</td>\n",
       "      <td>21</td>\n",
       "      <td>316075809</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Mark Cotta Vaz</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>New Moon: The Complete Illustrated Movie Compa...</td>\n",
       "      <td>New Moon: The Complete Illustrated Movie Compa...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.34</td>\n",
       "      <td>82399</td>\n",
       "      <td>83068</td>\n",
       "      <td>191</td>\n",
       "      <td>1285</td>\n",
       "      <td>2812</td>\n",
       "      <td>11978</td>\n",
       "      <td>17496</td>\n",
       "      <td>49497</td>\n",
       "      <td>https://images.gr-assets.com/books/1343724104m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1343724104s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>0.701111</td>\n",
       "      <td>636</td>\n",
       "      <td>11260526</td>\n",
       "      <td>11260526</td>\n",
       "      <td>16187316</td>\n",
       "      <td>14</td>\n",
       "      <td>316134112</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Mark Cotta Vaz</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Twilight Saga Breaking Dawn Part 1: The Of...</td>\n",
       "      <td>eng</td>\n",
       "      <td>4.30</td>\n",
       "      <td>188136</td>\n",
       "      <td>188274</td>\n",
       "      <td>134</td>\n",
       "      <td>2655</td>\n",
       "      <td>6588</td>\n",
       "      <td>29411</td>\n",
       "      <td>42475</td>\n",
       "      <td>107145</td>\n",
       "      <td>https://images.gr-assets.com/books/1327904795m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1327904795s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5524</th>\n",
       "      <td>0.694433</td>\n",
       "      <td>5525</td>\n",
       "      <td>115130</td>\n",
       "      <td>115130</td>\n",
       "      <td>1834339</td>\n",
       "      <td>74</td>\n",
       "      <td>6471250</td>\n",
       "      <td>9.780006e+12</td>\n",
       "      <td>Sidney Sheldon</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>A Stranger in the Mirror</td>\n",
       "      <td>A Stranger In The Mirror</td>\n",
       "      <td>eng</td>\n",
       "      <td>3.61</td>\n",
       "      <td>15606</td>\n",
       "      <td>16639</td>\n",
       "      <td>330</td>\n",
       "      <td>430</td>\n",
       "      <td>1621</td>\n",
       "      <td>5518</td>\n",
       "      <td>5509</td>\n",
       "      <td>3561</td>\n",
       "      <td>https://images.gr-assets.com/books/1418330902m...</td>\n",
       "      <td>https://images.gr-assets.com/books/1418330902s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>0.622032</td>\n",
       "      <td>954</td>\n",
       "      <td>6202690</td>\n",
       "      <td>6202690</td>\n",
       "      <td>6383190</td>\n",
       "      <td>14</td>\n",
       "      <td>316070521</td>\n",
       "      <td>9.780316e+12</td>\n",
       "      <td>Catherine Hardwicke</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Twilight Director's Notebook</td>\n",
       "      <td>Twilight Director's Notebook : The Story of Ho...</td>\n",
       "      <td>en-US</td>\n",
       "      <td>4.20</td>\n",
       "      <td>88847</td>\n",
       "      <td>89383</td>\n",
       "      <td>417</td>\n",
       "      <td>3040</td>\n",
       "      <td>4242</td>\n",
       "      <td>14517</td>\n",
       "      <td>17460</td>\n",
       "      <td>50124</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/11...</td>\n",
       "      <td>https://s.gr-assets.com/assets/nophoto/book/50...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          corr  book_id  goodreads_book_id  best_book_id   work_id  \\\n",
       "2     1.000000        3              41865         41865   3212258   \n",
       "2020  0.858821     2021             690926        690926   3187048   \n",
       "1618  0.847627     1619            8726744       8726744  14194990   \n",
       "51    0.834456       52             428263        428263   2675454   \n",
       "3074  0.823821     3075            7619292       7619292  10090991   \n",
       "48    0.821157       49              49041         49041   3203964   \n",
       "55    0.775562       56            1162543       1162543   2960529   \n",
       "1608  0.754113     1609            7351574       7351574   9115558   \n",
       "219   0.721150      220            3609760       3609760   3652511   \n",
       "1108  0.714436     1109            6466909       6466909   6657415   \n",
       "635   0.701111      636           11260526      11260526  16187316   \n",
       "5524  0.694433     5525             115130        115130   1834339   \n",
       "953   0.622032      954            6202690       6202690   6383190   \n",
       "\n",
       "      books_count        isbn        isbn13                     authors  \\\n",
       "2             226   316015849  9.780316e+12             Stephenie Meyer   \n",
       "2020            5   316003727  9.780316e+12             Stephenie Meyer   \n",
       "1618           11  031613290X  9.780316e+12             Stephenie Meyer   \n",
       "51            185   316160202  9.780316e+12             Stephenie Meyer   \n",
       "3074           43   759529434  9.780760e+12  Young Kim, Stephenie Meyer   \n",
       "48            194   316160199  9.780316e+12             Stephenie Meyer   \n",
