https://investigate.ai/js/lunr_index.js

1const LUNR_DATA = {"version":"2.3.8","fields":["t","d","k","b"],"fieldVectors":[["t/0",[0,1.82,1,1.628,2,0.265,3,0.199,4,1.132,5,0.56]],["d/0",[0,2.463,1,2.203,6,5.877]],["k/0",[]],["b/0",[0,3.322,1,2.615,7,5.306,8,3.102,9,2.267,10,1.188,11,2.183,12,0.611,13,2.724,14,5.138,15,2.932,16,2.238,17,4.986,18,2.841,19,1.313,20,4.718]],["t/1",[2,0.283,3,0.212,4,1.209,5,0.599,21,0.842]],["d/1",[22,4.23,23,1.898,24,3.107,25,0.854,26,0.52,27,3.192]],["k/1",[]],["b/1",[1,1.839,2,0.299,3,0.367,4,1.667,5,0.973,8,2.843,9,2.078,10,1.089,13,1.916,16,2.283,18,1.998,21,1.367,22,3.013,23,2.026,25,1.607,26,0.992,27,3.408,28,2.359,29,2.104,30,0.03,31,5.901,32,2.611,33,1.726,34,4.905,35,4.61,36,1.409,37,1.687,38,4.009,39,3.7,40,5.901,41,2.887,42,2.482,43,2.57,44,2.119,45,4.71,46,2.131,47,8.145,48,3.888,49,1.864,50,3.862,51,6.342,52,7.692,53,2.567,54,2.117,55,3.795,56,2.086,57,1.656,58,5.036,59,3.076,60,1.233,61,4.325,62,1.864,63,1.176,64,2.36,65,2.303,66,2.322,67,1.326,68,5.034,69,0.983,70,4.374,71,1.789,72,5.901,73,1.159,74,3.731,75,5.301,76,5.901,77,2.056,78,5.701,79,3.475,80,1.635,81,2.886,82,2.215,83,0.879,84,2.463,85,2.026,86,1.726,87,5.901,88,4.905,89,3.234,90,5.901,91,2.117,92,6.909,93,4.374,94,4.258,95,1.97,96,1.728,97,1.516,98,1.334,99,0.634,100,1.419,101,4.344,102,3.731,103,1.896,104,5.901,105,5.901,106,2.464,107,3.862,108,2.25,109,3.613,110,2.57,111,1.744,112,0.649,113,2.887,114,1.998,115,1.018,116,0.515,117,0.982,118,2.285,119,2.245,120,1.494,121,0.884,122,1.681,123,1.687,124,3.234,125,3.127,126,4.177,127,3.685,128,2.273,129,4.905,130,5.301,131,2.432,132,7.113,133,4.177,134,1.359,135,2.056,136,2.399,137,4.374,138,3.862,139,1.311,140,2.827,141,0.912,142,2.57,143,3.116,144,3.507,145,3.013,146,2.285,147,3.862,148,4.61,149,5.301,150,4.325,151,3.685,152,2.078,153,3.862,154,4.374,155,5.901,156,2.273,157,2.816,158,1.19,159,2.371,160,1.043,161,1.052,162,2.801,163,2.131,164,3.731,165,2.056,166,5.901,167,1.294,168,2.771,169,2.68,170,4.177,171,1.327,172,1,173,2.117,174,6.909,175,2.191,176,2.641,177,2.985,178,1.268,179,1.721,180,3.291,181,5.901,182,1.942,183,5.901,184,3.842,185,0.97,186,0.884,187,3.686,188,3.686,189,1.409,190,1.409,191,1.19,192,2.617,193,2.001,194,5.901,195,4.113,196,2.57,197,4.905,198,2.244,199,3.212,200,3.318,201,4.009,202,5.301,203,4.009,204,5.901,205,1.376,206,2.666,207,2.886,208,5.901,209,1.176,210,4.009,211,1.79,212,3.234,213,1.443,214,5.098,215,2.827,216,0.714,217,0.912,218,5.901,219,3.076,220,2.117,221,2.717,222,0.589,223,1.864,224,3.082,225,0.86,226,1.461,227,5.301,228,1.89,229,2.948,230,1.233,231,2.026,232,2.397,233,0.935,234,2.056,235,3.507,236,0.612,237,1.409,238,1.998,239,4.905,240,4.177,241,2.322,242,4.009,243,3.685,244,2.617,245,2.149,246,2.181,247,1.204,248,3.507,249,5.301,250,7.692,251,4.177,252,1.839,253,4.61,254,1.594,255,0.958,256,3.318,257,3.613,258,5.901,259,5.445,260,1.656,261,1.839,262,2.181,263,2.285,264,4.61,265,4.61,266,3.731,267,1.864,268,3.731,269,2.44,270,8.557,271,5.901,272,5.901,273,3.507,274,5.901,275,0.92,276,5.901,277,5.901,278,3.408,279,5.901,280,3.013,281,1.764,282,1.81,283,4.61,284,1.516,285,1.162,286,5.901,287,3.234,288,1.839,289,3.318,290,5.301,291,2.086,292,5.301,293,2.948,294,5.901,295,1.392,296,5.901,297,2.57,298,5.301,299,2.948,300,2.482,301,3.862,302,1.998,303,3.318,304,2.948,305,1.859,306,5.301,307,2.886,308,2.525,309,2.026,310,1.614,311,2.887,312,4.017,313,3.422,314,1.608,315,3.318,316,1.814,317,2.186,318,2.399,319,1.176,320,4.177,321,1.942,322,5.301,323,4.905,324,4.905,325,5.901,326,5.901,327,3.842,328,3.731,329,5.901,330,3.318,331,2.43,332,4.61,333,1.409,334,2.948,335,1.148,336,3.234,337,3.234,338,1.744,339,1.608,340,5.901,341,4.009,342,5.901,343,5.901,344,2.322,345,3.613,346,4.905,347,4.177,348,5.901,349,3.613,350,5.901,351,4.61,352,1.864,353,2.525,354,4.374,355,2.25,356,1.864,357,1.107,358,2.525,359,3.613,360,3.862,361,4.374,362,5.301,363,5.301,364,4.177,365,4.009,366,4.374,367,5.301,368,5.301,369,5.901,370,4.374,371,5.901,372,4.905,373,4.374,374,4.61,375,4.61,376,4.61,377,5.301,378,5.901,379,4.61,380,5.901,381,5.301,382,2.482,383,5.301,384,5.901,385,3.408,386,2.886,387,2.617,388,5.901,389,5.901,390,4.61,391,4.177,392,5.901,393,5.901,394,4.61,395,5.901,396,5.301,397,5.901,398,4.177,399,4.61,400,4.905,401,3.862,402,1.916,403,3.862,404,1.656,405,1.219,406,1.555]],["t/2",[5,0.47,184,2.188,386,2.142,407,2.017,408,2.682,409,2.976,410,1.442,411,3.1,412,2.769]],["d/2",[99,0.336,189,1.083,236,0.325,237,1.083,305,1.096,413,0.851,414,0.336,415,3.21,416,2.868,417,3.361,418,1.358,419,0.565,420,1.756]],["k/2",[]],["b/2",[0,2.709,2,0.394,5,

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11.432,21472,1.432,21473,1.432,21474,1.432,21475,1.432,21476,1.432,21477,1.432,21478,1.432,21479,1.432,21480,1.432,21481,3.412,21482,1.432,21483,1.432,21484,3.412,21485,1.432,21486,1.432,21487,1.432,21488,3.412,21489,1.432,21490,1.432,21491,1.432,21492,1.432,21493,1.432,21494,1.432,21495,2.536,21496,1.432,21497,1.432,21498,1.432,21499,1.432,21500,1.432,21501,1.432,21502,1.432,21503,1.432,21504,1.432,21505,1.432,21506,1.432,21507,1.432,21508,1.981,21509,2.536,21510,1.432,21511,1.432,21512,1.432,21513,1.432,21514,1.432,21515,1.432,21516,1.432,21517,1.432,21518,1.432,21519,1.432,21520,1.432,21521,1.432,21522,1.432,21523,1.432,21524,1.432,21525,3.412,21526,1.432,21527,1.432,21528,1.432,21529,1.432,21530,3.412,21531,1.432,21532,1.432,21533,1.432,21534,1.432,21535,1.432,21536,1.432,21537,1.432,21538,1.432,21539,1.432,21540,1.432,21541,1.432,21542,3.412,21543,1.432,21544,1.432,21545,1.432,21546,1.432,21547,1.432,21548,1.432,21549,1.432,21550,1.432,21551,1.432,21552,1.432,21553,1.432,21554,1.432,21555,4.072,21556,1.432,21557,2.536,21558,1.432,21559,1.432,21560,1.432,21561,3.412,21562,1.432,21563,1.432,21564,2.536,21565,1.432,21566,1.432,21567,1.432,21568,1.432,21569,1.432,21570,1.432,21571,1.432,21572,1.432,21573,1.432,21574,1.432,21575,6.326,21576,1.432,21577,1.432,21578,1.432,21579,1.432,21580,1.432,21581,1.432,21582,1.432,21583,1.432,21584,1.432,21585,1.432,21586,1.432,21587,1.432,21588,1.432,21589,1.432,21590,1.432,21591,1.432,21592,4.124,21593,1.432,21594,1.432,21595,1.432,21596,1.432,21597,1.432,21598,1.432,21599,1.432,21600,1.432,21601,1.432,21602,1.432,21603,1.432,21604,1.432,21605,1.432,21606,1.432,21607,1.432,21608,1.432,21609,1.432,21610,1.432,21611,1.432,21612,1.432,21613,1.432,21614,1.432,21615,1.432,21616,1.287,21617,1.432,21618,1.432,21619,1.432,21620,1.432,21621,1.432,21622,1.432,21623,1.432,21624,4.715,21625,1.432,21626,1.432,21627,1.432,21628,1.432,21629,1.432,21630,1.432,21631,1.432,21632,1.432,21633,1.432,21634,1.432,21635,1.432,21636,1.432,21637,1.432,21638,1.432,21639,2.536,21640,1.432,21641,1.432,21642,1.432,21643,1.432,21644,1.432,21645,1.432,21646,1.432,21647,1.432,21648,1.432,21649,1.432,21650,1.432,21651,1.432,21652,1.432,21653,1.432,21654,1.432,21655,1.432,21656,1.432,21657,1.432,21658,1.432,21659,1.432,21660,1.432,21661,1.432,21662,1.432,21663,5.638,21664,1.432,21665,1.432,21666,1.432,21667,1.432,21668,1.432,21669,1.432,21670,1.432,21671,1.432,21672,1.432,21673,1.432,21674,1.432,21675,1.432,21676,1.432,21677,1.432,21678,1.432,21679,4.715,21680,1.432,21681,1.432,21682,4.715,21683,1.432,21684,1.432,21685,1.432,21686,1.432,21687,1.432,21688,1.432,21689,1.432,21690,1.432,21691,1.432,21692,1.432,21693,2.536,21694,1.432,21695,1.432,21696,1.432,21697,1.432,21698,1.432,21699,1.432,21700,1.432,21701,1.432,21702,1.432,21703,1.432,21704,1.432,21705,1.432,21706,1.432,21707,1.432,21708,1.432,21709,1.432,21710,1.432,21711,1.432,21712,1.432,21713,1.432,21714,1.432,21715,1.432,21716,1.432,21717,1.432,21718,1.432,21719,1.432,21720,1.432,21721,1.432,21722,1.432,21723,1.432,21724,4.715,21725,1.432,21726,1.432,21727,1.432,21728,4.715,21729,1.432,21730,1.432,21731,1.432,21732,1.432,21733,4.715,21734,1.432,21735,1.432,21736,1.432,21737,1.432,21738,1.432,21739,1.432,21740,1.432,21741,1.432,21742,1.432,21743,2.536,21744,2.536,21745,1.432,21746,1.432,21747,1.432,21748,1.432,21749,1.432,21750,4.715,21751,1.432,21752,1.432,21753,1.432,21754,1.432,21755,1.432,21756,1.432,21757,1.432,21758,1.432,21759,2.536,21760,1.432,21761,1.432,21762,1.432,21763,1.432,21764,1.432,21765,1.432,21766,1.432,21767,1.432,21768,1.432,21769,1.432,21770,1.432,21771,1.432,21772,1.432,21773,1.432,21774,1.432,21775,1.432,21776,1.432,21777,1.432,21778,1.432,21779,1.432,21780,1.432,21781,1.432,21782,1.432,21783,3.412,21784,1.432,21785,1.432,21786,1.432,21787,1.432,21788,1.432,21789,1.432,21790,1.432,21791,1.432,21792,1.432,21793,1.432,21794,1.432,21795,1.432,21796,1.432,21797,1.432,21798,1.432,21799,1.432,21800,1.432,21801,1.432,21802,1.432,21803,1.432,21804,1.432,21805,1.432,21806,1.432,21807,1.432,21808,1.432,21809,1.432,21810,1.432,21811,1.432,21812,2.536,21813,1.432,21814,1.432,21815,1.432,21816,1.432,21817,1.432,21818,1.432,21819,1.432,21820,1.432,21821,1.432,21822,1.432,21823,1.432,21824,1.432,21825,

