Hugging Face's logo

Datasets:
mstz
/
lrs

Tasks:
Tabular Classification
Modalities:
Tabular
Formats:
csv
Languages:
English
Size:
< 1K
Tags:
tabular_classification
binary_classification
multiclass_classification
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
Community
mstz commited on
Commit
0016e0b
·
1 Parent(s): 53cae00

updated to datasets 4.*

Browse files
Files changed (4) hide show
  1. README.md +10 -19
  2. lrs.csv +0 -0
  3. lrs.py +0 -1164
  4. lrs/train.csv +0 -0
README.md CHANGED
@@ -1,29 +1,20 @@
1
  ---
2
- language:
3
- - en
 
 
 
 
 
 
 
 
4
  tags:
5
- - lrs
6
  - tabular_classification
7
  - binary_classification
8
  - multiclass_classification
9
- - UCI
10
- pretty_name: Lrs
11
- size_categories:
12
- - n<1k
13
  task_categories:
14
  - tabular-classification
15
- configs:
16
- - lrs
17
- - lrs_0
18
- - lrs_1
19
- - lrs_2
20
- - lrs_3
21
- - lrs_4
22
- - lrs_5
23
- - lrs_6
24
- - lrs_7
25
- - lrs_8
26
- license: cc
27
  ---
28
  # Lrs
29
  The [Lrs dataset](https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer) from the [UCI repository](https://archive-beta.ics.uci.edu).
 
1
  ---
2
+ configs:
3
+ - config_name: lrs
4
+ data_files:
5
+ - path: lrs/train.csv
6
+ split: train
7
+ default: true
8
+ language: en
9
+ license: cc
10
+ pretty_name: Lrs
11
+ size_categories: 1M<n<10M
12
  tags:
 
13
  - tabular_classification
14
  - binary_classification
15
  - multiclass_classification
 
 
 
 
16
  task_categories:
17
  - tabular-classification
 
 
 
 
 
 
 
 
 
 
 
 
18
  ---
19
  # Lrs
20
  The [Lrs dataset](https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer) from the [UCI repository](https://archive-beta.ics.uci.edu).
lrs.csv DELETED
The diff for this file is too large to render. See raw diff
 
