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Browse files- .gitignore +129 -0
- README.md +19 -0
- top_quark_tagging.py +866 -0
.gitignore
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# Byte-compiled / optimized / DLL files
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# Pyre type checker
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.pyre/
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README.md
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---
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license: cc-by-4.0
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---
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---
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license: cc-by-4.0
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---
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# Top Quark Tagging Reference Dataset
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A set of MC simulated training/testing events for the evaluation of top quark tagging architectures.
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In total 1.2M training events, 400k validation events and 400k test events. Use “train” for training, “val” for validation during the training and “test” for final testing and reporting results.
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## Description
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* 14 TeV, hadronic tops for signal, qcd diets background, Delphes ATLAS detector card with Pythia8
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* No MPI/pile-up included
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* Clustering of particle-flow entries (produced by Delphes E-flow) into anti-kT 0.8 jets in the pT range [550,650] GeV
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* All top jets are matched to a parton-level top within ∆R = 0.8, and to all top decay partons within 0.8
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* Jets are required to have |eta| < 2
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* The leading 200 jet constituent four-momenta are stored, with zero-padding for jets with fewer than 200
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* Constituents are sorted by pT, with the highest pT one first
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* The truth top four-momentum is stored as truth_px etc.
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* A flag (1 for top, 0 for QCD) is kept for each jet. It is called is_signal_new
