Spaces:
Running
Running
Alvaro
commited on
Commit
·
5b07ff1
1
Parent(s):
f53103e
Cleanup
Browse files- example_event.html +1673 -0
- output/fighters_data.json +0 -3
- output/ufc_events_detailed.json +0 -3
- output/{ufc_fighters_data.csv → ufc_fighters.csv} +0 -0
- output/ufc_fights.csv +0 -0
- src/analysis/elo.py +125 -0
- src/analyze.py +12 -2
- src/scrape/config.py +13 -0
- src/scrape/main.py +32 -20
- src/{preprocess.py → scrape/preprocess.py} +3 -2
- src/scrape/scrape_fighters.py +7 -11
- src/scrape/scrape_fights.py +37 -8
- src/scrape/to_csv.py +5 -3
example_event.html
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1 |
+
<!DOCTYPE html>
|
2 |
+
<!--[if lt IE 7]> <html class="no-js lt-ie9 lt-ie8 lt-ie7"> <![endif]-->
|
3 |
+
<!--[if IE 7]> <html class="no-js lt-ie9 lt-ie8"> <![endif]-->
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|
5 |
+
<!--[if gt IE 8]><!--> <html class="no-js"> <!--<![endif]-->
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6 |
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<head>
|
7 |
+
<meta charset="utf-8">
|
8 |
+
<meta http-equiv="X-UA-Compatible" content="IE=edge">
|
9 |
+
<title>
|
10 |
+
Stats | UFC
|
11 |
+
</title>
|
12 |
+
<meta name="description" content="">
|
13 |
+
<meta name="viewport" content="">
|
14 |
+
<link rel="stylesheet" href="/blocks/main.css?ver=647583">
|
15 |
+
<script src="/js/vendor/modernizr-2.6.2.min.js"></script>
|
16 |
+
<script>
|
17 |
+
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
|
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+
(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
|
19 |
+
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
|
20 |
+
})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
|
21 |
+
|
22 |
+
ga('create', 'UA-2855164-1', 'auto');
|
23 |
+
ga('send', 'pageview');
|
24 |
+
</script>
|
25 |
+
</head>
|
26 |
+
<body class="b-page" data-link="home">
|
27 |
+
<header class="b-head">
|
28 |
+
<div class="b-head__nav-bar">
|
29 |
+
<div class="l-page__container">
|
30 |
+
<a class="b-head__logo" href="/">
|
31 |
+
<img src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/ufc-stats-logo.png"
|
32 |
+
alt="">
|
33 |
+
</a>
|
34 |
+
<menu class="b-head__menu">
|
35 |
+
|
36 |
+
<li class="b-head__item b-head__item_state_current">
|
37 |
+
<a class="b-head__menu-link" href="/statistics/events/">
|
38 |
+
EVENTS & FIGHTS
|
39 |
+
</a>
|
40 |
+
</li>
|
41 |
+
|
42 |
+
|
43 |
+
<li class="b-head__item">
|
44 |
+
<a class="b-head__menu-link" href="/statistics/fighters">
|
45 |
+
FIGHTERS
|
46 |
+
</a>
|
47 |
+
</li>
|
48 |
+
|
49 |
+
|
50 |
+
<li class="b-head__item">
|
51 |
+
<a class="b-head__menu-link" href="http://statleaders.ufc.com" target="_blank">
|
52 |
+
STAT LEADERS
|
53 |
+
</a>
|
54 |
+
</li>
|
55 |
+
|
56 |
+
</menu>
|
57 |
+
</div>
|
58 |
+
</div>
|
59 |
+
<div class="b-head__sub-nav">
|
60 |
+
</div>
|
61 |
+
|
62 |
+
</header>
|
63 |
+
<section class="b-statistics__section_details">
|
64 |
+
<script type="text/javascript">
|
65 |
+
function doNav(url) {
|
66 |
+
document.location.href = url;
|
67 |
+
|
68 |
+
}
|
69 |
+
</script>
|
70 |
+
<div class="l-page__container">
|
71 |
+
<h2 class="b-content__title">
|
72 |
+
|
73 |
+
<span class="b-content__title-highlight">
|
74 |
+
UFC 317: Topuria vs. Oliveira
|
75 |
+
</span>
|
76 |
+
</h2>
|
77 |
+
|
78 |
+
<div class="b-fight-details">
|
79 |
+
<div class="b-list__info-box b-list__info-box_style_large-width">
|
80 |
+
<ul class="b-list__box-list">
|
81 |
+
<li class="b-list__box-list-item">
|
82 |
+
<i class="b-list__box-item-title">
|
83 |
+
Date:
|
84 |
+
</i>
|
85 |
+
June 28, 2025
|
86 |
+
</li>
|
87 |
+
<li class="b-list__box-list-item">
|
88 |
+
<i class="b-list__box-item-title">
|
89 |
+
Location:
|
90 |
+
</i>
|
91 |
+
|
92 |
+
Las Vegas, Nevada, USA
|
93 |
+
</li>
|
94 |
+
</ul>
|
95 |
+
</div>
|
96 |
+
|
97 |
+
<div class="b-statistics__table-preview">
|
98 |
+
<i class="b-statistics__table-preview-item">
|
99 |
+
Click on a row below to see in-depth event stats.
|
100 |
+
</i>
|
101 |
+
<i class="b-statistics__table-preview-item">
|
102 |
+
Fight, Perf, Sub, and KO of the Night Bonuses:
|
103 |
+
<img class="b-statistics__table-status" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/fight.png" alt="">
|
104 |
+
<img class="b-statistics__table-status" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/perf.png" alt="">
|
105 |
+
<img class="b-statistics__table-status" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/sub.png" alt="">
|
106 |
+
<img class="b-statistics__table-status" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/ko.png" alt="">
|
107 |
+
|
108 |
+
</i>
|
109 |
+
</div>
|
110 |
+
|
111 |
+
<table class="b-fight-details__table b-fight-details__table_style_margin-top b-fight-details__table_type_event-details js-fight-table" style="display: table;">
|
112 |
+
<thead class="b-fight-details__table-head">
|
113 |
+
<tr class="b-fight-details__table-row">
|
114 |
+
<th class="b-fight-details__table-col">
|
115 |
+
W/L
|
116 |
+
</th>
|
117 |
+
<th class="b-fight-details__table-col l-page_align_left">
|
118 |
+
Fighter
|
119 |
+
</th>
|
120 |
+
<th class="b-fight-details__table-col">
|
121 |
+
Kd
|
122 |
+
</th>
|
123 |
+
<th class="b-fight-details__table-col">
|
124 |
+
Str
|
125 |
+
</th>
|
126 |
+
<th class="b-fight-details__table-col">
|
127 |
+
Td
|
128 |
+
</th>
|
129 |
+
<th class="b-fight-details__table-col">
|
130 |
+
Sub
|
131 |
+
</th>
|
132 |
+
<th class="b-fight-details__table-col l-page_align_left">
|
133 |
+
Weight class
|
134 |
+
</th>
|
135 |
+
<th class="b-fight-details__table-col l-page_align_left">
|
136 |
+
Method
|
137 |
+
</th>
|
138 |
+
<th class="b-fight-details__table-col">
|
139 |
+
Round
|
140 |
+
</th>
|
141 |
+
<th class="b-fight-details__table-col">
|
142 |
+
Time
|
143 |
+
</th>
|
144 |
+
</tr>
|
145 |
+
</thead>
|
146 |
+
<tbody class="b-fight-details__table-body">
|
147 |
+
|
148 |
+
|
149 |
+
|
150 |
+
|
151 |
+
|
152 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/7a64d63e12618ba7')" data-link="http://ufcstats.com/fight-details/7a64d63e12618ba7">
|
153 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
154 |
+
|
155 |
+
|
156 |
+
|
157 |
+
<p class="b-fight-details__table-text">
|
158 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/7a64d63e12618ba7"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
159 |
+
</p>
|
160 |
+
<br>
|
161 |
+
|
162 |
+
|
163 |
+
|
164 |
+
|
165 |
+
|
166 |
+
</td>
|
167 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
168 |
+
|
169 |
+
<p class="b-fight-details__table-text">
|
170 |
+
|
171 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/54f64b5e283b0ce7">
|
172 |
+
Ilia Topuria
|
173 |
+
</a>
|
174 |
+
|
175 |
+
</p>
|
176 |
+
|
177 |
+
<p class="b-fight-details__table-text">
|
178 |
+
|
179 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/07225ba28ae309b6">
|
180 |
+
Charles Oliveira
|
181 |
+
</a>
|
182 |
+
</p>
|
183 |
+
|
184 |
+
|
185 |
+
</td>
|
186 |
+
<td class="b-fight-details__table-col">
|
187 |
+
|
188 |
+
|
189 |
+
<p class="b-fight-details__table-text">
|
190 |
+
|
191 |
+
1
|
192 |
+
</p>
|
193 |
+
|
194 |
+
<p class="b-fight-details__table-text">
|
195 |
+
|
196 |
+
0
|
197 |
+
</p>
|
198 |
+
|
199 |
+
</td>
|
200 |
+
<td class="b-fight-details__table-col">
|
201 |
+
|
202 |
+
|
203 |
+
|
204 |
+
<p class="b-fight-details__table-text">
|
205 |
+
|
206 |
+
21
|
207 |
+
|
208 |
+
</p>
|
209 |
+
|
210 |
+
<p class="b-fight-details__table-text">
|
211 |
+
|
212 |
+
|
213 |
+
9
|
214 |
+
</p>
|
215 |
+
|
216 |
+
</td>
|
217 |
+
<td class="b-fight-details__table-col">
|
218 |
+
|
219 |
+
|
220 |
+
<p class="b-fight-details__table-text">
|
221 |
+
|
222 |
+
0
|
223 |
+
</p>
|
224 |
+
|
225 |
+
<p class="b-fight-details__table-text">
|
226 |
+
|
227 |
+
0
|
228 |
+
</p>
|
229 |
+
|
230 |
+
</td>
|
231 |
+
<td class="b-fight-details__table-col">
|
232 |
+
|
233 |
+
|
234 |
+
<p class="b-fight-details__table-text">
|