lrs.py DELETED
@@ -1,1164 +0,0 @@
1
- from typing import List
2
-
3
- import datasets
4
-
5
- import pandas
6
-
7
-
8
- VERSION = datasets.Version("1.0.0")
9
-
10
-
11
- DESCRIPTION = "Lrs efficiency dataset from the UCI repository."
12
- _HOMEPAGE = "https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer"
13
- _URLS = ("https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer")
14
- _CITATION = """
15
- @misc{misc_lrs_53,
16
- author = {Fisher,R. A. & Fisher,R.A.},
17
- title = {{Lrs}},
18
- year = {1988},
19
- howpublished = {UCI Machine Learning Repository},
20
- note = {{DOI}: \\url{10.24432/C56C76}}
21
- }"""
22
-
23
- # Dataset info
24
- urls_per_split = {
25
- "train": "https://huggingface.co/datasets/mstz/lrs/raw/main/lrs.csv"
26
- }
27
- features_types_per_config = {
28
- "lrs": {
29
- "right_ascension": datasets.Value("float64"),
30
- "declination": datasets.Value("float64"),
31
- "scale_factor": datasets.Value("float64"),
32
- "blue_base_1": datasets.Value("int64"),
33
- "blue_base_2": datasets.Value("int64"),
34
- "red_base_1": datasets.Value("int64"),
35
- "red_base_2": datasets.Value("int64"),
36
- "blue_base_2": datasets.Value("float64"),
37
- "red_base_1": datasets.Value("float64"),
38
- "red_base_2": datasets.Value("float64"),
39
- "flux_blue_0": datasets.Value("float64"),
40
- "flux_blue_1": datasets.Value("float64"),
41
- "flux_blue_2": datasets.Value("float64"),
42
- "flux_blue_3": datasets.Value("float64"),
43
- "flux_blue_4": datasets.Value("float64"),
44
- "flux_blue_5": datasets.Value("float64"),
45
- "flux_blue_6": datasets.Value("float64"),
46
- "flux_blue_7": datasets.Value("float64"),
47
- "flux_blue_8": datasets.Value("float64"),
48
- "flux_blue_9": datasets.Value("float64"),
49
- "flux_blue_10": datasets.Value("float64"),
50
- "flux_blue_11": datasets.Value("float64"),
51
- "flux_blue_12": datasets.Value("float64"),
52
- "flux_blue_13": datasets.Value("float64"),
53
- "flux_blue_14": datasets.Value("float64"),
54
- "flux_blue_15": datasets.Value("float64"),
55
- "flux_blue_16": datasets.Value("float64"),
56
- "flux_blue_17": datasets.Value("float64"),
57
- "flux_blue_18": datasets.Value("float64"),
58
- "flux_blue_19": datasets.Value("float64"),
59
- "flux_blue_20": datasets.Value("float64"),
60
- "flux_blue_21": datasets.Value("float64"),
61
- "flux_blue_22": datasets.Value("float64"),
62
- "flux_blue_23": datasets.Value("float64"),
63
- "flux_blue_24": datasets.Value("float64"),
64
- "flux_blue_25": datasets.Value("float64"),
65
- "flux_blue_26": datasets.Value("float64"),
66
- "flux_blue_27": datasets.Value("float64"),
67
- "flux_blue_28": datasets.Value("float64"),
68
- "flux_blue_29": datasets.Value("float64"),
69
- "flux_blue_30": datasets.Value("float64"),
70
- "flux_blue_31": datasets.Value("float64"),
71
- "flux_blue_32": datasets.Value("float64"),
72
- "flux_blue_33": datasets.Value("float64"),
73
- "flux_blue_34": datasets.Value("float64"),
74
- "flux_blue_35": datasets.Value("float64"),
75
- "flux_blue_36": datasets.Value("float64"),
76
- "flux_blue_37": datasets.Value("float64"),
77
- "flux_blue_38": datasets.Value("float64"),
78
- "flux_blue_39": datasets.Value("float64"),
79
- "flux_blue_40": datasets.Value("float64"),
80
- "flux_blue_41": datasets.Value("float64"),
81
- "flux_blue_42": datasets.Value("float64"),
82
- "flux_blue_43": datasets.Value("float64"),
83
- "flux_red_0": datasets.Value("float64"),
84
- "flux_red_1": datasets.Value("float64"),
85
- "flux_red_2": datasets.Value("float64"),
86
- "flux_red_3": datasets.Value("float64"),
87
- "flux_red_4": datasets.Value("float64"),
88
- "flux_red_5": datasets.Value("float64"),
89
- "flux_red_6": datasets.Value("float64"),
90
- "flux_red_7": datasets.Value("float64"),
91
- "flux_red_8": datasets.Value("float64"),
92
- "flux_red_9": datasets.Value("float64"),
93
- "flux_red_10": datasets.Value("float64"),
94
- "flux_red_11": datasets.Value("float64"),
95
- "flux_red_12": datasets.Value("float64"),
96
- "flux_red_13": datasets.Value("float64"),
97
- "flux_red_14": datasets.Value("float64"),
98
- "flux_red_15": datasets.Value("float64"),
99
- "flux_red_16": datasets.Value("float64"),
100
- "flux_red_17": datasets.Value("float64"),
101
- "flux_red_18": datasets.Value("float64"),
102
- "flux_red_19": datasets.Value("float64"),
103
- "flux_red_20": datasets.Value("float64"),
104
- "flux_red_21": datasets.Value("float64"),
105
- "flux_red_22": datasets.Value("float64"),
106
- "flux_red_23": datasets.Value("float64"),
107
- "flux_red_24": datasets.Value("float64"),
108
- "flux_red_25": datasets.Value("float64"),
109
- "flux_red_26": datasets.Value("float64"),
110
- "flux_red_27": datasets.Value("float64"),
111
- "flux_red_28": datasets.Value("float64"),
112
- "flux_red_29": datasets.Value("float64"),
113
- "flux_red_30": datasets.Value("float64"),
114
- "flux_red_31": datasets.Value("float64"),
115
- "flux_red_32": datasets.Value("float64"),
116
- "flux_red_33": datasets.Value("float64"),
117
- "flux_red_34": datasets.Value("float64"),
118
- "flux_red_35": datasets.Value("float64"),
119
- "flux_red_36": datasets.Value("float64"),
120
- "flux_red_37": datasets.Value("float64"),
121
- "flux_red_38": datasets.Value("float64"),
122
- "flux_red_39": datasets.Value("float64"),
123
- "flux_red_40": datasets.Value("float64"),
124
- "flux_red_41": datasets.Value("float64"),
125
- "flux_red_42": datasets.Value("float64"),
126
- "flux_red_43": datasets.Value("float64"),
127
- "flux_red_44": datasets.Value("float64"),
128
- "flux_red_45": datasets.Value("float64"),
129
- "flux_red_46": datasets.Value("float64"),
130
- "flux_red_47": datasets.Value("float64"),
131
- "flux_red_48": datasets.Value("float64"),
132
- "lrs_class": datasets.ClassLabel(num_classes=9)
133
- },
134
- "lrs_0": {
135
- "right_ascension": datasets.Value("float64"),
136
- "declination": datasets.Value("float64"),
137
- "scale_factor": datasets.Value("float64"),
138
- "blue_base_1": datasets.Value("int64"),
139
- "blue_base_2": datasets.Value("int64"),
140
- "red_base_1": datasets.Value("int64"),
141
- "red_base_2": datasets.Value("int64"),
142
- "blue_base_2": datasets.Value("float64"),
143
- "red_base_1": datasets.Value("float64"),
144
- "red_base_2": datasets.Value("float64"),
145
- "flux_blue_0": datasets.Value("float64"),
146
- "flux_blue_1": datasets.Value("float64"),
147
- "flux_blue_2": datasets.Value("float64"),
148
- "flux_blue_3": datasets.Value("float64"),
149
- "flux_blue_4": datasets.Value("float64"),
150
- "flux_blue_5": datasets.Value("float64"),
151
- "flux_blue_6": datasets.Value("float64"),
152
- "flux_blue_7": datasets.Value("float64"),
153
- "flux_blue_8": datasets.Value("float64"),
154
- "flux_blue_9": datasets.Value("float64"),
155
- "flux_blue_10": datasets.Value("float64"),
156
- "flux_blue_11": datasets.Value("float64"),
157
- "flux_blue_12": datasets.Value("float64"),
158
- "flux_blue_13": datasets.Value("float64"),
159
- "flux_blue_14": datasets.Value("float64"),
160
- "flux_blue_15": datasets.Value("float64"),
161
- "flux_blue_16": datasets.Value("float64"),
162
- "flux_blue_17": datasets.Value("float64"),
163
- "flux_blue_18": datasets.Value("float64"),
164
- "flux_blue_19": datasets.Value("float64"),
165
- "flux_blue_20": datasets.Value("float64"),
166
- "flux_blue_21": datasets.Value("float64"),
167
- "flux_blue_22": datasets.Value("float64"),
168
- "flux_blue_23": datasets.Value("float64"),
169
- "flux_blue_24": datasets.Value("float64"),
170
- "flux_blue_25": datasets.Value("float64"),
171
- "flux_blue_26": datasets.Value("float64"),
172
- "flux_blue_27": datasets.Value("float64"),
173
- "flux_blue_28": datasets.Value("float64"),
174
- "flux_blue_29": datasets.Value("float64"),
175
- "flux_blue_30": datasets.Value("float64"),
176
- "flux_blue_31": datasets.Value("float64"),
177
