├── README.md ├── pt1_key_principles.ipynb ├── pt2_archetypes_of_viz.ipynb ├── pt3_analytics_viz.ipynb ├── pt4_complex_viz_manipulation.ipynb ├── pt5_style_sheets.ipynb ├── pt6_other_viz_packages.ipynb ├── resources ├── README.md └── stylesheet.png ├── sample_data ├── airlines_sample.csv ├── censuses.csv ├── chicago_temps_data.csv ├── dbook_shotsample_201819.csv ├── kc_house_data.csv ├── nba_shooting_sample_201920.csv ├── nbaallelo.csv ├── pels_lineups_sample_201920.csv ├── readme.md ├── scoring_sample_tm1.csv ├── scoring_sample_tm2.csv └── us-states-covid.csv └── tutorial_style.mplstyle /README.md: -------------------------------------------------------------------------------- 1 | # Python Data Visualization Tutorials 2 | 3 | >I've been working in data analytics pretty much since the back half of my junior year of college. When I first started at Rice, I was totally unsure of what I wanted to do career-wise, but I'd like to think I've gotten a little bit more clarity on my direction since then. Thanks to sports, I've come to really love working with data. Not just in the number-crunching or modeling sense, but also with data visualization. 4 | > 5 | >My focus on data visualization has really picked up over the last year and a half or so. When I showed Elijah Meeks my network graphs from my first sports analytics project back in 2016, he audibly revolted (or as audibly as you can do on a digital medium, I suppose). Everyone has to start somewhere. And that's important! Even today, I've still got 10 tabs of package documentation open as I code. But over the last couple years spent dedicated to improving my coding and technical data viz skills, I've picked up some best practices and re-usable modules that I like to think of as my guide points. I'm laying them out in this repository for anyone else looking to do data visualization in the wonderful world of Python. 6 | > 7 | -------- 8 | ### Newly Updated! 9 | - **Advanced Packages**: While Seaborn and Matplotlib can get you fairly far, features like interactivity or unique chart types can be lacking. However, there are some really powerful other 3rd party packages out there in the Python ecosystem. In this notebook, I'll take a little bit of time to discuss these packages, show how to get familiar with the syntax, and show some unique examples highlighting the capabilities of each package. 10 | - **Style Sheets**: The default Matplotlib styling can be a great source of consternation, and everybody will have their own unique styles and needs. However, it can be tedious to write the same repetitive code over and over to customize each graphic. Fortunately, we can pretty easily customize persistent configurations for our graphs, and I'll demonstrate the various ways of doing so in this notebook. 11 | 12 | -------- 13 | ### Q: So what's the best way to learn data visualization in Python? 14 | **A**: Reading documentation, as with most coding, is honestly the best place to get intimately familiar. But, also as with most coding, the second best way is to just start by doing. I'm hoping that this repository eases your transition to "just doing" or maybe shows a technique that you may not have known previously. What really works for me is just taking examples that I find in the docs for a library and then googling/reading documentation as I manipulate every aspect of the example until I'm satisfied with the variety of outputs. What also works for me is creating this repo so I don't forget the things that I've learned.... 15 | 16 | ### Q: So what's contained in this repo? 17 | **A**: Ah, here we come to the crux of the subject. Using completely public or synthetic data, I've built a set of notebooks that span a range of topics in Python data viz, from fundamentals to different graph types to building complex objects like ridge plots. The following jupyter notebooks (which can render completely in GitHub in your browsers) are included currently: 18 | - Part 1 Key Principles: Fundamentals and best practices of data visualization using Matplotlib, Python's ground level data viz library 19 | - Part 2 Archtypes of Viz: Creating various different data viz archetypes and discussing use cases 20 | - Part 3 Analytics Viz: Demonstrating the incorporation of data viz as part of the scientific/research process 21 | - Part 4 Complex Viz Manipulation: Techniques for manipulating our fundamental viz templates to create some more complex data viz and data viz systems 22 | - Part 5 Style Sheets: Methods for setting up graph styling customizations that will persist through your notebook or script 23 | - Part 6 Advanced 3rd Party Packages: Introducing and discussing powerful packages to extend our data visualization capabilities in Python 24 | 25 | ### Q: I'm not able to preview the dynamic graphs or interactive modules in Github. What do I do? 26 | **A**: You could always clone the repo, but if you want to see the entire rendered notebook, I recommend using NBViewer, which, unlike Github's preview interface, will display JS and rich graphs. 27 | 28 | ### Q: What's still to come? 29 | **A**: This repo is a living destination, and I consider it to be perpetually a work in progress, as I continue learning and get new inspiration. With that said, there's still some more notebooks that I'm building out already: 30 | - Interactive visualizations, showing how to build animations as well as interactive controls inside a jupyter notebook 31 | 32 | ### Q: Contact me with feedback! 33 | **A**: So this is not really a question, but please reach out if you have any feedback or have any requests/ideas/inspiration. I can be found on Twitter [@SENTHIS](https://twitter.com/SENTH1S). 34 | -------------------------------------------------------------------------------- /resources/README.md: -------------------------------------------------------------------------------- 1 | Any necessary images or other assets used in the tutorial notebooks 2 | -------------------------------------------------------------------------------- /resources/stylesheet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/senthilsnat/PythonDataVizTutorials/d4e19faee87e2ec2816741daa44019a3de473bce/resources/stylesheet.png -------------------------------------------------------------------------------- /sample_data/airlines_sample.csv: -------------------------------------------------------------------------------- 1 | UNIQUE_CARRIER_NAME,YEAR,MONTH,DAY,DATE_JOIN,PASSENGERS 2 | Alaska Airlines Inc.,2005,1,1,2005/1/1,1045007 3 | Alaska Airlines Inc.,2005,2,1,2005/2/1,1000146 4 | Alaska Airlines Inc.,2005,3,1,2005/3/1,1236977 5 | Alaska Airlines Inc.,2005,4,1,2005/4/1,1171204 6 | Alaska Airlines Inc.,2005,5,1,2005/5/1,1191795 7 | Alaska Airlines Inc.,2005,6,1,2005/6/1,1353547 8 | Alaska Airlines Inc.,2005,7,1,2005/7/1,1459933 9 | Alaska Airlines Inc.,2005,8,1,2005/8/1,1469421 10 | Alaska Airlines Inc.,2005,9,1,2005/9/1,1198492 11 | Alaska Airlines Inc.,2005,10,1,2005/10/1,1144281 12 | Alaska Airlines Inc.,2005,11,1,2005/11/1,1148177 13 | Alaska Airlines Inc.,2005,12,1,2005/12/1,1184567 14 | Alaska Airlines Inc.,2006,1,1,2006/1/1,1022381 15 | Alaska Airlines Inc.,2006,2,1,2006/2/1,1011880 16 | Alaska Airlines Inc.,2006,3,1,2006/3/1,1232093 17 | Alaska Airlines Inc.,2006,4,1,2006/4/1,1202386 18 | Alaska Airlines Inc.,2006,5,1,2006/5/1,1267880 19 | Alaska Airlines Inc.,2006,6,1,2006/6/1,1414339 20 | Alaska Airlines Inc.,2006,7,1,2006/7/1,1496890 21 | Alaska Airlines Inc.,2006,8,1,2006/8/1,1492458 22 | Alaska Airlines Inc.,2006,9,1,2006/9/1,1226815 23 | Alaska Airlines Inc.,2006,10,1,2006/10/1,1179305 24 | Alaska Airlines Inc.,2006,11,1,2006/11/1,1168997 25 | Alaska Airlines Inc.,2006,12,1,2006/12/1,1200698 26 | Alaska Airlines Inc.,2007,1,1,2007/1/1,1013129 27 | Alaska Airlines Inc.,2007,2,1,2007/2/1,1002357 28 | Alaska Airlines Inc.,2007,3,1,2007/3/1,1223926 29 | Alaska Airlines Inc.,2007,4,1,2007/4/1,1230293 30 | Alaska Airlines Inc.,2007,5,1,2007/5/1,1355171 31 | Alaska Airlines Inc.,2007,6,1,2007/6/1,1482679 32 | Alaska Airlines Inc.,2007,7,1,2007/7/1,1564123 33 | Alaska Airlines Inc.,2007,8,1,2007/8/1,1580023 34 | Alaska Airlines Inc.,2007,9,1,2007/9/1,1252138 35 | Alaska Airlines Inc.,2007,10,1,2007/10/1,1206106 36 | Alaska Airlines Inc.,2007,11,1,2007/11/1,1195991 37 | Alaska Airlines Inc.,2007,12,1,2007/12/1,1222892 38 | Alaska Airlines Inc.,2008,1,1,2008/1/1,1052298 39 | Alaska Airlines Inc.,2008,2,1,2008/2/1,1091220 40 | Alaska Airlines Inc.,2008,3,1,2008/3/1,1309991 41 | Alaska Airlines Inc.,2008,4,1,2008/4/1,1212513 42 | Alaska Airlines Inc.,2008,5,1,2008/5/1,1300750 43 | Alaska Airlines Inc.,2008,6,1,2008/6/1,1388944 44 | Alaska Airlines Inc.,2008,7,1,2008/7/1,1471307 45 | Alaska Airlines Inc.,2008,8,1,2008/8/1,1475158 46 | Alaska Airlines Inc.,2008,9,1,2008/9/1,1197533 47 | Alaska Airlines Inc.,2008,10,1,2008/10/1,1165588 48 | Alaska Airlines Inc.,2008,11,1,2008/11/1,1079923 49 | Alaska Airlines Inc.,2008,12,1,2008/12/1,1119377 50 | Alaska Airlines Inc.,2009,1,1,2009/1/1,976024 51 | Alaska Airlines Inc.,2009,2,1,2009/2/1,949449 52 | Alaska Airlines Inc.,2009,3,1,2009/3/1,1178802 53 | Alaska Airlines Inc.,2009,4,1,2009/4/1,1125225 54 | Alaska Airlines Inc.,2009,5,1,2009/5/1,1192854 55 | Alaska Airlines Inc.,2009,6,1,2009/6/1,1291148 56 | Alaska Airlines Inc.,2009,7,1,2009/7/1,1405634 57 | Alaska Airlines Inc.,2009,8,1,2009/8/1,1397167 58 | Alaska Airlines Inc.,2009,9,1,2009/9/1,1155457 59 | Alaska Airlines Inc.,2009,10,1,2009/10/1,1147646 60 | Alaska Airlines Inc.,2009,11,1,2009/11/1,1083804 61 | Alaska Airlines Inc.,2009,12,1,2009/12/1,1157399 62 | Alaska Airlines Inc.,2010,1,1,2010/1/1,1027756 63 | Alaska Airlines Inc.,2010,2,1,2010/2/1,965466 64 | Alaska Airlines Inc.,2010,3,1,2010/3/1,1192858 65 | Alaska Airlines Inc.,2010,4,1,2010/4/1,1147916 66 | Alaska Airlines Inc.,2010,5,1,2010/5/1,1232327 67 | Alaska Airlines Inc.,2010,6,1,2010/6/1,1387089 68 | Alaska Airlines Inc.,2010,7,1,2010/7/1,1503399 69 | Alaska Airlines Inc.,2010,8,1,2010/8/1,1484975 70 | Alaska Airlines Inc.,2010,9,1,2010/9/1,1241496 71 | Alaska Airlines Inc.,2010,10,1,2010/10/1,1235167 72 | Alaska Airlines Inc.,2010,11,1,2010/11/1,1207622 73 | Alaska Airlines Inc.,2010,12,1,2010/12/1,1275042 74 | Alaska Airlines Inc.,2011,1,1,2011/1/1,1158240 75 | Alaska Airlines Inc.,2011,2,1,2011/2/1,1098790 76 | Alaska Airlines Inc.,2011,3,1,2011/3/1,1359852 77 | Alaska Airlines Inc.,2011,4,1,2011/4/1,1293312 78 | Alaska Airlines Inc.,2011,5,1,2011/5/1,1338067 79 | Alaska Airlines Inc.,2011,6,1,2011/6/1,1449149 80 | Alaska Airlines Inc.,2011,7,1,2011/7/1,1548863 81 | Alaska Airlines Inc.,2011,8,1,2011/8/1,1556831 82 | Alaska Airlines Inc.,2011,9,1,2011/9/1,1326027 83 | Alaska Airlines Inc.,2011,10,1,2011/10/1,1283512 84 | Alaska Airlines Inc.,2011,11,1,2011/11/1,1277199 85 | Alaska Airlines Inc.,2011,12,1,2011/12/1,1313181 86 | Alaska Airlines Inc.,2012,1,1,2012/1/1,1189120 87 | Alaska Airlines Inc.,2012,2,1,2012/2/1,1184002 88 | Alaska Airlines Inc.,2012,3,1,2012/3/1,1395192 89 | Alaska Airlines Inc.,2012,4,1,2012/4/1,1343894 90 | Alaska Airlines Inc.,2012,5,1,2012/5/1,1425214 91 | Alaska Airlines Inc.,2012,6,1,2012/6/1,1544264 92 | Alaska Airlines Inc.,2012,7,1,2012/7/1,1631567 93 | Alaska Airlines Inc.,2012,8,1,2012/8/1,1624962 94 | Alaska Airlines Inc.,2012,9,1,2012/9/1,1351466 95 | Alaska Airlines Inc.,2012,10,1,2012/10/1,1342522 96 | Alaska Airlines Inc.,2012,11,1,2012/11/1,1353133 97 | Alaska Airlines Inc.,2012,12,1,2012/12/1,1385873 98 | Alaska Airlines 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Alaska Airlines Inc.,2014,8,1,2014/8/1,1890595 118 | Alaska Airlines Inc.,2014,9,1,2014/9/1,1559320 119 | Alaska Airlines Inc.,2014,10,1,2014/10/1,1578922 120 | Alaska Airlines Inc.,2014,11,1,2014/11/1,1532132 121 | Alaska Airlines Inc.,2014,12,1,2014/12/1,1663710 122 | Alaska Airlines Inc.,2015,1,1,2015/1/1,1531097 123 | Alaska Airlines Inc.,2015,2,1,2015/2/1,1469756 124 | Alaska Airlines Inc.,2015,3,1,2015/3/1,1800806 125 | Alaska Airlines Inc.,2015,4,1,2015/4/1,1704477 126 | Alaska Airlines Inc.,2015,5,1,2015/5/1,1809795 127 | Alaska Airlines Inc.,2015,6,1,2015/6/1,1912907 128 | Alaska Airlines Inc.,2015,7,1,2015/7/1,2063454 129 | Alaska Airlines Inc.,2015,8,1,2015/8/1,2070241 130 | Alaska Airlines Inc.,2015,9,1,2015/9/1,1732801 131 | Alaska Airlines Inc.,2015,10,1,2015/10/1,1750680 132 | Alaska Airlines Inc.,2015,11,1,2015/11/1,1699499 133 | Alaska Airlines Inc.,2015,12,1,2015/12/1,1801246 134 | Alaska Airlines Inc.,2016,1,1,2016/1/1,1648125 135 | Alaska Airlines 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Alaska Airlines Inc.,2017,9,1,2017/9/1,1950032 155 | Alaska Airlines Inc.,2017,10,1,2017/10/1,1961024 156 | Alaska Airlines Inc.,2017,11,1,2017/11/1,1933213 157 | Alaska Airlines Inc.,2017,12,1,2017/12/1,2008501 158 | Alaska Airlines Inc.,2018,1,1,2018/1/1,1775288 159 | Alaska Airlines Inc.,2018,2,1,2018/2/1,1747293 160 | Alaska