Exp_19_Latent_Semantic_Analysis_SVD.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b5e22e20",
   "metadata": {},
   "source": [
    "# Latent Semantic Analysis on Text data using SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1b41ceec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import wordnet as wn\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.decomposition import TruncatedSVD\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8c86355e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('chase.v.01')]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synsets('dog')\n",
    "wn.synsets('dog', pos=wn.VERB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "8c7228d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Lemma('dog.n.01.dog'),\n",
       " Lemma('dog.n.01.domestic_dog'),\n",
       " Lemma('dog.n.01.Canis_familiaris')]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset('dog.n.01').lemmas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c276ab9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('canine.n.02'), Synset('domestic_animal.n.01')]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dog = wn.synset('dog.n.01')\n",
    "dog.hypernyms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "4f3295dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('basenji.n.01'),\n",
       " Synset('corgi.n.01'),\n",
       " Synset('cur.n.01'),\n",
       " Synset('dalmatian.n.02'),\n",
       " Synset('great_pyrenees.n.01'),\n",
       " Synset('griffon.n.02'),\n",
       " Synset('hunting_dog.n.01'),\n",
       " Synset('lapdog.n.01'),\n",
       " Synset('leonberg.n.01'),\n",
       " Synset('mexican_hairless.n.01'),\n",
       " Synset('newfoundland.n.01'),\n",
       " Synset('pooch.n.01'),\n",
       " Synset('poodle.n.01'),\n",
       " Synset('pug.n.01'),\n",
       " Synset('puppy.n.01'),\n",
       " Synset('spitz.n.01'),\n",
       " Synset('toy_dog.n.01'),\n",
       " Synset('working_dog.n.01')]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dog.hyponyms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "aee6e838",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = wn.synset('cat.n.01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "240587c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dog.path_similarity(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "8e1cb901",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.14285714285714285"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hit = wn.synset('hit.v.01')\n",
    "slap = wn.synset('slap.v.01') # kick, hit\n",
    "wn.path_similarity(hit, slap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "ff10124e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Readings in Judaism, Christianity, and Islam',\n",
       " 'Microprocessors Principles and Applications',\n",
       " 'Bernhard Edouard Fernow: Story of North American Forestry',\n",
       " 'Encyclopedia of Buddhism',\n",
       " 'Motorola Microprocessor Family: 68000, 68008, 68010, 68020, 68030, and 68040, Programming and Interfacing with Applications',\n",
       " 'American Anthem: Student Edition Modern Era 2007',\n",
       " 'How to Read Literature Like a Professor A Lively and Entertaining Guide to Reading Between the Lines',\n",
       " 'Men Are from Mars, Women Are from Venus Secrets of Great Sex, Improving Communication, Lasting Intimacy and Fulfillment, Giving and Receiving Love, Secrets of Passion, Understanding Martian',\n",
       " 'Religious Traditions of the World A Journey Through Africa, Mesoamerica, North America, Judaism, Christianity, Islam, Hinduism, Buddhism, China, an',\n",
       " \"World's Wisdom Sacred Texts of the World's Religions\",\n",
       " \"Illustrated World's Religions A Guide to Our Wisdom Traditions\",\n",
       " 'Soul of Sex Cultivating Life As an Act of Love',\n",
       " 'Thriving on Chaos Handbook for a Management Revolution',\n",
       " 'Blood Relatives',\n",
       " \"Wheelock's Latin\",\n",
       " 'Great by Choice : Uncertainty, Chaos and Luck--Why Some Thrive Despite Them All',\n",
       " 'Expanding Discourse Feminism and Art History',\n",
       " 'Introduction to General Relativity (Pure & Applied Physics)',\n",
       " 'Experiments in Microprocessors and Interfacing: Programming and Hardware',\n",
       " 'Pathophysiology Concepts and Applications for Health Care Professionals',\n",
       " 'Power System Operation',\n",
       " 'Machine Learning',\n",
       " 'E-Commerce: Strategy, Technologies And Applications',\n",
       " 'Real and Complex Analysis',\n",
       " \"Schaum's Outline of Microprocessor Fundamentals\",\n",
       " \"Schaum's Microprocessor Fundamentals - Roger L. Tokheim - Paperback - 2nd ed\",\n",
       " 'Probability, Random Variables and Stochastic Processes',\n",
       " 'Medical Microbiology & Immunology The Big Picture',\n",
       " 'Security Analysis Sixth Edition, Foreword by Warren E. Buffett',\n",
       " 'Goodman and Gilman\\'s The Pharmacological Basis of Therapeutics, Twelfth Edition (Goodman and Gilman\"S the Pharmacological Basis of Therapeutics)',\n",
       " 'OCA/OCP Oracle Database 11g All-in-One Exam Guide with CD-ROM: Exams 1Z0-051, 1Z0-052, 1Z0-053 (Oracle Press)',\n",
       " 'Clinical Ethics:  A Practical Approach to Ethical Decisions in Clinical Medicine, Seventh Edition (LANGE Clinical Science)',\n",
       " 'Understand Linguistics: A Teach Yourself Guide',\n",
       " \"Harrison's Principles of Internal Medicine\",\n",
       " 'Basic and Clinical Pharmacology 12/E (LANGE Basic Science)',\n",
       " 'Harrisons Principles of Internal Medicine Self-Assessment and Board Review 18th Edition',\n",
       " 'Strategic Database Marketing 4e:  The Masterplan for Starting and Managing a Profitable, Customer-Based Marketing Program',\n",
       " 'Review of Medical Microbiology and Immunology, Twelfth Edition (Lange Medical Books)',\n",
       " \"Tintinalli's Emergency Medicine Manual 7/E (Emergency Medicine (Tintinalli))\",\n",
       " 'Pharmacotherapy a Pathophysiologic Approach 9/e',\n",
       " 'Review of Medical Microbiology and Immunology',\n",
       " 'Computer Organization',\n",
       " 'Risk Management and Insurance',\n",
       " 'Design of Analog Cmos Integrated Circuits',\n",
       " 'Plant Design and Economics for Chemical Engineers',\n",
       " 'Fluid Mechanics With Engineering Applications',\n",
       " 'Operating Systems: A Spiral Approach',\n",
       " 'Essentials of Anatomy & Physiology',\n",
       " 'Database Management Systems',\n",
       " 'Introduction to Probability and Statistics Principles and Applications for Engineering and the Computing Sciences',\n",
       " 'Health Program Planning An Educational and Ecological Approach',\n",
       " 'Geographic Information Systems Applications in Forestry and Natural Resources Management',\n",
       " 'Fluid Mechanics for Chemical Engineers',\n",
       " 'Adaptation Studying Film And Literature',\n",
       " 'American Art History and Culture',\n",
       " 'Evolution of the Earth',\n",
       " \"Introduction To Women's Studies Gender In A Transnational World\",\n",
       " 'Fundamentals of Aerodynamics',\n",
       " 'Introduction to Forensics & Criminalistics',\n",
       " 'Introduction to Biological Evolution',\n",
       " 'Anatomy & Physiology: An Integrative Approach',\n",
       " 'Introduction To Chemical Engineering Thermodynamics Chemical Engineering Thermodynamics',\n",
       " 'Human Geography',\n",
       " 'Theater Experience',\n",
       " 'BioInformatics: A Computing Perspective',\n",
       " 'Experience Sociology',\n",
       " 'Electronic Principles',\n",
       " 'Good Earth Introduction to Earth Sciences',\n",
       " 'Essentials of World Regional Geography',\n",
       " 'Physical Geology',\n",
       " \"Stern's Introductory Plant Biology\",\n",
       " 'Business Statistics: Communicating with Numbers',\n",
       " 'Digital Electronics: Principles and Applications',\n",
       " 'Medical Insurance for Pharmacy Technicians',\n",
       " 'Insurance in the Medical Office: From Patient to Payment',\n",
       " 'Law & Ethics for the Health Professions',\n",
       " 'Foundations in Microbiology',\n",
       " 'Microbiology: A Human Perspective',\n",
       " 'Introduction to Programming with Java: A Problem Solving Approach',\n",
       " 'Modern Computer Networks: An Open Source Approach',\n",
       " 'Business Driven Information Systems',\n",
       " 'Real Estate Finance & Investments (Real Estate Finance and Investments)',\n",
       " 'Human Anatomy',\n",
       " \"Hole's Essentials of Human Anatomy & Physiology\",\n",
       " \"Seeley's Principles of Anatomy and Physiology\",\n",
       " 'Anatomy & Physiology: The Unity of Form and Function',\n",
       " \"Seeley's Essentials of Anatomy and Physiology\",\n",
       " \"Hole's Human Anatomy & Physiology\",\n",
       " 'Human Anatomy',\n",
       " \"Vander's Human Physiology\",\n",
       " 'Power & Choice: An Introduction to Political Science',\n",
       " 'A History of Western Art',\n",
       " 'Reconstructing Gender',\n",
       " 'Mechanics of Materials',\n",
       " 'Fluid Mechanics Fundamentals and Applications',\n",
       " 'Microelectronic Circuit Design',\n",