235 |
+
|
236 |
+
0
|
237 |
+
</p>
|
238 |
+
|
239 |
+
<p class="b-fight-details__table-text">
|
240 |
+
|
241 |
+
0
|
242 |
+
</p>
|
243 |
+
|
244 |
+
</td>
|
245 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
246 |
+
<p class="b-fight-details__table-text">
|
247 |
+
Lightweight<br>
|
248 |
+
<img src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/belt.png" alt=""><img style="margin-right:2px;" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/perf.png" alt="">
|
249 |
+
</p>
|
250 |
+
|
251 |
+
</td>
|
252 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
253 |
+
<p class="b-fight-details__table-text">
|
254 |
+
|
255 |
+
|
256 |
+
|
257 |
+
KO/TKO
|
258 |
+
|
259 |
+
</p>
|
260 |
+
|
261 |
+
<p class="b-fight-details__table-text">
|
262 |
+
Punch
|
263 |
+
</p>
|
264 |
+
</td>
|
265 |
+
<td class="b-fight-details__table-col">
|
266 |
+
<p class="b-fight-details__table-text">
|
267 |
+
|
268 |
+
1
|
269 |
+
</p>
|
270 |
+
</td>
|
271 |
+
<td class="b-fight-details__table-col">
|
272 |
+
<p class="b-fight-details__table-text">
|
273 |
+
2:27
|
274 |
+
</p>
|
275 |
+
</td>
|
276 |
+
</tr>
|
277 |
+
|
278 |
+
|
279 |
+
|
280 |
+
|
281 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/8308464729ea7c40')" data-link="http://ufcstats.com/fight-details/8308464729ea7c40">
|
282 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
283 |
+
|
284 |
+
|
285 |
+
|
286 |
+
<p class="b-fight-details__table-text">
|
287 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/8308464729ea7c40"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
288 |
+
</p>
|
289 |
+
<br>
|
290 |
+
|
291 |
+
|
292 |
+
|
293 |
+
|
294 |
+
|
295 |
+
</td>
|
296 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
297 |
+
|
298 |
+
<p class="b-fight-details__table-text">
|
299 |
+
|
300 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/a0f0004aadf10b71">
|
301 |
+
Alexandre Pantoja
|
302 |
+
</a>
|
303 |
+
|
304 |
+
</p>
|
305 |
+
|
306 |
+
<p class="b-fight-details__table-text">
|
307 |
+
|
308 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/853eb0dd5c0e2149">
|
309 |
+
Kai Kara-France
|
310 |
+
</a>
|
311 |
+
</p>
|
312 |
+
|
313 |
+
|
314 |
+
</td>
|
315 |
+
<td class="b-fight-details__table-col">
|
316 |
+
|
317 |
+
|
318 |
+
<p class="b-fight-details__table-text">
|
319 |
+
|
320 |
+
0
|
321 |
+
</p>
|
322 |
+
|
323 |
+
<p class="b-fight-details__table-text">
|
324 |
+
|
325 |
+
0
|
326 |
+
</p>
|
327 |
+
|
328 |
+
</td>
|
329 |
+
<td class="b-fight-details__table-col">
|
330 |
+
|
331 |
+
|
332 |
+
|
333 |
+
<p class="b-fight-details__table-text">
|
334 |
+
|
335 |
+
42
|
336 |
+
|
337 |
+
</p>
|
338 |
+
|
339 |
+
<p class="b-fight-details__table-text">
|
340 |
+
|
341 |
+
|
342 |
+
38
|
343 |
+
</p>
|
344 |
+
|
345 |
+
</td>
|
346 |
+
<td class="b-fight-details__table-col">
|
347 |
+
|
348 |
+
|
349 |
+
<p class="b-fight-details__table-text">
|
350 |
+
|
351 |
+
3
|
352 |
+
</p>
|
353 |
+
|
354 |
+
<p class="b-fight-details__table-text">
|
355 |
+
|
356 |
+
0
|
357 |
+
</p>
|
358 |
+
|
359 |
+
</td>
|
360 |
+
<td class="b-fight-details__table-col">
|
361 |
+
|
362 |
+
|
363 |
+
<p class="b-fight-details__table-text">
|
364 |
+
|
365 |
+
2
|
366 |
+
</p>
|
367 |
+
|
368 |
+
<p class="b-fight-details__table-text">
|
369 |
+
|
370 |
+
0
|
371 |
+
</p>
|
372 |
+
|
373 |
+
</td>
|
374 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
375 |
+
<p class="b-fight-details__table-text">
|
376 |
+
Flyweight<br>
|
377 |
+
<img src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/belt.png" alt="">
|
378 |
+
</p>
|
379 |
+
|
380 |
+
</td>
|
381 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
382 |
+
<p class="b-fight-details__table-text">
|
383 |
+
|
384 |
+
|
385 |
+
|
386 |
+
SUB
|
387 |
+
|
388 |
+
</p>
|
389 |
+
|
390 |
+
<p class="b-fight-details__table-text">
|
391 |
+
Rear Naked Choke
|
392 |
+
</p>
|
393 |
+
</td>
|
394 |
+
<td class="b-fight-details__table-col">
|
395 |
+
<p class="b-fight-details__table-text">
|
396 |
+
|
397 |
+
3
|
398 |
+
</p>
|
399 |
+
</td>
|
400 |
+
<td class="b-fight-details__table-col">
|
401 |
+
<p class="b-fight-details__table-text">
|
402 |
+
1:55
|
403 |
+
</p>
|
404 |
+
</td>
|
405 |
+
</tr>
|
406 |
+
|
407 |
+
|
408 |
+
|
409 |
+
|
410 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/f722b96ae6862843')" data-link="http://ufcstats.com/fight-details/f722b96ae6862843">
|
411 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
412 |
+
|
413 |
+
|
414 |
+
|
415 |
+
<p class="b-fight-details__table-text">
|
416 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/f722b96ae6862843"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
417 |
+
</p>
|
418 |
+
<br>
|
419 |
+
|
420 |
+
|
421 |
+
|
422 |
+
|
423 |
+
|
424 |
+
</td>
|
425 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
426 |
+
|
427 |
+
<p class="b-fight-details__table-text">
|
428 |
+
|
429 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/17e97649403ba428">
|
430 |
+
Joshua Van
|
431 |
+
</a>
|
432 |
+
|
433 |
+
</p>
|
434 |
+
|
435 |
+
<p class="b-fight-details__table-text">
|
436 |
+
|
437 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/6e15f63b6c2e2c15">
|
438 |
+
Brandon Royval
|
439 |
+
</a>
|
440 |
+
</p>
|
441 |
+
|
442 |
+
|
443 |
+
</td>
|
444 |
+
<td class="b-fight-details__table-col">
|
445 |
+
|
446 |
+
|
447 |
+
<p class="b-fight-details__table-text">
|
448 |
+
|
449 |
+
1
|
450 |
+
</p>
|
451 |
+
|
452 |
+
<p class="b-fight-details__table-text">
|
453 |
+
|
454 |
+
0
|
455 |
+
</p>
|
456 |
+
|
457 |
+
</td>
|
458 |
+
<td class="b-fight-details__table-col">
|
459 |
+
|
460 |
+
|
461 |
+
|
462 |
+
<p class="b-fight-details__table-text">
|
463 |
+
|
464 |
+
204
|
465 |
+
|
466 |
+
</p>
|
467 |
+
|
468 |
+
<p class="b-fight-details__table-text">
|
469 |
+
|
470 |
+
|
471 |
+
215
|
472 |
+
</p>
|
473 |
+
|
474 |
+
</td>
|
475 |
+
<td class="b-fight-details__table-col">
|
476 |
+
|
477 |
+
|
478 |
+
<p class="b-fight-details__table-text">
|
479 |
+
|
480 |
+
0
|
481 |
+
</p>
|
482 |
+
|
483 |
+
<p class="b-fight-details__table-text">
|
484 |
+
|
485 |
+
0
|
486 |
+
</p>
|
487 |
+
|
488 |
+
</td>
|
489 |
+
<td class="b-fight-details__table-col">
|
490 |
+
|
491 |
+
|
492 |
+
<p class="b-fight-details__table-text">
|
493 |
+
|
494 |
+
0
|
495 |
+
</p>
|
496 |
+
|
497 |
+
<p class="b-fight-details__table-text">
|
498 |
+
|
499 |
+
0
|
500 |
+
</p>
|
501 |
+
|
502 |
+
</td>
|
503 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
504 |
+
<p class="b-fight-details__table-text">
|
505 |
+
Flyweight<br>
|
506 |
+
<img style="margin-right:2px;" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/fight.png" alt="">
|
507 |
+
</p>
|
508 |
+
|
509 |
+
</td>
|
510 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
511 |
+
<p class="b-fight-details__table-text">
|
512 |
+
|
513 |
+
|
514 |
+
|
515 |
+
U-DEC
|
516 |
+
|
517 |
+
</p>
|
518 |
+
|
519 |
+
<p class="b-fight-details__table-text">
|
520 |
+
|
521 |
+
</p>
|
522 |
+
</td>
|
523 |
+
<td class="b-fight-details__table-col">
|
524 |
+
<p class="b-fight-details__table-text">
|
525 |
+
|
526 |
+
3
|
527 |
+
</p>
|
528 |
+
</td>
|
529 |
+
<td class="b-fight-details__table-col">
|
530 |
+
<p class="b-fight-details__table-text">
|
531 |
+
5:00
|
532 |
+
</p>
|
533 |
+
</td>
|
534 |
+
</tr>
|
535 |
+
|
536 |
+
|
537 |
+
|
538 |
+
|
539 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/1ea9ad3b6e1cba79')" data-link="http://ufcstats.com/fight-details/1ea9ad3b6e1cba79">
|
540 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
541 |
+
|
542 |
+
|
543 |
+
|
544 |
+
<p class="b-fight-details__table-text">
|
545 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/1ea9ad3b6e1cba79"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
546 |
+
</p>
|
547 |
+
<br>
|
548 |
+
|
549 |
+
|
550 |
+
|
551 |
+
|
552 |
+
|
553 |
+
</td>
|
554 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
555 |
+
|
556 |
+
<p class="b-fight-details__table-text">
|
557 |
+
|
