Books Recommendation System.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5a8ebc4a-cb15-4cea-a6a1-8b880b4e49be",
   "metadata": {},
   "source": [
    "# Books Recommendation System"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e940b361-447f-4250-9c19-03e394756cbb",
   "metadata": {},
   "source": [
    "### Install Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "de69c7c4-511c-48af-a5a4-970782c206a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q openai\n",
    "!pip install -q pandas\n",
    "!pip install -q numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "9d07df8e-0bcc-445e-98e6-e01d4e7169df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: openai in /opt/anaconda3/lib/python3.11/site-packages (1.23.6)\n",
      "Requirement already satisfied: anyio<5,>=3.5.0 in /opt/anaconda3/lib/python3.11/site-packages (from openai) (4.2.0)\n",
      "Requirement already satisfied: distro<2,>=1.7.0 in /opt/anaconda3/lib/python3.11/site-packages (from openai) (1.8.0)\n",
      "Requirement already satisfied: httpx<1,>=0.23.0 in /opt/anaconda3/lib/python3.11/site-packages (from openai) (0.27.0)\n",
      "Requirement already satisfied: pydantic<3,>=1.9.0 in /opt/anaconda3/lib/python3.11/site-packages (from openai) (1.10.12)\n",
      "Requirement already satisfied: sniffio in /opt/anaconda3/lib/python3.11/site-packages (from openai) (1.3.0)\n",
      "Requirement already satisfied: tqdm>4 in /opt/anaconda3/lib/python3.11/site-packages (from openai) (4.66.2)\n",
      "Requirement already satisfied: typing-extensions<5,>=4.7 in /opt/anaconda3/lib/python3.11/site-packages (from openai) (4.8.0)\n",
      "Requirement already satisfied: idna>=2.8 in /opt/anaconda3/lib/python3.11/site-packages (from anyio<5,>=3.5.0->openai) (3.4)\n",
      "Requirement already satisfied: certifi in /opt/anaconda3/lib/python3.11/site-packages (from httpx<1,>=0.23.0->openai) (2023.11.17)\n",
      "Requirement already satisfied: httpcore==1.* in /opt/anaconda3/lib/python3.11/site-packages (from httpx<1,>=0.23.0->openai) (1.0.4)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /opt/anaconda3/lib/python3.11/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai) (0.14.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install --upgrade openai"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b440ef06-57f1-4051-887d-1d8aa0e12eb1",
   "metadata": {},
   "source": [
    "### Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40db7b6e-1751-4417-a62b-c806638262e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "dd498a31-cf6f-4b92-8444-a1d511904285",
   "metadata": {},
   "outputs": [],
   "source": [
    "from openai import OpenAI\n",
    "client = OpenAI()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2f9c968-5fc7-462d-a6b8-93ae51a3c5ec",
   "metadata": {},
   "source": [
    "### Load Environment Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "8a769ec5-45ee-4951-bbe8-444b262ee7be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "API Key Loaded: True\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from dotenv import load_dotenv, find_dotenv\n",
    "load_dotenv(find_dotenv(), override=True)\n",
    "\n",
    "os.environ.get('OPENAI_API_KEY')\n",
    "\n",
    "print(\"API Key Loaded:\", os.environ.get('OPENAI_API_KEY') is not None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a475d9af-b926-49dc-9a12-33105de3b5a3",
   "metadata": {},
   "source": [
    "### Load Dataset into Pandas DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "8441310b-2e3a-469b-86a9-9042cf3f3bc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>isbn13</th>\n",
       "      <th>isbn10</th>\n",
       "      <th>title</th>\n",
       "      <th>subtitle</th>\n",
       "      <th>authors</th>\n",
       "      <th>categories</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>description</th>\n",
       "      <th>published_year</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4306</th>\n",
       "      <td>9780739844328</td>\n",
       "      <td>0739844326</td>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>Computer Legend</td>\n",
       "      <td>Sara Barton-Wood</td>\n",
       "      <td>Juvenile Nonfiction</td>\n",
       "      <td>http://books.google.com/books/content?id=Fr814...</td>\n",
       "      <td>Presents the life of Bill Gates, from his chil...</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5972</th>\n",
       "      <td>9781551052700</td>\n",
       "      <td>1551052709</td>\n",
       "      <td>Ecuador Nature Guide</td>\n",
       "      <td>Southwest Forests : Sozoranga Forest Project</td>\n",
       "      <td>Christopher D. Jiggins</td>\n",
       "      <td>Botanique</td>\n",
       "      <td>http://books.google.com/books/content?id=1JjbG...</td>\n",
       "      <td>The guide provides information on 76 species o...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6720</th>\n",
       "      <td>9781930901353</td>\n",
       "      <td>1930901356</td>\n",
       "      <td>The Irish Anatomist</td>\n",
       "      <td>A Study of Flann O'Brien</td>\n",
       "      <td>Keith Donohue</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=baEJA...</td>\n",
       "      <td>The most full length critical and biographical...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>222.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6738</th>\n",
       "      <td>9781932206081</td>\n",
       "      <td>1932206086</td>\n",
       "      <td>Insights</td>\n",
       "      <td>Talks on the Nature of Existence</td>\n",
       "      <td>Frederick Lenz</td>\n",
       "      <td>Spiritual life</td>\n",
       "      <td>http://books.google.com/books/content?id=NOX2P...</td>\n",
       "      <td>In 1983, when Rama - Dr. Frederick P. Lenz rec...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>304.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6671</th>\n",
       "      <td>9781890995522</td>\n",
       "      <td>1890995525</td>\n",
       "      <td>The Diamond Color Meditation</td>\n",
       "      <td>Color Pathway to the Soul</td>\n",
       "      <td>John Diamond</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>http://books.google.com/books/content?id=1ChsH...</td>\n",
       "      <td>The Diamond Color Meditation presents an inspi...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>74.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>9780142003299</td>\n",
       "      <td>0142003298</td>\n",
       "      <td>Octopussy</td>\n",
       "      <td>And the Living Daylights</td>\n",
       "      <td>Ian Fleming</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=B5vGA...</td>\n",
       "      <td>The legendary 007 deals with a rich, deranged ...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>120.0</td>\n",
       "      <td>4801.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6197</th>\n",
       "      <td>9781578068012</td>\n",
       "      <td>1578068010</td>\n",
       "      <td>Daisy Bates</td>\n",
       "      <td>Civil Rights Crusader from Arkansas</td>\n",
       "      <td>Grif Stockley</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=rsd_m...</td>\n",
       "      <td>Daisy Bates (1914-1999) is renowned as the men...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>340.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3645</th>\n",
       "      <td>9780586203194</td>\n",
       "      <td>0586203192</td>\n",
       "      <td>2061</td>\n",
       "      <td>Odyssey Three</td>\n",
       "      <td>Arthur C. Clarke</td>\n",
       "      <td>Computers</td>\n",
       "      <td>http://books.google.com/books/content?id=uSj0D...</td>\n",
       "      <td>Science fiction-roman.</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>302.0</td>\n",
       "      <td>20216.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5792</th>\n",
       "      <td>9781401200688</td>\n",
       "      <td>1401200680</td>\n",
       "      <td>On the Road to Perdition</td>\n",
       "      <td>Oasis</td>\n",
       "      <td>Max Allan Collins;Jose Luis Garcia-Lopez</td>\n",
       "      <td>Comics &amp; Graphic Novels</td>\n",
       "      <td>http://books.google.com/books/content?id=VqrUX...</td>\n",
       "      <td>Renegade mob hitman Michael O'Sullivan--the \"A...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>96.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>9780143038412</td>\n",
       "      <td>0143038419</td>\n",
       "      <td>Eat, Pray, Love</td>\n",
       "      <td>One Woman's Search for Everything Across Italy...</td>\n",
       "      <td>Elizabeth Gilbert</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=zquLD...</td>\n",
       "      <td>GILBERT/EAT PRAY LOVE</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>368.0</td>\n",
       "      <td>1309623.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             isbn13      isbn10                         title  \\\n",
       "4306  9780739844328  0739844326                    Bill Gates   \n",
       "5972  9781551052700  1551052709          Ecuador Nature Guide   \n",
       "6720  9781930901353  1930901356           The Irish Anatomist   \n",
       "6738  9781932206081  1932206086                      Insights   \n",
       "6671  9781890995522  1890995525  The Diamond Color Meditation   \n",
       "...             ...         ...                           ...   \n",
       "974   9780142003299  0142003298                     Octopussy   \n",
       "6197  9781578068012  1578068010                   Daisy Bates   \n",
       "3645  9780586203194  0586203192                          2061   \n",
       "5792  9781401200688  1401200680      On the Road to Perdition   \n",
       "1054  9780143038412  0143038419               Eat, Pray, Love   \n",
       "\n",
       "                                               subtitle  \\\n",
       "4306                                    Computer Legend   \n",
       "5972       Southwest Forests : Sozoranga Forest Project   \n",
       "6720                           A Study of Flann O'Brien   \n",
       "6738                   Talks on the Nature of Existence   \n",
       "6671                          Color Pathway to the Soul   \n",
       "...                                                 ...   \n",
       "974                            And the Living Daylights   \n",
       "6197                Civil Rights Crusader from Arkansas   \n",
       "3645                                      Odyssey Three   \n",
       "5792                                              Oasis   \n",
       "1054  One Woman's Search for Everything Across Italy...   \n",
       "\n",
       "                                       authors                 categories  \\\n",
       "4306                          Sara Barton-Wood        Juvenile Nonfiction   \n",
       "5972                    Christopher D. Jiggins                  Botanique   \n",
       "6720                             Keith Donohue  Biography & Autobiography   \n",
       "6738                            Frederick Lenz             Spiritual life   \n",
       "6671                              John Diamond           Health & Fitness   \n",
       "...                                        ...                        ...   \n",
       "974                                Ian Fleming                    Fiction   \n",
       "6197                             Grif Stockley  Biography & Autobiography   \n",
       "3645                          Arthur C. Clarke                  Computers   \n",
       "5792  Max Allan Collins;Jose Luis Garcia-Lopez    Comics & Graphic Novels   \n",
       "1054                         Elizabeth Gilbert  Biography & Autobiography   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "4306  http://books.google.com/books/content?id=Fr814...   \n",
       "5972  http://books.google.com/books/content?id=1JjbG...   \n",
       "6720  http://books.google.com/books/content?id=baEJA...   \n",
       "6738  http://books.google.com/books/content?id=NOX2P...   \n",
       "6671  http://books.google.com/books/content?id=1ChsH...   \n",
       "...                                                 ...   \n",
       "974   http://books.google.com/books/content?id=B5vGA...   \n",
       "6197  http://books.google.com/books/content?id=rsd_m...   \n",
       "3645  http://books.google.com/books/content?id=uSj0D...   \n",
       "5792  http://books.google.com/books/content?id=VqrUX...   \n",
       "1054  http://books.google.com/books/content?id=zquLD...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "4306  Presents the life of Bill Gates, from his chil...          2001.0   \n",
       "5972  The guide provides information on 76 species o...          2000.0   \n",
       "6720  The most full length critical and biographical...          2002.0   \n",
       "6738  In 1983, when Rama - Dr. Frederick P. Lenz rec...          2003.0   \n",
       "6671  The Diamond Color Meditation presents an inspi...          2006.0   \n",
       "...                                                 ...             ...   \n",
       "974   The legendary 007 deals with a rich, deranged ...          2004.0   \n",
       "6197  Daisy Bates (1914-1999) is renowned as the men...          2005.0   \n",
       "3645                             Science fiction-roman.          1997.0   \n",
       "5792  Renegade mob hitman Michael O'Sullivan--the \"A...          2003.0   \n",
       "1054                              GILBERT/EAT PRAY LOVE          2007.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  \n",
       "4306            5.00       48.0            0.0  \n",
       "5972            5.00       96.0            1.0  \n",
       "6720            5.00      222.0            1.0  \n",
       "6738            5.00      304.0            1.0  \n",
       "6671            5.00       74.0            5.0  \n",
       "...              ...        ...            ...  \n",
       "974             3.55      120.0         4801.0  \n",
       "6197            3.55      340.0           11.0  \n",
       "3645            3.55      302.0        20216.0  \n",
       "5792            3.54       96.0           74.0  \n",
       "1054            3.54      368.0      1309623.0  \n",
       "\n",
       "[2000 rows x 12 columns]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./data.csv')\n",
    "df.dropna(inplace=True)\n",
    "df = df.sort_values('average_rating', ascending=False).head(2000)\n",
    "df\n",
    "# df.iloc[1581]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b020a112-bfed-4440-b901-ae0b54b73671",
   "metadata": {},
   "source": [
    "### Embedding Cost Calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "5a097946-8e2d-4bb0-ba93-4b2a952f46c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total tokens: 188119\n",
      "Estimated cost in USD: 0.0752476000\n"
     ]
    }
   ],
   "source": [
    "import tiktoken\n",
    "enc = tiktoken.encoding_for_model('text-embedding-3-small')\n",
    "descriptions = list(df['description'])\n",
    "total_tokens = sum([len(enc.encode(item)) for item in descriptions])\n",
    "print(f'Total tokens: {total_tokens}')\n",
    "cost = total_tokens * (0.0004/1000)\n",
    "print(f'Estimated cost in USD: {cost:.10f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24cf5f82-d8fe-4588-87ac-f6c1419a5b2f",
   "metadata": {},
   "source": [
    "### Calculate the embeddings and cache them locally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "d2923e4c-c618-4459-aa35-faee985533e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_embedding(text, model=\"text-embedding-3-small\"):\n",
    "   text = text.replace(\"\\n\", \" \")\n",
    "   return client.embeddings.create(input = [text], model=model).data[0].embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "51b031f0-189a-475e-a08e-8a7094703ac0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_embeddings_and_save_to_csv(embedding_cache_file):\n",
    "    df['embedding']=df['description'].apply(lambda x: get_embedding(x, model='text-embedding-3-small'))\n",
    "    df.to_csv(embedding_cache_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "5d3213c2-768d-4ce4-88f9-d6b8a3660074",
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_cache_file = 'book_embeddings.csv'\n",
    "get_embeddings_and_save_to_csv(embedding_cache_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "209f4ee4-1c67-48e6-b462-c8e646c7be5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     ]
    }
   ],
   "source": [
    "# an example of how the embeddings look without visualization\n",
    "print(list(df_embeddings['embedding'].iloc[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "421299cb-e533-4b7f-85a1-cf4e0bbb6224",
   "metadata": {},
   "source": [
    "### Load the Embeddings from the CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "97089618-5864-4f27-88e6-2a7af65a8db8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>description</th>\n",
       "      <th>published_year</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
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       "      <th>0</th>\n",
       "      <td>4306</td>\n",
       "      <td>9780739844328</td>\n",
       "      <td>0739844326</td>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>Computer Legend</td>\n",
       "      <td>Sara Barton-Wood</td>\n",
       "      <td>Juvenile Nonfiction</td>\n",
       "      <td>http://books.google.com/books/content?id=Fr814...</td>\n",
       "      <td>Presents the life of Bill Gates, from his chil...</td>\n",
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       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>5972</td>\n",
       "      <td>9781551052700</td>\n",
       "      <td>1551052709</td>\n",
       "      <td>Ecuador Nature Guide</td>\n",
       "      <td>Southwest Forests : Sozoranga Forest Project</td>\n",
       "      <td>Christopher D. Jiggins</td>\n",
       "      <td>Botanique</td>\n",
       "      <td>http://books.google.com/books/content?id=1JjbG...</td>\n",
       "      <td>The guide provides information on 76 species o...</td>\n",
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       "      <td>5.00</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[0.060896094888448715, -0.010619226843118668, ...</td>\n",
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       "      <td>6720</td>\n",
       "      <td>9781930901353</td>\n",
       "      <td>1930901356</td>\n",
       "      <td>The Irish Anatomist</td>\n",
       "      <td>A Study of Flann O'Brien</td>\n",
       "      <td>Keith Donohue</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=baEJA...</td>\n",
       "      <td>The most full length critical and biographical...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>222.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[0.03172249346971512, 0.03664880990982056, -0....</td>\n",
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       "      <th>3</th>\n",
       "      <td>6738</td>\n",
       "      <td>9781932206081</td>\n",
       "      <td>1932206086</td>\n",
       "      <td>Insights</td>\n",
       "      <td>Talks on the Nature of Existence</td>\n",
       "      <td>Frederick Lenz</td>\n",
       "      <td>Spiritual life</td>\n",
       "      <td>http://books.google.com/books/content?id=NOX2P...</td>\n",
       "      <td>In 1983, when Rama - Dr. Frederick P. Lenz rec...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>304.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[-0.011502875946462154, -0.009286032989621162,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6671</td>\n",
       "      <td>9781890995522</td>\n",
       "      <td>1890995525</td>\n",
       "      <td>The Diamond Color Meditation</td>\n",
       "      <td>Color Pathway to the Soul</td>\n",
       "      <td>John Diamond</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>http://books.google.com/books/content?id=1ChsH...</td>\n",
       "      <td>The Diamond Color Meditation presents an inspi...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>74.0</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>974</td>\n",
       "      <td>9780142003299</td>\n",
       "      <td>0142003298</td>\n",
       "      <td>Octopussy</td>\n",
       "      <td>And the Living Daylights</td>\n",
       "      <td>Ian Fleming</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=B5vGA...</td>\n",
       "      <td>The legendary 007 deals with a rich, deranged ...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>120.0</td>\n",
       "      <td>4801.0</td>\n",
       "      <td>[-0.027058351784944534, 0.019854001700878143, ...</td>\n",
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       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>6197</td>\n",
       "      <td>9781578068012</td>\n",
       "      <td>1578068010</td>\n",
       "      <td>Daisy Bates</td>\n",
       "      <td>Civil Rights Crusader from Arkansas</td>\n",
       "      <td>Grif Stockley</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=rsd_m...</td>\n",
       "      <td>Daisy Bates (1914-1999) is renowned as the men...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>340.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>[0.07347182929515839, -0.028972012922167778, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>3645</td>\n",
       "      <td>9780586203194</td>\n",
       "      <td>0586203192</td>\n",
       "      <td>2061</td>\n",
       "      <td>Odyssey Three</td>\n",
       "      <td>Arthur C. Clarke</td>\n",
       "      <td>Computers</td>\n",
       "      <td>http://books.google.com/books/content?id=uSj0D...</td>\n",
       "      <td>Science fiction-roman.</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>302.0</td>\n",
       "      <td>20216.0</td>\n",
       "      <td>[-0.03379650041460991, 0.0369640588760376, -0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>5792</td>\n",
       "      <td>9781401200688</td>\n",
       "      <td>1401200680</td>\n",
       "      <td>On the Road to Perdition</td>\n",
       "      <td>Oasis</td>\n",
       "      <td>Max Allan Collins;Jose Luis Garcia-Lopez</td>\n",
       "      <td>Comics &amp; Graphic Novels</td>\n",
       "      <td>http://books.google.com/books/content?id=VqrUX...</td>\n",
       "      <td>Renegade mob hitman Michael O'Sullivan--the \"A...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>96.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>[0.029538720846176147, 0.05673157796263695, -0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>1054</td>\n",
       "      <td>9780143038412</td>\n",
       "      <td>0143038419</td>\n",
       "      <td>Eat, Pray, Love</td>\n",
       "      <td>One Woman's Search for Everything Across Italy...</td>\n",
       "      <td>Elizabeth Gilbert</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=zquLD...</td>\n",
       "      <td>GILBERT/EAT PRAY LOVE</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>368.0</td>\n",
       "      <td>1309623.0</td>\n",
       "      <td>[-0.05307612195611, 0.008566507138311863, -0.0...</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0         isbn13      isbn10                         title  \\\n",
       "0           4306  9780739844328  0739844326                    Bill Gates   \n",
       "1           5972  9781551052700  1551052709          Ecuador Nature Guide   \n",
       "2           6720  9781930901353  1930901356           The Irish Anatomist   \n",
       "3           6738  9781932206081  1932206086                      Insights   \n",
       "4           6671  9781890995522  1890995525  The Diamond Color Meditation   \n",
       "...          ...            ...         ...                           ...   \n",
       "1995         974  9780142003299  0142003298                     Octopussy   \n",
       "1996        6197  9781578068012  1578068010                   Daisy Bates   \n",
       "1997        3645  9780586203194  0586203192                          2061   \n",
       "1998        5792  9781401200688  1401200680      On the Road to Perdition   \n",
       "1999        1054  9780143038412  0143038419               Eat, Pray, Love   \n",
       "\n",
       "                                               subtitle  \\\n",
       "0                                       Computer Legend   \n",
       "1          Southwest Forests : Sozoranga Forest Project   \n",
       "2                              A Study of Flann O'Brien   \n",
       "3                      Talks on the Nature of Existence   \n",
       "4                             Color Pathway to the Soul   \n",
       "...                                                 ...   \n",
       "1995                           And the Living Daylights   \n",
       "1996                Civil Rights Crusader from Arkansas   \n",
       "1997                                      Odyssey Three   \n",
       "1998                                              Oasis   \n",
       "1999  One Woman's Search for Everything Across Italy...   \n",
       "\n",
       "                                       authors                 categories  \\\n",
       "0                             Sara Barton-Wood        Juvenile Nonfiction   \n",
       "1                       Christopher D. Jiggins                  Botanique   \n",
       "2                                Keith Donohue  Biography & Autobiography   \n",
       "3                               Frederick Lenz             Spiritual life   \n",
       "4                                 John Diamond           Health & Fitness   \n",
       "...                                        ...                        ...   \n",
       "1995                               Ian Fleming                    Fiction   \n",
       "1996                             Grif Stockley  Biography & Autobiography   \n",
       "1997                          Arthur C. Clarke                  Computers   \n",
       "1998  Max Allan Collins;Jose Luis Garcia-Lopez    Comics & Graphic Novels   \n",
       "1999                         Elizabeth Gilbert  Biography & Autobiography   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "0     http://books.google.com/books/content?id=Fr814...   \n",
       "1     http://books.google.com/books/content?id=1JjbG...   \n",
       "2     http://books.google.com/books/content?id=baEJA...   \n",
       "3     http://books.google.com/books/content?id=NOX2P...   \n",
       "4     http://books.google.com/books/content?id=1ChsH...   \n",
       "...                                                 ...   \n",
       "1995  http://books.google.com/books/content?id=B5vGA...   \n",
       "1996  http://books.google.com/books/content?id=rsd_m...   \n",
       "1997  http://books.google.com/books/content?id=uSj0D...   \n",
       "1998  http://books.google.com/books/content?id=VqrUX...   \n",
       "1999  http://books.google.com/books/content?id=zquLD...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "0     Presents the life of Bill Gates, from his chil...          2001.0   \n",
       "1     The guide provides information on 76 species o...          2000.0   \n",
       "2     The most full length critical and biographical...          2002.0   \n",
       "3     In 1983, when Rama - Dr. Frederick P. Lenz rec...          2003.0   \n",
       "4     The Diamond Color Meditation presents an inspi...          2006.0   \n",
       "...                                                 ...             ...   \n",
       "1995  The legendary 007 deals with a rich, deranged ...          2004.0   \n",
       "1996  Daisy Bates (1914-1999) is renowned as the men...          2005.0   \n",
       "1997                             Science fiction-roman.          1997.0   \n",
       "1998  Renegade mob hitman Michael O'Sullivan--the \"A...          2003.0   \n",
       "1999                              GILBERT/EAT PRAY LOVE          2007.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  \\\n",
       "0               5.00       48.0            0.0   \n",
       "1               5.00       96.0            1.0   \n",
       "2               5.00      222.0            1.0   \n",
       "3               5.00      304.0            1.0   \n",
       "4               5.00       74.0            5.0   \n",
       "...              ...        ...            ...   \n",
       "1995            3.55      120.0         4801.0   \n",
       "1996            3.55      340.0           11.0   \n",
       "1997            3.55      302.0        20216.0   \n",
       "1998            3.54       96.0           74.0   \n",
       "1999            3.54      368.0      1309623.0   \n",
       "\n",
       "                                              embedding  \n",
       "0     [0.05363256856799126, -0.018259329721331596, 0...  \n",
       "1     [0.060896094888448715, -0.010619226843118668, ...  \n",
       "2     [0.03172249346971512, 0.03664880990982056, -0....  \n",
       "3     [-0.011502875946462154, -0.009286032989621162,...  \n",
       "4     [0.004097896162420511, 0.004661967046558857, 0...  \n",
       "...                                                 ...  \n",
       "1995  [-0.027058351784944534, 0.019854001700878143, ...  \n",
       "1996  [0.07347182929515839, -0.028972012922167778, 0...  \n",
       "1997  [-0.03379650041460991, 0.0369640588760376, -0....  \n",
       "1998  [0.029538720846176147, 0.05673157796263695, -0...  \n",
       "1999  [-0.05307612195611, 0.008566507138311863, -0.0...  \n",
       "\n",
       "[2000 rows x 14 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding_cache_file = 'book_embeddings.csv'\n",
    "df_embeddings = pd.read_csv(embedding_cache_file)\n",
    "df_embeddings['embedding'] = df_embeddings['embedding'].apply(eval).apply(np.array)\n",
    "df_embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "267dcce4-dcc8-4d1b-8466-23583d06a49a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "55207153-f5be-491f-b836-94ceab2020f8",
   "metadata": {},
   "source": [
    "### Get Recommendation from Book title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "9d644959-990f-4123-8a1f-30e026537eaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_recommendation_from_title(df_embeddings, title, k):\n",
    "    from scipy.spatial.distance import cosine\n",
    "\n",
    "    if title not in list(df_embeddings['title']):\n",
    "        return False\n",
    "\n",
    "    book_embedding = df_embeddings[df_embeddings['title'] == title]['embedding'].iloc[0]\n",
    "    book_embedding = book_embedding.squeeze()\n",
    "\n",
    "    embeddings = list(df_embeddings['embedding'])\n",
    "\n",
    "    distances = [cosine(book_embedding, emb) for emb in embeddings]\n",
    "\n",
    "    #print(sorted(distances))\n",
    "    closest_indices = np.argsort(distances)[:k]  \n",
    "    # print(closest_indices)\n",
    "    recommendations = list()\n",
    "    for index in closest_indices[1:k+1]:\n",
    "        book = dict()\n",
    "        book['title']=df_embeddings.iloc[index]['title']\n",
    "        book['description'] = df_embeddings.iloc[index]['description']\n",
    "        book['distance']=distances[index]\n",
    "        recommendations.append(book)\n",
    "\n",
    "    return recommendations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "be098d87-34df-4a1b-80a3-bc678df0f526",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'title': 'The Gatekeeper',\n",
       "  'description': 'An Oxford scholar and author of The Truth About the Irish candidly recounts his experiences as an impoverished youth, a convent gatekeeper, a Catholic in Protestant England, a working-class Irish immigrant among the Oxbridge elite, and a Marxist visiting professor in Mormon Utah. Reprint. 15,000 first printing.',\n",
       "  'distance': 0.5517319540653511},\n",
       " {'title': 'The Family Idiot',\n",
       "  'description': 'With this volume, the University of Chicago Press completes its translation of a work that is indispensable not only to serious readers of Flaubert but to anyone interested in the last major contribution by one of the twentieth century\\'s greatest thinkers. That Sartre\\'s study of Flaubert, The Family Idiot, is a towering achievement in intellectual history has never been disputed. Yet critics have argued about the precise nature of this novel or biography or \"criticism-fiction\" which is the summation of Sartre\\'s philosophical, social, and literary thought. In the preface, Sartre writes: \"The Family Idiot is the sequel to Search for a Method. The subject: what, at this point in time, can we know about a man? It seemed to me that this question could only be answered by studying a specific case.\" Sartre discusses Flaubert\\'s personal development, his relationship to his family, his decision to become a writer, and the psychosomatic crisis or \"conversion\" from his father\\'s domination to the freedom of his art. Sartre blends psychoanalysis with a sociological study of the ideology of the period, the crisis in literature, and Flaubert\\'s influence on the future of literature. While Sartre never wrote the final volume he envisioned for this vast project, the existing volumes constitute in themselves a unified work—one that John Sturrock, writing in the Observer, called \"a shatteringly fertile, digressive and ruthless interpretation of these few cardinal years in Flaubert\\'s life.\" \"A virtuoso perfomance. . . . For all that this book does to make one reconsider his life, The Family Idiot is less a case study of Flaubert than it is a final installment of Sartre\\'s mythology. . . . The translator, Carol Cosman, has acquitted herself brilliantly.\"—Frederick Brown, New York Review of Books \"A splendid translation by Carol Cosman. . . . Sartre called The Family Idiot a \\'true novel,\\' and it does tell a story and eventually reach a shattering climax. The work can be described most simply as a dialectic, which shifts between two seemingly alternative interpretations of Flaubert\\'s destiny: a psychoanalytic one, centered on his family and on his childhood, and a Marxist one, whose guiding themes are the status of the artist in Flaubert\\'s period and the historical and ideological contradictions faced by his social class, the bourgeoisie.\"—Fredric Jameson, New York Times Book Review Jean-Paul Sartre (1906-1980) was offered, but declined, the Nobel Prize for literature in 1964. His many works of fiction, drama, and philosophy include the monumental study of Flaubert, The Family Idiot, and The Freud Scenario, both published in translation by the University of Chicago Press.',\n",
       "  'distance': 0.568116330689932},\n",
       " {'title': 'The Sign of the Cross',\n",
       "  'description': \"An insightful and personal examination of Catholicism in Europe.For four years from 1990, Colm Tóibin made a series of trips through Catholic Europe. The result is this beautifully wrought book. He shows the complications and contradictions of the Catholic Church, and tries to unravel how they in turn influence a country's sense of nationalism. It is not quite a travelogue, nor is it autobiographical. Rather it is a work that tests both faith and the written word, a work that redefines what we have come to expect from non-fiction.\",\n",
       "  'distance': 0.5833932122255328},\n",
       " {'title': 'Finders Keepers',\n",
       "  'description': 'In addition to his well-regarded verse, Nobel laureate poet Seamus Heaney has amassed a body of prose works over the last 30-plus years, previously published chiefly in three separate books. Finders Keepers: Selected Prose 1971-2001, offers a \"best of\" (of sorts) as Heaney sifts through previous writings and offers a variety of strong works, from memoir to lecture transcripts to literary criticism.',\n",
       "  'distance': 0.5864225059103025},\n",
       " {'title': 'My Favourite Year',\n",
       "  'description': 'Roddy Doyle¿s account of the Republic of Ireland¿s triumphant journey through Italia ¿90 is just one of the many first-class pieces in this anthology of original football writing. Contributors include: Roddy Doyle, Harry Pearson, Harry Ritchie, Ed Horton, Olly Wicken, D.J. Taylor, Huw Richards, Nick Hornby, Chris Pierson, Matt Nation, Graham Brack, Don Watson and Giles Smith. ¿A new kind of football writing developed ¿ passionate, disrespectful, self-mocking, yet steeped in personal bias. In book form, young writers such as Nick Hornby and Pete Davies became to the New Football Writing what Tom Wolfe and Hunter S. Thompson had been to the New Journalism¿ Terence Blacker, Sunday Times',\n",
       "  'distance': 0.5868833039472904},\n",
       " {'title': 'Oblivion',\n",
       "  'description': 'In the stories that make up Oblivion, David Foster Wallace joins the rawest, most naked humanity with the infinite involutions of self-consciousness--a combination that is dazzlingly, uniquely his. These are worlds undreamt-of by any other mind. Only David Foster Wallace could convey a father\\'s desperate loneliness by way of his son\\'s daydreaming through a teacher\\'s homicidal breakdown (\"The Soul Is Not a Smithy\"). Or could explore the deepest and most hilarious aspects of creativity by delineating the office politics surrounding a magazine profile of an artist who produces miniature sculptures in an anatomically inconceivable way (\"The Suffering Channel\"). Or capture the ache of love\\'s breakdown in the painfully polite apologies of a man who believes his wife is hallucinating the sound of his snoring (\"Oblivion\"). Each of these stories is a complete world, as fully imagined as most entire novels, at once preposterously surreal and painfully immediate.',\n",