- "flux_blue_32": datasets.Value("float64"),
178
- "flux_blue_33": datasets.Value("float64"),
179
- "flux_blue_34": datasets.Value("float64"),
180
- "flux_blue_35": datasets.Value("float64"),
181
- "flux_blue_36": datasets.Value("float64"),
182
- "flux_blue_37": datasets.Value("float64"),
183
- "flux_blue_38": datasets.Value("float64"),
184
- "flux_blue_39": datasets.Value("float64"),
185
- "flux_blue_40": datasets.Value("float64"),
186
- "flux_blue_41": datasets.Value("float64"),
187
- "flux_blue_42": datasets.Value("float64"),
188
- "flux_blue_43": datasets.Value("float64"),
189
- "flux_red_0": datasets.Value("float64"),
190
- "flux_red_1": datasets.Value("float64"),
191
- "flux_red_2": datasets.Value("float64"),
192
- "flux_red_3": datasets.Value("float64"),
193
- "flux_red_4": datasets.Value("float64"),
194
- "flux_red_5": datasets.Value("float64"),
195
- "flux_red_6": datasets.Value("float64"),
196
- "flux_red_7": datasets.Value("float64"),
197
- "flux_red_8": datasets.Value("float64"),
198
- "flux_red_9": datasets.Value("float64"),
199
- "flux_red_10": datasets.Value("float64"),
200
- "flux_red_11": datasets.Value("float64"),
201
- "flux_red_12": datasets.Value("float64"),
202
- "flux_red_13": datasets.Value("float64"),
203
- "flux_red_14": datasets.Value("float64"),
204
- "flux_red_15": datasets.Value("float64"),
205
- "flux_red_16": datasets.Value("float64"),
206
- "flux_red_17": datasets.Value("float64"),
207
- "flux_red_18": datasets.Value("float64"),
208
- "flux_red_19": datasets.Value("float64"),
209
- "flux_red_20": datasets.Value("float64"),
210
- "flux_red_21": datasets.Value("float64"),
211
- "flux_red_22": datasets.Value("float64"),
212
- "flux_red_23": datasets.Value("float64"),
213
- "flux_red_24": datasets.Value("float64"),
214
- "flux_red_25": datasets.Value("float64"),
215
- "flux_red_26": datasets.Value("float64"),
216
- "flux_red_27": datasets.Value("float64"),
217
- "flux_red_28": datasets.Value("float64"),
218
- "flux_red_29": datasets.Value("float64"),
219
- "flux_red_30": datasets.Value("float64"),
220
- "flux_red_31": datasets.Value("float64"),
221
- "flux_red_32": datasets.Value("float64"),
222
- "flux_red_33": datasets.Value("float64"),
223
- "flux_red_34": datasets.Value("float64"),
224
- "flux_red_35": datasets.Value("float64"),
225
- "flux_red_36": datasets.Value("float64"),
226
- "flux_red_37": datasets.Value("float64"),
227
- "flux_red_38": datasets.Value("float64"),
228
- "flux_red_39": datasets.Value("float64"),
229
- "flux_red_40": datasets.Value("float64"),
230
- "flux_red_41": datasets.Value("float64"),
231
- "flux_red_42": datasets.Value("float64"),
232
- "flux_red_43": datasets.Value("float64"),
233
- "flux_red_44": datasets.Value("float64"),
234
- "flux_red_45": datasets.Value("float64"),
235
- "flux_red_46": datasets.Value("float64"),
236
- "flux_red_47": datasets.Value("float64"),
237
- "flux_red_48": datasets.Value("float64"),
238
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
239
- },
240
- "lrs_1": {
241
- "right_ascension": datasets.Value("float64"),
242
- "declination": datasets.Value("float64"),
243
- "scale_factor": datasets.Value("float64"),
244
- "blue_base_1": datasets.Value("int64"),
245
- "blue_base_2": datasets.Value("int64"),
246
- "red_base_1": datasets.Value("int64"),
247
- "red_base_2": datasets.Value("int64"),
248
- "blue_base_2": datasets.Value("float64"),
249
- "red_base_1": datasets.Value("float64"),
250
- "red_base_2": datasets.Value("float64"),
251
- "flux_blue_0": datasets.Value("float64"),
252
- "flux_blue_1": datasets.Value("float64"),
253
- "flux_blue_2": datasets.Value("float64"),
254
- "flux_blue_3": datasets.Value("float64"),
255
- "flux_blue_4": datasets.Value("float64"),
256
- "flux_blue_5": datasets.Value("float64"),
257
- "flux_blue_6": datasets.Value("float64"),
258
- "flux_blue_7": datasets.Value("float64"),
259
- "flux_blue_8": datasets.Value("float64"),
260
- "flux_blue_9": datasets.Value("float64"),
261
- "flux_blue_10": datasets.Value("float64"),
262
- "flux_blue_11": datasets.Value("float64"),
263
- "flux_blue_12": datasets.Value("float64"),
264
- "flux_blue_13": datasets.Value("float64"),
265
- "flux_blue_14": datasets.Value("float64"),
266
- "flux_blue_15": datasets.Value("float64"),
267
- "flux_blue_16": datasets.Value("float64"),
268
- "flux_blue_17": datasets.Value("float64"),
269
- "flux_blue_18": datasets.Value("float64"),
270
- "flux_blue_19": datasets.Value("float64"),
271
- "flux_blue_20": datasets.Value("float64"),
272
- "flux_blue_21": datasets.Value("float64"),
273
- "flux_blue_22": datasets.Value("float64"),
274
- "flux_blue_23": datasets.Value("float64"),
275
- "flux_blue_24": datasets.Value("float64"),
276
- "flux_blue_25": datasets.Value("float64"),
277
- "flux_blue_26": datasets.Value("float64"),
278
- "flux_blue_27": datasets.Value("float64"),
279
- "flux_blue_28": datasets.Value("float64"),
280
- "flux_blue_29": datasets.Value("float64"),
281
- "flux_blue_30": datasets.Value("float64"),
282
- "flux_blue_31": datasets.Value("float64"),
283
- "flux_blue_32": datasets.Value("float64"),
284
- "flux_blue_33": datasets.Value("float64"),
285
- "flux_blue_34": datasets.Value("float64"),
286
- "flux_blue_35": datasets.Value("float64"),
287
- "flux_blue_36": datasets.Value("float64"),
288
- "flux_blue_37": datasets.Value("float64"),
289
- "flux_blue_38": datasets.Value("float64"),
290
- "flux_blue_39": datasets.Value("float64"),
291
- "flux_blue_40": datasets.Value("float64"),
292
- "flux_blue_41": datasets.Value("float64"),
293
- "flux_blue_42": datasets.Value("float64"),
294
- "flux_blue_43": datasets.Value("float64"),
295
- "flux_red_0": datasets.Value("float64"),
296
- "flux_red_1": datasets.Value("float64"),
297
- "flux_red_2": datasets.Value("float64"),
298
- "flux_red_3": datasets.Value("float64"),
299
- "flux_red_4": datasets.Value("float64"),
300
- "flux_red_5": datasets.Value("float64"),
301
- "flux_red_6": datasets.Value("float64"),
302
- "flux_red_7": datasets.Value("float64"),
303
- "flux_red_8": datasets.Value("float64"),
304
- "flux_red_9": datasets.Value("float64"),
305
- "flux_red_10": datasets.Value("float64"),
306
- "flux_red_11": datasets.Value("float64"),
307
- "flux_red_12": datasets.Value("float64"),
308
- "flux_red_13": datasets.Value("float64"),
309
- "flux_red_14": datasets.Value("float64"),
310
- "flux_red_15": datasets.Value("float64"),
311
- "flux_red_16": datasets.Value("float64"),
312
- "flux_red_17": datasets.Value("float64"),
313
- "flux_red_18": datasets.Value("float64"),
314
- "flux_red_19": datasets.Value("float64"),
315
- "flux_red_20": datasets.Value("float64"),
316
- "flux_red_21": datasets.Value("float64"),
317
- "flux_red_22": datasets.Value("float64"),
318
- "flux_red_23": datasets.Value("float64"),
319
- "flux_red_24": datasets.Value("float64"),
320
- "flux_red_25": datasets.Value("float64"),
321
- "flux_red_26": datasets.Value("float64"),
322
- "flux_red_27": datasets.Value("float64"),
323
- "flux_red_28": datasets.Value("float64"),
324
- "flux_red_29": datasets.Value("float64"),
325
- "flux_red_30": datasets.Value("float64"),
326
- "flux_red_31": datasets.Value("float64"),
327
- "flux_red_32": datasets.Value("float64"),
328
- "flux_red_33": datasets.Value("float64"),
329
- "flux_red_34": datasets.Value("float64"),
330
- "flux_red_35": datasets.Value("float64"),
331
- "flux_red_36": datasets.Value("float64"),
332
- "flux_red_37": datasets.Value("float64"),
333
- "flux_red_38": datasets.Value("float64"),
334
- "flux_red_39": datasets.Value("float64"),
335
- "flux_red_40": datasets.Value("float64"),
336
- "flux_red_41": datasets.Value("float64"),
337
- "flux_red_42": datasets.Value("float64"),
338
- "flux_red_43": datasets.Value("float64"),
339
- "flux_red_44": datasets.Value("float64"),
340
- "flux_red_45": datasets.Value("float64"),
341