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2const PREVIEW_LOOKUP = {"0":{"t":"Page not found | Data Science for Journalism","p":"404 page not found.","l":"/404.html"},"1":{"t":"About investigate.ai | Data Science for Journalism","p":"The incredibly storied history of an incredibly incredible machine learning website.","l":"/about/"},"2":{"t":"Uncovering abusive doctors that were allowed to continue practicing from Atlanta Journal-Constitution","p":"A Logistic Regression project: How to comb through 100,000 discplinary documents without reading each individual one.","l":"/ajc-doctors-abuse/"},"3":{"t":"Examining life expectancy at the local level from The Associated Press","p":"A Linear Regression project: Combine geographically granular life expectancy data with the American Community Survey to see how poverty, education, income, and demographics can affect a community.","l":"/ap-regression-unemployment/"},"4":{"t":"Simple logistic regression using statsmodels (dataframes version)","p":"Using the statsmodels package, we perform a series of regressions between life expectancy and Census data. This notebook uses the dateframes technique when performing the regression. A simple data science+journalism tutorial.","l":"/ap-regression-unemployment/simple-regression-with-census-data-statsmodels-with-dataframes/"},"5":{"t":"Simple logistic regression using statsmodels (formula version)","p":"Using the statsmodels package, we perform a series of regressions between life expectancy and Census data. This notebook uses the formula-based technique when performing the regression (uses Patsy, similar to R formulas). An accessible journalism + machine learning tutorial.","l":"/ap-regression-unemployment/simple-regression-with-census-data-statsmodels-with-formulas/"},"6":{"t":"4 Analyzing our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4 Analyzing our data\nNow that we’ve prepared our dataset, we just need to perform our analysis. When you want to know “how does X affect this output number,” yo ...","l":"/ap-regression-unemployment/walkthrough/analyzing-our-data.html"}

2,"7":{"t":"3.5 Combining our datasets | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.5 Combining our datasets\nThese datasets are pretty simple to deal with. 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A friendly data journalism lesson.","l":"/azcentral-text-reuse-model-legislation/02-taking-a-million-pieces-of-legislation-from-a-csv-and-inserting-them-into-postgres/"},"27":{"t":"Download Word, PDF and HTML content and process it into text with Tika","p":"Download Word, PDF and HTML content and process it into text with Tika. A friendly data journalism walkthrough.","l":"/azcentral-text-reuse-model-legislation/03-download-word-pdf-and-html-content-and-process-it-into-text-with-tika/"},"28":{"t":"Import content into Solr for advanced text searching","p":"Apache Solr is a great resource for advanced text searching. It isn't a database - it sits alongside your data - but allows you to conduct powerful queries. A friendly data journalism how-to.","l":"/azcentral-text-reuse-model-legislation/04-import-content-into-solr-for-advanced-text-searching/"},"29":{"t":"Checking for legislative text reuse using Python, Solr, and ngrams","p":"Using an n-gram index in Solr to quickly track down duplicated text between b

2ills and model legislation, then using Python to find the extent of the overlaps. A simple data science+journalism tutorial.","l":"/azcentral-text-reuse-model-legislation/05-checking-for-legislative-text-reuse-using-python-solr-and-ngrams/"},"30":{"t":"Checking for legislative text reuse using Python, Solr, and simple text search","p":"Using simple text index in Solr to quickly track down duplicated text between bills and model legislation, then using Python to find the extent of the overlaps. An accessible journalism + machine learning tutorial.","l":"/azcentral-text-reuse-model-legislation/05-checking-for-legislative-text-reuse-using-python-solr-and-simple-text-search/"},"31":{"t":"Search for model legislation in over one million bills using Postgres and Solr","p":"In the other notebooks we're looking for text reuse one at a time. In this once, we'll be comparing all of our model legislation against our database of 1.2 million bills. An accessible journalism + machine learning lesson.","l":"/azcentral-text-reuse-model-legislation/06-search-for-model-legislation-in-over-one-million-bills-using-postgres-and-solr/"},"32":{"t":"Detecting special interest model legislation in state laws from USA Today, The Arizona Republic, and the Center for Public Integrity","p":"A Natural Language Processing project: Special interest groups use model legislation to push their agendas in state government. How can we find bills based on these cut and paste models?","l":"/azcentral-text-reuse-model-legislation/"},"33":{"t":"Using topic modeling to categorize legislation","p":"Using topic modeling to categorize legislation. An accessible journalism + machine learning how-to.","l":"/azcentral-text-reuse-model-legislation/using-topic-modeling-to-categorize-legislation/"},"34":{"t":"Assigning categories to tweets using keyword matching","p":"Using a list of keywords, we'll assign categories to tweets for later analysis. A friendly data journalism walkthrough.","l":"/bloomberg-tweet-topics/assigning-categories-to-text-using-keyword-matching/"},"35":{"t":"Building streamgraphs from categorized and dated datasets","p":"We'll use pandas and matplotlib to create (somewhat ugly) streamgraphs from categorized Democratic presidential candidate tweets. A friendly data journalism how-to.","l":"/bloomberg-tweet-topics/building-streamgraphs-from-candidate-tweets/"},"36":{"t":"Figuring out what Democratic candidates care about from Bloomberg","p":"A Natural Language Processing project: In the wide field of Democratic presidential candidates, who cares about what topics and how do these topics change over time?","l":"/bloomberg-tweet-topics/"},"37":{"t":"Downloading all 2019 tweets from Democratic presidential candidates","p":"While you can't use the API to get this many tweets, there is a way around it! An accessible journalism + machine learning tutorial.","l":"/bloomberg-tweet-topics/scrape-tweets-from-presidential-primary-candidates/"},"38":{"t":"Using topic modeling to analyze presidential candidate tweets","p":"Let's find out if topic modeling will help us uncover patterns inside presidential candidate tweets. A simple data science+journalism how-to.","l":"/bloomberg-tweet-topics/topic-modeling-for-tweets/"},"39":{"t":"Logistic regression for speeding tickets","p":"After being pulled over for speeding, you can either get a ticket or just a warning. Let's reproduce a piece from The Boston Globe where they analyze how different factors are related to what the outcome will be. A simple data science+journalism how-to.","l":"/boston-globe-tickets/boston-globe-ticketing-regression/"},"40":{"t":"Investigating who gets a ticket and who gets a warning from The Boston Globe","p":"A Logistic Regression project: A classic piece of data journalism analyzing ticketing by Massachusetts police, and whether the race or gender of the driver might change the outcome.","l":"/boston-globe-tickets/"},"41":{"t":"Finding surveillance planes using random forestsTree010->1200->2021->2131->1332->382->843->473->754->564->698->9128->12109->10119->111413->141513->151615->161715->171817->181917->192120->212820->282221->222321->232423->242523->252625->262725->27Tree010->1200->2021->2131->1332->382->843->473->754->564->698->9128->12109->10119->111413->141513->151615->161715->171817->181917->192120->212820->282221->222321->232423->242523->252625->262725->27","p":"After the feature engineering has been completed, use a random forest classifier to detect spy planes. An accessible journalism + machine learning how-to.","l":"/buzzfeed-spy-planes

2/buzzfeed-surveillance-planes-random-forests/"},"42":{"t":"Drawing flight paths on maps with cartopy","p":"After all this analysis, it's time for a break! Take the suspicious flight paths and draw them on a map. A friendly data journalism how-to.","l":"/buzzfeed-spy-planes/drawing-flight-paths-on-maps-with-cartopy/"},"43":{"t":"Feature engineering - BuzzFeed spy planes","p":"Flight paths come as a series of individual measurements. How do you combine them together to create a profile of the way an individual plane typically flies? A simple data science+journalism lesson.","l":"/buzzfeed-spy-planes/feature-engineering-buzzfeed-spy-planes/"},"44":{"t":"Uncovering surveillance planes with BuzzFeed from BuzzFeed News","p":"A Logistic Regression project: From a list of points along a flight's path, how can you say this looks like a surveillance plane? And once you've found them, what do you do with the results?","l":"/buzzfeed-spy-planes/"},"45":{"t":"Chinese museum dataset cleanup, from museum names by Caixin","p":"Cleaning up the data exported by Tabula so we can do some further analysis on it. An accessible journalism + machine learning lesson.","l":"/caixin-museum-word-count/chinese-museum-dataset-cleanup/"},"46":{"t":"Chinese museums per capita analysis, from museum names by Caixin","p":"Analysis and graphics determining how many museums per person are in different areas in China. An accessible journalism + machine learning