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* The variable "ttv" (= test/train/validation) is kept for each jet. It indicates to which dataset the jet belongs. It is redundant as the different sets are already distributed as different files.
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top_quark_tagging.py
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|
1 |
+
import datasets
|
2 |
+
import pandas as pd
|
3 |
+
|
4 |
+
|
5 |
+
_CITATION = """\
|
6 |
+
@dataset{kasieczka_gregor_2019_2603256,
|
7 |
+
author = {Kasieczka, Gregor and
|
8 |
+
Plehn, Tilman and
|
9 |
+
Thompson, Jennifer and
|
10 |
+
Russel, Michael},
|
11 |
+
title = {Top Quark Tagging Reference Dataset},
|
12 |
+
month = mar,
|
13 |
+
year = 2019,
|
14 |
+
publisher = {Zenodo},
|
15 |
+
version = {v0 (2018\_03\_27)},
|
16 |
+
doi = {10.5281/zenodo.2603256},
|
17 |
+
url = {https://doi.org/10.5281/zenodo.2603256}
|
18 |
+
}
|
19 |
+
"""
|
20 |
+
|
21 |
+
_DESCRIPTION = """\
|
22 |
+
Top Quark Tagging is a dataset of Monte Carlo simulated hadronic top and QCD dijet events for the evaluation of top quark tagging architectures. The dataset consists of 1.2M training events, 400k validation events and 400k test events.
|
23 |
+
"""
|
24 |
+
_URL = "https://zenodo.org/record/2603256/"
|
25 |
+
_TRAIN_DOWNLOAD_URL = "data/train.parquet"
|
26 |
+
_VALIDATION_DOWNLOAD_URL = "data/validation.parquet"
|
27 |
+
_TEST_DOWNLOAD_URL = "data/test.parquet"
|
28 |
+
|
29 |
+
FEATURE_NAMES = ['E_0',
|
30 |
+
'PX_0',
|
31 |
+
'PY_0',
|
32 |
+
'PZ_0',
|
33 |
+
'E_1',
|
34 |
+
'PX_1',
|
35 |
+
'PY_1',
|
36 |
+
'PZ_1',
|
37 |
+
'E_2',
|
38 |
+
'PX_2',
|
39 |
+
'PY_2',
|
40 |
+
'PZ_2',
|
41 |
+
'E_3',
|
42 |
+
'PX_3',
|
43 |
+
'PY_3',
|
44 |
+
'PZ_3',
|
45 |
+
'E_4',
|
46 |
+
'PX_4',
|
47 |
+
'PY_4',
|
48 |
+
'PZ_4',
|
49 |
+
'E_5',
|
50 |
+
'PX_5',
|
51 |
+
'PY_5',
|
52 |
+
'PZ_5',
|
53 |
+
'E_6',
|
54 |
+
'PX_6',
|
55 |
+
'PY_6',
|
56 |
+
'PZ_6',
|
57 |
+
'E_7',
|
58 |
+
'PX_7',
|
59 |
+
'PY_7',
|
60 |
+
'PZ_7',
|
61 |
+
'E_8',
|
62 |
+
'PX_8',
|
63 |
+
'PY_8',
|
64 |
+
'PZ_8',
|
65 |
+
'E_9',
|
66 |
+
'PX_9',
|
67 |
+
'PY_9',
|
68 |
+
'PZ_9',
|
69 |
+
'E_10',
|
70 |
+
'PX_10',
|
71 |
+
'PY_10',
|
72 |
+
'PZ_10',
|
73 |
+
'E_11',
|
74 |
+
'PX_11',
|
75 |
+
'PY_11',
|
76 |
+
'PZ_11',
|
77 |
+
'E_12',
|
78 |
+
'PX_12',
|
79 |
+
'PY_12',
|
80 |
+
'PZ_12',
|
81 |
+
'E_13',
|
82 |
+
'PX_13',
|
83 |
+
'PY_13',
|
84 |
+
'PZ_13',
|
85 |
+
'E_14',
|
86 |
+
'PX_14',
|
87 |
+
'PY_14',
|
88 |
+
'PZ_14',
|
89 |
+
'E_15',
|
90 |
+
'PX_15',
|
91 |
+
'PY_15',
|
92 |
+
'PZ_15',
|
93 |
+
'E_16',
|
94 |
+
'PX_16',
|
95 |
+
'PY_16',
|
96 |
+
'PZ_16',
|
97 |
+
'E_17',
|
98 |
+
'PX_17',