       "55            183  031606792X  9.780316e+12             Stephenie Meyer   \n",
       "1608           20   316087378  9.780316e+12              Mark Cotta Vaz   \n",
       "219            20   316043133  9.780316e+12              Mark Cotta Vaz   \n",
       "1108           21   316075809  9.780316e+12              Mark Cotta Vaz   \n",
       "635            14   316134112  9.780316e+12              Mark Cotta Vaz   \n",
       "5524           74     6471250  9.780006e+12              Sidney Sheldon   \n",
       "953            14   316070521  9.780316e+12         Catherine Hardwicke   \n",
       "\n",
       "      original_publication_year  \\\n",
       "2                        2005.0   \n",
       "2020                     2007.0   \n",
       "1618                     2005.0   \n",
       "51                       2007.0   \n",
       "3074                     2010.0   \n",
       "48                       2006.0   \n",
       "55                       2008.0   \n",
       "1608                     2010.0   \n",
       "219                         NaN   \n",
       "1108                     2009.0   \n",
       "635                      2011.0   \n",
       "5524                     1976.0   \n",
       "953                      2009.0   \n",
       "\n",
       "                                         original_title  \\\n",
       "2                                              Twilight   \n",
       "2020           The Twilight Collection (Twilight, #1-3)   \n",
       "1618                                                NaN   \n",
       "51                                              Eclipse   \n",
       "3074                        Twilight: The Graphic Novel   \n",
       "48                              New Moon (Twilight, #2)   \n",
       "55                                        Breaking Dawn   \n",
       "1608  Eclipse: The Official Illustrated Movie Companion   \n",
       "219   Twilight: The Complete Illustrated Movie Compa...   \n",
       "1108  New Moon: The Complete Illustrated Movie Compa...   \n",
       "635                                                 NaN   \n",
       "5524                           A Stranger in the Mirror   \n",
       "953                        Twilight Director's Notebook   \n",
       "\n",
       "                                                  title language_code  \\\n",
       "2                               Twilight (Twilight, #1)         en-US   \n",
       "2020           The Twilight Collection (Twilight, #1-3)           eng   \n",
       "1618  The Twilight Saga Complete Collection  (Twilig...           eng   \n",
       "51                               Eclipse (Twilight, #3)         en-US   \n",
       "3074  Twilight: The Graphic Novel, Vol. 1 (Twilight:...         en-US   \n",
       "48                              New Moon (Twilight, #2)           eng   \n",
       "55                         Breaking Dawn (Twilight, #4)         en-US   \n",
       "1608  Eclipse: The Complete Illustrated Movie Compan...         en-US   \n",
       "219   Twilight: The Complete Illustrated Movie Compa...         en-US   \n",
       "1108  New Moon: The Complete Illustrated Movie Compa...         en-US   \n",
       "635   The Twilight Saga Breaking Dawn Part 1: The Of...           eng   \n",
       "5524                           A Stranger In The Mirror           eng   \n",
       "953   Twilight Director's Notebook : The Story of Ho...         en-US   \n",
       "\n",
       "      average_rating  ratings_count  work_ratings_count  \\\n",
       "2               3.57        3866839             3916824   \n",
       "2020            3.78          42361               42383   \n",
       "1618            4.31          56827               57789   \n",
       "51              3.69        1134511             1176642   \n",
       "3074            3.74          37292               38329   \n",
       "48              3.52        1149630             1199000   \n",
       "55              3.70        1070245             1107709   \n",
       "1608            4.44          50084               50375   \n",
       "219             4.23         291411              291899   \n",
       "1108            4.34          82399               83068   \n",
       "635             4.30         188136              188274   \n",
       "5524            3.61          15606               16639   \n",
       "953             4.20          88847               89383   \n",
       "\n",
       "      work_text_reviews_count  ratings_1  ratings_2  ratings_3  ratings_4  \\\n",
       "2                       95009     456191     436802     793319     875073   \n",
       "2020                     1127       4560       3613       6924       8607   \n",
       "1618                      335       2262       2306       6572      10599   \n",
       "51                      35216      83094     124293     260763     309358   \n",
       "3074                     1915       3745       3298       7559       8272   \n",
       "48                      44020     102837     160660     294207     290612   \n",
       "55                      44550     100994     114893     213402     267706   \n",
       "1608                      122        560       1200       6140      10023   \n",
       "219                       532       6862      11019      48008      67939   \n",
