{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "pd.set_option('display.max_colwidth', -1)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "using Keras version: 2.2.4\n" ] }, { "data": { "text/plain": [ "'0.6.0'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import ktrain\n", "ktrain.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STEP 1: Get Raw Document Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# 20newsgroups\n", "from sklearn.datasets import fetch_20newsgroups\n", "\n", "# we only want to keep the body of the documents!\n", "remove = ('headers', 'footers', 'quotes')\n", "\n", "# fetch train and test data\n", "newsgroups_train = fetch_20newsgroups(subset='train', remove=remove)\n", "newsgroups_test = fetch_20newsgroups(subset='test', remove=remove)\n", "\n", "# compile the texts\n", "texts = newsgroups_train.data + newsgroups_test.data\n", "\n", "# let's also store the newsgroup category associated with each document\n", "# we can display this information in visualizations\n", "targets = [target for target in list(newsgroups_train.target) + list(newsgroups_test.target)]\n", "categories = [newsgroups_train.target_names[target] for target in targets]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STEP 2: Train an LDA Topic Model to Discover Topics\n", "\n", "The `get_topic_model` function learns a [topic model](https://en.wikipedia.org/wiki/Topic_model) using [Latent Dirichlet Allocation (LDA)](https://en.wikipedia.org/wiki/Latent_Dirichlet_allocation)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_topics automatically set to 97\n", "preprocessing texts...\n", "fitting model...\n", "iteration: 1 of max_iter: 5\n", "iteration: 2 of max_iter: 5\n", "iteration: 3 of max_iter: 5\n", "iteration: 4 of max_iter: 5\n", "iteration: 5 of max_iter: 5\n", "done.\n", "CPU times: user 16min 18s, sys: 42min 45s, total: 59min 3s\n", "Wall time: 1min 58s\n" ] } ], "source": [ "%%time\n", "tm = ktrain.text.get_topic_model(texts, n_features=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " We can examine the discovered topics using `print_topics`, `get_topics`, or `topics`. Here, we will use `print_topics`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "topic 0 | tape adam tim case moved bag quote mass marked zionism\n", "topic 1 | image jpeg images format programs tiff files jfif save lossless\n", "topic 2 | alternative movie film static cycles films philips dynamic hou phi\n", "topic 3 | hell humans poster frank reality kent gerard gant eternal bell\n", "topic 4 | air phd chz kit cbc ups w-s rus w47 mot\n", "topic 5 | dog math great figure poster couldn don trying rushdie fatwa\n", "topic 6 | collaboration nazi fact end expression germany philly world certified moore\n", "topic 7 | gif points scale postscript mirror plane rendering algorithm polygon rayshade\n", "topic 8 | fonts font shell converted iii characters slight composite breaks compress\n", "topic 9 | power station supply options option led light tank plastic wall\n", "topic 10 | transmission rider bmw driver automatic shift gear japanese stick highway\n", "topic 11 | tyre ezekiel ruler hernia appeared appointed supreme man land power\n", "topic 12 | space nasa earth data launch surface solar moon mission planet\n", "topic 13 | israel jews jewish israeli arab peace war arabs palestinian kuwait\n", "topic 14 | olvwm xremote animals kinds roughing toolkit close corp glenn imakefile\n", "topic 15 | medical health disease cancer patients drug treatment drugs aids study\n", "topic 16 | biden chip gear like information number automatic mode insurance know\n", "topic 17 | graphics zip amiga shareware formats ftp gif program sgi convert\n", "topic 18 | brilliant mail did god coming christianity people got ideas reading\n", "topic 19 | black red white blue green cross wires lines helmet mask\n", "topic 20 | car engine cars miles clutch new ford rear slip road\n", "topic 21 | list mailing service model small large lists radar available major\n", "topic 22 | key encryption chip keys clipper phone security use government privacy\n", "topic 23 | talking pit nyr stl phi edm mtl wsh hfd cgy\n", "topic 24 | signal input switch connected circuit audio noise output control voltage\n", "topic 25 | stuff deleted die posting beware fantastic motives authentic reluctant hope\n", "topic 26 | adams douglas dc-x garrett ingres tin sdio incremental mcdonnell guide\n", "topic 27 | men homosexual homosexuality women gay sexual homosexuals male kinsey pop\n", "topic 28 | usual leo rs-232 martian reading cooperative unmanned somalia decompress visited\n", "topic 29 | edu university information send new computer research mail internet address\n", "topic 30 | reserve naval marine ret commission one-way irgun prior closure facilities\n", "topic 31 | state intelligence militia units army zone georgia sam croats belongs\n", "topic 32 | says article pain known warning doctor stone bug kidney response\n", "topic 33 | faq rsa ripem lights yes patent nist management wax cipher\n", "topic 34 | wolverine comics hulk appearance special liefeld sabretooth incredible hobgoblin x-force\n", "topic 35 | software ram worth cycles controller available make dram dynamic situation\n", "topic 36 | religion people religious catalog bobby used driven involved long like\n", "topic 