       "  'distance': 0.588627558072083},\n",
       " {'title': \"Banvard's Folly\",\n",
       "  'description': 'The historical record crowns success. Those enshrined in its annals are men and women whose ideas, accomplishments, or personalities have dominated, endured, and most important of all, found champions. John F. Kennedy\\'s Profiles in Courage, Giorgio Vasari\\'s Lives of the Artists, and Samuel Johnson\\'s Lives of the Poets are classic celebrations of the greatest, the brightest, the eternally constellated. Paul Collins\\' Banvard\\'s Folly is a different kind of book. Here are thirteen unforgettable portraits of forgotten people: men and women who might have claimed their share of renown but who, whether from ill timing, skullduggery, monomania, the tinge of madness, or plain bad luck-or perhaps some combination of them all-leapt straight from life into thankless obscurity. Among their number are scientists, artists, writers, entrepreneurs, and adventurers, from across the centuries and around the world. They hold in common the silenced aftermath of failure, the name that rings no bells. Collins brings them back to glorious life. John Banvard was an artist whose colossal panoramic canvasses (one behemoth depiction of the entire eastern shore of the Mississippi River was simply known as \"The Three Mile Painting\") made him the richest and most famous artist of his day. . . before he decided to go head to head with P. T. Barnum. René Blondot was a distinguished French physicist whose celebrated discovery of a new form of radiation, called the N-Ray, went terribly awry. At the tender age of seventeen, William Henry Ireland signed \"William Shakespeare\" to a book and launched a short but meteoric career as a forger of undiscovered works by the Bard -- until he pushed his luck too far. John Symmes, a hero of the War of 1812, nearly succeeded in convincing Congress to fund an expedition to the North Pole, where he intended to prove his theory that the earth was hollow and ripe for exploitation; his quixotic quest counted Jules Verne and Edgar Allan Poe among its greatest admirers. Collins\\' love for what he calls the \"forgotten ephemera of genius\" give his portraits of these figures and the other nine men and women in Banvard\\'s Folly sympathetic depth and poignant relevance. Their effect is not to make us sneer or revel in schadenfreude; here are no cautionary tales. Rather, here are brief introductions-acts of excavation and reclamation-to people whom history may have forgotten, but whom now we cannot.',\n",
       "  'distance': 0.5895860894163911},\n",
       " {'title': 'The Curtain',\n",
       "  'description': \"Traces the author's personal view of the history and significance of the novel in western civilization, arguing that a novel's development crosses international and language boundaries while serving to reveal previously unknown aspects of a reader's existence. By the author of The Art of the Novel. 35,000 first printing.\",\n",
       "  'distance': 0.5900841606605911},\n",
       " {'title': 'Pleasing Myself',\n",
       "  'description': 'Frank Kermode has often said that much of his best work has been done at shorter length, in the essays he has written on a very wide range of subjects for literary journals of one kind or another. This volume brings together a selection of these pieces that have been written since the 1990s, on topics as diverse as Donne, Yeats, Howard Hodgkin, gnosticism, the sea and money, as well as futher thoughts on Shakespeare.',\n",
       "  'distance': 0.5925959092244326}]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_recommendation_from_title(df_embeddings, 'The Irish Anatomist', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "1bcbbd59-0b8b-42c4-8d1d-236944d08452",
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter Book's Title:  Bill Gates\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Book recommendation #1, Distance: 0.2091330601137581\n",
      "Title: Hard Drive\n",
      "Description: Chronicles the career of \"Chairman Bill\" Gates, the computer whiz kid who commands the powerful Microsoft computer software empire.\n",
      "\n",
      "##################################################\n",
      "\n",
      "Book recommendation #2, Distance: 0.5302106646883478\n",
      "Title: Think and Grow Rich\n",
      "Description: An updated edition of the best-selling guide features anecdotes about such modern figures as Bill Gates, Dave Thomas, and Sir John Templeton, explaining how their examples can enable modern readers to pursue wealth and overcome personal stumbling blocks. Original. 30,000 first printing.\n",
      "\n",
      "##################################################\n",
      "\n",
      "Book recommendation #3, Distance: 0.5524400806751422\n",
      "Title: IWoz\n",
      "Description: The high-tech wizard behind Apple offers a personal account of the creation of the first personal computer by marrying computer circuitry with a video screen and a typewriter keyboard to create the affordable, easy-to-use Apple I, detailing his life before and after Apple and providing a personal perspective on an invention that ignited the computer revolution. 50,000 first printing.\n",
      "\n",
      "##################################################\n",
      "\n",
      "Book recommendation #4, Distance: 0.5656985425192288\n",
      "Title: Q\n",
      "Description: The legendary musician, producer, and arranger chronicles his rise to the heights of the entertainment world, detailing his painful youth, his musical and business accomplishments, and his turbulent personal life.\n",
      "\n",
      "##################################################\n",
      "\n"
     ]
    }
   ],
   "source": [
    "title = input('Enter Book\\'s Title: ')\n",
    "book_recommendations = get_recommendation_from_title(df_embeddings, title, 5)\n",
    "# print(book_recommendations)\n",
    "if book_recommendations:\n",
    "    for i, item in enumerate(book_recommendations):\n",
    "        print(f'Book recommendation #{i+1}, Distance: {item[\"distance\"]}')\n",
    "        print(f'Title: {item[\"title\"]}')\n",
    "        print(f'Description: {item[\"description\"]}')\n",
    "        print()\n",
    "        print('#' * 50)\n",
    "        print()\n",
    "else:\n",
    "    print(f'Title {title} does not exist in the dataset')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c050ec-d1df-4a32-8d62-d50a4bcc8af9",
   "metadata": {},
   "source": [
    "### Displaying Emeddings on Atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "c8886ea0-7adc-4dc9-9195-f352e9b2235d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from nomic import atlas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "fbe3d790-2667-4f9c-a222-0a4fd814c057",
   "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>Unnamed: 0</th>\n",
       "      <th>isbn13</th>\n",
       "      <th>isbn10</th>\n",
       "      <th>title</th>\n",
       "      <th>subtitle</th>\n",
       "      <th>authors</th>\n",
       "      <th>categories</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>description</th>\n",
       "      <th>published_year</th>\n",
       "      <th>average_rating</th>\n",
       "      <th>num_pages</th>\n",
       "      <th>ratings_count</th>\n",
       "      <th>embedding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4306</td>\n",
       "      <td>9780739844328</td>\n",
       "      <td>0739844326</td>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>Computer Legend</td>\n",
       "      <td>Sara Barton-Wood</td>\n",
       "      <td>Juvenile Nonfiction</td>\n",
       "      <td>http://books.google.com/books/content?id=Fr814...</td>\n",
       "      <td>Presents the life of Bill Gates, from his chil...</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>[0.05363256856799126, -0.018259329721331596, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5972</td>\n",
       "      <td>9781551052700</td>\n",
       "      <td>1551052709</td>\n",
       "      <td>Ecuador Nature Guide</td>\n",
       "      <td>Southwest Forests : Sozoranga Forest Project</td>\n",
       "      <td>Christopher D. Jiggins</td>\n",
       "      <td>Botanique</td>\n",
       "      <td>http://books.google.com/books/content?id=1JjbG...</td>\n",
       "      <td>The guide provides information on 76 species o...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[0.06094173714518547, -0.010597361251711845, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6720</td>\n",
       "      <td>9781930901353</td>\n",
       "      <td>1930901356</td>\n",
       "      <td>The Irish Anatomist</td>\n",
       "      <td>A Study of Flann O'Brien</td>\n",
       "      <td>Keith Donohue</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=baEJA...</td>\n",
       "      <td>The most full length critical and biographical...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>222.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[0.03172249346971512, 0.03664880990982056, -0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6738</td>\n",
       "      <td>9781932206081</td>\n",
       "      <td>1932206086</td>\n",
       "      <td>Insights</td>\n",
       "      <td>Talks on the Nature of Existence</td>\n",
       "      <td>Frederick Lenz</td>\n",
       "      <td>Spiritual life</td>\n",
       "      <td>http://books.google.com/books/content?id=NOX2P...</td>\n",
       "      <td>In 1983, when Rama - Dr. Frederick P. Lenz rec...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>304.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[-0.011502875946462154, -0.009286032989621162,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6671</td>\n",
       "      <td>9781890995522</td>\n",
       "      <td>1890995525</td>\n",
       "      <td>The Diamond Color Meditation</td>\n",
       "      <td>Color Pathway to the Soul</td>\n",
       "      <td>John Diamond</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>http://books.google.com/books/content?id=1ChsH...</td>\n",
       "      <td>The Diamond Color Meditation presents an inspi...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>74.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[0.004097896162420511, 0.004661967046558857, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>974</td>\n",
       "      <td>9780142003299</td>\n",
       "      <td>0142003298</td>\n",
       "      <td>Octopussy</td>\n",
       "      <td>And the Living Daylights</td>\n",
       "      <td>Ian Fleming</td>\n",
       "      <td>Fiction</td>\n",
       "      <td>http://books.google.com/books/content?id=B5vGA...</td>\n",
       "      <td>The legendary 007 deals with a rich, deranged ...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>120.0</td>\n",
       "      <td>4801.0</td>\n",
       "      <td>[-0.027058351784944534, 0.019854001700878143, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>6197</td>\n",
       "      <td>9781578068012</td>\n",
       "      <td>1578068010</td>\n",
       "      <td>Daisy Bates</td>\n",
       "      <td>Civil Rights Crusader from Arkansas</td>\n",
       "      <td>Grif Stockley</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=rsd_m...</td>\n",
       "      <td>Daisy Bates (1914-1999) is renowned as the men...</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>340.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>[0.07347182929515839, -0.028972012922167778, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>3645</td>\n",
       "      <td>9780586203194</td>\n",
       "      <td>0586203192</td>\n",
       "      <td>2061</td>\n",
       "      <td>Odyssey Three</td>\n",
       "      <td>Arthur C. Clarke</td>\n",
       "      <td>Computers</td>\n",
       "      <td>http://books.google.com/books/content?id=uSj0D...</td>\n",
       "      <td>Science fiction-roman.</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>3.55</td>\n",
       "      <td>302.0</td>\n",
       "      <td>20216.0</td>\n",
       "      <td>[-0.03379650041460991, 0.0369640588760376, -0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>5792</td>\n",
       "      <td>9781401200688</td>\n",
       "      <td>1401200680</td>\n",
       "      <td>On the Road to Perdition</td>\n",
       "      <td>Oasis</td>\n",
       "      <td>Max Allan Collins;Jose Luis Garcia-Lopez</td>\n",
       "      <td>Comics &amp; Graphic Novels</td>\n",
       "      <td>http://books.google.com/books/content?id=VqrUX...</td>\n",
       "      <td>Renegade mob hitman Michael O'Sullivan--the \"A...</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>96.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>[0.029538720846176147, 0.05673157796263695, -0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>1054</td>\n",
       "      <td>9780143038412</td>\n",
       "      <td>0143038419</td>\n",
       "      <td>Eat, Pray, Love</td>\n",
       "      <td>One Woman's Search for Everything Across Italy...</td>\n",
       "      <td>Elizabeth Gilbert</td>\n",
       "      <td>Biography &amp; Autobiography</td>\n",
       "      <td>http://books.google.com/books/content?id=zquLD...</td>\n",
       "      <td>GILBERT/EAT PRAY LOVE</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>3.54</td>\n",
       "      <td>368.0</td>\n",
       "      <td>1309623.0</td>\n",
       "      <td>[-0.05312195047736168, 0.008585366420447826, -...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0         isbn13      isbn10                         title  \\\n",
       "0           4306  9780739844328  0739844326                    Bill Gates   \n",
       "1           5972  9781551052700  1551052709          Ecuador Nature Guide   \n",
       "2           6720  9781930901353  1930901356           The Irish Anatomist   \n",
       "3           6738  9781932206081  1932206086                      Insights   \n",
       "4           6671  9781890995522  1890995525  The Diamond Color Meditation   \n",
       "...          ...            ...         ...                           ...   \n",
       "1995         974  9780142003299  0142003298                     Octopussy   \n",
       "1996        6197  9781578068012  1578068010                   Daisy Bates   \n",
       "1997        3645  9780586203194  0586203192                          2061   \n",
       "1998        5792  9781401200688  1401200680      On the Road to Perdition   \n",
       "1999        1054  9780143038412  0143038419               Eat, Pray, Love   \n",
       "\n",
       "                                               subtitle  \\\n",
       "0                                       Computer Legend   \n",
       "1          Southwest Forests : Sozoranga Forest Project   \n",
       "2                              A Study of Flann O'Brien   \n",
       "3                      Talks on the Nature of Existence   \n",
       "4                             Color Pathway to the Soul   \n",
       "...                                                 ...   \n",
       "1995                           And the Living Daylights   \n",
       "1996                Civil Rights Crusader from Arkansas   \n",
       "1997                                      Odyssey Three   \n",
       "1998                                              Oasis   \n",
       "1999  One Woman's Search for Everything Across Italy...   \n",
       "\n",
       "                                       authors                 categories  \\\n",
       "0                             Sara Barton-Wood        Juvenile Nonfiction   \n",
       "1                       Christopher D. Jiggins                  Botanique   \n",
       "2                                Keith Donohue  Biography & Autobiography   \n",
       "3                               Frederick Lenz             Spiritual life   \n",
       "4                                 John Diamond           Health & Fitness   \n",
       "...                                        ...                        ...   \n",
       "1995                               Ian Fleming                    Fiction   \n",
       "1996                             Grif Stockley  Biography & Autobiography   \n",
       "1997                          Arthur C. Clarke                  Computers   \n",
       "1998  Max Allan Collins;Jose Luis Garcia-Lopez    Comics & Graphic Novels   \n",
       "1999                         Elizabeth Gilbert  Biography & Autobiography   \n",
       "\n",
       "                                              thumbnail  \\\n",
       "0     http://books.google.com/books/content?id=Fr814...   \n",
       "1     http://books.google.com/books/content?id=1JjbG...   \n",
       "2     http://books.google.com/books/content?id=baEJA...   \n",
       "3     http://books.google.com/books/content?id=NOX2P...   \n",
       "4     http://books.google.com/books/content?id=1ChsH...   \n",
       "...                                                 ...   \n",
       "1995  http://books.google.com/books/content?id=B5vGA...   \n",
       "1996  http://books.google.com/books/content?id=rsd_m...   \n",
       "1997  http://books.google.com/books/content?id=uSj0D...   \n",
       "1998  http://books.google.com/books/content?id=VqrUX...   \n",
       "1999  http://books.google.com/books/content?id=zquLD...   \n",
       "\n",
       "                                            description  published_year  \\\n",
       "0     Presents the life of Bill Gates, from his chil...          2001.0   \n",
       "1     The guide provides information on 76 species o...          2000.0   \n",
       "2     The most full length critical and biographical...          2002.0   \n",
       "3     In 1983, when Rama - Dr. Frederick P. Lenz rec...          2003.0   \n",
       "4     The Diamond Color Meditation presents an inspi...          2006.0   \n",
       "...                                                 ...             ...   \n",
       "1995  The legendary 007 deals with a rich, deranged ...          2004.0   \n",
       "1996  Daisy Bates (1914-1999) is renowned as the men...          2005.0   \n",
       "1997                             Science fiction-roman.          1997.0   \n",
       "1998  Renegade mob hitman Michael O'Sullivan--the \"A...          2003.0   \n",
       "1999                              GILBERT/EAT PRAY LOVE          2007.0   \n",
       "\n",
       "      average_rating  num_pages  ratings_count  \\\n",
       "0               5.00       48.0            0.0   \n",
       "1               5.00       96.0            1.0   \n",
       "2               5.00      222.0            1.0   \n",
       "3               5.00      304.0            1.0   \n",
       "4               5.00       74.0            5.0   \n",
       "...              ...        ...            ...   \n",
       "1995            3.55      120.0         4801.0   \n",
       "1996            3.55      340.0           11.0   \n",
       "1997            3.55      302.0        20216.0   \n",
       "1998            3.54       96.0           74.0   \n",
       "1999            3.54      368.0      1309623.0   \n",
       "\n",
       "                                              embedding  \n",
       "0     [0.05363256856799126, -0.018259329721331596, 0...  \n",
       "1     [0.06094173714518547, -0.010597361251711845, 0...  \n",
       "2     [0.03172249346971512, 0.03664880990982056, -0....  \n",
       "3     [-0.011502875946462154, -0.009286032989621162,...  \n",
       "4     [0.004097896162420511, 0.004661967046558857, 0...  \n",
       "...                                                 ...  \n",
       "1995  [-0.027058351784944534, 0.019854001700878143, ...  \n",
       "1996  [0.07347182929515839, -0.028972012922167778, 0...  \n",
       "1997  [-0.03379650041460991, 0.0369640588760376, -0....  \n",
       "1998  [0.029538720846176147, 0.05673157796263695, -0...  \n",
       "1999  [-0.05312195047736168, 0.008585366420447826, -...  \n",
       "\n",
       "[2000 rows x 14 columns]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding_cache_file = './book_embeddings.csv'\n",
    "df = pd.read_csv(embedding_cache_file)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "ed560c98-64a8-4c58-907c-4cbdfe928416",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['embedding']=df['embedding'].apply(eval).apply(np.array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "915109a8-a511-45cd-9ed1-734f6bc710a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'title': 'Bill Gates',\n",
       "  'authors': 'Sara Barton-Wood',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Ecuador Nature Guide',\n",
       "  'authors': 'Christopher D. Jiggins',\n",
       "  'categories': 'Botanique'},\n",
       " {'title': 'The Irish Anatomist',\n",
       "  'authors': 'Keith Donohue',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Insights',\n",
       "  'authors': 'Frederick Lenz',\n",
       "  'categories': 'Spiritual life'},\n",
       " {'title': 'The Diamond Color Meditation',\n",
       "  'authors': 'John Diamond',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'Fanning the Flame',\n",
       "  'authors': 'Christopher J. H. Wright',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Harry Potter',\n",
       "  'authors': 'J. K. Rowling',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': \"It's a Magical World\",\n",
       "  'authors': 'Bill Watterson',\n",
       "  'categories': 'American wit and humor, Pictorial'},\n",
       " {'title': 'The John Deere Two-Cylinder Tractor Encyclopedia',\n",
       "  'authors': 'Don Macmillan;Wayne G. Broehl',\n",
       "  'categories': 'Reference'},\n",
       " {'title': 'Empire 2.0',\n",
       "  'authors': 'Régis Debray',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'The Harry Potter Collection',\n",
       "  'authors': 'J. K. Rowling',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Homicidal Psycho Jungle Cat',\n",
       "  'authors': 'Bill Watterson',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'Zondervan NIV Study Bible',\n",
       "  'authors': 'Kenneth L. Barker;Donald W. Burdick',\n",
       "  'categories': 'Bibles'},\n",
       " {'title': 'The Price of the Ticket',\n",
       "  'authors': 'James Baldwin',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'The Everyday Life Bible',\n",
       "  'authors': 'Joyce Meyer',\n",
       "  'categories': 'Bibles'},\n",
       " {'title': 'Marine Conservation Biology',\n",
       "  'authors': 'Michael E. Soulé;Michael E. Marine Conservation Biology Institute',\n",
       "  'categories': 'Nature'},\n",
       " {'title': 'Restless Till We Rest in You',\n",
       "  'authors': 'Saint Augustine, Bishop of Hippo;Thomas Paul Thigpen',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The New Annotated Sherlock Holmes',\n",
       "  'authors': 'Arthur Conan Doyle',\n",
       "  'categories': 'Detective and mystery stories, English'},\n",
       " {'title': 'Lego Star Wars',\n",
       "  'authors': 'Michael Littlefield;Prima Games',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'The Hobbit / The Lord of the Rings',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Lord of the Rings, the Return of the King',\n",
       "  'authors': 'Jude Fisher',\n",
       "  'categories': 'Imaginary wars and battles'},\n",
       " {'title': 'Coffin',\n",
       "  'authors': 'Yoshitaka Amano;Robert Simpson',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'Discovery of the Presence of God',\n",
       "  'authors': 'David R. Hawkins',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Fullmetal Alchemist, Vol. 5',\n",
       "  'authors': 'Hiromu Arakawa',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Dewdrops on a Lotus Leaf',\n",
       "  'authors': 'Ryōkan;John Stevens',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': \"Disney's Little Einstein\",\n",
       "  'authors': 'Susan Ring',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': \"Reader's digest complete guide to the Bible\",\n",
       "  'authors': \"Reader's Digest\",\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Simple Acts of Faith',\n",
       "  'authors': 'Margaret Feinberg',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Life Management for Busy Women',\n",
       "  'authors': 'Elizabeth George',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Making of Star Wars',\n",
       "  'authors': 'J. W. Rinzler',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'The Lord of the Rings',\n",
       "  'authors': 'Gary Russell',\n",
       "  'categories': 'Characters and characteristics in motion pictures'},\n",
       " {'title': 'Transcending the Levels of Consciousness',\n",
       "  'authors': 'David R. Hawkins',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Lord of the Rings',\n",
       "  'authors': 'Chris Smith',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'The Valley of Vision',\n",
       "  'authors': 'Arthur Bennett',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Fellowship of the Ring',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Fantasy fiction'},\n",
       " {'title': 'The Return of the King',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Baggins, Frodo (Fictitious character)'},\n",
       " {'title': 'The Return of the King',\n",
       "  'authors': 'J. R. R. Tolkien',\n",
       "  'categories': 'Baggins, Frodo (Fictitious character)'},\n",
       " {'title': 'I Am that',\n",
       "  'authors': 'Sri Nisargadatta Maharaj;Sudhakar S. Dikshit',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Lord of the Rings',\n",
       "  'authors': 'Jude Fisher',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Children's Christmas Stories and Poems\",\n",
       "  'authors': 'Candace Ward',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Learning to Love',\n",
       "  'authors': 'Thomas Merton',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Night Lives',\n",
       "  'authors': 'Phyllis Eisenstein;Alex Eisenstein',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Diary Of Virginia Woolf Volume 5',\n",
       "  'authors': 'Virginia Woolf',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Collected Letters of C.S. Lewis, Volume 3',\n",
       "  'authors': 'C. S. Lewis',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Fate of Reason',\n",
       "  'authors': 'Frederick C. Beiser',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Red Dragon',\n",
       "  'authors': 'Thomas Harris',\n",
       "  'categories': 'Adventure stories'},\n",
       " {'title': 'Harry Potter and Philosophy',\n",
       "  'authors': 'David Baggett;Shawn Klein;William Irwin',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Sister Outsider',\n",
       "  'authors': 'Professor Audre Lorde;Audre Lorde',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'Harry Bosch Novels, The: Volume 2',\n",
       "  'authors': 'Michael Connelly',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Αλκηστισ',\n",
       "  'authors': 'Euripides',\n",
       "  'categories': 'Alcestis (Greek mythology)'},\n",
       " {'title': 'Bird Songs', 'authors': 'Les Beletsky', 'categories': 'Nature'},\n",
       " {'title': 'EntreMundos/AmongWorlds',\n",
       "  'authors': 'AnaLouise Keating',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'New York 2000',\n",
       "  'authors': 'Robert A. M. Stern;David Fishman;Jacob Tilove',\n",
       "  'categories': 'Architecture'},\n",
       " {'title': 'Seabiscuit',\n",
       "  'authors': 'B. K. Beckwith',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Labyrinths',\n",
       "  'authors': 'Jorge Luis Borges',\n",
       "  'categories': 'Classical fiction'},\n",
       " {'title': 'Love', 'authors': 'Pablo Neruda', 'categories': 'Poetry'},\n",
       " {'title': 'The Lord of the Rings',\n",
       "  'authors': 'Brian Sibley',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'Stars in Their Courses',\n",
       "  'authors': 'Shelby Foote',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Call of Cthulhu RPG',\n",
       "  'authors': 'Sandy Petersen;Lynn Willis',\n",
       "  'categories': 'Games'},\n",
       " {'title': 'Lover Awakened', 'authors': 'J. R. Ward', 'categories': 'Fiction'},\n",
       " {'title': 'Always Enough',\n",
       "  'authors': 'Rolland Baker;Heidi Baker',\n",
       "  'categories': 'Religion'},\n",
       " {'title': \"God's Generals\",\n",
       "  'authors': 'Roberts Liardon',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Beauty',\n",
       "  'authors': \"John O'Donohue\",\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'There is Always Enough',\n",
       "  'authors': 'Rolland Baker;Heidi Baker',\n",
       "  'categories': 'Church work with the poor'},\n",
       " {'title': 'Drop the Rock',\n",
       "  'authors': 'Bill P.;Todd W.;Sara S.',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Hungry Planet',\n",
       "  'authors': \"Peter Menzel;Faith D'Aluisio\",\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Herzog on Herzog',\n",
       "  'authors': 'Paul Cronin',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': \"James Herriot's Treasury for Children\",\n",
       "  'authors': 'James Herriot',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'More Plums in One',\n",
       "  'authors': 'Janet Evanovich',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Munsters',\n",
       "  'authors': 'Stephen Cox',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'The Two Towers',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"The Complete Monty Python's Flying Circus\",\n",
       "  'authors': 'Graham Chapman;Monty Python (Comedy troupe);Terry Gilliam;Eric Idle;Terry Jones',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'The Two Towers',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Homelands',\n",
       "  'authors': 'Patricia Justine Tumang;Jenesha de Rivera',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': \"Tucket's Travels\",\n",
       "  'authors': 'Gary Paulsen',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'The Last Lion',\n",
       "  'authors': 'William Manchester',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'C. S. Lewis',\n",
       "  'authors': 'Bruce L. Edwards',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'History of Religious Ideas, Volume 3',\n",
       "  'authors': 'Mircea Eliade',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Border Trilogy',\n",
       "  'authors': 'Cormac McCarthy',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Selected Verse',\n",
       "  'authors': 'Federico García Lorca;Christopher Maurer;Catherine Brown',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Band of Brothers',\n",
       "  'authors': 'Stephen E. Ambrose',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Complete Collected Poems of Maya Angelou',\n",
       "  'authors': 'Maya Angelou',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'The Corner',\n",
       "  'authors': 'David Simon;Edward Burns',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'The Glory and the Dream',\n",
       "  'authors': 'William Manchester',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Imajica II', 'authors': 'Clive Barker', 'categories': 'Fiction'},\n",
       " {'title': 'Myths of Light',\n",
       "  'authors': 'Joseph Campbell',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': \"Where I'm Calling from\",\n",
       "  'authors': 'Raymond Carver',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Gates Of Fire',\n",
       "  'authors': 'Steven Pressfield',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Dark Rivers of the Heart/Intensity/Sole Survivor',\n",
       "  'authors': 'Dean Koontz',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Empires of the Monsoon',\n",
       "  'authors': 'Richard Hall',\n",
       "  'categories': 'Africa, East'},\n",
       " {'title': '\"Gorgias\" and \"Phaedrus\"',\n",
       "  'authors': 'Plato',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Shattered Sword',\n",
       "  'authors': 'Jonathan B. Parshall;Anthony P. Tully',\n",
       "  'categories': 'History'},\n",
       " {'title': '100 Love Sonnets',\n",
       "  'authors': 'Pablo Neruda',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Blink-182',\n",
       "  'authors': 'Blink-182;Anne Hoppus;Tom Delonge;Mark Hoppus;Travis Barker',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"James Herriot's Dog Stories\",\n",
       "  'authors': 'James Herriot',\n",
       "  'categories': 'Pets'},\n",
       " {'title': 'Feminist Measures',\n",
       "  'authors': 'Lynn Keller;Cristanne Miller',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'The Best of Wodehouse',\n",
       "  'authors': 'Pelham Grenville Wodehouse',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Healing with Whole Foods',\n",
       "  'authors': 'Paul Pitchford',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'Shadow of the Almighty',\n",
       "  'authors': 'Elisabeth Elliot',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Stormie',\n",
       "  'authors': 'Stormie Omartian',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Plato in twelve volumes',\n",
       "  'authors': 'Plato',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Long Walk to Freedom',\n",
       "  'authors': 'Nelson Mandela',\n",
       "  'categories': 'Apartheid'},\n",
       " {'title': \"Reinventing the Enemy's Language\",\n",
       "  'authors': 'Joy Harjo;Gloria Bird',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'And The Band Played on',\n",
       "  'authors': 'Randy Shilts',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'Manic-Depressive Illness',\n",
       "  'authors': 'Frederick K. Goodwin;Kay Redfield Jamison',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Collected tales, sketches, speeches, and essays 1891-1910',\n",
       "  'authors': 'Mark Twain',\n",
       "  'categories': 'Humorous stories, American'},\n",
       " {'title': \"Selections from Homer's Iliad\",\n",
       "  'authors': 'Homer',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Candy Licker', 'authors': 'Noire', 'categories': 'Fiction'},\n",
       " {'title': 'Maus II',\n",
       "  'authors': 'Art Spiegelman',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Christianity for Modern Pagans',\n",
       "  'authors': 'Peter Kreeft',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Enchanted Evening',\n",
       "  'authors': 'M. M. Kaye',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Latin Via Ovid',\n",
       "  'authors': 'Norma Goldman;Jacob E. Nyenhuis',\n",
       "  'categories': 'Foreign Language Study'},\n",
       " {'title': 'Code', 'authors': 'Charles Petzold', 'categories': 'Computers'},\n",
       " {'title': 'Heart and Hands',\n",
       "  'authors': 'Elizabeth Davis',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'Peanuts', 'authors': 'Charles M. Schulz', 'categories': 'Art'},\n",
       " {'title': 'Going Postal',\n",
       "  'authors': 'Terry Pratchett',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Brevity & echo',\n",
       "  'authors': 'Kathleen Rooney',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Secret Lives of Men and Women',\n",
       "  'authors': 'Frank Warren',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Where the Red Fern Grows',\n",
       "  'authors': 'Wilson Rawls',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'The Diary of Virginia Woolf',\n",
       "  'authors': 'Virginia Woolf',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Speeches and Writings 1832-1858',\n",
       "  'authors': 'Abraham Lincoln',\n",
       "  'categories': 'Illinois'},\n",
       " {'title': 'The Orwell Reader',\n",
       "  'authors': 'George Orwell',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'The Collected Letters of C.S. Lewis, Volume 1',\n",
       "  'authors': 'C. S. Lewis',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Historical Romances',\n",
       "  'authors': 'Mark Twain;Samuel Langhorne Clemens;Victor and Lin Salamo editors Fischer;Susan K. Harris;Susan R. Harris',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Marvel Comics Encyclopedia',\n",
       "  'authors': 'DK Publishing, Inc',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Caesar', 'authors': 'Colleen McCullough', 'categories': 'Fiction'},\n",
       " {'title': 'A Fine Balance',\n",
       "  'authors': 'Rohinton Mistry',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Will Eisner's New York\",\n",
       "  'authors': 'Will Eisner',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'A fine balance',\n",
       "  'authors': 'Rohinton Mistry',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Man's Search for Meaning\",\n",
       "  'authors': 'Viktor Emil Frankl',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'Lover Eternal', 'authors': 'J. R. Ward', 'categories': 'Fiction'},\n",
       " {'title': \"Anton Chekhov's Short Stories\",\n",
       "  'authors': 'Anton Pavlovich Chekhov;Ralph E. Matlaw',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Fellowship of the Ring',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Shakespeare A to Z',\n",
       "  'authors': 'Charles Boyce;David Allen White',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'The Grand Inquisitor',\n",
       "  'authors': 'Fyodor Dostoyevsky;Charles B. Guignon',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'In the Name of Jesus',\n",