       "1108                      191       1285       2812      11978      17496   \n",
       "635                       134       2655       6588      29411      42475   \n",
       "5524                      330        430       1621       5518       5509   \n",
       "953                       417       3040       4242      14517      17460   \n",
       "\n",
       "      ratings_5                                          image_url  \\\n",
       "2       1355439  https://images.gr-assets.com/books/1361039443m...   \n",
       "2020      18679  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "1618      36050  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "51       399134  https://images.gr-assets.com/books/1361038355m...   \n",
       "3074      15455  https://images.gr-assets.com/books/1317294278m...   \n",
       "48       350684  https://images.gr-assets.com/books/1361039440m...   \n",
       "55       410714  https://images.gr-assets.com/books/1361039438m...   \n",
       "1608      32452  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "219      158071  https://images.gr-assets.com/books/1352539022m...   \n",
       "1108      49497  https://images.gr-assets.com/books/1343724104m...   \n",
       "635      107145  https://images.gr-assets.com/books/1327904795m...   \n",
       "5524       3561  https://images.gr-assets.com/books/1418330902m...   \n",
       "953       50124  https://s.gr-assets.com/assets/nophoto/book/11...   \n",
       "\n",
       "                                        small_image_url  \n",
       "2     https://images.gr-assets.com/books/1361039443s...  \n",
       "2020  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "1618  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "51    https://images.gr-assets.com/books/1361038355s...  \n",
       "3074  https://images.gr-assets.com/books/1317294278s...  \n",
       "48    https://images.gr-assets.com/books/1361039440s...  \n",
       "55    https://images.gr-assets.com/books/1361039438s...  \n",
       "1608  https://s.gr-assets.com/assets/nophoto/book/50...  \n",
       "219   https://images.gr-assets.com/books/1352539022s...  \n",
       "1108  https://images.gr-assets.com/books/1343724104s...  \n",
       "635   https://images.gr-assets.com/books/1327904795s...  \n",
       "5524  https://images.gr-assets.com/books/1418330902s...  \n",
       "953   https://s.gr-assets.com/assets/nophoto/book/50...  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(corr_book_1.head(20), filtered_books_df, left_index=True, right_on='book_id')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KNN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create data reader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from surprise import Dataset\n",
    "from surprise import Reader\n",
    "\n",
    "# A reader is still needed but only the rating_scale param is requiered.\n",
    "reader = Reader(rating_scale=(1, 5))\n",
    "\n",
    "# The columns must correspond to user id, item id and ratings (in that order).\n",
    "data = Dataset.load_from_df(ratings_df[['user_id', 'book_id', 'rating']], reader)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from surprise import SVD, KNNBasic\n",
    "from surprise import Dataset\n",
    "from surprise.model_selection import cross_validate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retrieve the trainset.\n",
    "trainset = data.build_full_trainset()\n",
    "\n",
    "# Build an algorithm, and train it.\n",
    "algo = KNNBasic()\n",
    "algo.fit(trainset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " # raw user id (as in the ratings file)\n",
    "uid = str(196) \n",
    "\n",
    "# raw item id (as in the ratings file)\n",
    "iid = str(302) \n",
    "\n",
    "# get a prediction for specific users and items.\n",
    "pred = algo.predict(uid, iid, r_ui=4, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluating RMSE, MAE of algorithm SVD on 5 split(s).\n",
      "\n",
      "                  Fold 1  Fold 2  Fold 3  Fold 4  Fold 5  Mean    Std     \n",
      "RMSE (testset)    0.8300  0.8311  0.8309  0.8308  0.8296  0.8305  0.0006  \n",
      "MAE (testset)     0.6406  0.6417  0.6416  0.6413  0.6405  0.6411  0.0005  \n",
      "Fit time          267.36  39067.91316.19  303.49  330.70  8057.13 15505.40\n",
      "Test time         21.80   25.81   18.33   17.31   19.08   20.47   3.06    \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'test_rmse': array([0.83000848, 0.8310737 , 0.83091369, 0.83082686, 0.82957255]),\n",
       " 'test_mae': array([0.64057891, 0.6417281 , 0.64159323, 0.64125459, 0.64053948]),\n",
       " 'fit_time': (267.35672187805176,\n",
       "  39067.90979218483,\n",
       "  316.1932716369629,\n",
       "  303.4903681278229,\n",
       "  330.69517064094543),\n",
       " 'test_time': (21.804062366485596,\n",
       "  25.807796955108643,\n",
       "  18.327802181243896,\n",
       "  17.30906081199646,\n",
       "  19.0783212184906)}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We'll use the Singular Value Decomposition algorithm.\n",
    "algo = SVD()\n",
    "\n",
    "# Run 5-fold cross-validation and print results\n",
    "cross_validate(algo, data, measures=['RMSE', 'MAE'], cv=5, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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