558 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/08af939f41b5a57b">
|
559 |
+
Beneil Dariush
|
560 |
+
</a>
|
561 |
+
|
562 |
+
</p>
|
563 |
+
|
564 |
+
<p class="b-fight-details__table-text">
|
565 |
+
|
566 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/b6452706b373eea1">
|
567 |
+
Renato Moicano
|
568 |
+
</a>
|
569 |
+
</p>
|
570 |
+
|
571 |
+
|
572 |
+
</td>
|
573 |
+
<td class="b-fight-details__table-col">
|
574 |
+
|
575 |
+
|
576 |
+
<p class="b-fight-details__table-text">
|
577 |
+
|
578 |
+
0
|
579 |
+
</p>
|
580 |
+
|
581 |
+
<p class="b-fight-details__table-text">
|
582 |
+
|
583 |
+
1
|
584 |
+
</p>
|
585 |
+
|
586 |
+
</td>
|
587 |
+
<td class="b-fight-details__table-col">
|
588 |
+
|
589 |
+
|
590 |
+
|
591 |
+
<p class="b-fight-details__table-text">
|
592 |
+
|
593 |
+
56
|
594 |
+
|
595 |
+
</p>
|
596 |
+
|
597 |
+
<p class="b-fight-details__table-text">
|
598 |
+
|
599 |
+
|
600 |
+
31
|
601 |
+
</p>
|
602 |
+
|
603 |
+
</td>
|
604 |
+
<td class="b-fight-details__table-col">
|
605 |
+
|
606 |
+
|
607 |
+
<p class="b-fight-details__table-text">
|
608 |
+
|
609 |
+
5
|
610 |
+
</p>
|
611 |
+
|
612 |
+
<p class="b-fight-details__table-text">
|
613 |
+
|
614 |
+
0
|
615 |
+
</p>
|
616 |
+
|
617 |
+
</td>
|
618 |
+
<td class="b-fight-details__table-col">
|
619 |
+
|
620 |
+
|
621 |
+
<p class="b-fight-details__table-text">
|
622 |
+
|
623 |
+
0
|
624 |
+
</p>
|
625 |
+
|
626 |
+
<p class="b-fight-details__table-text">
|
627 |
+
|
628 |
+
0
|
629 |
+
</p>
|
630 |
+
|
631 |
+
</td>
|
632 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
633 |
+
<p class="b-fight-details__table-text">
|
634 |
+
Lightweight<br>
|
635 |
+
|
636 |
+
</p>
|
637 |
+
|
638 |
+
</td>
|
639 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
640 |
+
<p class="b-fight-details__table-text">
|
641 |
+
|
642 |
+
|
643 |
+
|
644 |
+
U-DEC
|
645 |
+
|
646 |
+
</p>
|
647 |
+
|
648 |
+
<p class="b-fight-details__table-text">
|
649 |
+
|
650 |
+
</p>
|
651 |
+
</td>
|
652 |
+
<td class="b-fight-details__table-col">
|
653 |
+
<p class="b-fight-details__table-text">
|
654 |
+
|
655 |
+
3
|
656 |
+
</p>
|
657 |
+
</td>
|
658 |
+
<td class="b-fight-details__table-col">
|
659 |
+
<p class="b-fight-details__table-text">
|
660 |
+
5:00
|
661 |
+
</p>
|
662 |
+
</td>
|
663 |
+
</tr>
|
664 |
+
|
665 |
+
|
666 |
+
|
667 |
+
|
668 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/f6a3c78f15ff26c7')" data-link="http://ufcstats.com/fight-details/f6a3c78f15ff26c7">
|
669 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
670 |
+
|
671 |
+
|
672 |
+
|
673 |
+
<p class="b-fight-details__table-text">
|
674 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/f6a3c78f15ff26c7"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
675 |
+
</p>
|
676 |
+
<br>
|
677 |
+
|
678 |
+
|
679 |
+
|
680 |
+
|
681 |
+
|
682 |
+
</td>
|
683 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
684 |
+
|
685 |
+
<p class="b-fight-details__table-text">
|
686 |
+
|
687 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/6e743a33d56bdaa4">
|
688 |
+
Payton Talbott
|
689 |
+
</a>
|
690 |
+
|
691 |
+
</p>
|
692 |
+
|
693 |
+
<p class="b-fight-details__table-text">
|
694 |
+
|
695 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/9256f591b30c073e">
|
696 |
+
Felipe Lima
|
697 |
+
</a>
|
698 |
+
</p>
|
699 |
+
|
700 |
+
|
701 |
+
</td>
|
702 |
+
<td class="b-fight-details__table-col">
|
703 |
+
|
704 |
+
|
705 |
+
<p class="b-fight-details__table-text">
|
706 |
+
|
707 |
+
0
|
708 |
+
</p>
|
709 |
+
|
710 |
+
<p class="b-fight-details__table-text">
|
711 |
+
|
712 |
+
0
|
713 |
+
</p>
|
714 |
+
|
715 |
+
</td>
|
716 |
+
<td class="b-fight-details__table-col">
|
717 |
+
|
718 |
+
|
719 |
+
|
720 |
+
<p class="b-fight-details__table-text">
|
721 |
+
|
722 |
+
59
|
723 |
+
|
724 |
+
</p>
|
725 |
+
|
726 |
+
<p class="b-fight-details__table-text">
|
727 |
+
|
728 |
+
|
729 |
+
26
|
730 |
+
</p>
|
731 |
+
|
732 |
+
</td>
|
733 |
+
<td class="b-fight-details__table-col">
|
734 |
+
|
735 |
+
|
736 |
+
<p class="b-fight-details__table-text">
|
737 |
+
|
738 |
+
0
|
739 |
+
</p>
|
740 |
+
|
741 |
+
<p class="b-fight-details__table-text">
|
742 |
+
|
743 |
+
3
|
744 |
+
</p>
|
745 |
+
|
746 |
+
</td>
|
747 |
+
<td class="b-fight-details__table-col">
|
748 |
+
|
749 |
+
|
750 |
+
<p class="b-fight-details__table-text">
|
751 |
+
|
752 |
+
0
|
753 |
+
</p>
|
754 |
+
|
755 |
+
<p class="b-fight-details__table-text">
|
756 |
+
|
757 |
+
0
|
758 |
+
</p>
|
759 |
+
|
760 |
+
</td>
|
761 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
762 |
+
<p class="b-fight-details__table-text">
|
763 |
+
Bantamweight<br>
|
764 |
+
|
765 |
+
</p>
|
766 |
+
|
767 |
+
</td>
|
768 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
769 |
+
<p class="b-fight-details__table-text">
|
770 |
+
|
771 |
+
|
772 |
+
|
773 |
+
U-DEC
|
774 |
+
|
775 |
+
</p>
|
776 |
+
|
777 |
+
<p class="b-fight-details__table-text">
|
778 |
+
|
779 |
+
</p>
|
780 |
+
</td>
|
781 |
+
<td class="b-fight-details__table-col">
|
782 |
+
<p class="b-fight-details__table-text">
|
783 |
+
|
784 |
+
3
|
785 |
+
</p>
|
786 |
+
</td>
|
787 |
+
<td class="b-fight-details__table-col">
|
788 |
+
<p class="b-fight-details__table-text">
|
789 |
+
5:00
|
790 |
+
</p>
|
791 |
+
</td>
|
792 |
+
</tr>
|
793 |
+
|
794 |
+
|
795 |
+
|
796 |
+
|
797 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/958522de54ccc536')" data-link="http://ufcstats.com/fight-details/958522de54ccc536">
|
798 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
799 |
+
|
800 |
+
|
801 |
+
|
802 |
+
<p class="b-fight-details__table-text">
|
803 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/958522de54ccc536"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
804 |
+
</p>
|
805 |
+
<br>
|
806 |
+
|
807 |
+
|
808 |
+
|
809 |
+
|
810 |
+
|
811 |
+
</td>
|
812 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
813 |
+
|
814 |
+
<p class="b-fight-details__table-text">
|
815 |
+
|
816 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/d1c65d2cf2925ddd">
|
817 |
+
Gregory Rodrigues
|
818 |
+
</a>
|
819 |
+
|
820 |
+
</p>
|
821 |
+
|
822 |
+
<p class="b-fight-details__table-text">
|
823 |
+
|
824 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/0a1942069c9ad6b6">
|
825 |
+
Jack Hermansson
|
826 |
+
</a>
|
827 |
+
</p>
|
828 |
+
|
829 |
+
|
830 |
+
</td>
|
831 |
+
<td class="b-fight-details__table-col">
|
832 |
+
|
833 |
+
|
834 |
+
<p class="b-fight-details__table-text">
|
835 |
+
|
836 |
+
1
|
837 |
+
</p>
|
838 |
+
|
839 |
+
<p class="b-fight-details__table-text">
|
840 |
+
|
841 |
+
0
|
842 |
+
</p>
|
843 |
+
|
844 |
+
</td>
|
845 |
+
<td class="b-fight-details__table-col">
|
846 |
+
|
847 |
+
|
848 |
+
|
849 |
+
<p class="b-fight-details__table-text">
|
850 |
+
|
851 |
+
18
|
852 |
+
|
853 |
+
</p>
|
854 |
+
|
855 |
+
<p class="b-fight-details__table-text">
|
856 |
+
|
857 |
+
|
858 |
+
30
|
859 |
+
</p>
|
860 |
+
|
861 |
+
</td>
|
862 |
+
<td class="b-fight-details__table-col">
|
863 |
+
|
864 |
+
|
865 |
+
<p class="b-fight-details__table-text">
|
866 |
+
|
867 |
+
0
|
868 |
+
</p>
|
869 |
+
|
870 |
+
<p class="b-fight-details__table-text">
|
871 |
+
|
872 |
+
0
|
873 |
+
</p>
|
874 |
+
|
875 |
+
</td>
|
876 |
+
<td class="b-fight-details__table-col">
|
877 |
+
|
878 |
+
|
879 |
+
<p class="b-fight-details__table-text">
|
880 |
+
|
881 |
+
0
|
882 |
+
</p>
|
883 |
+
|
884 |
+
<p class="b-fight-details__table-text">
|
885 |
+
|
886 |
+
0
|
887 |
+
</p>
|
888 |
+
|
889 |
+
</td>
|
890 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
891 |
+
<p class="b-fight-details__table-text">
|
892 |
+
Middleweight<br>
|
893 |
+
<img style="margin-right:2px;" src="http://1e49bc5171d173577ecd-1323f4090557a33db01577564f60846c.r80.cf1.rackcdn.com/perf.png" alt="">
|
894 |
+
</p>
|
895 |
+
|
896 |
+
</td>
|
897 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
898 |
+
<p class="b-fight-details__table-text">
|
899 |
+
|
900 |
+
|
901 |
+
|
902 |
+
KO/TKO
|
903 |
+