       "  'authors': 'Henri J. M. Nouwen',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Ludwig Wittgenstein',\n",
       "  'authors': 'Ray Monk',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Epictetus', 'authors': 'Epictetus', 'categories': 'Philosophy'},\n",
       " {'title': 'Diary of a Mistress',\n",
       "  'authors': 'Miasha',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"A Primate's Memoir\",\n",
       "  'authors': 'Robert M. Sapolsky',\n",
       "  'categories': 'Nature'},\n",
       " {'title': 'The Fellowship of the Ring',\n",
       "  'authors': 'J. R. R. Tolkien',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Battle Cry of Freedom',\n",
       "  'authors': 'James M. McPherson',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Another Day in Paradise',\n",
       "  'authors': 'Jim Toomey',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'The Plague', 'authors': 'Albert Camus', 'categories': 'Fiction'},\n",
       " {'title': 'My secret',\n",
       "  'authors': 'Frank Warren',\n",
       "  'categories': 'Antiques & Collectibles'},\n",
       " {'title': 'The Harry Bosch Novels',\n",
       "  'authors': 'Michael Connelly',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Terry',\n",
       "  'authors': 'Douglas Coupland',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Three by Annie Dillard',\n",
       "  'authors': 'Annie Dillard',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"The Best of America's Test Kitchen 2007\",\n",
       "  'authors': \"America's Test Kitchen\",\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Edgar Allan Poe, A to Z',\n",
       "  'authors': 'Dawn B. Sova;Branko·Sou閏ek',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Grace Awakening',\n",
       "  'authors': 'Charles R. Swindoll',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Whoreson', 'authors': 'Donald Goines', 'categories': 'Fiction'},\n",
       " {'title': 'Sounds, Feelings, Thoughts',\n",
       "  'authors': 'Wisława Szymborska',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'View with a Grain of Sand',\n",
       "  'authors': 'Wisława Szymborska',\n",
       "  'categories': 'Polish poetry'},\n",
       " {'title': 'The Hidden Smile of God',\n",
       "  'authors': 'John Piper',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Neutronium Alchemist',\n",
       "  'authors': 'Peter F. Hamilton',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Genres in Dialogue',\n",
       "  'authors': 'Andrea Wilson Nightingale',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'A Farewell to Arms?',\n",
       "  'authors': 'Michael Cox;Adrian Guelke;Fiona Stephen',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Orwell in Spain',\n",
       "  'authors': 'George Orwell',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Dot and the Line',\n",
       "  'authors': 'Norton Juster',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'On Writing',\n",
       "  'authors': 'Stephen King',\n",
       "  'categories': 'Authors, American'},\n",
       " {'title': 'The Frequencies',\n",
       "  'authors': 'Noah Eli Gordon',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Six Frigates', 'authors': 'Ian W. Toll', 'categories': 'History'},\n",
       " {'title': 'Providence of a Sparrow',\n",
       "  'authors': 'Chris Chester',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Mere Christianity',\n",
       "  'authors': 'C. S. Lewis',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Mapping the World of Harry Potter',\n",
       "  'authors': 'Mercedes Lackey;Leah Wilson',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Mythology', 'authors': 'Alex Ross', 'categories': 'Art'},\n",
       " {'title': 'Marcel Proust',\n",
       "  'authors': 'William C. Carter',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Japan at War',\n",
       "  'authors': 'Haruko Taya Cook;Theodore F. Cook',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Life Amongst the Modocs',\n",
       "  'authors': 'Joaquin Miller',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Killer Angels',\n",
       "  'authors': 'Michael Shaara',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Brothers Karamazov',\n",
       "  'authors': 'Fyodor Dostoevsky',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'A Woman in Berlin',\n",
       "  'authors': 'Anonymous',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Journals of Sylvia Plath, 1950-1962',\n",
       "  'authors': 'Sylvia Plath',\n",
       "  'categories': 'Poets, American'},\n",
       " {'title': 'C.S. Lewis', 'authors': 'C. S. Lewis', 'categories': 'Religion'},\n",
       " {'title': 'Sword & Citadel',\n",
       "  'authors': 'Gene Wolfe',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Keats's Poetry and Prose\",\n",
       "  'authors': 'John Keats',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Vladimir Nabokov',\n",
       "  'authors': 'Brian Boyd',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Code Book', 'authors': 'Simon Singh', 'categories': 'History'},\n",
       " {'title': 'Pretty Things',\n",
       "  'authors': 'Liz Goldwyn',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Huxley and God',\n",
       "  'authors': 'Aldous Huxley',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Balanchine',\n",
       "  'authors': 'Bernard Taper',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"Albion's Seed\",\n",
       "  'authors': 'David Hackett Fischer',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Art of Richard P. Feynman',\n",
       "  'authors': 'Richard Phillips Feynman',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'The World of Mr. Mulliner',\n",
       "  'authors': 'Pelham Grenville Wodehouse',\n",
       "  'categories': 'Humorous stories, English'},\n",
       " {'title': \"The Survivor's Guide to Sex\",\n",
       "  'authors': 'Staci Haines',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'The Best of H.P. Lovecraft',\n",
       "  'authors': 'H. P. Lovecraft',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Elder Scrolls IV',\n",
       "  'authors': 'Peter Olafson',\n",
       "  'categories': 'Games'},\n",
       " {'title': 'The Poetry of Robert Frost',\n",
       "  'authors': 'Robert Frost',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Mother Maria Skobtsova',\n",
       "  'authors': 'Mariia',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Writer of Modern Life',\n",
       "  'authors': 'Walter Benjamin',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': \"Janet Flanner's world\",\n",
       "  'authors': 'Janet Flanner;Irving Drutman',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Great Book of Amber',\n",
       "  'authors': 'Roger Zelazny',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Lover Revealed',\n",
       "  'authors': 'J. R. Ward;Jessica Bird Ward',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"You Can't be Neutral on a Moving Train\",\n",
       "  'authors': 'Howard Zinn',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Demon Princes, Vol. 2',\n",
       "  'authors': 'Jack Vance',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Moonage Daydream',\n",
       "  'authors': 'David Bowie',\n",
       "  'categories': 'Music'},\n",
       " {'title': 'The Transition of H.P. Lovecraft',\n",
       "  'authors': 'Howard Phillips Lovecraft',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Yes, Your Teen Is Crazy!',\n",
       "  'authors': 'Michael J. Bradley',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'Cat Cross Their Graves',\n",
       "  'authors': 'Shirley Rousseau Murphy',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Laura's Album\",\n",
       "  'authors': 'William Anderson',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Jesus and the Eyewitnesses',\n",
       "  'authors': 'Richard Bauckham',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Tom Stoppard: Plays 5',\n",
       "  'authors': 'Tom Stoppard',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Lirael', 'authors': 'Garth Nix', 'categories': 'Fantasy fiction'},\n",
       " {'title': 'Three Philosophies of Life',\n",
       "  'authors': 'Peter Kreeft',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Star Wars',\n",
       "  'authors': 'Kristin Lund;Simon Beecroft;Kerrie Dougherty',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': \"Ovid's Metamorphoses\",\n",
       "  'authors': 'Ovid',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'Eight Mindful Steps to Happiness',\n",
       "  'authors': 'Henepola Gunaratana',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'The Sword of Truth',\n",
       "  'authors': 'Terry Goodkind',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Tsubasa',\n",
       "  'authors': 'CLAMP (Mangaka group)',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Foghorn Outdoors Pacific Northwest Hiking',\n",
       "  'authors': 'Scott Leonard;Megan McMorris',\n",
       "  'categories': 'Sports & Recreation'},\n",
       " {'title': 'Life of the Beloved',\n",
       "  'authors': 'Henri J. M. Nouwen',\n",
       "  'categories': 'Religion'},\n",
       " {'title': \"Maud Hart Lovelace's Deep Valley\",\n",
       "  'authors': 'Julie A. Schrader',\n",
       "  'categories': 'Authors, American'},\n",
       " {'title': 'The Complete Short Stories Of Ernest Hemingway',\n",
       "  'authors': 'Ernest Hemingway',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Death of a Naturalist',\n",
       "  'authors': 'Seamus Heaney',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Revenge of the Lawn',\n",
       "  'authors': 'Richard Brautigan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Cathedral', 'authors': 'Raymond Carver', 'categories': 'Fiction'},\n",
       " {'title': 'Berlin Diary',\n",
       "  'authors': 'William L. Shirer',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Gardening with a Wild Heart',\n",
       "  'authors': 'Judith Larner Lowry',\n",
       "  'categories': 'Gardening'},\n",
       " {'title': 'The DC Comics Encyclopedia',\n",
       "  'authors': 'Phil Jimenez',\n",
       "  'categories': 'Antiques & Collectibles'},\n",
       " {'title': 'Great Speeches by African Americans',\n",
       "  'authors': 'James Daley',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'Moon in a Dewdrop',\n",
       "  'authors': 'Dōgen;Zen Master Dogen',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Secret Garden Cookbook',\n",
       "  'authors': 'Amy Cotler',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Anne Frank Remembered',\n",
       "  'authors': 'Miep Gies;Alison Leslie Gold',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Power of One',\n",
       "  'authors': 'John C. Maxwell;Thomas G. Addington',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Molloy', 'authors': 'Samuel Beckett', 'categories': 'Fiction'},\n",
       " {'title': \"Stephen Hawking's Universe\",\n",
       "  'authors': 'David Filkin',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'The Buddha in Your Mirror',\n",
       "  'authors': 'Woody Hochswender;Greg Martin;Ted Morino',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Borderlands',\n",
       "  'authors': 'Gloria Anzaldúa',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'The Gramsci Reader',\n",
       "  'authors': 'Antonio Gramsci',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Truth', 'authors': 'Terry Pratchett', 'categories': 'Drama'},\n",
       " {'title': 'Echoes of the Soul',\n",
       "  'authors': 'Echo Bodine',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': '\"Surely You\\'re Joking, Mr. Feynman!\"',\n",
       "  'authors': 'Richard Phillips Feynman;Ralph Leighton',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"In Harm's Way\",\n",
       "  'authors': 'Doug Stanton',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Tim Burton',\n",
       "  'authors': 'Tim Burton',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Lord of the Rings and Philosophy',\n",
       "  'authors': 'Gregory Bassham;Eric Bronson',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Regeneration Through Violence',\n",
       "  'authors': 'Richard Slotkin',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'The Wave in the Mind',\n",
       "  'authors': 'Ursula K. Le Guin',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'History of the Peloponnesian War',\n",
       "  'authors': 'Thucydides',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Blazing Center Study Guide',\n",
       "  'authors': 'John Piper;Desiring God',\n",
       "  'categories': 'Religion'},\n",
       " {'title': '\"Surely You\\'re Joking, Mr. Feynman!\"',\n",
       "  'authors': 'Richard Phillips Feynman;Ralph Leighton',\n",
       "  'categories': 'Physicists'},\n",
       " {'title': 'Team of Rivals',\n",
       "  'authors': 'Doris Kearns Goodwin',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Common Ground',\n",
       "  'authors': 'J. Anthony Lukas',\n",
       "  'categories': 'Education'},\n",
       " {'title': \"A Supposedly Fun Thing I'll Never Do Again\",\n",
       "  'authors': 'David Foster Wallace',\n",
       "  'categories': 'Popular culture'},\n",
       " {'title': \"A Supposedly Fun Thing I'll Never Do Again\",\n",
       "  'authors': 'David Foster Wallace',\n",
       "  'categories': 'Humor'},\n",
       " {'title': '\"What Do You Care what Other People Think?\"',\n",
       "  'authors': 'Richard Phillips Feynman;Ralph Leighton',\n",
       "  'categories': 'BIOGRAPHY & AUTOBIOGRAPHY'},\n",
       " {'title': 'Darth Bane', 'authors': 'Drew Karpyshyn', 'categories': 'Fiction'},\n",
       " {'title': 'Tai-Pan', 'authors': 'James Clavell', 'categories': 'Fiction'},\n",
       " {'title': 'Bury the Chains',\n",
       "  'authors': 'Adam Hochschild',\n",
       "  'categories': 'History'},\n",
       " {'title': \"The Dragon Doesn't Live Here Anymore\",\n",
       "  'authors': 'Alan Cohen',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Performance Assessments for Adult Education',\n",
       "  'authors': 'Dan Birlew',\n",
       "  'categories': 'Games & Activities'},\n",
       " {'title': 'Modern Mind', 'authors': 'Peter Watson', 'categories': 'Science'},\n",
       " {'title': \"Hamlet's Mill\",\n",
       "  'authors': 'Giorgio De Santillana;Hertha von Dechend',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': \"Will You Miss Me When I'm Gone?\",\n",
       "  'authors': 'Mark Zwonitzer;Charles Hirshberg',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Exclusion and Embrace',\n",
       "  'authors': 'Miroslav Volf',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Vampire Chronicles Collection',\n",
       "  'authors': 'Anne Rice',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Tending Lives', 'authors': 'Echo Heron', 'categories': 'Medical'},\n",
       " {'title': 'The demon-haunted world',\n",
       "  'authors': 'Carl Sagan',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'A Small Pinch of Weather',\n",
       "  'authors': 'Joan Aiken',\n",
       "  'categories': \"Children's stories, English\"},\n",
       " {'title': 'Berlioz',\n",
       "  'authors': 'David Cairns',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'I, Claudius', 'authors': 'Robert Graves', 'categories': 'Fiction'},\n",
       " {'title': 'New Threads in the Pattern',\n",
       "  'authors': 'Robert Jordan',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Alanna',\n",
       "  'authors': 'Tamora Pierce',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Letters, Summer 1926',\n",
       "  'authors': 'Boris Leonidovich Pasternak;Marina T︠S︡vetaeva;Rainer Maria Rilke;Margaret Wettlin;Walter W. Arndt;Jamey Gambrell',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'No Price Too High',\n",
       "  'authors': 'Alex Jones',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Lamb', 'authors': 'Christopher Moore', 'categories': 'Fiction'},\n",
       " {'title': 'The Glass Castle',\n",
       "  'authors': 'Jeannette Walls',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The BFG',\n",
       "  'authors': 'Roald Dahl;David Wood;Jane Walmsley',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': \"Your Child's Self-esteem\",\n",
       "  'authors': 'Dorothy Corkille Briggs',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'Magician', 'authors': 'Raymond E. Feist', 'categories': 'Fiction'},\n",
       " {'title': 'Lovingkindness',\n",
       "  'authors': 'Sharon Salzberg;Jon Kabat-Zinn',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Sherlock Holmes',\n",
       "  'authors': 'Nick Rennison',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Rabbit Angstrom',\n",
       "  'authors': 'John Updike',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Declarations of Independence',\n",
       "  'authors': 'Howard Zinn',\n",
       "  'categories': 'Political science'},\n",
       " {'title': 'The Princess Bride',\n",
       "  'authors': 'William Goldman',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Legacy of Sovereign Joy',\n",
       "  'authors': 'John Piper',\n",
       "  'categories': 'Religion'},\n",
       " {'title': \"Shakespeare's Sonnets\",\n",
       "  'authors': 'William Shakespeare',\n",
       "  'categories': 'Drama'},\n",
       " {'title': \"A Writer's Diary\",\n",
       "  'authors': 'Virginia Woolf;Leonard Woolf',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Phantoms in the Brain',\n",
       "  'authors': 'V. S. Ramachandran',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Education As My Agenda',\n",
       "  'authors': 'Gertrude S. Williams;Jo Ann Robinson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Salonica, City of Ghosts',\n",
       "  'authors': 'Mark Mazower',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Pathologies of Power',\n",
       "  'authors': 'Paul Farmer',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Winterdance', 'authors': 'Gary Paulsen', 'categories': 'Pets'},\n",
       " {'title': \"Guardians of Ga'hoole\",\n",
       "  'authors': 'Kathryn Lasky',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Cat in the Dark',\n",
       "  'authors': 'Shirley Rousseau Murphy',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Dragon Reborn',\n",
       "  'authors': 'Robert Jordan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Pleasure of Finding Things Out',\n",
       "  'authors': 'Richard Phillips Feynman',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'The Richness of Life',\n",
       "  'authors': 'Stephen Jay Gould',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'The Nature of Play',\n",
       "  'authors': 'Anthony D. Pellegrini;Peter K. Smith',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'Pygmalion',\n",
       "  'authors': 'Bernard Shaw;Alan Jay Lerner',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Autobiography of Henry VIII',\n",
       "  'authors': 'Margaret George',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'We Wish to Inform You That Tomorrow We Will Be Killed with Our Families',\n",
       "  'authors': 'Philip Gourevitch',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Here, There and Everywhere',\n",
       "  'authors': 'Geoff Emerick;Howard Massey',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Consider the Lobster',\n",
       "  'authors': 'David Foster Wallace',\n",
       "  'categories': 'Literary Criticism & Collections'},\n",
       " {'title': 'In Focus',\n",
       "  'authors': 'National Geographic Society (U.S.)',\n",
       "  'categories': 'Photography'},\n",
       " {'title': 'BFF', 'authors': 'Judy Blume', 'categories': 'Juvenile Fiction'},\n",
       " {'title': \"Tell Me how Long the Train's Been Gone\",\n",
       "  'authors': 'James Baldwin',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Confusion',\n",
       "  'authors': 'Neal Stephenson',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Demon Princes, Vol. 1',\n",
       "  'authors': 'Jack Vance',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Richard Brautigan's A Confederate General from Big Sur, Dreaming of Babylon, and The Hawkline Monster\",\n",
       "  'authors': 'Richard Brautigan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Good Omens',\n",
       "  'authors': 'Neil Gaiman;Terry Pratchett',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Nancy Drew Starter Set',\n",
       "  'authors': 'Carolyn Keene',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': \"Little Pilgrim's Progress\",\n",
       "  'authors': 'Helen L. Taylor',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'James Tiptree, Jr.',\n",
       "  'authors': 'Julie Phillips',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Marriage of Heaven and Hell',\n",
       "  'authors': 'William Blake',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'Click, Clack, Moo',\n",
       "  'authors': 'Doreen Cronin;Betsy Lewin',\n",
       "  'categories': \"Children's stories\"},\n",
       " {'title': \"All the Shah's Men\",\n",
       "  'authors': 'Stephen Kinzer',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Power, Sex, Suicide',\n",
       "  'authors': 'Nick Lane',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Achilles in Vietnam',\n",
       "  'authors': 'Jonathan Shay',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'Star Wars Republic Commando',\n",
       "  'authors': 'Karen Traviss',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'A Life in Letters',\n",
       "  'authors': 'F. Scott Fitzgerald',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Three Complete Novels',\n",
       "  'authors': 'Lloyd Alexander',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': \"Fermat's Enigma\",\n",
       "  'authors': 'Simon Singh',\n",
       "  'categories': 'Mathematics'},\n",
       " {'title': 'Teach Them Diligently',\n",
       "  'authors': 'Louis Paul Priolo',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Presocratic Philosophers',\n",
       "  'authors': 'G. S. Kirk;J. E. Raven;M. Schofield',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Manufacturing Consent',\n",
       "  'authors': 'Edward S. Herman;Noam Chomsky',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'Discovering Great Artists',\n",
       "  'authors': 'MaryAnn F. Kohl;Kim Solga;Rebecca Van Slyke',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Invisibles',\n",
       "  'authors': 'Grant Morrison;Chris Weston;Ivan Reis;Ray Kryssing',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Silenced', 'authors': 'Jerry B. Jenkins', 'categories': 'Fiction'},\n",
       " {'title': 'Perfectly Reasonable Deviations from the Beaten Track',\n",
       "  'authors': 'Richard Phillips Feynman',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Savage Inequalities',\n",
       "  'authors': 'Jonathan Kozol',\n",
       "  'categories': 'Education'},\n",
       " {'title': 'High performance MySQL',\n",
       "  'authors': 'Jeremy D. Zawodny;Derek J. Balling',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'If Beale Street Could Talk',\n",
       "  'authors': 'James Baldwin',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Don't Make Me Think!\",\n",
       "  'authors': 'Steve Krug',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'Laura Ingalls Wilder Country',\n",
       "  'authors': 'William Anderson;William T Anderson, Ed.',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Passion of Jesus Christ',\n",
       "  'authors': 'John Piper',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Tales from Ovid',\n",
       "  'authors': 'Ovid;Ted Hughes',\n",
       "  'categories': 'Latin poetry'},\n",
       " {'title': 'The Murder of Roger Ackroyd',\n",
       "  'authors': 'Agatha Christie',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Ride of the Second Horseman',\n",
       "  'authors': \"Robert L. O'Connell\",\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Phenomenon of Life',\n",
       "  'authors': 'Hans Jonas;Eleonore Jonas',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Short Stories of F. Scott Fitzgerald',\n",
       "  'authors': 'F. Scott Fitzgerald',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Black Lamb and Grey Falcon',\n",
       "  'authors': 'Rebecca West',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Philosophical Investigations',\n",
       "  'authors': 'Ludwig Wittgenstein',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Myth of the Eternal Return',\n",
       "  'authors': 'Mircea Eliade',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'Sailing Alone Around the Room',\n",
       "  'authors': 'Billy Collins',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': \"Their Sisters' Keepers\",\n",
       "  'authors': 'Estelle B. Freedman',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Shadow Rising',\n",
       "  'authors': 'Robert Jordan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Women & Cats', 'authors': 'Michelle Lovric', 'categories': 'Pets'},\n",
       " {'title': 'It', 'authors': 'Stephen King', 'categories': 'Fiction'},\n",
       " {'title': 'The diaries',\n",
       "  'authors': 'Franz Kafka',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Out-of-sync Child Has Fun',\n",
       "  'authors': 'Carol Stock Kranowitz',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'Unlimited Power',\n",
       "  'authors': 'Tony Robbins',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Pink Flamingos, and Other Filth',\n",
       "  'authors': 'John Waters',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'This Is Berlin',\n",
       "  'authors': 'William L. Shirer;John Keegan',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Letters from the Earth',\n",
       "  'authors': 'Mark Twain',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Playing in the Dark',\n",
       "  'authors': 'Toni Morrison',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Shamanism',\n",
       "  'authors': 'Mircea Eliade',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'John Deere Farm Tractors',\n",
       "  'authors': 'Randy Leffingwell',\n",
       "  'categories': 'Technology & Engineering'},\n",
       " {'title': 'Happy Endings',\n",
       "  'authors': 'Mimi Dietrich',\n",
       "  'categories': 'Crafts & Hobbies'},\n",
       " {'title': 'To The Last Man',\n",
       "  'authors': 'Jeff Shaara',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Inner Reaches of Outer Space',\n",
       "  'authors': 'Joseph Campbell',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Shibumi', 'authors': 'Trevanian', 'categories': 'Fiction'},\n",
       " {'title': 'The Simple Truth',\n",
       "  'authors': 'Philip Levine',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Undaunted Courage',\n",
       "  'authors': 'Stephen E. Ambrose',\n",
       "  'categories': 'Explorers'},\n",
       " {'title': 'Redemption',\n",
       "  'authors': 'Steven G. Kellman',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Edie',\n",
       "  'authors': 'Melissa Painter;David Weisman',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'EUGENE ONEGIN - A NOVEL IN VERSE V.1',\n",
       "  'authors': 'Aleksandr Sergeevich Pushkin',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Power Vs. Force',\n",
       "  'authors': 'David R. Hawkins',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Anne of Avonlea',\n",
       "  'authors': 'Lucy Maud Montgomery',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'The Bradbury Chronicles',\n",
       "  'authors': 'Sam Weller',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Howl',\n",
       "  'authors': 'Allen Ginsberg;Barry Miles',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'A Savage War of Peace',\n",
       "  'authors': 'Alistair Horne',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Last Hours of Ancient Sunlight',\n",
       "  'authors': 'Thom Hartmann',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': '1000 Rings',\n",
       "  'authors': 'Marthe Le Van',\n",
       "  'categories': 'Crafts & Hobbies'},\n",
       " {'title': 'Riddle-master',\n",
       "  'authors': 'Patricia A. McKillip',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Yesterday I Cried',\n",
       "  'authors': 'Iyanla Vanzant',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Ancilla to the Pre-Socratic Philosophers',\n",
       "  'authors': 'Mary Fitt;Kathleen Freeman',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Death',\n",
       "  'authors': 'Neil Gaiman;Chris Bachalo;Mark Buckingham;Mike Dringenberg',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Color Drawing',\n",
       "  'authors': 'Michael E. Doyle',\n",
       "  'categories': 'Architecture'},\n",
       " {'title': 'The Science of Sherlock Holmes',\n",
       "  'authors': 'E. J. Wagner',\n",
       "  'categories': 'Law'},\n",
       " {'title': 'Conspiracy of Fools',\n",
       "  'authors': 'Kurt Eichenwald',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Blaming the Victims',\n",
       "  'authors': 'Edward W. Said;Christopher Hitchens',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Cat Laughing Last',\n",
       "  'authors': 'Shirley Rousseau Murphy',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Schopenhauer Cure',\n",
       "  'authors': 'Irvin Yalom',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Salt in His Shoes',\n",
       "  'authors': 'Deloris Jordan;Roslyn M. Jordan',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Touching the Void',\n",
       "  'authors': 'Joe Simpson',\n",
       "  'categories': 'Sports & Recreation'},\n",
       " {'title': 'The Double Flame',\n",
       "  'authors': 'Octavio Paz',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'Doctor Who',\n",
       "  'authors': 'Gary Russell',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': \"Lidia's Italy\",\n",
       "  'authors': 'Tanya Bastianich Manuali',\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Hope is the Thing with Feathers',\n",
       "  'authors': 'Christopher Cokinos',\n",
       "  'categories': 'Nature'},\n",
       " {'title': 'Let My People Go Surfing',\n",
       "  'authors': 'Yvon Chouinard',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Scary stories 3',\n",
       "  'authors': 'Alvin Schwartz',\n",
       "  'categories': 'Folklore'},\n",
       " {'title': 'Gifted Hands',\n",
       "  'authors': 'Ben Carson;Cecil B. Murphey',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Fantastic! Wow! and Unreal!',\n",
       "  'authors': 'Ruth Heller',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Beyond the Postmodern Mind',\n",
       "  'authors': 'Huston Smith',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Church in Ancient Society',\n",
       "  'authors': 'Henry Chadwick',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Dime-store Alchemy',\n",
       "  'authors': 'Charles Simic;Joseph Cornell',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'Dispatches from the Tenth Circle',\n",
       "  'authors': 'Robert Siegel',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'Miss Marple',\n",
       "  'authors': 'Agatha Christie',\n",
       "  'categories': 'Detective and mystery stories, English'},\n",
       " {'title': 'Eden',\n",
       "  'authors': 'Hiroki Endo',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Poirot', 'authors': 'Agatha Christie', 'categories': 'Authors'},\n",
       " {'title': 'An Episode of Sparrows',\n",
       "  'authors': 'Rumer Godden',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Crime and Punishment',\n",
       "  'authors': 'Fyodor Dostoyevsky',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Real James Herriot',\n",
       "  'authors': 'James Wight;Jim Wight',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Notes from Underground',\n",
       "  'authors': 'Fyodor Dostoyevsky',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Jesus Freaks',\n",
       "  'authors': 'DC Talk (Musical group)',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Crusader',\n",
       "  'authors': 'Paul Kengor',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'Letters Home',\n",
       "  'authors': 'Sylvia Plath',\n",
       "  'categories': 'Authors, American'},\n",
       " {'title': \"Kaplan & Sadock's Synopsis of Psychiatry\",\n",
       "  'authors': 'Benjamin J. Sadock;Virginia A. Sadock',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Dark Lover', 'authors': 'J. R. Ward', 'categories': 'Fiction'},\n",
       " {'title': 'A Time to Embrace',\n",
       "  'authors': 'William Stacy Johnson',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'Cat Breaking Free',\n",
       "  'authors': 'Shirley Rousseau Murphy',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Storming the Gates of Paradise',\n",
       "  'authors': 'Rebecca Solnit',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Odalisque', 'authors': 'Neal Stephenson', 'categories': 'Fiction'},\n",
       " {'title': 'Zora neale Hurston',\n",
       "  'authors': 'Henry L. Gates',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Shattered Bonds',\n",
       "  'authors': 'Dorothy E. Roberts',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': \"Love's Executioner\",\n",
       "  'authors': 'Irvin D. Yalom',\n",
       "  'categories': 'Existential psychotherapy'},\n",
       " {'title': 'Six Easy Pieces',\n",
       "  'authors': 'Richard P. Feynman',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'The Apple that Astonished Paris',\n",
       "  'authors': 'Billy Collins',\n",
       "  'categories': 'American poetry'},\n",
       " {'title': 'Enter Jeeves',\n",
       "  'authors': 'P. G. Wodehouse;David A. Jasen',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Wit and Wisdom of Mark Twain',\n",
       "  'authors': 'Mark Twain',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Teaching a Stone to Talk',\n",
       "  'authors': 'Annie Dillard',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'The Illustrated on the Shoulders of Giants',\n",
       "  'authors': 'Stephen W. Hawking',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'The Collapse of the Third Republic',\n",
       "  'authors': 'William Lawrence Shirer',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Plato on Rhetoric and Language',\n",
       "  'authors': 'Plato;Jean Nienkamp',\n",
       "  'categories': 'Language Arts & Disciplines'},\n",
       " {'title': 'The Complete Short Stories Of Robert Louis Stevenson',\n",
       "  'authors': 'Charles Neider;Robert Louis Stevenson',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'The Straight Dope',\n",
       "  'authors': 'Cecil Adams;Ed Zotti',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'Seeing Like a State',\n",
       "  'authors': 'James C. Scott',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'The Art of the Personal Essay',\n",
       "  'authors': 'Phillip Lopate',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'I. Asimov',\n",
       "  'authors': 'Isaac Asimov',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The thief of always',\n",
       "  'authors': 'Clive Barker',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Anne Rice's the Vampire Lestat\",\n",
       "  'authors': 'Faye Perozich;Anne Rice;Daerick Gross',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'Hot Six',\n",
       "  'authors': 'Janet Evanovich',\n",
       "  'categories': 'Bail bond agents'},\n",
       " {'title': 'The Rising',\n",
       "  'authors': 'Tim LaHaye;Tim F. LaHaye;Jerry B. Jenkins',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Second World War',\n",
       "  'authors': 'Martin Gilbert',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Minority Report',\n",
       "  'authors': 'Philip K. Dick',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'I Ching',\n",
       "  'authors': 'John Blofeld',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'The Beloved',\n",
       "  'authors': 'Kahlil Gibran;John Walbridge',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Operating Instructions',\n",
       "  'authors': 'Anne Lamott',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'Sources of the Self',\n",
       "  'authors': 'Charles Taylor',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Psychonavigation',\n",
       "  'authors': 'John Perkins',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Speak, Memory',\n",
       "  'authors': 'Vladimir Nabokov;Vladimir Vladimirovich Nabokov',\n",
       "  'categories': 'Novelists, American'},\n",
       " {'title': 'Reinventing Jesus',\n",
       "  'authors': 'J. Ed Komoszewski;M. James Sawyer;Daniel B. Wallace',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Julian', 'authors': 'Gore Vidal', 'categories': 'Fiction'},\n",
       " {'title': 'Of Time and the River',\n",
       "  'authors': 'Thomas Wolfe',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Lost Prophet',\n",
       "  'authors': \"John D'Emilio\",\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Absent in the Spring and Other Novels',\n",
       "  'authors': 'Mary Westmacott;Agatha Christie',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Kaddish and Other Poems: 1958-1960',\n",
       "  'authors': 'Allen Ginsberg',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Titan',\n",
       "  'authors': 'Ron Chernow',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Dr. Seuss Goes to War',\n",
