diff --git "a/Vector__Search.ipynb" "b/Vector__Search.ipynb" new file mode 100644--- /dev/null +++ "b/Vector__Search.ipynb" @@ -0,0 +1,7255 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "42751c61-7e5c-4bd5-b7b2-46ed3e1056f4", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_community.document_loaders import TextLoader\n", + "from langchain_text_splitters import CharacterTextSplitter\n", + "from langchain_openai import OpenAIEmbeddings\n", + "from langchain.vectorstores import Chroma" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4beeae57-70d7-404a-bfa2-4d6d1ff1220f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from dotenv import load_dotenv\n", + "\n", + "load_dotenv()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "14269783-244f-4e1a-bb59-871f1c2093da", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "books = pd.read_csv(\"books_cleaned.csv\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "04b757aa-f899-48b4-a292-082ed28557f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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isbn13isbn10titleauthorscategoriesthumbnaildescriptionpublished_yearaverage_ratingnum_pagesratings_counttitle_and_subtitletagged_description
097800020058830002005883GileadMarilynne RobinsonFictionhttp://books.google.com/books/content?id=KQZCP...A NOVEL THAT READERS and critics have been eag...2004.03.85247.0361.0Gilead9780002005883 A NOVEL THAT READERS and critics...
197800022619820002261987Spider's WebCharles Osborne;Agatha ChristieDetective and mystery storieshttp://books.google.com/books/content?id=gA5GP...A new 'Christie for Christmas' -- a full-lengt...2000.03.83241.05164.0Spider's Web: A Novel9780002261982 A new 'Christie for Christmas' -...
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" + ], + "text/plain": [ + " isbn13 isbn10 title authors \\\n", + "0 9780002005883 0002005883 Gilead Marilynne Robinson \n", + "1 9780002261982 0002261987 Spider's Web Charles Osborne;Agatha Christie \n", + "\n", + " categories \\\n", + "0 Fiction \n", + "1 Detective and mystery stories \n", + "\n", + " thumbnail \\\n", + "0 http://books.google.com/books/content?id=KQZCP... \n", + "1 http://books.google.com/books/content?id=gA5GP... \n", + "\n", + " description published_year \\\n", + "0 A NOVEL THAT READERS and critics have been eag... 2004.0 \n", + "1 A new 'Christie for Christmas' -- a full-lengt... 2000.0 \n", + "\n", + " average_rating num_pages ratings_count title_and_subtitle \\\n", + "0 3.85 247.0 361.0 Gilead \n", + "1 3.83 241.0 5164.0 Spider's Web: A Novel \n", + "\n", + " tagged_description \n", + "0 9780002005883 A NOVEL THAT READERS and critics... \n", + "1 9780002261982 A new 'Christie for Christmas' -... " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "books.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "73efe600-2bcf-49e7-89f4-b4f164a9f868", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 9780002005883 A NOVEL THAT READERS and critics...\n", + "1 9780002261982 A new 'Christie for Christmas' -...\n", + "2 9780006178736 A memorable, mesmerizing heroine...\n", + "3 9780006280897 Lewis' work on the nature of lov...\n", + "4 9780006280934 \"In The Problem of Pain, C.S. Le...\n", + " ... \n", + "5192 9788172235222 On A Train Journey Home To North...\n", + "5193 9788173031014 This book tells the tale of a ma...\n", + "5194 9788179921623 Wisdom to Create a Life of Passi...\n", + "5195 9788185300535 This collection of the timeless ...\n", + "5196 9789027712059 Since the three volume edition o...\n", + "Name: tagged_description, Length: 5197, dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "books[\"tagged_description\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3045ade9-a446-4b9f-bcba-31021dd5051f", + "metadata": {}, + "outputs": [], + "source": [ + "books[\"tagged_description\"].to_csv(\"tagged_description.txt\",\n", + " sep = \"\\n\",\n", + " index = False,\n", + " header = False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a3600cdf-a344-4cfd-837a-3328fd85792a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + 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"documents = text_splitter.split_documents(raw_documents)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9f880405-e5e3-47a8-aa66-753255570911", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Document(metadata={'source': 'tagged_description.txt'}, page_content='9780002005883 A NOVEL THAT READERS and critics have been eagerly anticipating for over a decade, Gilead is an astonishingly imagined story of remarkable lives. John Ames is a preacher, the son of a preacher and the grandson (both maternal and paternal) of preachers. It’s 1956 in Gilead, Iowa, towards the end of the Reverend Ames’s life, and he is absorbed in recording his family’s story, a legacy for the young son he will never see grow up. Haunted by his grandfather’s presence, John tells of the rift between his grandfather and his father: the elder, an angry visionary who fought for the abolitionist cause, and his son, an ardent pacifist. He is troubled, too, by his prodigal namesake, Jack (John Ames) Boughton, his best friend’s lost son who returns to Gilead searching for forgiveness and redemption. Told in John Ames’s joyous, rambling voice that finds beauty, humour and truth in the smallest of life’s details, Gilead is a song of celebration and acceptance of the best and the worst the world has to offer. At its heart is a tale of the sacred bonds between fathers and sons, pitch-perfect in style and story, set to dazzle critics and readers alike.')