- "flux_red_46": datasets.Value("float64"),
342
- "flux_red_47": datasets.Value("float64"),
343
- "flux_red_48": datasets.Value("float64"),
344
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
345
- },
346
- "lrs_2": {
347
- "right_ascension": datasets.Value("float64"),
348
- "declination": datasets.Value("float64"),
349
- "scale_factor": datasets.Value("float64"),
350
- "blue_base_1": datasets.Value("int64"),
351
- "blue_base_2": datasets.Value("int64"),
352
- "red_base_1": datasets.Value("int64"),
353
- "red_base_2": datasets.Value("int64"),
354
- "blue_base_2": datasets.Value("float64"),
355
- "red_base_1": datasets.Value("float64"),
356
- "red_base_2": datasets.Value("float64"),
357
- "flux_blue_0": datasets.Value("float64"),
358
- "flux_blue_1": datasets.Value("float64"),
359
- "flux_blue_2": datasets.Value("float64"),
360
- "flux_blue_3": datasets.Value("float64"),
361
- "flux_blue_4": datasets.Value("float64"),
362
- "flux_blue_5": datasets.Value("float64"),
363
- "flux_blue_6": datasets.Value("float64"),
364
- "flux_blue_7": datasets.Value("float64"),
365
- "flux_blue_8": datasets.Value("float64"),
366
- "flux_blue_9": datasets.Value("float64"),
367
- "flux_blue_10": datasets.Value("float64"),
368
- "flux_blue_11": datasets.Value("float64"),
369
- "flux_blue_12": datasets.Value("float64"),
370
- "flux_blue_13": datasets.Value("float64"),
371
- "flux_blue_14": datasets.Value("float64"),
372
- "flux_blue_15": datasets.Value("float64"),
373
- "flux_blue_16": datasets.Value("float64"),
374
- "flux_blue_17": datasets.Value("float64"),
375
- "flux_blue_18": datasets.Value("float64"),
376
- "flux_blue_19": datasets.Value("float64"),
377
- "flux_blue_20": datasets.Value("float64"),
378
- "flux_blue_21": datasets.Value("float64"),
379
- "flux_blue_22": datasets.Value("float64"),
380
- "flux_blue_23": datasets.Value("float64"),
381
- "flux_blue_24": datasets.Value("float64"),
382
- "flux_blue_25": datasets.Value("float64"),
383
- "flux_blue_26": datasets.Value("float64"),
384
- "flux_blue_27": datasets.Value("float64"),
385
- "flux_blue_28": datasets.Value("float64"),
386
- "flux_blue_29": datasets.Value("float64"),
387
- "flux_blue_30": datasets.Value("float64"),
388
- "flux_blue_31": datasets.Value("float64"),
389
- "flux_blue_32": datasets.Value("float64"),
390
- "flux_blue_33": datasets.Value("float64"),
391
- "flux_blue_34": datasets.Value("float64"),
392
- "flux_blue_35": datasets.Value("float64"),
393
- "flux_blue_36": datasets.Value("float64"),
394
- "flux_blue_37": datasets.Value("float64"),
395
- "flux_blue_38": datasets.Value("float64"),
396
- "flux_blue_39": datasets.Value("float64"),
397
- "flux_blue_40": datasets.Value("float64"),
398
- "flux_blue_41": datasets.Value("float64"),
399
- "flux_blue_42": datasets.Value("float64"),
400
- "flux_blue_43": datasets.Value("float64"),
401
- "flux_red_0": datasets.Value("float64"),
402
- "flux_red_1": datasets.Value("float64"),
403
- "flux_red_2": datasets.Value("float64"),
404
- "flux_red_3": datasets.Value("float64"),
405
- "flux_red_4": datasets.Value("float64"),
406
- "flux_red_5": datasets.Value("float64"),
407
- "flux_red_6": datasets.Value("float64"),
408
- "flux_red_7": datasets.Value("float64"),
409
- "flux_red_8": datasets.Value("float64"),
410
- "flux_red_9": datasets.Value("float64"),
411
- "flux_red_10": datasets.Value("float64"),
412
- "flux_red_11": datasets.Value("float64"),
413
- "flux_red_12": datasets.Value("float64"),
414
- "flux_red_13": datasets.Value("float64"),
415
- "flux_red_14": datasets.Value("float64"),
416
- "flux_red_15": datasets.Value("float64"),
417
- "flux_red_16": datasets.Value("float64"),
418
- "flux_red_17": datasets.Value("float64"),
419
- "flux_red_18": datasets.Value("float64"),
420
- "flux_red_19": datasets.Value("float64"),
421
- "flux_red_20": datasets.Value("float64"),
422
- "flux_red_21": datasets.Value("float64"),
423
- "flux_red_22": datasets.Value("float64"),
424
- "flux_red_23": datasets.Value("float64"),
425
- "flux_red_24": datasets.Value("float64"),
426
- "flux_red_25": datasets.Value("float64"),
427
- "flux_red_26": datasets.Value("float64"),
428
- "flux_red_27": datasets.Value("float64"),
429
- "flux_red_28": datasets.Value("float64"),
430
- "flux_red_29": datasets.Value("float64"),
431
- "flux_red_30": datasets.Value("float64"),
432
- "flux_red_31": datasets.Value("float64"),
433
- "flux_red_32": datasets.Value("float64"),
434
- "flux_red_33": datasets.Value("float64"),
435
- "flux_red_34": datasets.Value("float64"),
436
- "flux_red_35": datasets.Value("float64"),
437
- "flux_red_36": datasets.Value("float64"),
438
- "flux_red_37": datasets.Value("float64"),
439
- "flux_red_38": datasets.Value("float64"),
440
- "flux_red_39": datasets.Value("float64"),
441
- "flux_red_40": datasets.Value("float64"),
442
- "flux_red_41": datasets.Value("float64"),
443
- "flux_red_42": datasets.Value("float64"),
444
- "flux_red_43": datasets.Value("float64"),
445
- "flux_red_44": datasets.Value("float64"),
446
- "flux_red_45": datasets.Value("float64"),
447
- "flux_red_46": datasets.Value("float64"),
448
- "flux_red_47": datasets.Value("float64"),
449
- "flux_red_48": datasets.Value("float64"),
450
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
451
- },
452
- "lrs_3": {
453
- "right_ascension": datasets.Value("float64"),
454
- "declination": datasets.Value("float64"),
455
- "scale_factor": datasets.Value("float64"),
456
- "blue_base_1": datasets.Value("int64"),
457
- "blue_base_2": datasets.Value("int64"),
458
- "red_base_1": datasets.Value("int64"),
459
- "red_base_2": datasets.Value("int64"),
460
- "blue_base_2": datasets.Value("float64"),
461
- "red_base_1": datasets.Value("float64"),
462
- "red_base_2": datasets.Value("float64"),
463
- "flux_blue_0": datasets.Value("float64"),
464
- "flux_blue_1": datasets.Value("float64"),
465
- "flux_blue_2": datasets.Value("float64"),
466
- "flux_blue_3": datasets.Value("float64"),
467
- "flux_blue_4": datasets.Value("float64"),
468
- "flux_blue_5": datasets.Value("float64"),
469
- "flux_blue_6": datasets.Value("float64"),
470
- "flux_blue_7": datasets.Value("float64"),
471
- "flux_blue_8": datasets.Value("float64"),
472
- "flux_blue_9": datasets.Value("float64"),
473
- "flux_blue_10": datasets.Value("float64"),
474
- "flux_blue_11": datasets.Value("float64"),
475
- "flux_blue_12": datasets.Value("float64"),
476
- "flux_blue_13": datasets.Value("float64"),
477
- "flux_blue_14": datasets.Value("float64"),
478
- "flux_blue_15": datasets.Value("float64"),
479
- "flux_blue_16": datasets.Value("float64"),
480
- "flux_blue_17": datasets.Value("float64"),
481
- "flux_blue_18": datasets.Value("float64"),
482
- "flux_blue_19": datasets.Value("float64"),
483
- "flux_blue_20": datasets.Value("float64"),
484
- "flux_blue_21": datasets.Value("float64"),
485
- "flux_blue_22": datasets.Value("float64"),
486
- "flux_blue_23": datasets.Value("float64"),
487
- "flux_blue_24": datasets.Value("float64"),
488
- "flux_blue_25": datasets.Value("float64"),
489
- "flux_blue_26": datasets.Value("float64"),
490
- "flux_blue_27": datasets.Value("float64"),
491
- "flux_blue_28": datasets.Value("float64"),
492
- "flux_blue_29": datasets.Value("float64"),
493
- "flux_blue_30": datasets.Value("float64"),
494
- "flux_blue_31": datasets.Value("float64"),
495
- "flux_blue_32": datasets.Value("float64"),
496
- "flux_blue_33": datasets.Value("float64"),
497
- "flux_blue_34": datasets.Value("float64"),
498
- "flux_blue_35": datasets.Value("float64"),
499
- "flux_blue_36": datasets.Value("float64"),
500
- "flux_blue_37": datasets.Value("float64"),
501
- "flux_blue_38": datasets.Value("float64"),
502
- "flux_blue_39": datasets.Value("float64"),
503
- "flux_blue_40": datasets.Value("float64"),
504
- "flux_blue_41": datasets.Value("float64"),
505
- "flux_blue_42": datasets.Value("float64"),