|
904 |
+
</p>
|
905 |
+
|
906 |
+
<p class="b-fight-details__table-text">
|
907 |
+
Punch
|
908 |
+
</p>
|
909 |
+
</td>
|
910 |
+
<td class="b-fight-details__table-col">
|
911 |
+
<p class="b-fight-details__table-text">
|
912 |
+
|
913 |
+
1
|
914 |
+
</p>
|
915 |
+
</td>
|
916 |
+
<td class="b-fight-details__table-col">
|
917 |
+
<p class="b-fight-details__table-text">
|
918 |
+
4:21
|
919 |
+
</p>
|
920 |
+
</td>
|
921 |
+
</tr>
|
922 |
+
|
923 |
+
|
924 |
+
|
925 |
+
|
926 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/2f523b757f7f33a2')" data-link="http://ufcstats.com/fight-details/2f523b757f7f33a2">
|
927 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
928 |
+
|
929 |
+
|
930 |
+
|
931 |
+
<p class="b-fight-details__table-text">
|
932 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/2f523b757f7f33a2"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
933 |
+
</p>
|
934 |
+
<br>
|
935 |
+
|
936 |
+
|
937 |
+
|
938 |
+
|
939 |
+
|
940 |
+
</td>
|
941 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
942 |
+
|
943 |
+
<p class="b-fight-details__table-text">
|
944 |
+
|
945 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/7d6ceff6747f2de2">
|
946 |
+
Jose Delgado
|
947 |
+
</a>
|
948 |
+
|
949 |
+
</p>
|
950 |
+
|
951 |
+
<p class="b-fight-details__table-text">
|
952 |
+
|
953 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/41cc71cbf210e0fe">
|
954 |
+
Hyder Amil
|
955 |
+
</a>
|
956 |
+
</p>
|
957 |
+
|
958 |
+
|
959 |
+
</td>
|
960 |
+
<td class="b-fight-details__table-col">
|
961 |
+
|
962 |
+
|
963 |
+
<p class="b-fight-details__table-text">
|
964 |
+
|
965 |
+
1
|
966 |
+
</p>
|
967 |
+
|
968 |
+
<p class="b-fight-details__table-text">
|
969 |
+
|
970 |
+
0
|
971 |
+
</p>
|
972 |
+
|
973 |
+
</td>
|
974 |
+
<td class="b-fight-details__table-col">
|
975 |
+
|
976 |
+
|
977 |
+
|
978 |
+
<p class="b-fight-details__table-text">
|
979 |
+
|
980 |
+
9
|
981 |
+
|
982 |
+
</p>
|
983 |
+
|
984 |
+
<p class="b-fight-details__table-text">
|
985 |
+
|
986 |
+
|
987 |
+
3
|
988 |
+
</p>
|
989 |
+
|
990 |
+
</td>
|
991 |
+
<td class="b-fight-details__table-col">
|
992 |
+
|
993 |
+
|
994 |
+
<p class="b-fight-details__table-text">
|
995 |
+
|
996 |
+
0
|
997 |
+
</p>
|
998 |
+
|
999 |
+
<p class="b-fight-details__table-text">
|
1000 |
+
|
1001 |
+
0
|
1002 |
+
</p>
|
1003 |
+
|
1004 |
+
</td>
|
1005 |
+
<td class="b-fight-details__table-col">
|
1006 |
+
|
1007 |
+
|
1008 |
+
<p class="b-fight-details__table-text">
|
1009 |
+
|
1010 |
+
0
|
1011 |
+
</p>
|
1012 |
+
|
1013 |
+
<p class="b-fight-details__table-text">
|
1014 |
+
|
1015 |
+
0
|
1016 |
+
</p>
|
1017 |
+
|
1018 |
+
</td>
|
1019 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1020 |
+
<p class="b-fight-details__table-text">
|
1021 |
+
Featherweight<br>
|
1022 |
+
|
1023 |
+
</p>
|
1024 |
+
|
1025 |
+
</td>
|
1026 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1027 |
+
<p class="b-fight-details__table-text">
|
1028 |
+
|
1029 |
+
|
1030 |
+
|
1031 |
+
KO/TKO
|
1032 |
+
|
1033 |
+
</p>
|
1034 |
+
|
1035 |
+
<p class="b-fight-details__table-text">
|
1036 |
+
Knee
|
1037 |
+
</p>
|
1038 |
+
</td>
|
1039 |
+
<td class="b-fight-details__table-col">
|
1040 |
+
<p class="b-fight-details__table-text">
|
1041 |
+
|
1042 |
+
1
|
1043 |
+
</p>
|
1044 |
+
</td>
|
1045 |
+
<td class="b-fight-details__table-col">
|
1046 |
+
<p class="b-fight-details__table-text">
|
1047 |
+
0:26
|
1048 |
+
</p>
|
1049 |
+
</td>
|
1050 |
+
</tr>
|
1051 |
+
|
1052 |
+
|
1053 |
+
|
1054 |
+
|
1055 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/815ff62ca8e217be')" data-link="http://ufcstats.com/fight-details/815ff62ca8e217be">
|
1056 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
1057 |
+
|
1058 |
+
|
1059 |
+
|
1060 |
+
<p class="b-fight-details__table-text">
|
1061 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/815ff62ca8e217be"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
1062 |
+
</p>
|
1063 |
+
<br>
|
1064 |
+
|
1065 |
+
|
1066 |
+
|
1067 |
+
|
1068 |
+
|
1069 |
+
</td>
|
1070 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
1071 |
+
|
1072 |
+
<p class="b-fight-details__table-text">
|
1073 |
+
|
1074 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/68d4a891e5cf2029">
|
1075 |
+
Tracy Cortez
|
1076 |
+
</a>
|
1077 |
+
|
1078 |
+
</p>
|
1079 |
+
|
1080 |
+
<p class="b-fight-details__table-text">
|
1081 |
+
|
1082 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/36541f1e6c5d4955">
|
1083 |
+
Viviane Araujo
|
1084 |
+
</a>
|
1085 |
+
</p>
|
1086 |
+
|
1087 |
+
|
1088 |
+
</td>
|
1089 |
+
<td class="b-fight-details__table-col">
|
1090 |
+
|
1091 |
+
|
1092 |
+
<p class="b-fight-details__table-text">
|
1093 |
+
|
1094 |
+
0
|
1095 |
+
</p>
|
1096 |
+
|
1097 |
+
<p class="b-fight-details__table-text">
|
1098 |
+
|
1099 |
+
0
|
1100 |
+
</p>
|
1101 |
+
|
1102 |
+
</td>
|
1103 |
+
<td class="b-fight-details__table-col">
|
1104 |
+
|
1105 |
+
|
1106 |
+
|
1107 |
+
<p class="b-fight-details__table-text">
|
1108 |
+
|
1109 |
+
65
|
1110 |
+
|
1111 |
+
</p>
|
1112 |
+
|
1113 |
+
<p class="b-fight-details__table-text">
|
1114 |
+
|
1115 |
+
|
1116 |
+
22
|
1117 |
+
</p>
|
1118 |
+
|
1119 |
+
</td>
|
1120 |
+
<td class="b-fight-details__table-col">
|
1121 |
+
|
1122 |
+
|
1123 |
+
<p class="b-fight-details__table-text">
|
1124 |
+
|
1125 |
+
3
|
1126 |
+
</p>
|
1127 |
+
|
1128 |
+
<p class="b-fight-details__table-text">
|
1129 |
+
|
1130 |
+
0
|
1131 |
+
</p>
|
1132 |
+
|
1133 |
+
</td>
|
1134 |
+
<td class="b-fight-details__table-col">
|
1135 |
+
|
1136 |
+
|
1137 |
+
<p class="b-fight-details__table-text">
|
1138 |
+
|
1139 |
+
1
|
1140 |
+
</p>
|
1141 |
+
|
1142 |
+
<p class="b-fight-details__table-text">
|
1143 |
+
|
1144 |
+
0
|
1145 |
+
</p>
|
1146 |
+
|
1147 |
+
</td>
|
1148 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1149 |
+
<p class="b-fight-details__table-text">
|
1150 |
+
Women's Flyweight<br>
|
1151 |
+
|
1152 |
+
</p>
|
1153 |
+
|
1154 |
+
</td>
|
1155 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1156 |
+
<p class="b-fight-details__table-text">
|
1157 |
+
|
1158 |
+
|
1159 |
+
|
1160 |
+
U-DEC
|
1161 |
+
|
1162 |
+
</p>
|
1163 |
+
|
1164 |
+
<p class="b-fight-details__table-text">
|
1165 |
+
|
1166 |
+
</p>
|
1167 |
+
</td>
|
1168 |
+
<td class="b-fight-details__table-col">
|
1169 |
+
<p class="b-fight-details__table-text">
|
1170 |
+
|
1171 |
+
3
|
1172 |
+
</p>
|
1173 |
+
</td>
|
1174 |
+
<td class="b-fight-details__table-col">
|
1175 |
+
<p class="b-fight-details__table-text">
|
1176 |
+
5:00
|
1177 |
+
</p>
|
1178 |
+
</td>
|
1179 |
+
</tr>
|
1180 |
+
|
1181 |
+
|
1182 |
+
|
1183 |
+
|
1184 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/d7be78c400e7e0f9')" data-link="http://ufcstats.com/fight-details/d7be78c400e7e0f9">
|
1185 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
1186 |
+
|
1187 |
+
|
1188 |
+
|
1189 |
+
<p class="b-fight-details__table-text">
|
1190 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/d7be78c400e7e0f9"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
1191 |
+
</p>
|
1192 |
+
<br>
|
1193 |
+
|
1194 |
+
|
1195 |
+
|
1196 |
+
|
1197 |
+
|
1198 |
+
</td>
|
1199 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
1200 |
+
|
1201 |
+
<p class="b-fight-details__table-text">
|
1202 |
+
|
1203 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/809bd1a871491508">
|
1204 |
+
Terrance McKinney
|
1205 |
+
</a>
|
1206 |
+
|
1207 |
+
</p>
|
1208 |
+
|
1209 |
+
<p class="b-fight-details__table-text">
|
1210 |
+
|
1211 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/19c591115a58982c">
|
1212 |
+
Viacheslav Borshchev
|
1213 |
+
</a>
|
1214 |
+
</p>
|
1215 |
+
|
1216 |
+
|
1217 |
+
</td>
|
1218 |
+
<td class="b-fight-details__table-col">
|
1219 |
+
|
1220 |
+
|
1221 |
+
<p class="b-fight-details__table-text">
|
1222 |
+
|
1223 |
+
0
|
1224 |
+
</p>
|
1225 |
+
|
1226 |
+
<p class="b-fight-details__table-text">
|
1227 |
+
|
1228 |
+
0
|
1229 |
+
</p>
|
1230 |
+
|
1231 |