|
99 |
+
'PY_17',
|
100 |
+
'PZ_17',
|
101 |
+
'E_18',
|
102 |
+
'PX_18',
|
103 |
+
'PY_18',
|
104 |
+
'PZ_18',
|
105 |
+
'E_19',
|
106 |
+
'PX_19',
|
107 |
+
'PY_19',
|
108 |
+
'PZ_19',
|
109 |
+
'E_20',
|
110 |
+
'PX_20',
|
111 |
+
'PY_20',
|
112 |
+
'PZ_20',
|
113 |
+
'E_21',
|
114 |
+
'PX_21',
|
115 |
+
'PY_21',
|
116 |
+
'PZ_21',
|
117 |
+
'E_22',
|
118 |
+
'PX_22',
|
119 |
+
'PY_22',
|
120 |
+
'PZ_22',
|
121 |
+
'E_23',
|
122 |
+
'PX_23',
|
123 |
+
'PY_23',
|
124 |
+
'PZ_23',
|
125 |
+
'E_24',
|
126 |
+
'PX_24',
|
127 |
+
'PY_24',
|
128 |
+
'PZ_24',
|
129 |
+
'E_25',
|
130 |
+
'PX_25',
|
131 |
+
'PY_25',
|
132 |
+
'PZ_25',
|
133 |
+
'E_26',
|
134 |
+
'PX_26',
|
135 |
+
'PY_26',
|
136 |
+
'PZ_26',
|
137 |
+
'E_27',
|
138 |
+
'PX_27',
|
139 |
+
'PY_27',
|
140 |
+
'PZ_27',
|
141 |
+
'E_28',
|
142 |
+
'PX_28',
|
143 |
+
'PY_28',
|
144 |
+
'PZ_28',
|
145 |
+
'E_29',
|
146 |
+
'PX_29',
|
147 |
+
'PY_29',
|
148 |
+
'PZ_29',
|
149 |
+
'E_30',
|
150 |
+
'PX_30',
|
151 |
+
'PY_30',
|
152 |
+
'PZ_30',
|
153 |
+
'E_31',
|
154 |
+
'PX_31',
|
155 |
+
'PY_31',
|
156 |
+
'PZ_31',
|
157 |
+
'E_32',
|
158 |
+
'PX_32',
|
159 |
+
'PY_32',
|
160 |
+
'PZ_32',
|
161 |
+
'E_33',
|
162 |
+
'PX_33',
|
163 |
+
'PY_33',
|
164 |
+
'PZ_33',
|
165 |
+
'E_34',
|
166 |
+
'PX_34',
|
167 |
+
'PY_34',
|
168 |
+
'PZ_34',
|
169 |
+
'E_35',
|
170 |
+
'PX_35',
|
171 |
+
'PY_35',
|
172 |
+
'PZ_35',
|
173 |
+
'E_36',
|
174 |
+
'PX_36',
|
175 |
+
'PY_36',
|
176 |
+
'PZ_36',
|
177 |
+
'E_37',
|
178 |
+
'PX_37',
|
179 |
+
'PY_37',
|
180 |
+
'PZ_37',
|
181 |
+
'E_38',
|
182 |
+
'PX_38',
|
183 |
+
'PY_38',
|
184 |
+
'PZ_38',
|
185 |
+
'E_39',
|
186 |
+
'PX_39',
|
187 |
+
'PY_39',
|
188 |
+
'PZ_39',
|
189 |
+
'E_40',
|
190 |
+
'PX_40',
|
191 |
+
'PY_40',
|
192 |
+
'PZ_40',
|
193 |
+
'E_41',
|
194 |
+
'PX_41',
|
195 |
+
'PY_41',
|
196 |
+
'PZ_41',
|
197 |
+
'E_42',
|
198 |
+
'PX_42',
|
199 |
+
'PY_42',
|
200 |
+
'PZ_42',
|
201 |
+
'E_43',
|
202 |
+
'PX_43',
|
203 |
+
'PY_43',
|
204 |
+
'PZ_43',
|
205 |
+
'E_44',
|
206 |
+
'PX_44',
|
207 |
+
'PY_44',
|
208 |
+
'PZ_44',
|
209 |
+
'E_45',
|
210 |
+
'PX_45',
|
211 |
+
'PY_45',
|
212 |
+
'PZ_45',
|
213 |
+
'E_46',
|
214 |
+
'PX_46',
|
215 |
+
'PY_46',
|
216 |
+
'PZ_46',
|
217 |
+
'E_47',
|
218 |
+
'PX_47',
|
219 |
+
'PY_47',
|
220 |
+
'PZ_47',
|
221 |
+
'E_48',
|
222 |
+
'PX_48',
|
223 |
+
'PY_48',
|
224 |
+
'PZ_48',
|
225 |
+
'E_49',
|
226 |
+
'PX_49',
|
227 |
+
'PY_49',
|
228 |
+
'PZ_49',
|
229 |
+
'E_50',
|
230 |
+
'PX_50',
|
231 |
+
'PY_50',
|
232 |
+
'PZ_50',
|
233 |
+
'E_51',
|
234 |
+
'PX_51',
|
235 |
+
'PY_51',
|
236 |
+
'PZ_51',
|
237 |
+
'E_52',