Airlines Inc.,2018,3,1,2018/3/1,2099853 161 | Alaska Airlines Inc.,2018,4,1,2018/4/1,2832507 162 | Alaska Airlines Inc.,2018,5,1,2018/5/1,2998056 163 | Alaska Airlines Inc.,2018,6,1,2018/6/1,3100281 164 | Alaska Airlines Inc.,2018,7,1,2018/7/1,3230012 165 | Alaska Airlines Inc.,2018,8,1,2018/8/1,3099858 166 | Alaska Airlines Inc.,2018,9,1,2018/9/1,2643019 167 | Alaska Airlines Inc.,2018,10,1,2018/10/1,2746906 168 | Alaska Airlines Inc.,2018,11,1,2018/11/1,2636996 169 | Alaska Airlines Inc.,2018,12,1,2018/12/1,2614164 170 | Alaska Airlines Inc.,2019,1,1,2019/1/1,2366341 171 | Alaska Airlines Inc.,2019,2,1,2019/2/1,2209759 172 | Alaska Airlines 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| American Airlines Inc.,2013,4,1,2013/4/1,5349805 281 | American Airlines Inc.,2013,5,1,2013/5/1,5661614 282 | American Airlines Inc.,2013,6,1,2013/6/1,5767048 283 | American Airlines Inc.,2013,7,1,2013/7/1,5905359 284 | American Airlines Inc.,2013,8,1,2013/8/1,5720139 285 | American Airlines Inc.,2013,9,1,2013/9/1,5006969 286 | American Airlines Inc.,2013,10,1,2013/10/1,5541542 287 | American Airlines Inc.,2013,11,1,2013/11/1,5042879 288 | American Airlines Inc.,2013,12,1,2013/12/1,5381059 289 | American Airlines Inc.,2014,1,1,2014/1/1,5223228 290 | American Airlines Inc.,2014,2,1,2014/2/1,4816946 291 | American Airlines Inc.,2014,3,1,2014/3/1,5742918 292 | American Airlines Inc.,2014,4,1,2014/4/1,5502126 293 | American Airlines Inc.,2014,5,1,2014/5/1,5767311 294 | American Airlines Inc.,2014,6,1,2014/6/1,5935921 295 | American Airlines Inc.,2014,7,1,2014/7/1,6137237 296 | American Airlines Inc.,2014,8,1,2014/8/1,5848830 297 | American Airlines Inc.,2014,9,1,2014/9/1,5165535 298 | American Airlines Inc.,2014,10,1,2014/10/1,5589788 299 | American Airlines Inc.,2014,11,1,2014/11/1,5101924 300 | American Airlines Inc.,2014,12,1,2014/12/1,5569744 301 | American Airlines Inc.,2015,1,1,2015/1/1,5140751 302 | American Airlines Inc.,2015,2,1,2015/2/1,4684067 303 | American Airlines Inc.,2015,3,1,2015/3/1,5730665 304 | American Airlines Inc.,2015,4,1,2015/4/1,5688706 305 | American Airlines Inc.,2015,5,1,2015/5/1,5704600 306 | American Airlines Inc.,2015,6,1,2015/6/1,5938232 307 | American Airlines Inc.,2015,7,1,2015/7/1,11013007 308 | American Airlines Inc.,2015,8,1,2015/8/1,10566185 309 | American Airlines Inc.,2015,9,1,2015/9/1,9409300 310 | American Airlines Inc.,2015,10,1,2015/10/1,10223492 311 | American Airlines Inc.,2015,11,1,2015/11/1,9512485 312 | American Airlines Inc.,2015,12,1,2015/12/1,9729320 313 | American Airlines Inc.,2016,1,1,2016/1/1,9046884 314 | American Airlines Inc.,2016,2,1,2016/2/1,8631620 315 | American Airlines Inc.,2016,3,1,2016/3/1,10232326 316 | American Airlines Inc.,2016,4,1,2016/4/1,9618310 317 | American Airlines Inc.,2016,5,1,2016/5/1,10288810 318 | American Airlines Inc.,2016,6,1,2016/6/1,10579770 319 | American Airlines Inc.,2016,7,1,2016/7/1,10708602 320 | American Airlines Inc.,2016,8,1,2016/8/1,10101378 321 | American Airlines Inc.,2016,9,1,2016/9/1,9227142 322 | American Airlines Inc.,2016,10,1,2016/10/1,9686273 323 | American Airlines Inc.,2016,11,1,2016/11/1,9239551 324 | American Airlines Inc.,2016,12,1,2016/12/1,9341353 325 | American Airlines Inc.,2017,1,1,2017/1/1,8852699 326 | American Airlines Inc.,2017,2,1,2017/2/1,8313892 327 | American Airlines Inc.,2017,3,1,2017/3/1,10234947 328 | American Airlines Inc.,2017,4,1,2017/4/1,9613362 329 | American Airlines Inc.,2017,5,1,2017/5/1,10144666 330 | American Airlines Inc.,2017,6,1,2017/6/1,10254197 331 | American Airlines Inc.,2017,7,1,2017/7/1,10477147 332 | American Airlines Inc.,2017,8,1,2017/8/1,10370074 333 | American Airlines Inc.,2017,9,1,2017/9/1,8857315 334 | American Airlines Inc.,2017,10,1,2017/10/1,10198972 335 | American Airlines Inc.,2017,11,1,2017/11/1,9492603 336 | American Airlines Inc.,2017,12,1,2017/12/1,9718443 337 | American Airlines Inc.,2018,1,1,2018/1/1,9031604 338 | American Airlines Inc.,2018,2,1,2018/2/1,8753748 339 | American Airlines Inc.,2018,3,1,2018/3/1,10422226 340 | American Airlines Inc.,2018,4,1,2018/4/1,9886272 341 | American Airlines Inc.,2018,5,1,2018/5/1,10363750 342 | American Airlines Inc.,2018,6,1,2018/6/1,10635376 343 | American Airlines Inc.,2018,7,1,2018/7/1,10882641 344 | American Airlines Inc.,2018,8,1,2018/8/1,10587114 345 | American Airlines Inc.,2018,9,1,2018/9/1,9015387 346 | American Airlines Inc.,2018,10,1,2018/10/1,10279745 347 | American Airlines Inc.,2018,11,1,2018/11/1,9892543 348 | American Airlines Inc.,2018,12,1,2018/12/1,9766868 349 | American Airlines Inc.,2019,1,1,2019/1/1,9548858 350 | American Airlines Inc.,2019,2,1,2019/2/1,9234714 351 | American Airlines Inc.,2019,3,1,2019/3/1,10903095 352 | American Airlines Inc.,2019,4,1,2019/4/1,10168108 353 | American Airlines Inc.,2019,5,1,2019/5/1,11012004 354 | American Airlines Inc.,2019,6,1,2019/6/1,10931036 355 | American Airlines Inc.,2019,7,1,2019/7/1,11276022 356 | American Airlines Inc.,2019,8,1,2019/8/1,11053259 357 | American Airlines Inc.,2019,9,1,2019/9/1,9974865 358 | American Airlines Inc.,2019,10,1,2019/10/1,10791993 359 | American Airlines Inc.,2019,11,1,2019/11/1,10211247 360 | Delta Air Lines Inc.,2005,1,1,2005/1/1,6186057 361 | Delta Air Lines Inc.,2005,2,1,2005/2/1,6041572 362 | Delta Air Lines Inc.,2005,3,1,2005/3/1,7456338 363 | Delta Air Lines Inc.,2005,4,1,2005/4/1,6860192 364 | Delta Air Lines Inc.,2005,5,1,2005/5/1,6922107 365 | Delta Air Lines Inc.,2005,6,1,2005/6/1,7056723 366 | Delta Air Lines Inc.,2005,7,1,2005/7/1,7395121 367 | Delta Air Lines Inc.,2005,8,1,2005/8/1,6983124 368 | Delta Air Lines Inc.,2005,9,1,2005/9/1,5611032 369 | Delta Air Lines Inc.,2005,10,1,2005/10/1,5810108 370 | Delta Air Lines Inc.,2005,11,1,2005/11/1,5742877 371 | Delta Air Lines Inc.,2005,12,1,2005/12/1,5516023 372 | Delta Air Lines Inc.,2006,1,1,2006/1/1,5180677 373 | Delta Air Lines Inc.,2006,2,1,2006/2/1,4833717 374 | Delta Air Lines Inc.,2006,3,1,2006/3/1,5993848 375 | Delta Air Lines Inc.,2006,4,1,2006/4/1,5365312 376 | Delta Air Lines Inc.,2006,5,1,2006/5/1,5150466 377 | Delta Air Lines Inc.,2006,6,1,2006/6/1,5625227 378 | Delta Air Lines Inc.,2006,7,1,2006/7/1,5804479 379 | Delta Air Lines Inc.,2006,8,1,2006/8/1,5437934 380 | Delta Air Lines Inc.,2006,9,1,2006/9/1,4642029 381 | Delta Air Lines Inc.,2006,10,1,2006/10/1,5261137 382 | Delta Air Lines Inc.,2006,11,1,2006/11/1,5132126 383 | Delta Air Lines Inc.,2006,12,1,2006/12/1,5068936 384 | Delta Air Lines Inc.,2007,1,1,2007/1/1,4624039 385 | Delta Air Lines Inc.,2007,2,1,2007/2/1,4348726 386 | Delta Air Lines Inc.,2007,3,1,2007/3/1,5610986 387 | Delta Air Lines Inc.,2007,4,1,2007/4/1,5250880 388 | Delta Air Lines Inc.,2007,5,1,2007/5/1,5146473 389 | Delta Air Lines Inc.,2007,6,1,2007/6/1,5573131 390 | Delta Air Lines Inc.,2007,7,1,2007/7/1,5769861 391 | Delta Air Lines Inc.,2007,8,1,2007/8/1,5652734 392 | Delta Air Lines Inc.,2007,9,1,2007/9/1,4712365 393 | Delta Air Lines Inc.,2007,10,1,2007/10/1,5234990 394 | Delta Air Lines Inc.,2007,11,1,2007/11/1,4921394 395 | Delta Air Lines Inc.,2007,12,1,2007/12/1,4753832 396 | Delta Air Lines Inc.,2008,1,1,2008/1/1,4451294 397 | Delta Air Lines Inc.,2008,2,1,2008/2/1,4459248 398 | Delta Air Lines Inc.,2008,3,1,2008/3/1,5396523 399 | Delta Air Lines Inc.,2008,4,1,2008/4/1,4939047 400 | Delta Air Lines Inc.,2008,5,1,2008/5/1,4884905 401 | Delta Air Lines Inc.,2008,6,1,2008/6/1,5226629 402 | Delta Air Lines Inc.,2008,7,1,2008/7/1,5492549 403 | Delta Air Lines Inc.,2008,8,1,2008/8/1,5216656 404 | Delta Air Lines Inc.,2008,9,1,2008/9/1,4603694 405 | Delta Air Lines Inc.,2008,10,1,2008/10/1,5136265 406 | Delta Air Lines Inc.,2008,11,1,2008/11/1,4737298 407 | Delta Air Lines Inc.,2008,12,1,2008/12/1,4831464 408 | Delta Air Lines Inc.,2009,1,1,2009/1/1,4354348 409 | Delta Air Lines Inc.,2009,2,1,2009/2/1,4013048 410 | Delta Air Lines Inc.,2009,3,1,2009/3/1,4736825 411 | Delta Air Lines Inc.,2009,4,1,2009/4/1,4676686 412 | Delta Air Lines Inc.,2009,5,1,2009/5/1,4698141 413 | Delta Air Lines Inc.,2009,6,1,2009/6/1,4883863 414 | Delta Air Lines Inc.,2009,7,1,2009/7/1,5247804 415 | Delta Air Lines Inc.,2009,8,1,2009/8/1,5069124 416 | Delta Air Lines Inc.,2009,9,1,2009/9/1,4396228 417 | Delta Air Lines Inc.,2009,10,1,2009/10/1,4812405 418 | Delta Air Lines Inc.,2009,11,1,2009/11/1,4466836 419 | Delta Air Lines Inc.,2009,12,1,2009/12/1,4353471 420 | Delta Air Lines Inc.,2010,1,1,2010/1/1,6288079 421 | Delta Air Lines Inc.,2010,2,1,2010/2/1,5906171 422 | Delta Air Lines Inc.,2010,3,1,2010/3/1,7712987 423 | Delta Air Lines Inc.,2010,4,1,2010/4/1,7499748 424 | Delta Air Lines Inc.,2010,5,1,2010/5/1,7665411 425 | Delta Air Lines Inc.,2010,6,1,2010/6/1,8338608 426 | Delta Air Lines Inc.,2010,7,1,2010/7/1,8574247 427 | Delta Air Lines Inc.,2010,8,1,2010/8/1,8302080 428 | Delta Air Lines Inc.,2010,9,1,2010/9/1,7349150 429 | Delta Air Lines Inc.,2010,10,1,2010/10/1,8020446 430 | Delta Air Lines Inc.,2010,11,1,2010/11/1,7362786 431 | Delta Air Lines Inc.,2010,12,1,2010/12/1,7121357 432 | Delta Air Lines Inc.,2011,1,1,2011/1/1,6371059 433 | Delta Air Lines Inc.,2011,2,1,2011/2/1,6198833 434 | Delta Air Lines Inc.,2011,3,1,2011/3/1,8050406 435 | Delta Air Lines Inc.,2011,4,1,2011/4/1,7719305 436 | Delta Air Lines Inc.,2011,5,1,2011/5/1,8218369 437 | Delta Air Lines Inc.,2011,6,1,2011/6/1,8481909 438 | Delta Air Lines Inc.,2011,7,1,2011/7/1,8979295 439 | Delta Air Lines Inc.,2011,8,1,2011/8/1,8570928 440 | Delta Air Lines Inc.,2011,9,1,2011/9/1,7527286 441 | Delta Air Lines Inc.,2011,10,1,2011/10/1,8009389 442 | Delta Air Lines Inc.,2011,11,1,2011/11/1,7552653 443 | Delta Air Lines Inc.,2011,12,1,2011/12/1,7184735 444 | Delta Air Lines Inc.,2012,1,1,2012/1/1,6560483 445 | Delta Air Lines Inc.,2012,2,1,2012/2/1,6473227 446 | Delta Air Lines Inc.,2012,3,1,2012/3/1,8244402 447 | Delta Air Lines Inc.,2012,4,1,2012/4/1,7982830 448 | Delta Air Lines Inc.,2012,5,1,2012/5/1,8192272 449 | Delta Air Lines Inc.,2012,6,1,2012/6/1,8737217 450 | Delta Air Lines Inc.,2012,7,1,2012/7/1,9076674 451 | Delta Air Lines Inc.,2012,8,1,2012/8/1,9034513 452 | Delta Air Lines Inc.,2012,9,1,2012/9/1,7675913 453 | Delta Air Lines Inc.,2012,10,1,2012/10/1,8395019 454 | Delta Air Lines Inc.,2012,11,1,2012/11/1,7916014 455 | Delta Air Lines Inc.,2012,12,1,2012/12/1,7352422 456 | Delta Air Lines Inc.,2013,1,1,2013/1/1,6964693 457 | Delta Air Lines Inc.,2013,2,1,2013/2/1,6663354 458 | Delta Air Lines Inc.,2013,3,1,2013/3/1,8612200 459 | Delta Air Lines Inc.,2013,4,1,2013/4/1,8141481 460 | Delta Air Lines Inc.,2013,5,1,2013/5/1,8528082 461 | Delta Air Lines Inc.,2013,6,1,2013/6/1,8962582 462 | Delta Air Lines Inc.,2013,7,1,2013/7/1,9290977 463 | Delta Air Lines Inc.,2013,8,1,2013/8/1,9200617 464 | Delta Air Lines Inc.,2013,9,1,2013/9/1,7881182 465 | Delta Air Lines Inc.,2013,10,1,2013/10/1,8530963 466 | Delta Air Lines Inc.,2013,11,1,2013/11/1,7698510 467 | Delta Air Lines Inc.,2013,12,1,2013/12/1,8115592 468 | Delta Air Lines Inc.,2014,1,1,2014/1/1,7132483 469 | Delta Air Lines Inc.,2014,2,1,2014/2/1,6840307 470 | Delta Air Lines Inc.,2014,3,1,2014/3/1,9260639 471 | Delta Air Lines Inc.,2014,4,1,2014/4/1,8974286 472 | Delta Air Lines Inc.,2014,5,1,2014/5/1,9371951 473 | Delta Air Lines Inc.,2014,6,1,2014/6/1,9610386 474 | Delta Air Lines Inc.,2014,7,1,2014/7/1,10064858 475 | Delta Air Lines Inc.,2014,8,1,2014/8/1,9889398 476 | Delta Air Lines Inc.,2014,9,1,2014/9/1,8656327 477 | Delta Air Lines Inc.,2014,10,1,2014/10/1,9462439 478 | Delta Air Lines Inc.,2014,11,1,2014/11/1,8585332 479 | Delta Air Lines Inc.,2014,12,1,2014/12/1,8575816 480 | Delta Air Lines Inc.,2015,1,1,2015/1/1,7789013 481 | Delta Air Lines Inc.,2015,2,1,2015/2/1,7635289 482 | Delta Air Lines Inc.,2015,3,1,2015/3/1,9914085 483 | Delta Air Lines Inc.,2015,4,1,2015/4/1,9549211 484 | Delta Air Lines Inc.,2015,5,1,2015/5/1,10024278 485 | Delta Air Lines Inc.,2015,6,1,2015/6/1,10451983 486 | Delta Air Lines Inc.,2015,7,1,2015/7/1,10870143 487 | Delta Air Lines Inc.,2015,8,1,2015/8/1,10651987 488 | Delta Air Lines Inc.,2015,9,1,2015/9/1,9325832 489 | Delta Air Lines Inc.,2015,10,1,2015/10/1,10213539 490 | Delta Air Lines Inc.,2015,11,1,2015/11/1,9496147 491 | Delta Air Lines Inc.,2015,12,1,2015/12/1,9152908 492 | Delta Air Lines Inc.,2016,1,1,2016/1/1,8489682 493 | Delta Air Lines Inc.,2016,2,1,2016/2/1,8344819 494 | Delta Air Lines Inc.,2016,3,1,2016/3/1,10223819 495 | Delta Air Lines Inc.,2016,4,1,2016/4/1,9897544 496 | Delta Air Lines Inc.,2016,5,1,2016/5/1,10708275 497 | Delta Air Lines Inc.,2016,6,1,2016/6/1,10808972 498 | Delta Air Lines Inc.,2016,7,1,2016/7/1,10938294 499 | Delta Air Lines Inc.,2016,8,1,2016/8/1,10340664 500 | Delta Air Lines Inc.,2016,9,1,2016/9/1,9725769 501 | Delta Air Lines Inc.,2016,10,1,2016/10/1,10408854 502 | Delta Air Lines Inc.,2016,11,1,2016/11/1,9884051 503 | Delta Air Lines Inc.,2016,12,1,2016/12/1,9397847 504 | Delta Air Lines Inc.,2017,1,1,2017/1/1,8545256 505 | Delta Air Lines Inc.,2017,2,1,2017/2/1,8258980 506 | Delta Air Lines Inc.,2017,3,1,2017/3/1,10607668 507 | Delta Air Lines Inc.,2017,4,1,2017/4/1,9698502 508 | Delta Air Lines Inc.,2017,5,1,2017/5/1,10820008 509 | Delta Air Lines Inc.,2017,6,1,2017/6/1,10975236 510 | Delta Air Lines Inc.,2017,7,1,2017/7/1,11314994 511 | Delta Air Lines Inc.,2017,8,1,2017/8/1,11321134 512 | Delta Air Lines Inc.,2017,9,1,2017/9/1,9434081 513 | Delta Air Lines Inc.,2017,10,1,2017/10/1,10751601 514 | Delta Air Lines Inc.,2017,11,1,2017/11/1,9996588 515 | Delta Air Lines Inc.,2017,12,1,2017/12/1,9204905 516 | Delta Air Lines Inc.,2018,1,1,2018/1/1,8586460 517 | Delta Air Lines Inc.,2018,2,1,2018/2/1,8588942 518 | Delta Air Lines Inc.,2018,3,1,2018/3/1,10916362 519 | Delta Air Lines Inc.,2018,4,1,2018/4/1,10474131 520 | Delta Air Lines Inc.,2018,5,1,2018/5/1,11050410 521 | Delta Air Lines Inc.,2018,6,1,2018/6/1,11438148 522 | Delta Air Lines Inc.,2018,7,1,2018/7/1,11924178 523 | Delta Air Lines Inc.,2018,8,1,2018/8/1,11941690 524 | Delta Air Lines Inc.,2018,9,1,2018/9/1,10045470 525 | Delta Air Lines Inc.,2018,10,1,2018/10/1,11096420 526 | Delta Air Lines Inc.,2018,11,1,2018/11/1,10569073 527 | Delta Air Lines Inc.,2018,12,1,2018/12/1,10028140 528 | Delta Air Lines Inc.,2019,1,1,2019/1/1,9271531 529 | Delta Air Lines Inc.,2019,2,1,2019/2/1,8877320 530 | Delta Air Lines Inc.,2019,3,1,2019/3/1,11754883 531 | Delta Air Lines Inc.,2019,4,1,2019/4/1,11249838 532 | Delta Air Lines Inc.,2019,5,1,2019/5/1,12036978 533 | Delta Air Lines Inc.,2019,6,1,2019/6/1,12524397 534 | Delta Air Lines Inc.,2019,7,1,2019/7/1,12971062 535 | Delta Air Lines Inc.,2019,8,1,2019/8/1,12705220 536 | Delta Air Lines Inc.,2019,9,1,2019/9/1,10980358 537 | Delta Air Lines Inc.,2019,10,1,2019/10/1,11886889 538 | Delta Air Lines Inc.,2019,11,1,2019/11/1,10817823 539 | Frontier Airlines Inc.,2005,1,1,2005/1/1,484936 540 | Frontier Airlines Inc.,2005,2,1,2005/2/1,468588 541 | Frontier Airlines Inc.,2005,3,1,2005/3/1,471350 542 | Frontier Airlines Inc.,2005,4,1,2005/4/1,541203 543 | Frontier Airlines Inc.,2005,5,1,2005/5/1,599024 544 | Frontier Airlines Inc.,2005,6,1,2005/6/1,659831 545 | Frontier Airlines Inc.,2005,7,1,2005/7/1,737564 546 | Frontier Airlines Inc.,2005,8,1,2005/8/1,673210 547 | Frontier Airlines Inc.,2005,9,1,2005/9/1,577253 548 | Frontier Airlines Inc.,2005,10,1,2005/10/1,612282 549 | Frontier Airlines Inc.,2005,11,1,2005/11/1,599706 550 | Frontier Airlines Inc.,2005,12,1,2005/12/1,613232 551 | Frontier Airlines Inc.,2006,1,1,2006/1/1,570397 552 | Frontier Airlines Inc.,2006,2,1,2006/2/1,570478 553 | Frontier Airlines Inc.,2006,3,1,2006/3/1,718281 554 | Frontier Airlines Inc.,2006,4,1,2006/4/1,696808 555 | Frontier Airlines Inc.,2006,5,1,2006/5/1,768244 556 | Frontier Airlines Inc.,2006,6,1,2006/6/1,815831 557 | Frontier Airlines Inc.,2006,7,1,2006/7/1,885281 558 | Frontier Airlines Inc.,2006,8,1,2006/8/1,821032 559 | Frontier Airlines Inc.,2006,9,1,2006/9/1,668715 560 | Frontier Airlines Inc.,2006,10,1,2006/10/1,729857 561 | Frontier Airlines Inc.,2006,11,1,2006/11/1,679335 562 | Frontier Airlines Inc.,2006,12,1,2006/12/1,588072 563 | Frontier Airlines Inc.,2007,1,1,2007/1/1,620777 564 | Frontier Airlines Inc.,2007,2,1,2007/2/1,625786 565 | Frontier Airlines Inc.,2007,3,1,2007/3/1,791766 566 | Frontier Airlines Inc.,2007,4,1,2007/4/1,764236 567 | Frontier Airlines Inc.,2007,5,1,2007/5/1,852821 568 | Frontier Airlines Inc.,2007,6,1,2007/6/1,915014 569 | Frontier Airlines Inc.,2007,7,1,2007/7/1,1014345 570 | Frontier Airlines Inc.,2007,8,1,2007/8/1,971436 571 | Frontier Airlines Inc.,2007,9,1,2007/9/1,795514 572 | Frontier Airlines Inc.,2007,10,1,2007/10/1,851848 573 | Frontier Airlines Inc.,2007,11,1,2007/11/1,791420 574 | Frontier Airlines Inc.,2007,12,1,2007/12/1,735337 575 | Frontier Airlines Inc.,2008,1,1,2008/1/1,695791 576 | Frontier Airlines Inc.,2008,2,1,2008/2/1,701817 577 | Frontier Airlines Inc.,2008,3,1,2008/3/1,871466 578 | Frontier Airlines Inc.,2008,4,1,2008/4/1,822681 579 | Frontier Airlines Inc.,2008,5,1,2008/5/1,900761 580 | Frontier Airlines Inc.,2008,6,1,2008/6/1,960551 581 | Frontier Airlines Inc.,2008,7,1,2008/7/1,1049121 582 | Frontier Airlines Inc.,2008,8,1,2008/8/1,992584 583 | Frontier Airlines Inc.,2008,9,1,2008/9/1,793055 584 | Frontier Airlines Inc.,2008,10,1,2008/10/1,820198 585 | Frontier Airlines Inc.,2008,11,1,2008/11/1,730785 586 | Frontier Airlines Inc.,2008,12,1,2008/12/1,757593 587 | Frontier Airlines Inc.,2009,1,1,2009/1/1,650889 588 | Frontier Airlines Inc.,2009,2,1,2009/2/1,621662 589 | Frontier Airlines Inc.,2009,3,1,2009/3/1,751439 590 | Frontier Airlines Inc.,2009,4,1,2009/4/1,732015 591 | Frontier Airlines Inc.,2009,5,1,2009/5/1,814780 592 | Frontier Airlines Inc.,2009,6,1,2009/6/1,877781 593 | Frontier Airlines Inc.,2009,7,1,2009/7/1,943298 594 | Frontier Airlines Inc.,2009,8,1,2009/8/1,900074 595 | Frontier Airlines Inc.,2009,9,1,2009/9/1,774312 596 | Frontier Airlines Inc.,2009,10,1,2009/10/1,768764 597 | Frontier Airlines Inc.,2009,11,1,2009/11/1,629097 598 | Frontier Airlines Inc.,2009,12,1,2009/12/1,609196 599 | Frontier Airlines Inc.,2010,1,1,2010/1/1,525037 600 | Frontier Airlines Inc.,2010,2,1,2010/2/1,528215 601 | Frontier Airlines Inc.,2010,3,1,2010/3/1,755098 602 | Frontier Airlines Inc.,2010,4,1,2010/4/1,733140 603 | Frontier Airlines Inc.,2010,5,1,2010/5/1,802573 604 | Frontier Airlines Inc.,2010,6,1,2010/6/1,849695 605 | Frontier Airlines Inc.,2010,7,1,2010/7/1,910776 606 | Frontier Airlines Inc.,2010,8,1,2010/8/1,873958 607 | Frontier Airlines Inc.,2010,9,1,2010/9/1,744427 608 | Frontier Airlines Inc.,2010,10,1,2010/10/1,768167 609 | Frontier Airlines Inc.,2010,11,1,2010/11/1,695241 610 | Frontier Airlines Inc.,2010,12,1,2010/12/1,692902 611 | Frontier Airlines Inc.,2011,1,1,2011/1/1,625380 612 | Frontier Airlines Inc.,2011,2,1,2011/2/1,592892 613 | Frontier Airlines Inc.,2011,3,1,2011/3/1,777664 614 | Frontier Airlines Inc.,2011,4,1,2011/4/1,734956 615 | Frontier Airlines Inc.,2011,5,1,2011/5/1,881514 616 | Frontier Airlines Inc.,2011,6,1,2011/6/1,959775 617 | Frontier Airlines Inc.,2011,7,1,2011/7/1,1024537 618 | Frontier Airlines Inc.,2011,8,1,2011/8/1,1040779 619 | Frontier Airlines Inc.,2011,9,1,2011/9/1,923227 620 | Frontier Airlines Inc.,2011,10,1,2011/10/1,922587 621 | Frontier Airlines Inc.,2011,11,1,2011/11/1,871830 622 | Frontier Airlines Inc.,2011,12,1,2011/12/1,863978 623 | Frontier Airlines Inc.,2012,1,1,2012/1/1,741160 624 | Frontier Airlines Inc.,2012,2,1,2012/2/1,704766 625 | Frontier Airlines Inc.,2012,3,1,2012/3/1,816229 626 | Frontier Airlines Inc.,2012,4,1,2012/4/1,761948 627 | Frontier Airlines Inc.,2012,5,1,2012/5/1,859387 628 | Frontier Airlines Inc.,2012,6,1,2012/6/1,915651 629 | Frontier Airlines Inc.,2012,7,1,2012/7/1,964113 630 | Frontier Airlines Inc.,2012,8,1,2012/8/1,935721 631 | Frontier Airlines Inc.,2012,9,1,2012/9/1,803402 632 | Frontier Airlines Inc.,2012,10,1,2012/10/1,850841 633 | Frontier Airlines Inc.,2012,11,1,2012/11/1,791900 634 | Frontier Airlines Inc.,2012,12,1,2012/12/1,799988 635 | Frontier Airlines Inc.,2013,1,1,2013/1/1,723069 636 | Frontier Airlines Inc.,2013,2,1,2013/2/1,644217 637 | Frontier Airlines Inc.,2013,3,1,2013/3/1,750145 638 | Frontier Airlines Inc.,2013,4,1,2013/4/1,723988 639 | Frontier Airlines Inc.,2013,5,1,2013/5/1,862000 640 | Frontier Airlines Inc.,2013,6,1,2013/6/1,887549 641 | Frontier Airlines Inc.,2013,7,1,2013/7/1,923400 642 | Frontier Airlines Inc.,2013,8,1,2013/8/1,934662 643 | Frontier Airlines Inc.,2013,9,1,2013/9/1,866863 644 | Frontier Airlines Inc.,2013,10,1,2013/10/1,873529 645 | Frontier Airlines Inc.,2013,11,1,2013/11/1,836588 646 | Frontier Airlines Inc.,2013,12,1,2013/12/1,865701 647 | Frontier Airlines Inc.,2014,1,1,2014/1/1,744830 648 | Frontier Airlines Inc.,2014,2,1,2014/2/1,681175 649 | Frontier Airlines Inc.,2014,3,1,2014/3/1,812194 650 | Frontier Airlines Inc.,2014,4,1,2014/4/1,800296 651 | Frontier Airlines Inc.,2014,5,1,2014/5/1,976807 652 | Frontier Airlines Inc.,2014,6,1,2014/6/1,1039301 653 | Frontier Airlines Inc.,2014,7,1,2014/7/1,1110841 654 | Frontier Airlines Inc.,2014,8,1,2014/8/1,1097382 655 | Frontier Airlines Inc.,2014,9,1,2014/9/1,1034452 656 | Frontier Airlines Inc.,2014,10,1,2014/10/1,1057192 657 | Frontier Airlines Inc.,2014,11,1,2014/11/1,981936 658 | Frontier Airlines Inc.,2014,12,1,2014/12/1,1021461 659 | Frontier Airlines Inc.,2015,1,1,2015/1/1,858634 660 | Frontier Airlines Inc.,2015,2,1,2015/2/1,748777 661 | Frontier Airlines Inc.,2015,3,1,2015/3/1,907799 662 | Frontier Airlines Inc.,2015,4,1,2015/4/1,916541 663 | Frontier Airlines Inc.,2015,5,1,2015/5/1,1059186 664 | Frontier Airlines Inc.,2015,6,1,2015/6/1,1069752 665 | Frontier Airlines Inc.,2015,7,1,2015/7/1,1103745 666 | Frontier Airlines Inc.,2015,8,1,2015/8/1,1075190 667 | Frontier Airlines Inc.,2015,9,1,2015/9/1,1064497 668 | Frontier Airlines Inc.,2015,10,1,2015/10/1,1169556 669 | Frontier Airlines Inc.,2015,11,1,2015/11/1,1104437 670 | Frontier Airlines Inc.,2015,12,1,2015/12/1,1154191 671 | Frontier Airlines Inc.,2016,1,1,2016/1/1,999682 672 | Frontier Airlines Inc.,2016,2,1,2016/2/1,968489 673 | Frontier Airlines Inc.,2016,3,1,2016/3/1,1043458 674 | Frontier Airlines Inc.,2016,4,1,2016/4/1,1018794 675 | Frontier Airlines Inc.,2016,5,1,2016/5/1,1167600 676 | Frontier Airlines Inc.,2016,6,1,2016/6/1,1234878 677 | Frontier Airlines Inc.,2016,7,1,2016/7/1,1402105 678 | Frontier Airlines Inc.,2016,8,1,2016/8/1,1349217 679 | Frontier Airlines Inc.,2016,9,1,2016/9/1,1275476 680 | Frontier Airlines Inc.,2016,10,1,2016/10/1,1300188 681 | Frontier Airlines Inc.,2016,11,1,2016/11/1,1180536 682 | Frontier Airlines Inc.,2016,12,1,2016/12/1,1164902 683 | Frontier Airlines Inc.,2017,1,1,2017/1/1,1125268 684 | Frontier Airlines Inc.,2017,2,1,2017/2/1,1041222 685 | Frontier Airlines Inc.,2017,3,1,2017/3/1,1252015 686 | Frontier Airlines Inc.,2017,4,1,2017/4/1,1226476 687 | Frontier Airlines Inc.,2017,5,1,2017/5/1,1337628 688 | Frontier Airlines Inc.,2017,6,1,2017/6/1,1421202 689 | Frontier Airlines Inc.,2017,7,1,2017/7/1,1532220 690 | Frontier Airlines Inc.,2017,8,1,2017/8/1,1420092 691 | Frontier Airlines Inc.,2017,9,1,2017/9/1,1251976 692 | Frontier Airlines Inc.,2017,10,1,2017/10/1,1426373 693 | Frontier Airlines Inc.,2017,11,1,2017/11/1,1429239 694 | Frontier Airlines Inc.,2017,12,1,2017/12/1,1506636 695 | Frontier Airlines Inc.,2018,1,1,2018/1/1,1409902 696 | Frontier Airlines Inc.,2018,2,1,2018/2/1,1318540 697 | Frontier Airlines Inc.,2018,3,1,2018/3/1,1522011 698 | Frontier Airlines Inc.,2018,4,1,2018/4/1,1462819 699 | Frontier Airlines Inc.,2018,5,1,2018/5/1,1627716 700 | Frontier Airlines Inc.,2018,6,1,2018/6/1,1643538 701 | Frontier Airlines Inc.,2018,7,1,2018/7/1,1718913 702 | Frontier Airlines Inc.,2018,8,1,2018/8/1,1634566 703 | Frontier Airlines Inc.,2018,9,1,2018/9/1,1537040 704 | Frontier Airlines Inc.,2018,10,1,2018/10/1,1652365 705 | Frontier Airlines Inc.,2018,11,1,2018/11/1,1553989 706 | Frontier Airlines Inc.,2018,12,1,2018/12/1,1587208 707 | Frontier Airlines Inc.,2019,1,1,2019/1/1,1531366 708 | Frontier Airlines Inc.,2019,2,1,2019/2/1,1418108 709 | Frontier Airlines Inc.,2019,3,1,2019/3/1,1637158 710 | Frontier Airlines Inc.,2019,4,1,2019/4/1,1586729 711 | Frontier Airlines Inc.,2019,5,1,2019/5/1,1893700 712 | Frontier Airlines Inc.,2019,6,1,2019/6/1,1950794 713 | Frontier Airlines Inc.,2019,7,1,2019/7/1,2113070 714 | Frontier Airlines Inc.,2019,8,1,2019/8/1,2016283 715 | Frontier Airlines Inc.,2019,9,1,2019/9/1,1796993 716 | Frontier Airlines Inc.,2019,10,1,2019/10/1,1996858 717 | Frontier Airlines Inc.,2019,11,1,2019/11/1,1921426 718 | JetBlue Airways,2005,1,1,2005/1/1,1054428 719 | JetBlue Airways,2005,2,1,2005/2/1,1012385 720 | JetBlue Airways,2005,3,1,2005/3/1,1263336 721 | JetBlue Airways,2005,4,1,2005/4/1,1225898 722 | JetBlue Airways,2005,5,1,2005/5/1,1187346 723 | JetBlue Airways,2005,6,1,2005/6/1,1219847 724 | JetBlue Airways,2005,7,1,2005/7/1,1344966 725 | JetBlue Airways,2005,8,1,2005/8/1,1329343 726 | JetBlue Airways,2005,9,1,2005/9/1,1034434 727 | JetBlue Airways,2005,10,1,2005/10/1,1115026 728 | JetBlue Airways,2005,11,1,2005/11/1,1276870 729 | JetBlue Airways,2005,12,1,2005/12/1,1399053 730 | JetBlue Airways,2006,1,1,2006/1/1,1354604 731 | JetBlue Airways,2006,2,1,2006/2/1,1295512 732 | JetBlue Airways,2006,3,1,2006/3/1,1592972 733 | JetBlue Airways,2006,4,1,2006/4/1,1565206 734 | JetBlue Airways,2006,5,1,2006/5/1,1385668 735 | JetBlue Airways,2006,6,1,2006/6/1,1459971 736 | JetBlue Airways,2006,7,1,2006/7/1,1671123 737 | JetBlue Airways,2006,8,1,2006/8/1,1678379 738 | JetBlue Airways,2006,9,1,2006/9/1,1294543 739 | JetBlue Airways,2006,10,1,2006/10/1,1512825 740 | JetBlue Airways,2006,11,1,2006/11/1,1596680 741 | JetBlue Airways,2006,12,1,2006/12/1,1690538 742 | JetBlue Airways,2007,1,1,2007/1/1,1600180 743 | JetBlue Airways,2007,2,1,2007/2/1,1435522 744 | JetBlue Airways,2007,3,1,2007/3/1,1867683 