+
</td>
|
1232 |
+
<td class="b-fight-details__table-col">
|
1233 |
+
|
1234 |
+
|
1235 |
+
|
1236 |
+
<p class="b-fight-details__table-text">
|
1237 |
+
|
1238 |
+
1
|
1239 |
+
|
1240 |
+
</p>
|
1241 |
+
|
1242 |
+
<p class="b-fight-details__table-text">
|
1243 |
+
|
1244 |
+
|
1245 |
+
2
|
1246 |
+
</p>
|
1247 |
+
|
1248 |
+
</td>
|
1249 |
+
<td class="b-fight-details__table-col">
|
1250 |
+
|
1251 |
+
|
1252 |
+
<p class="b-fight-details__table-text">
|
1253 |
+
|
1254 |
+
1
|
1255 |
+
</p>
|
1256 |
+
|
1257 |
+
<p class="b-fight-details__table-text">
|
1258 |
+
|
1259 |
+
0
|
1260 |
+
</p>
|
1261 |
+
|
1262 |
+
</td>
|
1263 |
+
<td class="b-fight-details__table-col">
|
1264 |
+
|
1265 |
+
|
1266 |
+
<p class="b-fight-details__table-text">
|
1267 |
+
|
1268 |
+
2
|
1269 |
+
</p>
|
1270 |
+
|
1271 |
+
<p class="b-fight-details__table-text">
|
1272 |
+
|
1273 |
+
0
|
1274 |
+
</p>
|
1275 |
+
|
1276 |
+
</td>
|
1277 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1278 |
+
<p class="b-fight-details__table-text">
|
1279 |
+
Lightweight<br>
|
1280 |
+
|
1281 |
+
</p>
|
1282 |
+
|
1283 |
+
</td>
|
1284 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1285 |
+
<p class="b-fight-details__table-text">
|
1286 |
+
|
1287 |
+
|
1288 |
+
|
1289 |
+
SUB
|
1290 |
+
|
1291 |
+
</p>
|
1292 |
+
|
1293 |
+
<p class="b-fight-details__table-text">
|
1294 |
+
Guillotine Choke
|
1295 |
+
</p>
|
1296 |
+
</td>
|
1297 |
+
<td class="b-fight-details__table-col">
|
1298 |
+
<p class="b-fight-details__table-text">
|
1299 |
+
|
1300 |
+
1
|
1301 |
+
</p>
|
1302 |
+
</td>
|
1303 |
+
<td class="b-fight-details__table-col">
|
1304 |
+
<p class="b-fight-details__table-text">
|
1305 |
+
0:55
|
1306 |
+
</p>
|
1307 |
+
</td>
|
1308 |
+
</tr>
|
1309 |
+
|
1310 |
+
|
1311 |
+
|
1312 |
+
|
1313 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/9bff9fe298e63357')" data-link="http://ufcstats.com/fight-details/9bff9fe298e63357">
|
1314 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
1315 |
+
|
1316 |
+
|
1317 |
+
|
1318 |
+
<p class="b-fight-details__table-text">
|
1319 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/9bff9fe298e63357"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
1320 |
+
</p>
|
1321 |
+
<br>
|
1322 |
+
|
1323 |
+
|
1324 |
+
|
1325 |
+
|
1326 |
+
|
1327 |
+
</td>
|
1328 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
1329 |
+
|
1330 |
+
<p class="b-fight-details__table-text">
|
1331 |
+
|
1332 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/85497ffd934ecf7e">
|
1333 |
+
Jacobe Smith
|
1334 |
+
</a>
|
1335 |
+
|
1336 |
+
</p>
|
1337 |
+
|
1338 |
+
<p class="b-fight-details__table-text">
|
1339 |
+
|
1340 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/d8da10db80131bec">
|
1341 |
+
Niko Price
|
1342 |
+
</a>
|
1343 |
+
</p>
|
1344 |
+
|
1345 |
+
|
1346 |
+
</td>
|
1347 |
+
<td class="b-fight-details__table-col">
|
1348 |
+
|
1349 |
+
|
1350 |
+
<p class="b-fight-details__table-text">
|
1351 |
+
|
1352 |
+
0
|
1353 |
+
</p>
|
1354 |
+
|
1355 |
+
<p class="b-fight-details__table-text">
|
1356 |
+
|
1357 |
+
0
|
1358 |
+
</p>
|
1359 |
+
|
1360 |
+
</td>
|
1361 |
+
<td class="b-fight-details__table-col">
|
1362 |
+
|
1363 |
+
|
1364 |
+
|
1365 |
+
<p class="b-fight-details__table-text">
|
1366 |
+
|
1367 |
+
46
|
1368 |
+
|
1369 |
+
</p>
|
1370 |
+
|
1371 |
+
<p class="b-fight-details__table-text">
|
1372 |
+
|
1373 |
+
|
1374 |
+
34
|
1375 |
+
</p>
|
1376 |
+
|
1377 |
+
</td>
|
1378 |
+
<td class="b-fight-details__table-col">
|
1379 |
+
|
1380 |
+
|
1381 |
+
<p class="b-fight-details__table-text">
|
1382 |
+
|
1383 |
+
2
|
1384 |
+
</p>
|
1385 |
+
|
1386 |
+
<p class="b-fight-details__table-text">
|
1387 |
+
|
1388 |
+
0
|
1389 |
+
</p>
|
1390 |
+
|
1391 |
+
</td>
|
1392 |
+
<td class="b-fight-details__table-col">
|
1393 |
+
|
1394 |
+
|
1395 |
+
<p class="b-fight-details__table-text">
|
1396 |
+
|
1397 |
+
1
|
1398 |
+
</p>
|
1399 |
+
|
1400 |
+
<p class="b-fight-details__table-text">
|
1401 |
+
|
1402 |
+
0
|
1403 |
+
</p>
|
1404 |
+
|
1405 |
+
</td>
|
1406 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1407 |
+
<p class="b-fight-details__table-text">
|
1408 |
+
Welterweight<br>
|
1409 |
+
|
1410 |
+
</p>
|
1411 |
+
|
1412 |
+
</td>
|
1413 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1414 |
+
<p class="b-fight-details__table-text">
|
1415 |
+
|
1416 |
+
|
1417 |
+
|
1418 |
+
SUB
|
1419 |
+
|
1420 |
+
</p>
|
1421 |
+
|
1422 |
+
<p class="b-fight-details__table-text">
|
1423 |
+
Rear Naked Choke
|
1424 |
+
</p>
|
1425 |
+
</td>
|
1426 |
+
<td class="b-fight-details__table-col">
|
1427 |
+
<p class="b-fight-details__table-text">
|
1428 |
+
|
1429 |
+
2
|
1430 |
+
</p>
|
1431 |
+
</td>
|
1432 |
+
<td class="b-fight-details__table-col">
|
1433 |
+
<p class="b-fight-details__table-text">
|
1434 |
+
4:03
|
1435 |
+
</p>
|
1436 |
+
</td>
|
1437 |
+
</tr>
|
1438 |
+
|
1439 |
+
|
1440 |
+
|
1441 |
+
|
1442 |
+
<tr class="b-fight-details__table-row b-fight-details__table-row__hover js-fight-details-click" onclick="doNav('http://ufcstats.com/fight-details/043172689e415438')" data-link="http://ufcstats.com/fight-details/043172689e415438">
|
1443 |
+
<td class="b-fight-details__table-col b-fight-details__table-col_style_align-top">
|
1444 |
+
|
1445 |
+
|
1446 |
+
|
1447 |
+
<p class="b-fight-details__table-text">
|
1448 |
+
<a class="b-flag b-flag_style_green" href="http://ufcstats.com/fight-details/043172689e415438"><i class="b-flag__inner"><i class="b-flag__text">win<i class="b-flag__corner"></i><i class="b-flag__corner-substrate"></i></i></i></a>
|
1449 |
+
</p>
|
1450 |
+
<br>
|
1451 |
+
|
1452 |
+
|
1453 |
+
|
1454 |
+
|
1455 |
+
|
1456 |
+
</td>
|
1457 |
+
<td style="width:100px" class="b-fight-details__table-col l-page_align_left">
|
1458 |
+
|
1459 |
+
<p class="b-fight-details__table-text">
|
1460 |
+
|
1461 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/25f9a5f3e8a52618">
|
1462 |
+
Jhonata Diniz
|
1463 |
+
</a>
|
1464 |
+
|
1465 |
+
</p>
|
1466 |
+
|
1467 |
+
<p class="b-fight-details__table-text">
|
1468 |
+
|
1469 |
+
<a class="b-link b-link_style_black" href="http://ufcstats.com/fighter-details/ab2a4b5e04dc5fe9">
|
1470 |
+
Alvin Hines
|
1471 |
+
</a>
|
1472 |
+
</p>
|
1473 |
+
|
1474 |
+
|
1475 |
+
</td>
|
1476 |
+
<td class="b-fight-details__table-col">
|
1477 |
+
|
1478 |
+
|
1479 |
+
<p class="b-fight-details__table-text">
|
1480 |
+
|
1481 |
+
0
|
1482 |
+
</p>
|
1483 |
+
|
1484 |
+
<p class="b-fight-details__table-text">
|
1485 |
+
|
1486 |
+
0
|
1487 |
+
</p>
|
1488 |
+
|
1489 |
+
</td>
|
1490 |
+
<td class="b-fight-details__table-col">
|
1491 |
+
|
1492 |
+
|
1493 |
+
|
1494 |
+
<p class="b-fight-details__table-text">
|
1495 |
+
|
1496 |
+
112
|
1497 |
+
|
1498 |
+
</p>
|
1499 |
+
|
1500 |
+
<p class="b-fight-details__table-text">
|
1501 |
+
|
1502 |
+
|
1503 |
+
82
|
1504 |
+
</p>
|
1505 |
+
|
1506 |
+
</td>
|
1507 |
+
<td class="b-fight-details__table-col">
|
1508 |
+
|
1509 |
+
|
1510 |
+
<p class="b-fight-details__table-text">
|
1511 |
+
|
1512 |
+
0
|
1513 |
+
</p>
|
1514 |
+
|
1515 |
+
<p class="b-fight-details__table-text">
|
1516 |
+
|
1517 |
+
1
|
1518 |
+
</p>
|
1519 |
+
|
1520 |
+
</td>
|
1521 |
+
<td class="b-fight-details__table-col">
|
1522 |
+
|
1523 |
+
|
1524 |
+
<p class="b-fight-details__table-text">
|
1525 |
+
|
1526 |
+
0
|
1527 |
+
</p>
|
1528 |
+
|
1529 |
+
<p class="b-fight-details__table-text">
|
1530 |
+
|
1531 |
+
0
|
1532 |
+
</p>
|
1533 |
+
|
1534 |
+
</td>
|
1535 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1536 |
+
<p class="b-fight-details__table-text">
|
1537 |
+
Heavyweight<br>
|
1538 |
+
|
1539 |
+
</p>
|
1540 |
+
|
1541 |
+
</td>
|
1542 |
+
<td class="b-fight-details__table-col l-page_align_left">
|
1543 |
+
<p class="b-fight-details__table-text">
|
1544 |
+
|
1545 |
+
|
1546 |
+
|
1547 |
+
U-DEC
|
1548 |
+
|
1549 |
+
</p>
|
1550 |
+
|
1551 |
+
<p class="b-fight-details__table-text">
|
1552 |
+
|
1553 |
+
</p>
|
1554 |
+
</td>
|
1555 |
+