|
238 |
+
'PX_52',
|
239 |
+
'PY_52',
|
240 |
+
'PZ_52',
|
241 |
+
'E_53',
|
242 |
+
'PX_53',
|
243 |
+
'PY_53',
|
244 |
+
'PZ_53',
|
245 |
+
'E_54',
|
246 |
+
'PX_54',
|
247 |
+
'PY_54',
|
248 |
+
'PZ_54',
|
249 |
+
'E_55',
|
250 |
+
'PX_55',
|
251 |
+
'PY_55',
|
252 |
+
'PZ_55',
|
253 |
+
'E_56',
|
254 |
+
'PX_56',
|
255 |
+
'PY_56',
|
256 |
+
'PZ_56',
|
257 |
+
'E_57',
|
258 |
+
'PX_57',
|
259 |
+
'PY_57',
|
260 |
+
'PZ_57',
|
261 |
+
'E_58',
|
262 |
+
'PX_58',
|
263 |
+
'PY_58',
|
264 |
+
'PZ_58',
|
265 |
+
'E_59',
|
266 |
+
'PX_59',
|
267 |
+
'PY_59',
|
268 |
+
'PZ_59',
|
269 |
+
'E_60',
|
270 |
+
'PX_60',
|
271 |
+
'PY_60',
|
272 |
+
'PZ_60',
|
273 |
+
'E_61',
|
274 |
+
'PX_61',
|
275 |
+
'PY_61',
|
276 |
+
'PZ_61',
|
277 |
+
'E_62',
|
278 |
+
'PX_62',
|
279 |
+
'PY_62',
|
280 |
+
'PZ_62',
|
281 |
+
'E_63',
|
282 |
+
'PX_63',
|
283 |
+
'PY_63',
|
284 |
+
'PZ_63',
|
285 |
+
'E_64',
|
286 |
+
'PX_64',
|
287 |
+
'PY_64',
|
288 |
+
'PZ_64',
|
289 |
+
'E_65',
|
290 |
+
'PX_65',
|
291 |
+
'PY_65',
|
292 |
+
'PZ_65',
|
293 |
+
'E_66',
|
294 |
+
'PX_66',
|
295 |
+
'PY_66',
|
296 |
+
'PZ_66',
|
297 |
+
'E_67',
|
298 |
+
'PX_67',
|
299 |
+
'PY_67',
|
300 |
+
'PZ_67',
|
301 |
+
'E_68',
|
302 |
+
'PX_68',
|
303 |
+
'PY_68',
|
304 |
+
'PZ_68',
|
305 |
+
'E_69',
|
306 |
+
'PX_69',
|
307 |
+
'PY_69',
|
308 |
+
'PZ_69',
|
309 |
+
'E_70',
|
310 |
+
'PX_70',
|
311 |
+
'PY_70',
|
312 |
+
'PZ_70',
|
313 |
+
'E_71',
|
314 |
+
'PX_71',
|
315 |
+
'PY_71',
|
316 |
+
'PZ_71',
|
317 |
+
'E_72',
|
318 |
+
'PX_72',
|
319 |
+
'PY_72',
|
320 |
+
'PZ_72',
|
321 |
+
'E_73',
|
322 |
+
'PX_73',
|
323 |
+
'PY_73',
|
324 |
+
'PZ_73',
|
325 |
+
'E_74',
|
326 |
+
'PX_74',
|
327 |
+
'PY_74',
|
328 |
+
'PZ_74',
|
329 |
+
'E_75',
|
330 |
+
'PX_75',
|
331 |
+
'PY_75',
|
332 |
+
'PZ_75',
|
333 |
+
'E_76',
|
334 |
+
'PX_76',
|
335 |
+
'PY_76',
|
336 |
+
'PZ_76',
|
337 |
+
'E_77',
|
338 |
+
'PX_77',
|
339 |
+
'PY_77',
|
340 |
+
'PZ_77',
|
341 |
+
'E_78',
|
342 |
+
'PX_78',
|
343 |
+
'PY_78',
|
344 |
+
'PZ_78',
|
345 |
+
'E_79',
|
346 |
+
'PX_79',
|
347 |
+
'PY_79',
|
348 |
+
'PZ_79',
|
349 |
+
'E_80',
|
350 |
+
'PX_80',
|
351 |
+
'PY_80',
|
352 |
+
'PZ_80',
|
353 |
+
'E_81',
|
354 |
+
'PX_81',
|
355 |
+
'PY_81',
|
356 |
+
'PZ_81',
|
357 |
+
'E_82',
|
358 |
+
'PX_82',
|
359 |
+
'PY_82',
|
360 |
+
'PZ_82',
|
361 |
+
'E_83',
|
362 |
+
'PX_83',
|
363 |
+
'PY_83',
|
364 |
+
'PZ_83',
|
365 |
+
'E_84',
|
366 |
+
'PX_84',
|
367 |
+
'PY_84',
|
368 |
+
'PZ_84',
|
369 |
+
'E_85',
|
370 |
+
'PX_85',
|
371 |
+
'PY_85',
|
372 |
+
'PZ_85',
|
373 |
+
'E_86',
|
374 |
+
'PX_86',
|
375 |
+
'PY_86',
|
376 |
+
'PZ_86',