506
- "flux_blue_43": datasets.Value("float64"),
507
- "flux_red_0": datasets.Value("float64"),
508
- "flux_red_1": datasets.Value("float64"),
509
- "flux_red_2": datasets.Value("float64"),
510
- "flux_red_3": datasets.Value("float64"),
511
- "flux_red_4": datasets.Value("float64"),
512
- "flux_red_5": datasets.Value("float64"),
513
- "flux_red_6": datasets.Value("float64"),
514
- "flux_red_7": datasets.Value("float64"),
515
- "flux_red_8": datasets.Value("float64"),
516
- "flux_red_9": datasets.Value("float64"),
517
- "flux_red_10": datasets.Value("float64"),
518
- "flux_red_11": datasets.Value("float64"),
519
- "flux_red_12": datasets.Value("float64"),
520
- "flux_red_13": datasets.Value("float64"),
521
- "flux_red_14": datasets.Value("float64"),
522
- "flux_red_15": datasets.Value("float64"),
523
- "flux_red_16": datasets.Value("float64"),
524
- "flux_red_17": datasets.Value("float64"),
525
- "flux_red_18": datasets.Value("float64"),
526
- "flux_red_19": datasets.Value("float64"),
527
- "flux_red_20": datasets.Value("float64"),
528
- "flux_red_21": datasets.Value("float64"),
529
- "flux_red_22": datasets.Value("float64"),
530
- "flux_red_23": datasets.Value("float64"),
531
- "flux_red_24": datasets.Value("float64"),
532
- "flux_red_25": datasets.Value("float64"),
533
- "flux_red_26": datasets.Value("float64"),
534
- "flux_red_27": datasets.Value("float64"),
535
- "flux_red_28": datasets.Value("float64"),
536
- "flux_red_29": datasets.Value("float64"),
537
- "flux_red_30": datasets.Value("float64"),
538
- "flux_red_31": datasets.Value("float64"),
539
- "flux_red_32": datasets.Value("float64"),
540
- "flux_red_33": datasets.Value("float64"),
541
- "flux_red_34": datasets.Value("float64"),
542
- "flux_red_35": datasets.Value("float64"),
543
- "flux_red_36": datasets.Value("float64"),
544
- "flux_red_37": datasets.Value("float64"),
545
- "flux_red_38": datasets.Value("float64"),
546
- "flux_red_39": datasets.Value("float64"),
547
- "flux_red_40": datasets.Value("float64"),
548
- "flux_red_41": datasets.Value("float64"),
549
- "flux_red_42": datasets.Value("float64"),
550
- "flux_red_43": datasets.Value("float64"),
551
- "flux_red_44": datasets.Value("float64"),
552
- "flux_red_45": datasets.Value("float64"),
553
- "flux_red_46": datasets.Value("float64"),
554
- "flux_red_47": datasets.Value("float64"),
555
- "flux_red_48": datasets.Value("float64"),
556
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
557
- },
558
- "lrs_4": {
559
- "right_ascension": datasets.Value("float64"),
560
- "declination": datasets.Value("float64"),
561
- "scale_factor": datasets.Value("float64"),
562
- "blue_base_1": datasets.Value("int64"),
563
- "blue_base_2": datasets.Value("int64"),
564
- "red_base_1": datasets.Value("int64"),
565
- "red_base_2": datasets.Value("int64"),
566
- "blue_base_2": datasets.Value("float64"),
567
- "red_base_1": datasets.Value("float64"),
568
- "red_base_2": datasets.Value("float64"),
569
- "flux_blue_0": datasets.Value("float64"),
570
- "flux_blue_1": datasets.Value("float64"),
571
- "flux_blue_2": datasets.Value("float64"),
572
- "flux_blue_3": datasets.Value("float64"),
573
- "flux_blue_4": datasets.Value("float64"),
574
- "flux_blue_5": datasets.Value("float64"),
575
- "flux_blue_6": datasets.Value("float64"),
576
- "flux_blue_7": datasets.Value("float64"),
577
- "flux_blue_8": datasets.Value("float64"),
578
- "flux_blue_9": datasets.Value("float64"),
579
- "flux_blue_10": datasets.Value("float64"),
580
- "flux_blue_11": datasets.Value("float64"),
581
- "flux_blue_12": datasets.Value("float64"),
582
- "flux_blue_13": datasets.Value("float64"),
583
- "flux_blue_14": datasets.Value("float64"),
584
- "flux_blue_15": datasets.Value("float64"),
585
- "flux_blue_16": datasets.Value("float64"),
586
- "flux_blue_17": datasets.Value("float64"),
587
- "flux_blue_18": datasets.Value("float64"),
588
- "flux_blue_19": datasets.Value("float64"),
589
- "flux_blue_20": datasets.Value("float64"),
590
- "flux_blue_21": datasets.Value("float64"),
591
- "flux_blue_22": datasets.Value("float64"),
592
- "flux_blue_23": datasets.Value("float64"),
593
- "flux_blue_24": datasets.Value("float64"),
594
- "flux_blue_25": datasets.Value("float64"),
595
- "flux_blue_26": datasets.Value("float64"),
596
- "flux_blue_27": datasets.Value("float64"),
597
- "flux_blue_28": datasets.Value("float64"),
598
- "flux_blue_29": datasets.Value("float64"),
599
- "flux_blue_30": datasets.Value("float64"),
600
- "flux_blue_31": datasets.Value("float64"),
601
- "flux_blue_32": datasets.Value("float64"),
602
- "flux_blue_33": datasets.Value("float64"),
603
- "flux_blue_34": datasets.Value("float64"),
604
- "flux_blue_35": datasets.Value("float64"),
605
- "flux_blue_36": datasets.Value("float64"),
606
- "flux_blue_37": datasets.Value("float64"),
607
- "flux_blue_38": datasets.Value("float64"),
608
- "flux_blue_39": datasets.Value("float64"),
609
- "flux_blue_40": datasets.Value("float64"),
610
- "flux_blue_41": datasets.Value("float64"),
611
- "flux_blue_42": datasets.Value("float64"),
612
- "flux_blue_43": datasets.Value("float64"),
613
- "flux_red_0": datasets.Value("float64"),
614
- "flux_red_1": datasets.Value("float64"),
615
- "flux_red_2": datasets.Value("float64"),
616
- "flux_red_3": datasets.Value("float64"),
617
- "flux_red_4": datasets.Value("float64"),
618
- "flux_red_5": datasets.Value("float64"),
619
- "flux_red_6": datasets.Value("float64"),
620
- "flux_red_7": datasets.Value("float64"),
621
- "flux_red_8": datasets.Value("float64"),
622
- "flux_red_9": datasets.Value("float64"),
623
- "flux_red_10": datasets.Value("float64"),
624
- "flux_red_11": datasets.Value("float64"),
625
- "flux_red_12": datasets.Value("float64"),
626
- "flux_red_13": datasets.Value("float64"),
627
- "flux_red_14": datasets.Value("float64"),
628
- "flux_red_15": datasets.Value("float64"),
629
- "flux_red_16": datasets.Value("float64"),
630
- "flux_red_17": datasets.Value("float64"),
631
- "flux_red_18": datasets.Value("float64"),
632
- "flux_red_19": datasets.Value("float64"),
633
- "flux_red_20": datasets.Value("float64"),
634
- "flux_red_21": datasets.Value("float64"),
635
- "flux_red_22": datasets.Value("float64"),
636
- "flux_red_23": datasets.Value("float64"),
637
- "flux_red_24": datasets.Value("float64"),
638
- "flux_red_25": datasets.Value("float64"),
639
- "flux_red_26": datasets.Value("float64"),
640
- "flux_red_27": datasets.Value("float64"),
641
- "flux_red_28": datasets.Value("float64"),
642
- "flux_red_29": datasets.Value("float64"),
643
- "flux_red_30": datasets.Value("float64"),
644
- "flux_red_31": datasets.Value("float64"),
645
- "flux_red_32": datasets.Value("float64"),
646
- "flux_red_33": datasets.Value("float64"),
647
- "flux_red_34": datasets.Value("float64"),
648
- "flux_red_35": datasets.Value("float64"),
649
- "flux_red_36": datasets.Value("float64"),
650
- "flux_red_37": datasets.Value("float64"),
651
- "flux_red_38": datasets.Value("float64"),
652
- "flux_red_39": datasets.Value("float64"),
653
- "flux_red_40": datasets.Value("float64"),
654
- "flux_red_41": datasets.Value("float64"),
655
- "flux_red_42": datasets.Value("float64"),
656
- "flux_red_43": datasets.Value("float64"),
657
- "flux_red_44": datasets.Value("float64"),
658
- "flux_red_45": datasets.Value("float64"),
659
- "flux_red_46": datasets.Value("float64"),
660
- "flux_red_47": datasets.Value("float64"),
661
- "flux_red_48": datasets.Value("float64"),
662
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
663
- },
664
- "lrs_5": {
665
- "right_ascension": datasets.Value("float64"),
666
- "declination": datasets.Value("float64"),
667
- "scale_factor": datasets.Value("float64"),
668
- "blue_base_1": datasets.Value("int64"),
669
- "blue_base_2": datasets.Value("int64"),
670
- "red_base_1": datasets.Value("int64"),
671
