{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TensorBoard Visualizations\n", "\n", "\n", "In this tutorial, we will learn how to visualize different types of NLP based Embeddings via TensorBoard. TensorBoard is a data visualization framework for visualizing and inspecting the TensorFlow runs and graphs. We will use a built-in Tensorboard visualizer called *Embedding Projector* in this tutorial. It lets you interactively visualize and analyze high-dimensional data like embeddings.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read Data \n", "\n", "For this tutorial, a transformed MovieLens dataset[1] is used. You can download the final prepared csv from [here](https://github.com/parulsethi/DocViz/blob/master/movie_plots.csv)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | MovieID | \n", "Titles | \n", "Plots | \n", "Genres | \n", "
---|---|---|---|---|
0 | \n", "1 | \n", "Toy Story (1995) | \n", "A little boy named Andy loves to be in his roo... | \n", "animation | \n", "
1 | \n", "2 | \n", "Jumanji (1995) | \n", "When two kids find and play a magical board ga... | \n", "fantasy | \n", "
2 | \n", "3 | \n", "Grumpier Old Men (1995) | \n", "Things don't seem to change much in Wabasha Co... | \n", "comedy | \n", "
3 | \n", "6 | \n", "Heat (1995) | \n", "Hunters and their prey--Neil and his professio... | \n", "action | \n", "
4 | \n", "7 | \n", "Sabrina (1995) | \n", "An ugly duckling having undergone a remarkable... | \n", "romance | \n", "
5 | \n", "9 | \n", "Sudden Death (1995) | \n", "Some terrorists kidnap the Vice President of t... | \n", "action | \n", "
6 | \n", "10 | \n", "GoldenEye (1995) | \n", "James Bond teams up with the lone survivor of ... | \n", "action | \n", "
7 | \n", "15 | \n", "Cutthroat Island (1995) | \n", "Morgan Adams and her slave, William Shaw, are ... | \n", "action | \n", "
8 | \n", "17 | \n", "Sense and Sensibility (1995) | \n", "When Mr. Dashwood dies, he must leave the bulk... | \n", "romance | \n", "
9 | \n", "18 | \n", "Four Rooms (1995) | \n", "This movie features the collaborative director... | \n", "comedy | \n", "
10 | \n", "19 | \n", "Ace Ventura: When Nature Calls (1995) | \n", "Ace Ventura, emerging from self-imposed exile ... | \n", "comedy | \n", "
11 | \n", "29 | \n", "City of Lost Children, The (Cité des enfants p... | \n", "Krank (Daniel Emilfork), who cannot dream, kid... | \n", "sci-fi | \n", "
12 | \n", "32 | \n", "Twelve Monkeys (a.k.a. 12 Monkeys) (1995) | \n", "In a future world devastated by disease, a con... | \n", "sci-fi | \n", "
13 | \n", "34 | \n", "Babe (1995) | \n", "Farmer Hoggett wins a runt piglet at a local f... | \n", "fantasy | \n", "
14 | \n", "39 | \n", "Clueless (1995) | \n", "A rich high school student tries to boost a ne... | \n", "romance | \n", "
15 | \n", "44 | \n", "Mortal Kombat (1995) | \n", "Based on the popular video game of the same na... | \n", "action | \n", "
16 | \n", "48 | \n", "Pocahontas (1995) | \n", "Capt. John Smith leads a rag-tag band of Engli... | \n", "animation | \n", "
17 | \n", "50 | \n", "Usual Suspects, The (1995) | \n", "Following a truck hijack in New York, five con... | \n", "comedy | \n", "
18 | \n", "57 | \n", "Home for the Holidays (1995) | \n", "After losing her job, making out with her soon... | \n", "comedy | \n", "
19 | \n", "69 | \n", "Friday (1995) | \n", "Two homies, Smokey and Craig, smoke a dope dea... | \n", "comedy | \n", "
20 | \n", "70 | \n", "From Dusk Till Dawn (1996) | \n", "Two criminals and their hostages unknowingly s... | \n", "action | \n", "
21 | \n", "76 | \n", "Screamers (1995) | \n", "(SIRIUS 6B, Year 2078) On a distant mining pla... | \n", "sci-fi | \n", "
22 | \n", "82 | \n", "Antonia's Line (Antonia) (1995) | \n", "In an anonymous Dutch village, a sturdy, stron... | \n", "fantasy | \n", "
23 | \n", "88 | \n", "Black Sheep (1996) | \n", "Comedy about the prospective Washington State ... | \n", "comedy | \n", "
24 | \n", "95 | \n", "Broken Arrow (1996) | \n", "\"Broken Arrow\" is the term used to describe a ... | \n", "action | \n", "
25 | \n", "104 | \n", "Happy Gilmore (1996) | \n", "A rejected hockey player puts his skills to th... | \n", "comedy | \n", "
26 | \n", "105 | \n", "Bridges of Madison County, The (1995) | \n", "Photographer Robert Kincaid wanders into the l... | \n", "romance | \n", "