|
377 |
+
'E_87',
|
378 |
+
'PX_87',
|
379 |
+
'PY_87',
|
380 |
+
'PZ_87',
|
381 |
+
'E_88',
|
382 |
+
'PX_88',
|
383 |
+
'PY_88',
|
384 |
+
'PZ_88',
|
385 |
+
'E_89',
|
386 |
+
'PX_89',
|
387 |
+
'PY_89',
|
388 |
+
'PZ_89',
|
389 |
+
'E_90',
|
390 |
+
'PX_90',
|
391 |
+
'PY_90',
|
392 |
+
'PZ_90',
|
393 |
+
'E_91',
|
394 |
+
'PX_91',
|
395 |
+
'PY_91',
|
396 |
+
'PZ_91',
|
397 |
+
'E_92',
|
398 |
+
'PX_92',
|
399 |
+
'PY_92',
|
400 |
+
'PZ_92',
|
401 |
+
'E_93',
|
402 |
+
'PX_93',
|
403 |
+
'PY_93',
|
404 |
+
'PZ_93',
|
405 |
+
'E_94',
|
406 |
+
'PX_94',
|
407 |
+
'PY_94',
|
408 |
+
'PZ_94',
|
409 |
+
'E_95',
|
410 |
+
'PX_95',
|
411 |
+
'PY_95',
|
412 |
+
'PZ_95',
|
413 |
+
'E_96',
|
414 |
+
'PX_96',
|
415 |
+
'PY_96',
|
416 |
+
'PZ_96',
|
417 |
+
'E_97',
|
418 |
+
'PX_97',
|
419 |
+
'PY_97',
|
420 |
+
'PZ_97',
|
421 |
+
'E_98',
|
422 |
+
'PX_98',
|
423 |
+
'PY_98',
|
424 |
+
'PZ_98',
|
425 |
+
'E_99',
|
426 |
+
'PX_99',
|
427 |
+
'PY_99',
|
428 |
+
'PZ_99',
|
429 |
+
'E_100',
|
430 |
+
'PX_100',
|
431 |
+
'PY_100',
|
432 |
+
'PZ_100',
|
433 |
+
'E_101',
|
434 |
+
'PX_101',
|
435 |
+
'PY_101',
|
436 |
+
'PZ_101',
|
437 |
+
'E_102',
|
438 |
+
'PX_102',
|
439 |
+
'PY_102',
|
440 |
+
'PZ_102',
|
441 |
+
'E_103',
|
442 |
+
'PX_103',
|
443 |
+
'PY_103',
|
444 |
+
'PZ_103',
|
445 |
+
'E_104',
|
446 |
+
'PX_104',
|
447 |
+
'PY_104',
|
448 |
+
'PZ_104',
|
449 |
+
'E_105',
|
450 |
+
'PX_105',
|
451 |
+
'PY_105',
|
452 |
+
'PZ_105',
|
453 |
+
'E_106',
|
454 |
+
'PX_106',
|
455 |
+
'PY_106',
|
456 |
+
'PZ_106',
|
457 |
+
'E_107',
|
458 |
+
'PX_107',
|
459 |
+
'PY_107',
|
460 |
+
'PZ_107',
|
461 |
+
'E_108',
|
462 |
+
'PX_108',
|
463 |
+
'PY_108',
|
464 |
+
'PZ_108',
|
465 |
+
'E_109',
|
466 |
+
'PX_109',
|
467 |
+
'PY_109',
|
468 |
+
'PZ_109',
|
469 |
+
'E_110',
|
470 |
+
'PX_110',
|
471 |
+
'PY_110',
|
472 |
+
'PZ_110',
|
473 |
+
'E_111',
|
474 |
+
'PX_111',
|
475 |
+
'PY_111',
|
476 |
+
'PZ_111',
|
477 |
+
'E_112',
|
478 |
+
'PX_112',
|
479 |
+
'PY_112',
|
480 |
+
'PZ_112',
|
481 |
+
'E_113',
|
482 |
+
'PX_113',
|
483 |
+
'PY_113',
|
484 |
+
'PZ_113',
|
485 |
+
'E_114',
|
486 |
+
'PX_114',
|
487 |
+
'PY_114',
|
488 |
+
'PZ_114',
|
489 |
+
'E_115',
|
490 |
+
'PX_115',
|
491 |
+
'PY_115',
|
492 |
+
'PZ_115',
|
493 |
+
'E_116',
|
494 |
+
'PX_116',
|
495 |
+
'PY_116',
|
496 |
+
'PZ_116',
|
497 |
+
'E_117',
|
498 |
+
'PX_117',
|
499 |
+
'PY_117',
|
500 |
+
'PZ_117',
|
501 |
+
'E_118',
|
502 |
+
'PX_118',
|
503 |
+
'PY_118',
|
504 |
+
'PZ_118',
|
505 |
+
'E_119',
|
506 |
+
'PX_119',
|
507 |
+
'PY_119',
|
508 |
+
'PZ_119',
|
509 |
+
'E_120',
|
510 |
+
'PX_120',
|
511 |
+