- "red_base_2": datasets.Value("int64"),
672
- "blue_base_2": datasets.Value("float64"),
673
- "red_base_1": datasets.Value("float64"),
674
- "red_base_2": datasets.Value("float64"),
675
- "flux_blue_0": datasets.Value("float64"),
676
- "flux_blue_1": datasets.Value("float64"),
677
- "flux_blue_2": datasets.Value("float64"),
678
- "flux_blue_3": datasets.Value("float64"),
679
- "flux_blue_4": datasets.Value("float64"),
680
- "flux_blue_5": datasets.Value("float64"),
681
- "flux_blue_6": datasets.Value("float64"),
682
- "flux_blue_7": datasets.Value("float64"),
683
- "flux_blue_8": datasets.Value("float64"),
684
- "flux_blue_9": datasets.Value("float64"),
685
- "flux_blue_10": datasets.Value("float64"),
686
- "flux_blue_11": datasets.Value("float64"),
687
- "flux_blue_12": datasets.Value("float64"),
688
- "flux_blue_13": datasets.Value("float64"),
689
- "flux_blue_14": datasets.Value("float64"),
690
- "flux_blue_15": datasets.Value("float64"),
691
- "flux_blue_16": datasets.Value("float64"),
692
- "flux_blue_17": datasets.Value("float64"),
693
- "flux_blue_18": datasets.Value("float64"),
694
- "flux_blue_19": datasets.Value("float64"),
695
- "flux_blue_20": datasets.Value("float64"),
696
- "flux_blue_21": datasets.Value("float64"),
697
- "flux_blue_22": datasets.Value("float64"),
698
- "flux_blue_23": datasets.Value("float64"),
699
- "flux_blue_24": datasets.Value("float64"),
700
- "flux_blue_25": datasets.Value("float64"),
701
- "flux_blue_26": datasets.Value("float64"),
702
- "flux_blue_27": datasets.Value("float64"),
703
- "flux_blue_28": datasets.Value("float64"),
704
- "flux_blue_29": datasets.Value("float64"),
705
- "flux_blue_30": datasets.Value("float64"),
706
- "flux_blue_31": datasets.Value("float64"),
707
- "flux_blue_32": datasets.Value("float64"),
708
- "flux_blue_33": datasets.Value("float64"),
709
- "flux_blue_34": datasets.Value("float64"),
710
- "flux_blue_35": datasets.Value("float64"),
711
- "flux_blue_36": datasets.Value("float64"),
712
- "flux_blue_37": datasets.Value("float64"),
713
- "flux_blue_38": datasets.Value("float64"),
714
- "flux_blue_39": datasets.Value("float64"),
715
- "flux_blue_40": datasets.Value("float64"),
716
- "flux_blue_41": datasets.Value("float64"),
717
- "flux_blue_42": datasets.Value("float64"),
718
- "flux_blue_43": datasets.Value("float64"),
719
- "flux_red_0": datasets.Value("float64"),
720
- "flux_red_1": datasets.Value("float64"),
721
- "flux_red_2": datasets.Value("float64"),
722
- "flux_red_3": datasets.Value("float64"),
723
- "flux_red_4": datasets.Value("float64"),
724
- "flux_red_5": datasets.Value("float64"),
725
- "flux_red_6": datasets.Value("float64"),
726
- "flux_red_7": datasets.Value("float64"),
727
- "flux_red_8": datasets.Value("float64"),
728
- "flux_red_9": datasets.Value("float64"),
729
- "flux_red_10": datasets.Value("float64"),
730
- "flux_red_11": datasets.Value("float64"),
731
- "flux_red_12": datasets.Value("float64"),
732
- "flux_red_13": datasets.Value("float64"),
733
- "flux_red_14": datasets.Value("float64"),
734
- "flux_red_15": datasets.Value("float64"),
735
- "flux_red_16": datasets.Value("float64"),
736
- "flux_red_17": datasets.Value("float64"),
737
- "flux_red_18": datasets.Value("float64"),
738
- "flux_red_19": datasets.Value("float64"),
739
- "flux_red_20": datasets.Value("float64"),
740
- "flux_red_21": datasets.Value("float64"),
741
- "flux_red_22": datasets.Value("float64"),
742
- "flux_red_23": datasets.Value("float64"),
743
- "flux_red_24": datasets.Value("float64"),
744
- "flux_red_25": datasets.Value("float64"),
745
- "flux_red_26": datasets.Value("float64"),
746
- "flux_red_27": datasets.Value("float64"),
747
- "flux_red_28": datasets.Value("float64"),
748
- "flux_red_29": datasets.Value("float64"),
749
- "flux_red_30": datasets.Value("float64"),
750
- "flux_red_31": datasets.Value("float64"),
751
- "flux_red_32": datasets.Value("float64"),
752
- "flux_red_33": datasets.Value("float64"),
753
- "flux_red_34": datasets.Value("float64"),
754
- "flux_red_35": datasets.Value("float64"),
755
- "flux_red_36": datasets.Value("float64"),
756
- "flux_red_37": datasets.Value("float64"),
757
- "flux_red_38": datasets.Value("float64"),
758
- "flux_red_39": datasets.Value("float64"),
759
- "flux_red_40": datasets.Value("float64"),
760
- "flux_red_41": datasets.Value("float64"),
761
- "flux_red_42": datasets.Value("float64"),
762
- "flux_red_43": datasets.Value("float64"),
763
- "flux_red_44": datasets.Value("float64"),
764
- "flux_red_45": datasets.Value("float64"),
765
- "flux_red_46": datasets.Value("float64"),
766
- "flux_red_47": datasets.Value("float64"),
767
- "flux_red_48": datasets.Value("float64"),
768
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
769
- },
770
- "lrs_6": {
771
- "right_ascension": datasets.Value("float64"),
772
- "declination": datasets.Value("float64"),
773
- "scale_factor": datasets.Value("float64"),
774
- "blue_base_1": datasets.Value("int64"),
775
- "blue_base_2": datasets.Value("int64"),
776
- "red_base_1": datasets.Value("int64"),
777
- "red_base_2": datasets.Value("int64"),
778
- "blue_base_2": datasets.Value("float64"),
779
- "red_base_1": datasets.Value("float64"),
780
- "red_base_2": datasets.Value("float64"),
781
- "flux_blue_0": datasets.Value("float64"),
782
- "flux_blue_1": datasets.Value("float64"),
783
- "flux_blue_2": datasets.Value("float64"),
784
- "flux_blue_3": datasets.Value("float64"),
785
- "flux_blue_4": datasets.Value("float64"),
786
- "flux_blue_5": datasets.Value("float64"),
787
- "flux_blue_6": datasets.Value("float64"),
788
- "flux_blue_7": datasets.Value("float64"),
789
- "flux_blue_8": datasets.Value("float64"),
790
- "flux_blue_9": datasets.Value("float64"),
791
- "flux_blue_10": datasets.Value("float64"),
792
- "flux_blue_11": datasets.Value("float64"),
793
- "flux_blue_12": datasets.Value("float64"),
794
- "flux_blue_13": datasets.Value("float64"),
795
- "flux_blue_14": datasets.Value("float64"),
796
- "flux_blue_15": datasets.Value("float64"),
797
- "flux_blue_16": datasets.Value("float64"),
798
- "flux_blue_17": datasets.Value("float64"),
799
- "flux_blue_18": datasets.Value("float64"),
800
- "flux_blue_19": datasets.Value("float64"),
801
- "flux_blue_20": datasets.Value("float64"),
802
- "flux_blue_21": datasets.Value("float64"),
803
- "flux_blue_22": datasets.Value("float64"),
804
- "flux_blue_23": datasets.Value("float64"),
805
- "flux_blue_24": datasets.Value("float64"),
806
- "flux_blue_25": datasets.Value("float64"),
807
- "flux_blue_26": datasets.Value("float64"),
808
- "flux_blue_27": datasets.Value("float64"),
809
- "flux_blue_28": datasets.Value("float64"),
810
- "flux_blue_29": datasets.Value("float64"),
811
- "flux_blue_30": datasets.Value("float64"),
812
- "flux_blue_31": datasets.Value("float64"),
813
- "flux_blue_32": datasets.Value("float64"),
814
- "flux_blue_33": datasets.Value("float64"),
815
- "flux_blue_34": datasets.Value("float64"),
816
- "flux_blue_35": datasets.Value("float64"),
817
- "flux_blue_36": datasets.Value("float64"),
818
- "flux_blue_37": datasets.Value("float64"),
819
- "flux_blue_38": datasets.Value("float64"),
820
- "flux_blue_39": datasets.Value("float64"),
821
- "flux_blue_40": datasets.Value("float64"),
822
- "flux_blue_41": datasets.Value("float64"),
823
- "flux_blue_42": datasets.Value("float64"),
824
- "flux_blue_43": datasets.Value("float64"),
825
- "flux_red_0": datasets.Value("float64"),
826
- "flux_red_1": datasets.Value("float64"),
827
- "flux_red_2": datasets.Value("float64"),
828
- "flux_red_3": datasets.Value("float64"),
829
- "flux_red_4": datasets.Value("float64"),
830
- "flux_red_5": datasets.Value("float64"),
831
- "flux_red_6": datasets.Value("float64"),
832
- "flux_red_7": datasets.Value("float64"),
833
- "flux_red_8": datasets.Value("float64"),
834
- "flux_red_9": datasets.Value("float64"),