       "  'authors': 'Richard H. Minear;Dr. Seuss',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Magician',\n",
       "  'authors': 'Raymond E. Feist',\n",
       "  'categories': 'Apprentices'},\n",
       " {'title': 'The Principles of Psychology',\n",
       "  'authors': 'William James',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'The Guns of August',\n",
       "  'authors': 'Barbara Wertheim Tuchman',\n",
       "  'categories': 'History'},\n",
       " {'title': \"When I Don't Desire God\",\n",
       "  'authors': 'John Piper',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Writing Down the Bones',\n",
       "  'authors': 'Natalie Goldberg',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'What We Talk about when We Talk about Love',\n",
       "  'authors': 'Raymond Carver',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Forgotten New York',\n",
       "  'authors': 'Kevin Walsh',\n",
       "  'categories': 'Travel'},\n",
       " {'title': 'Death',\n",
       "  'authors': 'Neil Gaiman',\n",
       "  'categories': 'Death (Fictitious character : Gaiman)'},\n",
       " {'title': 'The Haunted Screen',\n",
       "  'authors': 'Lotte H. Eisner',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': \"A Hard Day's Write, 3e\",\n",
       "  'authors': 'Steve Turner',\n",
       "  'categories': 'Music'},\n",
       " {'title': 'The Heights of Courage',\n",
       "  'authors': 'Avigdor Kahalani',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Slider',\n",
       "  'authors': 'Patrick Robinson',\n",
       "  'categories': 'Sports & Recreation'},\n",
       " {'title': 'Think and Grow Rich',\n",
       "  'authors': 'Napoleon Hill;Arthur R. Pell',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Parallel Worlds',\n",
       "  'authors': 'Michio Kaku',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Think and Grow Rich: The 21st-Century Edition',\n",
       "  'authors': 'Napoleon Hill',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Not Much Fun',\n",
       "  'authors': 'Stuart Y. Silverstein',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"Death's Acre\",\n",
       "  'authors': 'Bill Bass;William M. Bass;Jon Jefferson',\n",
       "  'categories': 'True Crime'},\n",
       " {'title': 'Black Holes and Time Warps',\n",
       "  'authors': 'Kip Thorne;Kip S. Thorne;Stephen Hawking',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Nine Horses', 'authors': 'Billy Collins', 'categories': 'Poetry'},\n",
       " {'title': 'The Common Reader',\n",
       "  'authors': 'Virginia Woolf',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': \"The Bard's Tale\",\n",
       "  'authors': 'Kaizen Media Group (CRT);Craig Keller',\n",
       "  'categories': 'Games'},\n",
       " {'title': 'The Trouble With Poetry',\n",
       "  'authors': 'Billy Collins',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Virginia Woolf',\n",
       "  'authors': 'Julia Briggs',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Nietzsche: Daybreak',\n",
       "  'authors': 'Friedrich Nietzsche',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': \"Vesco from Wall Street to Castro's Cuba\",\n",
       "  'authors': 'Arthur Herzog',\n",
       "  'categories': 'BIOGRAPHY & AUTOBIOGRAPHY'},\n",
       " {'title': 'The Red Tent',\n",
       "  'authors': 'Anita Diamant',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Europe', 'authors': 'Norman Davies', 'categories': 'History'},\n",
       " {'title': 'Pearl S. Buck',\n",
       "  'authors': 'Peter Conn;Peter J. Conn',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Last Hero',\n",
       "  'authors': 'Terry Pratchett',\n",
       "  'categories': 'Discworld (Imaginary place)'},\n",
       " {'title': 'Hard Eight',\n",
       "  'authors': 'Janet Evanovich',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'When the Heart Waits',\n",
       "  'authors': 'Sue Monk Kidd',\n",
       "  'categories': 'Religion'},\n",
       " {'title': \"Devil's Backbone\",\n",
       "  'authors': 'Terry C. Johnston',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'John Constantine, Hellblazer',\n",
       "  'authors': 'Garth Ennis;Steve Dillon',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'The Coming Plague',\n",
       "  'authors': 'Laurie Garrett',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Either/Or',\n",
       "  'authors': 'Soren Kierkegaard',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Noonday Demon',\n",
       "  'authors': 'Andrew Solomon',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'Hemingway',\n",
       "  'authors': 'Michael S. Reynolds',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Acme Novelty Datebook, Volume One',\n",
       "  'authors': 'Chris Ware',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Henry VIII',\n",
       "  'authors': 'Alison Weir',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Conversations with God',\n",
       "  'authors': 'Neale Donald Walsch',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Origins of the Modern Mind',\n",
       "  'authors': 'Merlin Donald',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'The Lost Lunar Baedeker',\n",
       "  'authors': 'Mina Loy',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'The Dragons of Eden',\n",
       "  'authors': 'Carl Sagan',\n",
       "  'categories': 'Nature'},\n",
       " {'title': 'Astonishing X-Men - Volume 1',\n",
       "  'authors': 'Joss Whedon',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'City on the Seine',\n",
       "  'authors': 'Andrew P. Trout',\n",
       "  'categories': 'Paris (France)'},\n",
       " {'title': 'Flags Of Our Fathers',\n",
       "  'authors': 'James Bradley',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Independent People',\n",
       "  'authors': 'Halldór Laxness;J. Anderson Thompson',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Moksha',\n",
       "  'authors': 'Aldous Huxley',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Having a Mary Heart in a Martha World',\n",
       "  'authors': 'Joanna Weaver',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'For the Sake of Argument',\n",
       "  'authors': 'Christopher Hitchens',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': \"Walt Whitman's America\",\n",
       "  'authors': 'David S. Reynolds',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Filth', 'authors': 'William A. Cohen', 'categories': 'History'},\n",
       " {'title': 'The Throne of the Third Heaven of the Nations Millennium General Assembly',\n",
       "  'authors': 'Denis Johnson',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'From Hell',\n",
       "  'authors': 'Alan Moore;Eddie Campbell;Pete Mullins',\n",
       "  'categories': 'Detective and mystery comic books, strips, etc'},\n",
       " {'title': 'The Authority',\n",
       "  'authors': 'Warren Ellis;Bryan Hitch;Mark Millar;Frank Quitely',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'What is the what',\n",
       "  'authors': 'Dave Eggers',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'You Come Too',\n",
       "  'authors': 'Robert Frost',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Beatles',\n",
       "  'authors': 'Simon Wells',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'Murder on the Orient Express',\n",
       "  'authors': 'Agatha Christie',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Traveling Mercies',\n",
       "  'authors': 'Anne Lamott',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Bare Bones',\n",
       "  'authors': 'Stephen King;Tim Underwood',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Outsiders Within',\n",
       "  'authors': 'Jane Jeong Trenka;Julia Chinyere Oparah;Sun Yung Shin',\n",
       "  'categories': 'Education'},\n",
       " {'title': 'Seven Up', 'authors': 'Janet Evanovich', 'categories': 'Fiction'},\n",
       " {'title': 'Mercy Watson',\n",
       "  'authors': 'Kate DiCamillo;Chris Van Dusen',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'King of the Vagabonds',\n",
       "  'authors': 'Neal Stephenson',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Dirt',\n",
       "  'authors': 'Tommy Lee;Vince Neil;Nikki Sixx;Mick Mars',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Journey of Awakening',\n",
       "  'authors': 'Ram Dass;Daniel Goleman',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Reasons to Live',\n",
       "  'authors': 'Amy Hempel',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'A Woman Speaks',\n",
       "  'authors': 'Anaïs Nin;Evelyn J. Hinz',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'Some Ether', 'authors': 'Nick Flynn', 'categories': 'Poetry'},\n",
       " {'title': 'The Last Shot',\n",
       "  'authors': 'Darcy Frey',\n",
       "  'categories': 'Sports & Recreation'},\n",
       " {'title': \"Journey into God's Word\",\n",
       "  'authors': 'J. Scott Duvall;J. Daniel Hays',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Requiem for Harlem',\n",
       "  'authors': 'Henry Roth',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Wheel of Life',\n",
       "  'authors': 'Elisabeth Kübler-Ross',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Fell',\n",
       "  'authors': 'Warren Ellis;Ben Templesmith',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'The Treason of Isengard',\n",
       "  'authors': 'John Ronald Reuel Tolkien;Christopher Tolkien',\n",
       "  'categories': 'English fiction'},\n",
       " {'title': 'Gimpel the Fool',\n",
       "  'authors': 'Isaac Bashevis Singer',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Dirty Little Secrets',\n",
       "  'authors': 'Joy King',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'In the Heart of the Sea',\n",
       "  'authors': 'Nathaniel Philbrick',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Dominion', 'authors': 'Matthew Scully', 'categories': 'Nature'},\n",
       " {'title': 'A Day in the Life',\n",
       "  'authors': 'Mark Hertsgaard',\n",
       "  'categories': 'Music'},\n",
       " {'title': 'Too Busy Not to Pray',\n",
       "  'authors': 'Bill Hybels;LaVonne Neff',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Art of Happiness',\n",
       "  'authors': 'Dalai Lama XIV Bstan-ʼdzin-rgya-mtsho;Howard C. Cutler',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Star Wars',\n",
       "  'authors': 'Ann Margaret Lewis;Helen Keier',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Murder on the Orient Express',\n",
       "  'authors': 'Agatha Christie',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Miskatonic University',\n",
       "  'authors': 'Sam Johnson',\n",
       "  'categories': 'Games'},\n",
       " {'title': 'Blood Done Sign My Name',\n",
       "  'authors': 'Timothy B. Tyson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Beatles',\n",
       "  'authors': 'Bob Spitz',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Finders Keepers',\n",
       "  'authors': 'Seamus Heaney',\n",
       "  'categories': 'Englisch - Geschichte - Lyrik - Aufsatzsammlung'},\n",
       " {'title': 'The Rapture',\n",
       "  'authors': 'Tim F. LaHaye;Jerry B. Jenkins',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Peril's Gate\", 'authors': 'Janny Wurts', 'categories': 'Fiction'},\n",
       " {'title': \"Harrington on Hold 'em\",\n",
       "  'authors': 'Dan Harrington;Bill Robertie',\n",
       "  'categories': 'Games & Activities'},\n",
       " {'title': 'Images and Symbols',\n",
       "  'authors': 'Mircea Eliade',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Crucible of War',\n",
       "  'authors': 'Fred Anderson',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Judy Moody',\n",
       "  'authors': 'Megan McDonald',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Windblown World',\n",
       "  'authors': 'Jack Kerouac;Douglas Brinkley',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Barefoot Contessa Cookbook',\n",
       "  'authors': 'Ina Garten',\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Novels',\n",
       "  'authors': 'Nathaniel Hawthorne',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Pioneer Girl',\n",
       "  'authors': 'William Anderson',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Gap Into Madness',\n",
       "  'authors': 'Stephen R. Donaldson',\n",
       "  'categories': 'Hyland, Morn (Fictitious character)'},\n",
       " {'title': 'Trials of Tears', 'authors': 'John Ehle', 'categories': 'History'},\n",
       " {'title': \"Codebreakers' Victory\",\n",
       "  'authors': 'Hervie Haufler',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Shaping of America: A Geographical Perspective on 500 Years of History',\n",
       "  'authors': 'D. W. Meinig',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Spirit Level',\n",
       "  'authors': 'Seamus Heaney',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'Into Thin Air',\n",
       "  'authors': 'Jon Krakauer',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'War and Peace and War',\n",
       "  'authors': 'Peter Turchin',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Labyrinth of Solitude',\n",
       "  'authors': 'Octavio Paz',\n",
       "  'categories': 'History'},\n",
       " {'title': \"Liar's Poker\",\n",
       "  'authors': 'Michael M. Lewis',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Black Elk Speaks',\n",
       "  'authors': 'Black Elk;John Gneisenau Neihardt;Alexis N. Petri;Lori Utecht',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Way of the Peaceful Warrior',\n",
       "  'authors': 'Dan Millman',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'How to Draw Manga',\n",
       "  'authors': 'Kazuko Tadano',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'The Proud Highway',\n",
       "  'authors': 'Hunter S. Thompson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Iron Kingdom',\n",
       "  'authors': 'Christopher M. Clark;University Christopher Clark, MD',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Last Days of Henry VIII',\n",
       "  'authors': 'Robert Hutchinson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Beloved Bride',\n",
       "  'authors': 'William Potter',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'The Rebel', 'authors': 'Albert Camus', 'categories': 'Philosophy'},\n",
       " {'title': 'Ralph Ellison',\n",
       "  'authors': 'Arnold Rampersad',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Meeting Jesus Again for the First Time',\n",
       "  'authors': 'Marcus J. Borg',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Leaving the 20th Century',\n",
       "  'authors': 'Christopher Gray',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Middlemarch',\n",
       "  'authors': 'Brian Johnston;Mary Ellen Snodgrass',\n",
       "  'categories': 'Study Aids'},\n",
       " {'title': 'John James Audubon',\n",
       "  'authors': 'Richard Rhodes',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'Theatre',\n",
       "  'authors': 'William Somerset Maugham',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'River of Shadows',\n",
       "  'authors': 'Rebecca Solnit',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Wish You Were Here',\n",
       "  'authors': 'Nick Webb',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Applied Economics',\n",
       "  'authors': 'Thomas Sowell',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Steppenwolf',\n",
       "  'authors': 'Victor Skrebneski;Richard Christiansen',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': \"Lewis Carroll's Jabberwocky\",\n",
       "  'authors': 'Graeme Base',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Dragon Quest VIII',\n",
       "  'authors': 'Dan Birlew',\n",
       "  'categories': 'Games'},\n",
       " {'title': 'The Letters of J.R.R. Tolkien',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Mandala',\n",
       "  'authors': 'Judith Cornell',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Sam Walton, Made in America',\n",
       "  'authors': 'Sam Walton;John Huey',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'America Alone',\n",
       "  'authors': 'Mark Steyn',\n",
       "  'categories': 'Political Science'},\n",
       " {'title': 'Tales of the Dying Earth',\n",
       "  'authors': 'Jack Vance',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Assassination of Julius Caesar',\n",
       "  'authors': 'Michael Parenti',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Welcome to the Monkey House',\n",
       "  'authors': 'Kurt Vonnegut',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"The Mind's I\",\n",
       "  'authors': 'Douglas R. Hofstadter;Daniel Clement Dennett',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Primo Levi',\n",
       "  'authors': 'Ian Thomson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Stephen King Universe',\n",
       "  'authors': 'Stanley Wiater;Christopher Golden;Hank Wagner',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': \"Jesus' Son\",\n",
       "  'authors': 'Denis Johnson',\n",
       "  'categories': 'Short stories'},\n",
       " {'title': 'Bite Me!',\n",
       "  'authors': 'Nikki Stafford',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'The Diary of Anne Frank',\n",
       "  'authors': 'Anne Frank',\n",
       "  'categories': 'History'},\n",
       " {'title': \"The Ancestor's Tale\",\n",
       "  'authors': 'Richard Dawkins;Yan Wong',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Edie',\n",
       "  'authors': 'Jean Stein',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"It's Kind of a Funny Story\",\n",
       "  'authors': 'Ned Vizzini',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'The Island At The Center Of The World',\n",
       "  'authors': 'Russell Shorto',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Leonardo on Painting', 'authors': 'Leonardo', 'categories': 'Art'},\n",
       " {'title': 'Creating the Worlds of Star Wars',\n",
       "  'authors': 'John Knoll;J. W. Rinzler',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'Lincoln at Gettysburg',\n",
       "  'authors': 'Garry Wills',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Origin of Species',\n",
       "  'authors': 'Charles Darwin',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Mad Cowboy',\n",
       "  'authors': 'Howard F. Lyman;Glen Merzer',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'The Farthest Shore',\n",
       "  'authors': 'Ursula K. Le Guin',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Reading the Bible Again for the First Time',\n",
       "  'authors': 'Marcus J. Borg',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'No God But God',\n",
       "  'authors': 'Reza Aslan',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Rock that is Higher',\n",
       "  'authors': \"Madeleine L'Engle\",\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Tolkien', 'authors': 'David Day', 'categories': 'Fiction'},\n",
       " {'title': \"Anita Diamant's The Red Tent\",\n",
       "  'authors': 'Ann Finding',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Robert Frost',\n",
       "  'authors': 'Jay Parini',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Superman',\n",
       "  'authors': 'Mark Waid;Leinil Francis Yu',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'The Trial of God (as it was Held on February 25, 1649, in Shamgorod)',\n",
       "  'authors': 'Elie Wiesel',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'J.R.R. Tolkien',\n",
       "  'authors': 'Wayne G. Hammond;Christina Scull',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'Mating in Captivity',\n",
       "  'authors': 'Esther Perel',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'The Power of Now',\n",
       "  'authors': 'Eckhart Tolle',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Warfare in the Classical World',\n",
       "  'authors': 'John Gibson Warry',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Société de Consommation',\n",
       "  'authors': 'Jean Baudrillard',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'Access the Power of Your Higher Self',\n",
       "  'authors': 'Elizabeth Clare Prophet',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'The Poems of Exile', 'authors': 'Ovid', 'categories': 'History'},\n",
       " {'title': \"Caesar's Commentaries\",\n",
       "  'authors': 'Julius Caesar;W. A. MacDevitt;James H. Ford',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Indian Givers',\n",
       "  'authors': 'J. McIver Weatherford',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Man Who Changed Everything',\n",
       "  'authors': 'Basil Mahon',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Vanish', 'authors': 'Tess Gerritsen', 'categories': 'Fiction'},\n",
       " {'title': 'Nixon Agonistes',\n",
       "  'authors': 'Garry Wills',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Raise High the Roof Beam, Carpenters and Seymour',\n",
       "  'authors': 'Jerome David Salinger',\n",
       "  'categories': 'American fiction'},\n",
       " {'title': 'Strangers from a Different Shore',\n",
       "  'authors': 'Ronald Takaki',\n",
       "  'categories': 'History'},\n",
       " {'title': \"The Hermit's Story\",\n",
       "  'authors': 'Rick Bass',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Ronald Reagan',\n",
       "  'authors': \"Dinesh D'Souza\",\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Natural Health, Natural Medicine',\n",
       "  'authors': 'Andrew Weil',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'Blues for Mister Charlie',\n",
       "  'authors': 'James Baldwin',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Mornings on Horseback',\n",
       "  'authors': 'David McCullough',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Lessons from Turtle Island',\n",
       "  'authors': 'Guy W. Jones;Sally Moomaw',\n",
       "  'categories': 'Education'},\n",
       " {'title': 'The Gift',\n",
       "  'authors': 'Echo L. Bodine',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Answers to Questions Teachers Ask about Sensory Integration',\n",
       "  'authors': 'Carol Stock Kranowitz;Stacey Szklut;Lynn Balzer-Martin;Elizabeth Haber;Deanna Iris Sava',\n",
       "  'categories': 'Minimal brain dysfunction in children'},\n",
       " {'title': 'Still Here',\n",
       "  'authors': 'Ram Dass',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'Red Road From Stalingrad',\n",
       "  'authors': 'Mansur Abdulin',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Rainforest Home Remedies',\n",
       "  'authors': 'Rosita Arvigo;Nadine Epstein',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'National Geographic Society',\n",
       "  'authors': 'C. D.B. Bryan',\n",
       "  'categories': 'Photography'},\n",
       " {'title': 'When the Darkness Will Not Lift',\n",
       "  'authors': 'John Piper',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Pink Box', 'authors': 'Joan Sinclair', 'categories': 'Art'},\n",
       " {'title': 'Phaedrus', 'authors': 'Plato', 'categories': 'Philosophy'},\n",
       " {'title': 'The Flame Trees of Thika',\n",
       "  'authors': 'Elspeth Huxley',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Lord of Chaos',\n",
       "  'authors': 'Robert Jordan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Fabric of the Cosmos',\n",
       "  'authors': 'Brian Greene',\n",
       "  'categories': 'Science'},\n",
       " {'title': \"The Panda's Thumb\",\n",
       "  'authors': 'Stephen Jay Gould',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Easy Riders, Raging Bulls',\n",
       "  'authors': 'Peter Biskind',\n",
       "  'categories': 'Film producers and directors'},\n",
       " {'title': 'Farewell to Salonica',\n",
       "  'authors': 'Leon Sciaky',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Vegas Bites',\n",
       "  'authors': 'L. A. Banks;J. M. Jeffries;Seressia Glass;Natalie Dunbar',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Classical Drawing Atelier',\n",
       "  'authors': 'Juliette Aristides',\n",
       "  'categories': 'Art'},\n",
       " {'title': 'Birds of America',\n",
       "  'authors': 'Lorrie Moore',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Fear and Loathing',\n",
       "  'authors': 'Hunter S. Thompson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The MacGregors',\n",
       "  'authors': 'Nora Roberts',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Laura',\n",
       "  'authors': 'Donald Zochert',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Elephant',\n",
       "  'authors': 'Raymond Carver',\n",
       "  'categories': 'Short stories, American'},\n",
       " {'title': 'Zora Neale Hurston',\n",
       "  'authors': 'Robert E. Hemenway',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'From Baghdad, with Love',\n",
       "  'authors': 'Jay Kopelman;Melinda Roth',\n",
       "  'categories': 'History'},\n",
       " {'title': 'De Kooning',\n",
       "  'authors': 'Mark Stevens;Annalyn Swan',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'From Sawdust to Stardust',\n",
       "  'authors': 'Terry Lee Rioux',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Easy Riders Raging Bulls',\n",
       "  'authors': 'Peter Biskind',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'The Origins of Life',\n",
       "  'authors': 'John Maynard Smith;Eörs Szathmáry',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'A War Like No Other',\n",
       "  'authors': 'Victor Davis Hanson',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Limbo',\n",
       "  'authors': 'Alfred Lubrano',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'The Waste Land',\n",
       "  'authors': 'Thomas Stearns Eliot;Ezra Pound',\n",
       "  'categories': 'Poetry'},\n",
       " {'title': 'E. M. Forster',\n",
       "  'authors': 'Philip Nicholas Furbank',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Sea of Thunder',\n",
       "  'authors': 'Evan Thomas',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Clock Of The Long Now',\n",
       "  'authors': 'Stewart Brand',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Hot Chocolate for the Mystical Lover',\n",
       "  'authors': 'Arielle Ford',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'The Glass Bead Game',\n",
       "  'authors': 'Hermann Hesse',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Sister Freaks',\n",
       "  'authors': 'Rebecca St. James',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Betrayal of Trust',\n",
       "  'authors': 'Laurie Garrett',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Night Draws Near',\n",
       "  'authors': 'Anthony Shadid',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Power of Infinite Love & Gratitude',\n",
       "  'authors': 'Darren R. Weissman',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'To Light a Candle',\n",
       "  'authors': 'Mercedes Lackey;James Mallory',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Design Like You Give a Damn',\n",
       "  'authors': 'Architecture for Humanity (Organization)',\n",
       "  'categories': 'Architecture'},\n",
       " {'title': 'The Regime',\n",
       "  'authors': 'Tim F. LaHaye;Jerry B. Jenkins',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Jack of Kinrowan',\n",
       "  'authors': 'Charles de Lint',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Exit the King, The Killer, and Macbett',\n",
       "  'authors': 'Eugène Ionesco',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Requiem for a Dream',\n",
       "  'authors': 'Hubert Selby',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Summa Theologica',\n",
       "  'authors': 'Thomas Aquinas',\n",
       "  'categories': 'Theology, Doctrinal'},\n",
       " {'title': 'Joel on Software',\n",
       "  'authors': 'Avram Joel Spolsky',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'A Calendar of Wisdom',\n",
       "  'authors': 'Leo Tolstoy',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Museum of Terror',\n",
       "  'authors': 'Junji Itō',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': \"Aquinas's Shorter Summa\",\n",
       "  'authors': 'Saint Thomas (Aquinas)',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Aeschylus: The suppliant maidens',\n",
       "  'authors': 'Aeschylus;David Grene',\n",
       "  'categories': 'Drama'},\n",
       " {'title': \"Bulfinch's Mythology\",\n",
       "  'authors': 'Richard P. Martin',\n",
       "  'categories': 'Reference'},\n",
       " {'title': 'Norse Mythology',\n",
       "  'authors': 'John Lindow',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Eating Stone', 'authors': 'Ellen Meloy', 'categories': 'Nature'},\n",
       " {'title': \"Tyler's Ultimate\",\n",
       "  'authors': 'Tyler Florence',\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Stranger in the Forest',\n",
       "  'authors': 'Eric Hansen',\n",
       "  'categories': 'Travel'},\n",
       " {'title': 'Saint Ignatius Loyola',\n",
       "  'authors': 'James Brodrick',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Mutineer',\n",
       "  'authors': 'Hunter S. Thompson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Star Wars',\n",
       "  'authors': 'W. Haden Blackman',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'Existentialists and Mystics',\n",
       "  'authors': 'Iris Murdoch',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Einstein',\n",
       "  'authors': 'Walter Isaacson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Magic Carpet Ride',\n",
       "  'authors': 'John Kay;John Einarson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Boy', 'authors': 'Roald Dahl', 'categories': 'Authors, English'},\n",
       " {'title': 'The Hound of the Baskervilles',\n",
       "  'authors': 'Arthur Conan Doyle',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Road to Reality',\n",
       "  'authors': 'Roger Penrose',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Aeschylus, 2', 'authors': 'Aeschylus', 'categories': 'Drama'},\n",
       " {'title': 'From Bondage', 'authors': 'Henry Roth', 'categories': 'Fiction'},\n",
       " {'title': 'La Cucina Di Lidia',\n",
       "  'authors': 'Lidia Bastianich;Jay Jacobs',\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'The Hunt for Zero Point',\n",
       "  'authors': 'Nick Cook',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Dragonology',\n",
       "  'authors': 'Ernest Drake',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Arkham Asylum',\n",
       "  'authors': 'Grant Morrison;Dave McKean',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': \"Unsung Heroes of Rock 'n' Roll\",\n",
       "  'authors': 'Nick Tosches',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Moral Luck',\n",
       "  'authors': 'Bernard Williams',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Men Who Hate Women and the Women Who Love Them',\n",
       "  'authors': 'Susan Forward;Joan Torres',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'The Leader In You',\n",
       "  'authors': 'Dale Carnegie',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'E=mc2', 'authors': 'David Bodanis', 'categories': 'Science'},\n",
       " {'title': 'Spinoza',\n",
       "  'authors': 'Steven Nadler;Steven M. Nadler',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Journal of a Novel',\n",
       "  'authors': 'John Steinbeck',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'The Milagro Beanfield War',\n",
       "  'authors': 'John Nichols',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The 7 Habits of Highly Effective People',\n",
       "  'authors': 'Stephen R. Covey',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'The Seven Habits of Highly Effective People',\n",
       "  'authors': 'Stephen R. Covey',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'The Dog Who Loved Too Much',\n",
       "  'authors': 'Nicholas H. Dodman',\n",
       "  'categories': 'Pets'},\n",
       " {'title': 'The Hundred Dresses',\n",
       "  'authors': 'Eleanor Estes',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Tree and Leaf',\n",
       "  'authors': 'John Ronald Reuel Tolkien',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'Your Inner Physician and You',\n",
       "  'authors': 'John E. Upledger',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'A Year in the Life of William Shakespeare',\n",
       "  'authors': 'James Shapiro',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'I Am 8-bit', 'authors': 'Jon M. Gibson', 'categories': 'Art'},\n",
       " {'title': 'Eugene Onegin',\n",
       "  'authors': 'Alexander Pushkin;James E. Falen',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Three Men in a Boat',\n",
       "  'authors': 'Jerome Klapka Jerome',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'E', 'authors': 'David Bodanis', 'categories': 'Science'},\n",
       " {'title': \"On the Lines of Morris' Romances\",\n",
       "  'authors': 'William Morris;Michale W. Perry',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Halsey's Typhoon\",\n",
       "  'authors': 'Bob Drury;Thomas Clavin',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Fun Home',\n",
       "  'authors': 'Alison Bechdel',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Illustrated Longitude',\n",
       "  'authors': 'Dava Sobel;William J.H. Andrewes',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Diana Wynne Jones',\n",
       "  'authors': 'Farah Mendlesohn',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The French Kitchen',\n",
       "  'authors': 'Joanne Harris;Fran Warde',\n",
       "  'categories': 'Cooking, French'},\n",
       " {'title': 'Beyond the Chains of Illusion',\n",
       "  'authors': 'Erich Fromm;Rainer Funk',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Eight Little Piggies',\n",
       "  'authors': 'Stephen Jay Gould',\n",
       "  'categories': 'Nature'},\n",
       " {'title': 'The Love You Make',\n",
       "  'authors': 'Peter Brown;Steven S. Gaines',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The New York Times Guide to Essential Knowledge',\n",
       "  'authors': 'The New York Times',\n",
       "  'categories': 'Reference'},\n",
       " {'title': 'First Things First',\n",
       "  'authors': 'Stephen R. Covey',\n",
       "  'categories': 'Conduct of life'},\n",
       " {'title': 'Tuesdays with Morrie',\n",
       "  'authors': 'Mitch Albom',\n",
       "  'categories': 'Amyotrophic lateral sclerosis'},\n",
       " {'title': 'In Search of Memory',\n",
       "  'authors': 'Eric R. Kandel',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'The Wicked Day',\n",
       "  'authors': 'Mary Stewart',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Divine Invasions',\n",
       "  'authors': 'Lawrence Sutin',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Mating Mind',\n",
       "  'authors': 'Geoffrey Miller',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'The Vanished Man',\n",
       "  'authors': 'Jeffery Deaver',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Only the River Runs Free',\n",
       "  'authors': 'Bodie Thoene;Brock Thoene',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Everyday Pasta',\n",
       "  'authors': 'Giada De Laurentiis',\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Things Pondered',\n",
       "  'authors': 'Beth Moore',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'The Dictionary of Corporate Bullshit',\n",
       "  'authors': 'Lois Beckwith',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Mysteries',\n",
       "  'authors': 'Colin Wilson',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'Hard Drive',\n",
       "  'authors': 'James Wallace;Jim Erickson',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'You Bright and Risen Angels',\n",
       "  'authors': 'William T. Vollmann',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Judy Moody, M.D.',\n",
       "  'authors': 'Megan McDonald',\n",
       "  'categories': 'JUVENILE FICTION'},\n",
       " {'title': 'The Great Shark Hunt',\n",
       "  'authors': 'Hunter S. Thompson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Magical Worlds of the Lord of the Rings',\n",
       "  'authors': 'David Colbert',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Writing with Intent',\n",
       "  'authors': 'Margaret Atwood',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'Greece', 'authors': 'Marc Dubin', 'categories': 'Travel'},\n",
       " {'title': 'The Art of Alfred Hitchcock',\n",
       "  'authors': 'Donald Spoto;Donald Spoto, M.A., Ph.D.',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'The Angel Experiment',\n",
       "  'authors': 'James Patterson',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Voice of the Gods',\n",
       "  'authors': 'Trudi Canavan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Catwings',\n",
       "  'authors': 'Ursula K. Le Guin',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Q',\n",
       "  'authors': 'Quincy Jones',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Blade of Fortriu',\n",
       "  'authors': 'Juliet Marillier',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'A Dark and Hungry God Arises',\n",
       "  'authors': 'Stephen R. Donaldson',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Suburban Nation',\n",