<td class="b-fight-details__table-col">
|
1556 |
+
<p class="b-fight-details__table-text">
|
1557 |
+
|
1558 |
+
3
|
1559 |
+
</p>
|
1560 |
+
</td>
|
1561 |
+
<td class="b-fight-details__table-col">
|
1562 |
+
<p class="b-fight-details__table-text">
|
1563 |
+
5:00
|
1564 |
+
</p>
|
1565 |
+
</td>
|
1566 |
+
</tr>
|
1567 |
+
</tbody>
|
1568 |
+
</table>
|
1569 |
+
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|
1570 |
+
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1571 |
+
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1572 |
+
<footer class="b-foot">
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1573 |
+
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1574 |
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1576 |
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1577 |
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1578 |
+
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1580 |
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1582 |
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|
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|
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+
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1585 |
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1586 |
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1587 |
+
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1588 |
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|
1589 |
+
</a>
|
1590 |
+
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1591 |
+
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1592 |
+
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1593 |
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|
1594 |
+
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|
1595 |
+
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|
1596 |
+
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1597 |
+
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1598 |
+
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+
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1600 |
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1611 |
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1649 |
+
color: "black"
|
1650 |
+
|
1651 |
+
}, 1000);
|
1652 |
+
}
|
1653 |
+
});
|
1654 |
+
|
1655 |
+
</script>
|
1656 |
+
|
1657 |
+
<script type="text/javascript">
|
1658 |
+
|
1659 |
+
/*window.onload = function (){
|
1660 |
+
// location.pathname.split( '/' )
|
1661 |
+
theUrl = window.location.host;
|
1662 |
+
|
1663 |
+
|
1664 |
+
if(theUrl === 'hosteddb.fightmetric.com'){
|
1665 |
+
window.location.replace("http://www.fightmetric.com/statistics/events/upcoming");
|
1666 |
+
}
|
1667 |
+
|
1668 |
+
//alert(theUrl);
|
1669 |
+
}*/
|
1670 |
+
//window.onpaint = handleHosted;
|
1671 |
+
</script>
|
1672 |
+
</body>
|
1673 |
+
</html>
|
output/fighters_data.json
DELETED
@@ -1,3 +0,0 @@
|
|
1 |
-
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:d35f0b17445b0e887c33d4bcb30f71e8b62bd9749897117ccfbde9069935aa1b
|
3 |
-
size 2039299
|
|
|
|
|
|
|
|
output/ufc_events_detailed.json
DELETED
@@ -1,3 +0,0 @@
|
|
1 |
-
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:efffe902c81d1ab870852e9dd6d192e3b203e11b1a99a36c7ea97be451d197d6
|
3 |
-
size 15088727
|
|
|
|
|
|
|
|
output/{ufc_fighters_data.csv → ufc_fighters.csv}
RENAMED
File without changes
|
output/ufc_fights.csv
CHANGED
The diff for this file is too large to render.
See raw diff
|
|
src/analysis/elo.py
ADDED
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
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|
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|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
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|
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|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import csv
|
2 |
+
import os
|
3 |
+
from datetime import datetime
|
4 |
+
|
5 |
+
# --- ELO Configuration ---
|
6 |
+
INITIAL_ELO = 1500
|
7 |
+
K_FACTOR = 32
|
8 |
+
# --- End Configuration ---
|
9 |
+
|
10 |
+
def calculate_expected_score(rating1, rating2):
|
11 |
+
"""Calculates the expected score for player 1 against player 2."""
|
12 |
+
return 1 / (1 + 10 ** ((rating2 - rating1) / 400))
|
13 |
+
|
14 |
+
def update_elo(winner_elo, loser_elo):
|
15 |
+
"""Calculates the new ELO ratings for a win/loss scenario."""
|
16 |
+
expected_win = calculate_expected_score(winner_elo, loser_elo)
|
17 |
+
change = K_FACTOR * (1 - expected_win)
|
18 |
+
return winner_elo + change, loser_elo - change
|
19 |
+
|
20 |
+
def update_elo_draw(elo1, elo2):
|
21 |
+
"""Calculates the new ELO ratings for a draw."""
|
22 |
+
expected1 = calculate_expected_score(elo1, elo2)
|
23 |
+
change1 = K_FACTOR * (0.5 - expected1)
|
24 |
+
|
25 |
+
expected2 = calculate_expected_score(elo2, elo1)
|
26 |
+
change2 = K_FACTOR * (0.5 - expected2)
|
27 |
+
|
28 |
+
return elo1 + change1, elo2 + change2
|
29 |
+
|
30 |
+
def process_fights_for_elo(fights_csv_path='output/ufc_fights.csv'):
|
31 |
+
"""
|
32 |
+
Processes all fights chronologically to calculate final ELO scores for all fighters.
|
33 |
+
"""
|
34 |
+
if not os.path.exists(fights_csv_path):
|
35 |
+
print(f"Error: Fights data file not found at '{fights_csv_path}'.")
|
36 |
+
print("Please run the scraping pipeline first using 'src/scrape/main.py'.")
|
37 |
+
return None
|
38 |
+
|
39 |
+
with open(fights_csv_path, 'r', encoding='utf-8') as f:
|
40 |
+
fights = list(csv.DictReader(f))
|
41 |
+
|
42 |
+
# Sort fights by date to process them in chronological order
|
43 |
+
try:
|
44 |
+
fights.sort(key=lambda x: datetime.strptime(x['event_date'], '%B %d, %Y'))
|
45 |
+
except (ValueError, KeyError) as e:
|
46 |
+
print(f"Error sorting fights by date. Make sure 'event_date' exists and is in 'Month Day, Year' format. Error: {e}")
|
47 |
+
return None
|
48 |
+
|
49 |
+
elos = {}
|
50 |
+
|
51 |
+
for fight in fights:
|
52 |
+
fighter1 = fight.get('fighter_1')
|
53 |
+
fighter2 = fight.get('fighter_2')
|
54 |
+
winner = fight.get('winner')
|
55 |
+
|
56 |
+
# Initialize ELO for new fighters
|
57 |
+
if fighter1 not in elos: elos[fighter1] = INITIAL_ELO
|
58 |
+
if fighter2 not in elos: elos[fighter2] = INITIAL_ELO
|
59 |
+
|
60 |
+
elo1 = elos[fighter1]
|
61 |
+
elo2 = elos[fighter2]
|
62 |
+
|
63 |
+
if winner == fighter1:
|
64 |
+
elos[fighter1], elos[fighter2] = update_elo(elo1, elo2)
|
65 |
+
elif winner == fighter2:
|
66 |
+
elos[fighter2], elos[fighter1] = update_elo(elo2, elo1)
|
67 |
+
elif winner == "Draw":
|
68 |
+
elos[fighter1], elos[fighter2] = update_elo_draw(elo1, elo2)
|
69 |
+
# NC (No Contest) fights do not affect ELO
|
70 |
+
|
71 |
+
return elos
|
72 |
+
|
73 |
+
def add_elo_to_fighters_csv(elos, fighters_csv_path='output/ufc_fighters.csv'):
|
74 |
+
"""
|
75 |
+
Adds the final ELO scores as a new column to the fighters CSV data.
|
76 |
+
"""
|
77 |
+
if not elos:
|
78 |
+
print("No ELO data to process. Aborting.")
|
79 |
+
return
|
80 |
+
|
81 |
+
if not os.path.exists(fighters_csv_path):
|
82 |
+
print(f"Error: Fighters data file not found at '{fighters_csv_path}'. Cannot add ELO column.")
|
83 |
+
return
|
84 |
+
|
85 |
+
rows = []
|
86 |
+
with open(fighters_csv_path, 'r', encoding='utf-8') as f:
|
87 |
+
reader = csv.DictReader(f)
|
88 |
+
headers = reader.fieldnames
|
89 |
+
# Ensure 'elo' column is added if not present
|
90 |
+
if 'elo' not in headers:
|
91 |
+
headers.append('elo')
|
92 |
+
rows = list(reader)
|
93 |
+
|
94 |
+
for row in rows:
|
95 |
+
full_name = f"{row.get('first_name', '')} {row.get('last_name', '')}".strip()
|
96 |
+
row['elo'] = round(elos.get(full_name, INITIAL_ELO))
|
97 |
+
|
98 |
+
with open(fighters_csv_path, 'w', newline='', encoding='utf-8') as f:
|
99 |
+
writer = csv.DictWriter(f, fieldnames=headers)
|
100 |
+
writer.writeheader()
|
101 |
+
writer.writerows(rows)
|
102 |
+
|
103 |
+
print(f"Successfully updated '{fighters_csv_path}' with ELO ratings.")