'PY_120',
|
512 |
+
'PZ_120',
|
513 |
+
'E_121',
|
514 |
+
'PX_121',
|
515 |
+
'PY_121',
|
516 |
+
'PZ_121',
|
517 |
+
'E_122',
|
518 |
+
'PX_122',
|
519 |
+
'PY_122',
|
520 |
+
'PZ_122',
|
521 |
+
'E_123',
|
522 |
+
'PX_123',
|
523 |
+
'PY_123',
|
524 |
+
'PZ_123',
|
525 |
+
'E_124',
|
526 |
+
'PX_124',
|
527 |
+
'PY_124',
|
528 |
+
'PZ_124',
|
529 |
+
'E_125',
|
530 |
+
'PX_125',
|
531 |
+
'PY_125',
|
532 |
+
'PZ_125',
|
533 |
+
'E_126',
|
534 |
+
'PX_126',
|
535 |
+
'PY_126',
|
536 |
+
'PZ_126',
|
537 |
+
'E_127',
|
538 |
+
'PX_127',
|
539 |
+
'PY_127',
|
540 |
+
'PZ_127',
|
541 |
+
'E_128',
|
542 |
+
'PX_128',
|
543 |
+
'PY_128',
|
544 |
+
'PZ_128',
|
545 |
+
'E_129',
|
546 |
+
'PX_129',
|
547 |
+
'PY_129',
|
548 |
+
'PZ_129',
|
549 |
+
'E_130',
|
550 |
+
'PX_130',
|
551 |
+
'PY_130',
|
552 |
+
'PZ_130',
|
553 |
+
'E_131',
|
554 |
+
'PX_131',
|
555 |
+
'PY_131',
|
556 |
+
'PZ_131',
|
557 |
+
'E_132',
|
558 |
+
'PX_132',
|
559 |
+
'PY_132',
|
560 |
+
'PZ_132',
|
561 |
+
'E_133',
|
562 |
+
'PX_133',
|
563 |
+
'PY_133',
|
564 |
+
'PZ_133',
|
565 |
+
'E_134',
|
566 |
+
'PX_134',
|
567 |
+
'PY_134',
|
568 |
+
'PZ_134',
|
569 |
+
'E_135',
|
570 |
+
'PX_135',
|
571 |
+
'PY_135',
|
572 |
+
'PZ_135',
|
573 |
+
'E_136',
|
574 |
+
'PX_136',
|
575 |
+
'PY_136',
|
576 |
+
'PZ_136',
|
577 |
+
'E_137',
|
578 |
+
'PX_137',
|
579 |
+
'PY_137',
|
580 |
+
'PZ_137',
|
581 |
+
'E_138',
|
582 |
+
'PX_138',
|
583 |
+
'PY_138',
|
584 |
+
'PZ_138',
|
585 |
+
'E_139',
|
586 |
+
'PX_139',
|
587 |
+
'PY_139',
|
588 |
+
'PZ_139',
|
589 |
+
'E_140',
|
590 |
+
'PX_140',
|
591 |
+
'PY_140',
|
592 |
+
'PZ_140',
|
593 |
+
'E_141',
|
594 |
+
'PX_141',
|
595 |
+
'PY_141',
|
596 |
+
'PZ_141',
|
597 |
+
'E_142',
|
598 |
+
'PX_142',
|
599 |
+
'PY_142',
|
600 |
+
'PZ_142',
|
601 |
+
'E_143',
|
602 |
+
'PX_143',
|
603 |
+
'PY_143',
|
604 |
+
'PZ_143',
|
605 |
+
'E_144',
|
606 |
+
'PX_144',
|
607 |
+
'PY_144',
|
608 |
+
'PZ_144',
|
609 |
+
'E_145',
|
610 |
+
'PX_145',
|
611 |
+
'PY_145',
|
612 |
+
'PZ_145',
|
613 |
+
'E_146',
|
614 |
+
'PX_146',
|
615 |
+
'PY_146',
|
616 |
+
'PZ_146',
|
617 |
+
'E_147',
|
618 |
+
'PX_147',
|
619 |
+
'PY_147',
|
620 |
+
'PZ_147',
|
621 |
+
'E_148',
|
622 |
+
'PX_148',
|
623 |
+
'PY_148',
|
624 |
+
'PZ_148',
|
625 |
+
'E_149',
|
626 |
+
'PX_149',
|
627 |
+
'PY_149',
|
628 |
+
'PZ_149',
|
629 |
+
'E_150',
|
630 |
+
'PX_150',
|
631 |
+
'PY_150',
|
632 |
+
'PZ_150',
|
633 |
+
'E_151',
|
634 |
+
'PX_151',
|
635 |
+
'PY_151',
|
636 |
+
'PZ_151',
|
637 |
+
'E_152',
|
638 |
+
'PX_152',
|
639 |
+
'PY_152',
|
640 |
+
'PZ_152',
|
641 |
+
'E_153',
|
642 |
+
'PX_153',
|
643 |
+