walkthrough.","l":"/caixin-museum-word-count/chinese-museums-per-capita-analysis/"},"47":{"t":"Counting words in Chinese museum names, from museum names by Caixin","p":"Using the jieba text segmentation library, we'll count the number of times different words appear in Chinese museum names. A friendly data journalism lesson.","l":"/caixin-museum-word-count/counting-words-in-chinese-museum-names/"},"48":{"t":"Chinese museum analysis from Caixin","p":"A Natural Language Processing project: A word-count analysis of the names of around 4500 museums in China.","l":"/caixin-museum-word-count/"},"49":{"t":"Combine Excel files across multiple sheets and save as CSV files","p":"Open a folder full of Excel files from the Maryland DOT, then extract and combine the data into a series of CSV files. A simple data science+journalism walkthrough.","l":"/car-crashes-weight-regression/01-combine-excel-files-across-multiple-sheets-and-save-as-csv-files/"},"50":{"t":"Create make model weights csv, from Car accidents and car weight","p":"Before we can analyze our data, we'll need to combine vehicle weights with makes and models, as well as clean up the results a bit. A simple data science+journalism tutorial.","l":"/car-crashes-weight-regression/02-create-make-model-weights-csv/"},"51":{"t":"Find car data from VINs, from Car accidents and car weight | Data Science for Journalism","p":"By using a car's unique VIN identifier, we can use a government database to easily track down a car's make, model and year. A simple data science+journalism tutorial.","l":"/car-crashes-weight-regression/03-find-car-data-from-vins/"},"52":{"t":"Combine VINs and weights, from Car accidents and car weight | Data Science for Journalism","p":"A simple bit of data wrangling. A simple data science+journalism tutorial.","l":"/car-crashes-weight-regression/04-combine-vins-and-weights/"},"53":{"t":"Clean combine and filter data, from Car accidents and car weight","p":"After combining from so many sources, we need to filter out the car crashes we're interested in. We're curious about 2-car accidents that happen between light vehicles. A friendly data journalism lesson.","l":"/car-crashes-weight-regression/05-clean-combine-and-filter-data/"},"54":{"t":"Feature selection and engineering, from Car accidents and car weight","p":"Use car crash data from the state of Maryland to learn about feature engineering and feature selection (with a logistic regression classifier). An accessible journalism + machine learning lesson.","l":"/car-crashes-weight-regression/car-crashes-feature-selection-and-engineering/"},"55":{"t":"Analyzing whether larger cars cause more deadly crashes from Review of Economic Studies","p":"A Logistic Regression project: Reproducing a research paper on the impact of weight on car accidents, along with a look at a state-based car crash database.","l":"/car-crashes-weight-regression/"},"56":{"t":"Comparing classifiers | Data Science for Journalism","p":"There are many different classifiers out there, let's give a few of our options a spin. An accessible journalism + machine learning lesson.","l":"/classification/comparing-classifiers/"},"57":{"t":"Correcting for imbalanced datasets in classification problems | Data Science for Journalism","p":"You don't always have an even split between your two (or more) classes when doing a classification problem. This sort of bias actually tends to cause problems, but it can be mitigated with a little careful thought. A friendly data journalism lesson.","l":"/classification/correcting-for-imbalanced-datasets/"},"58":{"t":"Evaluating Classifiers | Data Science for Journalism","p":"Classifiers aren't always exactly right. Let's take a look at a few approaches to evaluating their performance. A simple data science+journalism tutorial.","l":"/classification/evaluating-classifiers/"},"59":{"t":"Classification from None","p":"A Linear Regression project: A collection of simple notebooks and guides to cover concepts in isolation, without the context of a journalistic project. Useful for review or to prep for topics used in the actual projects.","l":"/classification/"},"60":{"t":"Introduction to Classification | Data Science for Journalism","p":"If you'd like to have a computer help you put things into categories, classification is for you! An accessible journalism + machine learning walkthrough.","l":"/classification/intro-to-classification/"},"61":{"t":"Scikit-learn and categorical features | Data Science for Journalism","p":"Unlike statsmodels, scikit-learn doesn't play very well with categorical features (plane type, race, road condition, etc). Learn to bend it to your will when performing classificaiton tasks. A friendly data journalism how-to.","l":"/classification/scikit-learn-and-categorical-features/"},"62":{"t":"Using classification algorithms with text | Data Science for Journalism","p":"We've been writing classifiers with numbers so far, but more often than not they're used with text! Let's give it a shot before we start in on reproducing published projects. An accessible journalism + machine learning walkthrough.","l":"/classification/using-classification-algorithms-with-text/"},"63":{"t":"Finding cheating schools in Texas with linear regression from Dallas Morning News","p":"A Linear Regression project: Some schools in Texas had an odd jump in standardized test scores between different grades. Was it cheating? Linear regression is on the case!","l":"/dmn-texas-school-cheating/"},"64":{"t":"Finding outliers with regression residuals (short version)","p":"A denser reproduction of the Dallas Morning News's analysis. An accessible journalism + machine learning walkthrough.","l":"/dmn-texas-school-cheating/texas-school-cheating-finding-outliers-with-regression-residuals/"},"65":{"t":"Finding outliers with standard deviation and regression","p":"A full reproduction of the Dallas Morning News's analysis of TAKS standardized test scores. Uses standard deviation and regression to uncover suspicious school scores. A simple data science+journalism how-to.","l":"/dmn-texas-school-cheating/texas-school-cheating-finding-outliers-with-standard-deviation-and-regression/"},"66":{"t":"Reproducing the graphics from The Dallas Morning News piece","p":"If we've had enough with numbers, this one is a walkthrough of how to use seaborn to reproduce the graphics that were published with the Dallas Morning News piece. A friendly data journalism how-to.","l":"/dmn-texas-school-cheating/texas-school-cheating-graph-reproductions/"},"67":{"t":"Detecting bots in FCC comment submissions from None","p":"A Natural Language Processing project: The comment period on the FCC's net neutrality decision was flooded with bots. See how one still-in-training data scientist tackled finding re-used comments.","l":"/fcc-comments/"},"68":{"t":"p values and p-hacking from FiveThirtyEight","p":"A Linear Regression project: p-values and the quest for statistical significance","l":"/fivethirtyeight-p-h

2acking/"},"69":{"t":"Predicting FOIA requests success rates from data.world","p":"A Classification project: Government agencies seem to fulfill or reject FOIA request without rhyme or reason. Can a journalist use machine learning to improve their chances?","l":"/foia-predictor/"},"70":{"t":"4 Analysis | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4 Analysis \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/foia-predictor/walkthrough/analysis.html"},"71":{"t":"3.1 Data: FOIA Requests | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.1 Data: FOIA Requests\nThe FOIA Predictor’s data comes from MuckRock, a “a non-profit, collaborative news site that brings together journalists, researchers, a ...","l":"/foia-predictor/walkthrough/data-foia-requests.html"},"72":{"t":"5.2 Decision Trees | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.2 Decision Trees\nA decision tree is another classifier we can try out. Can it beat logistic regression?\nfrom sklearn import tree\n\ndec_tree = tree.DecisionTree ...","l":"/foia-predictor/walkthrough/decision-trees.html"},"73":{"t":"4.1 Designing our model | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.1 Designing our model\nNow that our data is prepared, we need to build the thing that’s going to make the predictions for us, the thing we ask: “excuse me, but ...","l":"/foia-predictor/walkthrough/designing-our-model.html"},"74":{"t":"10 Discussion topics | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n10 Discussion topics\n\nWe don’t know how any of those classifiers work, but we’re still using them. How do we feel about that?\nWhen we removed the high_success_r ...","l":"/foia-predictor/walkthrough/discussion-topics.html"},"75":{"t":"4.4 Evaluation metrics | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.4 Evaluation metrics\nWhen you’ve put together a machine learning algorithm, you need some way to test its performance. This is called an evaluation metric. It ...","l":"/foia-predictor/walkthrough/evaluation-metrics.html"},"76":{"t":"7 Explaining predictions | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n7 Explaining predictions\nIt’s good to know how an algorithm works, but it’s also useful to know how we arrived at a certain outcome. For example, why was this o ...","l":"/foia-predictor/walkthrough/explaining-predictions.html"},"77":{"t":"6 Feature selection and engineering | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n6 Feature selection and engineering\nOne thing that always bothered me about the FOIA Predictor is that high_success_rate_agency column. It seems like all of the ...","l":"/foia-predictor/walkthrough/feature-selection-and-engineering.html"},"78":{"t":"3.3 Features (editorial choice) | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.3 Features (editorial choice)\nUsually at this point we would think about what measurements to take for each FOIA request. These features are what we use to de ...","l":"/foia-predictor/walkthrough/features-editorial-choice.html"},"79":{"t":"1 Introduction | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n\n\n1 Introduction\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/foia-predictor/walkthrough/"},"80":{"t":"6.1 Leaving out our best feature | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n6.1 Leaving out our best feature\nEven though high_