       " 'Fundamentals of Electric Circuits',\n",
       " 'CMOS Digital Integrated Circuits Analysis & Design',\n",
       " 'Microelectronics Circuit Analysis and Design',\n",
       " 'Computer Organization',\n",
       " 'Power Electronics',\n",
       " 'The Theater Experience',\n",
       " 'Finance: Applications and Theory',\n",
       " 'Essentials of Investments (The Mcgraw-Hill/Irwin Series in Finance, Insurance, and Real Estate)',\n",
       " 'Essentials of Corporate Finance (The Mcgraw-Hill/Irwin Series in Finance, Insurance, and Real Estate)',\n",
       " 'Understanding Human Sexuality',\n",
       " 'Biology',\n",
       " 'Ecology: Concepts and Applications',\n",
       " 'Environmental Science',\n",
       " 'US: A Narrative History Volume 1: To 1877',\n",
       " 'Differential Equations for Engineers and Scientists',\n",
       " 'Elementary Statistics',\n",
       " 'Film History: An Introduction',\n",
       " 'Film Art: An Introduction',\n",
       " 'The Art of Watching Films',\n",
       " 'Studying Religion',\n",
       " 'Fundamentals of Aerodynamics',\n",
       " 'Vector Mechanics for Engineers: Statics and Dynamics',\n",
       " 'Thermodynamics: An Engineering Approach',\n",
       " 'Simulation Modeling and Analysis',\n",
       " 'Statistical Techniques in Business and Economics',\n",
       " 'Essentials of Business Statistics',\n",
       " 'Microbiology Fundamentals: A Clinical Approach',\n",
       " \"Prescott's Microbiology\",\n",
       " 'Microbiology: A Systems Approach',\n",
       " 'Contemporary Nutrition',\n",
       " 'Chemistry: The Molecular Nature of Matter and Change',\n",
       " 'Introduction to Chemistry: Third Edition',\n",
       " 'Chemistry',\n",
       " 'Principles of General Chemistry',\n",
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       " 'Business Communication: Building Critical Skills',\n",
       " 'Concepts in Biology',\n",
       " 'Biology : Concepts and Investigations',\n",
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       " \"Seeley's Anatomy & Physiology\",\n",
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       " \"Hole's Essentials of Human Anatomy & Physiology\",\n",
       " 'Advertising and Promotion: An Integrated Marketing Communications Perspective',\n",
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       " \"Experiencing the World's Religions\",\n",
       " 'Chemistry : Atoms First',\n",
       " 'Chemistry: Atoms First',\n",
       " 'Essentials of Economics',\n",
       " 'Economics',\n",
       " 'Essentials of Economics, 3rd Edition (The McGraw-Hill Series in Economics)',\n",
       " 'Urban Economics',\n",
       " 'Environmental Economics: An Introduction (The Mcgraw-Hill)',\n",
       " 'Broadcasting Cable the Internet and Beyond: An Introduction to Modern Electronic Media',\n",
       " 'Pathways to Astronomy',\n",
       " 'College Physics:With an Integrated Approach to Forces and Kinematics, Fourth Edition',\n",
       " 'Astronomy: Journey to the Cosmic Frontier',\n",
       " 'Physics of Everyday Phenomena',\n",
       " 'Explorations: Introduction to Astronomy',\n",
       " 'Pathways to Astronomy',\n",
       " 'Medical Insurance: An Integrated Claims Process Approach',\n",
       " 'University Physics with Modern Physics',\n",
       " 'Physical Science',\n",
       " 'Physics of Everyday Phenomena',\n",
       " 'Theater The Lively Art',\n",
       " 'Anthology of Living Theater',\n",
       " 'Survey of Operating Systems',\n",
       " 'Survey of Operating Systems',\n",
       " 'Basic Statistics for Business and Economics',\n",
       " 'Applied Statistics in Business and Economics',\n",
       " 'Business Statistics in Practice (McGraw-Hill/Irwin Series in Operations and Decision Sciences)',\n",
       " 'Business Research Methods',\n",
       " 'Microbiology: A Systems Approach',\n",
       " 'Foundations in Microbiology',\n",
       " \"Wardlaw's Perspectives in Nutrition\",\n",
       " 'Contemporary World Regional Geography',\n",
       " 'Introduction to Geography',\n",
       " 'Introduction to Geography',\n",
       " 'Chemistry in Context',\n",
       " 'International Economics',\n",
       " 'Economics: The Basics (Mcgraw-Hill/Irwin Series in Economics)',\n",
       " 'Labor Economics',\n",
       " 'Managerial Economics & Business Strategy',\n",
       " 'Computer Networks : A Top down Approach',\n",
       " 'An Introduction to Object-Oriented Programming with Java',\n",
       " 'Database System Concepts',\n",
       " 'Java Programming: From the Ground Up',\n",
       " 'Algorithms',\n",
       " 'The Good Earth: Introduction to Earth Science',\n",
       " 'Environmental Geology',\n",
       " 'Exploring Geology',\n",
       " 'Laboratory Manual for Physical Geology',\n",
       " 'Marine Biology',\n",
       " 'Vertebrates : Comparative Anatomy, Function, Evolution',\n",
       " 'Understanding Business, 10th Edition',\n",
       " 'Employment Law for Business',\n",
       " 'Business Law',\n",
       " 'Matching Supply with Demand: An Introduction to Operations Management',\n",
       " 'Molecular Biology',\n",
       " 'Human Biology',\n",
       " 'Biology',\n",
       " 'Essentials of Biology',\n",
       " 'Concepts of Biology',\n",
       " 'Biology: Concepts and Investigations',\n",
       " 'Human Anatomy',\n",
       " 'Electronic Media: An Introduction',\n",
       " 'Media Ethics: Issues and Cases',\n",
       " 'Power & Choice: An Introduction to Political Science',\n",
       " 'Music An Appreciation',\n",
       " 'World Music: Traditions and Transformations',\n",
       " 'Sociology: A Brief Introduction, 9th Edition',\n",
       " 'Foundations of Materials Science and Engineering',\n",
       " \"Shigley's Mechanical Engineering Design (Mcgraw-Hill Series in Mechanical Engineering)\",\n",
       " 'Thermodynamics : An Engineering Approach, 7th Edition',\n",
       " 'Engineering Circuit Analysis',\n",
       " 'Semiconductor Physics and Devices',\n",
       " 'International Marketing',\n",
       " 'Consumer Behavior: Building Marketing Strategy, 12th Edition',\n",
       " 'Personal Finance (Mcgraw-Hill/Irwin Series in Finance, Insurance and Real Estate)',\n",
       " 'Corporate Finance: Core Principles and Applications (McGraw-Hill/Irwin Series in Finance, Insurance and Real Estate)',\n",
       " 'Personal Finance',\n",
       " 'Sexuality Today',\n",
       " 'Transformations: Women, Gender, and Psychology',\n",
       " 'Human Sexuality: Self, Society, and Culture',\n",
       " 'Biology',\n",
       " 'Biology Laboratory Manual',\n",
       " 'Calculus : Early Transcendental Functions',\n",
       " 'Applied Calculus for Business, Economics, and the Social and Life Sciences, Expanded Edition',\n",
       " 'Calculus for Business, Economics, and the Social and Life Sciences, Brief Version',\n",
       " 'Ecology : Global Insights and Investigations',\n",
       " 'Ecology: Concepts and Applications',\n",
       " 'Principles of Environmental Science: Inquiry and Applications',\n",
       " 'Film Art: An Introduction',\n",
       " \"Scriptures of the World's Religions\",\n",
       " 'Ethical Issues in Modern Medicine: Contemporary Readings in Bioethics',\n",
       " 'Problems from Philosophy',\n",
       " 'Introduction to Thermodynamics and Heat Transfer + Ees Software',\n",
       " 'The Good Earth: Introduction to Earth Science',\n",
       " 'The Unfinished Nation: A Concise History of the American People, Volume 1',\n",
       " 'Foundations in Microbiology: Basic Principles',\n",
       " 'Explorations: Introduction to Astronomy',\n",
       " 'Organic Chemistry',\n",
       " 'Thermodynamics: An Engineering Approach with Student Resources DVD',\n",
       " 'American History: A Survey Volume 2',\n",
       " 'American History: A Survey Volume 1',\n",
       " 'Vector Mechanics for Engineers: Statics',\n",
       " 'Vector Mechanics for Engineers: Dynamics',\n",
       " 'The Unfinished Nation: A Concise History of the American People Volume 1',\n",
       " 'Fundamentals of Thermal-Fluid Sciences with Student Resource DVD',\n",
       " 'Fluid Mechanics with Student DVD',\n",
       " 'Music: An Appreciation Brief Edition with 5-CD',\n",
       " 'Loose-leaf for Fundamentals of Financial Accounting',\n",
       " 'Foundations of Financial Management with Time Value of Money card (The Mcgraw-Hill/Irwin Series in Finance, Insurance, and Real Estate)',\n",
       " 'Elementary Statistics with CD : A Step by Step Approach with Formula Card and Data Cd',\n",
       " 'Package: Principles of General, Organic & Biochemistry with Connect Plus Access Card',\n",
       " 'Microbiology: A Systems Approach with Connect Plus Access Card',\n",
       " 'Ecology: A Global Insights and Investigations with Connect Plus Access Card',\n",
       " 'Loose-Leaf Edition Understanding Business',\n",
       " 'Fundamentals of Corporate Finance Alternate Edition (The Mcgraw-Hill/Irwin Series in Finance, Insurance, and Real Estate)',\n",
       " 'Biology',\n",
       " 'Loose Leaf Version for Anatomy & Physiology: An Integrative Approach',\n",
       " 'Loose Leaf Version for Human Anatomy and Physiology',\n",
       " 'Loose Leaf Biology',\n",