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "documents[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9b630abe-b095-47ce-b7fb-74e9e89935b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: sentence-transformers in c:\\users\\acer\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local-packages\\python311\\site-packages (4.1.0)\n", + "Requirement already satisfied: transformers<5.0.0,>=4.41.0 in c:\\users\\acer\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local-packages\\python311\\site-packages (from sentence-transformers) (4.52.1)\n", + "Requirement already satisfied: tqdm in 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pip is available: 25.0 -> 25.1.1\n", + "[notice] To update, run: C:\\Users\\acer\\AppData\\Local\\Microsoft\\WindowsApps\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "!pip install sentence-transformers" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "dc128c46-6fb5-4f6f-b3df-27d8c627600b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: langchain-huggingface in c:\\users\\acer\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local-packages\\python311\\site-packages (0.2.0)\n", + "Requirement already satisfied: langchain-core<1.0.0,>=0.3.59 in c:\\users\\acer\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local-packages\\python311\\site-packages (from langchain-huggingface) (0.3.60)\n", + "Requirement already satisfied: 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(C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~atplotlib (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~cipy (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~~ipy (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~ (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~atplotlib (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~cipy (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~~ipy (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "\n", + "[notice] A new release of pip is available: 25.0 -> 25.1.1\n", + "[notice] To update, run: C:\\Users\\acer\\AppData\\Local\\Microsoft\\WindowsApps\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "!pip install -U langchain-huggingface " + ] + }, + { + "cell_type": "markdown", + "id": "a6ed789d-46be-49e6-b14b-a49bbb23749a", + "metadata": {}, + "source": [ + "db_books = Chroma.from_documents(\n", + " documents,\n", + " embedding=OpenAIEmbeddings())\n", + " did not work becuase openai require paid credit" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f9f888d6-9984-4c7b-b0c7-41e47aa14e7d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: langchain-community in c:\\users\\acer\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local-packages\\python311\\site-packages (0.3.24)\n", + "Requirement already satisfied: chromadb in c:\\users\\acer\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\\localcache\\local-packages\\python311\\site-packages (1.0.9)\n", + "Requirement already satisfied: langchain-core<1.0.0,>=0.3.59 in 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(C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~~ipy (C:\\Users\\acer\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages)\n", + "\n", + "[notice] A new release of pip is available: 25.0 -> 25.1.1\n", + "[notice] To update, run: C:\\Users\\acer\\AppData\\Local\\Microsoft\\WindowsApps\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "!pip install langchain-community chromadb\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "74fe37d4-5e1c-4e0a-87b4-e1b2873db3f2", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_community.vectorstores import Chroma\n", + "from langchain_huggingface import HuggingFaceEmbeddings\n", + "\n", + "embedding = HuggingFaceEmbeddings(model_name=\"sentence-transformers/all-MiniLM-L6-v2\")\n", + "db_books = Chroma.from_documents(documents, embedding=embedding)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "56d9b805-28fa-410d-b0d0-2962fdf754e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Document(metadata={'source': 'tagged_description.txt'}, page_content='9780786808069 Children will discover the exciting world of their own backyard in this introduction to familiar animals from cats and dogs to bugs and frogs. The combination of photographs, illustrations, and fun facts make this an accessible and delightful learning experience.'),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780786808380 Introduce your babies to birds, cats, dogs, and babies through fine art, illustration, and photographs. These books are a rare opportunity to expose little ones to a range of images on a single subject, from simple child's drawings and abstract art to playful photos. A brief text accompanies each image, introducing the baby to some basic -- and sometimes playful -- information about the subjects.