2success_rate_agency is a great feature in terms of predicting success or failure, it’s so powerful that it see ...","l":"/foia-predictor/walkthrough/leaving-out-our-best-feature.html"},"81":{"t":"5.1 Logistic Regression | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.1 Logistic Regression\nThe logistic regression classifier is one alternative to the k-nearest neighbors classifier.\nfrom sklearn.linear_model import LogisticRe ...","l":"/foia-predictor/walkthrough/logistic-regression.html"},"82":{"t":"5 Other classifiers | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5 Other classifiers \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/foia-predictor/walkthrough/other-classifiers.html"},"83":{"t":"3 Our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3 Our data \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/foia-predictor/walkthrough/our-data.html"},"84":{"t":"8 Percent probability | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n8 Percent probability\nSo far we’ve only look at whether the classifier was correct or not, but that isn’t what the output of the FOIA Predictor is! When you run ...","l":"/foia-predictor/walkthrough/percent-probability.html"},"85":{"t":"2 Preface | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2 Preface \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/foia-predictor/walkthrough/preface.html"},"86":{"t":"5.3 Random Forest | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.3 Random Forest\nA random forest is a collection of slightly different decision trees, hence the name. If you compare the output, you can get a performance boo ...","l":"/foia-predictor/walkthrough/random-forest.html"},"87":{"t":"9 Review | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n9 Review\nWe took a look at the FOIA Predictor, a web site that allows you to enter your FOIA request and see what the chances are that it will be granted.\nWe le ...","l":"/foia-predictor/walkthrough/review.html"},"88":{"t":"4.2 Selecting an algorithm | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.2 Selecting an algorithm\nWhen you’re doing classification, there isn’t just one way to do it! You have a whole menu of algorithms you could use, each of which ...","l":"/foia-predictor/walkthrough/selecting-an-algorithm.html"},"89":{"t":"3.2 Success metrics (editorial choice) | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.2 Success metrics (editorial choice)\n\n\nLet’s read this data in! Since we’re using the same dataset that FOIA Predictor uses, it with a lot of extras. Along wi ...","l":"/foia-predictor/walkthrough/success-metrics-editorial-choice.html"},"90":{"t":"2.1 The original story | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.1 The original story\nWhen people write FOIA requests, it can be pretty stressful to wonder if they’re going to get fulfilled. Unless you’ve done it many times ...","l":"/foia-predictor/walkthrough/the-original-story.html"},"91":{"t":"4.3 Training our algorithm | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.3 Training our algorithm\nNow that we’ve decided on our algorithm, we can take our classifier and teach it about our documents. This is called training.\nThere’ ...","l":"/foia-predictor/walkthrough/training-our-algorithm.html"},"92":{"t":"2.2 What it does | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.2 What it does\nThe way the FOIA predictor works is that it takes a big long list of FOIA requests - successful and not successful - and calculates a bunch of  ...","l":"/foia-predictor/walkthrough/what-it-does.html"},"93":{"t":"investigate.ai: Data Science for Journalism","p":"The best resource for advanced Python data journalism, from statistics to machine learning and data science. Lessons, tutorials, reference code and more.","l":"/"},"94":{"t":"Cleaning the Sentiment140 data | Data Science for Journalism","p":"Sentiment140 is a set of 1.4 million tweets, tagged as positive or negative. This is the cleaning performed for the custom sentiment analysis tool we made above. An accessible journalism + machine learning how-to.","l":"/investigating-sentiment-analysis/cleaning-the-sentiment140-data/"},"95":{"t":"Comparing sentiment analysis tools | Data Science for Journalism","p":"Different sentiment analysis tools can give you different results when given the same piece of text. Let's examine a few and see the differences. A simple data science+journalism how-to.","l":"/investigating-sentiment-analysis/comparing-sentiment-analysis-tools/"},"96":{"t":"Designing your own sentiment analysis tool | Data Science for Journalism","p":"Does it really make sense to see whether a tweet is positive or negative based on words we learned from product reviews? Let's build our own sentiment analysis tool. A simple data science+journalism how-to.","l":"/investigating-sentiment-analysis/designing-your-own-sentiment-analysis-tool/"},"97":{"t":"A very short introduction to sentiment analysis from None","p":"A Sentiment Analysis project: A critical look at sentiment analysis libraries and a walkthrough on how to train your own sentiment-analyzing algorithm. Alternatively titled, Sentiment analysis is very very bad complicated.","l":"/investigating-sentiment-analysis/"},"98":{"t":"How much does more data matter? | Data Science for Journalism","p":"If we weren't satisfied with the performance of our sentiment analysis tool from last round, let's increase the amount of data we use to teach it what's a positive vs negative tweet. A friendly data journalism walkthrough.","l":"/investigating-sentiment-analysis/more-data-to-train-our-sentiment-analysis-tool/"},"99":{"t":"Building a crime classification engine from Los Angeles Times","p":"A Evaluation Metrics project: Using machine learning as an investigative tool to cast light on years of underreporting by the Los Angeles Police Department.","l":"/latimes-crime-classification/"},"100":{"t":"Taking a closer look at our classifier and its misclassifications","p":"While our classifier performed well, how did it work? Let's examine how our 

2classifier succeeds and fails, and see how that may impact our investigation. An accessible journalism + machine learning lesson.","l":"/latimes-crime-classification/inspecting-classifications/"},"101":{"t":"Trying out and combining different classifiers","p":"The LA Times used two different classifiers that they felt complemented each other in the investigation. Let's see how different machine learning algorithms compare, and how to combine multiple classifiers to cast the widest net for possible downgrades. An accessible journal ...","l":"/latimes-crime-classification/trying-out-different-classifiers/"},"102":{"t":"Predicting downgraded assaults with machine learning","p":"Using LAPD summaries of 160,000 cases of assault, we'll build a classification engine to detect when a report has been downgraded from aggravated assault to simple assault (note that we're the ones performing the downgrading). An accessible journalism + machine learning tuto ...","l":"/latimes-crime-classification/using-a-classifier-to-find-misclassified-crimes/"},"103":{"t":"6 Classification | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n6 Classification \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/classification.html"},"104":{"t":"4 Defining our terms | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4 Defining our terms\nAssaults come in two major categories:\n\nAggravated assault, a more serious Part I crime\nSimple assault, a less serious Part II crime\n\nWhile ...","l":"/latimes-crime-classification/walkthrough/defining-our-terms.html"},"105":{"t":"7 Finding misclassified offenses | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n7 Finding misclassified offenses\nBut how will we use this to find potentially misclassified cases?