745 | JetBlue Airways,2007,4,1,2007/4/1,1871106 746 | JetBlue Airways,2007,5,1,2007/5/1,1758736 747 | JetBlue Airways,2007,6,1,2007/6/1,1745168 748 | JetBlue Airways,2007,7,1,2007/7/1,1923201 749 | JetBlue Airways,2007,8,1,2007/8/1,1926750 750 | JetBlue Airways,2007,9,1,2007/9/1,1432461 751 | JetBlue Airways,2007,10,1,2007/10/1,1571677 752 | JetBlue Airways,2007,11,1,2007/11/1,1669047 753 | JetBlue Airways,2007,12,1,2007/12/1,1726062 754 | JetBlue Airways,2008,1,1,2008/1/1,1639370 755 | JetBlue Airways,2008,2,1,2008/2/1,1617653 756 | JetBlue Airways,2008,3,1,2008/3/1,1943610 757 | JetBlue Airways,2008,4,1,2008/4/1,1823912 758 | JetBlue Airways,2008,5,1,2008/5/1,1699380 759 | JetBlue Airways,2008,6,1,2008/6/1,1793272 760 | JetBlue Airways,2008,7,1,2008/7/1,1967667 761 | JetBlue Airways,2008,8,1,2008/8/1,1956394 762 | JetBlue Airways,2008,9,1,2008/9/1,1348592 763 | JetBlue Airways,2008,10,1,2008/10/1,1494997 764 | JetBlue Airways,2008,11,1,2008/11/1,1537056 765 | JetBlue Airways,2008,12,1,2008/12/1,1696031 766 | JetBlue Airways,2009,1,1,2009/1/1,1512870 767 | JetBlue Airways,2009,2,1,2009/2/1,1468858 768 | JetBlue Airways,2009,3,1,2009/3/1,1772633 769 | JetBlue Airways,2009,4,1,2009/4/1,1747015 770 | JetBlue Airways,2009,5,1,2009/5/1,1646075 771 | JetBlue Airways,2009,6,1,2009/6/1,1708753 772 | JetBlue Airways,2009,7,1,2009/7/1,1922565 773 | JetBlue Airways,2009,8,1,2009/8/1,1919323 774 | JetBlue Airways,2009,9,1,2009/9/1,1452463 775 | JetBlue Airways,2009,10,1,2009/10/1,1556998 776 | JetBlue Airways,2009,11,1,2009/11/1,1578488 777 | JetBlue Airways,2009,12,1,2009/12/1,1736318 778 | JetBlue Airways,2010,1,1,2010/1/1,1537295 779 | JetBlue Airways,2010,2,1,2010/2/1,1436320 780 | JetBlue Airways,2010,3,1,2010/3/1,1858367 781 | JetBlue Airways,2010,4,1,2010/4/1,1782058 782 | JetBlue Airways,2010,5,1,2010/5/1,1729386 783 | JetBlue Airways,2010,6,1,2010/6/1,1809057 784 | JetBlue Airways,2010,7,1,2010/7/1,2002980 785 | JetBlue Airways,2010,8,1,2010/8/1,1986949 786 | JetBlue Airways,2010,9,1,2010/9/1,1645856 787 | JetBlue Airways,2010,10,1,2010/10/1,1787867 788 | JetBlue Airways,2010,11,1,2010/11/1,1779764 789 | JetBlue Airways,2010,12,1,2010/12/1,1788764 790 | JetBlue Airways,2011,1,1,2011/1/1,1667209 791 | JetBlue Airways,2011,2,1,2011/2/1,1596782 792 | JetBlue Airways,2011,3,1,2011/3/1,2025670 793 | JetBlue Airways,2011,4,1,2011/4/1,1901695 794 | JetBlue Airways,2011,5,1,2011/5/1,1923960 795 | JetBlue Airways,2011,6,1,2011/6/1,1951745 796 | JetBlue Airways,2011,7,1,2011/7/1,2196017 797 | JetBlue Airways,2011,8,1,2011/8/1,2063143 798 | JetBlue Airways,2011,9,1,2011/9/1,1763632 799 | JetBlue Airways,2011,10,1,2011/10/1,1911570 800 | JetBlue Airways,2011,11,1,2011/11/1,1931320 801 | JetBlue Airways,2011,12,1,2011/12/1,2007951 802 | JetBlue Airways,2012,1,1,2012/1/1,1863646 803 | JetBlue Airways,2012,2,1,2012/2/1,1831277 804 | JetBlue Airways,2012,3,1,2012/3/1,2219887 805 | JetBlue Airways,2012,4,1,2012/4/1,2121516 806 | JetBlue Airways,2012,5,1,2012/5/1,2061687 807 | JetBlue Airways,2012,6,1,2012/6/1,2138622 808 | JetBlue Airways,2012,7,1,2012/7/1,2348297 809 | JetBlue Airways,2012,8,1,2012/8/1,2350701 810 | JetBlue Airways,2012,9,1,2012/9/1,1866666 811 | JetBlue Airways,2012,10,1,2012/10/1,1925619 812 | JetBlue Airways,2012,11,1,2012/11/1,2032540 813 | JetBlue Airways,2012,12,1,2012/12/1,2124634 814 | JetBlue Airways,2013,1,1,2013/1/1,2041238 815 | JetBlue Airways,2013,2,1,2013/2/1,1852019 816 | JetBlue Airways,2013,3,1,2013/3/1,2349370 817 | JetBlue Airways,2013,4,1,2013/4/1,2163700 818 | JetBlue Airways,2013,5,1,2013/5/1,2205955 819 | JetBlue Airways,2013,6,1,2013/6/1,2247923 820 | JetBlue Airways,2013,7,1,2013/7/1,2442024 821 | JetBlue Airways,2013,8,1,2013/8/1,2424632 822 | JetBlue Airways,2013,9,1,2013/9/1,1876073 823 | JetBlue Airways,2013,10,1,2013/10/1,2027721 824 | JetBlue Airways,2013,11,1,2013/11/1,1973904 825 | JetBlue Airways,2013,12,1,2013/12/1,2253747 826 | JetBlue Airways,2014,1,1,2014/1/1,1924931 827 | JetBlue Airways,2014,2,1,2014/2/1,1856847 828 | JetBlue Airways,2014,3,1,2014/3/1,2309749 829 | JetBlue Airways,2014,4,1,2014/4/1,2244870 830 | JetBlue Airways,2014,5,1,2014/5/1,2273622 831 | JetBlue Airways,2014,6,1,2014/6/1,2265374 832 | JetBlue Airways,2014,7,1,2014/7/1,2462573 833 | JetBlue Airways,2014,8,1,2014/8/1,2500412 834 | JetBlue Airways,2014,9,1,2014/9/1,1980744 835 | JetBlue Airways,2014,10,1,2014/10/1,2193453 836 | JetBlue Airways,2014,11,1,2014/11/1,2127217 837 | JetBlue Airways,2014,12,1,2014/12/1,2326339 838 | JetBlue Airways,2015,1,1,2015/1/1,2154909 839 | JetBlue Airways,2015,2,1,2015/2/1,2014989 840 | JetBlue Airways,2015,3,1,2015/3/1,2497499 841 | JetBlue Airways,2015,4,1,2015/4/1,2425859 842 | JetBlue Airways,2015,5,1,2015/5/1,2473838 843 | JetBlue Airways,2015,6,1,2015/6/1,2452560 844 | JetBlue Airways,2015,7,1,2015/7/1,2645339 845 | JetBlue Airways,2015,8,1,2015/8/1,2607840 846 | JetBlue Airways,2015,9,1,2015/9/1,2198480 847 | JetBlue Airways,2015,10,1,2015/10/1,2413819 848 | JetBlue Airways,2015,11,1,2015/11/1,2394957 849 | JetBlue Airways,2015,12,1,2015/12/1,2545245 850 | JetBlue Airways,2016,1,1,2016/1/1,2361374 851 | JetBlue Airways,2016,2,1,2016/2/1,2344496 852 | JetBlue Airways,2016,3,1,2016/3/1,2717299 853 | JetBlue Airways,2016,4,1,2016/4/1,2563377 854 | JetBlue Airways,2016,5,1,2016/5/1,2700059 855 | JetBlue Airways,2016,6,1,2016/6/1,2685827 856 | JetBlue Airways,2016,7,1,2016/7/1,2812217 857 | JetBlue Airways,2016,8,1,2016/8/1,2778218 858 | JetBlue Airways,2016,9,1,2016/9/1,2421409 859 | JetBlue Airways,2016,10,1,2016/10/1,2538473 860 | JetBlue Airways,2016,11,1,2016/11/1,2602002 861 | JetBlue Airways,2016,12,1,2016/12/1,2714232 862 | JetBlue Airways,2017,1,1,2017/1/1,2649102 863 | JetBlue Airways,2017,2,1,2017/2/1,2383458 864 | JetBlue Airways,2017,3,1,2017/3/1,2846894 865 | JetBlue Airways,2017,4,1,2017/4/1,2808967 866 | JetBlue Airways,2017,5,1,2017/5/1,2800053 867 | JetBlue Airways,2017,6,1,2017/6/1,2790054 868 | JetBlue Airways,2017,7,1,2017/7/1,2906813 869 | JetBlue Airways,2017,8,1,2017/8/1,2883324 870 | JetBlue Airways,2017,9,1,2017/9/1,2282646 871 | JetBlue Airways,2017,10,1,2017/10/1,2645810 872 | JetBlue Airways,2017,11,1,2017/11/1,2636597 873 | JetBlue Airways,2017,12,1,2017/12/1,2762115 874 | JetBlue Airways,2018,1,1,2018/1/1,2542390 875 | JetBlue Airways,2018,2,1,2018/2/1,2512048 876 | JetBlue Airways,2018,3,1,2018/3/1,2972928 877 | JetBlue Airways,2018,4,1,2018/4/1,2951238 878 | JetBlue Airways,2018,5,1,2018/5/1,2995190 879 | JetBlue Airways,2018,6,1,2018/6/1,2964246 880 | JetBlue Airways,2018,7,1,2018/7/1,3078555 881 | JetBlue Airways,2018,8,1,2018/8/1,3045516 882 | JetBlue Airways,2018,9,1,2018/9/1,2570899 883 | JetBlue Airways,2018,10,1,2018/10/1,2773261 884 | JetBlue Airways,2018,11,1,2018/11/1,2751673 885 | JetBlue Airways,2018,12,1,2018/12/1,2807627 886 | JetBlue Airways,2019,1,1,2019/1/1,2542011 887 | JetBlue Airways,2019,2,1,2019/2/1,2496820 888 | JetBlue Airways,2019,3,1,2019/3/1,3006607 889 | JetBlue Airways,2019,4,1,2019/4/1,2910881 890 | JetBlue Airways,2019,5,1,2019/5/1,2937219 891 | JetBlue Airways,2019,6,1,2019/6/1,2868488 892 | JetBlue Airways,2019,7,1,2019/7/1,3013644 893 | JetBlue Airways,2019,8,1,2019/8/1,2943235 894 | JetBlue Airways,2019,9,1,2019/9/1,2582051 895 | JetBlue Airways,2019,10,1,2019/10/1,2829931 896 | JetBlue Airways,2019,11,1,2019/11/1,2755625 897 | Southwest Airlines Co.,2005,1,1,2005/1/1,6039969 898 | Southwest Airlines Co.,2005,2,1,2005/2/1,6081794 899 | Southwest Airlines Co.,2005,3,1,2005/3/1,7673320 900 | Southwest Airlines Co.,2005,4,1,2005/4/1,7130726 901 | Southwest Airlines Co.,2005,5,1,2005/5/1,7777541 902 | Southwest Airlines Co.,2005,6,1,2005/6/1,7881932 903 | Southwest Airlines Co.,2005,7,1,2005/7/1,8487413 904 | Southwest Airlines Co.,2005,8,1,2005/8/1,8127955 905 | Southwest Airlines Co.,2005,9,1,2005/9/1,6991028 906 | Southwest Airlines Co.,2005,10,1,2005/10/1,7571730 907 | Southwest Airlines Co.,2005,11,1,2005/11/1,7411621 908 | Southwest Airlines Co.,2005,12,1,2005/12/1,7260803 909 | Southwest Airlines Co.,2006,1,1,2006/1/1,6863060 910 | Southwest Airlines Co.,2006,2,1,2006/2/1,6822077 911 | Southwest Airlines Co.,2006,3,1,2006/3/1,8343586 912 | Southwest Airlines Co.,2006,4,1,2006/4/1,8135511 913 | Southwest Airlines Co.,2006,5,1,2006/5/1,8492972 914 | Southwest Airlines Co.,2006,6,1,2006/6/1,8691049 915 | Southwest Airlines Co.,2006,7,1,2006/7/1,8767479 916 | Southwest Airlines Co.,2006,8,1,2006/8/1,8659803 917 | Southwest Airlines Co.,2006,9,1,2006/9/1,7464176 918 | Southwest Airlines Co.,2006,10,1,2006/10/1,8145477 919 | Southwest Airlines Co.,2006,11,1,2006/11/1,8070523 920 | Southwest Airlines Co.,2006,12,1,2006/12/1,7874537 921 | Southwest Airlines Co.,2007,1,1,2007/1/1,7288618 922 | Southwest Airlines Co.,2007,2,1,2007/2/1,6989449 923 | Southwest Airlines Co.,2007,3,1,2007/3/1,8635042 924 | Southwest Airlines Co.,2007,4,1,2007/4/1,8438871 925 | Southwest Airlines Co.,2007,5,1,2007/5/1,8932038 926 | Southwest Airlines Co.,2007,6,1,2007/6/1,9526727 927 | Southwest Airlines Co.,2007,7,1,2007/7/1,9658832 928 | Southwest Airlines Co.,2007,8,1,2007/8/1,9605342 929 | Southwest Airlines Co.,2007,9,1,2007/9/1,7981790 930 | Southwest Airlines Co.,2007,10,1,2007/10/1,8527472 931 | Southwest Airlines Co.,2007,11,1,2007/11/1,8277258 932 | Southwest Airlines Co.,2007,12,1,2007/12/1,8086361 933 | Southwest Airlines Co.,2008,1,1,2008/1/1,7660485 934 | Southwest Airlines Co.,2008,2,1,2008/2/1,7747320 935 | Southwest Airlines Co.,2008,3,1,2008/3/1,9316421 936 | Southwest Airlines Co.,2008,4,1,2008/4/1,8799779 937 | Southwest Airlines Co.,2008,5,1,2008/5/1,9307439 938 | Southwest Airlines Co.,2008,6,1,2008/6/1,9455039 939 | Southwest Airlines Co.,2008,7,1,2008/7/1,9364187 940 | Southwest Airlines Co.,2008,8,1,2008/8/1,8971990 941 | Southwest Airlines Co.,2008,9,1,2008/9/1,7354983 942 | Southwest Airlines Co.,2008,10,1,2008/10/1,8567158 943 | Southwest Airlines Co.,2008,11,1,2008/11/1,7452214 944 | Southwest Airlines Co.,2008,12,1,2008/12/1,7968537 945 | Southwest Airlines Co.,2009,1,1,2009/1/1,6998032 946 | Southwest Airlines Co.,2009,2,1,2009/2/1,7069327 947 | Southwest Airlines Co.,2009,3,1,2009/3/1,8992624 948 | Southwest Airlines Co.,2009,4,1,2009/4/1,8816711 949 | Southwest Airlines Co.,2009,5,1,2009/5/1,8687517 950 | Southwest Airlines Co.,2009,6,1,2009/6/1,9007052 951 | Southwest Airlines Co.,2009,7,1,2009/7/1,9555659 952 | Southwest Airlines Co.,2009,8,1,2009/8/1,8890924 953 | Southwest Airlines Co.,2009,9,1,2009/9/1,7954509 954 | Southwest Airlines Co.,2009,10,1,2009/10/1,8780452 955 | Southwest Airlines Co.,2009,11,1,2009/11/1,8260792 956 | Southwest Airlines Co.,2009,12,1,2009/12/1,8360791 957 | Southwest Airlines Co.,2010,1,1,2010/1/1,7585165 958 | Southwest Airlines Co.,2010,2,1,2010/2/1,6965045 959 | Southwest Airlines Co.,2010,3,1,2010/3/1,9159022 960 | Southwest Airlines Co.,2010,4,1,2010/4/1,8913680 961 | Southwest Airlines Co.,2010,5,1,2010/5/1,9082703 962 | Southwest Airlines Co.,2010,6,1,2010/6/1,9563120 963 | Southwest Airlines Co.,2010,7,1,2010/7/1,10001269 964 | Southwest Airlines Co.,2010,8,1,2010/8/1,9504071 965 | Southwest Airlines Co.,2010,9,1,2010/9/1,8314908 966 | Southwest Airlines Co.,2010,10,1,2010/10/1,9365754 967 | Southwest Airlines Co.,2010,11,1,2010/11/1,8863274 968 | Southwest Airlines Co.,2010,12,1,2010/12/1,8952422 969 | Southwest Airlines Co.,2011,1,1,2011/1/1,8312033 970 | Southwest Airlines Co.,2011,2,1,2011/2/1,7604711 971 | Southwest Airlines Co.,2011,3,1,2011/3/1,9694245 972 | Southwest Airlines Co.,2011,4,1,2011/4/1,9226598 973 | Southwest Airlines Co.,2011,5,1,2011/5/1,9708725 974 | Southwest Airlines Co.,2011,6,1,2011/6/1,9925955 975 | Southwest Airlines Co.,2011,7,1,2011/7/1,10118899 976 | Southwest Airlines Co.,2011,8,1,2011/8/1,9607787 977 | Southwest Airlines Co.,2011,9,1,2011/9/1,8754402 978 | Southwest Airlines Co.,2011,10,1,2011/10/1,9527085 979 | Southwest Airlines Co.,2011,11,1,2011/11/1,9076317 980 | Southwest Airlines Co.,2011,12,1,2011/12/1,9067582 981 | Southwest Airlines Co.,2012,1,1,2012/1/1,8173926 982 | Southwest Airlines Co.,2012,2,1,2012/2/1,8051869 983 | Southwest Airlines Co.,2012,3,1,2012/3/1,9750824 984 | Southwest Airlines Co.,2012,4,1,2012/4/1,9373245 985 | Southwest Airlines Co.,2012,5,1,2012/5/1,9752951 986 | Southwest Airlines Co.,2012,6,1,2012/6/1,10100428 987 | Southwest Airlines Co.,2012,7,1,2012/7/1,10440288 988 | Southwest Airlines Co.,2012,8,1,2012/8/1,10109554 989 | Southwest Airlines Co.,2012,9,1,2012/9/1,8713835 990 | Southwest Airlines Co.,2012,10,1,2012/10/1,9597586 991 | Southwest Airlines Co.,2012,11,1,2012/11/1,9168778 992 | Southwest Airlines Co.,2012,12,1,2012/12/1,9043373 993 | Southwest Airlines Co.,2013,1,1,2013/1/1,8053428 994 | Southwest Airlines Co.,2013,2,1,2013/2/1,7897964 995 | Southwest Airlines Co.,2013,3,1,2013/3/1,10254278 996 | Southwest Airlines Co.,2013,4,1,2013/4/1,9647424 