|
104 |
+
|
105 |
+
|
106 |
+
def main():
|
107 |
+
print("--- Starting ELO Calculation ---")
|
108 |
+
final_elos = process_fights_for_elo()
|
109 |
+
|
110 |
+
if final_elos:
|
111 |
+
add_elo_to_fighters_csv(final_elos)
|
112 |
+
|
113 |
+
# Sort fighters by ELO and print the top 10
|
114 |
+
sorted_fighters = sorted(final_elos.items(), key=lambda item: item[1], reverse=True)
|
115 |
+
|
116 |
+
print("\n--- Top 10 Fighters by ELO Rating ---")
|
117 |
+
for i, (fighter, elo) in enumerate(sorted_fighters[:10]):
|
118 |
+
print(f"{i+1}. {fighter}: {round(elo)}")
|
119 |
+
print("------------------------------------")
|
120 |
+
|
121 |
+
if __name__ == '__main__':
|
122 |
+
# Create the directory if it doesn't exist to avoid confusion
|
123 |
+
if not os.path.exists('src/analysis'):
|
124 |
+
os.makedirs('src/analysis')
|
125 |
+
main()
|
src/analyze.py
CHANGED
@@ -1,6 +1,10 @@
|
|
1 |
import json
|
|
|
|
|
|
|
|
|
|
|
2 |
|
3 |
-
ufc_events = json.load(open('ufc_events_detailed.json'))
|
4 |
|
5 |
unique_fighters = set()
|
6 |
|
@@ -9,7 +13,13 @@ for event in ufc_events:
|
|
9 |
unique_fighters.add(fight['fighter_1'])
|
10 |
unique_fighters.add(fight['fighter_2'])
|
11 |
|
12 |
-
|
|
|
|
|
|
|
|
|
13 |
|
|
|
|
|
14 |
|
15 |
|
|
|
1 |
import json
|
2 |
+
import pandas as pd
|
3 |
+
|
4 |
+
ufc_events = json.load(open('output/ufc_fights.json'))
|
5 |
+
ufc_events_csv = pd.read_csv('output/ufc_fights.csv')
|
6 |
+
ufc_fighters_csv = pd.read_csv('output/ufc_fighters.csv')
|
7 |
|
|
|
8 |
|
9 |
unique_fighters = set()
|
10 |
|
|
|
13 |
unique_fighters.add(fight['fighter_1'])
|
14 |
unique_fighters.add(fight['fighter_2'])
|
15 |
|
16 |
+
unique_fighters_csv=set()
|
17 |
+
for fight in ufc_events_csv['fighter_1']:
|
18 |
+
unique_fighters_csv.add(fight)
|
19 |
+
for fight in ufc_events_csv['fighter_2']:
|
20 |
+
unique_fighters_csv.add(fight)
|
21 |
|
22 |
+
print(len(unique_fighters))
|
23 |
+
print(len(unique_fighters_csv))
|
24 |
|
25 |
|
src/scrape/config.py
ADDED
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import os
|
2 |
+
|
3 |
+
# --- Directory Paths ---
|
4 |
+
OUTPUT_DIR = 'output'
|
5 |
+
|
6 |
+
# --- File Paths ---
|
7 |
+
# JSON files (temporary)
|
8 |
+
EVENTS_JSON_PATH = os.path.join(OUTPUT_DIR, 'ufc_fights.json')
|
9 |
+
FIGHTERS_JSON_PATH = os.path.join(OUTPUT_DIR, 'ufc_fighters.json')
|
10 |
+
|
11 |
+
# CSV files (final output)
|
12 |
+
FIGHTS_CSV_PATH = os.path.join(OUTPUT_DIR, 'ufc_fights.csv')
|
13 |
+
FIGHTERS_CSV_PATH = os.path.join(OUTPUT_DIR, 'ufc_fighters.csv')
|
src/scrape/main.py
CHANGED
@@ -3,41 +3,53 @@ import json
|
|
3 |
from scrape_fights import scrape_all_events
|
4 |
from scrape_fighters import scrape_all_fighters
|
5 |
from to_csv import json_to_csv, fighters_json_to_csv
|
|
|
|
|
6 |
|
7 |
def main():
|
8 |
"""
|
9 |
Main pipeline to scrape UFC data and convert it to CSV.
|
10 |
"""
|
11 |
# Ensure the output directory exists
|
12 |
-
|
13 |
-
|
14 |
-
|
15 |
-
print(f"Created directory: {output_dir}")
|
16 |
-
|
17 |
-
# --- File Paths ---
|
18 |
-
events_json_path = os.path.join(output_dir, 'ufc_events_detailed.json')
|
19 |
-
fighters_json_path = os.path.join(output_dir, 'fighters_data.json')
|
20 |
-
fights_csv_path = os.path.join(output_dir, 'ufc_fights.csv')
|
21 |
-
fighters_csv_path = os.path.join(output_dir, 'ufc_fighters_data.csv')
|
22 |
|
23 |
# --- Step 1: Scrape Events and Fights ---
|
24 |
print("\n--- Starting Events and Fights Scraping ---")
|
25 |
-
all_events_data = scrape_all_events()
|
26 |
-
with open(
|
27 |
-
|
28 |
-
print(f"Scraping for events complete. Data saved to {
|
29 |
|
30 |
# --- Step 2: Scrape Fighters ---
|
31 |
print("\n--- Starting Fighters Scraping ---")
|
32 |
-
all_fighters_data = scrape_all_fighters()
|
33 |
-
with open(
|
34 |
-
|
35 |
-
print(f"Scraping for fighters complete. Data saved to {
|
36 |
|
37 |
# --- Step 3: Convert JSON to CSV ---
|
38 |
print("\n--- Converting all JSON files to CSV ---")
|
39 |
-
json_to_csv(
|
40 |
-
fighters_json_to_csv(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
41 |
print("\n--- Pipeline Finished ---")
|
42 |
|
43 |
if __name__ == '__main__':
|
|
|
3 |
from scrape_fights import scrape_all_events
|
4 |
from scrape_fighters import scrape_all_fighters
|
5 |
from to_csv import json_to_csv, fighters_json_to_csv
|
6 |
+
from preprocess import preprocess_fighters_csv
|
7 |
+
import config
|
8 |
|
9 |
def main():
|
10 |
"""
|
11 |
Main pipeline to scrape UFC data and convert it to CSV.
|
12 |
"""
|
13 |
# Ensure the output directory exists
|
14 |
+
if not os.path.exists(config.OUTPUT_DIR):
|
15 |
+
os.makedirs(config.OUTPUT_DIR)
|
16 |
+
print(f"Created directory: {config.OUTPUT_DIR}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
17 |
|
18 |
# --- Step 1: Scrape Events and Fights ---
|
19 |
print("\n--- Starting Events and Fights Scraping ---")
|
20 |
+
# all_events_data = scrape_all_events()
|
21 |
+
# with open(config.EVENTS_JSON_PATH, 'w') as f:
|
22 |
+
# json.dump(all_events_data, f, indent=4)
|
23 |
+
print(f"Scraping for events complete. Data saved to {config.EVENTS_JSON_PATH}")
|
24 |
|
25 |
# --- Step 2: Scrape Fighters ---
|
26 |
print("\n--- Starting Fighters Scraping ---")
|
27 |
+
# all_fighters_data = scrape_all_fighters()
|
28 |
+
# with open(config.FIGHTERS_JSON_PATH, 'w') as f:
|
29 |
+
# json.dump(all_fighters_data, f, indent=4)
|
30 |
+
print(f"Scraping for fighters complete. Data saved to {config.FIGHTERS_JSON_PATH}")
|
31 |
|
32 |
# --- Step 3: Convert JSON to CSV ---
|
33 |
print("\n--- Converting all JSON files to CSV ---")
|
34 |
+
json_to_csv(config.EVENTS_JSON_PATH, config.FIGHTS_CSV_PATH)
|
35 |
+
fighters_json_to_csv(config.FIGHTERS_JSON_PATH, config.FIGHTERS_CSV_PATH)
|
36 |
+
|
37 |
+
# --- Step 4: Preprocess CSV data ---
|
38 |
+
print("\n--- Preprocessing fighter data (converting height to cm) ---")
|
39 |
+
preprocess_fighters_csv(config.FIGHTERS_CSV_PATH)
|
40 |
+
|
41 |
+
# --- Step 5: Clean up temporary JSON files ---
|
42 |
+
print("\n--- Deleting temporary JSON files ---")
|
43 |
+
try:
|
44 |
+
if os.path.exists(config.EVENTS_JSON_PATH):
|
45 |
+
os.remove(config.EVENTS_JSON_PATH)
|
46 |
+
print(f"Deleted: {config.EVENTS_JSON_PATH}")
|
47 |
+
if os.path.exists(config.FIGHTERS_JSON_PATH):
|
48 |
+
os.remove(config.FIGHTERS_JSON_PATH)
|
49 |
+
print(f"Deleted: {config.FIGHTERS_JSON_PATH}")
|
50 |
+
except OSError as e:
|
51 |
+
print(f"Error deleting JSON files: {e}")
|
52 |
+
|
53 |
print("\n--- Pipeline Finished ---")
|
54 |
|
55 |
if __name__ == '__main__':
|
src/{preprocess.py → scrape/preprocess.py}
RENAMED
@@ -1,5 +1,6 @@
|
|
1 |
import csv
|
2 |
import os
|
|
|
3 |
|
4 |
def convert_height_to_cm(height_str):
|
5 |
"""
|
@@ -23,7 +24,7 @@ def convert_height_to_cm(height_str):
|
|
23 |
# Return original value if parsing fails
|
24 |
return height_str
|
25 |
|
26 |
-
def preprocess_fighters_csv(file_path=
|
27 |
"""
|
28 |
Reads the fighters CSV, converts height to cm, renames the column,
|
29 |
and saves the changes back to the same file.
|
@@ -71,4 +72,4 @@ def preprocess_fighters_csv(file_path='output/ufc_fighters_data.csv'):
|
|
71 |
print(f"An error occurred: {e}")
|
72 |
|
73 |
if __name__ == '__main__':
|
74 |
-
preprocess_fighters_csv()
|
|
|
1 |
import csv
|
2 |
import os
|
3 |
+
import config
|
4 |
|
5 |
def convert_height_to_cm(height_str):
|
6 |
"""
|
|
|
24 |
# Return original value if parsing fails
|
25 |
return height_str
|
26 |
|
27 |
+
def preprocess_fighters_csv(file_path=config.FIGHTERS_CSV_PATH):
|
28 |
"""
|
29 |
Reads the fighters CSV, converts height to cm, renames the column,
|
30 |
and saves the changes back to the same file.
|
|
|
72 |
print(f"An error occurred: {e}")
|
73 |
|
74 |
if __name__ == '__main__':
|
75 |
+
preprocess_fighters_csv()
|
src/scrape/scrape_fighters.py
CHANGED
@@ -4,6 +4,8 @@ import json
|
|
4 |
import time
|
5 |
import string
|
6 |
import concurrent.futures
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|
|
|
7 |
|
8 |
# --- Configuration ---
|
9 |
# The number of parallel threads to use for scraping fighter details.
|
@@ -126,25 +128,19 @@ def scrape_all_fighters():
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|
126 |
print(f"Progress: {i + 1}/{total_fighters} fighters scraped.")