       "  'authors': 'Andres Duany;Elizabeth Plater-Zyberk;Jeff Speck',\n",
       "  'categories': 'Architecture'},\n",
       " {'title': 'Water for Elephants',\n",
       "  'authors': 'Sara Gruen',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Soul of the Sword',\n",
       "  'authors': \"Robert L. O'Connell\",\n",
       "  'categories': 'Technology & Engineering'},\n",
       " {'title': 'The Last Jew', 'authors': 'Noah Gordon', 'categories': 'Fiction'},\n",
       " {'title': 'The Wild Trees',\n",
       "  'authors': 'Richard Preston',\n",
       "  'categories': 'Nature'},\n",
       " {'title': \"Dr. Seuss's ABC\",\n",
       "  'authors': 'Dr. Seuss',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Fear and Loathing in Las Vegas',\n",
       "  'authors': 'Hunter S. Thompson',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'More Than You Know',\n",
       "  'authors': 'Michael J. Mauboussin',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'The Circle', 'authors': 'David Poyer', 'categories': 'Fiction'},\n",
       " {'title': \"In Pharaoh's Army\",\n",
       "  'authors': 'Tobias Wolff',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"In Pharaoh's Army\",\n",
       "  'authors': 'Tobias Wolff',\n",
       "  'categories': 'Authors, American'},\n",
       " {'title': 'Infections and Inequalities',\n",
       "  'authors': 'Paul Farmer',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Practice! Practice!',\n",
       "  'authors': 'Norma Goldman;Michael Rossi',\n",
       "  'categories': 'Education'},\n",
       " {'title': 'History of Philosophy Volume 1',\n",
       "  'authors': 'Frederick Copleston',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Pythons',\n",
       "  'authors': 'Graham Chapman;John Cleese;Terry Gilliam;Michael Palin;Eric Idle;Terry Jones',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Travels with Charley',\n",
       "  'authors': 'John Steinbeck',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Blank Slate',\n",
       "  'authors': 'Steven Pinker',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'The Color of Water',\n",
       "  'authors': 'James McBride',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'A Dirty Job',\n",
       "  'authors': 'Christopher Moore',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Owning Your Own Shadow',\n",
       "  'authors': 'Robert A. Johnson',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'The Best of Ray Bradbury',\n",
       "  'authors': 'Ray Bradbury',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'The Gospel According to Tolkien',\n",
       "  'authors': 'Ralph C. Wood',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Isak Dinesen',\n",
       "  'authors': 'Judith Thurman',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"The World's Religions\",\n",
       "  'authors': 'Huston Smith',\n",
       "  'categories': 'History'},\n",
       " {'title': 'In Cold Blood',\n",
       "  'authors': 'Truman Capote',\n",
       "  'categories': 'True Crime'},\n",
       " {'title': 'The Cognitive Style of PowerPoint',\n",
       "  'authors': 'Edward R. Tufte',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'Parenting with Love and Logic',\n",
       "  'authors': 'Foster Cline;Jim Fay',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'The Not So Big House',\n",
       "  'authors': 'Sarah Susanka;Kira Obolensky',\n",
       "  'categories': 'House & Home'},\n",
       " {'title': 'Getting the Love You Want',\n",
       "  'authors': 'Harville Hendrix',\n",
       "  'categories': 'Love'},\n",
       " {'title': 'The Trial and Death of Socrates (Third Edition)',\n",
       "  'authors': 'Plato;George Maximilian Anthony Grube;John Madison Cooper',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Cash',\n",
       "  'authors': 'Johnny Cash',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Oblivion',\n",
       "  'authors': 'David Foster Wallace',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Making of the Fittest',\n",
       "  'authors': 'Sean B. Carroll',\n",
       "  'categories': 'Science'},\n",
       " {'title': \"Sarah Ban Breathnach's Mrs. Sharp's Traditions\",\n",
       "  'authors': 'Sarah Ban Breathnach',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'The history of sexuality',\n",
       "  'authors': 'Michel Foucault',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'No One is Illegal',\n",
       "  'authors': 'Justin Akers Chacón;Mike Davis;Julián Cardona',\n",
       "  'categories': 'History'},\n",
       " {'title': 'James Dean',\n",
       "  'authors': 'David Dalton',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Evolution of Desire',\n",
       "  'authors': 'David M. Buss',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'Mine, All Mine',\n",
       "  'authors': 'Ruth Heller',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Stylepedia',\n",
       "  'authors': 'Steven Heller;Louise Fili',\n",
       "  'categories': 'Art'},\n",
       " {'title': \"Stephen King's Creepshow\",\n",
       "  'authors': 'Stephen King;Berni Wrightson;Michele Wrightson',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Outlandish Companion',\n",
       "  'authors': 'Diana Gabaldon',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Ancient Rome and Pompeii',\n",
       "  'authors': 'Mary Pope Osborne;Natalie Pope Boyce',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Lost Tomb',\n",
       "  'authors': 'Kent R. Weeks',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'The House of Morgan',\n",
       "  'authors': 'Ron Chernow',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Paris 1919',\n",
       "  'authors': 'Margaret MacMillan',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Difficult Conversations',\n",
       "  'authors': 'Douglas Stone;Bruce Patton;Sheila Heen',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'The Farming of Bones',\n",
       "  'authors': 'Edwidge Danticat',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"Jamie's Dinners\",\n",
       "  'authors': 'Jamie Oliver',\n",
       "  'categories': 'Cooking'},\n",
       " {'title': 'Holding on to the Air',\n",
       "  'authors': 'Suzanne Farrell;Toni Bentley',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Uses of Literature',\n",
       "  'authors': 'Italo Calvino',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'An Unfinished Life',\n",
       "  'authors': 'Robert Dallek',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'A Stroke of Midnight',\n",
       "  'authors': 'Laurell K. Hamilton',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Philosophy of Mind',\n",
       "  'authors': 'David John Chalmers',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Beyond the Hundredth Meridian',\n",
       "  'authors': 'Wallace Stegner',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': \"My Sister's Keeper\",\n",
       "  'authors': 'Jodi Picoult',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Agony and the Ecstasy',\n",
       "  'authors': 'Irving Stone',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Interesting Times',\n",
       "  'authors': 'Eric J. Hobsbawm',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'A Walk in the Woods',\n",
       "  'authors': 'Bill Bryson',\n",
       "  'categories': 'Travel'},\n",
       " {'title': 'The Complete ACOA Sourcebook',\n",
       "  'authors': 'Janet G. Woititz',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Taking God Out of Mathematics and Putting the Body Back in',\n",
       "  'authors': 'Brian Rotman',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Western Philosophy',\n",
       "  'authors': 'John G. Cottingham',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Chosen',\n",
       "  'authors': 'Jerome Karabel',\n",
       "  'categories': 'Education'},\n",
       " {'title': 'Once a Wolf',\n",
       "  'authors': 'Stephen R. Swinburne;Jim Brandenburg',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Early History of God',\n",
       "  'authors': 'Mark S. Smith',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Seduction and Betrayal',\n",
       "  'authors': 'Elizabeth Hardwick',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Bosnia',\n",
       "  'authors': 'Noel Malcolm',\n",
       "  'categories': 'Bosnia and Hercegovina'},\n",
       " {'title': 'J.R.R. Tolkien',\n",
       "  'authors': 'Humphrey Carpenter',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Breaking Open the Head',\n",
       "  'authors': 'Daniel Pinchbeck',\n",
       "  'categories': 'Hallucinogenic drugs'},\n",
       " {'title': 'Hackers & Painters',\n",
       "  'authors': 'Paul Graham',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'Mason & Dixon',\n",
       "  'authors': 'Thomas Pynchon',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Joseph Cornell',\n",
       "  'authors': 'Joseph Cornell;Alison Baverstock',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Bromeliad Trilogy',\n",
       "  'authors': 'Terry Pratchett',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'A Walk in the Woods',\n",
       "  'authors': 'Bill Bryson',\n",
       "  'categories': 'Sports & Recreation'},\n",
       " {'title': 'Stiff', 'authors': 'Mary Roach', 'categories': 'Dead'},\n",
       " {'title': 'Bright Lights, Big Ass',\n",
       "  'authors': 'Jen Lancaster',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Out of the Woods',\n",
       "  'authors': 'Chris Offutt',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Will to Believe',\n",
       "  'authors': 'William James',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Star Wars and Philosophy',\n",
       "  'authors': 'Kevin S. Decker;William Irwin;Jason T. Eberl',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': \"Chekhov's Doctors\",\n",
       "  'authors': 'Anton Pavlovich Chekhov;Jack Coulehan;John L. Coulehan',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'Plan B',\n",
       "  'authors': 'Anne Lamott',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The End of Days',\n",
       "  'authors': 'Zecharia Sitchin',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Children of God',\n",
       "  'authors': 'Mary Doria Russell',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Buffy the Vampire Slayer and Philosophy',\n",
       "  'authors': 'James B. South',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'Patrick',\n",
       "  'authors': 'Tomie DePaola',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Botany of Desire',\n",
       "  'authors': 'Michael Pollan',\n",
       "  'categories': 'Gardening'},\n",
       " {'title': 'The Botany of Desire',\n",
       "  'authors': 'Michael Pollan',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': 'Having Our Say',\n",
       "  'authors': 'Emily Mann;Sarah Louise Delany',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Ghostwritten',\n",
       "  'authors': 'David Mitchell',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Artful Paper Dolls',\n",
       "  'authors': 'Terry Taylor',\n",
       "  'categories': 'Crafts & Hobbies'},\n",
       " {'title': 'Cuba', 'authors': 'Richard Gott', 'categories': 'History'},\n",
       " {'title': 'The Great Ape Project',\n",
       "  'authors': 'Paola Cavalieri;Peter Singer',\n",
       "  'categories': 'Nature'},\n",
       " {'title': 'Kitchen Confidential',\n",
       "  'authors': 'Anthony Bourdain',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Corvette',\n",
       "  'authors': 'Randy Leffingwell',\n",
       "  'categories': 'Transportation'},\n",
       " {'title': 'The Eiger Sanction',\n",
       "  'authors': 'Trevanian',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Ancient Greece and the Olympics',\n",
       "  'authors': 'Mary Pope Osborne;Natalie Pope Boyce',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Many Luscious Lollipops',\n",
       "  'authors': 'Ruth Heller',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'The Missionary Position',\n",
       "  'authors': 'Christopher Hitchens',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Dance of Intimacy',\n",
       "  'authors': 'Harriet Lerner',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': 'Kitchen Confidential Updated Ed',\n",
       "  'authors': 'Anthony Bourdain',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Freaks!', 'authors': 'Steve Miller', 'categories': 'Art'},\n",
       " {'title': 'The Warren Buffett CEO',\n",
       "  'authors': 'Robert P. Miles',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Artemis Fowl',\n",
       "  'authors': 'Eoin Colfer',\n",
       "  'categories': \"Children's stories\"},\n",
       " {'title': 'The Politics of Cultural Despair',\n",
       "  'authors': 'Fritz R. Stern',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Fooled By Randomness',\n",
       "  'authors': 'Nassim Taleb',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Blame It on the Brain?',\n",
       "  'authors': 'Edward T. Welch',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Propaganda and the Public Mind',\n",
       "  'authors': 'David Barsamian;Noam Chomsky',\n",
       "  'categories': 'Language and languages'},\n",
       " {'title': 'Beauty', 'authors': 'Robin McKinley', 'categories': 'Fairy tales'},\n",
       " {'title': 'Plato on Love',\n",
       "  'authors': 'Plato;C. D. C. Reeve',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Historical Atlas of New York City, Second Edition',\n",
       "  'authors': 'Eric Homberger',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Your First Year in Network Marketing',\n",
       "  'authors': 'Mark Yarnell;Rene Reid Yarnell;Rene Yarnell',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'For the Sins of My Father',\n",
       "  'authors': 'Albert DeMeo;Mary Jane Ross',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Saint-Exupery',\n",
       "  'authors': 'Stacy Schiff',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Eternal Frontier',\n",
       "  'authors': 'Tim Flannery',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Language Instinct',\n",
       "  'authors': 'Steven Pinker',\n",
       "  'categories': 'Language Arts & Disciplines'},\n",
       " {'title': 'Expelled from Eden',\n",
       "  'authors': 'Perseus',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Poisonwood Bible',\n",
       "  'authors': 'Barbara Kingsolver',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Franco-Prussian War',\n",
       "  'authors': 'Michael Howard',\n",
       "  'categories': 'Foreign Language Study'},\n",
       " {'title': 'An Unquiet Mind',\n",
       "  'authors': 'Kay Redfield Jamison',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Mary Queen of Scotland & The Isles',\n",
       "  'authors': 'Margaret George',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Beauty',\n",
       "  'authors': 'Robin McKinley',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Masters of Death',\n",
       "  'authors': 'Richard Rhodes',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Smoke and Mirrors',\n",
       "  'authors': 'Neil Gaiman',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Terror', 'authors': 'Dan Simmons', 'categories': 'Fiction'},\n",
       " {'title': 'Live Like a Jesus Freak',\n",
       "  'authors': 'DC Talk',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Healing Emotions',\n",
       "  'authors': 'Daniel Goleman',\n",
       "  'categories': 'Health & Fitness'},\n",
       " {'title': 'The Namesake',\n",
       "  'authors': 'Jhumpa Lahiri;Mira Nair',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'Get Out of Your Mind & Into Your Life',\n",
       "  'authors': 'Steven C. Hayes;Spencer Xavier Smith',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'Chickenhawk - Back in the World',\n",
       "  'authors': 'Robert Mason',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Murder at the Vicarage',\n",
       "  'authors': 'Agatha Christie',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Duel', 'authors': 'Richard Matheson', 'categories': 'Fiction'},\n",
       " {'title': 'Black Boy',\n",
       "  'authors': 'Richard Wright',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'My Little House Crafts Book',\n",
       "  'authors': 'Carolyn Strom Collins',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Looking Awry',\n",
       "  'authors': 'Slavoj Žižek',\n",
       "  'categories': 'Performing Arts'},\n",
       " {'title': 'The Job',\n",
       "  'authors': 'William S. Burroughs',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Tsunamis and Other Natural Disasters',\n",
       "  'authors': 'Mary Pope Osborne;Natalie Pope Boyce',\n",
       "  'categories': 'Juvenile Nonfiction'},\n",
       " {'title': 'Warlock', 'authors': 'Wilbur Smith', 'categories': 'Fiction'},\n",
       " {'title': 'When Food is Love',\n",
       "  'authors': 'Geneen Roth',\n",
       "  'categories': 'Family & Relationships'},\n",
       " {'title': 'Testaments Betrayed',\n",
       "  'authors': 'Milan Kundera',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'Foundations of Clinical Research',\n",
       "  'authors': 'Leslie Gross Portney;Mary P. Watkins',\n",
       "  'categories': 'Medical'},\n",
       " {'title': 'Shadow of a Dark Queen',\n",
       "  'authors': 'Raymond E. Feist',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Rise of Christianity',\n",
       "  'authors': 'Rodney Stark',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Animal, Vegetable, Miracle',\n",
       "  'authors': 'Barbara Kingsolver;Camille Kingsolver;Steven L. Hopp',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Mother God',\n",
       "  'authors': 'Sylvia Browne',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'The Metamorphosis, in the Penal Colony and Other Stories',\n",
       "  'authors': 'Franz Kafka',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Grand Theft Auto',\n",
       "  'authors': 'Tim Bogenn;Rick Barba',\n",
       "  'categories': 'Games & Activities'},\n",
       " {'title': 'The Coal Tattoo',\n",
       "  'authors': 'Silas House',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The War of the World',\n",
       "  'authors': 'Niall Ferguson',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Allusions in Ulysses',\n",
       "  'authors': 'Weldon Thornton',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Old Town in the Green Groves',\n",
       "  'authors': 'Cynthia Rylant;Jim LaMarche',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Christian Theology',\n",
       "  'authors': 'Alister E. McGrath',\n",
       "  'categories': 'Religion'},\n",
       " {'title': 'Never Go Home Again',\n",
       "  'authors': 'Shannon Holmes',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"It Doesn't Take a Hero\",\n",
       "  'authors': 'H. Norman Schwarzkopf;Peter Petre',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Bad Astronomy',\n",
       "  'authors': 'Philip C. Plait',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Realms of Dragons',\n",
       "  'authors': 'Margaret Weis;Denise Little;Tracy Hickman',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Sword of Welleran',\n",
       "  'authors': 'Lord Dunsany',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Dirty Italian',\n",
       "  'authors': 'Gabrielle Euvino',\n",
       "  'categories': 'Foreign Language Study'},\n",
       " {'title': 'Lawrence Durrell',\n",
       "  'authors': 'Ian S. MacNiven',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Science of Harry Potter',\n",
       "  'authors': 'Roger Highfield',\n",
       "  'categories': 'Magic'},\n",
       " {'title': 'Doubling the Point',\n",
       "  'authors': 'Professor of General Literature J M Coetzee;J. M. Coetzee',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Darkness Visible',\n",
       "  'authors': 'William Styron',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Twentieth Wife',\n",
       "  'authors': 'Indu Sundaresan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Programming Ruby',\n",
       "  'authors': 'David Thomas',\n",
       "  'categories': 'Computers'},\n",
       " {'title': 'Silos, Politics and Turf Wars',\n",
       "  'authors': 'Patrick M. Lencioni',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': \"Roald Dahl's James and the giant peach\",\n",
       "  'authors': 'Roald Dahl',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Sexus', 'authors': 'Henry Miller', 'categories': 'Fiction'},\n",
       " {'title': 'The Annotated Christmas Carol',\n",
       "  'authors': 'Charles Dickens',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Muhammad',\n",
       "  'authors': 'Karen Armstrong',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Collected Prose',\n",
       "  'authors': 'Paul Auster',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'The History of Sexuality',\n",
       "  'authors': 'Michel Foucault',\n",
       "  'categories': 'Sex customs'},\n",
       " {'title': 'Comfort Me With Apples',\n",
       "  'authors': 'Ruth Reichl',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'When the Elephants Dance',\n",
       "  'authors': 'Tess Uriza Holthe',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Marilyn Monroe',\n",
       "  'authors': 'Donald Spoto',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'A Scandalous Life',\n",
       "  'authors': 'Mary S. Lovell',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'A Crown of Swords',\n",
       "  'authors': 'Robert Jordan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Junie B., First Grader',\n",
       "  'authors': 'Barbara Park',\n",
       "  'categories': 'Juvenile Fiction'},\n",
       " {'title': 'Armageddon',\n",
       "  'authors': 'Tim F. LaHaye;Jerry B. Jenkins',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Killer Department',\n",
       "  'authors': 'Robert Cullen',\n",
       "  'categories': 'Insane, Criminal and dangerous'},\n",
       " {'title': 'Euripides I',\n",
       "  'authors': 'Euripides',\n",
       "  'categories': 'Greek drama (Tragedy)'},\n",
       " {'title': \"Spider's House\",\n",
       "  'authors': 'Paul Bowles',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'George Eliot',\n",
       "  'authors': 'Kathryn Hughes',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'The Working Poor',\n",
       "  'authors': 'David K. Shipler',\n",
       "  'categories': 'Social Science'},\n",
       " {'title': \"Plato's Symposium\",\n",
       "  'authors': 'Plato;Seth Benardete',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Strange Pilgrims',\n",
       "  'authors': 'Gabriel García Márquez',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'In the Name of Love',\n",
       "  'authors': 'Ann Rule',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'The Living and the Dead',\n",
       "  'authors': 'Paul Hendrickson',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Shout!',\n",
       "  'authors': 'Philip Norman',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Melville',\n",
       "  'authors': 'Andrew Delbanco',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Beatrix Potter',\n",
       "  'authors': 'Linda Lear',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'C.G. Jung and Hermann Hesse',\n",
       "  'authors': 'Miguel Serrano',\n",
       "  'categories': 'Psychology'},\n",
       " {'title': \"The Skeptic's Dictionary\",\n",
       "  'authors': 'Robert Carroll',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'Genome', 'authors': 'Matt Ridley', 'categories': 'Science'},\n",
       " {'title': 'Last of the Wilds',\n",
       "  'authors': 'Trudi Canavan',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Moral Politics',\n",
       "  'authors': 'George Lakoff',\n",
       "  'categories': 'Language Arts & Disciplines'},\n",
       " {'title': 'Face Off', 'authors': 'Harry Hamernik', 'categories': 'Art'},\n",
       " {'title': 'Remembrance of Things Past, Part 2',\n",
       "  'authors': 'Stéphane Heuet;Marcel Proust;Stanislas Brézet',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'The Punisher',\n",
       "  'authors': 'Garth Ennis;Jeff Youngquist;John McCrea',\n",
       "  'categories': 'Comics & Graphic Novels'},\n",
       " {'title': 'Hemingway',\n",
       "  'authors': 'Jeffrey Meyers',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'A False Mirror',\n",
       "  'authors': 'Charles Todd',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'A Thread of Grace',\n",
       "  'authors': 'Mary Doria Russell',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Seventy Wonders of the Ancient World',\n",
       "  'authors': 'Christopher Scarre',\n",
       "  'categories': 'Architecture'},\n",
       " {'title': 'Effigies', 'authors': 'Mary Anna Evans', 'categories': 'Fiction'},\n",
       " {'title': 'Democracy in America',\n",
       "  'authors': 'Alexis Tocqueville;Gerald Bevan;Isaac Kramnick',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Imperial Life in the Emerald City',\n",
       "  'authors': 'Rajiv Chandrasekaran',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Youth in Revolt',\n",
       "  'authors': 'C. D. Payne',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Last Train to Paradise',\n",
       "  'authors': 'Les Standiford',\n",
       "  'categories': 'History'},\n",
       " {'title': 'The Return of the Shadow',\n",
       "  'authors': 'John Ronald Reuel Tolkien;Christopher Tolkien',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Demonic Males',\n",
       "  'authors': 'Richard W. Wrangham;Dale Peterson',\n",
       "  'categories': 'Nature'},\n",
       " {'title': '1491', 'authors': 'Charles C. Mann', 'categories': 'History'},\n",
       " {'title': 'D.H. Lawrence',\n",
       "  'authors': 'John Worthen',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Eight Men Out',\n",
       "  'authors': 'Eliot Asinof',\n",
       "  'categories': 'Sports & Recreation'},\n",
       " {'title': 'Islam', 'authors': 'Karen Armstrong', 'categories': 'Religion'},\n",
       " {'title': 'Problems of the Self',\n",
       "  'authors': 'Bernard Williams',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'The Five Dysfunctions of a Team',\n",
       "  'authors': 'Patrick M. Lencioni',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Unweaving the Rainbow',\n",
       "  'authors': 'Richard Dawkins',\n",
       "  'categories': 'Science'},\n",
       " {'title': 'America',\n",
       "  'authors': 'Jon Stewart;Ben Karlin;David Javerbaum',\n",
       "  'categories': 'Democracy'},\n",
       " {'title': 'The Wealthy Barber',\n",
       "  'authors': 'David Chilton',\n",
       "  'categories': 'Finance, Personal'},\n",
       " {'title': 'Understanding the Lord of the Rings',\n",
       "  'authors': 'Neil D. Isaacs;Rose A. Zimbardo',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': \"The Daily Show with Jon Stewart Presents America (The Book) Teacher's Edition\",\n",
       "  'authors': 'Jon Stewart;The Writers of The Daily Show',\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'The War of Art',\n",
       "  'authors': 'Steven Pressfield',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'I, Robot',\n",
       "  'authors': 'Harlan Ellison;Isaac Asimov',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Euripides',\n",
       "  'authors': 'Pantelis Michelakis',\n",
       "  'categories': 'Drama'},\n",
       " {'title': \"Exile's Return\",\n",
       "  'authors': 'Raymond E. Feist',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Blood Lines',\n",
       "  'authors': 'Richard Matheson;Mark Dawidziak',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': \"The -Alchemist's Kitchen\",\n",
       "  'authors': 'Guy Ogilvy',\n",
       "  'categories': 'Body, Mind & Spirit'},\n",
       " {'title': 'The Oresteia of Aeschylus',\n",
       "  'authors': 'Aeschylus;Ted Hughes',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'The Pact', 'authors': 'Jodi Picoult', 'categories': 'Fiction'},\n",
       " {'title': \"It's Called a Breakup Because It's Broken\",\n",
       "  'authors': 'Greg Behrendt;Amiira Ruotola-Behrendt',\n",
       "  'categories': 'Self-Help'},\n",
       " {'title': 'The Oresteia Trilogy',\n",
       "  'authors': 'Aeschylus;E. D. A. Morshead',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Aeschylus, 1', 'authors': 'Aeschylus', 'categories': 'Drama'},\n",
       " {'title': 'Everest',\n",
       "  'authors': 'Broughton Coburn;Tim Cahill;David Breashears',\n",
       "  'categories': 'Nature'},\n",
       " {'title': \"World's End\",\n",
       "  'authors': 'T. Coraghessan Boyle',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Wittgenstein on Rules and Private Language',\n",
       "  'authors': 'Saul A. Kripke',\n",
       "  'categories': 'Philosophy'},\n",
       " {'title': 'Oresteia',\n",
       "  'authors': 'Esquilo;Aeschylus',\n",
       "  'categories': 'Erinyes (Greek mythology)'},\n",
       " {'title': 'Fragile Things',\n",
       "  'authors': 'Neil Gaiman',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Oryx and Crake',\n",
       "  'authors': 'Margaret Atwood',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Maurice',\n",
       "  'authors': 'Edward Morgan Forster',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Shock Wave',\n",
       "  'authors': 'Clive Cussler',\n",
       "  'categories': 'Adventure stories'},\n",
       " {'title': 'Rhinoceros',\n",
       "  'authors': 'Eugène Ionesco',\n",
       "  'categories': 'French drama'},\n",
       " {'title': 'Parliament of Whores',\n",
       "  'authors': \"P. J. O'Rourke\",\n",
       "  'categories': 'Humor'},\n",
       " {'title': 'Shards of a Broken Crown',\n",
       "  'authors': 'Raymond E. Feist',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'Hamlet: The Texts of 1603 and 1623',\n",
       "  'authors': 'William Shakespeare',\n",
       "  'categories': 'Drama'},\n",
       " {'title': 'Desecration',\n",
       "  'authors': 'Tim F. LaHaye;Jerry B. Jenkins',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'From Hinton to Hamlet',\n",
       "  'authors': 'Sarah K. Herz;Donald R. Gallo',\n",
       "  'categories': 'Literary Criticism'},\n",
       " {'title': 'Otherland',\n",
       "  'authors': 'Tad Williams',\n",
       "  'categories': 'Otherland (Imaginary place)'},\n",
       " {'title': 'The Truth about Columbus',\n",
       "  'authors': 'James W. Loewen',\n",
       "  'categories': 'Education'},\n",
       " {'title': 'Small Wonder',\n",
       "  'authors': 'Barbara Kingsolver',\n",
       "  'categories': 'Literary Collections'},\n",
       " {'title': 'The grass harp',\n",
       "  'authors': 'Truman Capote',\n",
       "  'categories': 'Fiction'},\n",
       " {'title': 'The Survivor',\n",
       "  'authors': 'John F. Harris',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Savage Beauty',\n",
       "  'authors': 'Nancy Milford',\n",
       "  'categories': 'Biography & Autobiography'},\n",
       " {'title': 'Crucial Conversations',\n",
       "  'authors': 'Kerry Patterson;Joseph Grenny;Ron McMillan;Al Switzler',\n",
       "  'categories': 'Business & Economics'},\n",
       " {'title': 'Strategies of Containment',\n",
       "  'authors': 'John Lewis Gaddis',\n",
       "  'categories': 'History'},\n",
       " {'title': 'Dreaming in Pictures',\n",
       "  'authors': 'Douglas Robert Nickel;Lewis Carroll;San Francisco Museum of Modern Art',\n",
       "  'categories': 'Photography'},\n",
       " {'title': \"The Devil's in the Details\",\n",
       "  'authors': 'Mary Jane Maffini',\n",
       "  'categories': 'Fiction'},\n",
       " ...]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = df[['title', 'authors', 'categories']].to_dict('records')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "57e39a68-2844-40b2-99c3-e0091ff0f537",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " array([ 0.02616226,  0.04123966, -0.04652171, ...,  0.01892114,\n",
       "        -0.05331646, -0.04791041]),\n",
       " array([ 0.01821269,  0.03696658,  0.03748425, ..., -0.01121822,\n",
       "         0.00791217,  0.0015839 ]),\n",
       " array([ 0.02593214,  0.00721045,  0.01144752, ..., -0.00145085,\n",
       "        -0.01789339, -0.0275675 ]),\n",
       " array([ 0.03550914,  0.02871609,  0.03533269, ..., -0.01692749,\n",
       "         0.01443524,  0.02393007]),\n",
       " array([ 0.00015144,  0.00608367,  0.06676913, ...,  0.02117401,\n",
       "        -0.02468038, -0.05205226]),\n",
       " array([-0.00541571, -0.03358521,  0.01670169, ...,  0.00078573,\n",
       "        -0.00613976, -0.01358474]),\n",
       " array([ 0.00778111,  0.00583316,  0.00689276, ..., -0.00945079,\n",
       "        -0.00399759, -0.02707871]),\n",
       " array([ 0.04847347,  0.01882325, -0.01761451, ..., -0.04595269,\n",
       "         0.02758401, -0.00153029]),\n",
       " array([-0.0035919 , -0.00943468,  0.01046493, ...,  0.01825344,\n",
       "        -0.0049637 , -0.00148519]),\n",
       " array([ 0.01044994,  0.05034258,  0.00625071, ..., -0.03150021,\n",
       "         0.00781489, -0.00924672]),\n",
       " array([ 0.05255547, -0.00987274,  0.0215299 , ...,  0.01521007,\n",
       "         0.04044689, -0.04647994]),\n",
       " array([ 0.04208134,  0.02989372,  0.02806205, ..., -0.01232852,\n",
       "         0.03628106, -0.00304397]),\n",
       " array([ 0.05179778, -0.01419634, -0.01884076, ..., -0.00090014,\n",
       "         0.01036413, -0.02141463]),\n",
       " array([ 0.02775532,  0.0573418 , -0.00011915, ..., -0.003852  ,\n",
       "        -0.01893954,  0.00024014]),\n",
       " array([-0.01755805, -0.0151454 ,  0.03827908, ...,  0.02380322,\n",
       "        -0.02366469, -0.05106956]),\n",
       " array([ 0.00382888,  0.05470778, -0.01186657, ...,  0.0012116 ,\n",
       "        -0.0213281 , -0.02110346]),\n",
       " array([ 0.00411126,  0.00927005, -0.01358009, ...,  0.01384513,\n",
       "         0.02297003, -0.01586447]),\n",
       " array([ 0.04996826,  0.01769003, -0.00257172, ...,  0.01915612,\n",
       "         0.07134169, -0.03373221]),\n",
       " array([ 0.00337056, -0.0139766 ,  0.01537735, ...,  0.03477157,\n",
       "         0.02838579, -0.02007399]),\n",
       " array([ 0.02421761,  0.04888837, -0.01624997, ...,  0.00375096,\n",
       "         0.04413043, -0.02703713]),\n",
       " array([ 0.00776169,  0.04579284,  0.03026947, ...,  0.00977151,\n",
       "         0.01618961, -0.03275676]),\n",
       " array([ 0.03220588,  0.01759216, -0.03915557, ..., -0.00364132,\n",
       "         0.03687937, -0.01049113]),\n",
       " array([-0.01201843,  0.05106443, -0.00200668, ...,  0.02259094,\n",
       "         0.00765596, -0.00152393]),\n",
       " array([ 0.04201624, -0.04766211, -0.02326012, ...,  0.01091111,\n",
       "         0.02023631, -0.04184708]),\n",
       " array([ 0.03125917, -0.00230157, -0.02812007, ...,  0.02682749,\n",
       "        -0.04207458,  0.00055561]),\n",
       " array([ 0.00837754, -0.00774922,  0.00835427, ..., -0.00291905,\n",
       "         0.00213802, -0.00841244]),\n",
       " array([ 0.0006124 ,  0.02748143,  0.04817846, ..., -0.01206754,\n",
       "         0.00068797, -0.01493257]),\n",
       " array([ 0.0227192 ,  0.005597  ,  0.0002256 , ..., -0.00810874,\n",
       "         0.01524836, -0.01902672]),\n",
       " array([-0.03855521, -0.0035961 , -0.05222437, ...,  0.03349172,\n",
       "        -0.03623917, -0.01142692]),\n",
       " array([-4.99984482e-03,  8.37758370e-03, -1.58748776e-02, ...,\n",
       "        -4.15340073e-05,  5.14820823e-03, -2.19775569e-02]),\n",
       " array([-0.01882199, -0.00405534,  0.02157701, ...,  0.04500653,\n",
       "        -0.01074694,  0.02384515]),\n",
       " array([ 0.03610121,  0.0057999 , -0.00248546, ...,  0.00028277,\n",
       "         0.04815052, -0.02162337]),\n",
       " array([ 0.02781649,  0.01202875, -0.02090413, ...,  0.03750632,\n",
       "        -0.02746147, -0.00995087]),\n",
       " array([ 0.05207768,  0.0168295 ,  0.00323532, ..., -0.00578677,\n",
       "         0.00993879, -0.0245148 ]),\n",
       " array([ 0.00200538, -0.02380897,  0.00144599, ...,  0.0238339 ,\n",
       "        -0.00593043,  0.03343228]),\n",
       " array([ 0.00604034,  0.03055447,  0.02365824, ...,  0.03138889,\n",
       "        -0.00569675,  0.00832579]),\n",
       " array([ 0.04481405,  0.00508209, -0.01165123, ...,  0.01100098,\n",
       "         0.02692681, -0.00527663]),\n",
       " array([-0.00683607, -0.03122193,  0.02376804, ...,  0.02396896,\n",
       "         0.01270777, -0.03276896]),\n",
       " array([ 0.02178688,  0.00460505, -0.00464644, ..., -0.00333219,\n",
       "         0.0308797 , -0.02255956]),\n",
       " array([-0.02177792,  0.0834344 , -0.01019947, ...,  0.00122369,\n",
       "         0.00058467, -0.01419975]),\n",
       " array([ 0.00736855, -0.00166924, -0.00672097, ..., -0.02029495,\n",
       "         0.03470512,  0.02640607]),\n",
       " array([ 0.03021478,  0.00882113,  0.09732101, ...,  0.00068111,\n",
       "         0.0320933 , -0.03356443]),\n",
       " array([-0.01418994,  0.01408894,  0.00379051, ...,  0.00533385,\n",
       "         0.02931409, -0.02417592]),\n",
       " array([ 0.0374144 ,  0.00496413,  0.00599731, ..., -0.03181447,\n",
       "        -0.01208632,  0.00197923]),\n",
       " array([ 0.03408269,  0.06811481,  0.03984741, ...,  0.00708581,\n",
       "         0.00912749, -0.01331197]),\n",