27 | \n", "110 | \n", "Braveheart (1995) | \n", "When his secret bride is executed for assaulti... | \n", "action | \n", "
28 | \n", "141 | \n", "Birdcage, The (1996) | \n", "Armand Goldman owns a popular drag nightclub i... | \n", "comedy | \n", "
29 | \n", "145 | \n", "Bad Boys (1995) | \n", "Marcus Burnett is a hen-pecked family man. Mik... | \n", "action | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1813 | \n", "122902 | \n", "Fantastic Four (2015) | \n", "FANTASTIC FOUR, a contemporary re-imagining of... | \n", "sci-fi | \n", "
1814 | \n", "127098 | \n", "Louis C.K.: Live at The Comedy Store (2015) | \n", "Comedian Louis C.K. performs live at the Comed... | \n", "comedy | \n", "
1815 | \n", "127158 | \n", "Tig (2015) | \n", "An intimate, mixed media documentary that foll... | \n", "comedy | \n", "
1816 | \n", "127202 | \n", "Me and Earl and the Dying Girl (2015) | \n", "Seventeen-year-old Greg has managed to become ... | \n", "comedy | \n", "
1817 | \n", "129354 | \n", "Focus (2015) | \n", "In the midst of veteran con man Nicky's latest... | \n", "action | \n", "
1818 | \n", "129428 | \n", "The Second Best Exotic Marigold Hotel (2015) | \n", "The Second Best Exotic Marigold Hotel is the e... | \n", "comedy | \n", "
1819 | \n", "129937 | \n", "Run All Night (2015) | \n", "Professional Brooklyn hitman Jimmy Conlon is m... | \n", "action | \n", "
1820 | \n", "130490 | \n", "Insurgent (2015) | \n", "One choice can transform you-or it can destroy... | \n", "sci-fi | \n", "
1821 | \n", "130520 | \n", "Home (2015) | \n", "An alien on the run from his own people makes ... | \n", "animation | \n", "
1822 | \n", "130634 | \n", "Furious 7 (2015) | \n", "Dominic and his crew thought they'd left the c... | \n", "action | \n", "
1823 | \n", "131013 | \n", "Get Hard (2015) | \n", "Kevin Hart plays the role of Darnell--a family... | \n", "comedy | \n", "
1824 | \n", "132046 | \n", "Tomorrowland (2015) | \n", "Bound by a shared destiny, a bright, optimisti... | \n", "sci-fi | \n", "
1825 | \n", "132480 | \n", "The Age of Adaline (2015) | \n", "A young woman, born at the turn of the 20th ce... | \n", "romance | \n", "
1826 | \n", "132488 | \n", "Lovesick (2014) | \n", "Lovesick is the comic tale of Charlie Darby (M... | \n", "fantasy | \n", "
1827 | \n", "132796 | \n", "San Andreas (2015) | \n", "In San Andreas, California is experiencing a s... | \n", "action | \n", "
1828 | \n", "132961 | \n", "Far from the Madding Crowd (2015) | \n", "In Victorian England, the independent and head... | \n", "romance | \n", "
1829 | \n", "133195 | \n", "Hitman: Agent 47 (2015) | \n", "An assassin teams up with a woman to help her ... | \n", "action | \n", "
1830 | \n", "133645 | \n", "Carol (2015) | \n", "In an adaptation of Patricia Highsmith's semin... | \n", "romance | \n", "
1831 | \n", "134130 | \n", "The Martian (2015) | \n", "During a manned mission to Mars, Astronaut Mar... | \n", "sci-fi | \n", "
1832 | \n", "134368 | \n", "Spy (2015) | \n", "A desk-bound CIA analyst volunteers to go unde... | \n", "comedy | \n", "
1833 | \n", "134783 | \n", "Entourage (2015) | \n", "Movie star Vincent Chase, together with his bo... | \n", "comedy | \n", "
1834 | \n", "134853 | \n", "Inside Out (2015) | \n", "After young Riley is uprooted from her Midwest... | \n", "comedy | \n", "
1835 | \n", "135518 | \n", "Self/less (2015) | \n", "A dying real estate mogul transfers his consci... | \n", "sci-fi | \n", "
1836 | \n", "135861 | \n", "Ted 2 (2015) | \n", "Months after John's divorce, Ted and Tami-Lynn... | \n", "comedy | \n", "
1837 | \n", "135887 | \n", "Minions (2015) | \n", "Ever since the dawn of time, the Minions have ... | \n", "comedy | \n", "
1838 | \n", "136016 | \n", "The Good Dinosaur (2015) | \n", "In a world where dinosaurs and humans live sid... | \n", "animation | \n", "
1839 | \n", "139855 | \n", "Anomalisa (2015) | \n", "Michael Stone, an author that specializes in c... | \n", "animation | \n", "
1840 | \n", "142997 | \n", "Hotel Transylvania 2 (2015) | \n", "The Drac pack is back for an all-new monster c... | \n", "animation | \n", "
1841 | \n", "145935 | \n", "Peanuts Movie, The (2015) | \n", "Charlie Brown, Lucy, Snoopy, and the whole gan... | \n", "animation | \n", "
1842 | \n", "149406 | \n", "Kung Fu Panda 3 (2016) | \n", "Continuing his \"legendary adventures of awesom... | \n", "comedy | \n", "
1843 rows × 4 columns
\n", "