       " 'Anatomy & Physiology: The Unity of Form and Function with Connect Plus/LearnSmart 2 Semester Access Card (Includes APR & PhILS Online Access)',\n",
       " 'Loose-Leaf for Principles of Corporate Finance',\n",
       " 'Experience Music, with 3 Audio CDs',\n",
       " 'Loose Leaf Version for Exploring Geology',\n",
       " 'Loose Leaf for General, Organic, and Biochemistry',\n",
       " 'Loose Leaf Version of Human Physiology',\n",
       " 'Elementary Statistics, Brief with Data CD and Formula Card',\n",
       " 'Electronics Principles and Applications with Student Data CD-Rom',\n",
       " 'Biology with Connect Plus Access Card',\n",
       " 'Exploring Geology with CONNECT Plus 1-semester Access Card',\n",
       " 'Music: An Appreciation (Brief) Connect Upgrade Edition',\n",
       " 'International Business: The Challenge of Global Competition, 13th Edition',\n",
       " 'Intermediate Accounting with Annual Report',\n",
       " 'Microbiology Fundamentals: A Clinical Approach with Connect Plus with LearnSmart 1 Semester Access Card',\n",
       " 'Loose-Leaf for Organic Chemistry',\n",
       " \"Benson's Microbiological Applications Complete Version (Brown, Microbioligical Applications)\",\n",
       " 'Film Art: an Introduction with Connect Access Card',\n",
       " 'Practical Business Math Procedures with Handbook, Student DVD, and WSJ insert',\n",
       " 'Loose Leaf Fundamentals of Cost Accounting with Connect Plus',\n",
       " 'Foundations in Microbiology: Basic Principles',\n",
       " \"Seeley's Anatomy & Physiology with Connect Plus Access Card\",\n",
       " 'Loose Leaf Version for Environmental Geology',\n",
       " 'Loose Leaf Version for Environmental Geology',\n",
       " 'Exploring Social Psychology',\n",
       " 'Music: An Appreciation, Brief Edition',\n",
       " 'Marketing',\n",
       " 'Essentials of Marketing: A Marketing Strategy Planning Approach',\n",
       " 'Marketing Management',\n",
       " 'Preface to Marketing Management',\n",
       " 'Marketing',\n",
       " 'Personal Finance (McGraw-Hill/Irwin Series in Finance, Insurance, and Real Est)',\n",
       " 'Finance: Applications and Theory',\n",
       " 'Case Studies in Finance: Managing for Corporate Value Creation (Mcgraw-Hill/Irwin Series in Finance, Insurance and Real Estate)',\n",
       " 'Health Psychology',\n",
       " 'International Accounting',\n",
       " 'Ethical Obligations and Decision Making in Accounting: Text and Cases',\n",
       " 'Advanced Accounting',\n",
       " 'Fundamentals of Advanced Accounting',\n",
       " \"Combo: Wardlaw's Perspectives in Nutrition with Connect Plus 1 Semester Access Card\",\n",
       " 'Anatomy & Physiology: An Integrative Approach with Connect Plus/LearnSmart 2 Semester Access Card/APR Online Access/PhILS Online Access',\n",
       " 'Statistical Techniques in Business and Economics',\n",
       " 'Essentials of Business Statistics',\n",
       " 'Essentials of Business Statistics',\n",
       " 'Nutritional Assessment',\n",
       " 'Human Geography: Landscapes of Human Activities',\n",
       " 'International Economics (The Mcgraw-Hill Series Economics)',\n",
       " 'Public Finance',\n",
       " 'Economics, 9th Edition (The McGraw-Hill Series in Economics)',\n",
       " 'Managerial Economics: Foundations of Business Analysis and Strategy (The Mcgraw-Hill Economics Series)',\n",
       " 'Essentials of Economics',\n",
       " 'Economics: Principles, Problems, & Policies (McGraw-Hill Series in Economics)',\n",
       " 'Contemporary Labor Economics (The Mcgraw-Hill Series Economics)',\n",
       " 'Exercise Physiology: Theory and Application to Fitness and Performance',\n",
       " 'LL Concepts of Physical Fitness: Active Lifestyles for Wellness',\n",
       " 'Introduction to Physical Education, Exercise Science, and Sport Studies',\n",
       " 'Vertebrates: Comparative Anatomy, Function, Evolution',\n",
       " 'Business: A Changing World',\n",
       " 'Law for Business',\n",
       " 'Essentials of Biology',\n",
       " 'Power and Choice: An Introduction to Political Science',\n",
       " 'Music: An Appreciation',\n",
       " 'Music: An Appreciation',\n",
       " 'Music: An Appreciation',\n",
       " 'Accounting : What the Numbers Mean',\n",
       " 'Financial Statement Analysis and Security Valuation',\n",
       " 'Introduction to Managerial Accounting',\n",
       " 'Managerial Accounting for Managers',\n",
       " 'Fundamentals of Cost Accounting',\n",
       " 'Financial Accounting',\n",
       " 'Auditing and Accounting Cases: Investigating Issues of Fraud and Professional Ethics',\n",
       " 'Advanced Financial Accounting',\n",
       " 'Financial and Managerial Accounting',\n",
       " 'Criminology',\n",
       " 'Sociology, 13th Edition',\n",
       " 'Sociology: A Brief Introduction',\n",
       " 'Sociology: The Core',\n",
       " 'Mapping the Social Landscape: Readings in Sociology',\n",
       " 'Sociology in Modules',\n",
       " 'The Practical Skeptic: Core Concepts in Sociology',\n",
       " 'Practical Skeptic: Readings in Sociology',\n",
       " 'The Social Construction of Difference and Inequality: Race, Class, Gender, and Sexuality',\n",
       " 'Sociology Matters',\n",
       " 'Sociological Theory',\n",
       " 'Applied Circuit Analysis',\n",
       " 'Design With Operational Amplifiers And Analog Integrated Circuits',\n",
       " 'Analog Circuit Design: Discrete & Integrated',\n",
       " 'Marketing Management: A Strategic Decision-Making Approach',\n",
       " 'Essentials of Marketing Research',\n",
       " 'Marketing Management',\n",
       " 'Marketing',\n",
       " 'M: Advertising',\n",
       " 'Marketing: The Core',\n",
       " 'Marketing Strategy: A Decision-Focused Approach',\n",
       " 'BASIC MARKETING: A Marketing Strategy Planning Approach',\n",
       " 'Marketing',\n",
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       " 'International Business',\n",
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       " 'Entrepreneurial Small Business',\n",
       " 'Business Ethics: Decision-Making for Personal Integrity & Social Responsibility',\n",
       " 'Business and Society: Stakeholders, Ethics, Public Policy, 14th Edition',\n",
       " 'Fundamentals of Corporate Finance Standard Edition (Mcgraw-Hill/Irwin Series in Finance, Insurance, and Real Estate)',\n",
       " 'Fundamentals of Corporate Finance (McGraw-Hill/Irwin Series in Finance, Insurance and Real Esta)',\n",
       " 'Financial Markets and Institutions (The McGraw-Hill/Irwin Series in Finance, Insurance and Real Estate)',\n",
       " 'Analysis for Financial Management, 10th Edition',\n",
       " 'Essentials of Corporate Finance',\n",
       " 'Principles of Corporate Finance (The Mcgraw-Hill/Irwin Series in Finance, Insurance, and Real Estate) (The Mcgraw-Hill/Irwin Series in Finance, Insureance, and Real Estate)',\n",
       " 'Corporate Finance, 10th Edition',\n",
       " 'Focus on Personal Finance: An Active Approach to Help You Develop Successful Financial Skills (McGraw-Hill/Irwin Series in Finance, Insurance and Real Esta)',\n",
       " 'Core Concepts in Cultural Anthropology',\n",
       " 'Magic Witchcraft and Religion: A Reader in the Anthropology of Religion',\n",
       " 'The Human Species: An Introduction to Biological Anthropology',\n",
       " 'Cultural Anthropology: Appreciating Cultural Diversity',\n",
       " 'Anthropology: Appreciating Human Diversity',\n",
       " 'Mirror for Humanity: A Concise Introduction to Cultural Anthropology',\n",
       " 'Introducing Anthropology: an Integrated Approach',\n",
       " 'Psychology : An Introduction',\n",
       " 'Psychology: Perspectives and Connections, 2nd Edition',\n",
       " 'Understanding Psychology',\n",
       " 'Essentials of Understanding Psychology',\n",
       " 'Social Psychology',\n",
       " 'Psychological Testing and Assessment: An Introduction to Tests and Measurement',\n",
       " 'Human Sexuality: Diversity in Contemporary America, 8th Edition',\n",
       " 'Experience Psychology',\n",
       " 'Personality Psychology: Domains of Knowledge About Human Nature',\n",
       " 'Abnormal Psychology',\n",
       " 'UNDERSTANDING HUMAN SEXUALITY',\n",
       " 'The Science of Psychology: An Appreciative View',\n",
       " 'Looseleaf for Sexuality Today, 11e',\n",
       " 'Communicating at Work: Strategies for Success in Business and the Professions',\n",
       " 'The Right Thing To Do: Basic Readings in Moral Philosophy',\n",
       " 'The Elements of Moral Philosophy',\n",
       " \"Experiencing the World's Religions Loose Leaf: Tradition, Challenge, and Change\",\n",
       " 'Introduction to Business Ethics',\n",
       " 'Philosophy: The Power of Ideas',\n",
       " 'Does the Center Hold? An Introduction to Western Philosophy',\n",
       " 'The Moral of the Story: An Introduction to Ethics',\n",
       " 'Introduction to Physical Education, Fitness, and Sport',\n",
       " 'Environmental Geology',\n",
       " 'Laboratory Manual for Physical Geology',\n",
       " 'Biology: The Essentials',\n",
       " 'Managerial Accounting',\n",
       " 'Experiencing Race, Class, and Gender in the United States',\n",
       " 'The Meaning of Difference: American Constructions of Race, Sex and Gender, Social Class, Sexual Orientation, and Disability',\n",