\nFirst, we’ll show our model all of our case narratives, and i ...","l":"/latimes-crime-classification/walkthrough/finding-misclassified-offenses.html"},"106":{"t":"8 Improving our classifier | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n8 Improving our classifier \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/improving-our-classifier.html"},"107":{"t":"8.2 Improving our vectorizer | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n8.2 Improving our vectorizer\nIf we want to make our classifier work a bit better, one technique we can use is stemming. Stemming is the process of chopping ends ...","l":"/latimes-crime-classification/walkthrough/improving-our-vectorizer.html"},"108":{"t":"1 Introduction | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n\n\n1 Introduction\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/"},"109":{"t":"2 Introduction | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2 Introduction \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/introduction.html"},"110":{"t":"6.3 Making predictions with our model | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n6.3 Making predictions with our model\nNow that our model has read through almost 40,000 narratives, it should have a decent idea of what aggravated assault vs.  ...","l":"/latimes-crime-classification/walkthrough/making-predictions-with-our-model.html"},"111":{"t":"4.1 Manually downgrading Part I offenses | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.1 Manually downgrading Part I offenses\nThe investigation by The Los Angeles Times uncovered Part I crimes that were being downgraded, and misclassified as Par ...","l":"/latimes-crime-classification/walkthrough/manually-downgrading-part-i-offenses.html"},"112":{"t":"2.2 More stuff here? | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.2 More stuff here?\nI don’t know\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/more-stuff-here.html"},"113":{"t":"8.1 Predictions vs probabilities | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n8.1 Predictions vs probabilities\nSo far we’ve been looking at predictions, with a straight 0 or 1. Many classifiers can give you a probability measurement inste ...","l":"/latimes-crime-classification/walkthrough/predictions-vs-probabilities.html"},"114":{"t":"3 Reading in and preparing our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3 Reading in and preparing our data\nWhile the LA Times analyzed all crimes between October 2012 and September 2013 (and later 2005-2012), we’re going to simplif ...","l":"/latimes-crime-classification/walkthrough/reading-in-and-preparing-our-data.html"},"115":{"t":"9 Shortcomings | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n9 Shortcomings\nTODO This isn’t actually the best way to reproduce this one! If the LAPD was systematically downgrading certain types of attacks - maybe all knif ...","l":"/latimes-crime-classification/walkthrough/shortcomings.html"},"116":{"t":"10 Something else | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n10 Something else\nTODO\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/something-else.html"},"117":{"t":"7.2 Sparse vs dense data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n7.2 Sparse vs dense data\nWhy the big difference? Some of it has to do with the difference between sparse vs. dense data.\nLinearSVC works really well with someth ...","l":"/latimes-crime-classification/walkthrough/sparse-vs-dense-data.html"},"118":{"t":"5 Teaching computers to read | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5 Teaching computers to read\nLast time we did text analysis, we picked a custom list of words that, if found, might imply sexual assault.\nWe could do the same t ...","l":"/latimes-crime-classification/walkthrough/teaching-computers-to-read.html"},"119":{"t":"2.1 The original story | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.1 The original story\nAdd a link here\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/latimes-crime-classification/walkthrough/the-original-story.html"},"120":{"t":"5.1 Tokenizing | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.1 Tokenizing\nThe first thing we’ll need to do is split each narrative into words so we can keep track of which words appear in which situations. Instead of \"S ...","l":"/latimes-crime-classification/walkthrough/tokenizing.html"},"121":{"t":"6.2 Training our classifier | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n6.2 Training our classifier\nTechnically speaking, is called a model, because it mathematically models the way our words reflect our categories. The first thing  ...","l":"/latimes-crime-classification/walkthrough/training-our-classifier.html"},"122":{"t":"7.1 Trying other classifiers | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n7.1 Trying other classifiers\nBut now we get to do one of the most exciting and absurd parts of machine learning: replace our classifier!\nOne of the magic parts  ...","l":"/latimes-crime-classification/walkthrough/trying-other-classifiers.html"},"123":{"t":"5.2 Vectorizing | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.2 Vectorizing\nAt the same time we tokenize, we’re probably also counting how many times each word appears. The process of turning text into numbers is called  ...","l":"/latimes-crime-classification/walkthrough/vectorizing.html"},"124":{"t":"6.1 What is a classifier? | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n6.1 What is a classifier?\nNow that we have the narratives vectorized - turned into numbers, something a computer can understand - we can teach our machine which ...","l":"/latimes-crime-classification/walkthrough/what-is-a-classifier.html"},"125":{"t":"Predicting delays in patching potholes based on demographics from Milwaukee Journal-Sentinel","p":"A Linear Regression project: An analysis of the relationship between race and city sanitation services in Milwaukee.","l":"/milwaukee-potholes/"},"126":{"t":"Pothole geographic analysis and linear regression, complete walkthrough","p":"A start-to-finish analysis of pothole fill times in Milwaukee, including the geographic parts and the linear regression. An accessible journalism + machine learning walkthrough.","l":"/milwaukee-potholes/milwaukee-journal-sentinel-and-potholes-full-walkthrough/"},"127":{"t":"Pothole demographics linear regression, no spatial analysis","p":"A quicker version of the full analysis, skipping the whole QGIS/spatial analysis parts. A simple data science+journalism walkthrough.","l":"/milwaukee-potholes/milwaukee-journal-sentinel-and-potholes-without-merging/"},"128":{"t":"2.8 Adding income to our analysis | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.8 Adding income to our analysis\nTODO\n\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/milwaukee-potholes/walkthrough/adding-income-to-our-analysis.html"},"129":{"t":"2.7 Alternative techniques | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.7 Alternative techniques\nWe have a problem, though: “for every 25 percentage point increase in minorities, it’s additional 1 day of wait time” just isn’t very ...","l":"/milwaukee-potholes/walkthrough/alternative-techniques.html"},"130":{"t":"2.3 Attaching tract data to our latitudes and longitudes | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.3 Attaching tract data to our latitudes and longitudes\nNow that we know 

2where our street addresses are in space, we need to figure out what census tract they’ ...","l":"/milwaukee-potholes/walkthrough/attaching-tract-data-to-our-latitudes-and-longitudes.html"},"131":{"t":"2.2 Combining our datasets | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.2 Combining our datasets\nThe Milwaukee Department of Public Works can’t create one Excel file big enough to hold ten years of records, so they sent the data t ...","l":"/milwaukee-potholes/walkthrough/combining-our-datasets.html"},"132":{"t":"2.5 Final prep for analysis | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.5 Final prep for analysis\nLet’s go back to our question: “in Milwaukee, is there a relationship between how many minorities are in a neighborhood, and how lon ...","l":"/milwaukee-potholes/walkthrough/final-prep-for-analysis.html"},"133":{"t":"1 Introduction | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n\n\n1 Introduction\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/milwaukee-potholes/walkthrough/"},"134":{"t":"2.6 Linear Regression | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.6 Linear Regression\n\n2.6.1 Correlation\nBefore we start getting fancy with a regression, there’s a quick check we can do to see if two variables are related ca ...","l":"/milwaukee-potholes/walkthrough/linear-regression.html"},"135":{"t":"2.4 Merging our datasets | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.4 Merging our datasets\nLet’s review the data that we have:\n\nA csv file of addresses and pothole report/fill times\nA csv file of addresses and geographic infor ...","l":"/milwaukee-potholes/walkthrough/merging-our-datasets.html"},"136":{"t":"2 Preface | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2 Preface\nWe can start with the question: “in Milwaukee, is there a relationship between how many