835
- "flux_red_10": datasets.Value("float64"),
836
- "flux_red_11": datasets.Value("float64"),
837
- "flux_red_12": datasets.Value("float64"),
838
- "flux_red_13": datasets.Value("float64"),
839
- "flux_red_14": datasets.Value("float64"),
840
- "flux_red_15": datasets.Value("float64"),
841
- "flux_red_16": datasets.Value("float64"),
842
- "flux_red_17": datasets.Value("float64"),
843
- "flux_red_18": datasets.Value("float64"),
844
- "flux_red_19": datasets.Value("float64"),
845
- "flux_red_20": datasets.Value("float64"),
846
- "flux_red_21": datasets.Value("float64"),
847
- "flux_red_22": datasets.Value("float64"),
848
- "flux_red_23": datasets.Value("float64"),
849
- "flux_red_24": datasets.Value("float64"),
850
- "flux_red_25": datasets.Value("float64"),
851
- "flux_red_26": datasets.Value("float64"),
852
- "flux_red_27": datasets.Value("float64"),
853
- "flux_red_28": datasets.Value("float64"),
854
- "flux_red_29": datasets.Value("float64"),
855
- "flux_red_30": datasets.Value("float64"),
856
- "flux_red_31": datasets.Value("float64"),
857
- "flux_red_32": datasets.Value("float64"),
858
- "flux_red_33": datasets.Value("float64"),
859
- "flux_red_34": datasets.Value("float64"),
860
- "flux_red_35": datasets.Value("float64"),
861
- "flux_red_36": datasets.Value("float64"),
862
- "flux_red_37": datasets.Value("float64"),
863
- "flux_red_38": datasets.Value("float64"),
864
- "flux_red_39": datasets.Value("float64"),
865
- "flux_red_40": datasets.Value("float64"),
866
- "flux_red_41": datasets.Value("float64"),
867
- "flux_red_42": datasets.Value("float64"),
868
- "flux_red_43": datasets.Value("float64"),
869
- "flux_red_44": datasets.Value("float64"),
870
- "flux_red_45": datasets.Value("float64"),
871
- "flux_red_46": datasets.Value("float64"),
872
- "flux_red_47": datasets.Value("float64"),
873
- "flux_red_48": datasets.Value("float64"),
874
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
875
- },
876
- "lrs_7": {
877
- "right_ascension": datasets.Value("float64"),
878
- "declination": datasets.Value("float64"),
879
- "scale_factor": datasets.Value("float64"),
880
- "blue_base_1": datasets.Value("int64"),
881
- "blue_base_2": datasets.Value("int64"),
882
- "red_base_1": datasets.Value("int64"),
883
- "red_base_2": datasets.Value("int64"),
884
- "blue_base_2": datasets.Value("float64"),
885
- "red_base_1": datasets.Value("float64"),
886
- "red_base_2": datasets.Value("float64"),
887
- "flux_blue_0": datasets.Value("float64"),
888
- "flux_blue_1": datasets.Value("float64"),
889
- "flux_blue_2": datasets.Value("float64"),
890
- "flux_blue_3": datasets.Value("float64"),
891
- "flux_blue_4": datasets.Value("float64"),
892
- "flux_blue_5": datasets.Value("float64"),
893
- "flux_blue_6": datasets.Value("float64"),
894
- "flux_blue_7": datasets.Value("float64"),
895
- "flux_blue_8": datasets.Value("float64"),
896
- "flux_blue_9": datasets.Value("float64"),
897
- "flux_blue_10": datasets.Value("float64"),
898
- "flux_blue_11": datasets.Value("float64"),
899
- "flux_blue_12": datasets.Value("float64"),
900
- "flux_blue_13": datasets.Value("float64"),
901
- "flux_blue_14": datasets.Value("float64"),
902
- "flux_blue_15": datasets.Value("float64"),
903
- "flux_blue_16": datasets.Value("float64"),
904
- "flux_blue_17": datasets.Value("float64"),
905
- "flux_blue_18": datasets.Value("float64"),
906
- "flux_blue_19": datasets.Value("float64"),
907
- "flux_blue_20": datasets.Value("float64"),
908
- "flux_blue_21": datasets.Value("float64"),
909
- "flux_blue_22": datasets.Value("float64"),
910
- "flux_blue_23": datasets.Value("float64"),
911
- "flux_blue_24": datasets.Value("float64"),
912
- "flux_blue_25": datasets.Value("float64"),
913
- "flux_blue_26": datasets.Value("float64"),
914
- "flux_blue_27": datasets.Value("float64"),
915
- "flux_blue_28": datasets.Value("float64"),
916
- "flux_blue_29": datasets.Value("float64"),
917
- "flux_blue_30": datasets.Value("float64"),
918
- "flux_blue_31": datasets.Value("float64"),
919
- "flux_blue_32": datasets.Value("float64"),
920
- "flux_blue_33": datasets.Value("float64"),
921
- "flux_blue_34": datasets.Value("float64"),
922
- "flux_blue_35": datasets.Value("float64"),
923
- "flux_blue_36": datasets.Value("float64"),
924
- "flux_blue_37": datasets.Value("float64"),
925
- "flux_blue_38": datasets.Value("float64"),
926
- "flux_blue_39": datasets.Value("float64"),
927
- "flux_blue_40": datasets.Value("float64"),
928
- "flux_blue_41": datasets.Value("float64"),
929
- "flux_blue_42": datasets.Value("float64"),
930
- "flux_blue_43": datasets.Value("float64"),
931
- "flux_red_0": datasets.Value("float64"),
932
- "flux_red_1": datasets.Value("float64"),
933
- "flux_red_2": datasets.Value("float64"),
934
- "flux_red_3": datasets.Value("float64"),
935
- "flux_red_4": datasets.Value("float64"),
936
- "flux_red_5": datasets.Value("float64"),
937
- "flux_red_6": datasets.Value("float64"),
938
- "flux_red_7": datasets.Value("float64"),
939
- "flux_red_8": datasets.Value("float64"),
940
- "flux_red_9": datasets.Value("float64"),
941
- "flux_red_10": datasets.Value("float64"),
942
- "flux_red_11": datasets.Value("float64"),
943
- "flux_red_12": datasets.Value("float64"),
944
- "flux_red_13": datasets.Value("float64"),
945
- "flux_red_14": datasets.Value("float64"),
946
- "flux_red_15": datasets.Value("float64"),
947
- "flux_red_16": datasets.Value("float64"),
948
- "flux_red_17": datasets.Value("float64"),
949
- "flux_red_18": datasets.Value("float64"),
950
- "flux_red_19": datasets.Value("float64"),
951
- "flux_red_20": datasets.Value("float64"),
952
- "flux_red_21": datasets.Value("float64"),
953
- "flux_red_22": datasets.Value("float64"),
954
- "flux_red_23": datasets.Value("float64"),
955
- "flux_red_24": datasets.Value("float64"),
956
- "flux_red_25": datasets.Value("float64"),
957
- "flux_red_26": datasets.Value("float64"),
958
- "flux_red_27": datasets.Value("float64"),
959
- "flux_red_28": datasets.Value("float64"),
960
- "flux_red_29": datasets.Value("float64"),
961
- "flux_red_30": datasets.Value("float64"),
962
- "flux_red_31": datasets.Value("float64"),
963
- "flux_red_32": datasets.Value("float64"),
964
- "flux_red_33": datasets.Value("float64"),
965
- "flux_red_34": datasets.Value("float64"),
966
- "flux_red_35": datasets.Value("float64"),
967
- "flux_red_36": datasets.Value("float64"),
968
- "flux_red_37": datasets.Value("float64"),
969
- "flux_red_38": datasets.Value("float64"),
970
- "flux_red_39": datasets.Value("float64"),
971
- "flux_red_40": datasets.Value("float64"),
972
- "flux_red_41": datasets.Value("float64"),
973
- "flux_red_42": datasets.Value("float64"),
974
- "flux_red_43": datasets.Value("float64"),
975
- "flux_red_44": datasets.Value("float64"),
976
- "flux_red_45": datasets.Value("float64"),
977
- "flux_red_46": datasets.Value("float64"),
978
- "flux_red_47": datasets.Value("float64"),
979
- "flux_red_48": datasets.Value("float64"),
980
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
981
- },
982
- "lrs_8": {
983
- "right_ascension": datasets.Value("float64"),
984
- "declination": datasets.Value("float64"),
985
- "scale_factor": datasets.Value("float64"),
986
- "blue_base_1": datasets.Value("int64"),
987
- "blue_base_2": datasets.Value("int64"),
988
- "red_base_1": datasets.Value("int64"),
989
- "red_base_2": datasets.Value("int64"),
990
- "blue_base_2": datasets.Value("float64"),
991
- "red_base_1": datasets.Value("float64"),
992
- "red_base_2": datasets.Value("float64"),
993
- "flux_blue_0": datasets.Value("float64"),
994
- "flux_blue_1": datasets.Value("float64"),
995
- "flux_blue_2": datasets.Value("float64"),
996
- "flux_blue_3": datasets.Value("float64"),
997
- "flux_blue_4": datasets.Value("float64"),
998
- "flux_blue_5": datasets.Value("float64"),
999
- "flux_blue_6": datasets.Value("float64"),
1000