'PY_153',
|
644 |
+
'PZ_153',
|
645 |
+
'E_154',
|
646 |
+
'PX_154',
|
647 |
+
'PY_154',
|
648 |
+
'PZ_154',
|
649 |
+
'E_155',
|
650 |
+
'PX_155',
|
651 |
+
'PY_155',
|
652 |
+
'PZ_155',
|
653 |
+
'E_156',
|
654 |
+
'PX_156',
|
655 |
+
'PY_156',
|
656 |
+
'PZ_156',
|
657 |
+
'E_157',
|
658 |
+
'PX_157',
|
659 |
+
'PY_157',
|
660 |
+
'PZ_157',
|
661 |
+
'E_158',
|
662 |
+
'PX_158',
|
663 |
+
'PY_158',
|
664 |
+
'PZ_158',
|
665 |
+
'E_159',
|
666 |
+
'PX_159',
|
667 |
+
'PY_159',
|
668 |
+
'PZ_159',
|
669 |
+
'E_160',
|
670 |
+
'PX_160',
|
671 |
+
'PY_160',
|
672 |
+
'PZ_160',
|
673 |
+
'E_161',
|
674 |
+
'PX_161',
|
675 |
+
'PY_161',
|
676 |
+
'PZ_161',
|
677 |
+
'E_162',
|
678 |
+
'PX_162',
|
679 |
+
'PY_162',
|
680 |
+
'PZ_162',
|
681 |
+
'E_163',
|
682 |
+
'PX_163',
|
683 |
+
'PY_163',
|
684 |
+
'PZ_163',
|
685 |
+
'E_164',
|
686 |
+
'PX_164',
|
687 |
+
'PY_164',
|
688 |
+
'PZ_164',
|
689 |
+
'E_165',
|
690 |
+
'PX_165',
|
691 |
+
'PY_165',
|
692 |
+
'PZ_165',
|
693 |
+
'E_166',
|
694 |
+
'PX_166',
|
695 |
+
'PY_166',
|
696 |
+
'PZ_166',
|
697 |
+
'E_167',
|
698 |
+
'PX_167',
|
699 |
+
'PY_167',
|
700 |
+
'PZ_167',
|
701 |
+
'E_168',
|
702 |
+
'PX_168',
|
703 |
+
'PY_168',
|
704 |
+
'PZ_168',
|
705 |
+
'E_169',
|
706 |
+
'PX_169',
|
707 |
+
'PY_169',
|
708 |
+
'PZ_169',
|
709 |
+
'E_170',
|
710 |
+
'PX_170',
|
711 |
+
'PY_170',
|
712 |
+
'PZ_170',
|
713 |
+
'E_171',
|
714 |
+
'PX_171',
|
715 |
+
'PY_171',
|
716 |
+
'PZ_171',
|
717 |
+
'E_172',
|
718 |
+
'PX_172',
|
719 |
+
'PY_172',
|
720 |
+
'PZ_172',
|
721 |
+
'E_173',
|
722 |
+
'PX_173',
|
723 |
+
'PY_173',
|
724 |
+
'PZ_173',
|
725 |
+
'E_174',
|
726 |
+
'PX_174',
|
727 |
+
'PY_174',
|
728 |
+
'PZ_174',
|
729 |
+
'E_175',
|
730 |
+
'PX_175',
|
731 |
+
'PY_175',
|
732 |
+
'PZ_175',
|
733 |
+
'E_176',
|
734 |
+
'PX_176',
|
735 |
+
'PY_176',
|
736 |
+
'PZ_176',
|
737 |
+
'E_177',
|
738 |
+
'PX_177',
|
739 |
+
'PY_177',
|
740 |
+
'PZ_177',
|
741 |
+
'E_178',
|
742 |
+
'PX_178',
|
743 |
+
'PY_178',
|
744 |
+
'PZ_178',
|
745 |
+
'E_179',
|
746 |
+
'PX_179',
|
747 |
+
'PY_179',
|
748 |
+
'PZ_179',
|
749 |
+
'E_180',
|
750 |
+
'PX_180',
|
751 |
+
'PY_180',
|
752 |
+
'PZ_180',
|
753 |
+
'E_181',
|
754 |
+
'PX_181',
|
755 |
+
'PY_181',
|
756 |
+
'PZ_181',
|
757 |
+
'E_182',
|
758 |
+
'PX_182',
|
759 |
+
'PY_182',
|
760 |
+
'PZ_182',
|
761 |
+
'E_183',
|
762 |
+
'PX_183',
|
763 |
+
'PY_183',
|
764 |
+
'PZ_183',
|
765 |
+
'E_184',
|
766 |
+
'PX_184',
|
767 |
+
'PY_184',
|
768 |
+
'PZ_184',
|
769 |
+
'E_185',
|
770 |
+
'PX_185',
|
771 |
+
'PY_185',
|
772 |
+
'PZ_185',
|
773 |
+
'E_186',
|
774 |
+
'PX_186',
|
775 |
+