\"),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780786808397 Introduce your baby to birds, cats, dogs, and babies through fine art, illustration, and photographs. These books are a rare opportunity to exopse little ones to a range of images on a single subject, from simple child's drawings and abstract art to playful photos. A brief text accompanies each image, introducing baby to some basic -- and sometimes playful -- information about the subjects.\"),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780060959036 Barbara Kingsolver's fifth novel is a hymn to wildness that celebrates the prodigal spirit of human nature, and of nature itself. It weaves together three stories of human love within a larger tapestry of lives amid the mountains and farms of southern Appalachia. Over the course of one humid summer, this novel's intriguing protagonists face disparate predicaments but find connections to one another and to the flora and fauna with which they necessarily share a place.\"),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780786808373 Introducing your baby to birds, cats, dogs, and babies through fine art, illsutration and photographs. These books are a rare opportunity to expose little ones to a range of images on a single subject, from simple child's drawings and abstract art to playful photos. A brief text accompanies each image, introducing baby to some basic -- and sometimes playful -- information on the subjects.\"),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780374522599 The Control of Nature is John McPhee's bestselling account of places where people are locked in combat with nature. Taking us deep into these contested territories, McPhee details the strageties and tactics through which people attempt to control nature. Most striking is his depiction of the main contestants: nature in complex and awesome guises, and those attempting to wrest control from her - stubborn, sometimes foolhardy, more often ingenious, and always arresting characters.\"),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content='9780786819119 Charming illustrations and playful rhythmic verse make real-life learning fun by taking babies and toddlers on an adventurous discovery of water and its many sources. Squeezable and floatable, Water, Water, Everywhere can be enjoyed in and out of the tub.'),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780064402453 ‘Racso, a brash and boastful little rodent, is making his way to Thorn Valley, determined to learn how to read and write and become a hero. His bragging and lies get him off to a bad start, but a crisis gives him the opportunity to prove his mettle. A worthy successor [to Mrs. Frisby and the Rats of NIMH, a Newbery Medal winner by the author's father].' 'BL. 1986 Children's Editors' Choices (BL) Children's Choices for 1987 (IRA/CBC) Notable 1986 Childrens' Trade Books in Social Studies (NCSS/CBC) 1986 Children's Books (NY Public Library) Best Science Fiction/Fantasy 1986 (VOYA)\"),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content='\"9781593851170 \"\"Comprehensive and up to date, this tightly edited volume belongs on the desks of researchers and students in developmental psychology, comparative psychology, animal behavior, and evolutionary psychology, and will also be of interest to anthropologists. It is a richly informative text for advanced undergraduate- and graduate-level courses.\"\"--BOOK JACKET.\"'),\n", + " Document(metadata={'source': 'tagged_description.txt'}, page_content=\"9780064403870 When Margaret and her younger brother, Artie, get lost in the woods on a family camping trip, they are rescued by rats -- the superintelligent rats of NIMH. Taken into the rat's community, the children are safe for the time being. But winter is coming. Margaret and Artie have to get back home. And when they do, they must protect the rats who have helped them. Everything depends on their silence... but it's hard to evade questions forever. Children's Choices for 1991 (IRA/CBC)VOYA's Best Science Fiction, Fantasy, and Horror 1990Parenting Honorable Mention, Reading Magic Award\")]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "query = \"A book to teach children about nature\"\n", + "docs = db_books.similarity_search(query, k = 10)\n", + "docs" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "cdb449ab-2f48-401e-a996-55a19b5bd707", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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isbn13isbn10titleauthorscategoriesthumbnaildescriptionpublished_yearaverage_ratingnum_pagesratings_counttitle_and_subtitletagged_description
374797807868080690786808063Baby Einstein: Neighborhood AnimalsMarilyn Singer;Julie Aigner-ClarkJuvenile Fictionhttp://books.google.com/books/content?id=X9a4P...Children will discover the exciting world of t...2001.03.8916.0180.0Baby Einstein: Neighborhood Animals9780786808069 Children will discover the excit...
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isbn13isbn10titleauthorscategoriesthumbnaildescriptionpublished_yearaverage_ratingnum_pagesratings_counttitle_and_subtitletagged_description
17097800605894620060589469Zen and the Art of Motorcycle MaintenanceRobert M. PirsigPsychologyhttp://books.google.com/books/content?id=KMRRe...One of the most important and influential book...2006.03.77540.0157734.0Zen and the Art of Motorcycle Maintenance: An ...9780060589462 One of the most important and in...