minorities are in a neighborhood, and how long it takes to fix ...","l":"/milwaukee-potholes/walkthrough/preface.html"},"137":{"t":"2.1 Turning our question into measurables | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2.1 Turning our question into measurables\nFirst, we’ll need to break this question down into something measurable, then figure out where we can get the necessar ...","l":"/milwaukee-potholes/walkthrough/turning-our-question-into-measurables.html"},"138":{"t":"Sign up for our Little Columns newsletter | Data Science for Journalism","p":"Sign up for the Little Columns newsletter at investigate.ai","l":"/newsletter/"},"139":{"t":"A simplistic reproduction of the NYT's research using logistic regression","p":"Using a handcrafted set of words, we build a logistic regression classifier to track down suspicious airbag-related consumer complaints. A friendly data journalism how-to.","l":"/nyt-takata-airbags/airbag-classifier-search-binary/"},"140":{"t":"Combining a text vectorizer and a classifier to track down suspicious complaints","p":"Another attempt to build a classifier to track down suspicious airbag-related consumer complaints. This time we'll use a vectorizer to automatically count the words in a document. A simple data science+journalism walkthrough.","l":"/nyt-takata-airbags/airbag-classifier-search-countvectorizer/"},"141":{"t":"A decision-tree reproduction of the NYT's researchTree010->1200->2021->2191->1932->3122->1243->453->565->6115->1176->7106->1087->897->91312->131812->181413->141513->151615->161715->17Tree010->1200->2021->2191->1932->3122->1243->453->565->6115->1176->7106->1087->897->91312->131812->181413->141513->151615->161715->17Tree010->140->421->231->3","p":"An upgrade of the previous attempt, we examine if using decision trees and random forests lead to an improvement in results. An accessible journalism + machine learning walkthrough.","l":"/nyt-takata-airbags/airbag-classifier-search-decision-tree/"},"142":{"t":"Searching for faulty airbags in vehicle complaints from The New York Times","p":"A Classification project: The National Highway Transportation Safety Administration receives thousands and thousands of vehicle complaints each year. Can we train a computer to filter out leads on Takata airbag malfunctions?","l":"/nyt-takata-airbags/"},"143":{"t":"5 Analyzing our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5 Analyzing our data\nNow that we’ve prepared our dataset, we just need to create our algorithm. After it’s been built, we’ll be able to show it comments that it ...","l":"/nyt-takata-airbags/walkthrough/analyzing-our-data.html"},"144":{"t":"5.1 Building a classifier | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.1 Building a classifier\nClassification is the act of putt

2ing things in categories. There are approximately ten billion kinds of classifiers, most of which wor ...","l":"/nyt-takata-airbags/walkthrough/building-a-classifier.html"},"145":{"t":"4.2 Classification | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.2 Classification\nThe kind of problem we’re dealing with here is called a classification problem. That’s because we have two different classes of complaints:\n\n ...","l":"/nyt-takata-airbags/walkthrough/classification.html"},"146":{"t":"5.5 Conclusion | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.5 Conclusion\nIf you found this short walkthrough interesting, you’ll want to check out the full notebooks on the page. They dive deep into using different cla ...","l":"/nyt-takata-airbags/walkthrough/conclusion.html"},"147":{"t":"3.2 Data: Car issue issues | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.2 Data: Car issue issues\nWe need to find incidents of problems related to airbags. There’s not a specific airbag registry, but there’s something close: the Na ...","l":"/nyt-takata-airbags/walkthrough/data-car-issue-issues.html"},"148":{"t":"3.3 Data: Suspicious airbag issues | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.3 Data: Suspicious airbag issues\nOur end goal is going to be help a computer understand what a suspicious airbag comment looks like. In order to teach our com ...","l":"/nyt-takata-airbags/walkthrough/data-suspicious-airbag-issues.html"},"149":{"t":"4.1 Designing our features | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4.1 Designing our features\nLet’s take a look at what the airbag issue is, according Consumer Reports:\n\nVehicles made by 19 different automakers have been recall ...","l":"/nyt-takata-airbags/walkthrough/designing-our-features.html"},"150":{"t":"1 Introduction | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n\n\n1 Introduction\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/nyt-takata-airbags/walkthrough/"},"151":{"t":"5.2 Interpreting our classifier | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.2 Interpreting our classifier\nNow we have a machine that can tell us whether a complain is suspicious or not. We taught it using a list of words to pay attent ...","l":"/nyt-takata-airbags/walkthrough/interpreting-our-classifier.html"},"152":{"t":"2 Preface | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n2 Preface\nWith a large set of documents, sometimes you need a little help reading through them. After you’ve read a few, you can tell the computer “find me more ...","l":"/nyt-takata-airbags/walkthrough/preface.html"},"153":{"t":"4 Preparing our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n4 Preparing our data\nWhile there are fancier (and more effective!) ways to do what we’re about to do, the simple start below is going to provide a foundation fo ...","l":"/nyt-takata-airbags/walkthrough/preparing-our-data.html"},"154":{"t":"5.4 Testing our classifier | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.4 Testing our classifier\nWhen we look at the results of our classifier, we know some of them are wrong - complaints shouldn’t be suspicious if they don’t have ...","l":"/nyt-takata-airbags/walkthrough/testing-our-classifier.html"},"155":{"t":"3 The Data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3 The Data \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/nyt-takata-airbags/walkthrough/the-data.html"},"156":{"t":"3.1 Turning our question into measurables | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n3.1 Turning our question into measurables\nFirst, we’ll need to break our question down into something measurable, then figure out where we can get the necessary ...","l":"/nyt-takata-airbags/walkthrough/turning-our-question-into-measurables.html"},"157":{"t":"5.3 Using our classifier | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n5.3 Using our classifier\nThe point of a classifier is to classify documents it hasn’t seen before, to read them and put them into the appropriate category. Befo ...","l":"/nyt-takata-airbags/walkthrough/using-our-classifier.html"},"158":{"t":"What does Trump tweet about? from The New York Times","p":"A Natural Language Processing project: What does Trump tweet about? An analysis of over 11,000 tweets.","l":"/nyt-trump-tweets/"},"159":{"t":"Privacy Policy | Data Science for Journalism","p":"Privacy policy for Data Science for Journalists","l":"/privacy-policy/"},"160":{"t":"Journalism Projects : Data Science for Journalism","p":"Practical, real-world examples of machine learning and statistics used in journalism.","l":"/projects/"},"161":{"t":"An analysis of racial bias in criminal sentencing from ProPublica","p":"A Logistic Regression project: Can an algorithm be racist? An examination of the COMPAS algorithm used as an aid in making sentencing and parole decisions. Also featuring a critique of the critique!","l":"/propublica-criminal-sentencing/"},"162":{"t":"Breaking down machine bias, from criminal sentencing by ProPublica","p":"This 