- "flux_blue_7": datasets.Value("float64"),
1001
- "flux_blue_8": datasets.Value("float64"),
1002
- "flux_blue_9": datasets.Value("float64"),
1003
- "flux_blue_10": datasets.Value("float64"),
1004
- "flux_blue_11": datasets.Value("float64"),
1005
- "flux_blue_12": datasets.Value("float64"),
1006
- "flux_blue_13": datasets.Value("float64"),
1007
- "flux_blue_14": datasets.Value("float64"),
1008
- "flux_blue_15": datasets.Value("float64"),
1009
- "flux_blue_16": datasets.Value("float64"),
1010
- "flux_blue_17": datasets.Value("float64"),
1011
- "flux_blue_18": datasets.Value("float64"),
1012
- "flux_blue_19": datasets.Value("float64"),
1013
- "flux_blue_20": datasets.Value("float64"),
1014
- "flux_blue_21": datasets.Value("float64"),
1015
- "flux_blue_22": datasets.Value("float64"),
1016
- "flux_blue_23": datasets.Value("float64"),
1017
- "flux_blue_24": datasets.Value("float64"),
1018
- "flux_blue_25": datasets.Value("float64"),
1019
- "flux_blue_26": datasets.Value("float64"),
1020
- "flux_blue_27": datasets.Value("float64"),
1021
- "flux_blue_28": datasets.Value("float64"),
1022
- "flux_blue_29": datasets.Value("float64"),
1023
- "flux_blue_30": datasets.Value("float64"),
1024
- "flux_blue_31": datasets.Value("float64"),
1025
- "flux_blue_32": datasets.Value("float64"),
1026
- "flux_blue_33": datasets.Value("float64"),
1027
- "flux_blue_34": datasets.Value("float64"),
1028
- "flux_blue_35": datasets.Value("float64"),
1029
- "flux_blue_36": datasets.Value("float64"),
1030
- "flux_blue_37": datasets.Value("float64"),
1031
- "flux_blue_38": datasets.Value("float64"),
1032
- "flux_blue_39": datasets.Value("float64"),
1033
- "flux_blue_40": datasets.Value("float64"),
1034
- "flux_blue_41": datasets.Value("float64"),
1035
- "flux_blue_42": datasets.Value("float64"),
1036
- "flux_blue_43": datasets.Value("float64"),
1037
- "flux_red_0": datasets.Value("float64"),
1038
- "flux_red_1": datasets.Value("float64"),
1039
- "flux_red_2": datasets.Value("float64"),
1040
- "flux_red_3": datasets.Value("float64"),
1041
- "flux_red_4": datasets.Value("float64"),
1042
- "flux_red_5": datasets.Value("float64"),
1043
- "flux_red_6": datasets.Value("float64"),
1044
- "flux_red_7": datasets.Value("float64"),
1045
- "flux_red_8": datasets.Value("float64"),
1046
- "flux_red_9": datasets.Value("float64"),
1047
- "flux_red_10": datasets.Value("float64"),
1048
- "flux_red_11": datasets.Value("float64"),
1049
- "flux_red_12": datasets.Value("float64"),
1050
- "flux_red_13": datasets.Value("float64"),
1051
- "flux_red_14": datasets.Value("float64"),
1052
- "flux_red_15": datasets.Value("float64"),
1053
- "flux_red_16": datasets.Value("float64"),
1054
- "flux_red_17": datasets.Value("float64"),
1055
- "flux_red_18": datasets.Value("float64"),
1056
- "flux_red_19": datasets.Value("float64"),
1057
- "flux_red_20": datasets.Value("float64"),
1058
- "flux_red_21": datasets.Value("float64"),
1059
- "flux_red_22": datasets.Value("float64"),
1060
- "flux_red_23": datasets.Value("float64"),
1061
- "flux_red_24": datasets.Value("float64"),
1062
- "flux_red_25": datasets.Value("float64"),
1063
- "flux_red_26": datasets.Value("float64"),
1064
- "flux_red_27": datasets.Value("float64"),
1065
- "flux_red_28": datasets.Value("float64"),
1066
- "flux_red_29": datasets.Value("float64"),
1067
- "flux_red_30": datasets.Value("float64"),
1068
- "flux_red_31": datasets.Value("float64"),
1069
- "flux_red_32": datasets.Value("float64"),
1070
- "flux_red_33": datasets.Value("float64"),
1071
- "flux_red_34": datasets.Value("float64"),
1072
- "flux_red_35": datasets.Value("float64"),
1073
- "flux_red_36": datasets.Value("float64"),
1074
- "flux_red_37": datasets.Value("float64"),
1075
- "flux_red_38": datasets.Value("float64"),
1076
- "flux_red_39": datasets.Value("float64"),
1077
- "flux_red_40": datasets.Value("float64"),
1078
- "flux_red_41": datasets.Value("float64"),
1079
- "flux_red_42": datasets.Value("float64"),
1080
- "flux_red_43": datasets.Value("float64"),
1081
- "flux_red_44": datasets.Value("float64"),
1082
- "flux_red_45": datasets.Value("float64"),
1083
- "flux_red_46": datasets.Value("float64"),
1084
- "flux_red_47": datasets.Value("float64"),
1085
- "flux_red_48": datasets.Value("float64"),
1086
- "lrs_class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
1087
- },
1088
-
1089
- }
1090
- features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
1091
-
1092
-
1093
- class LrsConfig(datasets.BuilderConfig):
1094
- def __init__(self, **kwargs):
1095
- super(LrsConfig, self).__init__(version=VERSION, **kwargs)
1096
- self.features = features_per_config[kwargs["name"]]
1097
-
1098
-
1099
- class Lrs(datasets.GeneratorBasedBuilder):
1100
- # dataset versions
1101
- DEFAULT_CONFIG = "lrs"
1102
- BUILDER_CONFIGS = [
1103
- LrsConfig(name="lrs", description="Lrs dataset."),
1104
- LrsConfig(name="lrs_0", description="Binary lrs_classification of lrs_class 0."),
1105
- LrsConfig(name="lrs_1", description="Binary lrs_classification of lrs_class 1."),
1106
- LrsConfig(name="lrs_2", description="Binary lrs_classification of lrs_class 2."),
1107
- LrsConfig(name="lrs_3", description="Binary lrs_classification of lrs_class 3."),
1108
- LrsConfig(name="lrs_4", description="Binary lrs_classification of lrs_class 4."),
1109
- LrsConfig(name="lrs_5", description="Binary lrs_classification of lrs_class 5."),
1110
- LrsConfig(name="lrs_6", description="Binary lrs_classification of lrs_class 6."),
1111
- LrsConfig(name="lrs_7", description="Binary lrs_classification of lrs_class 7."),
1112
- LrsConfig(name="lrs_8", description="Binary lrs_classification of lrs_class 8.")
1113
-
1114
- ]
1115
-
1116
-
1117
- def _info(self):
1118
- info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
1119
- features=features_per_config[self.config.name])
1120
-
1121
- return info
1122
-
1123
- def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
1124
- downloads = dl_manager.download_and_extract(urls_per_split)
1125
-
1126
- return [
1127
- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
1128
- ]
1129
-
1130
- def _generate_examples(self, filepath: str):
1131
- data = pandas.read_csv(filepath)
1132
- data = self.preprocess(data)
1133
-
1134
- for row_id, row in data.iterrows():
1135
- data_row = dict(row)
1136
-
1137
- yield row_id, data_row
1138
-
1139
- def preprocess(self, data: pandas.DataFrame) -> pandas.DataFrame:
1140
- data.drop("ID-type", axis="columns", inplace=True)
1141
- data = data[list(features_types_per_config["lrs"].keys())].infer_objects()
1142
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: x if x < 10 else x // 10)
1143
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: x - 1)
1144
-
1145
- if self.config.name == "lrs_0":
1146
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 0 else 0)
1147
- if self.config.name == "lrs_1":
1148
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 1 else 0)
1149
- if self.config.name == "lrs_2":
1150
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 2 else 0)
1151
- if self.config.name == "lrs_3":
1152
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 3 else 0)
1153
- if self.config.name == "lrs_4":
1154
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 4 else 0)
1155
- if self.config.name == "lrs_5":
1156
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 5 else 0)
1157
- if self.config.name == "lrs_6":
1158
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 6 else 0)
1159
- if self.config.name == "lrs_7":
1160
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 7 else 0)
1161
- if self.config.name == "lrs_8":
1162
- data.loc[:, "lrs_class"] = data["lrs_class"].apply(lambda x: 1 if x == 8 else 0)
1163
-
1164
- return data
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
lrs/train.csv ADDED
The diff for this file is too large to render. See raw diff