       " 'Services Marketing (6th Edition)',\n",
       " 'Global Business Today',\n",
       " 'Business, Government and Society: A Managerial Perspective',\n",
       " 'Culture Sketches: Case Studies in Anthropology',\n",
       " \"Scriptures of the World's Religions\",\n",
       " 'Elementary Statistics : A Step by Step Approach with Formula Card',\n",
       " 'Forensic Accounting',\n",
       " 'World History Texas Edition',\n",
       " 'Business Management Real-world Applications And Connections',\n",
       " 'Bscs Biology A Molecular Approach',\n",
       " 'Aerodynamics for Engineering Students, Sixth Edition',\n",
       " 'Problems in Real Analysis A Workbook With Solutions',\n",
       " 'Principles of Real Analysis',\n",
       " 'Probability and Measure Theory',\n",
       " 'Computer Organization and Design, Third Edition: Companion CD (The Morgan Kaufmann Series in Computer Architecture and Design)',\n",
       " 'Introduction to Probability and Statistics for Engineers and Scientists, Fourth Edition',\n",
       " 'Computer Organization and Design The Hardware/Software Interface',\n",
       " 'Digital Evidence and Computer Crime, Third Edition: Forensic Science, Computers, and the Internet',\n",
       " 'Computer Organization and Design',\n",
       " 'Advanced Topics in Forensic DNA Typing, Third Edition',\n",
       " 'Computer Organization and Design, Revised Fourth Edition, Fourth Edition: The Hardware/Software Interface (The Morgan Kaufmann Series in Computer Architecture and Design)',\n",
       " 'Data Mining: Practical Machine Learning Tools and Techniques, Third Edition (The Morgan Kaufmann Series in Data Management Systems)',\n",
       " 'Fundamentals of Forensic Science, Second Edition',\n",
       " 'Introduction to Probability Models, Tenth Edition',\n",
       " 'Molecular Biology : Understanding the Genetic Revolution',\n",
       " 'Differential Equations, Dynamical Systems, and an Introduction to Chaos, Third Edition',\n",
       " 'Introduction to Security, Ninth Edition',\n",
       " 'Computer Networks : A Systems Approach',\n",
       " 'Molecular Biology Techniques : A Classroom Laboratory Manual',\n",
       " 'Introduction to Forestry and Natural Resources',\n",
       " 'Computer and Machine Vision : Theory, Algorithms, Practicalities',\n",
       " 'Probability and Random Processes, Second Edition: With Applications to Signal Processing and Communications',\n",
       " 'A Course in Real Analysis, Second Edition',\n",
       " 'Computer Organization and Design, Fifth Edition: The Hardware/Software Interface (The Morgan Kaufmann Series in Computer Architecture and Design)',\n",
       " 'Introduction to Probability Models, Eleventh Edition',\n",
       " 'Introduction to Homeland Security : Principles of All-Hazards Response',\n",
       " 'Semi-Riemannian Geometry With Applications to Relativity',\n",
       " 'Electronic Commerce 2004 A Managerial Perspective',\n",
       " '68000 Microprocessor Hardware and Software Principles and Applications',\n",
       " 'Soul of Cinema An Appreciation of Film Music',\n",
       " 'Computer Organization and Architecture Designing for Performance',\n",
       " '8088 and 8086 Microprocessors : Programming, Interfacing, Software, Hardware, and Applications - with CD',\n",
       " 'Introduction to Real Analysis',\n",
       " 'Differential Equations And Linear Algebra',\n",
       " 'Musical Theater An Appreciation',\n",
       " 'Microprocessors and Microcomputers Hardware and Software',\n",
       " 'Literatures of Latin America From Antiquity to the Present',\n",
       " 'Applied Partial Differential Equations With Fourier Series and Boundary Value Problems',\n",
       " 'Wildlife Ecology and Management',\n",
       " 'Forest Ecology A Foundation for Sustainable Forest Management and Environmental Ethics in Forestry',\n",
       " 'Digital+microprocessor Fundamentals',\n",
       " 'Data Structures With C++ Using Stl',\n",
       " 'Digital Integrated Circuits A Design Perspective',\n",
       " '8088 and 8086 Microprocessors Programming, Interfacing, Software, Hardware, and Applications',\n",
       " 'Speech and Language Processing An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition',\n",
       " 'Structured Computer Organization',\n",
       " 'Power Electronics: Circuits, Devices and Applications (3rd Edition)',\n",
       " 'C Programming Language ANSI C Version',\n",
       " 'Introduction to Quantum Mechanics (2nd Edition)',\n",
       " 'Digital Electronics Laboratory Experiments Using the Xilinx Xc95108 Cpld With Xilinx Foundation Design and Simulation Software Design and Simulation Software',\n",
       " 'Thermodynamics and Heat Power',\n",
       " 'Forensic Science: From the Crime Scene to the Crime Lab',\n",
       " 'Introduction to Risk Management and Insurance (10th Edition) (Prentice Hall Series in Finance)',\n",
       " 'Concepts of Programming Languages (10th Edition)',\n",
       " 'Parallel Programming: Techniques and Applications Using Networked Workstations and Parallel Computers (2nd Edition)',\n",
       " 'ADTs, Data Structures, and Problem Solving with C++',\n",
       " 'Operating Systems Design And Implementation',\n",
       " 'Differential Equations',\n",
       " 'Real Analysis',\n",
       " 'Essentials Of Business Law Legal, E-Commerce, Ethical, and Global Environments',\n",
       " 'Fundamentals Of Probability with Stochastic Processes',\n",
       " \"Probability And Random Processes for Ee's\",\n",
       " 'Rf Circuit Design Theory & Applications',\n",
       " 'Partial Differential Equations with Fourier Series and Boundary Value Problems',\n",
       " 'Structured Computer Organization',\n",
       " 'Principles of Computer Organization and Assembly Language',\n",
       " 'Physics for Scientists And Engineers With Modern Physics',\n",
       " 'Introduction to Computing & Programming in Java A Multimedia Approach',\n",
       " 'Solid State Electronic Devices',\n",
       " 'Sacred Paths Understanding The Religions Of The World',\n",
       " 'Motorola Mc68000 Microprocessor Family Assembly Language, Interface Design, and System Design',\n",
       " 'Linguistic Perspectives on Language and Education',\n",
       " 'Principles of Data Networks And Computer Communications',\n",
       " 'Listening to Music',\n",
       " 'Cognition Psychology Mind And Brain',\n",
       " 'History of Far Eastern Art',\n",
       " 'NEW TESTAMENT GREEK FOR BEGINNERS',\n",
       " 'Differential Equations & Linear Algebra',\n",
       " 'Database Systems',\n",
       " 'Political Science: An Introduction (9th Edition)',\n",
       " 'Calculus: Graphical, Numerical, Algebraic, 3rd Edition',\n",
       " 'Marketing Management',\n",
       " 'Cost Accounting',\n",
       " 'Computer Networks (5th Edition)',\n",
       " 'Mechanical Vibrations (5th Edition)',\n",
       " 'Introduction to Programming Using Visual Basic 2010 (8th Edition) (Pearson Custom Computer Science)',\n",
       " 'Data Structures and Other Objects Using C++',\n",
       " 'Database Processing',\n",
       " 'Electronic Commerce 2012: Managerial and Social Networks Perspectives (7th Edition)',\n",
       " 'International Economics : Theory and Policy',\n",
       " 'Strategic Management and Business Policy: Achieving Sustainability',\n",
       " 'Crisis Intervention: The Criminal Justice Response to Chaos, Mayhem, and Disorder',\n",
       " 'Java: An Introduction to Problem Solving and Programming (6th Edition) (MyprogrammingLab)',\n",
       " 'Balanced Introduction to Computer Science, A (3rd Edition)',\n",
       " 'Reinforced Concrete: Mechanics and Design (6th Edition)',\n",
       " 'Marketing : Real People, Real Choices',\n",
       " 'Marketing : Defined, Explained, Applied',\n",
       " 'Techniques In Microbiology A Student Handbook',\n",
       " 'Aerodynamics for Engineers',\n",
       " 'Physics for Scientists & Engineers With Modern Physics',\n",
       " 'Physics for Scientists And Engineers Chaps 1-38',\n",
       " 'Operating Systems: Internals and Design Principles',\n",
       " 'Introduction to the Design and Analysis of Algorithms (3rd Edition)',\n",
       " 'Forensic Psychology',\n",
       " 'Security in Computing, 4th Edition',\n",
       " 'International Monetary & Financial  Economics (Pearson Series in Economics)',\n",
       " 'Framework for Marketing Management',\n",
       " 'Electronic Devices (Conventional Current Version) (9th Edition)',\n",
       " 'Accounting Information Systems (12th Edition)',\n",
       " 'Cost Accounting, Student Value Edition (14th Edition)',\n",
       " 'Advanced Accounting (11th Edition)',\n",
       " 'Computer Science : An Overview',\n",
       " 'Java How to Program (late Objects)',\n",
       " 'Java How to Program',\n",
       " 'Database Systems: Introduction to Databases and Data Warehouses',\n",
       " 'Data Structures and Other Objects Using Java',\n",
       " 'Data Structures and Algorithm Analysis in Java',\n",
       " 'Neuro-Fuzzy and Soft Computing A Computational Approach to Learning and Machine Intelligence',\n",
       " 'Educational Psychology (12th Edition)',\n",
       " 'The Convergence of Race, Ethnicity, and Gender: Multiple Identities in Counseling (4th Edition) (Merrill Counseling)',\n",