37 | intel sites experiment ftp does know family good like mrs\n", "topic 38 | armenian people army russian turkish genocide armenians ottoman turks jews\n", "topic 39 | theft geo available face couldn cover sony people number shop\n", "topic 40 | christianity did exists mail matter mind tool status god reading\n", "topic 41 | propane probe earth orbit orbiter titan cassini space atmosphere gravity\n", "topic 42 | people government right think rights law make public fbi don\n", "topic 43 | god people does say believe bible true think evidence religion\n", "topic 44 | mov phone south key war supply push left just registered\n", "topic 45 | period goal pts play chicago pittsburgh buffalo shots new blues\n", "topic 46 | game team games year hockey season players player baseball league\n", "topic 47 | speed dod student technician just hits right note giant light\n", "topic 48 | sex marriage relationship family married couple depression pregnancy childhood trademark\n", "topic 49 | protects rejecting com4 couple decides taking connect unc nearest richer\n", "topic 50 | president states united american national press april washington america white\n", "topic 51 | card memory windows board ram bus drivers driver cpu problem\n", "topic 52 | window application manager display button xterm path widget event resources\n", "topic 53 | cable win van det bos tor cal nyi chi buf\n", "topic 54 | americans baltimore rochester cape springfield moncton providence utica binghamton adirondack\n", "topic 55 | color monitor screen mouse video colors resolution vga colour monitors\n", "topic 56 | option power ssf flights capability module redesign missions station options\n", "topic 57 | body father son vitamin diet day cells cell form literature\n", "topic 58 | max g9v b8f a86 bhj giz bxn biz qax b4q\n", "topic 59 | bit fast chip ibm faster mode chips scsi-2 speeds quadra\n", "topic 60 | book books law adl islam islamic iran media bullock muslims\n", "topic 61 | armenian russian turkish ottoman people army armenians genocide war turks\n", "topic 62 | oscillator partition tune nun umumiye nezareti mecmuasi muharrerat-i evrak version\n", "topic 63 | tongues seat est didn raise copied lazy schemes adapter leap\n", "topic 64 | com object jim app function motorola heterosexual objects pointers encountered\n", "topic 65 | effective boy projects grow jason ain dump keyboards vastly grants\n", "topic 66 | armenian people russian armenians turks ottoman army turkish genocide muslim\n", "topic 67 | mac apple pin ground wire quicktime macs pins connector simms\n", "topic 68 | bastard turning likes hooks notions turks cited proud pointers chuck\n", "topic 69 | bought dealer cost channel replaced face sony stereo warranty tube\n", "topic 70 | myers food reaction msg writes loop eat dee effects taste\n", "topic 71 | lander contradiction reconcile apparent somebody supplement essential needs produce insulin\n", "topic 72 | re-boost systems virginia voice unix input ken easily summary developing\n", "topic 73 | block tests suck shadow dte screws macedonia sunlight fin message\n", "topic 74 | jesus church christ god lord holy spirit mary shall heaven\n", "topic 75 | gun number year guns rate insurance police years new firearms\n", "topic 76 | rule automatically characteristic wider thumb recommendation inline mr2 halfway width\n", "topic 77 | drive disk hard scsi drives controller floppy ide master transfer\n", "topic 78 | stephanopoulos water gas oil heat energy hot temperature cold nuclear\n", "topic 79 | like know does use don just good thanks need want\n", "topic 80 | starters mlb mov higher signing left accessible argument viola teams\n", "topic 81 | entry rules info define entries year int printf include contest\n", "topic 82 | price new sale offer sell condition shipping interested asking prices\n", "topic 83 | issue germany title magazine german cover race generation origin nazi\n", "topic 84 | armenian armenians people turkish war said killed children russian turkey\n", "topic 85 | dos windows software comp library os/2 version microsoft applications code\n", "topic 86 | probe space launch titan earth cassini orbiter orbit atmosphere mission\n", "topic 87 | housed throws fills daylight occurring activities adjacent presenting punish occuring\n", "topic 88 | statement folk raids thor disarmed anatolia polygon inria arrive smehlik\n", "topic 89 | sound steve pro convert ati ultra fahrenheit orchid hercules blaster\n", "topic 90 | joke tricky wearing golden trickle seen geneva csh course caesar\n", "topic 91 | moral objective values morality child defined bank definition wrong different\n", "topic 92 | files file edu ftp available version server data use sun\n", "topic 93 | catalog tons seal ordering kawasaki tools fax free ultraviolet packages\n", "topic 94 | file program error output use section line code command problem\n", "topic 95 | power ssf module capability option flights redesign missions human station\n", "topic 96 | just don think know like time did going didn people\n" ] } ], "source": [ "tm.print_topics()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above, we can immediately get a feel for what kinds of subjects are discussed within this dataset. For instsance, Topic \\#13 appears to be about the Middle East with labels: \"*israel jews jewish israeli arab peace*\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STEP 3: Compute the Document-Topic Matrix\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "done.