       " array([ 0.05773889,  0.0032954 , -0.02487359, ...,  0.00303531,\n",
       "        -0.01627896, -0.02851479]),\n",
       " array([ 0.00328823,  0.0610089 , -0.00468305, ..., -0.02293082,\n",
       "         0.00731122, -0.0257568 ]),\n",
       " array([ 0.04793494, -0.00357281,  0.02632781, ..., -0.02888779,\n",
       "         0.01977522, -0.04267407]),\n",
       " array([ 0.00327736, -0.00164474,  0.02599739, ...,  0.0467067 ,\n",
       "        -0.04490709, -0.04316286]),\n",
       " array([ 0.03177075,  0.0365648 , -0.00695408, ..., -0.03821699,\n",
       "        -0.00297766, -0.01164657]),\n",
       " array([ 0.01608711,  0.03983114,  0.03420255, ..., -0.00812596,\n",
       "         0.0218805 , -0.02008037]),\n",
       " array([ 0.01648773, -0.02597458,  0.01972062, ...,  0.01879534,\n",
       "        -0.02074622,  0.01006097]),\n",
       " array([ 0.04692838, -0.0174329 ,  0.01615229, ...,  0.00837908,\n",
       "        -0.01131211, -0.00780074]),\n",
       " array([ 0.02175176, -0.02855905,  0.00489696, ..., -0.00954035,\n",
       "         0.00568025,  0.02282245]),\n",
       " array([ 0.03501542, -0.00714083, -0.00889884, ..., -0.00756976,\n",
       "         0.04608309, -0.0268959 ]),\n",
       " array([ 0.01679034,  0.01982893,  0.02450093, ...,  0.00278488,\n",
       "        -0.01907229,  0.0083171 ]),\n",
       " array([ 0.00309562,  0.02120411, -0.00930982, ..., -0.00073083,\n",
       "        -0.00491336, -0.0038566 ]),\n",
       " array([-0.01518435,  0.06555966, -0.00722261, ...,  0.02626405,\n",
       "         0.001106  , -0.04509379]),\n",
       " array([ 0.02247682,  0.01047758,  0.0064832 , ..., -0.01375948,\n",
       "        -0.031955  , -0.02505591]),\n",
       " array([-0.01036822,  0.02737162,  0.01735165, ...,  0.01964891,\n",
       "         0.03516764, -0.03321252]),\n",
       " array([-0.03497683,  0.06464304,  0.00540218, ...,  0.05223634,\n",
       "         0.00336206, -0.02192919]),\n",
       " array([ 0.02923877, -0.00658064, -0.00244935, ...,  0.01628213,\n",
       "         0.01506705, -0.01202933]),\n",
       " array([ 0.0239166 ,  0.00883922,  0.00243437, ..., -0.00634286,\n",
       "         0.00145208, -0.00862431]),\n",
       " array([-0.01287209,  0.01378338,  0.01221139, ..., -0.0147972 ,\n",
       "         0.00715939,  0.02991336]),\n",
       " array([ 0.03899734,  0.00388346,  0.00428115, ..., -0.03668353,\n",
       "         0.02299349,  0.01285852]),\n",
       " array([-0.02002621, -0.00560972, -0.00264887, ...,  0.04119338,\n",
       "         0.00740435,  0.01650826]),\n",
       " array([-0.00395829,  0.02982844,  0.08712587, ..., -0.02694743,\n",
       "        -0.04256948, -0.00047461]),\n",
       " array([-0.00413044,  0.00786135, -0.03569963, ..., -0.0078107 ,\n",
       "         0.04310517,  0.00295715]),\n",
       " array([ 0.06156565, -0.01177025,  0.00090976, ...,  0.01837424,\n",
       "         0.01043991,  0.00244592]),\n",
       " array([ 0.03262649,  0.02364577, -0.00796844, ...,  0.02961561,\n",
       "        -0.0027935 , -0.04059493]),\n",
       " array([ 4.44696620e-02,  4.25004326e-02,  2.81830225e-03, ...,\n",
       "         9.92715359e-03, -7.21011730e-03,  3.69765839e-05]),\n",
       " array([ 0.03410824,  0.01830086,  0.01266191, ..., -0.03907235,\n",
       "         0.03198076,  0.05000711]),\n",
       " array([ 0.00371523,  0.00894269,  0.0065322 , ..., -0.00129976,\n",
       "         0.01841979,  0.01903378]),\n",
       " array([ 0.0817466 ,  0.04315814, -0.01575272, ...,  0.02223914,\n",
       "        -0.00986291, -0.01457222]),\n",
       " array([-0.00518468,  0.01575712,  0.03495475, ...,  0.02465708,\n",
       "         0.0110921 , -0.02950726]),\n",
       " array([ 0.00150323, -0.06390764,  0.02292281, ...,  0.01734484,\n",
       "        -0.03668182, -0.03739898]),\n",
       " array([ 0.01745134, -0.00181758, -0.06061371, ..., -0.03234944,\n",
       "         0.02264716, -0.01554918]),\n",
       " array([ 0.04942537, -0.00223588,  0.00947634, ..., -0.01257892,\n",
       "        -0.00443466, -0.02185292]),\n",
       " array([ 0.05197545, -0.01832135, -0.00732972, ..., -0.02211319,\n",
       "         0.03293354, -0.02912988]),\n",
       " array([-0.01543855, -0.03618853,  0.02608501, ...,  0.03514985,\n",
       "        -0.02102145, -0.01589887]),\n",
       " array([ 0.03430881, -0.01415755,  0.01103798, ..., -0.01410588,\n",
       "         0.04725211,  0.00588068]),\n",
       " array([ 0.01572322,  0.09514806,  0.01567564, ...,  0.01464091,\n",
       "        -0.02578512,  0.01166158]),\n",
       " array([ 0.03267726,  0.0311485 , -0.04111274, ..., -0.02203053,\n",
       "         0.00720701,  0.0015808 ]),\n",
       " array([ 0.03884181,  0.02788219, -0.00993436, ..., -0.01876097,\n",
       "         0.04131656, -0.0218603 ]),\n",
       " array([ 0.03781323, -0.00772837, -0.0149356 , ..., -0.04756879,\n",
       "         0.05415589, -0.01916718]),\n",
       " array([ 0.04566326, -0.00736064,  0.05893059, ..., -0.02144583,\n",
       "         0.0081501 ,  0.0178791 ]),\n",
       " array([ 0.02037451,  0.06954645,  0.01226256, ...,  0.02958157,\n",
       "        -0.00615494, -0.00043348]),\n",
       " array([ 0.02920053,  0.05220156, -0.06064725, ..., -0.01707108,\n",
       "         0.03982503, -0.01702615]),\n",
       " array([ 0.01258431,  0.0152936 ,  0.02805515, ...,  0.00074142,\n",
       "        -0.00967244, -0.02597887]),\n",
       " array([ 0.0233319 ,  0.00169327, -0.0212648 , ...,  0.04525642,\n",
       "         0.03285379, -0.01752642]),\n",
       " array([-0.01650893, -0.0185021 , -0.01579414, ..., -0.00365643,\n",
       "         0.01209647,  0.00848815]),\n",
       " array([ 0.04110711,  0.05749894,  0.01159253, ...,  0.00583684,\n",
       "         0.00916389, -0.04182585]),\n",
       " array([ 0.00075824,  0.01949119, -0.05630789, ..., -0.01937087,\n",
       "         0.02601499, -0.03342111]),\n",
       " array([-0.00045696,  0.00429914,  0.08577505, ..., -0.0067055 ,\n",
       "        -0.02382127, -0.02520623]),\n",
       " array([ 0.0228108 ,  0.00700271,  0.01609698, ..., -0.01464098,\n",
       "         0.02303036,  0.00963161]),\n",
       " array([0.01097751, 0.02916443, 0.06094304, ..., 0.01156978, 0.02996094,\n",
       "        0.04164305]),\n",
       " array([ 0.00426778,  0.04903776,  0.02204397, ..., -0.02712042,\n",
       "         0.0317249 , -0.00954279]),\n",
       " array([ 0.02403678,  0.01833688, -0.00609204, ...,  0.01569681,\n",
       "        -0.03161455,  0.00393525]),\n",
       " array([ 0.00619168,  0.05924144, -0.01164961, ...,  0.01354606,\n",
       "         0.01633429, -0.03700332]),\n",
       " array([ 0.00651051,  0.02957031,  0.0243739 , ...,  0.00839465,\n",
       "        -0.03535476, -0.01560122]),\n",
       " array([ 0.00930282,  0.03250187, -0.01425582, ..., -0.03925279,\n",
       "         0.02363983,  0.01061936]),\n",
       " array([-0.05928688,  0.00589937,  0.01888607, ...,  0.00682446,\n",
       "        -0.01380058,  0.02745961]),\n",
       " array([ 0.03683865,  0.07304098, -0.0284528 , ...,  0.00746545,\n",
       "        -0.00714729, -0.02772558]),\n",
       " array([-0.00907321,  0.07173996,  0.01493753, ...,  0.0221762 ,\n",
       "         0.01537285, -0.03611873]),\n",
       " array([ 0.03674478,  0.04913097, -0.00155862, ...,  0.00753102,\n",
       "         0.01473101, -0.04708959]),\n",
       " array([ 0.04448736,  0.01805189, -0.02216747, ..., -0.01576547,\n",
       "         0.03083412, -0.00235175]),\n",
       " array([ 0.02533766,  0.04224635,  0.02668324, ...,  0.01613435,\n",
       "        -0.00399233, -0.03221792]),\n",
       " array([ 0.04424226,  0.01643132, -0.00576426, ..., -0.00120576,\n",
       "         0.04026471, -0.03847801]),\n",
       " array([-0.00503809, -0.02308926, -0.02905856, ..., -0.01442183,\n",
       "         0.0104224 , -0.03801251]),\n",
       " array([ 0.02988618, -0.00082914,  0.04744308, ..., -0.03057662,\n",
       "         0.01308137, -0.00984493]),\n",
       " array([ 0.05441438,  0.01697288, -0.03406477, ..., -0.00259205,\n",
       "         0.01449612, -0.03855715]),\n",
       " array([ 0.05259143,  0.05303338, -0.01603155, ...,  0.00876156,\n",
       "         0.03608479, -0.02499198]),\n",
       " array([ 0.06699493,  0.02869065, -0.00792999, ...,  0.00689101,\n",
       "         0.02621214, -0.04281066]),\n",
       " array([ 0.05356595,  0.00531859, -0.0003015 , ..., -0.01197528,\n",
       "        -0.01912921, -0.02180542]),\n",
       " array([ 0.03146765,  0.01081441, -0.00536223, ..., -0.04107123,\n",
       "         0.00788767, -0.04013025]),\n",
       " array([ 0.00714078,  0.04648091, -0.01973944, ..., -0.02265695,\n",
       "        -0.01044611,  0.00130043]),\n",
       " array([ 0.03822975, -0.01391459, -0.02639055, ...,  0.02999891,\n",
       "        -0.02568303, -0.02610755]),\n",
       " array([-0.01812341, -0.00934974,  0.02312376, ..., -0.00942463,\n",
       "        -0.01062864, -0.02691436]),\n",
       " array([ 0.05580953,  0.07120857,  0.03840193, ...,  0.01038359,\n",
       "        -0.00644416, -0.01515992]),\n",
       " array([ 0.01102574, -0.05963397,  0.01478188, ..., -0.0200257 ,\n",
       "         0.05798802,  0.00388011]),\n",
       " array([ 0.0272011 , -0.00787172,  0.00985978, ...,  0.03805181,\n",
       "         0.00613759, -0.02784521]),\n",
       " array([0.01501034, 0.00335119, 0.01070389, ..., 0.02792969, 0.02967219,\n",
       "        0.01870692]),\n",
       " array([ 0.01984687,  0.01219396,  0.0180489 , ...,  0.01204412,\n",
       "         0.0234774 , -0.05403144]),\n",
       " array([ 0.04957639,  0.07514143,  0.02206926, ..., -0.03149725,\n",
       "         0.08912452, -0.06516024]),\n",
       " array([ 0.01853943, -0.00025774,  0.0018246 , ..., -0.01898775,\n",
       "         0.00521833,  0.00274432]),\n",
       " array([ 0.01842792,  0.02751628, -0.03009665, ...,  0.02004921,\n",
       "         0.0196496 , -0.05142462]),\n",
       " array([-0.00890578,  0.031547  ,  0.01729487, ..., -0.00571951,\n",
       "         0.0290927 , -0.04222532]),\n",
       " array([ 0.08870374,  0.03644685,  0.01164206, ...,  0.00559939,\n",
       "        -0.01335974, -0.03785054]),\n",
       " array([ 0.02768945,  0.00205934,  0.01689652, ..., -0.00767291,\n",
       "         0.00090794, -0.02158586]),\n",
       " array([ 0.01986715,  0.03685466, -0.00429225, ...,  0.04050867,\n",
       "        -0.02412613, -0.01269223]),\n",
       " array([ 0.04526007,  0.01806288, -0.05123989, ..., -0.01416777,\n",
       "         0.02275347, -0.02364496]),\n",
       " array([ 0.04255794, -0.03491081, -0.00260723, ..., -0.01500611,\n",
       "        -0.00428904, -0.02285273]),\n",
       " array([ 0.00847826,  0.02669285, -0.0136418 , ...,  0.02295147,\n",
       "         0.02555512,  0.00798597]),\n",
       " array([-0.03132511,  0.01660231,  0.0006442 , ..., -0.00237348,\n",
       "         0.0274938 , -0.00908428]),\n",
       " array([ 0.03480875,  0.03262498,  0.05798827, ...,  0.02540276,\n",
       "        -0.00162138, -0.03067801]),\n",
       " array([ 0.00414348, -0.00871832,  0.01987899, ...,  0.02928384,\n",
       "         0.03662303, -0.00923474]),\n",
       " array([-0.00986339,  0.04604002,  0.00533656, ...,  0.04110561,\n",
       "         0.0018178 ,  0.00033523]),\n",
       " array([ 0.03877162,  0.00575108, -0.02080338, ..., -0.02402398,\n",
       "         0.04600866, -0.01364095]),\n",
       " array([ 0.03394917,  0.03256875,  0.0425593 , ..., -0.01799236,\n",
       "         0.00983847,  0.02737459]),\n",
       " array([ 0.00037322,  0.04638519,  0.07330877, ..., -0.02096157,\n",
       "         0.00231453, -0.04499868]),\n",
       " array([ 0.01004164,  0.01178431,  0.01089311, ..., -0.01975405,\n",
       "         0.00697068, -0.00702177]),\n",
       " array([-0.00349938, -0.03063886,  0.05709872, ...,  0.00779297,\n",
       "        -0.00815011, -0.01200395]),\n",
       " array([-0.01352553, -0.01733538,  0.00464072, ...,  0.01432456,\n",
       "         0.03029349,  0.0036014 ]),\n",
       " array([ 0.02087885, -0.02243366,  0.02073513, ...,  0.01928485,\n",
       "         0.03655759, -0.02688903]),\n",
       " array([ 0.02662146, -0.04159725, -0.02465455, ..., -0.01433314,\n",
       "         0.00274589,  0.01571582]),\n",
       " array([ 0.05635991,  0.06723479,  0.01141638, ...,  0.00919402,\n",
       "         0.02933061, -0.01815114]),\n",
       " array([ 0.00195154,  0.03784237,  0.02110907, ...,  0.00921074,\n",
       "         0.04178597, -0.02479607]),\n",
       " array([0.01624086, 0.02619493, 0.05364721, ..., 0.01075738, 0.00085425,\n",
       "        0.00170704]),\n",
       " array([-0.02426551,  0.02659831,  0.00137829, ...,  0.02039567,\n",
       "         0.00106557, -0.03396735]),\n",
       " array([ 0.041121  ,  0.02039517,  0.05144259, ...,  0.01167378,\n",
       "         0.00507222, -0.01380541]),\n",
       " array([ 0.03091066, -0.00969895,  0.02239556, ...,  0.02168959,\n",
       "        -0.03916508, -0.01575944]),\n",
       " array([ 0.01338271, -0.00610627,  0.03274632, ...,  0.02862285,\n",
       "        -0.02249336, -0.00968645]),\n",
       " array([ 0.06761765,  0.02797741, -0.00380321, ..., -0.03229533,\n",
       "         0.05248269, -0.01164056]),\n",
       " array([ 0.01091097, -0.02524929,  0.01624817, ..., -0.01115331,\n",
       "         0.03141159, -0.03438888]),\n",
       " array([-0.01447352,  0.03964436,  0.00874035, ..., -0.00619228,\n",
       "        -0.00614637, -0.00107102]),\n",
       " array([-0.02680848,  0.05374819,  0.03653197, ..., -0.01666509,\n",
       "         0.00262442,  0.00313127]),\n",
       " array([-0.00407271,  0.03418671, -0.03629997, ..., -0.02720491,\n",
       "        -0.00337554, -0.01560872]),\n",
       " array([ 0.01404387, -0.04510335, -0.01838165, ..., -0.00605432,\n",
       "         0.03280897, -0.0157694 ]),\n",
       " array([-0.01006357, -0.04826053,  0.05115973, ..., -0.01339207,\n",
       "        -0.00509869,  0.03826944]),\n",
       " array([ 0.03097837,  0.03593303,  0.01131902, ..., -0.01417974,\n",
       "         0.01509989, -0.01495833]),\n",
       " array([ 0.01051851,  0.00793629, -0.02449486, ...,  0.02942506,\n",
       "         0.00324033, -0.03761233]),\n",
       " array([ 0.05034314,  0.0605399 ,  0.00608602, ...,  0.00243908,\n",
       "         0.02418393, -0.03072373]),\n",
       " array([ 0.06298886,  0.00246226, -0.01398971, ...,  0.01767344,\n",
       "         0.01604247, -0.02617975]),\n",
       " array([ 0.01447457, -0.00586118, -0.01737668, ..., -0.03535298,\n",
       "         0.00302503,  0.00105906]),\n",
       " array([-0.04372671,  0.09087468,  0.03606398, ...,  0.03529068,\n",
       "         0.03758715, -0.00884025]),\n",
       " array([ 9.47920635e-05,  6.82890136e-03, -1.62976515e-02, ...,\n",
       "        -1.38313137e-02, -2.01861584e-03, -4.65691416e-03]),\n",
       " array([-0.00795265,  0.01795446,  0.02910281, ..., -0.00822709,\n",
       "         0.02783429, -0.00371408]),\n",
       " array([ 0.01982763,  0.02915552,  0.03356166, ..., -0.00828495,\n",
       "        -0.01982763, -0.01997997]),\n",
       " array([ 0.01989878,  0.00917631,  0.00467023, ...,  0.00462787,\n",
       "         0.00428104, -0.02984288]),\n",
       " array([-0.00110282, -0.02441106,  0.07628736, ...,  0.03660545,\n",
       "         0.01123578,  0.01213865]),\n",
       " array([ 0.01369568, -0.00845524, -0.00282177, ...,  0.01945008,\n",
       "         0.01354451,  0.00223348]),\n",
       " array([ 0.0077753 , -0.02185827, -0.0619526 , ..., -0.05161051,\n",
       "         0.0205218 , -0.00059134]),\n",
       " array([ 0.00196741,  0.00645906,  0.00752496, ..., -0.01672568,\n",
       "        -0.02721502,  0.04598766]),\n",
       " array([ 0.00199245, -0.00956501,  0.02317037, ..., -0.00231119,\n",
       "         0.01451073, -0.01841558]),\n",
       " array([ 0.01419628,  0.00963409, -0.00411856, ...,  0.01772017,\n",
       "        -0.00768336, -0.00970331]),\n",
       " array([ 0.03434526,  0.0374118 , -0.01565163, ..., -0.00367678,\n",
       "        -0.00769702, -0.0139221 ]),\n",
       " array([ 0.05305851, -0.03128145, -0.02346109, ..., -0.03264252,\n",
       "         0.0303587 , -0.01451035]),\n",
       " array([-0.01789082,  0.01014889,  0.03079405, ..., -0.00877792,\n",
       "         0.00225496, -0.00938586]),\n",
       " array([-0.01899799,  0.01143514,  0.01452419, ..., -0.02411091,\n",
       "         0.00558599, -0.03092813]),\n",
       " array([ 0.05235388,  0.05212304,  0.05969451, ...,  0.01201508,\n",
       "        -0.02539209,  0.00496877]),\n",
       " array([ 0.01942149, -0.01362146, -0.03231939, ...,  0.00696004,\n",
       "        -0.01797436, -0.02418786]),\n",
       " array([ 0.02770251,  0.05178085, -0.00762067, ...,  0.02236555,\n",
       "        -0.02389217, -0.00241094]),\n",
       " array([ 0.02418181,  0.01994312, -0.00514207, ...,  0.01310369,\n",
       "        -0.01359133,  0.001763  ]),\n",
       " array([ 0.01724494,  0.02399981, -0.00593628, ..., -0.00025562,\n",
       "         0.00897416, -0.01779066]),\n",
       " array([ 0.03035365,  0.00303087, -0.00734707, ..., -0.00371282,\n",
       "        -0.00818336,  0.00349112]),\n",
       " array([-0.01658797, -0.0121235 ,  0.04198582, ..., -0.00935884,\n",
       "         0.03486913,  0.00456698]),\n",
       " array([ 0.01062827, -0.00168674,  0.00177138, ...,  0.02679437,\n",
       "         0.04019155,  0.00457052]),\n",
       " array([-0.01304747,  0.02416647,  0.00949397, ..., -0.03004625,\n",
       "        -0.04363989, -0.02969563]),\n",
       " array([ 0.03113481, -0.02833892, -0.00338798, ...,  0.02801319,\n",
       "        -0.02899039,  0.03306207]),\n",
       " array([ 0.03782771,  0.0236588 , -0.00324292, ..., -0.02010009,\n",
       "         0.00652429, -0.03125948]),\n",
       " array([ 0.02207485, -0.02723936,  0.03430057, ..., -0.02104652,\n",
       "         0.01233998, -0.03459765]),\n",
       " array([-0.02330421,  0.01314992,  0.01134373, ...,  0.01570501,\n",
       "         0.01051773, -0.00437505]),\n",
       " array([-0.00100588,  0.03907571,  0.00769567, ..., -0.02469173,\n",
       "         0.02313385, -0.00263111]),\n",
       " array([ 0.01743647,  0.02598659,  0.0218076 , ..., -0.02872455,\n",
       "         0.01455441, -0.00811781]),\n",
       " array([ 0.00623682,  0.0278757 ,  0.01497578, ...,  0.03968827,\n",
       "         0.03098948, -0.01530939]),\n",
       " array([-0.0045402 , -0.0313502 , -0.00561184, ...,  0.03155311,\n",
       "        -0.05301126,  0.02363947]),\n",
       " array([ 0.00563346,  0.03114408, -0.03414132, ...,  0.00918246,\n",
       "         0.05454983,  0.00010149]),\n",
       " array([ 0.01402657,  0.01896499, -0.02739791, ..., -0.0151914 ,\n",
       "        -0.00064877, -0.0496026 ]),\n",
       " array([ 0.01673933,  0.04647144,  0.02490485, ..., -0.01142573,\n",
       "        -0.00835765, -0.02562534]),\n",
       " array([ 0.01452682, -0.00525458,  0.04544039, ..., -0.00133948,\n",
       "         0.02107909,  0.00741537]),\n",
       " array([-0.03448995,  0.03100742,  0.03180711, ..., -0.0230234 ,\n",
       "        -0.03848841, -0.02940804]),\n",
       " array([ 0.00617501, -0.00948455,  0.02926783, ..., -0.02510182,\n",
       "         0.01892681, -0.04876562]),\n",
       " array([ 0.01426817,  0.02631598, -0.02195407, ..., -0.05137068,\n",
       "        -0.00546881,  0.00827055]),\n",
       " array([-0.02454655,  0.01130342, -0.01342786, ..., -0.00667929,\n",
       "         0.02371525, -0.00820335]),\n",
       " array([ 0.01127025,  0.02405764, -0.03740855, ...,  0.0273737 ,\n",
       "        -0.02062239, -0.0448209 ]),\n",
       " array([ 0.04174398,  0.05393972,  0.02301205, ..., -0.00114738,\n",
       "         0.01574101, -0.00444771]),\n",
       " array([ 0.00544033,  0.01930072,  0.03718944, ...,  0.01379809,\n",
       "        -0.0087471 ,  0.02888359]),\n",
       " array([-0.01875201,  0.0555499 , -0.03678219, ..., -0.0164139 ,\n",
       "         0.03030137,  0.01969354]),\n",
       " array([ 0.01327206,  0.03002927, -0.02391382, ..., -0.00100965,\n",
       "         0.00790734, -0.03151977]),\n",
       " array([ 0.02249624,  0.01918212, -0.04194349, ...,  0.00574337,\n",
       "         0.02225762, -0.00743688]),\n",
       " array([ 0.04264252,  0.03176881,  0.04971947, ..., -0.02678394,\n",
       "        -0.00128496, -0.01765364]),\n",
       " array([-0.01281252,  0.03150658,  0.02433341, ...,  0.01642217,\n",
       "        -0.00274328, -0.05733921]),\n",
       " array([ 0.01404019,  0.07204267,  0.0495114 , ...,  0.0178552 ,\n",
       "        -0.01188752, -0.00785724]),\n",
       " array([ 0.02314159,  0.03327015, -0.00416535, ...,  0.00964123,\n",
       "        -0.01758339,  0.00037949]),\n",
       " array([ 0.02042283,  0.01827984,  0.04749713, ...,  0.00191171,\n",
       "        -0.00823822, -0.00480417]),\n",
       " array([ 0.02077135,  0.0419266 , -0.04351702, ..., -0.02503531,\n",
       "        -0.00953563, -0.00265298]),\n",
       " array([-0.00023164,  0.0297529 ,  0.02788848, ..., -0.02100052,\n",
       "         0.01345224, -0.02421145]),\n",
       " array([ 0.04941158, -0.02748828,  0.01749152, ...,  0.00070789,\n",
       "         0.0275556 , -0.01369926]),\n",
       " array([ 0.06829664, -0.00865896,  0.05720018, ...,  0.02544294,\n",
       "        -0.00687145, -0.0224715 ]),\n",
       " array([ 0.04592427,  0.02266673, -0.00790211, ...,  0.01499754,\n",
       "        -0.01738351,  0.00203944]),\n",
       " array([ 0.00048307, -0.02780307, -0.00616941, ..., -0.02908221,\n",
       "        -0.02818923, -0.01805269]),\n",
       " array([-0.01451045,  0.03764558,  0.01815845, ...,  0.02069924,\n",
       "         0.02976681, -0.00969694]),\n",
       " array([ 0.00706079,  0.04254635, -0.01826496, ...,  0.01699357,\n",
       "         0.00043704, -0.01370156]),\n",
       " array([ 0.02698263, -0.01755348,  0.01034006, ..., -0.05012466,\n",
       "         0.01338053,  0.00482844]),\n",
       " array([ 0.03917311,  0.04159441,  0.01818855, ...,  0.01872181,\n",
       "         0.01186147, -0.02902673]),\n",
       " array([ 0.03888363, -0.00335108,  0.02239963, ...,  0.03487341,\n",
       "        -0.03101828, -0.02942306]),\n",
       " array([ 0.02655431,  0.01203925, -0.00808887, ..., -0.03335066,\n",
       "         0.0410451 , -0.01013384]),\n",
       " array([ 0.00594534, -0.02367578, -0.03531571, ..., -0.00580347,\n",
       "        -0.00133292,  0.02152464]),\n",
       " array([ 0.02537074,  0.04841766,  0.04985901, ..., -0.02834169,\n",
       "         0.01639906, -0.02073782]),\n",
       " array([ 0.01579187,  0.06481757,  0.05337007, ...,  0.00884345,\n",
       "         0.0144125 , -0.04955424]),\n",
       " array([ 0.00552199,  0.00077131,  0.01461484, ..., -0.01623744,\n",
       "         0.03537728, -0.04406162]),\n",
       " array([ 0.01585557,  0.04993679,  0.046971  , ...,  0.02401782,\n",
       "         0.00716099, -0.01609638]),\n",
       " array([ 0.01203425, -0.03014251, -0.01992818, ..., -0.00196068,\n",
       "        -0.01044182, -0.02191872]),\n",
       " array([ 0.02417991,  0.00165834,  0.01699699, ...,  0.0088593 ,\n",
       "        -0.02853185,  0.00474883]),\n",
       " array([ 0.02813504, -0.02094743,  0.01101525, ..., -0.0013346 ,\n",
       "         0.04332254, -0.00893527]),\n",
       " array([ 0.02539528,  0.01394152, -0.00746957, ...,  0.0246881 ,\n",
       "        -0.02197304, -0.02932264]),\n",
       " array([ 0.02389509,  0.02907398, -0.0187162 , ...,  0.01370392,\n",
       "        -0.00496368, -0.00040503]),\n",
       " array([-0.05844828,  0.03916375, -0.02954272, ..., -0.00513175,\n",
       "        -0.02264021, -0.03793192]),\n",
       " array([ 0.0496228 ,  0.05820567,  0.00662829, ...,  0.04089195,\n",
       "        -0.03598393, -0.00306597]),\n",
       " array([-0.01602225,  0.00791886, -0.03206622, ..., -0.00484141,\n",
       "         0.01618508, -0.05067201]),\n",
       " array([4.46304865e-02, 6.06029592e-02, 4.15343857e-06, ...,\n",
       "        4.13435437e-02, 3.75943780e-02, 5.88054163e-03]),\n",
       " array([ 0.02305271, -0.00712212, -0.02906798, ...,  0.01216961,\n",
       "         0.02399151, -0.02626317]),\n",
       " array([-0.01086206,  0.01118589,  0.04074958, ..., -0.01821587,\n",
       "         0.00531634,  0.00950599]),\n",
       " array([ 0.01790329, -0.00979179, -0.01473206, ..., -0.00640756,\n",
       "         0.01093367,  0.01268495]),\n",
       " array([ 0.02208593,  0.06993484,  0.01980855, ..., -0.00588326,\n",
       "        -0.02825387, -0.00768026]),\n",
       " array([ 0.05454502,  0.02316849,  0.0004116 , ..., -0.0077481 ,\n",
       "         0.03335778, -0.03539968]),\n",
       " array([-0.00103612,  0.02224729, -0.02944981, ...,  0.00533295,\n",
       "        -0.01492344, -0.00358196]),\n",
       " array([ 0.002298  ,  0.00533902,  0.00284963, ..., -0.01615497,\n",
       "         0.0167854 , -0.0193747 ]),\n",
       " array([-0.01305225,  0.00452463, -0.04324114, ..., -0.00554943,\n",
       "        -0.06292312, -0.02901981]),\n",
       " array([-0.00812466, -0.00350943, -0.01801065, ...,  0.00204606,\n",
       "        -0.03673642, -0.00128872]),\n",
       " array([ 0.0425097 , -0.03491948, -0.03235947, ..., -0.01323796,\n",
       "         0.01344007,  0.00163931]),\n",
       " array([-0.00183728,  0.02448253, -0.0010953 , ...,  0.01269787,\n",
       "         0.01006697, -0.03144027]),\n",
       " array([ 0.01449674,  0.02701064,  0.07102961, ...,  0.0076174 ,\n",
       "        -0.02538031,  0.0035333 ]),\n",
       " array([ 0.00205607,  0.01644853, -0.05635852, ...,  0.04814701,\n",
       "         0.0012711 , -0.01389837]),\n",
       " array([-0.04545744,  0.08193937, -0.03832242, ..., -0.01916121,\n",
       "        -0.01696775, -0.05092847]),\n",
       " array([ 0.04616833, -0.01874406, -0.01339875, ...,  0.00475993,\n",
       "         0.01270102, -0.03904913]),\n",
       " array([-0.02649142,  0.01559008,  0.01259568, ...,  0.03638041,\n",
       "         0.00574904,  0.02380605]),\n",
       " array([ 0.0087859 , -0.01073677, -0.00030069, ..., -0.00149625,\n",
       "         0.06398863, -0.00837482]),\n",
       " array([ 0.02221009,  0.00567872,  0.00134757, ..., -0.03083933,\n",
       "        -0.00563064, -0.03057493]),\n",
       " array([ 0.02266404,  0.05249232,  0.03255232, ...,  0.02428485,\n",
       "        -0.01140693, -0.0164396 ]),\n",
       " array([0.02709434, 0.01537335, 0.02269002, ..., 0.0041477 , 0.02716596,\n",
       "        0.01426332]),\n",
       " array([-0.02350595, -0.02279133, -0.03920211, ..., -0.01214857,\n",
       "         0.00119237, -0.00253627]),\n",
       " array([-0.0209717 ,  0.02476387, -0.04646778, ...,  0.03372521,\n",
       "        -0.01372614, -0.04948404]),\n",
       " array([-0.00456086, -0.00478127, -0.04993158, ..., -0.00115775,\n",
       "         0.02482553,  0.020718  ]),\n",
       " array([ 0.0308962 ,  0.01305802,  0.0060335 , ...,  0.01587948,\n",
       "         0.00817875, -0.00751419]),\n",
       " array([ 0.01419986,  0.00290144, -0.00232792, ..., -0.00265586,\n",
       "         0.01337634, -0.05218774]),\n",
       " array([ 0.08793139,  0.0266707 ,  0.02912841, ...,  0.02507774,\n",
       "        -0.01961617, -0.0172381 ]),\n",
       " array([ 0.00945695,  0.03586769,  0.02680531, ..., -0.03115831,\n",
       "         0.01937212, -0.04019524]),\n",
       " array([ 0.03939661, -0.02050116,  0.01257435, ...,  0.00138733,\n",
       "        -0.02546531, -0.01760635]),\n",
       " array([ 0.02413582,  0.04582979, -0.00335434, ...,  0.01636044,\n",
       "        -0.00514718, -0.01628333]),\n",
       " array([-0.00393756,  0.02876989,  0.01333633, ...,  0.01663699,\n",
       "         0.03752472, -0.02746089]),\n",
       " array([-0.01807341,  0.03630747, -0.01534232, ...,  0.01428201,\n",
       "         0.02705389, -0.00944637]),\n",
       " array([-0.01847016,  0.01119713, -0.00085401, ..., -0.01799722,\n",
       "         0.00116237, -0.00081965]),\n",
       " array([ 0.05448497,  0.06114938, -0.01638901, ...,  0.01716426,\n",
       "         0.00926897, -0.01310441]),\n",
       " array([ 0.00316007,  0.0248411 ,  0.03062348, ...,  0.01043719,\n",
       "        -0.02003016, -0.02312952]),\n",
       " array([ 0.04554239, -0.00081278, -0.00122001, ...,  0.01943948,\n",
       "         0.03715936, -0.00780535]),\n",
       " array([0.06037291, 0.02626173, 0.00323426, ..., 0.00012463, 0.0120225 ,\n",
       "        0.00393381]),\n",
       " array([ 0.00983291, -0.01105654,  0.00684792, ..., -0.03132047,\n",
       "        -0.00361327, -0.00617301]),\n",
       " array([ 0.00920542,  0.01950224, -0.02190592, ...,  0.01663083,\n",
       "         0.00395632,  0.0046222 ]),\n",
       " array([ 0.02366676,  0.05286004,  0.00630687, ..., -0.03466861,\n",
       "         0.00024446, -0.04497964]),\n",
       " array([-0.02830723,  0.0051334 ,  0.05318794, ..., -0.0220551 ,\n",
       "         0.01430704,  0.00742202]),\n",
       " array([ 0.02190414,  0.03613401, -0.02130005, ..., -0.00017235,\n",
       "        -0.00337288, -0.00236605]),\n",
       " array([ 0.00348296,  0.03197473, -0.00592809, ..., -0.00454431,\n",
       "        -0.00594824, -0.01991032]),\n",
       " array([-0.00528867, -0.01112673,  0.03658598, ..., -0.00303072,\n",
       "        -0.01270246, -0.03624789]),\n",
       " array([-0.00568878,  0.00799974, -0.02308875, ..., -0.01962752,\n",
       "        -0.00458717, -0.0061336 ]),\n",
       " array([ 0.0072392 ,  0.01615091, -0.05856265, ..., -0.01424126,\n",
       "        -0.00756372, -0.02631075]),\n",
       " array([ 0.00011146, -0.01928588, -0.04331942, ...,  0.04263443,\n",
       "        -0.03141484, -0.00285214]),\n",
       " array([-0.02442758, -0.02142368, -0.0515253 , ..., -0.00099348,\n",
       "         0.03381478, -0.01335069]),\n",
       " array([ 0.02164526,  0.01109479,  0.02142522, ..., -0.00907387,\n",
       "        -0.01061417,  0.01154645]),\n",
       " array([ 0.02379715,  0.02464407,  0.02252082, ..., -0.03265996,\n",
       "         0.00605664, -0.01250096]),\n",
       " array([ 0.03840091, -0.02062013, -0.03023199, ..., -0.02247035,\n",
       "         0.03160512, -0.00960023]),\n",
       " array([ 0.02704304,  0.02478391, -0.00741967, ..., -0.00837758,\n",
       "         0.01777398, -0.02489465]),\n",
       " array([-0.03249049, -0.01276107,  0.01297482, ...,  0.00873716,\n",
       "        -0.03539753, -0.00106609]),\n",
       " array([ 0.04141705,  0.03500269,  0.0009114 , ...,  0.01425813,\n",
       "         0.02798774, -0.01378967]),\n",
       " array([-0.00370393,  0.02556588, -0.0272869 , ..., -0.00834321,\n",
       "        -0.03087859, -0.01456631]),\n",
       " array([ 0.00449239,  0.02636557, -0.00549389, ..., -0.01828952,\n",
       "         0.03511997, -0.02599441]),\n",
       " array([-0.00302484,  0.02024251,  0.02569818, ...,  0.01943512,\n",
       "        -0.00068448, -0.00952148]),\n",
       " array([ 0.02049193,  0.03615087, -0.09379893, ...,  0.01712816,\n",
       "         0.01702184, -0.02625287]),\n",
       " array([ 0.02946828,  0.08670379,  0.00657908, ...,  0.04457766,\n",
       "         0.00390868, -0.01842393]),\n",
       " array([ 0.01190327,  0.03932741, -0.02539993, ...,  0.00899974,\n",
       "        -0.02443209,  0.00787256]),\n",
       " array([-0.00670843,  0.01825478, -0.0213723 , ..., -0.03048237,\n",
       "        -0.00223999,  0.00734925]),\n",
       " array([-0.01624729, -0.04730196, -0.03274402, ..., -0.03136079,\n",
       "         0.00232286, -0.00370751]),\n",
       " array([ 0.02053552,  0.02831705,  0.00726615, ...,  0.02261966,\n",
       "        -0.00354246, -0.04643996]),\n",
       " array([ 0.02996259,  0.02112889, -0.03829784, ..., -0.01517514,\n",
       "         0.02385653, -0.01489822]),\n",
       " array([-0.05810611,  0.02251322, -0.02869134, ..., -0.01137236,\n",
       "        -0.00051047, -0.00100105]),\n",
       " array([-0.00923077,  0.00265506, -0.01826823, ..., -0.01310915,\n",
       "         0.04492149,  0.00997987]),\n",
       " array([ 0.00093313,  0.02633632, -0.02161197, ..., -0.00822194,\n",
       "         0.0005412 ,  0.04165785]),\n",
       " array([ 0.03558775, -0.01843983,  0.01323186, ...,  0.0239203 ,\n",
       "         0.00899787, -0.00300013]),\n",
       " array([ 0.0336806 ,  0.02734441, -0.03912539, ...,  0.01514182,\n",
       "         0.01028126, -0.02055047]),\n",
       " array([-0.00303955, -0.05178142,  0.03069868, ...,  0.02233792,\n",
       "        -0.0143069 , -0.04493112]),\n",
       " array([0.06956622, 0.03376719, 0.06303531, ..., 0.02704278, 0.00113913,\n",
       "        0.00917955]),\n",
       " array([ 0.01911343,  0.00373207, -0.00544329, ..., -0.01498044,\n",
       "         0.03488918, -0.01984355]),\n",
       " array([-0.02060929,  0.02215404, -0.00647415, ..., -0.01512101,\n",
       "         0.00233911, -0.00334383]),\n",
       " array([ 0.021436  ,  0.01152691, -0.01356107, ..., -0.01055146,\n",
       "        -0.00077917, -0.00529357]),\n",
       " array([-0.01787878, -0.03030671,  0.00866003, ..., -0.02600054,\n",
       "        -0.02192604, -0.00459575]),\n",
       " array([0.06806982, 0.02251839, 0.00934359, ..., 0.04199469, 0.00530366,\n",
       "        0.00167401]),\n",
       " array([ 0.01216349,  0.00589205,  0.03338637, ...,  0.0090134 ,\n",
       "        -0.00187827,  0.00179061]),\n",
       " array([ 0.00959393,  0.02302292, -0.06151106, ..., -0.04182352,\n",
       "         0.03103036, -0.02042457]),\n",
       " array([ 0.0056995 , -0.00452925, -0.00247541, ...,  0.02554996,\n",
       "        -0.02687197, -0.01324713]),\n",
       " array([ 0.03899345,  0.01100508, -0.00433685, ..., -0.02363097,\n",
       "         0.00609566,  0.01077018]),\n",
       " array([ 0.0679421 ,  0.01296992,  0.02449362, ...,  0.02663219,\n",
       "        -0.008562  ,  0.00381751]),\n",
       " array([ 0.05149462,  0.01254575, -0.00634501, ..., -0.00666308,\n",
       "         0.00505634, -0.03129551]),\n",
       " array([ 0.00036937,  0.02358641,  0.00735668, ..., -0.04990095,\n",
       "         0.00633032, -0.02631454]),\n",
       " array([ 0.03124787,  0.09021984,  0.01968645, ..., -0.00168088,\n",
       "        -0.01938067, -0.01214386]),\n",
       " array([ 0.06433447,  0.02525297,  0.03165065, ..., -0.017236  ,\n",
       "         0.04275719, -0.01892482]),\n",
       " array([-0.01676522, -0.00600317, -0.00835142, ...,  0.01200634,\n",
       "         0.04415839,  0.0174513 ]),\n",
       " array([ 0.02138367, -0.00716401, -0.03525417, ..., -0.00195355,\n",
       "        -0.00717003,  0.01173333]),\n",
       " array([-0.00600584,  0.0070152 , -0.01725087, ...,  0.03485694,\n",
       "        -0.01121839, -0.02607166]),\n",
       " array([ 0.06502427, -0.00285422,  0.02354537, ...,  0.02559899,\n",
       "         0.00444526, -0.02710361]),\n",
       " array([-0.01949601,  0.04956078,  0.01040574, ...,  0.05482268,\n",
       "        -0.01837167, -0.00571444]),\n",
       " array([ 0.02337403,  0.08320346,  0.016153  , ...,  0.01685355,\n",
       "        -0.00557407, -0.02057184]),\n",
       " array([ 0.03530096,  0.04670588,  0.02745081, ...,  0.03441226,\n",
       "        -0.00043123,  0.01483628]),\n",
       " array([ 0.02897125,  0.03433101, -0.03127237, ..., -0.0111197 ,\n",
       "        -0.01274907,  0.00279779]),\n",
       " array([ 0.02324642,  0.0238905 ,  0.01727081, ...,  0.01818922,\n",
       "        -0.00657794, -0.05190786]),\n",
       " array([ 0.01726139,  0.03844881,  0.01243893, ..., -0.02402723,\n",
       "        -0.00373626, -0.00649429]),\n",
       " array([ 0.06193645,  0.01870948, -0.00581385, ..., -0.00924957,\n",
       "         0.03108509, -0.00450792]),\n",
       " array([0.04991271, 0.03451411, 0.03095881, ..., 0.0074973 , 0.00020633,\n",
       "        0.00318015]),\n",
       " array([ 0.03421505,  0.02955314,  0.03349356, ..., -0.00745766,\n",
       "        -0.0206872 , -0.01645541]),\n",
       " array([-0.00761349, -0.02595299, -0.05337999, ..., -0.02550553,\n",
       "         0.05164278,  0.00053918]),\n",
       " array([ 0.03993276,  0.00608987,  0.0141853 , ..., -0.02252585,\n",
       "         0.02671522, -0.01519126]),\n",
       " array([-0.00769102,  0.00531586, -0.03946999, ...,  0.01002034,\n",
       "         0.01203786, -0.00661501]),\n",
       " array([ 0.03464624, -0.02539341,  0.0019307 , ...,  0.04352563,\n",
       "        -0.00491167, -0.02054916]),\n",
       " array([ 0.05351024,  0.02099722,  0.04113137, ..., -0.00303923,\n",
       "         0.01500506, -0.00584729]),\n",
       " array([ 0.00779189, -0.03901517, -0.01302156, ..., -0.00141882,\n",
       "        -0.0059383 , -0.03319755]),\n",
       " array([-0.02038131,  0.04786503,  0.02256126, ...,  0.01851781,\n",
       "         0.00015749, -0.0245654 ]),\n",
       " array([ 0.05076588,  0.02087091, -0.04243085, ..., -0.00206848,\n",
       "         0.02491618, -0.01235807]),\n",
       " array([-0.0105765 , -0.02789679, -0.0355847 , ..., -0.05062334,\n",
       "         0.00910411,  0.001105  ]),\n",
       " array([ 0.00755757, -0.02530276,  0.05346347, ..., -0.00068177,\n",