997 | Southwest Airlines Co.,2013,5,1,2013/5/1,10356918 998 | Southwest Airlines Co.,2013,6,1,2013/6/1,10503342 999 | Southwest Airlines Co.,2013,7,1,2013/7/1,10517089 1000 | Southwest Airlines Co.,2013,8,1,2013/8/1,9929985 1001 | Southwest Airlines Co.,2013,9,1,2013/9/1,8900642 1002 | Southwest Airlines Co.,2013,10,1,2013/10/1,9770418 1003 | Southwest Airlines Co.,2013,11,1,2013/11/1,9288755 1004 | Southwest Airlines Co.,2013,12,1,2013/12/1,10256284 1005 | Southwest Airlines Co.,2014,1,1,2014/1/1,8577883 1006 | Southwest Airlines Co.,2014,2,1,2014/2/1,8384739 1007 | Southwest Airlines Co.,2014,3,1,2014/3/1,10951384 1008 | Southwest Airlines Co.,2014,4,1,2014/4/1,10569589 1009 | Southwest Airlines Co.,2014,5,1,2014/5/1,11029837 1010 | Southwest Airlines Co.,2014,6,1,2014/6/1,11508473 1011 | Southwest Airlines Co.,2014,7,1,2014/7/1,11919149 1012 | Southwest Airlines Co.,2014,8,1,2014/8/1,11135659 1013 | Southwest Airlines Co.,2014,9,1,2014/9/1,10031380 1014 | Southwest Airlines Co.,2014,10,1,2014/10/1,10959375 1015 | Southwest Airlines Co.,2014,11,1,2014/11/1,10422175 1016 | Southwest Airlines Co.,2014,12,1,2014/12/1,11256063 1017 | Southwest Airlines Co.,2015,1,1,2015/1/1,9898584 1018 | Southwest Airlines Co.,2015,2,1,2015/2/1,9408036 1019 | Southwest Airlines Co.,2015,3,1,2015/3/1,12360919 1020 | Southwest Airlines Co.,2015,4,1,2015/4/1,12024065 1021 | Southwest Airlines Co.,2015,5,1,2015/5/1,12385001 1022 | Southwest Airlines Co.,2015,6,1,2015/6/1,12697600 1023 | Southwest Airlines Co.,2015,7,1,2015/7/1,13389219 1024 | Southwest Airlines Co.,2015,8,1,2015/8/1,12438071 1025 | Southwest Airlines Co.,2015,9,1,2015/9/1,11431175 1026 | Southwest Airlines Co.,2015,10,1,2015/10/1,12381536 1027 | Southwest Airlines Co.,2015,11,1,2015/11/1,11925053 1028 | Southwest Airlines Co.,2015,12,1,2015/12/1,12130893 1029 | Southwest Airlines Co.,2016,1,1,2016/1/1,10703598 1030 | Southwest Airlines Co.,2016,2,1,2016/2/1,10382857 1031 | Southwest Airlines Co.,2016,3,1,2016/3/1,12866196 1032 | Southwest Airlines Co.,2016,4,1,2016/4/1,12369644 1033 | Southwest Airlines Co.,2016,5,1,2016/5/1,13000864 1034 | Southwest Airlines Co.,2016,6,1,2016/6/1,13336256 1035 | Southwest Airlines Co.,2016,7,1,2016/7/1,13308478 1036 | Southwest Airlines Co.,2016,8,1,2016/8/1,12691548 1037 | Southwest Airlines Co.,2016,9,1,2016/9/1,12142335 1038 | Southwest Airlines Co.,2016,10,1,2016/10/1,12828004 1039 | Southwest Airlines Co.,2016,11,1,2016/11/1,12695956 1040 | Southwest Airlines Co.,2016,12,1,2016/12/1,12553018 1041 | Southwest Airlines Co.,2017,1,1,2017/1/1,11041043 1042 | Southwest Airlines Co.,2017,2,1,2017/2/1,10409532 1043 | Southwest Airlines Co.,2017,3,1,2017/3/1,13272519 1044 | Southwest Airlines Co.,2017,4,1,2017/4/1,13125130 1045 | Southwest Airlines Co.,2017,5,1,2017/5/1,13384226 1046 | Southwest Airlines Co.,2017,6,1,2017/6/1,13876723 1047 | Southwest Airlines Co.,2017,7,1,2017/7/1,14195839 1048 | Southwest Airlines Co.,2017,8,1,2017/8/1,13318461 1049 | Southwest Airlines Co.,2017,9,1,2017/9/1,11736820 1050 | Southwest Airlines Co.,2017,10,1,2017/10/1,13256508 1051 | Southwest Airlines Co.,2017,11,1,2017/11/1,13260621 1052 | Southwest Airlines Co.,2017,12,1,2017/12/1,12981658 1053 | Southwest Airlines Co.,2018,1,1,2018/1/1,11659517 1054 | Southwest Airlines Co.,2018,2,1,2018/2/1,10924425 1055 | Southwest Airlines Co.,2018,3,1,2018/3/1,13903590 1056 | Southwest Airlines Co.,2018,4,1,2018/4/1,13400261 1057 | Southwest Airlines Co.,2018,5,1,2018/5/1,14042935 1058 | Southwest Airlines Co.,2018,6,1,2018/6/1,14255908 1059 | Southwest Airlines Co.,2018,7,1,2018/7/1,14456573 1060 | Southwest Airlines Co.,2018,8,1,2018/8/1,13594850 1061 | Southwest Airlines Co.,2018,9,1,2018/9/1,12239536 1062 | Southwest Airlines Co.,2018,10,1,2018/10/1,13773736 1063 | Southwest Airlines Co.,2018,11,1,2018/11/1,13633112 1064 | Southwest Airlines Co.,2018,12,1,2018/12/1,13212283 1065 | Southwest Airlines Co.,2019,1,1,2019/1/1,11615649 1066 | Southwest Airlines Co.,2019,2,1,2019/2/1,11053905 1067 | Southwest Airlines Co.,2019,3,1,2019/3/1,13992835 1068 | Southwest Airlines Co.,2019,4,1,2019/4/1,13361135 1069 | Southwest Airlines Co.,2019,5,1,2019/5/1,14027165 1070 | Southwest Airlines Co.,2019,6,1,2019/6/1,14003964 1071 | Southwest Airlines Co.,2019,7,1,2019/7/1,14271666 1072 | Southwest Airlines Co.,2019,8,1,2019/8/1,13521140 1073 | Southwest Airlines Co.,2019,9,1,2019/9/1,12398285 1074 | Southwest Airlines Co.,2019,10,1,2019/10/1,13756034 1075 | Southwest Airlines Co.,2019,11,1,2019/11/1,12701731 1076 | Spirit Air Lines,2005,1,1,2005/1/1,378081 1077 | Spirit Air Lines,2005,2,1,2005/2/1,360730 1078 | Spirit Air Lines,2005,3,1,2005/3/1,456232 1079 | Spirit Air Lines,2005,4,1,2005/4/1,404165 1080 | Spirit Air Lines,2005,5,1,2005/5/1,342736 1081 | Spirit Air Lines,2005,6,1,2005/6/1,349505 1082 | Spirit Air Lines,2005,7,1,2005/7/1,404716 1083 | Spirit Air Lines,2005,8,1,2005/8/1,352407 1084 | Spirit Air Lines,2005,9,1,2005/9/1,240118 1085 | Spirit Air Lines,2005,10,1,2005/10/1,249199 1086 | Spirit Air Lines,2005,11,1,2005/11/1,260634 1087 | Spirit Air Lines,2005,12,1,2005/12/1,281691 1088 | Spirit Air Lines,2006,1,1,2006/1/1,328131 1089 | Spirit Air Lines,2006,2,1,2006/2/1,300525 1090 | Spirit Air Lines,2006,3,1,2006/3/1,383690 1091 | Spirit Air Lines,2006,4,1,2006/4/1,353036 1092 | Spirit Air Lines,2006,5,1,2006/5/1,298519 1093 | Spirit Air Lines,2006,6,1,2006/6/1,344519 1094 | Spirit Air Lines,2006,7,1,2006/7/1,359515 1095 | Spirit Air Lines,2006,8,1,2006/8/1,337184 1096 | Spirit Air Lines,2006,9,1,2006/9/1,265409 1097 | Spirit Air Lines,2006,10,1,2006/10/1,293465 1098 | Spirit Air Lines,2006,11,1,2006/11/1,319951 1099 | Spirit Air Lines,2006,12,1,2006/12/1,209128 1100 | Spirit Air Lines,2007,1,1,2007/1/1,380495 1101 | Spirit Air Lines,2007,2,1,2007/2/1,438022 1102 | Spirit Air Lines,2007,3,1,2007/3/1,533332 1103 | Spirit Air Lines,2007,4,1,2007/4/1,511939 1104 | Spirit Air Lines,2007,5,1,2007/5/1,457036 1105 | Spirit Air Lines,2007,6,1,2007/6/1,499772 1106 | Spirit Air Lines,2007,7,1,2007/7/1,556790 1107 | Spirit Air Lines,2007,8,1,2007/8/1,507029 1108 | Spirit Air Lines,2007,9,1,2007/9/1,389232 1109 | Spirit Air Lines,2007,10,1,2007/10/1,438681 1110 | Spirit Air Lines,2007,11,1,2007/11/1,444498 1111 | Spirit Air Lines,2007,12,1,2007/12/1,466349 1112 | Spirit Air Lines,2008,1,1,2008/1/1,454310 1113 | Spirit Air Lines,2008,2,1,2008/2/1,453184 1114 | Spirit Air Lines,2008,3,1,2008/3/1,529552 1115 | Spirit Air Lines,2008,4,1,2008/4/1,482345 1116 | Spirit Air Lines,2008,5,1,2008/5/1,503269 1117 | Spirit Air Lines,2008,6,1,2008/6/1,502788 1118 | Spirit Air Lines,2008,7,1,2008/7/1,546480 1119 | Spirit Air Lines,2008,8,1,2008/8/1,464933 1120 | Spirit Air Lines,2008,9,1,2008/9/1,356113 1121 | Spirit Air Lines,2008,10,1,2008/10/1,397269 1122 | Spirit Air Lines,2008,11,1,2008/11/1,395115 1123 | Spirit Air Lines,2008,12,1,2008/12/1,415403 1124 | Spirit Air Lines,2009,1,1,2009/1/1,382422 1125 | Spirit Air Lines,2009,2,1,2009/2/1,363498 1126 | Spirit Air Lines,2009,3,1,2009/3/1,436142 1127 | Spirit Air Lines,2009,4,1,2009/4/1,425922 1128 | Spirit Air Lines,2009,5,1,2009/5/1,409829 1129 | Spirit Air Lines,2009,6,1,2009/6/1,426890 1130 | Spirit Air Lines,2009,7,1,2009/7/1,468446 1131 | Spirit Air Lines,2009,8,1,2009/8/1,444325 1132 | Spirit Air Lines,2009,9,1,2009/9/1,375165 1133 | Spirit Air Lines,2009,10,1,2009/10/1,403339 1134 | Spirit Air Lines,2009,11,1,2009/11/1,403710 1135 | Spirit Air Lines,2009,12,1,2009/12/1,414112 1136 | Spirit Air Lines,2010,1,1,2010/1/1,403283 1137 | Spirit Air Lines,2010,2,1,2010/2/1,351647 1138 | Spirit Air Lines,2010,3,1,2010/3/1,470245 1139 | Spirit Air Lines,2010,4,1,2010/4/1,476774 1140 | Spirit Air Lines,2010,5,1,2010/5/1,476546 1141 | Spirit Air Lines,2010,6,1,2010/6/1,353742 1142 | Spirit Air Lines,2010,7,1,2010/7/1,530790 1143 | Spirit Air Lines,2010,8,1,2010/8/1,522554 1144 | Spirit Air Lines,2010,9,1,2010/9/1,441425 1145 | Spirit Air Lines,2010,10,1,2010/10/1,517511 1146 | Spirit Air Lines,2010,11,1,2010/11/1,503730 1147 | Spirit Air Lines,2010,12,1,2010/12/1,475516 1148 | Spirit Air Lines,2011,1,1,2011/1/1,471039 1149 | Spirit Air Lines,2011,2,1,2011/2/1,437026 1150 | Spirit Air Lines,2011,3,1,2011/3/1,581912 1151 | Spirit Air Lines,2011,4,1,2011/4/1,574842 1152 | Spirit Air Lines,2011,5,1,2011/5/1,618402 1153 | Spirit Air Lines,2011,6,1,2011/6/1,607230 1154 | Spirit Air Lines,2011,7,1,2011/7/1,675543 1155 | Spirit Air Lines,2011,8,1,2011/8/1,626818 1156 | Spirit Air Lines,2011,9,1,2011/9/1,541657 1157 | Spirit Air Lines,2011,10,1,2011/10/1,610184 1158 | Spirit Air Lines,2011,11,1,2011/11/1,603763 1159 | Spirit Air Lines,2011,12,1,2011/12/1,625089 1160 | Spirit Air Lines,2012,1,1,2012/1/1,608032 1161 | Spirit Air Lines,2012,2,1,2012/2/1,623388 1162 | Spirit Air Lines,2012,3,1,2012/3/1,767831 1163 | Spirit Air Lines,2012,4,1,2012/4/1,726687 1164 | Spirit Air Lines,2012,5,1,2012/5/1,731405 1165 | Spirit Air Lines,2012,6,1,2012/6/1,772320 1166 | Spirit Air Lines,2012,7,1,2012/7/1,846214 1167 | Spirit Air Lines,2012,8,1,2012/8/1,823312 1168 | Spirit Air Lines,2012,9,1,2012/9/1,723807 1169 | Spirit Air Lines,2012,10,1,2012/10/1,755742 1170 | Spirit Air Lines,2012,11,1,2012/11/1,756915 1171 | Spirit Air Lines,2012,12,1,2012/12/1,793111 1172 | Spirit Air Lines,2013,1,1,2013/1/1,767073 1173 | Spirit Air Lines,2013,2,1,2013/2/1,730279 1174 | Spirit Air Lines,2013,3,1,2013/3/1,909574 1175 | Spirit Air Lines,2013,4,1,2013/4/1,844682 1176 | Spirit Air Lines,2013,5,1,2013/5/1,920899 1177 | Spirit Air Lines,2013,6,1,2013/6/1,918791 1178 | Spirit Air Lines,2013,7,1,2013/7/1,1021216 1179 | Spirit Air Lines,2013,8,1,2013/8/1,1017151 1180 | Spirit Air Lines,2013,9,1,2013/9/1,873363 1181 | Spirit Air Lines,2013,10,1,2013/10/1,920225 1182 | Spirit Air Lines,2013,11,1,2013/11/1,903503 1183 | Spirit Air Lines,2013,12,1,2013/12/1,968956 1184 | Spirit Air Lines,2014,1,1,2014/1/1,937464 1185 | Spirit Air Lines,2014,2,1,2014/2/1,877832 1186 | Spirit Air Lines,2014,3,1,2014/3/1,1043329 1187 | Spirit Air Lines,2014,4,1,2014/4/1,986755 1188 | Spirit Air Lines,2014,5,1,2014/5/1,1053674 1189 | Spirit Air Lines,2014,6,1,2014/6/1,1056558 1190 | Spirit Air Lines,2014,7,1,2014/7/1,1120701 1191 | Spirit Air Lines,2014,8,1,2014/8/1,1154082 1192 | Spirit Air Lines,2014,9,1,2014/9/1,1005070 1193 | Spirit Air Lines,2014,10,1,2014/10/1,1099765 1194 | Spirit Air Lines,2014,11,1,2014/11/1,1072232 1195 | Spirit Air Lines,2014,12,1,2014/12/1,1152715 1196 | Spirit Air Lines,2015,1,1,2015/1/1,1140750 1197 | Spirit Air Lines,2015,2,1,2015/2/1,1087853 1198 | Spirit Air Lines,2015,3,1,2015/3/1,1319696 1199 | Spirit Air Lines,2015,4,1,2015/4/1,1286498 1200 | Spirit Air Lines,2015,5,1,2015/5/1,1383053 1201 | Spirit Air Lines,2015,6,1,2015/6/1,1321721 1202 | Spirit Air Lines,2015,7,1,2015/7/1,1471437 1203 | Spirit Air Lines,2015,8,1,2015/8/1,1438751 1204 | Spirit Air Lines,2015,9,1,2015/9/1,1305703 1205 | Spirit Air Lines,2015,10,1,2015/10/1,1407825 1206 | Spirit Air Lines,2015,11,1,2015/11/1,1369103 1207 | Spirit Air Lines,2015,12,1,2015/12/1,1450001 1208 | Spirit Air Lines,2016,1,1,2016/1/1,1449416 1209 | Spirit Air Lines,2016,2,1,2016/2/1,1405753 1210 | Spirit Air Lines,2016,3,1,2016/3/1,1649161 1211 | Spirit Air Lines,2016,4,1,2016/4/1,1567748 1212 | Spirit Air Lines,2016,5,1,2016/5/1,1536304 1213 | Spirit Air Lines,2016,6,1,2016/6/1,1686495 1214 | Spirit Air Lines,2016,7,1,2016/7/1,1788324 1215 | Spirit Air Lines,2016,8,1,2016/8/1,1737164 1216 | Spirit Air Lines,2016,9,1,2016/9/1,1517749 1217 | Spirit Air Lines,2016,10,1,2016/10/1,1576626 1218 | Spirit Air Lines,2016,11,1,2016/11/1,1599885 1219 | Spirit Air Lines,2016,12,1,2016/12/1,1668424 1220 | Spirit Air Lines,2017,1,1,2017/1/1,1620115 1221 | Spirit Air Lines,2017,2,1,2017/2/1,1578845 1222 | Spirit Air Lines,2017,3,1,2017/3/1,1881321 1223 | Spirit Air Lines,2017,4,1,2017/4/1,1789723 1224 | Spirit Air Lines,2017,5,1,2017/5/1,1864844 1225 | Spirit Air Lines,2017,6,1,2017/6/1,1938607 1226 | Spirit Air Lines,2017,7,1,2017/7/1,2058700 1227 | Spirit Air Lines,2017,8,1,2017/8/1,2056677 1228 | Spirit Air Lines,2017,9,1,2017/9/1,1606774 1229 | Spirit Air Lines,2017,10,1,2017/10/1,1905738 1230 | Spirit Air Lines,2017,11,1,2017/11/1,1822329 1231 | Spirit Air Lines,2017,12,1,2017/12/1,1847600 1232 | Spirit Air Lines,2018,1,1,2018/1/1,1805542 1233 | Spirit Air Lines,2018,2,1,2018/2/1,1845812 1234 | Spirit Air Lines,2018,3,1,2018/3/1,2282932 1235 | Spirit Air Lines,2018,4,1,2018/4/1,2121765 1236 | Spirit Air Lines,2018,5,1,2018/5/1,2255978 1237 | Spirit Air Lines,2018,6,1,2018/6/1,2377444 1238 | Spirit Air Lines,2018,7,1,2018/7/1,2514193 1239 | Spirit Air Lines,2018,8,1,2018/8/1,2485456 1240 | Spirit Air Lines,2018,9,1,2018/9/1,2044766 1241 | Spirit Air Lines,2018,10,1,2018/10/1,2130047 1242 | Spirit Air Lines,2018,11,1,2018/11/1,2188782 1243 | Spirit Air Lines,2018,12,1,2018/12/1,2266452 1244 | Spirit Air Lines,2019,1,1,2019/1/1,2114885 