2notebook explores the ProPublica story Machine Bias. It uses the original data that the reporters collected for the story, through FOIA requests to Broward County, Florida. An accessible journalism + machine learning how-to.","l":"/propublica-criminal-sentencing/week-5-1-machine-bias-class/"},"163":{"t":"Tracking equal access to school programs from ProPublica","p":"A Linear Regression project: Looking at differences in access to advanced classes between schools with wealthy students and schools with poor students.","l":"/propublica-opportunity-gap/"},"164":{"t":"Investigating who receives presidential pardons from ProPublica","p":"A Logistic Regression project: An analysis of the presidential pardon process, but also a look into what to do when a very personal dataset doesn't exist.","l":"/propublica-pardons/"},"165":{"t":"Classification Python coding snippets","p":"Cut-and-paste Python programming snippets for all your Classification needs. Scikit-learn, statsmodels, spaCy and more.","l":"/reference/classification/"},"166":{"t":"Basic data science programming reference | Data Science for Journalism","p":"Python-based code to cut-and-paste for data science, machine learning, and more! Features snippets for statsmodels, scikit-learn, and more.","l":"/reference/"},"167":{"t":"Regression Python coding snippets","p":"Cut-and-paste Python programming snippets for all your Regression needs. Scikit-learn, statsmodels, spaCy and more.","l":"/reference/regression/"},"168":{"t":"Text analysis Python coding snippets","p":"Cut-and-paste Python programming snippets for all your Text analysis needs. Scikit-learn, statsmodels, spaCy and more.","l":"/reference/text-analysis/"},"169":{"t":"Vectorizing Python coding snippets","p":"Cut-and-paste Python programming snippets for all your Vectorizing needs. Scikit-learn, statsmodels, spaCy and more.","l":"/reference/vectorizing/"},"170":{"t":"Evaluating a logistic regression and its features | Data Science for Journalism","p":"While you can perform a logistic regression on anything and get some results, that doesn't mean the results are any good! Let's take a look at how to judge both a logistic regression and each of the variables you're selected for it. An accessible journalism + machine learnin ...","l":"/regression/evaluating-logistic-regressions/"},"171":{"t":"Regression from None","p":"A Linear Regression project: A collection of simple notebooks and guides to cover concepts in isolation, without the context of a journalistic project. Useful for review or to prep for topics used in the actual projects.","l":"/regression/"},"172":{"t":"Basics of linear regression | Data Science for Journalism","p":"A walkthrough explaining basic concepts of linear regression. A simple data science+journalism walkthrough.","l":"/regression/linear-regression/"},"173":{"t":"Evaluating a linear regression and its features | Data Science for Journalism","p":"While you can perform a linear regression on anything and get some results, that doesn't mean the results are any good! Let's take a look at how to judge both a linear regression and each of the variables you're selected for it. A friendly data journalism walkthrough.","l":"/regression/linear-regression-evaluation/"},"174":{"t":"Putting regression to use | Data Science for Journalism","p":"Once you now what regression is and how statsmodels operates, we can put our knowledge to work. A friendly data journalism how-to.","l":"/regression/linear-regression-part-two/"},"175":{"t":"A quickstart for linear regression in Python | Data Science for Journalism","p":"A no-nonsense introduction to statsmodels for regression in Python. An accessible journalism + machine learning lesson.","l":"/regression/linear-regression-quickstart/"},"176":{"t":"Basics of logistic regression | Data Science for Journalism","p":"A walkthrough explaining basic concepts of logistic regression. A simple data science+journalism lesson.","l":"/regression/logistic-regression/"},"177":{"t":"Multivariable regression and categories | Data Science for Journalism","p":"Level up your logistic regression skills with multiple inputs and categorical variables. An accessible journalism + machine learning tutorial.","l":"/regression/logistic-regression-part-two/"},"178":{"t":"A quickstart for logistic regression in Python | Data Science for Journalism","p":"A no-nonsense introduction to statsmodels for logistic regression in Python. A simple data science+journalism tutorial.","l":"/regression/logistic-regression-quickstart/"}

2,"179":{"t":"Types of regression | Data Science for Journalism","p":"What is regression for, and what are the different types? A friendly data journalism lesson.","l":"/regression/what-is-regression/"},"180":{"t":"Preparing the EOIR immigration court data for analysis","p":"While the immigration court dataset is huge, we're only looking for a subset of asylum cases that we can compare to one another. A simple data science+journalism lesson.","l":"/reuters-asylum/cleaning-the-eoir-immigration-court-dataset/"},"181":{"t":"Analyzing the impact of particular judges on the US asylum process from Reuters","p":"A Logistic Regression project: In U.S. immigration courts, are certain judges and locations more likely to approve or deny claims of asylum?","l":"/reuters-asylum/"},"182":{"t":"How nationality and judges affect your chance of asylum in immigration court","p":"Using logistic regression on an extra-rough dataset to see if we can see how nationality and different judges affect a person's chances of being granted asylum to the USA. A friendly data journalism tutorial.","l":"/reuters-asylum/using-regression-to-analyze-asylum-cases/"},"183":{"t":"Analyzing mortgage rejections for racial bias from Reveal","p":"A Logistic Regression project: Based on government-mandated data collection on mortgage granting, are certain banks or areas discriminatory in their lending practices?","l":"/reveal-mortgages/"},"184":{"t":"Cleaning and combining data for the Reveal Mortgage Analysis","p":"A full logistic regression using lending data and demographic data, following the whitepaper published by Reveal. A simple data science+journalism how-to.","l":"/reveal-mortgages/reveal-mortgage-analysis-cleaning-and-combining-data/"},"185":{"t":"Reveal Mortgage Analysis - Logistic Regression","p":"Use logistic regression to investigate lending disparties. A friendly data journalism how-to.","l":"/reveal-mortgages/reveal-mortgage-analysis-logistic-regression/"},"186":{"t":"Reveal Mortgage Analysis - Logistic Regression using statsmodels formulas","p":"An introduction to using R-style/Patsy formulas in statsmodels, along with specially-created columns in your dataframe. An accessible journalism + machine learning lesson.","l":"/reveal-mortgages/reveal-mortgage-analysis-logistic-regression-using-statsmodels-formulas/"},"187":{"t":"Wild formulas in statsmodels using Patsy (short version)","p":"Using R-style/Patsy formulas in statsmodels opens up a lot of interesting opportunities for tweaking your regression at execution time. An accessible journalism + machine learning how-to.","l":"/reveal-mortgages/reveal-mortgage-analysis-wild-formulas-in-statsmodels-using-patsy-short-version/"},"188":{"t":"1 Introduction | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n\n\n1 Introduction\n \n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/reveal-mortgages/walkthrough/"},"189":{"t":"1.4 Obtaining our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n1.4 Obtaining our data\n\n1.4.1 Downloading HMDA Data Science Kit\nYou can browse around and download the actual files from HMDA, but it’s kind of a complicated pr ...","l":"/reveal-mortgages/walkthrough/obtaining-our-data.html"},"190":{"t":"1.1 Preface | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n1.1 Preface\nHistorically banks have been bad. Gonna talk more about that.\n\n1.1.1 The original story\nTODO\n\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n ...","l":"/reveal-mortgages/walkthrough/preface.html"},"191":{"t":"1.3 Refining our question | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n1.3 Refining our question\n\n            \n\n          \n        \n      \n\n\n    \n  \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","l":"/reveal-mortgages/walkthrough/refining-our-question.html"},"192":{"t":"1.2 Turning our question into measurables | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n1.2 Turning our question into measurables\nFirst, we’ll need to break this question down into something measurable, then figure out where we can get the necessar ...","l":"/reveal-mortgages/walkthrough/turning-our-question-into-measurables.html"},"193":{"t":"1.5 Working with our data | _main.utf8.md","p":"\n\n\n\n  \n\n    \n\n    \n      \n        \n          \n            \n          \n        \n\n        \n          \n\n            \n\n1.5 Working with our data\n\n1.5.1 Connecting to the database\nWe’ll start with a few imports. Even though we typically use pandas to read in CSV and Excel files,  ...","l":"/reveal-mortgages/walkthrough/working-with-our-data.html"},"194":{"t":"Search investigate.ai | Data Science for Journalism","p":"Search for data science + journalism information at investigate.ai","l":"/search/"},"195":{"t":"Stanford Open Policing Data from None","p":"A Logistic Regression project: A giant dataset of standardized data policing data across different states","l":"/stanford-open-policing/"},"196":{"t":"Measuring the impact of re-segregation on Florida elementary schools from Tampa Bay Times","p":"A Linear Regression project: Using race, income, and other data to predict the performance of schools in Pinellas County, Florida. Along with a linear regression-driven critique.","l":"/tampa-bay-times-schools/"},"197":{"t":"Linear regression on Florida schools, complete walkthrough","p":"A complete walkthrough of combining school-related datasets and researching the relationship between race, free/reduced lunch status, and test performance. A simple data science+journalism walkthrough.","l":"/tampa-bay-times-schools/linear-regression-on-florida-schools/"},"198":{"t":"Linear regression on Florida schools, no cleaning","p":"An investigation into the relationship bewteen race, free/reduced lunch status, and test performance. A friendly data journalism how-to.","l":"/tampa-bay-times-schools/linear-regression-on-florida-schools-no-cleaning/"},"199":{"t":"A simple explanation of