       " 'Electronic Health Records: Understanding and Using Computerized Medical Records',\n",
       " 'Electronic Devices and Circuit Theory (11th Edition)',\n",
       " 'Modern Database Management (11th Edition)',\n",
       " 'Hinduism',\n",
       " 'Contemporary Business and Online Commerce Law : Legal, Internet, Ethical, and Global Environments',\n",
       " 'Programming the World Wide Web (7th Edition)',\n",
       " 'Computer Forensics and Cyber Crime: An Introduction (3rd Edition)',\n",
       " 'Fundamentals of Chemical Engineering Thermodynamics (Prentice Hall International Series in the Physical and Chemical Engineering Sciences)',\n",
       " 'Global Marketing (7th Edition)',\n",
       " 'E-Commerce 2013',\n",
       " 'The Economics of Money, Banking and Financial Markets: The Business School Edition (3rd Edition) (Pearson Series in Economics)',\n",
       " 'Database Concepts (6th Edition)',\n",
       " 'Business Data Networks and Security (9th Edition)',\n",
       " 'Multinational Business Finance (13th Edition) (Pearson Series in Finance)',\n",
       " 'Bond Markets, Analysis and Strategies (8th Edition)',\n",
       " 'Marketing: An Introduction (11th Edition)',\n",
       " 'Statistics for Business and Economics (8th Edition)',\n",
       " 'Strategic Marketing Problems (13th Edition)',\n",
       " 'Introduction to Management Science (11th Edition)',\n",
       " '[ The Career Fitness Program: Exercising Your Options [ THE CAREER FITNESS PROGRAM: EXERCISING YOUR OPTIONS ] By Sukiennik, Diane ( Author )Dec-27-2011 Paperback',\n",
       " 'Economics of Money, Banking, and Financial Markets, 10th Edition',\n",
       " 'The Economics of Health and Health Care (7th Edition)',\n",
       " 'Computer Security',\n",
       " 'Marketing for Hospitality and Tourism (6th Edition)',\n",
       " 'Analyzing Computer Security: A Threat / Vulnerability / Countermeasure Approach',\n",
       " 'Starting Out with Programming Logic and Design (3rd Edition)',\n",
       " 'Pharmacology: Connections to Nursing Practice (2nd Edition)',\n",
       " 'High Speed Signaling : Jitter Modeling, Analysis, and Budgeting',\n",
       " 'Absolute Java (5th Edition)',\n",
       " 'Aerodynamics for Engineers (6th Edition)',\n",
       " 'Data Structures & Algorithm Analysis in C++',\n",
       " 'Ethics for the Information Age (5th Edition)',\n",
       " 'Starting Out with Java: From Control Structures through Objects (5th Edition)',\n",
       " 'Computer Networking: A Top-Down Approach (6th Edition)',\n",
       " 'The Legal Environment of Business and Online Commerce (7th Edition)',\n",
       " 'Business Law (8th Edition)',\n",
       " 'Hospital Operations: Principles of High Efficiency Health Care (FT Press Operations Management)',\n",
       " 'Engineering Mechanics: Dynamics (13th Edition)',\n",
       " 'Engineering Mechanics: Statics (13th Edition)',\n",
       " 'Structured Computer Organization (6th Edition)',\n",
       " 'Introduction to Computing and Programming in Python (3rd Edition)',\n",
       " 'Computer Organization and Architecture (9th Edition) (William Stallings Books on Computer and Data Communications)',\n",
       " 'Introduction to Java Programming, Comprehensive Version (9th Edition)',\n",
       " 'Economics Today: The Micro View (17th Edition)',\n",
       " 'International Economics (6th Edition) (Pearson Economics)',\n",
       " 'Economics : Principles, Applications, and Tools',\n",
       " 'E-Marketing (7th Edition)',\n",
       " 'Criminology (2nd Edition) (The Justice Series)',\n",
       " 'Business Communication Today (12th Edition)',\n",
       " 'Business Communication Essentials',\n",
       " 'Criminological Theory (6th Edition)',\n",
       " 'Starting Out with Java: From Control Structures through Objects plus MyProgrammingLab with Pearson eText -- Access Card Package (5th Edition)',\n",
       " 'C: How to Program, 7th Edition',\n",
       " 'International Business: The New Realities (3rd Edition)',\n",
       " 'Corporate Finance',\n",
       " 'Principles of Risk Management and Insurance (12th Edition) (Pearson Series in Finance)',\n",
       " 'Fundamentals of Futures and Options Markets (8th Edition)',\n",
       " 'Foundations of Finance (8th Edition) (Pearson Series in Finance)',\n",
       " 'Engineering Mechanics: Statics plus MasteringEngineering with Pearson eText -- Access Card Package (13th Edition)',\n",
       " 'Economics',\n",
       " 'Managerial Economics (7th Edition)',\n",
       " 'Business Statistics (9th Edition)',\n",
       " 'Principles of Economics (11th Edition)',\n",
       " 'Business Data Communications- Infrastructure, Networking and Security (7th Edition)',\n",
       " 'E-Commerce 2014 (10th Edition)',\n",
       " 'Pharmacology for Nurses : A Pathophysiologic Approach',\n",
       " 'Database Processing: Fundamentals, Design, and Implementation (13th Edition)',\n",
       " 'Statistics for Managers Using Microsoft Excel',\n",
       " 'International Business: The Challenges of Globalization (7th Edition)',\n",
       " 'Marketing Research',\n",
       " 'Principles of Marketing (15th Edition)',\n",
       " 'Corporate Finance, the Core',\n",
       " 'Comprehensive Health Insurance: Billing, Coding & Reimbursement, and Student Workbook',\n",
       " 'Java Software Structures : Designing and Using Data Structures',\n",
       " 'Mechanics of Materials (9th Edition)',\n",
       " 'Fundamentals of Neural Networks Architectures, Algorithms, and Applications',\n",
       " 'Cryptography and Network Security: Principles and Practice (6th Edition)',\n",
       " 'Network Security Essentials Applications and Standards (5th Edition)',\n",
       " 'Java Foundations',\n",
       " 'Criminology Today : An Integrative Introduction',\n",
       " 'E-Commerce Essentials',\n",
       " 'Computer Networks and Internets (6th Edition)',\n",
       " 'Prentice Hall Earth Science',\n",
       " 'Computer Science : An Overview',\n",
       " 'Essentials of Sociology (11th Edition)',\n",
       " 'Operating Systems: Internals and Design Principles (8th Edition)',\n",
       " 'History of the Dance in Art and Education',\n",
       " 'Hinduism A Cultural Perspective',\n",
       " 'Wildlife, Forests and Forestry: Principles of Managing Forests for Biological Diversity (2nd Edition)',\n",
       " 'The Intel Microprocessors (8th Edition)',\n",
       " 'Technical Communication in the Twenty-First Century',\n",
       " 'Criminalistics: An Introduction to Forensic Science (10th Edition)',\n",
       " 'Electronics Fundamentals: Circuits, Devices & Applications',\n",
       " 'Principles of Electric Circuits: Conventional Current Version',\n",
       " 'Core Concepts in Pharmacology (3rd Edition) (MyNursingKit Series)',\n",
       " 'Contemporary Clinical Immunology and Serology (Pearson Clinical Laboratory Science)',\n",
       " 'Criminology : A Sociological Understanding',\n",
       " 'Homeland Security',\n",
       " 'Health & Physical Assessment in Nursing (2nd Edition)',\n",
       " 'Understanding Pharmacology for Health Professions',\n",
       " 'How Does Earth Work: Physical Geology and the Process of Science',\n",
       " 'Differential Equations Computing and Modeling',\n",
       " 'Elementary Differential Equations With Boundary Value Problems',\n",
       " 'First Course in Database Systems',\n",
       " 'E-Commerce: Business,Technology, Society (4th Edition)',\n",
       " 'Modern Operating Systems',\n",
       " 'Industrial Ecology and Sustainable Engineering',\n",
       " 'Contemporary Business and Online Commerce Law',\n",
       " 'Earth Science',\n",
       " 'Christian Theological Tradition',\n",
       " 'A First Course in Probability',\n",
       " 'Managing Business Process Flows',\n",
       " 'The Motorola Mc68000 Microprocessor Family: Assembly Language, Interface Design, and System Design',\n",
       " 'Differential Equations and Linear Algebra',\n",
       " 'Art: A Brief History',\n",
       " 'Problem Solving with Data Structures Using Java: A Multimedia Approach',\n",
       " 'Computer Networks and Internets',\n",
       " 'History of Modern Art',\n",
       " 'Introductory Chemical Engineering Thermodynamics (2nd Edition) (Prentice Hall International Series in the Physical and Chemical Engineering Sciences)',\n",
       " 'HCS 12 Microprocessors',\n",
       " 'Computer Organization and Architecture: Designing for Performance',\n",
       " 'Marketing Management (4th Edition)',\n",
       " 'Computer Networking: A Top-down Approach',\n",
       " 'Marketing Research: An Applied Orientation',\n",
       " 'Contemporary Direct and Interactive Marketing',\n",
       " 'Fundamentals of Database Systems (6th Edition)',\n",
       " 'Electronic Commerce 2010',\n",
       " 'Data Structures and Abstractions with Java (3rd Edition)',\n",
       " 'Services Marketing (7th Edition)',\n",
       " 'Introduction to Electronic Commerce (3rd Edition) (Spectrum Books)',\n",
       " 'Electric Circuits (9th Edition) (MasteringEngineering Series)',\n",
       " 'Principles of Risk Management and Insurance (11th Edition) (The Prentice Hall Series in Finance)',\n",
       " 'History of Art in Africa',\n",
       " 'Physics for Scientists and Engineers with Modern Physics',\n",
       " 'Network Flows Theory, Algorithms, and Applications',\n",
       " 'Natural Language Processing for Prolog Programmers',\n",
       " 'Educational Psychology: Theory and Practice (10th Edition) (MyEducationLab Series)',\n",
       " 'Mastering Methods: Differentiated Instruction for Culturally and Linguistically Diverse (CLD) Students (2nd Edition) (MyEducationKit Series)',\n",
       " 'Criminology Today: An Integrative Introduction (6th Edition) (MyCrimeKit Series)',\n",
       " 'Core Java Volume I--Fundamentals (9th Edition) (Sun Core Series)',\n",
       " 'Introductory Circuit Analysis (12th Edition)',\n",
       " 'Linguistics for Non-Linguists: A Primer with Exercises',\n",
       " 'Not for ESOL Teachers: What Every Classroom Teacher Needs to Know About the Linguistically, Culturally, and Ethnically Diverse Student',\n",
       " 'Quantum Mechanics For Engineering, Materials Science, and Applied Physics',\n",
       " 'E-Commerce 2012 (8th Edition)',\n",
       " 'International Economics: Theory and Policy, Student Value Edition (9th Edition)',\n",
       " 'Introduction to Islam (4th Edition) (Mysearchlab Series for Religion)',\n",
       " 'Life and Health Insurance, 13th Edition',\n",
       " 'Introduction to Quantum Mechanics in Chemistry',\n",
       " 'Molecular Thermodynamics of Fluid-Phase Equilibria',\n",
       " 'Origins of Virtue Human Instincts and the Evolution of Cooperation',\n",
       " 'Rise and Fall of Athens Nine Greek Lives',\n",
       " 'Why Evolution Is True',\n",
       " 'Dramaturgy in American Theater, a Source Book A Source Book',\n",
       " 'Basic Judaism',\n",
       " 'Regional Farm Bill Field Hearing Redmond, Oregon  Hearing before the Committee on Agriculture, Nutrition, and Forestry, United States Senate, One Hundred Ninth Congress, Second Session, August 15, 2006',\n",
       " 'Analytical Mechanics for Relativity and Quantum Mechanics (Oxford Graduate Texts)',\n",
       " 'Hinduism A Very Short Introduction',\n",
       " 'Judaism A Very Short Introduction',\n",
       " 'Foundations of Buddhism',\n",
       " 'History & Practice of Ancient Astronomy',\n",
       " 'Oxford History of Islam',\n",
       " 'After the New Testament A Reader in Early Christianity',\n",
       " 'Classical Greek Reader',\n",
       " 'Three Challenges to Ethics Environmentalism, Feminism, and Multiculturalism',\n",
       " 'Introduction to Game Theory',\n",
       " 'Islamic Threat Myth or Reality?',\n",
       " \"Anne Orthwood's Bastard Sex and Law in Early Virginia\",\n",
       " 'Athenaze An Introduction to Ancient Greek',\n",
       " 'Theorizing Feminisms A Reader',\n",
       " 'New Testament and Other Early Christian Writings A Reader',\n",
       " 'Eight Theories of Religion',\n",
       " 'Islam The Straight Path',\n",
       " 'Playing for Real A Text on Game Theory',\n",
       " 'The Oxford Encyclopedia of the Islamic World: Six-Volume Set',\n",
       " 'Buddhism 2e',\n",
       " 'Does Feminism Discriminate against Men?: A Debate',\n",
       " 'An Introduction to Game Theory, International Edition',\n",
       " 'Microelectronic Circuits (The Oxford Series in Electrical and Computer Engineering)',\n",
       " 'Film Theory and Criticism',\n",
       " 'Magic, Witchcraft and Ghosts in the Greek and Roman Worlds: A Sourcebook',\n",
       " \"Vold's Theoretical Criminology\",\n",
       " 'Democracy in Latin America : Political Change in Comparative Perspective',\n",
       " 'Anthropology: What Does It Mean to Be Human?',\n",
       " 'Waves and Oscillations: A Prelude to Quantum Mechanics',\n",
       " 'Islam: The Straight Path',\n",
       " 'The Great Conversation: A Historical Introduction to Philosophy',\n",
       " 'Oxford Handbook of Judaism and Economics',\n",
       " 'The English Language: A Linguistic History',\n",
       " 'A Concise Introduction to World Religions, 2nd Edition',\n",
       " 'Chinese and South-East Asian White Ware Found in the Philippines',\n",
       " 'Role of Government in East Asian Economic Development Comparative Institutional Analysis',\n",
       " 'Chaos and Nonlinear Dynamics An Introduction for Scientists and Engineers',\n",
       " 'Chaos and Time-Series Analysis',\n",
       " 'The Proboscidea: Evolution and Palaeoecology of Elephants and Their Relatives (Oxford Science Publications)',\n",
       " 'Probability and Random Processes',\n",
       " \"Introducing Einstein's Relativity\",\n",
       " 'A Dictionary of Hinduism',\n",
       " \"Latin Dictionary Founded on Andrew's Edition of Freud's Latin Dictionary\",\n",
       " 'Greek-English Lexicon',\n",
       " 'Deuteronomy and the Judaean Diaspora',\n",
       " 'Feminism and Film',\n",
       " 'Intermediate Greek-English Lexicon',\n",
       " 'Biochemistry and Molecular Biology',\n",
       " 'Building Bioinformatics Solutions: With Perl, R and MySQL',\n",
       " 'General Relativity and the Einstein Equations',\n",
       " 'Feminism Issues & Arguments',\n",
       " 'Canon and Criterion in Christian Theology From the Fathers to Feminism',\n",
       " 'Evolution an introduction',\n",
       " 'Women in Early Indian Buddhism : Comparative Textual Studies',\n",
       " 'Cultural Anthropology : A Perspective on the Human Condition',\n",
       " 'Molecular Quantum Mechanics',\n",
       " 'Molecular Biology: Principles of Genome Function',\n",
       " 'Relativity, Gravitation and Cosmology: A Basic Introduction (Oxford Master Series in Physics)',\n",
       " 'Molecular Biology of Cancer: Mechanisms, Targets, and Therapeutics',\n",
       " \"Einstein's Physics: Atoms, Quanta, and Relativity - Derived, Explained, and Appraised\",\n",
       " 'An Introduction to Medicinal Chemistry',\n",
       " 'Biochemistry: The Molecular Basis of Life',\n",
       " 'Ecoimmunology',\n",
       " 'Invitation to World Religions',\n",
       " 'Gender Through the Prism of Difference',\n",
       " 'The New Testament: A Historical Introduction to the Early Christian Writings',\n",
       " 'World Religions Today',\n",
       " 'Introducing Philosophy : A Text with Integrated Readings',\n",
       " 'Crime and Criminology',\n",
       " 'Ethics: History, Theory, and Contemporary Issues',\n",
       " 'Exploring Philosophy: An Introductory Anthology',\n",
       " 'Introduction to Philosophy: Classical and Contemporary Readings',\n",
       " 'Criminological Theories: Introduction, Evaluation, and Application',\n",
       " 'Christ among the Messiahs : Christ Language in Paul and Messiah Language in Ancient Judaism',\n",
       " 'Talons of the Eagle: Latin America, the United States, and the World',\n",
       " 'Marine Biology: Function, Biodiversity, Ecology',\n",
       " 'American Popular Music',\n",
       " 'Physical Geography: The Global Environment',\n",
       " 'Buddhism: Introducing the Buddhist Experience',\n",
       " 'Oxford Latin Course, College Edition: Grammar, Exercises, Context',\n",
       " 'Oxford Latin Course, College Edition: Readings and Vocabulary',\n",
       " 'Colonial Latin America',\n",
       " 'The Gendered Society',\n",
       " 'The Gendered Society Reader',\n",
       " 'Josephus and the Theologies of Ancient Judaism',\n",
       " 'Modern Latin America',\n",
       " 'The Moral Life: An Introductory Reader in Ethics and Literature',\n",
       " 'Readings in Greek History: Sources and Interpretations',\n",
       " 'Philosophy: The Quest For Truth',\n",
       " 'Advanced Quantum Mechanics',\n",
       " 'Mechanics and Thermodynamics of Propulsion',\n",
       " 'Genetic Algorithms in Search, Optimization and Machine Learning',\n",
       " 'Exploring Black Holes Introduction to General Relativity',\n",
       " 'Real Analysis: A First Course, 2nd Edition',\n",
       " 'Modern Quantum Mechanics',\n",
       " 'Nonlinear Dynamics+chaos',\n",
       " 'Concrete Mathematics A Foundation for Computer Science',\n",
       " 'Computer Systems Organization & Architecture',\n",
       " 'Design And Implementation Of The Freebsd Operating System',\n",
       " 'COURSE IN PROBABILITY',\n",
       " 'Art of Computer Programming, Volume 1: Fundamental Algorithms (3rd Edition)',\n",
       " 'Literature: An Introduction to Reading and Writing (10th Edition)',\n",
       " 'Agendas, Alternatives, and Public Policies, Update Edition, with an Epilogue on Health Care (2nd Edition) (Longman Classics in Political Science)',\n",
       " 'Greek Art and Archaeology (5th Edition)',\n",
       " 'Gender: Psychological Perspectives (6th Edition)',\n",
       " 'Human Sexuality Today (7th Edition) (MyDevelopmentLab Series)',\n",
       " 'Art : A Brief History',\n",
       " 'Business Ethics: Concepts and Cases',\n",
       " 'Jews, Christians, Muslims : A Comparative Introduction to Monotheistic Religions',\n",
       " 'Media Ethics: Cases and Moral Reasoning (9th Edition)',\n",
       " 'How English Works : A Linguistic Introduction',\n",
       " 'Introduction  to the Bible (8th Edition)',\n",
       " 'Concise Introduction to Linguistics',\n",
       " 'Latin America and Its People, Combined Volume (3rd Edition)',\n",
       " 'A Short Guide to Writing about Biology (8th Edition)',\n",
       " 'Visions of America: A History of the United States, Volume One (2nd Edition)',\n",
       " 'The Sociology Project: Introducing the Sociological Imagination',\n",
       " 'Sociology: A Down-to-Earth Approach (11th Edition)',\n",
       " 'Sociology (14th Edition)',\n",
       " 'Biological Anthropology',\n",
       " 'Backpack Literature: An Introduction to Fiction, Poetry, Drama and Writing (4th Edition)',\n",
       " 'Religions of the World',\n",
       " \"A History of the World's Religions\",\n",
       " 'Psychology',\n",
       " 'Social Psychology: United States Edition',\n",
       " 'Core Questions in Philosophy: A Text with Readings (6th Edition) (MyThinkingLab Series)',\n",
       " 'Forensic Psychology',\n",
       " 'Human Sexuality',\n",
       " 'Human Sexuality (Paper) (3rd Edition)',\n",
       " 'Living Religions: A Brief Introduction',\n",
       " 'Literature: An Introduction to Fiction, Poetry, Drama, and Writing, 12th Edition',\n",
       " 'Human Evolution and Culture: Highlights of Anthropology (7th Edition)',\n",
       " 'Conformity and Conflict: Readings in Cultural Anthropology (14th Edition) (MyAnthroLab Series)',\n",
       " 'Short Guide to Writing About Film',\n",
       " 'Art: A Brief History Plus NEW MyArtsLab -- Access Card Package (5th Edition)',\n",
       " 'Physiology of Behavior (11th Edition)',\n",
       " \"Janson's Basic History of Western Art (9th Edition) (History of Art)\",\n",
       " 'Statistics for Psychology',\n",
       " 'History of Modern Art (Paperback) (7th Edition)',\n",
       " 'History of Modern Art Volume I',\n",
       " 'Human Biology for Social Workers Development, Ecology, Genetics, and Health',\n",
       " 'Anthropology of Latin America And the Caribbean',\n",
       " 'Understanding Music (7th Edition)',\n",
       " \"Head's Broadcasting in America: A Survey of Electronic Media\",\n",
       " 'Writing in Political Science: A Practical Guide',\n",
       " 'A History of Film',\n",
       " 'Religion Matters: What Sociology Teaches Us About Religion In Our World',\n",
       " 'Introduction to Literature, An (16th Edition)',\n",
       " 'The Visual Arts: A History, Revised Edition',\n",
       " \"Janson's History of Art: The Western Tradition (8th Edition)\",\n",
       " \"Janson's History of Art: The Western Tradition, Volume I (8th Edition) (MyArtsLab Series)\",\n",
       " \"Janson's History of Art: The Western Tradition, Volume II (8th Edition)\",\n",
       " 'Flashback: A Brief Film History',\n",
       " 'The Greeks: History, Culture, and Society',\n",
       " 'History of Italian Renaissance Art (Paper cover) (7th Edition) (Mysearchlab Series for Art)',\n",
       " 'Photography: A Cultural History (3rd Edition) (Mysearchlab Series for Art Mysearchlab Series for Art)',\n",
       " 'Latin America : An Interpretive History',\n",
       " \"The World's History (4th Edition)\",\n",
       " 'Consider the Source : Documents in Latin American History - An Interpretive History',\n",
       " 'Sociology of Religion: A Reader',\n",
       " 'Anthropology of Religion, Magic, and Witchcraft, The (3rd Edition)',\n",
       " 'Ultimate Questions: Thinking about Philosophy',\n",
       " 'Seeing Ourselves: Classic, Contemporary, and Cross-Cultural Readings in Sociology',\n",
       " 'Anthropology (13th Edition) (MyAnthroLab Series)',\n",
       " 'Art History, Volume 1 (4th Edition) (MyArtsLab Series)',\n",
       " 'Art History, Volume 2 (4th Edition) (MyArtsLab Series)',\n",
       " 'Art History, Combined (4th Edition) (MyArtsLab Series)',\n",
       " 'Women, Politics, and American Society (5th Edition) (Longman Classics in Political Science)',\n",
       " 'Political Science: An Introduction',\n",
       " 'Look! Art History Fundamentals',\n",
       " 'Film: A Critical Introduction (3rd Edition) (MyCommunicationKit Series)',\n",
       " 'THINK Sociology',\n",
       " 'THINK Human Sexuality',\n",
       " 'Other World, The (9th Edition) (Mysearchlab Series for Political Science)',\n",
       " 'Cultural Anthropology in a Globalizing World (3rd Edition)',\n",
       " 'Introduction to Forensic Anthropology (4th Edition)',\n",
       " 'Empirical Political Analysis (8th Edition) (Mysearchlab Series for Political Science)',\n",
       " 'Challenge of Third World Development, The (6th Edition) (Mysearchlab Series for Political Science)',\n",
       " \"Janson's History of Art: The Western Tradition with MyArtsLab and Pearson eText (8th Edition)\",\n",
       " 'Social Psychology',\n",
       " 'Statistics for the Behavioral and Social Sciences',\n",
       " 'Sociology of Education, The (7th Edition)',\n",
       " 'Conscious Reader',\n",
       " 'GenderSpeak: Personal Effectiveness in Gender Communication',\n",
       " \"Political Science Student Writer's Manual\",\n",
       " 'Thinking about Women : Sociological Perspectives on Sex and Gender',\n",
       " 'Understanding Psychology (10th Edition)',\n",
       " 'Understanding the Political World: A Comparative Introduction to Political Science Plus MyPoliSciLab -- Access Card Package with eText -- Access Card Package (11th Edition)',\n",
       " 'Psychology and Life (20th Edition)',\n",
       " 'Art History (5th Edition)',\n",
       " 'Art History Volume 1 (5th Edition)',\n",
       " 'Art History Portable Book 1 (5th Edition)',\n",
       " 'Art History Portables Book 2 (5th Edition)',\n",
       " 'Art History Portables Book 3 (5th Edition)',\n",
       " 'Art History Portables Book 6 (5th Edition)',\n",
       " 'Art History Volume 2 (5th Edition)',\n",
       " 'Religions of the World Plus NEW MyReligionLab with eText -- Access Card Package (12th Edition)',\n",
       " 'Art Beyond the West (3rd Edition)',\n",
       " 'Essentials of Sociology: A Down-to-Earth Approach Plus NEW MySocLab with eText -- Access Card Package (10th Edition)',\n",
       " 'Essentials of Sociology: A Down-to-Earth Approach (10th Edition)',\n",
       " 'Thinking About Women: Sociological Perspectives on Sex and Gender (10th Edition)',\n",
       " 'Literature and the Writing Process (10th Edition)',\n",
       " 'Exploring Biological Anthropology: The Essentials (3rd Edition)',\n",
       " 'Human Sexuality in a World of Diversity (case) (9th Edition)',\n",
       " \"The World's Religions (4th Edition)\",\n",
       " 'Forty Studies that Changed Psychology (7th Edition)',\n",
       " 'Human Evolution and Culture: Highlights of Anthropology Plus NEW MyAnthroLab with Pearson eText -- Access Card Package (7th Edition)',\n",
       " 'Music for Sight Singing (9th Edition)',\n",
       " 'Art History Volume 1, Books a la Carte Edition (5th Edition)',\n",
       " 'Art History volume 1, Books a la Carte Plus NEW MyArtsLab with eText -- Access Card Package (5th Edition)',\n",
       " 'Abnormal Psychology (16th Edition)',\n",
       " 'Art History, Volume 2 Plus NEW MyArtsLab with eText -- Access Card Package (5th Edition)',\n",
       " 'Art History Plus NEW MyArtsLab with eText -- Access Card Package (5th Edition)',\n",
       " 'Human Sexuality in a World of Diversity (paperback) (9th Edition)',\n",
       " 'Living Religions (9th Edition)',\n",
       " 'Living Religions Plus NEW MyReligionLab with Pearson eText --Access Card Package (9th Edition)',\n",
       " 'Mastering the World of Psychology (5th Edition)',\n",
       " 'Political Science: An Introduction',\n",
       " 'Political Science: An Introduction Plus NEW MyPolisciLab with Pearson eText-- Access Card Package (13th Edition)',\n",
       " 'A Short Course in Photography: Film and Darkroom (9th Edition)',\n",
       " 'Sociology',\n",
       " 'Human Sexuality Today (8th Edition)',\n",
       " 'Sociology: A Down-to-Earth Approach',\n",
       " 'Greek-English Lexicon of the New Testament and Other Early Christian Literature',\n",
       " 'Greek Tragedies',\n",
       " 'Against Prediction Profiling, Policing, And Punishing in an Actuarial Age',\n",
       " 'Travesti Sex, Gender, and Culture Among Brazilian Transgendered Prostitutes',\n",
       " 'Cults, Territory, and the Origins of the Greek City-State',\n",
       " 'Disability in Judaism, Christianity, and Islam : Sacred Texts, Historical Traditions, and Social Analysis',\n",
       " \"Politics of Passion Women's Sexual Culture in the Afro-surinamese Diaspora\",\n",
       " 'Sources of East Asian Tradition',\n",
       " 'Sources of East Asian Tradition: The Modern Period, Vol. 2',\n",
       " 'Sources of East Asian Tradition',\n",
       " 'Parting Ways: Jewishness and the Critique of Zionism (New Directions in Critical Theory)',\n",
       " 'Islam in America, Second Edition',\n",
       " 'Voice and Vision, Second Edition: A Creative Approach to Narrative Film and DV Production',\n",
       " \"Carlos Aldama's Life in BatÃ¡ : Cuba, Diaspora, and the Drum\",\n",
       " 'Cognitive Models of Speech Processing: Psycholinguistic and Computational Perspectives (Acl-Mit Press Series in Natural Language Processing)',\n",
       " 'Introduction to Machine Learning, Second Edition (Adaptive Computation and Machine Learning)',\n",
       " 'The Processes of Life: An Introduction to Molecular Biology',\n",
       " 'Probabilistic Graphical Models: Principles and Techniques (Adaptive Computation and Machine Learning)',\n",
       " 'Circuit Design and Simulation with VHDL, Second Edition',\n",
       " 'Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)',\n",
       " 'Foundations of Machine Learning (Adaptive Computation and Machine Learning series)',\n",
       " 'Game Theory and the Social Contract Just Playing',\n",
       " 'Introduction to Algorithms, Third Edition',\n",
       " 'Strategies and Games Theory and Practice',\n",
       " 'Digital Performance A History of New Media in Theater, Dance, Performance Art, and Installation',\n",
       " 'Game Theory',\n",
       " 'Introduction To Bioinformatics Algorithms',\n",
       " 'Foundations of Statistical Natural Language Processing',\n",
       " 'Learning With Kernels Support Vector Machines, Regularization, Optimization and Beyond',\n",
       " 'Linguistics, Sixth Edition: An Introduction to Language and Communication',\n",
       " 'Exiles, Diasporas and Strangers',\n",
       " 'E-Business and E-Commerce Management',\n",
       " 'Computer Networking. James F. Kurose, Keith W. Ross',\n",
       " 'Computer Organization and Architecture: Designing for Performance. by William Stallings',\n",
       " 'Defeat Is the Only Bad News: Rwanda under Musinga, 1896-1931 (Africa and the Diaspora)',\n",
       " 'Theater Technology',\n",
       " 'Theater Design',\n",
       " 'Theater of the Avant-Garde, 1890-1950 A Critical Anthology',\n",
       " 'Visual Judaism in Late Antiquity: Historical Contexts of Jewish Art',\n",
       " 'Anthology Of Arabic Literature, Culture, and Thought From Pre-Islamic Times To The Present',\n",
       " 'Learn to Read Greek: Part 1, Textbook and Workbook Set',\n",
       " 'General Relativity and Gravitation:One Hundred Years After the Birth of Albert Einstein. Volume 1',\n",
       " 'Principles of Quantum Mechanics',\n",
       " 'Psychotherapy and Buddhism Toward an Integration',\n",
       " 'Handbook of Urban and Community Forestry in the Northeast',\n",
       " 'Molecular Immunology of Complex Carbohydrates 2',\n",
       " 'Encyclopedia of Diasporas Immigrant and Refugee Cultures Around the World',\n",
       " \"Da Capo Best Music Writing 2002 The Year's Finest Writing on Rock, Pop, Jazz, Country & More\",\n",
       " 'Case for Faith A Journalist Investigates the Toughest Objections to Christianity',\n",
       " 'Basics of Biblical Greek Workbook',\n",
       " 'Basics of Biblical Greek Grammar',\n",
       " 'Stages of Drama Classical to Contemporary Theater',\n",
       " 'Exploring American Histories, Volume 2: A Brief Survey with Sources',\n",
       " 'Critical Visions in Film Theory',\n",
       " 'Anatomy of Film',\n",
       " 'Film: an Introduction',\n",
       " 'Contemporary Linguistics',\n",
       " 'Ways of the World: A Brief Global History with Sources, Volume 1',\n",
       " 'Ways of the World: A Brief Global History with Sources, Volume 2',\n",
       " \"Nvestigative Reporter's Handbook: A Guide to Documents, Databases, and Techniques\",\n",
       " 'Contemporary Linguistics 6e & Study Guide',\n",
       " 'America: A Concise History, Volume One: To 1877',\n",
       " 'America: A Concise History, Volume Two: Since 1865',\n",
       " 'Rules for Writers with Writing about Literature (Tabbed Version)',\n",
       " 'Making Literature Matter: An Anthology for Readers and Writers',\n",
       " 'The American Promise, Volume I: To 1877: A History of the United States',\n",
       " 'A History of World Societies, Volume 1: To 1600',\n",
       " \"[ Through Women's Eyes: An American History with Documents[ THROUGH WOMEN'S EYES: AN AMERICAN HISTORY WITH DOCUMENTS ] By DuBois, Ellen Carol ( Author )Jan-05-2012 Paperback\",\n",
       " 'The Film Experience: An Introduction, 3rd Edition',\n",
       " 'Ashe, Traditional Religion and Healing in Sub-Saharan Africa and the Diaspora:: A Classified International Bibliography (Bibliographies and Indexes in Afro-American and African Studies)',\n",
       " 'Broadway: An Encyclopedia of Theater and American Culture',\n",
       " \"Feminism and Women's Rights Worldwide [3 volumes]: [Three Volumes] (Women's Psychology)\",\n",
       " 'Cases and Materials on Criminal Law, 6th (American Casebooks)',\n",
       " \"Murray and Flechtner's Sales, Leases and Electronic Commerce: Problems and Materials on National and International Transactions, 4th\",\n",
       " 'Sex-Based Discrimination, Text, Cases and Materials, 7th (American Casebooks)',\n",
       " 'Introduction to Real Analysis',\n",
       " 'Longman Anthology of Drama and Theater A Global Perspective',\n",
       " 'Writing In Political Science',\n",
       " 'Computer Networking and the Internet (5th Edition)',\n",
       " 'File System Forensic Analysis',\n",
       " ...]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titles = [line.strip() for line in open('all_book_titles.txt')]\n",
    "titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "644a9a9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1052"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(titles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "db126393",
   "metadata": {},
   "outputs": [],
   "source": [
    "stopwords = set(word.strip() for word in open('stopwords.txt'))\n",
    "stopwords = stopwords.union({\n",
    "    'introduction', 'edition', 'series', 'application',\n",
    "    'approach', 'card', 'access', 'package', 'plus', 'etext',\n",
    "    'brief', 'vol', 'fundamental', 'guide', 'essential', 'printed',\n",
    "    'third', 'second', 'fourth', })\n",
    "\n",
    "word_lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "691a7ed9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tokenizer(s):\n",
    "    s = s.lower()\n",
    "    tokens = nltk.tokenize.word_tokenize(s)\n",
    "    tokens = [t for t in tokens if len(t)>2]\n",
    "    tokens = [word_lemmatizer.lemmatize(t) for t in tokens]\n",
    "    tokens = [t for t in tokens if t not in stopwords]\n",
    "    tokens = [t for t in tokens if not any(c.isdigit() for c in t)]\n",
    "    return tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "4baed5d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['name', 'kishore']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer('My name is kishore and i am 44 years old!!')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3133216",
   "metadata": {},
   "source": [
    "# Creating word_2_int and int_2_word dictionaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "66631ba9",
   "metadata": {},
   "outputs": [],
   "source": [
    "word_2_int = {}\n",
    "int_2_words = {}\n",
    "ind = 0\n",
    "error_count = 0\n",
    "\n",
    "for title in titles:\n",
    "    try:\n",
    "        title = title.encode('ascii', 'ignore').decode('utf-8') # this will throw exception if bad characters\n",
    "        tokens = tokenizer(title)\n",
    "        for token in tokens:\n",
    "            if token not in word_2_int:\n",
    "                word_2_int[token] = ind\n",
    "                int_2_words[ind]=token\n",
    "                ind += 1\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        print(title)\n",
    "        error_count += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "e7f799d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tokens_2_vectors(tokens):\n",
    "    X = np.zeros(len(word_2_int))\n",
    "    for t in tokens:\n",
    "        try:\n",
    "            index = word_2_int[t]\n",
    "            X[index]=1\n",
    "        except:\n",
    "            pass\n",
    "    return X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3e77967f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 1. 1. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 1. 0.]\n",
      " [0. 0. 0. ... 0. 0. 1.]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1052, 2)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "final_matrix = np.zeros((len(titles),len(word_2_int)))\n",
    "for i in range(len(titles)):\n",
    "    title = titles[i]\n",
    "    token = tokenizer(title)\n",
    "    final_matrix[i,:] = tokens_2_vectors(token)\n",
    "print(final_matrix)\n",
    "svd = TruncatedSVD()\n",
    "Z = svd.fit_transform(final_matrix)\n",
    "Z.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "8fd1b9fa",
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "index 1052 is out of bounds for axis 0 with size 1052",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-66-7a2e1b123b60>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mZ\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mZ\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mword_2_int\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mannotate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint_2_words\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mZ\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mZ\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m: index 1052 is out of bounds for axis 0 with size 1052"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,9))\n",
    "plt.scatter(Z[:,0],Z[:,1])\n",
    "for i in range(len(word_2_int)):\n",
    "    plt.annotate(int_2_words[i],(Z[i,0],Z[i,1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5207b12d",
   "metadata": {},
   "source": [
    "# similar words will be closer in this plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa3b0e46",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}