|
127 |
|
128 |
if (i + 1) > 0 and (i + 1) % 50 == 0:
|
129 |
-
print(f"--- Saving progress: {i + 1} fighters saved. ---")
|
130 |
-
# Sort before saving to maintain a consistent order in the file
|
131 |
fighters_with_details.sort(key=lambda x: (x['last_name'], x['first_name']))
|
132 |
-
with open(
|
133 |
json.dump(fighters_with_details, f, indent=4)
|
134 |
|
135 |
-
# Final sort for the complete dataset
|
136 |
fighters_with_details.sort(key=lambda x: (x['last_name'], x['first_name']))
|
137 |
return fighters_with_details
|
138 |
|
139 |
if __name__ == "__main__":
|
140 |
all_fighters_data = scrape_all_fighters()
|
141 |
-
|
142 |
-
|
143 |
-
import os
|
144 |
-
if not os.path.exists('output'):
|
145 |
-
os.makedirs('output')
|
146 |
|
147 |
-
with open(
|
148 |
json.dump(all_fighters_data, f, indent=4)
|
149 |
|
150 |
-
print(f"\nScraping complete. Final data for {len(all_fighters_data)} fighters saved to
|
|
|
4 |
import time
|
5 |
import string
|
6 |
import concurrent.futures
|
7 |
+
import os
|
8 |
+
import config
|
9 |
|
10 |
# --- Configuration ---
|
11 |
# The number of parallel threads to use for scraping fighter details.
|
|
|
128 |
print(f"Progress: {i + 1}/{total_fighters} fighters scraped.")
|
129 |
|
130 |
if (i + 1) > 0 and (i + 1) % 50 == 0:
|
|
|
|
|
131 |
fighters_with_details.sort(key=lambda x: (x['last_name'], x['first_name']))
|
132 |
+
with open(config.FIGHTERS_JSON_PATH, 'w') as f:
|
133 |
json.dump(fighters_with_details, f, indent=4)
|
134 |
|
|
|
135 |
fighters_with_details.sort(key=lambda x: (x['last_name'], x['first_name']))
|
136 |
return fighters_with_details
|
137 |
|
138 |
if __name__ == "__main__":
|
139 |
all_fighters_data = scrape_all_fighters()
|
140 |
+
if not os.path.exists(config.OUTPUT_DIR):
|
141 |
+
os.makedirs(config.OUTPUT_DIR)
|
|
|
|
|
|
|
142 |
|
143 |
+
with open(config.FIGHTERS_JSON_PATH, 'w') as f:
|
144 |
json.dump(all_fighters_data, f, indent=4)
|
145 |
|
146 |
+
print(f"\nScraping complete. Final data for {len(all_fighters_data)} fighters saved to {config.FIGHTERS_JSON_PATH}")
|
src/scrape/scrape_fights.py
CHANGED
@@ -3,6 +3,7 @@ from bs4 import BeautifulSoup
|
|
3 |
import json
|
4 |
import time
|
5 |
import concurrent.futures
|
|
|
6 |
|
7 |
# --- Configuration ---
|
8 |
# The number of parallel threads to use for scraping fight details.
|
@@ -114,17 +115,45 @@ def scrape_event_details(event_url):
|
|
114 |
rows = fight_table.find('tbody').find_all('tr', class_='b-fight-details__table-row')
|
115 |
for row in rows:
|
116 |
cols = row.find_all('td', class_='b-fight-details__table-col')
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
117 |
|
118 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
119 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
120 |
fight = {
|
121 |
-
'fighter_1':
|
122 |
-
'fighter_2':
|
|
|
123 |
'weight_class': cols[6].text.strip(),
|
124 |
'method': ' '.join(cols[7].stripped_strings),
|
125 |
'round': cols[8].text.strip(),
|
126 |
'time': cols[9].text.strip(),
|
127 |
-
'url':
|
128 |
}
|
129 |
fights_to_process.append(fight)
|
130 |
|
@@ -171,11 +200,11 @@ def scrape_all_events():
|
|
171 |
if event_data:
|
172 |
events.append(event_data)
|
173 |
|
174 |
-
print(f"Progress: {i}/{total_events} events scraped.")
|
175 |
|
176 |
if (i + 1) % 10 == 0:
|
177 |
print(f"--- Saving progress: {i + 1} of {total_events} events saved. ---")
|
178 |
-
with open(
|
179 |
json.dump(events, f, indent=4)
|
180 |
except Exception as e:
|
181 |
print(f"Could not process event {event_url}. Error: {e}")
|
@@ -184,6 +213,6 @@ def scrape_all_events():
|
|
184 |
|
185 |
if __name__ == "__main__":
|
186 |
all_events_data = scrape_all_events()
|
187 |
-
with open(
|
188 |
json.dump(all_events_data, f, indent=4)
|
189 |
-
print("\nScraping complete. Final data saved to
|
|
|
3 |
import json
|
4 |
import time
|
5 |
import concurrent.futures
|
6 |
+
from config import EVENTS_JSON_PATH
|
7 |
|
8 |
# --- Configuration ---
|
9 |
# The number of parallel threads to use for scraping fight details.
|
|
|
115 |
rows = fight_table.find('tbody').find_all('tr', class_='b-fight-details__table-row')
|
116 |
for row in rows:
|
117 |
cols = row.find_all('td', class_='b-fight-details__table-col')
|
118 |
+
|
119 |
+
fighter1 = cols[1].find_all('p')[0].text.strip()
|
120 |
+
fighter2 = cols[1].find_all('p')[1].text.strip()
|
121 |
+
|
122 |
+
# Determine the winner from the W/L column based on the example provided.
|
123 |
+
winner = None
|
124 |
+
result_ps = cols[0].find_all('p')
|
125 |
|
126 |
+
# This logic handles the structure seen in the example file.
|
127 |
+
if len(result_ps) == 1:
|
128 |
+
result_text = result_ps[0].text.strip().lower()
|
129 |
+
if 'win' in result_text:
|
130 |
+
# When one 'win' is present, it corresponds to the first fighter listed.
|
131 |
+
winner = fighter1
|
132 |
+
elif 'draw' in result_text:
|
133 |
+
winner = "Draw"
|
134 |
+
elif 'nc' in result_text:
|
135 |
+
winner = "NC"
|
136 |
|
137 |
+
# This is a defensive case in case the structure has two <p> tags.
|
138 |
+
elif len(result_ps) == 2:
|
139 |
+
if 'win' in result_ps[0].text.strip().lower():
|
140 |
+
winner = fighter1
|
141 |
+
elif 'win' in result_ps[1].text.strip().lower():
|
142 |
+
winner = fighter2
|
143 |
+
elif 'draw' in result_ps[0].text.strip().lower():
|
144 |
+
winner = "Draw"
|
145 |
+
elif 'nc' in result_ps[0].text.strip().lower():
|
146 |
+
winner = "NC"
|
147 |
+
|
148 |
fight = {
|
149 |
+
'fighter_1': fighter1,
|
150 |
+
'fighter_2': fighter2,
|
151 |
+
'winner': winner,
|
152 |
'weight_class': cols[6].text.strip(),
|
153 |
'method': ' '.join(cols[7].stripped_strings),
|
154 |
'round': cols[8].text.strip(),
|
155 |
'time': cols[9].text.strip(),
|
156 |
+
'url': row['data-link']
|
157 |
}
|
158 |
fights_to_process.append(fight)
|
159 |
|
|
|
200 |
if event_data:
|
201 |
events.append(event_data)
|
202 |
|
203 |
+
print(f"Progress: {i+1}/{total_events} events scraped.")
|
204 |
|
205 |
if (i + 1) % 10 == 0:
|
206 |
print(f"--- Saving progress: {i + 1} of {total_events} events saved. ---")
|
207 |
+
with open(EVENTS_JSON_PATH, 'w') as f:
|
208 |
json.dump(events, f, indent=4)
|
209 |
except Exception as e:
|
210 |
print(f"Could not process event {event_url}. Error: {e}")
|
|
|
213 |
|
214 |
if __name__ == "__main__":
|
215 |
all_events_data = scrape_all_events()
|
216 |
+
with open(EVENTS_JSON_PATH, 'w') as f:
|
217 |
json.dump(all_events_data, f, indent=4)
|
218 |
+
print(f"\nScraping complete. Final data saved to {EVENTS_JSON_PATH}")
|
src/scrape/to_csv.py
CHANGED
@@ -1,5 +1,6 @@
|
|
1 |
import json
|
2 |
import csv
|
|
|
3 |
|
4 |
def json_to_csv(json_file_path, csv_file_path):
|
5 |
try:
|
@@ -14,7 +15,7 @@ def json_to_csv(json_file_path, csv_file_path):
|
|
14 |
|
15 |
# Define the headers for the CSV file
|
16 |
headers = [
|
17 |
-
'event_name', 'event_date', 'event_location', 'fighter_1', 'fighter_2',
|
18 |
'weight_class', 'method', 'round', 'time',
|
19 |
'f1_kd', 'f1_sig_str', 'f1_sig_str_percent', 'f1_total_str', 'f1_td',
|
20 |
'f1_td_percent', 'f1_sub_att', 'f1_rev', 'f1_ctrl',
|
@@ -44,6 +45,7 @@ def json_to_csv(json_file_path, csv_file_path):
|
|
44 |
event.get('location', ''),
|
45 |
fight.get('fighter_1', ''),
|
46 |
fight.get('fighter_2', ''),
|
|
|
47 |
fight.get('weight_class', ''),
|
48 |
fight.get('method', ''),
|
49 |
fight.get('round', ''),
|
@@ -138,5 +140,5 @@ def fighters_json_to_csv(json_file_path, csv_file_path):
|
|
138 |
print(f"Successfully converted {json_file_path} to {csv_file_path}")
|
139 |
|
140 |
if __name__ == '__main__':
|
141 |
-
json_to_csv(
|
142 |
-
fighters_json_to_csv(
|
|
|
1 |
import json
|
2 |
import csv
|
3 |
+
import config
|
4 |
|
5 |
def json_to_csv(json_file_path, csv_file_path):
|
6 |
try:
|
|
|
15 |
|
16 |
# Define the headers for the CSV file
|
17 |
headers = [
|
18 |
+
'event_name', 'event_date', 'event_location', 'fighter_1', 'fighter_2', 'winner',
|
19 |
'weight_class', 'method', 'round', 'time',
|
20 |
'f1_kd', 'f1_sig_str', 'f1_sig_str_percent', 'f1_total_str', 'f1_td',
|
21 |
'f1_td_percent', 'f1_sub_att', 'f1_rev', 'f1_ctrl',
|
|
|
45 |
event.get('location', ''),
|
46 |
fight.get('fighter_1', ''),
|
47 |
fight.get('fighter_2', ''),
|
48 |
+
fight.get('winner', ''),
|
49 |
fight.get('weight_class', ''),
|
50 |
fight.get('method', ''),
|
51 |
fight.get('round', ''),
|
|
|
140 |
print(f"Successfully converted {json_file_path} to {csv_file_path}")
|
141 |
|
142 |
if __name__ == '__main__':
|
143 |
+
json_to_csv(config.EVENTS_JSON_PATH, config.FIGHTS_CSV_PATH)
|
144 |
+
fighters_json_to_csv(config.FIGHTERS_JSON_PATH, config.FIGHTERS_CSV_PATH)
|