'PY_186',
|
776 |
+
'PZ_186',
|
777 |
+
'E_187',
|
778 |
+
'PX_187',
|
779 |
+
'PY_187',
|
780 |
+
'PZ_187',
|
781 |
+
'E_188',
|
782 |
+
'PX_188',
|
783 |
+
'PY_188',
|
784 |
+
'PZ_188',
|
785 |
+
'E_189',
|
786 |
+
'PX_189',
|
787 |
+
'PY_189',
|
788 |
+
'PZ_189',
|
789 |
+
'E_190',
|
790 |
+
'PX_190',
|
791 |
+
'PY_190',
|
792 |
+
'PZ_190',
|
793 |
+
'E_191',
|
794 |
+
'PX_191',
|
795 |
+
'PY_191',
|
796 |
+
'PZ_191',
|
797 |
+
'E_192',
|
798 |
+
'PX_192',
|
799 |
+
'PY_192',
|
800 |
+
'PZ_192',
|
801 |
+
'E_193',
|
802 |
+
'PX_193',
|
803 |
+
'PY_193',
|
804 |
+
'PZ_193',
|
805 |
+
'E_194',
|
806 |
+
'PX_194',
|
807 |
+
'PY_194',
|
808 |
+
'PZ_194',
|
809 |
+
'E_195',
|
810 |
+
'PX_195',
|
811 |
+
'PY_195',
|
812 |
+
'PZ_195',
|
813 |
+
'E_196',
|
814 |
+
'PX_196',
|
815 |
+
'PY_196',
|
816 |
+
'PZ_196',
|
817 |
+
'E_197',
|
818 |
+
'PX_197',
|
819 |
+
'PY_197',
|
820 |
+
'PZ_197',
|
821 |
+
'E_198',
|
822 |
+
'PX_198',
|
823 |
+
'PY_198',
|
824 |
+
'PZ_198',
|
825 |
+
'E_199',
|
826 |
+
'PX_199',
|
827 |
+
'PY_199',
|
828 |
+
'PZ_199',
|
829 |
+
'truthE',
|
830 |
+
'truthPX',
|
831 |
+
'truthPY',
|
832 |
+
'truthPZ',
|
833 |
+
'ttv',
|
834 |
+
'is_signal_new']
|
835 |
+
|
836 |
+
|
837 |
+
|
838 |
+
class TopQuarkTagging(datasets.GeneratorBasedBuilder):
|
839 |
+
def _info(self):
|
840 |
+
features_data = {c : datasets.Value("float32") for c in FEATURE_NAMES[:-2]}
|
841 |
+
features_data["ttv"] = datasets.Value("int64")
|
842 |
+
features_data["is_signal_new"] = datasets.ClassLabel(names=["qcd", "top"])
|
843 |
+
features = datasets.Features(features_data)
|
844 |
+
return datasets.DatasetInfo(
|
845 |
+
description=_DESCRIPTION,
|
846 |
+
features=features,
|
847 |
+
homepage=_URL,
|
848 |
+
citation=_CITATION,
|
849 |
+
)
|
850 |
+
|
851 |
+
def _split_generators(self, dl_manager):
|
852 |
+
"""Returns SplitGenerators."""
|
853 |
+
train_path = dl_manager.download_and_extract(_TRAIN_DOWNLOAD_URL)
|
854 |
+
valid_path = dl_manager.download_and_extract(_VALIDATION_DOWNLOAD_URL)
|
855 |
+
test_path = dl_manager.download_and_extract(_TEST_DOWNLOAD_URL)
|
856 |
+
return [
|
857 |
+
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}),
|
858 |
+
datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": valid_path}),
|
859 |
+
datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": test_path}),
|
860 |
+
]
|
861 |
+
|
862 |
+
def _generate_examples(self, filepath):
|
863 |
+
"""Generate examples."""
|
864 |
+
df = pd.read_parquet(filepath)
|
865 |
+
for id_, row in df.iterrows():
|
866 |
+
yield id_, {row.index[idx]: row[idx] for idx in range(len(row))}
|