       "        -0.02421871,  0.02142235]),\n",
       " array([-0.0105137 ,  0.03307248,  0.06746346, ..., -0.03013331,\n",
       "        -0.01615167, -0.02735896]),\n",
       " array([ 0.05182925,  0.01141244, -0.01438251, ...,  0.01260917,\n",
       "         0.02604518, -0.02611045]),\n",
       " array([ 0.0643675 , -0.01613798,  0.01372881, ..., -0.01117555,\n",
       "         0.02108312, -0.01234556]),\n",
       " array([-0.02234803,  0.04863592, -0.03005471, ..., -0.0311994 ,\n",
       "        -0.01566625, -0.02158934]),\n",
       " array([-0.00817329,  0.0091324 , -0.01081233, ..., -0.00037549,\n",
       "         0.00962089,  0.02690274]),\n",
       " array([ 0.01437721,  0.06042449, -0.07103145, ..., -0.01137986,\n",
       "        -0.00346234, -0.01420126]),\n",
       " array([0.04019357, 0.03544175, 0.01730082, ..., 0.04011481, 0.00562145,\n",
       "        0.01438672]),\n",
       " array([-0.02069562,  0.0576405 ,  0.03533294, ..., -0.00101761,\n",
       "         0.01421539,  0.0021745 ]),\n",
       " array([-0.01862712, -0.0106476 ,  0.00826362, ..., -0.00406079,\n",
       "         0.00337524, -0.00818333]),\n",
       " array([ 0.02338061,  0.00855782, -0.02766491, ..., -0.01241153,\n",
       "         0.01159343,  0.00079052]),\n",
       " array([ 0.00586516, -0.00972024, -0.00638941, ...,  0.03610044,\n",
       "         0.00828943, -0.01053122]),\n",
       " array([ 0.03399903,  0.04010083,  0.02951513, ..., -0.01316278,\n",
       "         0.01881387, -0.01986551]),\n",
       " array([ 0.0312372 , -0.00939211,  0.06922461, ..., -0.02190328,\n",
       "        -0.01149864,  0.00143951]),\n",
       " array([-0.01289913,  0.05344025,  0.03324302, ..., -0.02899686,\n",
       "         0.01120206, -0.02046262]),\n",
       " array([-0.01233967,  0.00993094,  0.05042665, ...,  0.01639098,\n",
       "         0.00472169, -0.06013123]),\n",
       " array([ 0.04436046,  0.02005504,  0.00174489, ...,  0.02729186,\n",
       "        -0.02195653, -0.02418238]),\n",
       " array([-0.01143001, -0.03350869,  0.01053704, ...,  0.02077271,\n",
       "         0.01636367, -0.00377838]),\n",
       " array([-0.01267257,  0.03217422,  0.02891865, ...,  0.0060883 ,\n",
       "        -0.00672098, -0.02998688]),\n",
       " array([ 0.03293561, -0.02990544, -0.03386797, ...,  0.02605945,\n",
       "         0.00736564, -0.02790087]),\n",
       " array([ 0.00718713,  0.01378355,  0.0303238 , ..., -0.00727944,\n",
       "         0.0506053 , -0.02786245]),\n",
       " array([ 0.0285707 , -0.00661071,  0.00740866, ...,  0.00020537,\n",
       "         0.00078822, -0.03612209]),\n",
       " array([ 0.01193048, -0.03271636, -0.01542826, ...,  0.01302948,\n",
       "         0.017193  , -0.00835345]),\n",
       " array([-0.00766274,  0.0054963 ,  0.01448573, ...,  0.0287382 ,\n",
       "        -0.01495226, -0.02687208]),\n",
       " array([-0.01389447,  0.01807836,  0.01543516, ..., -0.03904022,\n",
       "        -0.02335063, -0.04065158]),\n",
       " array([ 0.00456932,  0.04691207,  0.02438991, ..., -0.02338327,\n",
       "         0.01598503, -0.02299516]),\n",
       " array([-0.03031476, -0.02652242,  0.0230421 , ..., -0.00457242,\n",
       "         0.00622857, -0.00472543]),\n",
       " array([-0.01741677,  0.04493957, -0.00317157, ..., -0.00090264,\n",
       "         0.0269733 , -0.01100793]),\n",
       " array([ 0.05379056,  0.03991656,  0.0061707 , ..., -0.00810661,\n",
       "        -0.02438321, -0.01931298]),\n",
       " array([ 0.04870643,  0.03221055, -0.01330338, ...,  0.00144132,\n",
       "        -0.03512512,  0.00020939]),\n",
       " array([-0.03973161, -0.0200914 , -0.000632  , ..., -0.00940209,\n",
       "        -0.01741078,  0.01024476]),\n",
       " array([ 0.02946828,  0.08670379,  0.00657908, ...,  0.04457766,\n",
       "         0.00390868, -0.01842393]),\n",
       " array([-0.04894285,  0.06016277, -0.06681161, ..., -0.02271687,\n",
       "         0.0163797 , -0.03061237]),\n",
       " array([ 0.03578582, -0.01216383, -0.03092985, ..., -0.00822284,\n",
       "         0.01814408, -0.00837235]),\n",
       " array([-0.03625992,  0.02488697,  0.00527496, ...,  0.01885516,\n",
       "        -0.03782543, -0.0277187 ]),\n",
       " array([ 0.00531418,  0.03860207, -0.00340927, ...,  0.01031996,\n",
       "         0.01311056, -0.0171197 ]),\n",
       " array([ 3.16981971e-02, -4.04049968e-03,  1.90115843e-05, ...,\n",
       "        -1.99440159e-02,  3.10451873e-02, -5.88389300e-03]),\n",
       " array([ 0.0143083 ,  0.02009404, -0.00037905, ..., -0.02173853,\n",
       "        -0.01256778, -0.02292689]),\n",
       " array([ 0.00110378,  0.02813016, -0.00953386, ..., -0.00836587,\n",
       "        -0.01559191, -0.03337906]),\n",
       " array([ 0.00110374, -0.01882958,  0.01744598, ...,  0.0004253 ,\n",
       "         0.04178482, -0.02471618]),\n",
       " array([ 0.0219317 ,  0.05663376,  0.01241072, ...,  0.01815864,\n",
       "         0.01669485, -0.03129495]),\n",
       " array([-0.04539805,  0.03666124,  0.01900909, ..., -0.03673266,\n",
       "         0.00560929, -0.00441899]),\n",
       " array([ 0.00899629,  0.00441272,  0.03863334, ...,  0.00151495,\n",
       "        -0.0243247 , -0.00469302]),\n",
       " array([ 0.04132191,  0.00484225, -0.00343015, ...,  0.00160029,\n",
       "         0.01439327,  0.01149966]),\n",
       " array([ 0.02075889,  0.03612586, -0.01046706, ...,  0.00473815,\n",
       "         0.01893912, -0.01508389]),\n",
       " array([ 0.01943261, -0.01541897, -0.0030426 , ..., -0.02937843,\n",
       "         0.05254219, -0.03046129]),\n",
       " array([ 0.04052659, -0.01720489,  0.00130121, ..., -0.02255432,\n",
       "         0.01265622, -0.01995189]),\n",
       " array([ 0.04478176,  0.06753061, -0.03004696, ...,  0.02528934,\n",
       "         0.01845313, -0.03348816]),\n",
       " array([-0.00850177, -0.00640737, -0.02697564, ..., -0.00689421,\n",
       "         0.03330133,  0.01624551]),\n",
       " array([0.05358486, 0.03778019, 0.02239212, ..., 0.0010952 , 0.00526605,\n",
       "        0.00242798]),\n",
       " array([-0.02156098,  0.01879168,  0.03602562, ...,  0.00954419,\n",
       "         0.01859387, -0.02440445]),\n",
       " array([ 0.03698953, -0.03643547, -0.02480005, ..., -0.02003508,\n",
       "         0.00982915,  0.00462923]),\n",
       " array([ 0.07110881,  0.05425564,  0.01286744, ..., -0.01475687,\n",
       "         0.01979076, -0.02521081]),\n",
       " array([ 0.00285929,  0.04191111, -0.01996484, ..., -0.03717072,\n",
       "         0.02874335,  0.01923748]),\n",
       " array([-0.01485223,  0.03687213,  0.03266801, ...,  0.04615333,\n",
       "         0.02058407, -0.01906783]),\n",
       " array([ 0.02786811,  0.02271395, -0.01070585, ..., -0.00977372,\n",
       "        -0.0023766 , -0.03451643]),\n",
       " array([ 0.02438791,  0.07568044, -0.02981738, ..., -0.028361  ,\n",
       "        -0.01286465, -0.00213506]),\n",
       " array([0.01445434, 0.01243002, 0.04294867, ..., 0.02736972, 0.00715022,\n",
       "        0.02063383]),\n",
       " array([ 0.00452441,  0.00173506, -0.02427146, ..., -0.00556986,\n",
       "        -0.0022622 , -0.01480587]),\n",
       " array([-0.00070419, -0.03554616,  0.03279175, ...,  0.03362282,\n",
       "        -0.02387553,  0.00530402]),\n",
       " array([-0.01493536, -0.00629988, -0.01484817, ..., -0.02027921,\n",
       "         0.00729329, -0.01649243]),\n",
       " array([ 0.04056232,  0.0195978 , -0.03221556, ..., -0.021294  ,\n",
       "         0.01808464, -0.0243081 ]),\n",
       " array([ 0.01705837,  0.0217993 ,  0.01060264, ..., -0.03156135,\n",
       "        -0.02058885,  0.01944565]),\n",
       " array([ 0.03088339,  0.00059963,  0.04012309, ...,  0.0078221 ,\n",
       "        -0.0117648 ,  0.01575812]),\n",
       " array([ 0.07733671,  0.03234984,  0.01230572, ...,  0.01365461,\n",
       "        -0.02995969,  0.01618675]),\n",
       " array([-0.01591183, -0.04578894, -0.00787104, ..., -0.01985017,\n",
       "         0.02214754, -0.04379714]),\n",
       " array([ 0.04904569,  0.00731331,  0.02321668, ..., -0.00737803,\n",
       "         0.01160834, -0.00280795]),\n",
       " array([ 0.04286874, -0.00254662,  0.01821579, ...,  0.00452827,\n",
       "        -0.041385  ,  0.02743782]),\n",
       " array([ 0.02964181, -0.02777023,  0.03679935, ..., -0.00653157,\n",
       "         0.02731498, -0.00930733]),\n",
       " array([ 0.01027092,  0.03300129, -0.0171947 , ...,  0.01600809,\n",
       "        -0.02377705,  0.0091123 ]),\n",
       " array([-0.01346383, -0.00361011,  0.03593947, ...,  0.00138915,\n",
       "        -0.0040277 , -0.00677906]),\n",
       " array([ 0.04481547,  0.00345893,  0.02008333, ..., -0.01034298,\n",
       "        -0.0406832 , -0.05062033]),\n",
       " array([ 0.0149655 ,  0.04551807,  0.0217191 , ...,  0.01233578,\n",
       "        -0.01200706, -0.02204184]),\n",
       " array([ 0.01216898,  0.02258847,  0.00963332, ..., -0.011715  ,\n",
       "         0.00534538, -0.00228238]),\n",
       " array([ 0.01755723, -0.04250115, -0.02686268, ...,  0.01641485,\n",
       "         0.01823379, -0.01562738]),\n",
       " array([ 0.03927706,  0.06680351,  0.02391376, ..., -0.00229231,\n",
       "        -0.00545966, -0.01478828]),\n",
       " array([-0.00571659,  0.00187171, -0.01363376, ..., -0.00336687,\n",
       "         0.03808454, -0.04389405]),\n",
       " array([ 0.02142603,  0.03512872,  0.02945387, ..., -0.01427018,\n",
       "        -0.02703168, -0.00743267]),\n",
       " array([ 0.00714199, -0.00431733,  0.00072416, ..., -0.03386925,\n",
       "         0.04401664, -0.00582672]),\n",
       " array([ 0.01792763,  0.01073723, -0.00578779, ...,  0.01687432,\n",
       "        -0.00163504, -0.00874885]),\n",
       " array([ 0.00697141, -0.0371073 ,  0.00961878, ..., -0.02274532,\n",
       "         0.04571126,  0.0037725 ]),\n",
       " array([ 0.02359995, -0.02555167,  0.01109297, ...,  0.03361748,\n",
       "        -0.02820044, -0.00959432]),\n",
       " array([-0.04604399, -0.03648769, -0.01548865, ..., -0.03420411,\n",
       "        -0.03869681, -0.02258762]),\n",
       " array([ 0.01714976,  0.00560165,  0.03821107, ...,  0.01017455,\n",
       "        -0.02857917, -0.02701907]),\n",
       " array([ 0.01456889,  0.01897976,  0.00976778, ..., -0.01750159,\n",
       "         0.00060236, -0.01123413]),\n",
       " array([ 0.02165229,  0.04697731,  0.03168628, ...,  0.01699537,\n",
       "        -0.03065407, -0.01675532]),\n",
       " array([ 3.52281183e-02,  1.76010113e-02, -5.05719222e-02, ...,\n",
       "        -2.94350497e-02,  7.33266771e-03, -7.04868144e-05]),\n",
       " array([ 0.03267965,  0.0015131 , -0.03794441, ..., -0.00069304,\n",
       "        -0.00841542, -0.00928151]),\n",
       " array([ 0.0215356 ,  0.00936274,  0.03600058, ..., -0.03082064,\n",
       "        -0.00907137, -0.02069386]),\n",
       " array([ 0.02805329,  0.05392719, -0.03735371, ...,  0.00123699,\n",
       "        -0.01396329, -0.0204381 ]),\n",
       " array([-0.04881033,  0.01256611,  0.06286693, ..., -0.02444152,\n",
       "         0.00903379, -0.0030976 ]),\n",
       " array([ 0.02140567,  0.01431529, -0.01100555, ..., -0.03420063,\n",
       "        -0.02838841, -0.03907106]),\n",
       " array([ 0.01743327,  0.03103292,  0.04352859, ..., -0.00935355,\n",
       "         0.00226105, -0.01241681]),\n",
       " array([ 0.00662333,  0.02170628, -0.03652329, ..., -0.01271477,\n",
       "         0.02199756, -0.02288404]),\n",
       " array([ 0.00761715,  0.00073937,  0.00048752, ...,  0.00483493,\n",
       "        -0.01741964, -0.00982145]),\n",
       " array([-0.0231426 ,  0.05989851,  0.00746322, ...,  0.01416747,\n",
       "        -0.00713795, -0.00802341]),\n",
       " array([ 0.03900431,  0.02805619, -0.04301604, ...,  0.00556465,\n",
       "         0.02395388, -0.017561  ]),\n",
       " array([-0.02722767,  0.03564021,  0.018295  , ...,  0.01250573,\n",
       "         0.02410689, -0.04353261]),\n",
       " array([-0.00629443,  0.00341198, -0.00661921, ...,  0.00153036,\n",
       "        -0.01578726,  0.0075406 ]),\n",
       " array([-0.03559272,  0.049996  ,  0.00225397, ..., -0.00514502,\n",
       "         0.02776786,  0.01001305]),\n",
       " array([ 0.00863203,  0.02916866, -0.00702538, ...,  0.00186602,\n",
       "         0.01603091, -0.00302655]),\n",
       " array([-0.00483373,  0.00835729, -0.03739939, ...,  0.01716454,\n",
       "         0.00356326, -0.02514467]),\n",
       " array([ 0.03034012,  0.09064922,  0.01602831, ..., -0.00454638,\n",
       "         0.00273566,  0.03602309]),\n",
       " array([ 0.08804106,  0.03375367,  0.00134718, ...,  0.03441605,\n",
       "        -0.00066583, -0.00800373]),\n",
       " array([ 0.01493787,  0.00254623,  0.01613337, ..., -0.00623862,\n",
       "         0.00016911, -0.0211823 ]),\n",
       " array([-0.04190691,  0.04174403,  0.024595  , ...,  0.01024404,\n",
       "        -0.01572963, -0.01674182]),\n",
       " array([-0.01028118, -0.01322977,  0.05425879, ..., -0.00630388,\n",
       "        -0.01988054, -0.01641161]),\n",
       " array([-0.02172764,  0.02061594, -0.03733544, ...,  0.00786444,\n",
       "         0.01632325,  0.00698388]),\n",
       " array([-0.04961242,  0.00742937, -0.03711559, ..., -0.03476618,\n",
       "        -0.00447387, -0.02846778]),\n",
       " array([ 0.01257816, -0.00379411,  0.01164529, ..., -0.02722242,\n",
       "         0.00847101, -0.02440501]),\n",
       " array([ 0.01258405,  0.08914186, -0.00843953, ...,  0.01887029,\n",
       "         0.00221986, -0.04797453]),\n",
       " array([ 0.03354818,  0.00973826, -0.03890541, ...,  0.01914318,\n",
       "         0.01722648, -0.01384547]),\n",
       " array([ 0.0164837 , -0.01524575,  0.04840273, ..., -0.01272523,\n",
       "         0.02511589, -0.05415753]),\n",
       " array([-0.03714085,  0.04802226,  0.00273743, ...,  0.03008533,\n",
       "        -0.00627916, -0.01768849]),\n",
       " array([-0.0066127 ,  0.00531754,  0.03097159, ..., -0.01464341,\n",
       "        -0.0239377 , -0.00070769]),\n",
       " array([ 0.00594566, -0.03334656,  0.02483823, ..., -0.0263008 ,\n",
       "         0.02881896,  0.00149993]),\n",
       " array([ 0.02382462,  0.01474749, -0.03056959, ..., -0.00958015,\n",
       "        -0.01016891,  0.01458743]),\n",
       " array([ 0.02706589,  0.01951062,  0.00986623, ..., -0.01917784,\n",
       "         0.02787935, -0.00535525]),\n",
       " array([ 0.01647109, -0.00308599,  0.00791711, ..., -0.02917094,\n",
       "         0.03728785, -0.01092662]),\n",
       " array([ 0.02723443, -0.00569984, -0.01323834, ...,  0.02245392,\n",
       "        -0.00242229, -0.03984874]),\n",
       " array([ 0.0147032 , -0.07225996,  0.01586074, ...,  0.01112592,\n",
       "        -0.03122891, -0.02982509]),\n",
       " array([-0.00880057,  0.03492608,  0.04034954, ...,  0.01820374,\n",
       "         0.00738821, -0.02190727]),\n",
       " array([ 0.02704325, -0.0284021 , -0.01926887, ..., -0.01988147,\n",
       "         0.02177494, -0.01872311]),\n",
       " array([ 0.03568821,  0.09814946,  0.00925326, ...,  0.00857704,\n",
       "         0.02150125, -0.03825511]),\n",
       " array([ 0.03711431,  0.0212339 ,  0.05872031, ..., -0.0032499 ,\n",
       "        -0.04328402, -0.01255549]),\n",
       " array([-0.02697281,  0.01135317,  0.02716565, ..., -0.03208294,\n",
       "        -0.01876527, -0.00996114]),\n",
       " array([-0.0002538 ,  0.00605767,  0.06205385, ...,  0.02255288,\n",
       "         0.03482018,  0.01108191]),\n",
       " array([ 0.03164594,  0.03229051,  0.01570861, ..., -0.04291539,\n",
       "         0.02355772, -0.02744589]),\n",
       " array([ 0.01329566,  0.02917147,  0.04773273, ..., -0.01746865,\n",
       "        -0.00165044,  0.01204508]),\n",
       " array([ 0.02251231,  0.03606905,  0.04191608, ...,  0.00559416,\n",
       "         0.00082725, -0.03932562]),\n",
       " array([ 0.00713878,  0.03641272, -0.00768201, ..., -0.0163956 ,\n",
       "         0.00090607,  0.01304844]),\n",
       " array([ 0.00131299,  0.01253483,  0.0166032 , ..., -0.02882812,\n",
       "         0.02422564, -0.00757628]),\n",
       " array([ 0.04199485, -0.00904625, -0.00788308, ...,  0.03635375,\n",
       "         0.00568931,  0.00146226]),\n",
       " array([-0.0055067 ,  0.03313513, -0.01960574, ...,  0.03472542,\n",
       "        -0.01268677, -0.03016816]),\n",
       " array([ 0.01200566,  0.01474753, -0.03540472, ..., -0.01279095,\n",
       "        -0.02128276, -0.01677066]),\n",
       " array([ 0.04197516,  0.00181979, -0.00966857, ...,  0.00666331,\n",
       "        -0.01692308, -0.02182511]),\n",
       " array([-0.01595916,  0.04421055,  0.02802077, ..., -0.00500165,\n",
       "         0.01057409,  0.00611729]),\n",
       " array([ 0.00438684,  0.04713938,  0.02000353, ...,  0.00256244,\n",
       "        -0.01835035, -0.0052282 ]),\n",
       " array([ 0.05160973, -0.03710897, -0.00011582, ..., -0.00732566,\n",
       "         0.01810278,  0.04933964]),\n",
       " array([ 0.02489438,  0.0547015 ,  0.02671304, ...,  0.00374951,\n",
       "        -0.00353399,  0.00533198]),\n",
       " array([ 0.0198599 , -0.00788135, -0.01602633, ...,  0.00222573,\n",
       "         0.02038716, -0.0127969 ]),\n",
       " array([-0.02413367,  0.0155975 , -0.01349698, ...,  0.04254677,\n",
       "         0.02282643, -0.00239242]),\n",
       " array([-0.0090556 ,  0.03824364,  0.01291188, ..., -0.00196304,\n",
       "        -0.02433444, -0.02291161]),\n",
       " array([ 0.02607643,  0.00407653,  0.02081891, ..., -0.00392091,\n",
       "        -0.00303447, -0.00510469]),\n",
       " array([ 0.0243285 ,  0.00042199,  0.00538263, ..., -0.0052854 ,\n",
       "         0.01144044, -0.00101616]),\n",
       " array([ 0.00720985,  0.03315339, -0.02356012, ...,  0.00860415,\n",
       "         0.02478758, -0.00071652]),\n",
       " array([ 0.04827118,  0.01308416, -0.02387828, ..., -0.02519055,\n",
       "         0.02063618, -0.01431925]),\n",
       " array([ 0.05982351, -0.01188212, -0.00771879, ...,  0.0085159 ,\n",
       "         0.01226061, -0.01314374]),\n",
       " array([-0.03365668, -0.00323247,  0.08234408, ...,  0.01038506,\n",
       "         0.02163644, -0.01379621]),\n",
       " array([ 0.04385322,  0.04276707, -0.01960723, ..., -0.03052528,\n",
       "        -0.01676741, -0.03636333]),\n",
       " array([ 0.05070155, -0.00821214,  0.003929  , ..., -0.01388431,\n",
       "         0.0280617 , -0.01377441]),\n",
       " array([ 0.01605598,  0.03019517,  0.00333366, ...,  0.00721158,\n",
       "        -0.01506209,  0.01321631]),\n",
       " array([ 0.03588663, -0.01511144,  0.01754051, ...,  0.00479404,\n",
       "         0.01602692, -0.026976  ]),\n",
       " array([ 0.01957125,  0.04765368,  0.0187955 , ..., -0.00037714,\n",
       "        -0.00549403, -0.04583619]),\n",
       " array([ 0.0317686 ,  0.02900717, -0.02328883, ..., -0.00365033,\n",
       "         0.02094284, -0.00044445]),\n",
       " array([-0.0261816 , -0.02694149,  0.0517645 , ..., -0.00634391,\n",
       "        -0.01211215, -0.01578495]),\n",
       " array([ 0.04236615,  0.03398042,  0.0553701 , ...,  0.01028771,\n",
       "         0.01897119, -0.02902191]),\n",
       " array([ 0.05071797,  0.07902449,  0.01133913, ...,  0.02210653,\n",
       "        -0.01262867, -0.03491307]),\n",
       " array([ 0.0134799 ,  0.01732084, -0.01077727, ...,  0.0144185 ,\n",
       "         0.05266815, -0.02915653]),\n",
       " array([ 0.04217314,  0.02851784, -0.02130119, ...,  0.00217137,\n",
       "         0.00447017, -0.0019383 ]),\n",
       " array([-0.03313415,  0.01043814,  0.01132905, ...,  0.01568248,\n",
       "        -0.00460934, -0.03194627]),\n",
       " array([ 0.00293289,  0.01881093, -0.0271753 , ..., -0.00130359,\n",
       "         0.0189537 , -0.02605688]),\n",
       " array([-0.01733823, -0.00688187, -0.04927976, ...,  0.02773099,\n",
       "        -0.02059472, -0.00229449]),\n",
       " array([ 0.02141912,  0.03890658, -0.02045429, ...,  0.04011261,\n",
       "         0.02250455, -0.00214674]),\n",
       " array([-0.01724257,  0.02721165, -0.0002765 , ...,  0.01271117,\n",
       "         0.04512813, -0.02336577]),\n",
       " array([ 0.08917698,  0.01678027,  0.05667808, ...,  0.01867604,\n",
       "        -0.00270824,  0.01085463]),\n",
       " array([ 0.03973647, -0.0215151 , -0.0389601 , ...,  0.03486646,\n",
       "        -0.02011527, -0.01585695]),\n",
       " array([-0.03596091, -0.03560435, -0.02157145, ...,  0.02020891,\n",
       "         0.01057561,  0.01929206]),\n",
       " array([-0.00659475, -0.01177178,  0.02814537, ..., -0.02398515,\n",
       "         0.01278278,  0.02132401]),\n",
       " array([ 0.02336707,  0.00986279,  0.0098683 , ...,  0.04257559,\n",
       "         0.00855362, -0.02875778]),\n",
       " array([-0.0262765 ,  0.03922365, -0.00011599, ...,  0.02330248,\n",
       "         0.01893102, -0.00631233]),\n",
       " array([ 0.02081909,  0.04839746,  0.01849559, ...,  0.01642292,\n",
       "        -0.0092808 ,  0.00685829]),\n",
       " array([ 0.06642314,  0.00866544,  0.04807001, ...,  0.01948238,\n",
       "         0.01016911, -0.00867138]),\n",
       " array([ 0.0281886 , -0.02700793, -0.03923283, ...,  0.02076019,\n",
       "        -0.00689957, -0.00582651]),\n",
       " array([ 0.03010142,  0.0474895 ,  0.06767254, ..., -0.01793223,\n",
       "         0.00369157, -0.03400941]),\n",
       " array([ 0.0123807 ,  0.05432153, -0.01430019, ...,  0.03299121,\n",
       "         0.00925553,  0.00165256]),\n",
       " array([-0.04265324,  0.01033205,  0.02532273, ..., -0.00099706,\n",
       "         0.01932856, -0.00991141]),\n",
       " array([ 0.00407024,  0.01572552,  0.00422762, ...,  0.00904156,\n",
       "         0.00553603, -0.030587  ]),\n",
       " array([-0.00797263, -0.01974872,  0.00933985, ..., -0.00830459,\n",
       "         0.01916358,  0.00944675]),\n",
       " array([ 0.02940179,  0.01099055, -0.01394733, ..., -0.02044842,\n",
       "         0.01776624, -0.01058183]),\n",
       " array([ 0.00136713, -0.02010603,  0.00025537, ..., -0.00838201,\n",
       "         0.03322616,  0.02153987]),\n",
       " array([ 0.02696388,  0.05160128,  0.01733226, ...,  0.01927487,\n",
       "        -0.02151992, -0.00313493]),\n",
       " array([-0.06654208,  0.03968081, -0.0312612 , ...,  0.01096586,\n",
       "         0.00514683, -0.02430823]),\n",
       " array([ 0.01082808,  0.00057129, -0.00994469, ...,  0.00236054,\n",
       "        -0.01837652, -0.00969607]),\n",
       " array([ 0.03630199,  0.02990986,  0.01155911, ...,  0.03566277,\n",
       "        -0.04125589, -0.02303831]),\n",
       " array([ 0.01940437, -0.01487829, -0.0020569 , ..., -0.01817655,\n",
       "        -0.015107  , -0.00447191]),\n",
       " array([ 0.03547884,  0.02824468,  0.06852533, ...,  0.04283882,\n",
       "        -0.01236098, -0.02564458]),\n",
       " array([ 0.03288965,  0.05756286, -0.03257915, ...,  0.02234442,\n",
       "         0.0407717 , -0.0316954 ]),\n",
       " array([ 0.01271459,  0.01484445,  0.00335291, ..., -0.00104637,\n",
       "        -0.03957659, -0.03624627]),\n",
       " array([ 0.02661033,  0.00683531, -0.01303107, ...,  0.00758337,\n",
       "         0.03704888,  0.00409719]),\n",
       " array([ 0.02418751,  0.03048806,  0.01394616, ..., -0.00844203,\n",
       "         0.03560873, -0.00260016]),\n",
       " array([ 0.04066977,  0.0243731 ,  0.00620112, ...,  0.00150984,\n",
       "         0.0157814 , -0.00415205]),\n",
       " array([-0.00209308,  0.00455054, -0.03669806, ..., -0.05355566,\n",
       "         0.03188483,  0.03667546]),\n",
       " array([ 0.00777995,  0.04327067,  0.01271091, ...,  0.00106761,\n",
       "        -0.00687899, -0.03413926]),\n",
       " array([-0.00231293,  0.05043042, -0.04158096, ..., -0.00074488,\n",
       "         0.00032359, -0.03870776]),\n",
       " array([-0.0082038 ,  0.01899416,  0.01895497, ...,  0.0099543 ,\n",
       "         0.02642722, -0.01824955]),\n",
       " array([-0.01153843,  0.01879366, -0.00565683, ...,  0.00028682,\n",
       "        -0.01534711, -0.03531459]),\n",
       " array([ 0.06880167, -0.00307441,  0.01145336, ...,  0.01688599,\n",
       "         0.00935717, -0.02347735]),\n",
       " array([-0.0049894 ,  0.02978678,  0.03913947, ..., -0.00527751,\n",
       "         0.0093804 , -0.02194115]),\n",
       " array([-0.04178966,  0.01698857,  0.02240574, ...,  0.01950676,\n",
       "        -0.01195833,  0.01702542]),\n",
       " array([ 0.02728515,  0.08327792, -0.05043228, ...,  0.00651417,\n",
       "         0.01607798, -0.0154853 ]),\n",
       " array([ 0.00538938,  0.0143791 , -0.011875  , ...,  0.01513589,\n",
       "         0.00506106, -0.00088826]),\n",
       " array([ 0.02631534,  0.01961513,  0.00338956, ...,  0.02006424,\n",
       "        -0.00533165, -0.023208  ]),\n",
       " array([ 0.05571424,  0.03019429,  0.02981656, ..., -0.03019429,\n",
       "        -0.00329033,  0.02078661]),\n",
       " array([-0.00121415,  0.03453283, -0.00886742, ...,  0.01815121,\n",
       "        -0.02859953, -0.01782591]),\n",
       " array([ 0.04379494, -0.00238678,  0.00241217, ...,  0.01065758,\n",
       "        -0.0194599 ,  0.00318746]),\n",
       " array([-0.02191848,  0.02107631,  0.01932549, ...,  0.01064897,\n",
       "        -0.04478994, -0.02446714]),\n",
       " array([ 0.02911099, -0.00709896,  0.01174396, ..., -0.02755448,\n",
       "        -0.02686737,  0.0085468 ]),\n",
       " array([ 0.08582354,  0.01934703, -0.01778315, ...,  0.01600602,\n",
       "        -0.00297225, -0.01517669]),\n",
       " array([-0.03703959,  0.02291121,  0.05996229, ...,  0.00253052,\n",
       "        -0.00671932,  0.03710857]),\n",
       " array([-0.01545704, -0.01403613, -0.01855446, ..., -0.01129958,\n",
       "        -0.05289676,  0.0015271 ]),\n",
       " array([ 0.04720495,  0.01160977, -0.00597024, ...,  0.00543356,\n",
       "         0.0192974 , -0.02273217]),\n",
       " array([-0.00912915,  0.0316049 , -0.01080574, ...,  0.0143006 ,\n",
       "        -0.00682915, -0.03602543]),\n",
       " array([-0.00674553,  0.03572822, -0.02721295, ...,  0.00407489,\n",
       "         0.01776152, -0.03557433]),\n",
       " array([ 0.00487335,  0.01443146, -0.03523904, ...,  0.00321848,\n",
       "         0.01998015, -0.00963111]),\n",
       " array([0.07348549, 0.0533532 , 0.04628324, ..., 0.00242291, 0.0335363 ,\n",
       "        0.00537803]),\n",
       " array([-0.02750334,  0.02156404, -0.03435547, ..., -0.00957282,\n",
       "        -0.00288963, -0.02393502]),\n",
       " array([-0.03619969, -0.00743409,  0.01577004, ..., -0.00314712,\n",
       "        -0.00414605, -0.0518069 ]),\n",
       " array([-0.01011039,  0.0004425 , -0.01019992, ..., -0.01216965,\n",
       "         0.00492089,  0.01314075]),\n",
       " array([-0.000735  ,  0.04213592,  0.02742437, ...,  0.01229448,\n",
       "        -0.01423511, -0.02500731]),\n",
       " array([ 0.07288143,  0.04089718, -0.01990486, ...,  0.01059212,\n",
       "         0.02575798, -0.00179911]),\n",
       " array([-0.01991345,  0.04259995, -0.04008986, ...,  0.02171833,\n",
       "        -0.01601682, -0.0232722 ]),\n",
       " array([-0.0200718 , -0.00345217,  0.00166417, ...,  0.00079222,\n",
       "        -0.0199768 , -0.02193105]),\n",
       " array([ 0.0236417 , -0.02664155,  0.02055852, ..., -0.02309411,\n",
       "        -0.01761818, -0.02383217]),\n",
       " array([ 0.03236031,  0.02377623, -0.02011934, ..., -0.00166164,\n",
       "         0.02540579, -0.01426831]),\n",
       " array([ 0.07716987,  0.00914938,  0.01128222, ...,  0.00585318,\n",
       "         0.02530319, -0.00202226]),\n",
       " array([ 0.03017195,  0.00785889,  0.00492228, ...,  0.00705302,\n",
       "        -0.00749141, -0.03579374]),\n",
       " array([-0.01237291,  0.00504337, -0.03433124, ...,  0.03565337,\n",
       "         0.02184816, -0.00696321]),\n",
       " array([ 0.01334551,  0.00315481, -0.02601012, ...,  0.0191331 ,\n",
       "         0.05542471, -0.02201555]),\n",
       " array([ 0.00031756,  0.02490156,  0.00712566, ..., -0.01784063,\n",
       "        -0.00527216, -0.02065323]),\n",
       " array([ 0.02500486,  0.03931969, -0.01889802, ...,  0.0078025 ,\n",
       "        -0.01699348,  0.00505012]),\n",
       " array([ 0.03264729, -0.05345337,  0.04047843, ...,  0.03369704,\n",
       "         0.00142766, -0.02334648]),\n",
       " array([ 0.01664666,  0.03350252, -0.00826356, ..., -0.01899273,\n",
       "        -0.03347263,  0.00878657]),\n",
       " array([ 0.03955015, -0.0117281 ,  0.03130844, ..., -0.00812235,\n",
       "        -0.01235628, -0.02338082]),\n",
       " array([ 0.03311641,  0.00548947, -0.01910648, ...,  0.00199961,\n",
       "         0.02242935, -0.03185911]),\n",
       " array([-0.04216952,  0.05653194,  0.01043914, ...,  0.0077089 ,\n",
       "         0.02920664, -0.00070048]),\n",
       " array([ 0.00841543,  0.01985495,  0.01691297, ..., -0.01525725,\n",
       "         0.01457307,  0.00457375]),\n",
       " array([-0.01975641,  0.00385858, -0.00189977, ...,  0.00298177,\n",
       "        -0.03594651, -0.01889436]),\n",
       " array([-0.00726801,  0.01391672,  0.00135472, ..., -0.00179947,\n",
       "         0.02930573, -0.00410724]),\n",
       " array([ 0.03127356,  0.00424654,  0.02528645, ..., -0.00163143,\n",
       "         0.02317735, -0.00217713]),\n",
       " array([-0.00664352,  0.04414456,  0.06518542, ...,  0.02628288,\n",
       "        -0.01686667,  0.00237225]),\n",
       " array([ 0.01965464,  0.03673052,  0.00909293, ...,  0.00584145,\n",
       "        -0.03018271, -0.0286803 ]),\n",
       " array([-0.00229714,  0.00889215,  0.02072415, ...,  0.01732457,\n",
       "        -0.03104388,  0.01134203]),\n",
       " array([-0.00437796,  0.0362598 , -0.00159264, ..., -0.02447794,\n",
       "        -0.00433289, -0.01851619]),\n",
       " array([-0.00054271,  0.01322574,  0.06274069, ..., -0.00252688,\n",
       "        -0.01348925, -0.03285103]),\n",
       " array([ 0.01381852,  0.007056  ,  0.01212483, ...,  0.03839836,\n",
       "        -0.00440236, -0.0036136 ]),\n",
       " array([ 0.01014836,  0.00043114,  0.03302295, ..., -0.01686389,\n",
       "         0.04069785, -0.01260876]),\n",
       " array([ 0.00048335,  0.031917  , -0.02006464, ..., -0.01837684,\n",
       "        -0.00356138, -0.03564527]),\n",
       " array([-0.02970884,  0.05316046, -0.05235891, ...,  0.0110794 ,\n",
       "         0.0036522 , -0.0128247 ]),\n",
       " array([-0.00685124,  0.02393078,  0.0122511 , ..., -0.01351963,\n",
       "         0.06056979, -0.00295992]),\n",
       " array([-0.01395774,  0.01322539, -0.03544003, ..., -0.00571521,\n",
       "         0.03314246, -0.01483369]),\n",
       " array([ 0.01703924,  0.0103444 , -0.00661108, ...,  0.03874513,\n",
       "         0.03245114, -0.00112852]),\n",
       " array([ 0.05602081,  0.00975063, -0.00685264, ..., -0.00470792,\n",
       "         0.00202964, -0.02258409]),\n",
       " array([-0.0105716 ,  0.00583432,  0.01877954, ...,  0.03761892,\n",
       "         0.05006548,  0.02180142]),\n",
       " array([ 0.01683577,  0.02611884,  0.00889129, ...,  0.01971972,\n",
       "         0.02977548, -0.02099302]),\n",
       " array([ 0.0136574 ,  0.02135057,  0.00310105, ..., -0.007815  ,\n",
       "         0.02508692,  0.02868402]),\n",
       " array([-0.01140056,  0.01833459, -0.00476325, ..., -0.00591371,\n",
       "        -0.00823026, -0.00201722]),\n",
       " array([ 0.07077716, -0.01949327,  0.02262864, ...,  0.00746578,\n",
       "        -0.03186771, -0.00728588]),\n",
       " array([ 0.00962751, -0.02665526, -0.03242698, ...,  0.00367618,\n",
       "        -0.0214703 , -0.04753881]),\n",
       " array([-7.91182555e-03,  4.56924289e-02, -6.54523773e-03, ...,\n",
       "         1.62190383e-06, -2.35393159e-02, -8.71608593e-03]),\n",
       " array([ 0.00803121, -0.02463967, -0.01272477, ...,  0.00135362,\n",
       "         0.00342661, -0.01557158]),\n",
       " array([ 3.30945328e-02, -6.91737441e-05, -9.56838392e-03, ...,\n",
       "         1.28313890e-02,  2.87254737e-03, -1.17804920e-02]),\n",
       " array([-0.01489197,  0.05119326, -0.0295363 , ...,  0.02829812,\n",
       "         0.04214326, -0.00165185]),\n",
       " array([ 0.02333363,  0.00127623,  0.03998115, ...,  0.01093835,\n",
       "         0.01947105, -0.02925174]),\n",
       " array([ 0.0228138 ,  0.0076046 , -0.03556541, ..., -0.01260091,\n",
       "         0.00978976,  0.01517442]),\n",
       " array([ 0.01541954,  0.03657024, -0.00819305, ...,  0.01674999,\n",
       "         0.00528199, -0.03552407]),\n",
       " array([ 0.02412438, -0.00377826, -0.00866759, ..., -0.02732868,\n",
       "         0.00887016, -0.00279149]),\n",
       " array([ 0.00581876,  0.00176345,  0.00483258, ..., -0.01158837,\n",
       "         0.0020507 , -0.0176099 ]),\n",
       " array([ 0.00829073,  0.02280089, -0.0215084 , ..., -0.03521766,\n",
       "         0.02498819, -0.00936781]),\n",
       " array([ 0.02095586,  0.01575769, -0.03114241, ...,  0.02729623,\n",
       "         0.04745954, -0.0254081 ]),\n",
       " array([-0.02477438, -0.01071595, -0.03102118, ..., -0.0307708 ,\n",
       "        -0.00201081, -0.05438095]),\n",
       " array([ 0.02670336,  0.01829904,  0.03637728, ..., -0.05037067,\n",
       "         0.00299119,  0.01932026]),\n",
       " array([-0.00341778,  0.04166926,  0.05468448, ...,  0.00960708,\n",
       "         0.00270239, -0.01908555]),\n",
       " array([ 0.02842317,  0.02527799,  0.00093409, ..., -0.00124861,\n",
       "         0.00162647, -0.02039712]),\n",
       " array([-0.0385274 ,  0.01010417,  0.03505969, ..., -0.00996666,\n",
       "        -0.07107599,  0.0092791 ]),\n",
       " array([ 0.02690106,  0.02822091, -0.00862106, ...,  0.01339053,\n",
       "         0.00420554, -0.03045267]),\n",
       " array([ 0.05225242,  0.03938011, -0.00561892, ..., -0.00864302,\n",
       "         0.01025206, -0.03083249]),\n",
       " array([ 0.01583962,  0.03639186,  0.03427356, ...,  0.00721173,\n",
       "        -0.01624424, -0.004906  ]),\n",
       " array([-0.00356698, -0.00704233, -0.02259307, ..., -0.00855421,\n",
       "         0.0028225 , -0.01644084]),\n",
       " array([ 0.08049642,  0.00382551, -0.03461603, ..., -0.01933972,\n",
       "         0.02544767,  0.03273864]),\n",
       " array([ 0.00857643,  0.02793255, -0.05965113, ...,  0.00364669,\n",
       "         0.02259003, -0.02606056]),\n",
       " array([ 0.01629411, -0.00351789,  0.03801505, ..., -0.00373947,\n",
       "         0.01343071, -0.03517892]),\n",
       " array([ 0.00580987,  0.06226475,  0.01212762, ..., -0.00457789,\n",
       "         0.02439252, -0.00607068]),\n",
       " array([ 0.00293438,  0.03970197,  0.0530134 , ..., -0.01307912,\n",
       "        -0.00807281, -0.01338112]),\n",
       " array([-0.00496356,  0.00293402,  0.06392967, ..., -0.01321501,\n",
       "        -0.01256759, -0.00643613]),\n",
       " array([ 0.02453232, -0.00573872,  0.03258356, ...,  0.00036932,\n",
       "        -0.05784781,  0.00267376]),\n",
       " array([ 0.03307652,  0.01575389, -0.00526127, ..., -0.01729604,\n",
       "         0.03315628, -0.01883819]),\n",
       " array([ 0.04526899, -0.00555109, -0.011573  , ..., -0.00511223,\n",
       "         0.01826337, -0.02044893]),\n",
       " array([-0.02918616,  0.02102794,  0.04953309, ..., -0.00969398,\n",
       "        -0.00851263,  0.02101404]),\n",
       " array([-0.00035848,  0.00588122,  0.00807831, ..., -0.03031112,\n",
       "         0.00519445, -0.01430582]),\n",
       " array([ 0.00405275, -0.00389525, -0.00087386, ...,  0.03566908,\n",
       "        -0.01778608, -0.01138285]),\n",
       " array([ 0.00747366, -0.03321888, -0.05009754, ..., -0.0078014 ,\n",
       "         0.0132501 , -0.01872805]),\n",
       " array([ 0.01080343,  0.08642744,  0.01433843, ...,  0.00321163,\n",
       "         0.01294207, -0.00511509]),\n",
       " array([ 0.01731622, -0.03641448, -0.0308339 , ..., -0.01545212,\n",
       "        -0.00215427,  0.04159645]),\n",
       " array([-0.00579695,  0.01661251,  0.00339583, ..., -0.01328279,\n",
       "         0.00943018,  0.01913684]),\n",
       " array([-0.00225773,  0.03099821,  0.04541827, ...,  0.01271564,\n",
       "         0.04590875, -0.01858912]),\n",
       " array([ 0.03891437,  0.02563713, -0.0350519 , ...,  0.0330241 ,\n",
       "         0.01155119, -0.0271097 ]),\n",
       " array([ 0.02965637,  0.02179596,  0.03815626, ..., -0.02824416,\n",
       "         0.02938991,  0.00436652]),\n",
       " array([ 0.02871064,  0.04522875, -0.00854363, ..., -0.01440591,\n",
       "         0.02470127, -0.01507625]),\n",
       " array([-0.00159212, -0.01455989, -0.00358671, ..., -0.00899044,\n",
       "         0.01867928, -0.05885511]),\n",
       " array([-0.00832456,  0.03521882,  0.00126939, ...,  0.02268697,\n",
       "         0.00101881,  0.00126414]),\n",
       " array([0.09492692, 0.05576361, 0.03568108, ..., 0.00487753, 0.0447206 ,\n",
       "        0.0162783 ]),\n",
       " array([ 0.02160619,  0.02115811, -0.00931678, ...,  0.00211608,\n",
       "         0.02380287,  0.01791226]),\n",