TF-IDF | Data Science for Journalism","p":"Your name showing up once in a tweet is more important than it showing up once in a book, right? Well, maybe or maybe not! Let's examine term-frequency/inverse-document-frequency (TF-IDF) as a way of adjusting our text analysis. A simple data science+journalism lesson.","l":"/text-analysis/a-simple-explanation-of-tf-idf/"},"200":{"t":"Choosing the right number of topics for scikit-learn topic modeling | Data Science for Journalism","p":"Topic modeling requires one input - the number of topics you'd like to find. How can you make sure you're picking the right one? An accessible journalism + machine learning tutorial.","l":"/text-analysis/choosing-the-right-number-of-topics-for-a-scikit-learn-topic-model/"},"201":{"t":"Document similarity over different languages | Data Science for Journalism","p":"Let's teach a computer how to read documents and match similar ones, even if they are in completely different languages. An accessible journalism + machine learning how-to.","l":"/text-analysis/comparing-documents-in-different-languages/"},"202":{"t":"Counting words with Python's Counter | Data Science for Journalism","p":"Need to find the top words in a single document? Python's Counter is an easy-to-use tool that can work for most of your word-counting tasks. A friendly data journalism lesson.","l":"/text-analysis/counting-words-with-pythons-counter/"},"203":{"t":"Counting words with scikit-learn's CountVectorizer | Data Science for Journalism","p":"If you need to analyze or compare a set of documents, leveling up to scikit-learn for your text analysis needs is an excellent idea. An accessible journalism + machine learning lesson.","l":"/text-analysis/counting-words-with-scikit-learns-countvectorizer/"},"204":{"t":"Conceptual document similarity using word embeddings | Data Science for Journalism","p":"While asking for document similarity based on shared words is great, it might be missing out on the concepts hiding inside the documents. Word embeddings is a way to link together words that aren't exact matches but are related to one another. A friendly data journalism less ...","l":"/text-analysis/document-similarity-using-word-embeddings/"},"205":{"t":"Explaining n-grams in Natural Language Processing | Data Science for Journalism","p":"Instead of just looking at words one at a time in your text analysis, sometimes it's more useful to look at 2- or 3-word phrases (or even more!). These are called n-grams, and they're easy to pick apart using scikit-learns text processing tools. A simple data science+journal ...","l":"/text-analysis/explaining-n-grams-in-natural-language-processing/"},"206":{"t":"How to make scikit-learn vectorizers work with Japanese, Chinese, and other East Asian languages | Data Science for Journalism","p":"Although we covered how to split words in East Asian languages, you need an extra step before they'll work with scikit-learn. A friendly data journalism lesson.","l":"/text-analysis/how-to-make-scikit-learn-natural-language-processing-work-with-japanese-chinese/"},"207":{"t":"Text analysis from None","p":"A Linear Regression project: A collection of simple notebooks and guides to cover concepts in isolation, without the context of a journalistic project. Useful for review or to prep for topics used in the actual projects.","l":"/text-analysis/"},"208":{"t":"Introduction to topic modeling | Data Science for Journalism","p":"While you'll usually train a computer to look for what you're interested in, you're also free to let it loose to read on its own. A simple data science+journalism lesson.","l":"/text-analysis/introduction-to-topic-modeling/"},"209":{"t":"Named entity recognition | Data Science for Journalism","p":"Who or what is lurking in your documents? Named entity recognition can help! A simple data science+journalism walkthrough.","l":"/text-analysis/named-entity-recognition/"},"210":{"t":"Converting PDFs, Word docs, and HTML pages to text with Apache Tika | Data Science for Journalism","p":"Converting a cache of various document formats to plain, machine-readable text can be difficult. Apache Tika to the rescue! Tika will take *any* kind of document and convert it right on into text for you. It even does OCR of image-based PDFs! A simple data science+journalism ...","l":"/text-analysis/processing-documents-with-apache-tika/"},"211":{"t":"Processing documents with Apache Tika in non-English languages | Data Science for Journalism","p":"If you'd like to use Apache Tika to convert documents to text with non-English languages, there's a slight adjustment or two that needs to be made. We'll dig into how to do that with examples from Greek. A simple data science+journalism walkthrough.","l":"/text-analysis/processing-documents-with-apache-tika-greek/"},"212":{"t":"Word-splitting in East Asian languages | Data Science for Journalism","p":"In languages that don't use spaces to separate words, text analysis needs an extra step that isn't mentioned in most English-langauge-focused texts. We'll review how to segment words in Chinese, Japnaese, Korean, Thai, and Vietnamese. A simple data science+journalism lesson.","l":"/text-analysis/splitting-words-in-east-asian-languages/"},"213":{"t":"Stemming and lemmatization | Data Science for Journalism","p":"Many words share common roots. Two techniques for combining them when doing text analysis are stemming and lemmatization. An accessible journalism + machine learning tutorial.","l":"/text-analysis/stemming-and-lemmatization/"},"214":{"t":"Topic modeling and clustering | Data Science for Journalism","p":"Topic models and clustering are both techniques for automatically learning about documents. How do they compare? A friendly data journalism tutorial.","l":"/text-analysis/topic-modeling-and-clustering/"},"215":{"t":"Topic modeling with Gensim | Data Science for Journalism","p":"Gensim is a popular library for topic modeling. Here we'll see how it stacks up to scikit-learn. An accessible journalism + machine learning walkthrough.","l":"/text-analysis/topic-models-with-gensim/"},"216":{"t":"Introduction to text analysis | Data Science for Journalism","p":"A breakdown of different kinds of text analysis. A simple data science+journalism lesson.","l":"/text-analysis/types-of-text-analysis/"},"217":{"t":"An explanation of TF-IDF with Chinese text | Data Science for Journalism","p":"TF-IDF works just the same no matter what language you're working on. Here we'll take a look at using it with Chinese. An accessible journalism + machine learning how-to.","l":"/text-analysis/using-tf-idf-with-chinese/"},"218":{"t":"Intro to word embeddings | Data Science for Journalism","p":"Learn how computers can begin to understand concepts and related words through word embeddings. An accessible journalism + machine learning lesson.","l":"/text-analysis/word-embeddings/"},"219":{"t":"Data science topics for journalists | Data Science for Journalism","p":"All of the topics that we cover here at investigate.ai. Everything from text analysis and natural language processing to statistics, regression, machine learning, and classification.","l":"/topics/"},"220":{"t":"Analyzing the tone of Trump's speeches from The New York Times","p":"A Text Analysis project: Standard sentiment analysis scores a document on a positive-vs-negative scale. Using the Emotional Lexicon, though, you can add unique emotional measurements like anger, joy, surprise, or fear.","l":"/upshot-trump-emolex/"},"221":{"t":"An introduction to the NRC Emotional Lexicon","p":"As described by its creator, the NRC Emotion Lexicon 

2is a list of English words and their associations with eight basic emotions (anger, fear, anticipation, trust, surprise, sadness, joy, and disgust) and two sentiments (negative and positive). This notebook examines what th ...","l":"/upshot-trump-emolex/nrc-emotional-lexicon/"},"222":{"t":"Reproducing The UpShot's Trump State of the Union visualization","p":"After combining several datasets of speeches - both by Trump and previous presidents - we'll be able to reproduce the main graphic from The UpShot's piece. An accessible journalism + machine learning how-to.","l":"/upshot-trump-emolex/trump-vs-state-of-the-union-addresses/"},"223":{"t":"Analyzing online safety through app store reviews from The Washington Post","p":"A Natural Language Processing project: After downloading over a hundred thousand reviews of random chat apps, how to find reports of bullying, racism, and unwanted sexual behavior.","l":"/wapo-app-reviews/"},"224":{"t":"Build a classifier to detect reviews about bad behavior","p":"Using a small dataset of tagged reviews, can we detect reviews that mention bullying, racism, or unwanted sexual behavior? An accessible journalism + machine learning lesson.","l":"/wapo-app-reviews/predict-reviews/"},"225":{"t":"Scrape and combine app store reviews, from random chat app safety by WaPo","p":"Using a website devoted to phone app marketing, we'll download over 50,000 reviews for various apps and save them to a CSV. A friendly data journalism lesson.","l":"/wapo-app-reviews/scrape-app-store-reviews/"}};