\n", "CPU times: user 1min 27s, sys: 3min 26s, total: 4min 53s\n", "Wall time: 12.6 s\n" ] } ], "source": [ "%%time\n", "tm.build(texts, threshold=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the `build` method prunes documents based on threshold, we should prune the original data and any metadata in a similar way for consistency. This can be accomplished with the `filter` method. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "texts = tm.filter(texts)\n", "categories = tm.filter(categories)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is useful to ensure all data and metadata are aligned with the same array indices in case we want to use them later (e.g., in visualizations, for example)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STEP 4: Inspect and Visualize Topics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's list the topics by document count:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "topic:79 | count:3782 | like know does use don just good thanks need want\n", "topic:96 | count:3643 | just don think know like time did going didn people\n", "topic:43 | count:1599 | god people does say believe bible true think evidence religion\n", "topic:42 | count:1246 | people government right think rights law make public fbi don\n", "topic:51 | count:900 | card memory windows board ram bus drivers driver cpu problem\n", "topic:46 | count:782 | game team games year hockey season players player baseball league\n", "topic:92 | count:597 | files file edu ftp available version server data use sun\n", "topic:29 | count:399 | edu university information send new computer research mail internet address\n", "topic:82 | count:371 | price new sale offer sell condition shipping interested asking prices\n", "topic:84 | count:312 | armenian armenians people turkish war said killed children russian turkey\n", "topic:12 | count:296 | space nasa earth data launch surface solar moon mission planet\n", "topic:22 | count:283 | key encryption chip keys clipper phone security use government privacy\n", "topic:75 | count:236 | gun number year guns rate insurance police years new firearms\n", "topic:15 | count:157 | medical health disease cancer patients drug treatment drugs aids study\n", "topic:94 | count:152 | file program error output use section line code command problem\n", "topic:74 | count:146 | jesus church christ god lord holy spirit mary shall heaven\n", "topic:45 | count:123 | period goal pts play chicago pittsburgh buffalo shots new blues\n", "topic:13 | count:104 | israel jews jewish israeli arab peace war arabs palestinian kuwait\n", "topic:77 | count:75 | drive disk hard scsi drives controller floppy ide master transfer\n", "topic:85 | count:58 | dos windows software comp library os/2 version microsoft applications code\n", "topic:21 | count:46 | list mailing service model small large lists radar available major\n", "topic:52 | count:29 | window application manager display button xterm path widget event resources\n", "topic:20 | count:28 | car engine cars miles clutch new ford rear slip road\n", "topic:27 | count:22 | men homosexual homosexuality women gay sexual homosexuals male kinsey pop\n", "topic:19 | count:19 | black red white blue green cross wires lines helmet mask\n", "topic:53 | count:16 | cable win van det bos tor cal nyi chi buf\n", "topic:78 | count:16 | stephanopoulos water gas oil heat energy hot temperature cold nuclear\n", "topic:91 | count:14 | moral objective values morality child defined bank definition wrong different\n", "topic:24 | count:13 | signal input switch connected circuit audio noise output control voltage\n", "topic:60 | count:12 | book books law adl islam islamic iran media bullock muslims\n", "topic:17 | count:12 | graphics zip amiga shareware formats ftp gif program sgi convert\n", "topic:32 | count:12 | says article pain known warning doctor stone bug kidney response\n", "topic:55 | count:12 | color monitor screen mouse video colors resolution vga colour monitors\n", "topic:59 | count:11 | bit fast chip ibm faster mode chips scsi-2 speeds quadra\n", "topic:58 | count:10 | max g9v b8f a86 bhj giz bxn biz qax b4q\n", "topic:70 | count:10 | myers food reaction msg writes loop eat dee effects taste\n", "topic:81 | count:9 | entry rules info define entries year int printf include contest\n", "topic:54 | count:8 | americans baltimore rochester cape springfield moncton providence utica binghamton adirondack\n", "topic:50 | count:8 | president states united american national press april washington america white\n", "topic:9 | count:8 | power station supply options option led light tank plastic wall\n", "topic:34 | count:8 | wolverine comics hulk appearance special liefeld sabretooth incredible hobgoblin x-force\n", "topic:67 | count:7 | mac apple pin ground wire quicktime macs pins connector simms\n", "topic:3 | count:6 | hell humans poster frank reality kent gerard gant eternal bell\n", "topic:25 | count:6 | stuff deleted die posting beware fantastic motives authentic reluctant hope\n", "topic:4 | count:5 | air phd chz kit cbc ups w-s rus w47 mot\n", "topic:64 | count:5 | com object jim app function motorola heterosexual objects pointers encountered\n", "topic:47 | count:5 | speed dod student technician just hits right note giant light\n", "topic:8 | count:4 | fonts font shell converted iii characters slight composite breaks compress\n", "topic:7 | count:4 | gif points scale postscript mirror plane rendering algorithm polygon rayshade\n", "topic:0 | count:3 | tape adam tim case moved bag quote mass marked zionism\n", "topic:33 | count:3 | faq rsa ripem lights yes patent nist management wax cipher\n", "topic:83 | count:2 | issue germany title magazine german cover race generation origin nazi\n", "topic:89 | count:2 | sound steve pro convert ati ultra fahrenheit orchid hercules blaster\n", "topic:65 | count:2 | effective boy projects grow jason ain dump keyboards vastly grants\n", "topic:69 | count:1 | bought dealer cost channel replaced face sony stereo warranty tube\n", "topic:48 | count:1 | sex marriage relationship family married couple depression pregnancy childhood trademark\n", "topic:31 | count:1 | state intelligence militia units army zone georgia sam croats belongs\n", "topic:57 | count:1 | body father son vitamin diet day cells cell form literature\n", "topic:10 | count:1 | transmission rider bmw driver automatic shift gear japanese stick highway\n", "topic:76 | count:1 | rule automatically characteristic wider thumb recommendation inline mr2 halfway width\n" ] } ], "source": [ "tm.print_topics(show_counts=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The topic with the most documents appears to be conversational questions, replies, and comments that aren't focused on a particular subject. Other topics are focused on specific domains (e.g., topic 27 with label \"*jews israel jewish israeli arab muslims palestinian peace arabs land*\").\n", "\n", "Notice that some topics contain only a few documents (e.g., topic \\#48 about sex, marriage, and relationships). This is typically an indication that this topic is mentioned within documents that also mention other topics prominently (e.g., topics about government policy vs. individual rights)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the corpus:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "reducing to 2 dimensions...[t-SNE] Computing 91 nearest neighbors...\n", "[t-SNE] Indexed 15644 samples in 0.048s...\n", "[t-SNE] Computed neighbors for 15644 samples in 36.032s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 8000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 9000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 10000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 11000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 12000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 13000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 14000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 15000 / 15644\n", "[t-SNE] Computed conditional probabilities for sample 15644 / 15644\n", "[t-SNE] Mean sigma: 0.071015\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 87.022636\n", "[t-SNE] KL divergence after 1000 iterations: 1.863021\n", "done.\n" ] }, { "data": { "text/html": [ "\n", "
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\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1001\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1001\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n", " var css_urls = [];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {} // ensure no trailing comma for IE\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n var css_urls = [];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float32\",\"shape\":[15644]},\"y\":{\"__ndarray__\":\"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Application\",\"version\":\"1.3.4\"}};\n", " var render_items = [{\"docid\":\"60baa885-2f27-4e20-b650-f3ec9c6d224c\",\"roots\":{\"1004\":\"0a44e390-cb31-4224-9e2c-afd086fa69bb\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " clearInterval(timer);\n", " }\n", " attempts++;\n", " if (attempts > 100) {\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " clearInterval(timer);\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1004" } }, "output_type": "display_data" } ], "source": [ "tm.visualize_documents(doc_topics=tm.get_doctopics())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Top-ranked document for the topic \\#74, which is about Christianity:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For the Lord Himself will descend from Heaven with a shout, with the voice\n", "of an archangel, and with the trumpet of God. And the dead in Christ will\n", "rise first. Then we who are alive and remain will be caught up together\n", "to meet the Lord in the air. And thus we shall always be with the Lord.\n" ] } ], "source": [ "print(tm.get_docs(topic_ids=[74], rank=True)[0]['text'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the \"Christinaity\" topic (`topic_id=48`) and the \"Medical\" topic (`topic_id=15`)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "reducing to 2 dimensions...[t-SNE] Computing 91 nearest neighbors...\n", "[t-SNE] Indexed 303 samples in 0.001s...\n", "[t-SNE] Computed neighbors for 303 samples in 0.014s...