1245 | Spirit Air Lines,2019,2,1,2019/2/1,2072328 1246 | Spirit Air Lines,2019,3,1,2019/3/1,2727267 1247 | Spirit Air Lines,2019,4,1,2019/4/1,2479891 1248 | Spirit Air Lines,2019,5,1,2019/5/1,2728493 1249 | Spirit Air Lines,2019,6,1,2019/6/1,2724474 1250 | Spirit Air Lines,2019,7,1,2019/7/1,2895837 1251 | Spirit Air Lines,2019,8,1,2019/8/1,2801628 1252 | Spirit Air Lines,2019,9,1,2019/9/1,2305713 1253 | Spirit Air Lines,2019,10,1,2019/10/1,2606419 1254 | Spirit Air Lines,2019,11,1,2019/11/1,2583612 1255 | United Air Lines Inc.,2005,1,1,2005/1/1,4230721 1256 | United Air Lines Inc.,2005,2,1,2005/2/1,3907296 1257 | United Air Lines Inc.,2005,3,1,2005/3/1,4726521 1258 | United Air Lines Inc.,2005,4,1,2005/4/1,4386440 1259 | United Air Lines Inc.,2005,5,1,2005/5/1,4749422 1260 | United Air Lines Inc.,2005,6,1,2005/6/1,5052857 1261 | United Air Lines Inc.,2005,7,1,2005/7/1,5113840 1262 | United Air Lines Inc.,2005,8,1,2005/8/1,4966662 1263 | United Air Lines Inc.,2005,9,1,2005/9/1,4340049 1264 | United Air Lines Inc.,2005,10,1,2005/10/1,4612307 1265 | United Air Lines Inc.,2005,11,1,2005/11/1,4467668 1266 | United Air Lines Inc.,2005,12,1,2005/12/1,4618922 1267 | United Air Lines Inc.,2006,1,1,2006/1/1,4287578 1268 | United Air Lines Inc.,2006,2,1,2006/2/1,4113792 1269 | United Air Lines Inc.,2006,3,1,2006/3/1,5008761 1270 | United Air Lines Inc.,2006,4,1,2006/4/1,4836933 1271 | United Air Lines Inc.,2006,5,1,2006/5/1,5030841 1272 | United Air Lines Inc.,2006,6,1,2006/6/1,5228733 1273 | United Air Lines Inc.,2006,7,1,2006/7/1,5333649 1274 | United Air Lines Inc.,2006,8,1,2006/8/1,5095322 1275 | United Air Lines Inc.,2006,9,1,2006/9/1,4463388 1276 | United Air Lines Inc.,2006,10,1,2006/10/1,4829691 1277 | United Air Lines Inc.,2006,11,1,2006/11/1,4541961 1278 | United Air Lines Inc.,2006,12,1,2006/12/1,4458425 1279 | United Air Lines Inc.,2007,1,1,2007/1/1,4365192 1280 | United Air Lines Inc.,2007,2,1,2007/2/1,4057863 1281 | United Air Lines Inc.,2007,3,1,2007/3/1,5089148 1282 | United Air Lines Inc.,2007,4,1,2007/4/1,4922191 1283 | United Air Lines Inc.,2007,5,1,2007/5/1,5048094 1284 | United Air Lines Inc.,2007,6,1,2007/6/1,5136671 1285 | United Air Lines Inc.,2007,7,1,2007/7/1,5166428 1286 | United Air Lines Inc.,2007,8,1,2007/8/1,5160630 1287 | United Air Lines Inc.,2007,9,1,2007/9/1,4300387 1288 | United Air Lines Inc.,2007,10,1,2007/10/1,4689598 1289 | United Air Lines Inc.,2007,11,1,2007/11/1,4347948 1290 | United Air Lines Inc.,2007,12,1,2007/12/1,4136001 1291 | United Air Lines Inc.,2008,1,1,2008/1/1,3817070 1292 | United Air Lines Inc.,2008,2,1,2008/2/1,3854879 1293 | United Air Lines Inc.,2008,3,1,2008/3/1,4697023 1294 | United Air Lines Inc.,2008,4,1,2008/4/1,4472300 1295 | United Air Lines Inc.,2008,5,1,2008/5/1,4651953 1296 | United Air Lines Inc.,2008,6,1,2008/6/1,4862851 1297 | United Air Lines Inc.,2008,7,1,2008/7/1,4905652 1298 | United Air Lines Inc.,2008,8,1,2008/8/1,4856833 1299 | United Air Lines Inc.,2008,9,1,2008/9/1,3976799 1300 | United Air Lines Inc.,2008,10,1,2008/10/1,4248665 1301 | United Air Lines Inc.,2008,11,1,2008/11/1,3553558 1302 | United Air Lines Inc.,2008,12,1,2008/12/1,3783462 1303 | United Air Lines Inc.,2009,1,1,2009/1/1,3379525 1304 | United Air Lines Inc.,2009,2,1,2009/2/1,3260853 1305 | United Air Lines Inc.,2009,3,1,2009/3/1,4083683 1306 | United Air Lines Inc.,2009,4,1,2009/4/1,3835673 1307 | United Air Lines Inc.,2009,5,1,2009/5/1,3906303 1308 | United Air Lines Inc.,2009,6,1,2009/6/1,4214121 1309 | United Air Lines Inc.,2009,7,1,2009/7/1,4400581 1310 | United Air Lines Inc.,2009,8,1,2009/8/1,4291291 1311 | United Air Lines Inc.,2009,9,1,2009/9/1,3557180 1312 | United Air Lines Inc.,2009,10,1,2009/10/1,3807022 1313 | United Air Lines Inc.,2009,11,1,2009/11/1,3371378 1314 | United Air Lines Inc.,2009,12,1,2009/12/1,3475060 1315 | United Air Lines Inc.,2010,1,1,2010/1/1,3257443 1316 | United Air Lines Inc.,2010,2,1,2010/2/1,2998427 1317 | United Air Lines Inc.,2010,3,1,2010/3/1,3782032 1318 | United Air Lines Inc.,2010,4,1,2010/4/1,3595057 1319 | United Air Lines Inc.,2010,5,1,2010/5/1,3725320 1320 | United Air Lines Inc.,2010,6,1,2010/6/1,3925017 1321 | United Air Lines Inc.,2010,7,1,2010/7/1,4020061 1322 | United Air Lines Inc.,2010,8,1,2010/8/1,4032892 1323 | United Air Lines Inc.,2010,9,1,2010/9/1,3501797 1324 | United Air Lines Inc.,2010,10,1,2010/10/1,3756688 1325 | United Air Lines Inc.,2010,11,1,2010/11/1,3398454 1326 | United Air Lines Inc.,2010,12,1,2010/12/1,3329613 1327 | United Air Lines Inc.,2011,1,1,2011/1/1,3012841 1328 | United Air Lines Inc.,2011,2,1,2011/2/1,2809895 1329 | United Air Lines Inc.,2011,3,1,2011/3/1,3450002 1330 | United Air Lines Inc.,2011,4,1,2011/4/1,3230678 1331 | United Air Lines Inc.,2011,5,1,2011/5/1,3383187 1332 | United Air Lines Inc.,2011,6,1,2011/6/1,3664750 1333 | United Air Lines Inc.,2011,7,1,2011/7/1,3823480 1334 | United Air Lines Inc.,2011,8,1,2011/8/1,3718856 1335 | United Air Lines Inc.,2011,9,1,2011/9/1,3176498 1336 | United Air Lines Inc.,2011,10,1,2011/10/1,3273748 1337 | United Air Lines Inc.,2011,11,1,2011/11/1,2955758 1338 | United Air Lines Inc.,2011,12,1,2011/12/1,3051324 1339 | United Air Lines Inc.,2012,1,1,2012/1/1,4988564 1340 | United Air Lines Inc.,2012,2,1,2012/2/1,4921042 1341 | United Air Lines Inc.,2012,3,1,2012/3/1,5952399 1342 | United Air Lines Inc.,2012,4,1,2012/4/1,5761602 1343 | United Air Lines Inc.,2012,5,1,2012/5/1,5912575 1344 | United Air Lines Inc.,2012,6,1,2012/6/1,6188615 1345 | United Air Lines Inc.,2012,7,1,2012/7/1,6329099 1346 | United Air Lines Inc.,2012,8,1,2012/8/1,6296509 1347 | United Air Lines Inc.,2012,9,1,2012/9/1,5271258 1348 | United Air Lines Inc.,2012,10,1,2012/10/1,5526272 1349 | United Air Lines Inc.,2012,11,1,2012/11/1,5221915 1350 | United Air Lines Inc.,2012,12,1,2012/12/1,5258843 1351 | United Air Lines Inc.,2013,1,1,2013/1/1,4956315 1352 | United Air Lines Inc.,2013,2,1,2013/2/1,4687619 1353 | United Air Lines Inc.,2013,3,1,2013/3/1,5706450 1354 | United Air Lines Inc.,2013,4,1,2013/4/1,5269667 1355 | United Air Lines Inc.,2013,5,1,2013/5/1,5623235 1356 | United Air Lines Inc.,2013,6,1,2013/6/1,5839523 1357 | United Air Lines Inc.,2013,7,1,2013/7/1,5903376 1358 | United Air Lines Inc.,2013,8,1,2013/8/1,5916625 1359 | United Air Lines Inc.,2013,9,1,2013/9/1,5114705 1360 | United Air Lines Inc.,2013,10,1,2013/10/1,5543325 1361 | United Air Lines Inc.,2013,11,1,2013/11/1,5140660 1362 | United Air Lines Inc.,2013,12,1,2013/12/1,5519034 1363 | United Air Lines Inc.,2014,1,1,2014/1/1,4791509 1364 | United Air Lines Inc.,2014,2,1,2014/2/1,4567285 1365 | United Air Lines Inc.,2014,3,1,2014/3/1,5647678 1366 | United Air Lines Inc.,2014,4,1,2014/4/1,5268368 1367 | United Air Lines Inc.,2014,5,1,2014/5/1,5680915 1368 | United Air Lines Inc.,2014,6,1,2014/6/1,5787315 1369 | United Air Lines Inc.,2014,7,1,2014/7/1,5931930 1370 | United Air Lines Inc.,2014,8,1,2014/8/1,5865754 1371 | United Air Lines Inc.,2014,9,1,2014/9/1,5184855 1372 | United Air Lines Inc.,2014,10,1,2014/10/1,5626538 1373 | United Air Lines Inc.,2014,11,1,2014/11/1,5079903 1374 | United Air Lines Inc.,2014,12,1,2014/12/1,5364294 1375 | United Air Lines Inc.,2015,1,1,2015/1/1,4809406 1376 | United Air Lines Inc.,2015,2,1,2015/2/1,4608905 1377 | United Air Lines Inc.,2015,3,1,2015/3/1,5778934 1378 | United Air Lines Inc.,2015,4,1,2015/4/1,5516740 1379 | United Air Lines Inc.,2015,5,1,2015/5/1,5988983 1380 | United Air Lines Inc.,2015,6,1,2015/6/1,6237178 1381 | United Air Lines Inc.,2015,7,1,2015/7/1,6455642 1382 | United Air Lines Inc.,2015,8,1,2015/8/1,6286454 1383 | United Air Lines Inc.,2015,9,1,2015/9/1,5679405 1384 | United Air Lines Inc.,2015,10,1,2015/10/1,6356479 1385 | United Air Lines Inc.,2015,11,1,2015/11/1,5760794 1386 | United Air Lines Inc.,2015,12,1,2015/12/1,5831140 1387 | United Air Lines Inc.,2016,1,1,2016/1/1,5061289 1388 | United Air Lines Inc.,2016,2,1,2016/2/1,4974819 1389 | United Air Lines Inc.,2016,3,1,2016/3/1,5924914 1390 | United Air Lines Inc.,2016,4,1,2016/4/1,5734749 1391 | United Air Lines Inc.,2016,5,1,2016/5/1,6298416 1392 | United Air Lines Inc.,2016,6,1,2016/6/1,6597832 1393 | United Air Lines Inc.,2016,7,1,2016/7/1,6772383 1394 | United Air Lines Inc.,2016,8,1,2016/8/1,6801559 1395 | United Air Lines Inc.,2016,9,1,2016/9/1,6362064 1396 | United Air Lines Inc.,2016,10,1,2016/10/1,6815894 1397 | United Air Lines Inc.,2016,11,1,2016/11/1,6319758 1398 | United Air Lines Inc.,2016,12,1,2016/12/1,6252924 1399 | United Air Lines Inc.,2017,1,1,2017/1/1,5581700 1400 | United Air Lines Inc.,2017,2,1,2017/2/1,5255347 1401 | United Air Lines Inc.,2017,3,1,2017/3/1,6714230 1402 | United Air Lines Inc.,2017,4,1,2017/4/1,6482649 1403 | United Air Lines Inc.,2017,5,1,2017/5/1,6918307 1404 | United Air Lines Inc.,2017,6,1,2017/6/1,7413121 1405 | United Air Lines Inc.,2017,7,1,2017/7/1,7684035 1406 | United Air Lines Inc.,2017,8,1,2017/8/1,7416742 1407 | United Air Lines Inc.,2017,9,1,2017/9/1,6389754 1408 | United Air Lines Inc.,2017,10,1,2017/10/1,7126345 1409 | United Air Lines Inc.,2017,11,1,2017/11/1,6821380 1410 | United Air Lines Inc.,2017,12,1,2017/12/1,6750677 1411 | United Air Lines Inc.,2018,1,1,2018/1/1,5767184 1412 | United Air Lines Inc.,2018,2,1,2018/2/1,5501386 1413 | United Air Lines Inc.,2018,3,1,2018/3/1,6911085 1414 | United Air Lines Inc.,2018,4,1,2018/4/1,7001351 1415 | United Air Lines Inc.,2018,5,1,2018/5/1,7420937 1416 | United Air Lines Inc.,2018,6,1,2018/6/1,7957504 1417 | United Air Lines Inc.,2018,7,1,2018/7/1,8363136 1418 | United Air Lines Inc.,2018,8,1,2018/8/1,8137682 1419 | United Air Lines Inc.,2018,9,1,2018/9/1,6982074 1420 | United Air Lines Inc.,2018,10,1,2018/10/1,7680076 1421 | United Air Lines Inc.,2018,11,1,2018/11/1,7219435 1422 | United Air Lines Inc.,2018,12,1,2018/12/1,7065167 1423 | United Air Lines Inc.,2019,1,1,2019/1/1,6077095 1424 | United Air Lines Inc.,2019,2,1,2019/2/1,5802648 1425 | United Air Lines Inc.,2019,3,1,2019/3/1,7546762 1426 | United Air Lines Inc.,2019,4,1,2019/4/1,7349535 1427 | United Air Lines Inc.,2019,5,1,2019/5/1,7777506 1428 | United Air Lines Inc.,2019,6,1,2019/6/1,8073204 1429 | United Air Lines Inc.,2019,7,1,2019/7/1,8345475 1430 | United Air Lines Inc.,2019,8,1,2019/8/1,8002440 1431 | United Air Lines Inc.,2019,9,1,2019/9/1,6867783 1432 | United Air Lines Inc.,2019,10,1,2019/10/1,7562636 1433 | United Air Lines Inc.,2019,11,1,2019/11/1,6800650 -------------------------------------------------------------------------------- /sample_data/dbook_shotsample_201819.csv: -------------------------------------------------------------------------------- 1 | player,team,event_type,result,original_x,original_y,converted_x,converted_y 2 | Devin Booker,PHX,shot,made,-8,0,25.8,89 3 | Devin Booker,PHX,shot,made,-5,1,25.5,88.9 4 | Devin Booker,PHX,shot,made,-4,7,25.4,88.3 5 | Devin Booker,PHX,shot,made,-97,228,34.7,66.2 6 | Devin Booker,PHX,shot,made,-3,-9,25.3,89.9 7 | Devin Booker,PHX,shot,made,57,240,19.3,65 8 | Devin Booker,PHX,shot,made,-78,35,32.8,85.5 9 | Devin Booker,PHX,shot,made,176,180,7.4,71 10 | Devin Booker,PHX,shot,made,-2,4,25.2,88.6 11 | Devin Booker,PHX,shot,made,-150,206,40,68.4 12 | Devin Booker,PHX,shot,made,178,177,7.2,71.3 13 | Devin Booker,PHX,shot,made,75,239,17.5,65.1 14 | Devin Booker,PHX,shot,made,32,1,28.2,5.1 15 | Devin Booker,PHX,shot,made,-13,9,23.7,5.9 16 | Devin Booker,PHX,shot,made,14,10,26.4,6 17 | Devin Booker,PHX,shot,made,-107,214,14.3,26.4 18 | Devin Booker,PHX,shot,made,-209,112,4.1,16.2 19 | Devin Booker,PHX,shot,made,-131,143,11.9,19.3 20 | Devin Booker,PHX,shot,made,91,251,34.1,30.1 21 | Devin Booker,PHX,shot,made,-70,85,18,13.5 22 | Devin Booker,PHX,shot,made,6,10,25.6,6 23 | Devin Booker,PHX,shot,made,-19,16,23.1,6.6 24 | Devin Booker,PHX,shot,made,-16,34,23.4,8.4 25 | Devin Booker,PHX,shot,made,-3,31,24.7,8.1 26 | Devin Booker,PHX,shot,made,-44,293,20.6,34.3 27 | Devin Booker,PHX,shot,made,-102,149,14.8,19.9 28 | Devin Booker,PHX,shot,made,73,289,32.3,33.9 29 | Devin Booker,PHX,shot,made,18,115,26.8,16.5 30 | Devin Booker,PHX,shot,made,68,6,18.2,88.4 31 | Devin Booker,PHX,shot,made,2,-1,24.8,89.1 32 | Devin Booker,PHX,shot,made,2,-5,24.8,89.5 33 | Devin Booker,PHX,shot,made,127,217,12.3,67.3 34 | Devin Booker,PHX,shot,made,-3,5,25.3,88.5 35 | Devin Booker,PHX,shot,made,-16,14,26.6,87.6 36 | Devin Booker,PHX,shot,made,-7,-1,25.7,89.1 37 | Devin Booker,PHX,shot,made,185,164,6.5,72.6 38 | Devin Booker,PHX,shot,made,-24,126,27.4,76.4 39 | Devin Booker,PHX,shot,made,8,6,24.2,88.4 40 | Devin Booker,PHX,shot,made,-37,21,28.7,86.9 41 | Devin Booker,PHX,shot,made,107,75,14.3,81.5 42 | Devin Booker,PHX,shot,made,24,10,22.6,88 43 | Devin Booker,PHX,shot,made,-100,148,35,74.2 44 | Devin Booker,PHX,shot,made,144,211,10.6,67.9 45 | Devin Booker,PHX,shot,made,231,-8,1.9,89.8 46 | Devin Booker,PHX,shot,made,-92,152,34.2,73.8 47 | Devin Booker,PHX,shot,made,-90,184,34,70.6 48 | Devin Booker,PHX,shot,made,13,265,23.7,62.5 49 | Devin Booker,PHX,shot,made,58,241,19.2,64.9 50 | Devin Booker,PHX,shot,made,-8,6,25.8,88.4 51 | Devin Booker,PHX,shot,made,-104,166,35.4,72.4 52 | Devin Booker,PHX,shot,made,127,114,12.3,77.6 53 | Devin Booker,PHX,shot,made,111,226,13.9,66.4 54 | Devin Booker,PHX,shot,made,3,5,24.7,88.5 55 | Devin Booker,PHX,shot,made,-103,233,35.3,65.7 56 | Devin Booker,PHX,shot,made,-4,-10,25.4,90 57 | Devin Booker,PHX,shot,made,-64,118,31.4,77.2 58 | Devin Booker,PHX,shot,made,77,176,17.3,71.4 59 | Devin Booker,PHX,shot,made,-149,21,39.9,86.9 60 | Devin Booker,PHX,shot,made,101,237,14.9,65.3 61 | Devin Booker,PHX,shot,made,101,136,14.9,75.4 62 | Devin Booker,PHX,shot,made,58,240,19.2,65 63 | Devin Booker,PHX,shot,made,105,236,14.5,65.4 64 | Devin Booker,PHX,shot,made,2,1,24.8,88.9 65 | Devin Booker,PHX,shot,made,16,99,23.4,79.1 66 | Devin Booker,PHX,shot,made,-2,4,25.2,88.6 67 | Devin Booker,PHX,shot,made,-4,4,25.4,88.6 68 | Devin Booker,PHX,shot,made,90,-11,16,90.1 69 | Devin Booker,PHX,shot,made,-71,31,32.1,85.9 70 | Devin Booker,PHX,shot,made,-90,68,34,82.2 71 | Devin Booker,PHX,shot,made,-4,2,25.4,88.8 72 | Devin Booker,PHX,shot,made,6,39,24.4,85.1 73 | Devin Booker,PHX,shot,made,-86,236,33.6,65.4 74 | Devin Booker,PHX,shot,made,25,-12,27.5,3.8 75 | Devin Booker,PHX,shot,made,0,246,25,29.6 76 | Devin Booker,PHX,shot,made,-6,480,24.4,53 77 | Devin Booker,PHX,shot,made,19,25,26.9,7.5 78 | Devin Booker,PHX,shot,made,-96,237,15.4,28.7 79 | Devin Booker,PHX,shot,made,3,6,25.3,5.6 80 | Devin Booker,PHX,shot,made,-2,28,24.8,7.8 81 | Devin Booker,PHX,shot,made,109,14,35.9,6.4 82 | Devin Booker,PHX,shot,made,-3,8,24.7,5.8 83 | Devin Booker,PHX,shot,made,91,31,34.1,8.1 84 | Devin Booker,PHX,shot,made,-1,22,24.9,7.2 85 | Devin Booker,PHX,shot,made,127,216,12.3,67.4 86 | Devin Booker,PHX,shot,made,5,-1,24.5,89.1 87 | Devin Booker,PHX,shot,made,6,27,24.4,86.3 88 | Devin Booker,PHX,shot,made,159,206,9.1,68.4 89 | Devin Booker,PHX,shot,made,-2,-1,25.2,89.1 90 | Devin Booker,PHX,shot,made,-2,295,25.2,59.5 91 | Devin Booker,PHX,shot,made,169,186,8.1,70.4 92 | Devin Booker,PHX,shot,made,-146,138,39.6,75.2 93 | Devin Booker,PHX,shot,made,-1,3,25.1,88.7 94 | Devin Booker,PHX,shot,made,-188,221,43.8,66.9 95 | Devin Booker,PHX,shot,made,134,233,38.4,28.3 96 | Devin Booker,PHX,shot,made,-163,209,8.7,25.9 97 | Devin Booker,PHX,shot,made,18,78,26.8,12.8 98 | Devin Booker,PHX,shot,made,-4,252,24.6,30.2 99 | Devin Booker,PHX,shot,made,-146,223,10.4,27.3 100 | Devin Booker,PHX,shot,made,-128,240,12.2,29 101 | Devin Booker,PHX,shot,made,21,272,27.1,32.2 102 | Devin Booker,PHX,shot,made,-18,171,23.2,22.1 103 | Devin Booker,PHX,shot,made,19,189,26.9,23.9 104 | Devin Booker,PHX,shot,made,-6,25,24.4,7.5 105 | Devin Booker,PHX,shot,made,-44,55,20.6,10.5 106 | Devin Booker,PHX,shot,made,-14,14,23.6,6.4 107 | Devin Booker,PHX,shot,made,-171,53,7.9,10.3 108 | Devin Booker,PHX,shot,made,236,-19,48.6,3.1 109 | Devin Booker,PHX,shot,made,-9,173,24.1,22.3 110 | Devin Booker,PHX,shot,made,43,55,29.3,10.5 111 | Devin Booker,PHX,shot,made,11,2,26.1,5.2 112 | Devin Booker,PHX,shot,made,-42,90,20.8,14 113 | Devin Booker,PHX,shot,made,13,10,26.3,6 114 | Devin Booker,PHX,shot,made,118,5,36.8,5.5 115 | Devin Booker,PHX,shot,made,147,87,39.7,13.7 116 | Devin Booker,PHX,shot,made,42,50,29.2,10 117 | Devin Booker,PHX,shot,made,-38,104,21.2,15.4 118 | Devin Booker,PHX,shot,made,72,107,32.2,15.7 119 | Devin Booker,PHX,shot,made,96,-8,34.6,4.2 120 | Devin Booker,PHX,shot,made,32,136,28.2,18.6 121 | Devin Booker,PHX,shot,made,3,2,25.3,5.2 122 | Devin Booker,PHX,shot,made,5,8,25.5,5.8 123 | Devin Booker,PHX,shot,made,-83,124,16.7,17.4 124 | Devin Booker,PHX,shot,made,55,126,30.5,17.6 125 | Devin Booker,PHX,shot,made,-90,122,16,17.2 126 | Devin Booker,PHX,shot,made,131,214,38.1,26.4 127 | Devin Booker,PHX,shot,made,-49,125,20.1,17.5 128 | Devin Booker,PHX,shot,made,84,126,33.4,17.6 129 | Devin Booker,PHX,shot,made,-73,178,17.7,22.8 130 | Devin Booker,PHX,shot,made,-33,111,21.7,16.1 131 | Devin Booker,PHX,shot,made,14,15,26.4,6.5 132 | Devin Booker,PHX,shot,made,25,21,27.5,7.1 133 | Devin Booker,PHX,shot,made,-100,131,15,18.1 134 | Devin Booker,PHX,shot,made,77,36,32.7,8.6 135 | Devin Booker,PHX,shot,made,47,35,29.7,8.5 136 | Devin Booker,PHX,shot,made,53,89,30.3,13.9 137 | Devin Booker,PHX,shot,made,9,91,25.9,14.1 138 | Devin Booker,PHX,shot,made,188,200,43.8,25 139 | Devin Booker,PHX,shot,made,9,91,25.9,14.1 140 | Devin Booker,PHX,shot,made,-10,105,24,15.5 141 | Devin Booker,PHX,shot,made,160,248,41,29.8 142 | Devin Booker,PHX,shot,made,0,291,25,34.1 143 | Devin Booker,PHX,shot,made,55,32,30.5,8.2 144 | Devin Booker,PHX,shot,made,100,59,15,83.1 145 | Devin Booker,PHX,shot,made,96,116,15.4,77.4 146 | Devin Booker,PHX,shot,made,-135,217,38.5,67.3 147 | Devin Booker,PHX,shot,made,13,62,23.7,82.8 148 | Devin Booker,PHX,shot,made,-47,250,29.7,64 149 | Devin Booker,PHX,shot,made,22,5,22.8,88.5 150 | Devin Booker,PHX,shot,made,-43,267,29.3,62.3 151 | Devin Booker,PHX,shot,made,58,120,30.8,17 152 | Devin 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Booker,PHX,shot,made,6,1,24.4,88.9 173 | Devin Booker,PHX,shot,made,-78,183,17.2,23.3 174 | Devin Booker,PHX,shot,made,-6,9,24.4,5.9 175 | Devin Booker,PHX,shot,made,166,201,41.6,25.1 176 | Devin Booker,PHX,shot,made,-28,34,22.2,8.4 177 | Devin Booker,PHX,shot,made,-2,9,24.8,5.9 178 | Devin Booker,PHX,shot,made,93,240,34.3,29 179 | Devin Booker,PHX,shot,made,-3,100,24.7,15 180 | Devin Booker,PHX,shot,made,-5,11,24.5,6.1 181 | Devin Booker,PHX,shot,made,-43,157,20.7,20.7 182 | Devin Booker,PHX,shot,made,68,175,31.8,22.5 183 | Devin Booker,PHX,shot,made,0,15,25,6.5 184 | Devin Booker,PHX,shot,made,-9,68,24.1,11.8 185 | Devin Booker,PHX,shot,made,222,9,47.2,5.9 186 | Devin Booker,PHX,shot,made,42,15,29.2,6.5 187 | Devin Booker,PHX,shot,made,-95,124,15.5,17.4 188 | Devin Booker,PHX,shot,made,169,183,41.9,23.3 189 | Devin Booker,PHX,shot,made,0,-6,25,4.4 190 | Devin Booker,PHX,shot,made,229,88,47.9,13.8 191 | Devin Booker,PHX,shot,made,24,16,27.4,6.6 192 | Devin 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Booker,PHX,shot,made,-170,178,42,71.2 233 | Devin Booker,PHX,shot,made,124,24,12.6,86.6 234 | Devin Booker,PHX,shot,made,-3,4,25.3,88.6 235 | Devin Booker,PHX,shot,made,2,5,24.8,88.5 236 | Devin Booker,PHX,shot,made,33,90,21.7,80 237 | Devin Booker,PHX,shot,made,223,78,2.7,81.2 238 | Devin Booker,PHX,shot,made,14,22,23.6,86.8 239 | Devin Booker,PHX,shot,made,78,127,17.2,76.3 240 | Devin Booker,PHX,shot,made,-16,35,26.6,85.5 241 | Devin Booker,PHX,shot,made,44,194,20.6,69.6 242 | Devin Booker,PHX,shot,made,3,8,24.7,88.2 243 | Devin Booker,PHX,shot,made,5,15,24.5,87.5 244 | Devin Booker,PHX,shot,made,3,9,24.7,88.1 245 | Devin Booker,PHX,shot,made,-2,31,25.2,85.9 246 | Devin Booker,PHX,shot,made,2,-4,24.8,89.4 247 | Devin Booker,PHX,shot,made,-226,96,47.6,79.4 248 | Devin Booker,PHX,shot,made,5,274,24.5,61.6 249 | Devin Booker,PHX,shot,made,1,4,24.9,88.6 250 | Devin Booker,PHX,shot,made,0,8,25,88.2 251 | Devin Booker,PHX,shot,made,-77,58,32.7,83.2 252 | Devin Booker,PHX,shot,made,4,4,24.6,88.6 253 | Devin Booker,PHX,shot,made,-87,239,33.7,65.1 254 | Devin Booker,PHX,shot,made,-35,94,28.5,79.6 255 | Devin Booker,PHX,shot,made,72,37,17.8,85.3 256 | Devin Booker,PHX,shot,made,-8,4,25.8,88.6 257 | Devin Booker,PHX,shot,made,-18,8,26.8,88.2 258 | Devin Booker,PHX,shot,made,13,3,23.7,88.7 259 | Devin Booker,PHX,shot,made,101,-6,14.9,89.6 260 | Devin Booker,PHX,shot,made,-22,15,27.2,87.5 261 | Devin Booker,PHX,shot,made,161,211,8.9,67.9 262 | Devin Booker,PHX,shot,made,-8,-5,25.8,89.5 263 | Devin Booker,PHX,shot,made,2,4,24.8,88.6 264 | Devin Booker,PHX,shot,made,1,-6,24.9,89.6 265 | Devin Booker,PHX,shot,made,-98,50,34.8,84 266 | Devin Booker,PHX,shot,made,0,92,25,79.8 267 | Devin Booker,PHX,shot,made,71,124,17.9,76.6 268 | Devin Booker,PHX,shot,made,-66,47,31.6,84.3 269 | Devin Booker,PHX,shot,made,124,226,12.6,66.4 270 | Devin Booker,PHX,shot,made,2,130,24.8,76 271 | Devin Booker,PHX,shot,made,229,48,2.1,84.2 272 | Devin Booker,PHX,shot,made,-87,68,33.7,82.2 273 | Devin Booker,PHX,shot,made,-52,23,30.2,86.7 274 | Devin Booker,PHX,shot,made,-85,168,16.5,21.8 275 | Devin Booker,PHX,shot,made,-148,11,10.2,6.1 276 | Devin Booker,PHX,shot,made,6,153,25.6,20.3 277 | Devin Booker,PHX,shot,made,0,-3,25,4.7 278 | Devin Booker,PHX,shot,made,-39,113,21.1,16.3 279 | Devin Booker,PHX,shot,made,-141,209,10.9,25.9 280 | Devin Booker,PHX,shot,made,-2,-4,24.8,4.6 281 | Devin Booker,PHX,shot,made,-7,8,24.3,5.8 282 | Devin Booker,PHX,shot,made,-7,5,24.3,5.5 283 | Devin Booker,PHX,shot,made,-3,132,24.7,18.2 284 | Devin Booker,PHX,shot,made,6,254,25.6,30.4 285 | Devin Booker,PHX,shot,made,-4,6,24.6,5.6 286 | Devin Booker,PHX,shot,made,-81,244,16.9,29.4 287 | Devin Booker,PHX,shot,made,-60,254,19,30.4 288 | Devin Booker,PHX,shot,made,9,9,25.9,5.9 289 | Devin Booker,PHX,shot,made,-16,251,23.4,30.1 290 | Devin Booker,PHX,shot,made,-12,10,23.8,6 291 | Devin Booker,PHX,shot,made,-57,63,19.3,11.3 292 | Devin Booker,PHX,shot,made,47,248,29.7,29.8 293 | Devin Booker,PHX,shot,made,5,6,25.5,5.6 294 | Devin Booker,PHX,shot,made,7,11,25.7,6.1 295 | Devin Booker,PHX,shot,made,7,7,25.7,5.7 296 | Devin Booker,PHX,shot,made,11,15,26.1,6.5 297 | Devin Booker,PHX,shot,made,-27,151,22.3,20.1 298 | Devin Booker,PHX,shot,made,6,13,25.6,6.3 299 | Devin Booker,PHX,shot,made,116,22,36.6,7.2 300 | Devin Booker,PHX,shot,made,1,6,25.1,5.6 301 | Devin Booker,PHX,shot,made,106,233,35.6,28.3 302 | Devin Booker,PHX,shot,made,58,89,30.8,13.9 303 | Devin Booker,PHX,shot,made,203,92,45.3,14.2 304 | Devin Booker,PHX,shot,made,-2,42,24.8,9.2 305 | Devin Booker,PHX,shot,made,-87,28,33.7,86.2 306 | Devin Booker,PHX,shot,made,-86,22,33.6,86.8 307 | Devin Booker,PHX,shot,made,-73,111,32.3,77.9 308 | Devin Booker,PHX,shot,made,0,6,25,88.4 309 | Devin Booker,PHX,shot,made,-130,116,38,77.4 310 | Devin Booker,PHX,shot,made,9,13,24.1,87.7 311 | Devin Booker,PHX,shot,made,-9,251,25.9,63.9 312 | Devin 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Booker,PHX,shot,made,-52,67,19.8,11.7 373 | Devin Booker,PHX,shot,made,-97,12,15.3,6.2 374 | Devin Booker,PHX,shot,made,20,7,27,5.7 375 | Devin Booker,PHX,shot,made,-221,122,2.9,17.2 376 | Devin Booker,PHX,shot,made,35,122,28.5,17.2 377 | Devin Booker,PHX,shot,made,216,110,46.6,16 378 | Devin Booker,PHX,shot,made,-81,53,16.9,10.3 379 | Devin Booker,PHX,shot,made,92,237,34.2,28.7 380 | Devin Booker,PHX,shot,made,8,35,25.8,8.5 381 | Devin Booker,PHX,shot,made,12,17,26.2,6.7 382 | Devin Booker,PHX,shot,made,93,79,34.3,12.9 383 | Devin Booker,PHX,shot,made,87,236,33.7,28.6 384 | Devin Booker,PHX,shot,made,-236,55,1.4,10.5 385 | Devin Booker,PHX,shot,made,-7,8,24.3,5.8 386 | Devin Booker,PHX,shot,made,13,158,26.3,20.8 387 | Devin Booker,PHX,shot,made,-53,157,19.7,20.7 388 | Devin Booker,PHX,shot,made,11,-3,26.1,4.7 389 | Devin Booker,PHX,shot,made,-43,142,20.7,19.2 390 | Devin Booker,PHX,shot,made,141,220,39.1,27 391 | Devin Booker,PHX,shot,made,-90,60,16,11 392 | Devin 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player,mins,3p%,2p%,FT%,pts,3PAr,FTr 2 | Tobias Harris,2243,0.362,0.521,0.806,20.2,0.309,0.183 3 | Devin Booker,2241,0.36,0.544,0.916,26,0.313,0.395 4 | James Harden,2241,0.352,0.538,0.861,33.7,0.555,0.519 5 | Bam Adebayo,2235,0.077,0.576,0.69,17,0.018,0.476 6 | Harrison Barnes,2231,0.383,0.498,0.803,15.2,0.342,0.343 7 | CJ McCollum,2229,0.38,0.497,0.75,22.5,0.378,0.135 8 | Shai Gilgeous-Alexander,2214,0.351,0.511,0.801,19.8,0.237,0.339 9 | Devonte' Graham,2211,0.373,0.397,0.82,18.6,0.607,0.242 10 | P.J. Tucker,2203,0.37,0.573,0.841,7.5,0.687,0.118 11 | Donovan Mitchell,2165,0.364,0.501,0.859,25.4,0.347,0.235 12 | Terry Rozier,2164,0.407,0.436,0.874,18.9,0.45,0.202 13 | Domantas Sabonis,2159,0.254,0.565,0.723,19.1,0.079,0.349 14 | Collin Sexton,2143,0.38,0.501,0.846,22.7,0.235,0.246 15 | Rudy Gobert,2142,0,0.698,0.621,15.7,0,0.725 16 | Damian Lillard,2140,0.394,0.518,0.888,28.2,0.493,0.377 17 | Trae Young,2120,0.361,0.501,0.86,30.2,0.455,0.448 18 | Nikola Jokic,2101,0.314,0.594,0.813,22.5,0.233,0.277 19 | LeBron James,2094,0.349,0.57,0.697,26.5,0.324,0.292 20 | DeMar DeRozan,2091,0.267,0.535,0.843,23.3,0.031,0.419 21 | Zach LaVine,2085,0.38,0.497,0.802,26.4,0.404,0.279 22 | Bojan Bogdanovic,2083,0.414,0.479,0.903,22,0.489,0.296 23 | Julius Randle,2080,0.277,0.515,0.733,21.6,0.23,0.35 24 | Bradley Beal,2053,0.353,0.515,0.842,30.5,0.369,0.351 25 | Buddy Hield,2045,0.395,0.477,0.855,22.3,0.582,0.123 26 | Jayson Tatum,2043,0.398,0.479,0.806,24.5,0.377,0.251 27 | De'Andre Hunter,2018,0.355,0.454,0.764,13.9,0.445,0.211 28 | Chris Paul,2003,0.362,0.557,0.9,20,0.347,0.311 29 | Miles Bridges,1995,0.33,0.486,0.809,15.2,0.398,0.174 30 | Spencer Dinwiddie,1994,0.308,0.485,0.778,23.8,0.392,0.437 31 | T.J. Warren,1984,0.375,0.571,0.812,20.7,0.212,0.214 -------------------------------------------------------------------------------- /sample_data/pels_lineups_sample_201920.csv: -------------------------------------------------------------------------------- 1 | P1,P2,P3,P4,P5,Poss,PTS D. Favors , J. Holiday , B. Ingram , J. Redick , K. Williams,38,5 D. Favors , J. Hart , J. Holiday , J. Redick , K. Williams,28,1 L. Ball , J. Holiday , B. Ingram , N. Melli , J. Okafor,24,11 D. Favors , J. Holiday , F. Jackson , J. Redick , K. Williams,22,10 N. Alexander-Walker , J. Hart , F. Jackson , N. Melli , K. Williams,21,10 L. Ball , J. Hart , B. Ingram , J. Redick , K. Williams,16,2 N. Alexander-Walker , B. Ingram , F. Jackson , J. Okafor , K. Williams,16,-2 N. Alexander-Walker , L. Ball , J. Hayes , F. Jackson , K. Williams,15,15 N. Alexander-Walker , J. Hart , J. Hayes , F. Jackson , J. Redick,14,0 D. Favors , J. Hart , J. Holiday , E. Moore , J. Redick,14,11 L. Ball , J. Holiday , B. Ingram , F. Jackson , J. Okafor,14,1 N. Alexander-Walker , J. Hart , E. Moore , J. Okafor , K. Williams,13,2 J. Hart , J. Hayes , F. Jackson , E. Moore , J. Redick,13,7 N. Alexander-Walker , J. Hayes , F. Jackson , E. Moore , K. Williams,12,11 N. Alexander-Walker , D. Favors , J. Holiday , N. Melli , E. Moore,12,13 L. Ball , J. Hart , J. Holiday , J. Okafor , K. Williams,11,3 N. Alexander-Walker , J. Hart , J. Hayes , B. Ingram , F. Jackson,11,0 J. Hart , J. Holiday , B. Ingram , N. Melli , J. Redick,11,0 L. Ball , J. Hart , B. Ingram , N. Melli , K. Williams,11,4 L. Ball , J. Hart , J. Hayes , B. Ingram , J. Redick,11,-1 N. Alexander-Walker , B. Ingram , F. Jackson , N. Melli , K. Williams,10,1 L. Ball , J. Hart , J. Holiday , B. Ingram , J. Okafor,9,0 D. Favors , J. Holiday , E. Moore , J. Redick , K. Williams,9,7 N. Alexander-Walker , B. Ingram , F. Jackson , N. Melli , K. Williams,9,1 J. Hart , J. Holiday , B. Ingram , F. Jackson , J. Okafor,8,-1 L. Ball , J. Hart , J. Holiday , B. 