       " array([ 0.00818154,  0.00345215,  0.014146  , ..., -0.00481976,\n",
       "        -0.00672357, -0.01120594]),\n",
       " array([-0.01468503,  0.05694614,  0.04028773, ..., -0.00115968,\n",
       "         0.00956577, -0.02939569]),\n",
       " array([-0.00637529,  0.00640718, -0.05056858, ..., -0.01557625,\n",
       "        -0.00179873,  0.00760953]),\n",
       " array([ 0.01767961,  0.03405499, -0.03040314, ...,  0.02117206,\n",
       "         0.02207053, -0.07987708]),\n",
       " array([ 0.03928006,  0.05895694,  0.00224159, ..., -0.04023811,\n",
       "        -0.0192347 , -0.00224313]),\n",
       " array([ 0.09172736, -0.01052344, -0.01811348, ..., -0.01652966,\n",
       "         0.0011544 , -0.02746021]),\n",
       " array([ 0.0478694 ,  0.01434255,  0.02254156, ...,  0.03562799,\n",
       "        -0.0187047 ,  0.01497061]),\n",
       " array([ 0.00880909,  0.05851131, -0.01307035, ...,  0.00189701,\n",
       "         0.00922027, -0.04046949]),\n",
       " array([ 0.01389329,  0.02277379,  0.0171376 , ..., -0.04285036,\n",
       "         0.00213266, -0.00534039]),\n",
       " array([-0.01435356, -0.05541681,  0.00650904, ...,  0.01183356,\n",
       "        -0.03070454, -0.045871  ]),\n",
       " array([ 0.06242056,  0.03242876,  0.00620465, ..., -0.0187903 ,\n",
       "         0.03125304, -0.00664822]),\n",
       " array([-0.0101471 ,  0.02244725,  0.00919559, ...,  0.00982762,\n",
       "        -0.00557014, -0.0091817 ]),\n",
       " array([-0.01072897,  0.02325561,  0.0097588 , ..., -0.00258059,\n",
       "        -0.03578225, -0.01619332]),\n",
       " array([ 0.04430982,  0.00050255,  0.00460083, ...,  0.00310249,\n",
       "         0.03859095, -0.00815511]),\n",
       " array([ 0.03343194,  0.07444111, -0.00994511, ...,  0.04085558,\n",
       "        -0.03069288, -0.02800501]),\n",
       " array([-0.01496734,  0.00851393, -0.01812966, ..., -0.02190726,\n",
       "         0.02733042,  0.02170694]),\n",
       " array([ 0.01285708,  0.01967487,  0.00306093, ...,  0.03283864,\n",
       "        -0.007844  , -0.03873638]),\n",
       " array([-0.00671035, -0.00128797,  0.01700853, ..., -0.02446448,\n",
       "         0.02080938,  0.01422796]),\n",
       " array([ 0.00781913,  0.03292971,  0.00778004, ...,  0.01359412,\n",
       "         0.00121964, -0.01335954]),\n",
       " array([-0.01557504, -0.00330065,  0.040711  , ...,  0.01059886,\n",
       "        -0.01614443, -0.02033178]),\n",
       " array([-0.02920232,  0.02570226, -0.046049  , ..., -0.03107886,\n",
       "        -0.02154857, -0.00149306]),\n",
       " array([0.0419284 , 0.03229472, 0.02170315, ..., 0.02464525, 0.0282442 ,\n",
       "        0.01421789]),\n",
       " array([ 0.04249224, -0.00783762,  0.03126519, ...,  0.01287557,\n",
       "        -0.02087662, -0.00472886]),\n",
       " array([ 0.02642318,  0.00413649,  0.03168265, ..., -0.0188737 ,\n",
       "        -0.02066041, -0.00419311]),\n",
       " array([ 0.01991662, -0.02477145,  0.00799862, ..., -0.00514789,\n",
       "        -0.01368824, -0.02221378]),\n",
       " array([-0.00426494,  0.04490337,  0.02906849, ..., -0.01572123,\n",
       "         0.01274745, -0.0188781 ]),\n",
       " array([ 0.02200174,  0.04036252, -0.02774923, ..., -0.01100087,\n",
       "         0.01683939, -0.01799669]),\n",
       " array([ 0.03250325,  0.0162645 ,  0.03685591, ..., -0.01886579,\n",
       "        -0.02529175, -0.02524024]),\n",
       " array([-0.02585215,  0.00646304, -0.02958131, ...,  0.01762532,\n",
       "        -0.00889455,  0.00771029]),\n",
       " array([ 0.00646351,  0.04433184,  0.02272472, ...,  0.03233616,\n",
       "         0.00282507, -0.03459622]),\n",
       " array([-0.01989264,  0.03545039, -0.04074269, ...,  0.00805147,\n",
       "         0.0334824 , -0.01025216]),\n",
       " array([ 0.05844747,  0.04306268,  0.05398171, ...,  0.0057693 ,\n",
       "         0.05884007, -0.02861031]),\n",
       " array([ 0.02398753, -0.02141693, -0.02844703, ...,  0.00291145,\n",
       "        -0.02437099, -0.01952804]),\n",
       " array([ 0.0195073 ,  0.0101584 , -0.00950763, ..., -0.01779307,\n",
       "        -0.02855463, -0.01938032]),\n",
       " array([ 0.02013584, -0.01817653,  0.02540478, ..., -0.02328662,\n",
       "         0.00465666,  0.03248741]),\n",
       " array([-0.02363393,  0.07705946,  0.02734764, ...,  0.01015809,\n",
       "        -0.01055403, -0.01099094]),\n",
       " array([ 0.02524164,  0.01533031,  0.01319556, ...,  0.00068544,\n",
       "         0.00504364, -0.01570565]),\n",
       " array([ 0.00238817,  0.07976442, -0.06811083, ..., -0.00050274,\n",
       "         0.02899469, -0.019117  ]),\n",
       " array([ 0.0224482 , -0.02134622,  0.02259678, ...,  0.019588  ,\n",
       "        -0.00453174,  0.03221744]),\n",
       " array([-0.02072077, -0.01047879,  0.02929029, ...,  0.00476208,\n",
       "         0.0159994 , -0.02853546]),\n",
       " array([-0.01875201,  0.0555499 , -0.03678219, ..., -0.0164139 ,\n",
       "         0.03030137,  0.01969354]),\n",
       " array([ 0.04017578, -0.00237055, -0.01854475, ...,  0.01433496,\n",
       "        -0.02780359, -0.04621298]),\n",
       " array([ 0.01544148,  0.0214243 ,  0.01914744, ..., -0.00215727,\n",
       "         0.00351218, -0.02681368]),\n",
       " array([ 0.03228868,  0.03662039,  0.0129329 , ..., -0.0226668 ,\n",
       "        -0.01289556,  0.00214407]),\n",
       " array([ 0.06035726,  0.01367684, -0.01810947, ...,  0.00051568,\n",
       "        -0.02379381,  0.00262685]),\n",
       " array([ 0.03148014,  0.05058988, -0.01647391, ..., -0.00274066,\n",
       "         0.00900823, -0.01897495]),\n",
       " array([ 0.02094257,  0.01712569,  0.022512  , ..., -0.00011663,\n",
       "         0.00892696, -0.01697503]),\n",
       " array([ 0.03646424,  0.01751005,  0.01647853, ..., -0.01578226,\n",
       "         0.03904304, -0.03161609]),\n",
       " array([-0.00255362,  0.04588659, -0.00456305, ...,  0.01959085,\n",
       "         0.06481394,  0.01001659]),\n",
       " array([ 0.04235661, -0.00691846,  0.02026977, ..., -0.01174832,\n",
       "         0.02541814,  0.00472805]),\n",
       " array([-0.02300206,  0.02474242,  0.0255392 , ..., -0.00335228,\n",
       "        -0.01067803, -0.01878746]),\n",
       " array([ 0.05226922,  0.05619888, -0.04410216, ...,  0.01009047,\n",
       "         0.01320934, -0.04253976]),\n",
       " array([-0.00840813,  0.00076765,  0.01117913, ..., -0.00538982,\n",
       "        -0.04469115, -0.01310044]),\n",
       " array([ 0.05483427,  0.0169175 ,  0.00216443, ...,  0.00546481,\n",
       "        -0.02038315, -0.00177775]),\n",
       " array([ 0.02098948,  0.02139143,  0.01807532, ..., -0.02660425,\n",
       "        -0.017598  , -0.01496018]),\n",
       " array([-0.03995484,  0.01536099,  0.01360511, ...,  0.0008852 ,\n",
       "         0.00811074, -0.0265823 ]),\n",
       " array([ 0.0232207 ,  0.02867922, -0.00504307, ...,  0.00776408,\n",
       "         0.02460734,  0.01114814]),\n",
       " array([ 0.01824398,  0.02464323,  0.00376525, ..., -0.00457209,\n",
       "        -0.00158318, -0.02402216]),\n",
       " array([ 0.06975622,  0.04908972, -0.00171628, ..., -0.00799403,\n",
       "         0.00695664, -0.01792724]),\n",
       " array([ 0.11201325,  0.03510545,  0.05097328, ..., -0.0125727 ,\n",
       "         0.00497469, -0.00416957]),\n",
       " array([ 0.05002823, -0.00660419,  0.02594922, ..., -0.04643392,\n",
       "        -0.0331963 , -0.01706571]),\n",
       " array([ 0.04665285,  0.00560209, -0.00649902, ...,  0.03440376,\n",
       "        -0.00680102, -0.03853511]),\n",
       " array([ 0.04340411,  0.03145897,  0.0115268 , ...,  0.00892024,\n",
       "        -0.00228959, -0.04914498]),\n",
       " array([ 0.02958467,  0.03750914, -0.07847622, ...,  0.01985919,\n",
       "         0.02684713, -0.03270643]),\n",
       " array([ 0.03332045,  0.04068686,  0.01845562, ...,  0.00128137,\n",
       "        -0.03052174,  0.01606616]),\n",
       " array([ 0.04756264,  0.01202998, -0.0112916 , ..., -0.03315732,\n",
       "        -0.02686021,  0.00871424]),\n",
       " array([ 0.02325094,  0.00147567, -0.05454978, ...,  0.0057661 ,\n",
       "        -0.02968659, -0.04266449]),\n",
       " array([ 0.01048151,  0.06425706, -0.01012322, ...,  0.03262362,\n",
       "         0.0011514 , -0.01706747]),\n",
       " array([ 0.01429974,  0.01629383, -0.00640864, ..., -0.01270578,\n",
       "         0.0309609 , -0.0390947 ]),\n",
       " array([ 0.00409102,  0.00185009,  0.00440198, ...,  0.00423937,\n",
       "         0.00562301, -0.00790816]),\n",
       " array([ 0.03303511,  0.05397357,  0.0014408 , ...,  0.01045001,\n",
       "        -0.01414692,  0.00196058]),\n",
       " array([ 0.01822827,  0.04449914, -0.01750588, ..., -0.03956281,\n",
       "         0.01419494, -0.01109468]),\n",
       " array([-0.02288529,  0.00138213,  0.06203974, ..., -0.00883355,\n",
       "         0.01138239, -0.00361838]),\n",
       " array([ 0.01680479, -0.00364876,  0.05483389, ..., -0.00808482,\n",
       "        -0.02539243,  0.00414165]),\n",
       " array([ 0.02937168, -0.00886323,  0.03323239, ...,  0.00564282,\n",
       "        -0.039137  , -0.02469088]),\n",
       " array([ 0.03315854, -0.00410761, -0.03501341, ...,  0.00958919,\n",
       "         0.00871328, -0.04854704]),\n",
       " array([ 0.03146508,  0.00329867,  0.01945693, ...,  0.00216982,\n",
       "        -0.01734754, -0.03785918]),\n",
       " array([ 0.0228713 ,  0.00858727, -0.02111278, ...,  0.02209208,\n",
       "         0.02099695, -0.00885578]),\n",
       " array([-0.02911729,  0.01283474, -0.05641058, ...,  0.03452256,\n",
       "         0.03514539, -0.01327962]),\n",
       " array([ 0.03433085,  0.0272741 ,  0.05485725, ..., -0.03165238,\n",
       "         0.00983825, -0.02050064]),\n",
       " array([ 0.05001374,  0.0246076 , -0.01338603, ...,  0.00295512,\n",
       "        -0.00819553, -0.0092725 ]),\n",
       " array([ 0.0123162 , -0.00656137,  0.00543751, ..., -0.02394486,\n",
       "         0.0007458 , -0.00442272]),\n",
       " array([ 0.00235981,  0.00841516, -0.00859326, ...,  0.02308921,\n",
       "         0.02885198, -0.02396699]),\n",
       " array([ 0.03727483, -0.00597004, -0.02951012, ..., -0.0075345 ,\n",
       "         0.02768928,  0.00576598]),\n",
       " array([-0.032204  , -0.0233296 ,  0.02823078, ..., -0.00944947,\n",
       "        -0.01378864, -0.0456659 ]),\n",
       " array([ 0.06627503,  0.01793192,  0.01876106, ..., -0.00709337,\n",
       "        -0.03324994, -0.01120745]),\n",
       " array([-0.01849438,  0.02541088,  0.00677162, ...,  0.02975731,\n",
       "        -0.01501724, -0.03016046]),\n",
       " array([-0.00886931,  0.00437075, -0.01928925, ..., -0.02835452,\n",
       "        -0.01882917, -0.00049815]),\n",
       " array([ 0.01432687,  0.02809676,  0.00173284, ..., -0.01397618,\n",
       "         0.01201642, -0.02419787]),\n",
       " array([ 0.01207065,  0.01806   ,  0.02611528, ...,  0.00654108,\n",
       "        -0.01267756, -0.03236823]),\n",
       " array([ 0.05432095,  0.00233196,  0.03845448, ...,  0.02450844,\n",
       "        -0.03703701, -0.01205989]),\n",
       " array([ 0.02975115,  0.01626322, -0.00956366, ...,  0.00373555,\n",
       "        -0.00089781, -0.00669956]),\n",
       " array([ 0.06930082,  0.00417577, -0.00644413, ..., -0.00645   ,\n",
       "         0.02528353, -0.0767192 ]),\n",
       " array([-0.02843897,  0.04594961,  0.02793264, ...,  0.03940949,\n",
       "        -0.00821207, -0.0130064 ]),\n",
       " array([ 0.01962365,  0.0059236 , -0.01684714, ..., -0.01411487,\n",
       "         0.01347328, -0.00054168]),\n",
       " array([-0.00670966,  0.01854215, -0.04245702, ..., -0.01040185,\n",
       "        -0.00959594, -0.05037867]),\n",
       " array([ 0.02114557,  0.00145033,  0.04119267, ..., -0.02864264,\n",
       "        -0.00789526, -0.00773736]),\n",
       " array([ 0.04790456,  0.07564458,  0.01936567, ..., -0.03666531,\n",
       "        -0.01312623,  0.00233462]),\n",
       " array([ 0.02341771,  0.0021422 , -0.00794411, ...,  0.01680591,\n",
       "         0.0131462 , -0.03248406]),\n",
       " array([ 0.01133386,  0.09481844, -0.00832398, ...,  0.00186857,\n",
       "         0.03381435, -0.0214436 ]),\n",
       " array([ 0.0693915 ,  0.02094235,  0.01806955, ..., -0.01150511,\n",
       "        -0.03028245, -0.01450282]),\n",
       " array([0.02831262, 0.04533892, 0.00420471, ..., 0.00452974, 0.0183956 ,\n",
       "        0.03557404]),\n",
       " array([-0.00840391,  0.00234232,  0.00885353, ...,  0.00609961,\n",
       "        -0.02972775, -0.0268449 ]),\n",
       " array([-0.00294603,  0.01447174, -0.00967022, ..., -0.01108122,\n",
       "        -0.01558813, -0.00316311]),\n",
       " array([ 0.0304375 ,  0.00912523, -0.00484233, ..., -0.01734817,\n",
       "         0.01022604, -0.00817482]),\n",
       " array([ 0.00580891,  0.05752219, -0.01935705, ...,  0.01381965,\n",
       "         0.05055269,  0.00998881]),\n",
       " array([ 0.00599141, -0.04375479, -0.01224522, ...,  0.00463296,\n",
       "        -0.01491293, -0.00031501]),\n",
       " array([ 0.03583761,  0.02091939,  0.02470642, ...,  0.00545973,\n",
       "        -0.01324854, -0.03281283]),\n",
       " array([ 0.06015591,  0.00156531,  0.03361795, ..., -0.00079996,\n",
       "         0.04231142,  0.01688122]),\n",
       " array([ 0.01683101,  0.00659464, -0.00275975, ...,  0.02230559,\n",
       "        -0.00143228, -0.01210515]),\n",
       " array([ 0.01504096,  0.02854997, -0.04212862, ...,  0.00262869,\n",
       "         0.03581513,  0.00341497]),\n",
       " array([ 0.01777045, -0.00352426, -0.00288325, ..., -0.01956005,\n",
       "         0.01200395, -0.00246463]),\n",
       " array([ 0.00104419, -0.01578942,  0.00757414, ..., -0.02715378,\n",
       "        -0.01086151,  0.00732901]),\n",
       " array([ 0.02091711,  0.00457935,  0.01603601, ..., -0.0094704 ,\n",
       "        -0.01022644,  0.00746092]),\n",
       " array([ 0.05609932,  0.01629256,  0.00774808, ...,  0.00936788,\n",
       "        -0.00765359, -0.02904854]),\n",
       " array([-0.06722484,  0.02460628,  0.00929454, ..., -0.02362308,\n",
       "        -0.03080701, -0.01773698]),\n",
       " array([ 0.07021597, -0.0010583 ,  0.02536605, ...,  0.00144659,\n",
       "        -0.03740798, -0.0396551 ]),\n",
       " array([ 0.0078066 , -0.0338136 , -0.00419295, ...,  0.01852661,\n",
       "        -0.03329616, -0.00580433]),\n",
       " array([0.06015771, 0.03761237, 0.0555493 , ..., 0.03297636, 0.00456012,\n",
       "        0.03717084]),\n",
       " array([ 0.02412137, -0.00462191,  0.01149856, ..., -0.02057374,\n",
       "        -0.01212314, -0.00161142]),\n",
       " array([ 0.02027919, -0.00106253, -0.05690048, ...,  0.02971527,\n",
       "        -0.02355794, -0.00469545]),\n",
       " array([-0.00933343,  0.00276179,  0.03422031, ..., -0.03187159,\n",
       "        -0.01970467, -0.01762906]),\n",
       " array([ 0.01752042,  0.00805939,  0.00287335, ..., -0.00176956,\n",
       "         0.00167028, -0.0181278 ]),\n",
       " array([ 0.03047325, -0.00331409, -0.02277926, ...,  0.00864628,\n",
       "         0.0133825 , -0.02282971]),\n",
       " array([ 0.02530743, -0.02356299,  0.02288604, ...,  0.03277989,\n",
       "         0.021428  , -0.00627804]),\n",
       " array([-0.00864325,  0.01793903,  0.03635265, ...,  0.00471018,\n",
       "        -0.00399238, -0.04290182]),\n",
       " array([-0.02232896, -0.00239671, -0.02751527, ...,  0.01021547,\n",
       "        -0.02903852, -0.03522825]),\n",
       " array([ 0.04057911,  0.02970876,  0.02772994, ...,  0.01168826,\n",
       "        -0.06749113, -0.00930707]),\n",
       " array([ 0.03618935,  0.01490349, -0.02928644, ...,  0.0053441 ,\n",
       "         0.0166462 , -0.02539365]),\n",
       " array([ 0.02229385,  0.00699614,  0.02839012, ..., -0.00781996,\n",
       "        -0.01146378,  0.01527236]),\n",
       " array([ 0.03444188,  0.04222506, -0.01238293, ...,  0.00089017,\n",
       "         0.00403719, -0.03195339]),\n",
       " array([ 0.02591887, -0.04413581,  0.05364031, ...,  0.0014057 ,\n",
       "        -0.00573547,  0.02277801]),\n",
       " array([ 0.04916434, -0.00117334,  0.04416132, ...,  0.0284066 ,\n",
       "         0.01806381,  0.0280458 ]),\n",
       " array([ 0.01913633,  0.0018425 , -0.01905084, ...,  0.00086935,\n",
       "        -0.0103131 , -0.04667457]),\n",
       " array([ 0.00543287,  0.02722798,  0.03496379, ...,  0.01073851,\n",
       "         0.00533745, -0.00666068]),\n",
       " array([ 0.05308659, -0.01105242, -0.02964803, ...,  0.03478614,\n",
       "         0.04582763, -0.01968883]),\n",
       " array([ 0.01525604,  0.00561555,  0.00576377, ...,  0.01468594,\n",
       "        -0.01962306, -0.04273516]),\n",
       " array([-0.00654764, -0.0165552 ,  0.07686242, ..., -0.00175149,\n",
       "        -0.0363084 ,  0.01714793]),\n",
       " array([ 0.02747126,  0.02281452, -0.01093807, ...,  0.02883193,\n",
       "        -0.00599394,  0.00766544]),\n",
       " array([ 0.02140772,  0.06526237, -0.00226461, ..., -0.00271782,\n",
       "         0.01926002, -0.03022945]),\n",
       " array([ 0.01099574,  0.03419587,  0.03304029, ..., -0.00329872,\n",
       "         0.01673239,  0.00250721]),\n",
       " array([ 0.02043761,  0.02007759, -0.04085123, ..., -0.03230655,\n",
       "         0.01803743,  0.00903071]),\n",
       " array([ 0.02367966,  0.03300139,  0.01931223, ..., -0.03865175,\n",
       "         0.01766079, -0.02679145]),\n",
       " array([-0.00818453,  0.03386944,  0.01530842, ..., -0.00044893,\n",
       "        -0.03825337, -0.05387998]),\n",
       " array([-0.00651671,  0.02402795,  0.02751376, ..., -0.00483409,\n",
       "         0.00419283, -0.00867615]),\n",
       " array([-0.01224633,  0.0140652 ,  0.04338183, ...,  0.00875545,\n",
       "        -0.02336292, -0.01099797]),\n",
       " array([-0.00110269,  0.00031288,  0.01843307, ..., -0.00980903,\n",
       "         0.02951486,  0.00894223]),\n",
       " array([-0.00095269,  0.00824883,  0.03204183, ...,  0.02955777,\n",
       "         0.00937794,  0.00314271]),\n",
       " array([-0.02320264,  0.00502428,  0.00277555, ...,  0.00280051,\n",
       "        -0.00131153, -0.01874401]),\n",
       " array([ 0.01352289,  0.05310523, -0.00203265, ..., -0.01583294,\n",
       "        -0.00543771, -0.03516989]),\n",
       " array([-0.0147552 ,  0.06793368,  0.00516975, ...,  0.00856644,\n",
       "         0.02380396, -0.01569268]),\n",
       " array([-0.01460272,  0.0407449 , -0.01925295, ...,  0.02471513,\n",
       "         0.02204555,  0.02758154]),\n",
       " array([ 0.00615594, -0.00442353, -0.0099964 , ..., -0.00317609,\n",
       "        -0.00598775, -0.00446839]),\n",
       " array([ 0.05008652,  0.06153908, -0.05220008, ...,  0.00938815,\n",
       "         0.02377758, -0.04539245]),\n",
       " array([-0.00533867,  0.01779556,  0.04626846, ..., -0.00295936,\n",
       "        -0.00169931,  0.0264005 ]),\n",
       " array([ 0.01386022,  0.04695908, -0.00402554, ...,  0.02511405,\n",
       "        -0.00296531, -0.03308782]),\n",
       " array([ 0.06092443,  0.02185229,  0.02977152, ..., -0.01063439,\n",
       "        -0.00724043,  0.0141117 ]),\n",
       " array([-0.04418341,  0.04452497,  0.03842566, ...,  0.03164323,\n",
       "         0.0186029 , -0.02991102]),\n",
       " array([ 0.03870632,  0.02503946, -0.00065143, ...,  0.01603512,\n",
       "        -0.01152062, -0.03147818]),\n",
       " array([ 0.0320519 , -0.01738816,  0.02358104, ..., -0.03685969,\n",
       "        -0.03926358,  0.00084637]),\n",
       " array([-0.00768385,  0.06912961, -0.07568716, ...,  0.01922213,\n",
       "         0.02027335, -0.01834613]),\n",
       " array([0.00953564, 0.0111048 , 0.04047618, ..., 0.00482147, 0.0070612 ,\n",
       "        0.00103269]),\n",
       " array([ 0.03229703,  0.03547763, -0.01911863, ...,  0.01999563,\n",
       "         0.0135409 ,  0.00569466]),\n",
       " array([ 0.0074202 ,  0.02988889,  0.0156468 , ...,  0.01459327,\n",
       "         0.00693896, -0.00171848]),\n",
       " array([-0.02374818,  0.00303507,  0.00689762, ...,  0.04138571,\n",
       "        -0.00251572, -0.02014892]),\n",
       " array([-0.03127085,  0.05705304, -0.01894546, ...,  0.02091945,\n",
       "         0.03490587, -0.04561836]),\n",
       " array([ 0.01842479,  0.04042549,  0.04532017, ...,  0.02473969,\n",
       "        -0.02292638,  0.00333498]),\n",
       " array([ 0.02163905,  0.05774018,  0.04022349, ...,  0.00093767,\n",
       "         0.00867049, -0.00856236]),\n",
       " array([ 0.01322438,  0.01529069, -0.02493346, ...,  0.0016687 ,\n",
       "         0.00146911,  0.01544097]),\n",
       " array([-0.00492506,  0.05983794, -0.02864799, ...,  0.03340147,\n",
       "        -0.00610708, -0.03866335]),\n",
       " array([ 0.06446962,  0.01680598,  0.04878404, ..., -0.02113586,\n",
       "         0.01332808, -0.00173895]),\n",
       " array([-0.00071295,  0.02754592, -0.00178508, ...,  0.02191791,\n",
       "         0.02808603, -0.02101051]),\n",
       " array([-0.00077993,  0.0382363 ,  0.01424775, ...,  0.03586167,\n",
       "        -0.01668295,  0.00851715]),\n",
       " array([ 0.02194789,  0.01191564, -0.01489141, ..., -0.00840624,\n",
       "         0.01096767, -0.02729674]),\n",
       " array([ 0.02499356,  0.04544284,  0.00681051, ..., -0.00404429,\n",
       "         0.00502356, -0.01622451]),\n",
       " array([-0.03959566,  0.00876125, -0.00502365, ..., -0.0317062 ,\n",
       "        -0.01156831, -0.02255543]),\n",
       " array([-0.00466327,  0.05727422,  0.00494027, ..., -0.02695687,\n",
       "         0.02693252, -0.00873602]),\n",
       " array([-0.01782305,  0.00803077,  0.04586508, ...,  0.03190424,\n",
       "         0.00024276,  0.0008746 ]),\n",
       " array([ 0.0252957 ,  0.03743372, -0.02621757, ...,  0.01806037,\n",
       "        -0.00086688, -0.02880162]),\n",
       " array([-0.02727132,  0.02326145,  0.06252039, ...,  0.00068756,\n",
       "         0.00072889, -0.0234504 ]),\n",
       " array([-0.00866427,  0.03846557, -0.02764951, ...,  0.01935973,\n",
       "         0.04580322,  0.0132027 ]),\n",
       " array([ 0.01324278,  0.02467301,  0.01366201, ...,  0.0104438 ,\n",
       "        -0.02389619, -0.0336125 ]),\n",
       " array([ 0.034945  , -0.00284277,  0.06160743, ..., -0.03489847,\n",
       "        -0.01661167, -0.02036907]),\n",
       " array([-0.02096074, -0.01907964, -0.05389903, ...,  0.00018435,\n",
       "        -0.01385865,  0.02400631]),\n",
       " array([ 0.07220048,  0.0406098 ,  0.01702953, ..., -0.01590214,\n",
       "         0.00942261, -0.01422886]),\n",
       " array([-0.0048915 ,  0.04660779, -0.02240164, ..., -0.05346491,\n",
       "        -0.00741136,  0.00160311]),\n",
       " array([ 0.04065094,  0.02958081,  0.0062869 , ...,  0.02774012,\n",
       "         0.02644385, -0.00374297]),\n",
       " array([-0.00795621, -0.00182456,  0.04607116, ...,  0.018979  ,\n",
       "        -0.04498457,  0.01353401]),\n",
       " array([ 0.01983073,  0.0044492 ,  0.00434857, ..., -0.0408903 ,\n",
       "         0.01461881, -0.00339781]),\n",
       " array([-0.01672537,  0.02568921, -0.00268886, ..., -0.02437975,\n",
       "        -0.0001582 , -0.01108279]),\n",
       " array([-0.02375935,  0.01878462, -0.01776314, ...,  0.01302055,\n",
       "        -0.00715699, -0.02090717]),\n",
       " array([ 0.03659093,  0.03526281, -0.00525148, ..., -0.05542848,\n",
       "        -0.0051871 ,  0.03935558]),\n",
       " array([-0.01960227,  0.02939736, -0.01250052, ..., -0.00879264,\n",
       "         0.01478322,  0.01073112]),\n",
       " array([ 0.02976516,  0.02762378, -0.00275167, ..., -0.00622606,\n",
       "         0.02822336,  0.00453705]),\n",
       " array([-0.01923413,  0.00456081, -0.00189056, ...,  0.00078295,\n",
       "        -0.0132678 ,  0.00622189]),\n",
       " array([ 0.02311709,  0.01241758,  0.02560446, ...,  0.01925783,\n",
       "        -0.00696205, -0.04064403]),\n",
       " array([ 0.0416871 ,  0.03361363,  0.00142968, ...,  0.02412987,\n",
       "         0.01044765, -0.02931812]),\n",
       " array([ 1.74187608e-02, -2.93269027e-02,  2.97762677e-02, ...,\n",
       "         1.90506615e-02, -6.90582820e-05, -5.85119016e-02]),\n",
       " array([-0.00350193,  0.05203214,  0.004579  , ...,  0.00541803,\n",
       "         0.0243023 , -0.00375781]),\n",
       " array([ 0.02078135,  0.04968257, -0.02042582, ...,  0.03149315,\n",
       "        -0.01290233, -0.00133396]),\n",
       " array([ 0.03421446, -0.01646006,  0.02766951, ..., -0.01136208,\n",
       "        -0.01459182, -0.06154207]),\n",
       " array([ 0.02089961,  0.038433  ,  0.03329891, ..., -0.00171641,\n",
       "        -0.01271413, -0.02379359]),\n",
       " array([ 0.03932814, -0.00839716,  0.01073039, ..., -0.00036437,\n",
       "         0.0305941 ,  0.02700067]),\n",
       " array([-0.0058177 ,  0.06110885,  0.08818673, ...,  0.03141132,\n",
       "        -0.00761412, -0.00134884]),\n",
       " array([-0.01449688,  0.02462669, -0.04087941, ...,  0.01750206,\n",
       "         0.0168605 , -0.02273579]),\n",
       " array([ 0.0118422 ,  0.00216083,  0.04010957, ...,  0.02531543,\n",
       "         0.02014667, -0.03363139]),\n",
       " array([-0.00320519,  0.02035101, -0.02180379, ..., -0.02062946,\n",
       "        -0.00634986, -0.01499994]),\n",
       " array([ 0.03166466, -0.02102222, -0.01011714, ...,  0.00895099,\n",
       "         0.00171771, -0.00417345]),\n",
       " array([ 0.00787797,  0.04957933,  0.01698245, ...,  0.01214717,\n",
       "        -0.02003694, -0.02056764]),\n",
       " array([ 0.02916671, -0.00602862, -0.04481306, ...,  0.01920559,\n",
       "         0.03867395, -0.01881145]),\n",
       " array([ 0.06463597, -0.03569449,  0.0054475 , ...,  0.01420859,\n",
       "         0.02489387, -0.02803968]),\n",
       " array([-0.01163638,  0.01000631, -0.02744867, ...,  0.00984758,\n",
       "         0.0127353 , -0.0258125 ]),\n",
       " array([-0.00987138,  0.0577363 , -0.03354071, ...,  0.00718234,\n",
       "         0.0320603 , -0.02361729]),\n",
       " array([ 0.04566297,  0.00290421, -0.03750476, ...,  0.00924405,\n",
       "        -0.0014284 , -0.00918085]),\n",
       " array([ 0.02939945,  0.02687571,  0.00361128, ...,  0.00107439,\n",
       "         0.01463331, -0.02585735]),\n",
       " array([ 0.06761587, -0.04663997,  0.02766983, ..., -0.01984011,\n",
       "         0.03549954,  0.03528205]),\n",
       " array([ 0.00637406, -0.01655999, -0.00061237, ..., -0.01538447,\n",
       "         0.00779495, -0.01046555]),\n",
       " array([ 0.01548735,  0.02602599, -0.06088995, ...,  0.01860991,\n",
       "        -0.00414715, -0.0358537 ]),\n",
       " array([ 0.02700276,  0.01074562,  0.05193408, ...,  0.02441346,\n",
       "        -0.00293917,  0.01562215]),\n",
       " array([ 0.01831319,  0.01019094,  0.00399814, ..., -0.00291075,\n",
       "         0.00986605, -0.00708791]),\n",
       " array([ 0.03210586,  0.02383363, -0.02181952, ...,  0.01590907,\n",
       "         0.00765481, -0.00580855]),\n",
       " array([ 0.01398773,  0.02552106, -0.02328112, ...,  0.02683167,\n",
       "        -0.03388511, -0.01797912]),\n",
       " array([-0.01007693,  0.05915539, -0.01990557, ..., -0.00010095,\n",
       "         0.03000949, -0.04140878]),\n",
       " array([ 0.02936815,  0.01742143,  0.02440273, ...,  0.02230197,\n",
       "        -0.04935717,  0.00479832]),\n",
       " array([ 0.01735574, -0.00649989, -0.0074244 , ...,  0.00112727,\n",
       "         0.01634615,  0.00236656]),\n",
       " array([-0.03072127,  0.02012818, -0.01383241, ..., -0.03354261,\n",
       "         0.00563615, -0.05835996]),\n",
       " array([-0.04314779,  0.06537405,  0.04333091, ..., -0.0161375 ,\n",
       "        -0.01731634, -0.02072696]),\n",
       " array([ 0.01578354,  0.01438348,  0.0645701 , ..., -0.03664078,\n",
       "         0.02327443, -0.03336202]),\n",
       " array([ 0.0752314 ,  0.05189744, -0.02859405, ..., -0.0035819 ,\n",
       "         0.03730989, -0.01925129]),\n",
       " array([ 0.01408791,  0.00786804,  0.02385919, ...,  0.00447687,\n",
       "        -0.00310013, -0.02864673]),\n",
       " array([ 0.06251775,  0.05092632,  0.03893108, ..., -0.03092634,\n",
       "        -0.03045128, -0.02581945]),\n",
       " array([-0.00149586,  0.02104479, -0.0098664 , ..., -0.00504585,\n",
       "         0.01325901,  0.01343129]),\n",
       " array([-0.01612732,  0.02997871, -0.01528302, ...,  0.01622521,\n",
       "         0.00521262, -0.0002669 ]),\n",
       " array([ 0.00972393,  0.04815779,  0.01575289, ..., -0.00095146,\n",
       "         0.03658021,  0.00062045]),\n",
       " array([ 0.01481971,  0.06648184,  0.03499301, ...,  0.03406829,\n",
       "        -0.02545388, -0.00933228]),\n",
       " array([ 0.03868339,  0.02639416, -0.00310275, ...,  0.01024656,\n",
       "         0.03824053,  0.01182423]),\n",
       " array([ 0.01277069,  0.00168602, -0.00028095, ...,  0.02271571,\n",
       "         0.02626987, -0.03284838]),\n",
       " array([-0.01613032, -0.00426863, -0.02714615, ..., -0.00231627,\n",
       "         0.00307853,  0.03559162]),\n",
       " array([-0.02280253,  0.00496382,  0.05274055, ..., -0.01884699,\n",
       "        -0.0234424 , -0.03492123]),\n",
       " array([ 0.05570178,  0.02584323,  0.01330606, ..., -0.00046454,\n",
       "         0.01678742, -0.00889029]),\n",
       " array([-0.02697831,  0.01824248, -0.00100366, ...,  0.03054972,\n",
       "        -0.00607654, -0.01497938]),\n",
       " array([-0.00277514, -0.0199534 , -0.00711994, ..., -0.01989062,\n",
       "         0.00937396,  0.00760967]),\n",
       " array([ 0.03163771,  0.0082555 ,  0.00960206, ...,  0.01824768,\n",
       "        -0.02660386, -0.0226523 ]),\n",
       " array([ 0.01620129,  0.0329661 , -0.03465667, ..., -0.03626271,\n",
       "        -0.0094531 ,  0.01254543]),\n",
       " array([ 0.00848062,  0.01476836,  0.01566342, ..., -0.0016013 ,\n",
       "         0.0333407 ,  0.00361657]),\n",
       " array([ 0.01714055,  0.01161692, -0.02946793, ...,  0.01225057,\n",
       "        -0.01294182, -0.05158807]),\n",
       " array([-0.01846734, -0.00819701,  0.00428827, ...,  0.03043146,\n",
       "        -0.0213564 , -0.01076884]),\n",
       " array([ 0.01722521,  0.02723645, -0.02407113, ...,  0.00466209,\n",
       "         0.03032815,  0.00195839]),\n",
       " array([ 0.01203508,  0.02097869,  0.00074693, ...,  0.02509263,\n",
       "         0.00070332, -0.04118751]),\n",
       " array([-0.02160158,  0.05502478,  0.0302108 , ...,  0.00269841,\n",
       "        -0.00523978, -0.05610986]),\n",
       " array([ 0.0294089 ,  0.05625836, -0.01062535, ...,  0.00674313,\n",
       "         0.00417754, -0.02309644]),\n",
       " array([ 0.01287484,  0.03253179,  0.02148825, ..., -0.01232476,\n",
       "        -0.01240831, -0.00081164]),\n",
       " array([-0.00550974,  0.04421441, -0.00698242, ...,  0.03295611,\n",
       "         0.01513616, -0.04830834]),\n",
       " array([ 0.02065059,  0.05134239, -0.01755474, ..., -0.00989048,\n",
       "         0.03589794, -0.02687707]),\n",
       " array([ 0.02588861,  0.00748112,  0.03703646, ...,  0.02383376,\n",
       "        -0.03078579, -0.01642647]),\n",
       " array([ 0.00577107,  0.01034635,  0.01236779, ...,  0.02671716,\n",
       "         0.01995246, -0.01827837]),\n",
       " array([ 0.01800837,  0.02769148,  0.00191436, ...,  0.040491  ,\n",
       "         0.01826436, -0.04476492]),\n",
       " array([ 0.03555614,  0.01699184,  0.02703675, ...,  0.00940536,\n",
       "         0.03961635, -0.00821429]),\n",
       " array([-0.0089355 ,  0.04057128,  0.01669595, ..., -0.01904604,\n",
       "         0.00873535, -0.03264297]),\n",
       " array([-0.00957559,  0.07425325, -0.00853551, ..., -0.0121419 ,\n",
       "         0.0377145 , -0.0076763 ]),\n",
       " array([ 0.01158757, -0.00047606,  0.00053198, ...,  0.00914367,\n",
       "         0.03010979, -0.01980849]),\n",
       " array([ 0.0368978 ,  0.07668258, -0.01570119, ..., -0.01275089,\n",
       "        -0.00405192, -0.02440016]),\n",
       " array([0.00455093, 0.0489138 , 0.02385474, ..., 0.00824494, 0.05118347,\n",
       "        0.00299921]),\n",
       " array([ 0.02089241,  0.03812446, -0.01926845, ..., -0.00344125,\n",
       "         0.01053642, -0.02138218]),\n",
       " array([-0.01007698,  0.03917781,  0.02793447, ...,  0.00985241,\n",
       "         0.01432946, -0.00306077]),\n",
       " array([ 0.01401644,  0.06625105, -0.02141012, ...,  0.01583858,\n",
       "        -0.00705494, -0.03464397]),\n",
       " array([ 0.01396967,  0.06795501, -0.04784483, ..., -0.00345724,\n",
       "         0.01112328, -0.02752997]),\n",
       " array([ 0.02268068,  0.02782126,  0.01165104, ...,  0.00453331,\n",
       "         0.01834509, -0.02616894]),\n",
       " array([-0.00277082,  0.04059292,  0.00464088, ..., -0.00080179,\n",
       "         0.01623218, -0.0074491 ]),\n",
       " array([ 0.0027838 ,  0.07137889,  0.04417207, ...,  0.0721165 ,\n",
       "        -0.00104082, -0.03327799]),\n",
       " array([-0.02152301,  0.01059416,  0.0482208 , ..., -0.0010274 ,\n",
       "         0.008438  , -0.02426487]),\n",
       " array([-0.01423287,  0.04033101, -0.00761989, ..., -0.00203254,\n",
       "        -0.00852476, -0.04041265]),\n",
       " array([ 0.02187231,  0.02926462,  0.0261718 , ...,  0.02391076,\n",
       "         0.01367166, -0.0132382 ]),\n",
       " array([ 0.03175002, -0.01569358,  0.06028617, ...,  0.01429399,\n",
       "         0.04196187, -0.02687737]),\n",
       " array([ 0.02604496,  0.00327743,  0.03085518, ...,  0.01816916,\n",
       "        -0.02164598,  0.02416324]),\n",
       " array([ 0.01846125,  0.0285349 ,  0.0104845 , ..., -0.02388224,\n",
       "        -0.0091666 , -0.01381926]),\n",
       " array([ 0.03152667, -0.01441118,  0.00236331, ...,  0.01455351,\n",
       "         0.01388929, -0.04711209]),\n",
       " array([-0.00097081,  0.00417742,  0.0027637 , ..., -0.01164317,\n",
       "        -0.02271105, -0.00155182]),\n",
       " array([ 0.00974916,  0.05407408,  0.02140626, ..., -0.00417073,\n",
       "         0.00689305, -0.0452789 ]),\n",
       " array([ 0.05586561, -0.04550598, -0.03865199, ..., -0.01468551,\n",
       "        -0.00442419,  0.00515454]),\n",
       " array([ 0.03050765,  0.01150334,  0.01658329, ..., -0.00933422,\n",
       "        -0.00317671, -0.0207536 ]),\n",
       " ...]"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embeddings = list(df['embedding'])\n",
    "embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "4e085ca9-8f8f-4d00-9ef9-2807fcd169c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2024-04-28 22:35:44.871\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mnomic.dataset\u001b[0m:\u001b[36m_create_project\u001b[0m:\u001b[36m914\u001b[0m - \u001b[1mCreating dataset `oblivious-fourier`\u001b[0m\n",
      "\u001b[32m2024-04-28 22:35:45.988\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mnomic.atlas\u001b[0m:\u001b[36mmap_data\u001b[0m:\u001b[36m110\u001b[0m - \u001b[1mUploading data to Atlas.\u001b[0m\n",
      "1it [00:03,  3.37s/it]\n",
      "\u001b[32m2024-04-28 22:35:49.389\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mnomic.dataset\u001b[0m:\u001b[36m_add_data\u001b[0m:\u001b[36m1593\u001b[0m - \u001b[1mUpload succeeded.\u001b[0m\n",
      "\u001b[32m2024-04-28 22:35:49.393\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mnomic.atlas\u001b[0m:\u001b[36mmap_data\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1m`atefataya/oblivious-fourier`: Data upload succeeded to dataset`\u001b[0m\n",
      "\u001b[32m2024-04-28 22:35:50.356\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mnomic.dataset\u001b[0m:\u001b[36mcreate_index\u001b[0m:\u001b[36m1160\u001b[0m - \u001b[33m\u001b[1mYou did not specify the `topic_label_field` option in your topic_model, your dataset will not contain auto-labeled topics.\u001b[0m\n",
      "\u001b[32m2024-04-28 22:35:53.056\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mnomic.dataset\u001b[0m:\u001b[36mcreate_index\u001b[0m:\u001b[36m1297\u001b[0m - \u001b[1mCreated map `oblivious-fourier` in dataset `atefataya/oblivious-fourier`: https://atlas.nomic.ai/data/atefataya/oblivious-fourier/map\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "embeddings = np.array(embeddings)\n",
    "project = atlas.map_data(\n",
    "    embeddings = embeddings,\n",
    "    data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce8c6a61-abac-4cb8-acb1-99d5b3b7626f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a08d954-8bad-4f20-8b6c-088bc92f0cb9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a6776e6-9510-4f3b-af3b-ff819f3be6ee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "268319f5-c470-45a5-bff7-c9882a1e04c0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d66325af-bfbe-400d-a45b-953797b12c0f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c37de6d8-a3f8-4bdc-a4f6-6ef51ac1a72c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ea45baf-dc57-4f6f-aa6c-46495611fe7f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
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