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170697803757250360375725032Elect Mr. Robinson for a Better WorldDonald AntrimFictionhttp://books.google.com/books/content?id=E-GwA...In a world marked by full-scale neighborhood w...1993.03.67185.0795.0Elect Mr. Robinson for a Better World9780375725036 In a world marked by full-scale ...
188097803857325500385732554The GiverLois LowryJuvenile Fictionhttp://books.google.com/books/content?id=oZRlY...At the age of twelve, Jonas, a young boy from ...2006.04.12208.01464909.0The Giver9780385732550 At the age of twelve, Jonas, a y...
188897803930405860393040585The Confident ChildT. E. ApterFamily & Relationshipshttp://books.google.com/books/content?id=stxpQ...Focusing on children from age five to fifteen,...1997.03.62270.013.0The Confident Child: Raising a Child to Try, L...9780393040586 Focusing on children from age fi...
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245797804650169070465016901The Drama of the Gifted ChildNaNPsychologyhttp://books.google.com/books/content?id=TgtTz...Why are many of the most successful people pla...1997.04.09144.011373.0The Drama of the Gifted Child: The Search for ...9780465016907 Why are many of the most success...
281397805711937830571193781The New LifeOrhan PamukBus travelhttp://books.google.com/books/content?id=KOAJG...A parable about love, literature and fanaticis...1998.03.55296.04422.0The New Life9780571193783 A parable about love, literature...
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331797807432437800743243781Teacher ManFrank McCourtBiography & Autobiographyhttp://books.google.com/books/content?id=Yhgcw...The author describes his coming of age as a te...2006.03.75272.025726.0Teacher Man: A Memoir9780743243780 The author describes his coming ...
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347897807475746510747574650Old SchoolTobias WolffAuthorshttp://books.google.com/books/content?id=qNrFw...It's 1960, in America, at a prestigious boys' ...2005.03.82195.07763.0Old School9780747574651 It's 1960, in America, at a pres...
366797807653576630765357666Hidden TalentsDavid LubarJuvenile Fictionhttp://books.google.com/books/content?id=wgEFP...When thirteen-year-old Martin Anderson arrives...2007.03.93240.02333.0Hidden Talents9780765357663 When thirteen-year-old Martin An...
376097807868129120786812915The Big BoxToni Morrison;Slade MorrisonJuvenile Fictionhttp://books.google.com/books/content?id=LyYKA...In her first illustrated book for children, th...2002.03.9548.0375.0The Big Box9780786812912 In her first illustrated book fo...
381997808021366880802136680This boy's lifeTobias WolffBiography & Autobiographyhttp://books.google.com/books/content?id=JCl2p...The author chronicles the tumultuous events of...1999.03.98304.022157.0This boy's life9780802136688 The author chronicles the tumult...
383497808024314860802431488The 10 Commandments of ParentingH. Edwin YoungReligionhttp://books.google.com/books/content?id=Q1Hxj...Drawn from years of counseling and the author'...2005.04.00224.025.0The 10 Commandments of Parenting: The Do's and...9780802431486 Drawn from years of counseling a...
392997808112011240811201120Henry Miller on WritingHenry MillerLiterary Criticismhttp://books.google.com/books/content?id=tNB6w...Some of the most rewarding pages in Henry Mill...1964.04.23217.0937.0Henry Miller on Writing9780811201124 Some of the most rewarding pages...
39979780812971064081297106XReading Lolita in TehranAzar NafisiBiography & Autobiographyhttp://books.google.com/books/content?id=xOOgR...Describes growing up in the Islamic Republic o...2004.03.60356.0102707.0Reading Lolita in Tehran: A Memoir in Books9780812971064 Describes growing up in the Isla...
407597808245212330824521234Save the DateJason King;Donna FreitasReligionhttp://books.google.com/books/content?id=QUMPA...In this funny and lighthearted book by twentys...2003.03.75191.04.0Save the Date: A Spirituality of Dating, Love,...9780824521233 In this funny and lighthearted b...
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490497815944815741594481571Plan BAnne LamottBiography & Autobiographyhttp://books.google.com/books/content?id=__EKD...A spiritual guide by the author of the best-se...2006.04.06352.018609.0Plan B: Further Thoughts on Faith9781594481574 A spiritual guide by the author ...
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