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Hart , J. Hayes , J. Holiday , B. Ingram,7,1 L. Ball , J. Hart , B. Ingram , F. Jackson , J. Okafor,7,5 D. Favors , J. Holiday , B. Ingram , F. Jackson , J. Redick,6,0 L. Ball , J. Hart , J. Okafor , J. Redick , K. Williams,6,3 L. Ball , D. Favors , J. Hart , J. Holiday , B. Ingram,6,4 D. Favors , J. Holiday , B. Ingram , F. Jackson , J. Redick,6,2 N. Alexander-Walker , F. Jackson , E. Moore , J. Okafor , J. Redick,6,2 L. Ball , J. Hart , B. Ingram , F. Jackson , J. Okafor,5,8 D. Favors , J. Hart , J. Holiday , F. Jackson , E. Moore,5,0 N. Alexander-Walker , J. Hart , J. Hayes , E. Moore , K. Williams,5,-1 N. Alexander-Walker , J. Hart , E. Moore , J. Okafor , K. Williams,5,3 L. Ball , J. Hart , J. Okafor , J. Redick , K. Williams,5,3 J. Hart , J. Hayes , J. Holiday , J. Redick , K. Williams,5,6 D. Favors , J. Hart , J. Holiday , F. Jackson , J. Redick,5,-1 D. Favors , J. Hart , J. Holiday , J. Redick , K. Williams,4,6 N. Alexander-Walker , J. Hayes , F. Jackson , E. Moore , K. Williams,4,6 L. Ball , J. Holiday , B. Ingram , N. Melli , J. Redick,4,1 L. Ball , J. Hart , J. Holiday , B. Ingram , J. Okafor,4,2 N. Alexander-Walker , D. Favors , J. Holiday , J. Redick , K. Williams,4,2 N. Alexander-Walker , L. Ball , J. Hart , J. Hayes , N. Melli,4,-1 L. Ball , D. Favors , J. Hart , F. Jackson , J. Redick,4,-1 L. Ball , J. Hart , J. Hayes , J. Redick , K. Williams,4,2 N. Alexander-Walker , D. Favors , F. Jackson , N. Melli , J. Redick,4,0 L. Ball , J. Hart , J. Hayes , B. Ingram , F. Jackson,4,0 N. Alexander-Walker , J. Hart , F. Jackson , N. Melli , K. Williams,3,3 J. Holiday , F. Jackson , E. Moore , J. Okafor , K. Williams,3,-1 N. Alexander-Walker , D. Favors , J. Hart , J. Redick , K. Williams,3,4 D. Favors , J. Hart , J. Holiday , B. Ingram , E. Moore,3,0 L. Ball , D. Favors , J. Hart , F. Jackson , K. Williams,3,0 N. Alexander-Walker , J. Hart , J. Holiday , B. Ingram , J. Okafor,3,2 L. Ball , D. Favors , J. Hart , J. Holiday , J. Redick,3,1 N. Alexander-Walker , J. Hayes , N. Melli , E. Moore , J. Redick,3,2 L. Ball , J. Hayes , B. Ingram , F. Jackson , E. Moore,3,2 L. Ball , J. Hart , F. Jackson , N. Melli , K. Williams,2,-2 L. Ball , J. Holiday , B. Ingram , F. Jackson , N. Melli,2,0 J. Hart , J. Holiday , B. Ingram , J. Okafor , J. Redick,2,-1 J. Hayes , J. Holiday , B. Ingram , J. Redick , K. Williams,2,2 L. Ball , J. Holiday , J. Okafor , J. Redick , K. Williams,2,4 L. Ball , B. Ingram , F. Jackson , J. Okafor , J. Redick,2,3 N. Alexander-Walker , J. Hart , F. Jackson , J. Okafor , J. Redick,2,1 J. Hayes , J. Holiday , F. Jackson , J. Redick , K. Williams,2,-1 L. Ball , J. Holiday , F. Jackson , N. Melli , K. Williams,2,4 L. Ball , J. Hart , F. Jackson , N. Melli , J. Redick,2,2 D. Favors , J. Holiday , B. Ingram , E. Moore , J. Redick,2,1 J. Hart , J. Hayes , J. Holiday , F. Jackson , J. Redick,2,-2 N. Alexander-Walker , J. Hayes , F. Jackson , J. Redick , K. Williams,2,2 N. Alexander-Walker , J. Hart , J. Holiday , J. Okafor , K. Williams,2,0 L. Ball , J. Hart , J. Holiday , B. Ingram , J. Okafor,2,-1 L. Ball , J. Hart , J. Holiday , J. Okafor , K. Williams,1,2 L. Ball , D. Favors , B. Ingram , F. Jackson , J. Redick,1,-2 L. Ball , J. Holiday , B. Ingram , J. Okafor , K. Williams,1,-1 J. Holiday , F. Jackson , J. Okafor , J. Redick , K. Williams,1,1 N. Alexander-Walker , L. Ball , B. Ingram , F. Jackson , J. Okafor,1,0 N. Alexander-Walker , D. Favors , F. Jackson , N. Melli , E. Moore,1,1 N. Alexander-Walker , J. Hayes , B. Ingram , J. Redick , K. Williams,1,-1 D. Favors , J. Hart , J. Holiday , B. Ingram , J. Redick,1,0 J. Hart , J. Hayes , J. Holiday , B. Ingram , J. Redick,1,2 J. Hart , J. Holiday , B. Ingram , F. Jackson , K. Williams,0,0 L. Ball , J. Holiday , F. Jackson , J. Okafor , K. Williams,0,-2 -------------------------------------------------------------------------------- /sample_data/readme.md: -------------------------------------------------------------------------------- 1 | ### Tutorial Data Sets 2 | - nba_shooting_sample_201920: A dataset that contains shooting percentages (by 3pt, 2pt, Free Throw), minutes played, points per 36 minutes, 3PA rate, and FTA rate for a sample of 30 high minutes players in the 2019-20 NBA season (source: https://www.basketball-reference.com/leagues/NBA_2020_per_minute.html) 3 | - dbook_shotsample_201819: A dataset that contains the X/Y locations of Devin Booker's made shots in the 2018-19 season (source: NBA play-by-play) 4 | - airlines_sample: A dataset that contains domestic passengers count by year and month for major airlines since 2005 (source: https://www.transtats.bts.gov/DL_SelectFields.asp) 5 | - chicago_temps_data: A dataset that contains max and min temps as well as precipitation by day since 2000 for Chicago (source: https://kilthub.cmu.edu/articles/Compiled_daily_temperature_and_precipitation_data_for_the_U_S_cities/7890488) 6 | - nbaallelo: A dataset containing historical ELO ratings for NBA teams, courtesy of 538, sourced from their GitHub repo (source: https://github.com/fivethirtyeight/data/tree/master/nba-elo) 7 | - pels_lineup_sample_201920: A sample of lineup data that shows the total scoring and possessions played by each 5 man lineup for the New Orleans Pelicans a little ways into the 2019-20 NBA Season (source: NBA Stats Lineup Data) 8 | - kc_house_data: a sample of house sale prices for King County (inlcudes Seattle), for homes sold between May 2014 and May 2015 (source: https://www.kaggle.com/harlfoxem/housesalesprediction/data) 9 | - scoring_sample_tm1 and scoring_sample_tm2: Datasets created from old NBA play-by-play data that took all the scoring contributions by players from two NBA teams and converted them into distributions of scoring between positions (Guards, Bigs, Forwards) for each game 10 | - censuses: Transformed datasets sourced from the US Govt Census website. These datasets show probabilities calculated using census methodology of recorded last names belonging to certain major ethnic classifications and the count of those names in the census. 11 | - us-states-covid: raw cumulative counts at a state level in the United States, courtesy of the New York Times (source: https://github.com/nytimes/covid-19-data), static snapshot pulled on July 29th, 2020. _I do not own this data, and shouts out to the NY Times team for making this publicly available. Please support their work and keep track of the live data in their actual repo. This data is captured here for non-commercial educational purposes only._ 12 | -------------------------------------------------------------------------------- /sample_data/scoring_sample_tm1.csv: -------------------------------------------------------------------------------- 1 | Guards,Bigs,Wings 2 | 0.543859649122807,0.42105263157894735,0.03508771929824561 3 | 0.6022727272727273,0.32954545454545453,0.06818181818181818 4 | 0.5431034482758621,0.41379310344827586,0.04310344827586207 5 | 0.4819277108433735,0.4939759036144578,0.024096385542168676 6 | 0.6464646464646465,0.29292929292929293,0.06060606060606061 7 | 0.43103448275862066,0.4396551724137931,0.12931034482758622 8 | 0.5964912280701754,0.2982456140350877,0.10526315789473684 9 | 0.3783783783783784,0.5225225225225225,0.0990990990990991 10 | 0.5363636363636364,0.37272727272727274,0.09090909090909091 11 | 0.47058823529411764,0.40336134453781514,0.12605042016806722 12 | 0.5511811023622047,0.36220472440944884,0.08661417322834646 13 | 0.5514018691588785,0.411214953271028,0.037383177570093455 14 | 0.48760330578512395,0.4049586776859504,0.10743801652892562 15 | 0.4019607843137255,0.47058823529411764,0.12745098039215685 16 | 0.5203252032520326,0.3983739837398374,0.08130081300813008 17 | 0.5564516129032258,0.3870967741935484,0.056451612903225805 18 | 0.5360824742268041,0.4020618556701031,0.061855670103092786 19 | 0.5285714285714286,0.37142857142857144,0.1 20 | 0.6311475409836066,0.27049180327868855,0.09836065573770492 21 | 0.6194690265486725,0.26548672566371684,0.11504424778761062 22 | 0.45614035087719296,0.3684210526315789,0.17543859649122806 23 | 0.5490196078431373,0.38235294117647056,0.06862745098039216 24 | 0.5306122448979592,0.37755102040816324,0.09183673469387756 25 | 0.5714285714285714,0.2706766917293233,0.15789473684210525 26 | 0.5289256198347108,0.36363636363636365,0.10743801652892562 27 | 0.5132743362831859,0.4690265486725664,0.017699115044247787 28 | 0.5490196078431373,0.39215686274509803,0.058823529411764705 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0.45454545454545453,0.20909090909090908,0.33636363636363636 73 | 0.5535714285714286,0.17857142857142858,0.26785714285714285 74 | 0.36082474226804123,0.25773195876288657,0.38144329896907214 75 | 0.47540983606557374,0.319672131147541,0.20491803278688525 76 | 0.36752136752136755,0.21367521367521367,0.4188034188034188 77 | 0.4722222222222222,0.20833333333333334,0.3194444444444444 78 | 0.3853211009174312,0.11009174311926606,0.5045871559633027 79 | 0.5287356321839081,0.12643678160919541,0.3448275862068966 80 | 0.38095238095238093,0.10476190476190476,0.5142857142857142 81 | 0.693069306930693,0.10891089108910891,0.19801980198019803 82 | 0.494949494949495,0.25252525252525254,0.25252525252525254 83 | 0.54,0.19,0.27 84 | 0.7431192660550459,0.01834862385321101,0.23853211009174313 85 | 0.4691358024691358,0.06172839506172839,0.4691358024691358 86 | -------------------------------------------------------------------------------- /tutorial_style.mplstyle: -------------------------------------------------------------------------------- 1 | ######################################################################### 2 | # Most of these are attributes that we've already become familiar with, 3 | # just with different nomenclature for configurations 4 | ######################################################################### 5 | 6 | # Styling Figure Level Attributes 7 | figure.figsize: 12, 6 8 | figure.facecolor: white 9 | 10 | # Styling Legend 11 | legend.loc: upper right 12 | legend.framealpha: 0.8 13 | legend.fontsize: 10 14 | legend.labelspacing: 0.3 15 | 16 | # Styling Lines 17 | lines.linewidth: 1.5 18 | 19 | # Styling Axes 20 | axes.prop_cycle: cycler('color', ['1dd1a1', 'ffc048', 'eb4d4b', '686de0']) 21 | 22 | axes.labelsize: 9 23 | axes.labelcolor: gray 24 | axes.labelpad: 6 25 | 26 | axes.titlesize: 20 27 | axes.titleweight: bold 28 | axes.titlelocation: left 29 | axes.titlecolor: gray 30 | axes.titlepad: 10 31 | 32 | axes.spines.left: True 33 | axes.spines.bottom: True 34 | axes.spines.right: False 35 | axes.spines.top: False 36 | 37 | # Styling Ticks 38 | xtick.top: False 39 | xtick.bottom: False 40 | ytick.left: False 41 | ytick.right: False 42 | xtick.labelsize: 10 43 | ytick.labelsize: 10 44 | xtick.color: black 45 | ytick.color: black 46 | 47 | # Styling Grid 48 | axes.grid: True 49 | grid.color: D3D3D3 50 | grid.linestyle: - 51 | grid.linewidth: 0.75 52 | grid.alpha: 0.3 --------------------------------------------------------------------------------