\n", "[t-SNE] Computed conditional probabilities for sample 303 / 303\n", "[t-SNE] Mean sigma: 0.116946\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 57.464523\n", "[t-SNE] KL divergence after 1000 iterations: 0.429532\n", "done.\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1098\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1098\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1098' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n", " var css_urls = [];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {} // ensure no trailing comma for IE\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1098\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1098\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1098\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1098' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n var css_urls = [];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1098\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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Visualization\"},\"id\":\"1102\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"index\",\"$index\"],[\"(x,y)\",\"($x,$y)\"],[\"topic\",\"@topic\"]]},\"id\":\"1100\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1118\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1099\",\"type\":\"ColumnDataSource\"}},\"id\":\"1138\",\"type\":\"CDSView\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1118\",\"type\":\"BasicTicker\"}},\"id\":\"1121\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1100\",\"type\":\"HoverTool\"},{\"id\":\"1122\",\"type\":\"SaveTool\"},{\"id\":\"1123\",\"type\":\"PanTool\"},{\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"id\":\"1126\",\"type\":\"ResetTool\"}]},\"id\":\"1127\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1122\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1126\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1150\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1118\",\"type\":\"BasicTicker\"}},\"id\":\"1117\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"1152\",\"type\":\"BoxAnnotation\"}},\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1113\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1136\",\"type\":\"Circle\"}],\"root_ids\":[\"1101\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n", " var render_items = [{\"docid\":\"07b80c95-eefd-46db-9b30-2087c945f32f\",\"roots\":{\"1101\":\"2802a7b0-3113-408a-90fe-9857af1054a1\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " clearInterval(timer);\n", " }\n", " attempts++;\n", " if (attempts > 100) {\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " clearInterval(timer);\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1101" } }, "output_type": "display_data" } ], "source": [ "doc_topics = tm.get_doctopics(topic_ids=[15, 74])\n", "tm.visualize_documents(doc_topics=doc_topics)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STEP 5: Predicting the Topics of New Documents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `predict` method can predict the topic probability distribution for any arbitrary document directly from raw text:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.65009096, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.06185567, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214, 0.00303214, 0.00303214, 0.00303214,\n", " 0.00303214, 0.00303214]])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tm.predict(['Elon Musk leads Space Exploration Technologies (SpaceX), where he oversees ' +\n", " 'the development and manufacturing of advanced rockets and spacecraft for missions ' +\n", " 'to and beyond Earth orbit.'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the highest topic probability for this sentence is from topic \\#12 (third row and third column), which is about space and related things:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'space nasa earth data launch surface solar moon mission planet'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tm.topics[ np.argmax(tm.predict(['Elon Musk leads Space Exploration Technologies (SpaceX), where he oversees ' +\n", " 'the development and manufacturing of advanced rockets and spacecraft for missions ' +\n", " 'to and beyond Earth orbit.']))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving and Restoring the Topic Model\n", "\n", "The topic model can be saved and restored as follows.\n", "\n", "**Save the Topic Model:**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "tm.save('/tmp/tm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Restore the Topic Model and Rebuild the Document-Topic Matrix**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "done.\n" ] } ], "source": [ "tm = ktrain.text.load_topic_model('/tmp/tm')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "done.\n" ] } ], "source": [ "tm.build(texts, threshold=0.25)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'space nasa earth data launch surface solar moon mission planet'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tm.topics[ np.argmax(tm.predict(['Elon Musk leads Space Exploration Technologies (SpaceX), where he oversees ' +\n", " 'the development and manufacturing of advanced rockets and spacecraft for missions ' +\n", " 'to and beyond Earth orbit.']))]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }