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Datasets:
mstz
/
covertype

Tasks:
Tabular Classification
Modalities:
Tabular
Languages:
English
Size:
1M - 10M
Tags:
biology
UCI
binary_classification
multiclass_classification
Libraries:
Datasets
License:
Dataset card Data Studio Files Community
mstz commited on
Commit
f4385c7
·
1 Parent(s): 45d8156

Update covertype.py

Browse files
Files changed (1) hide show
  1. covertype.py +415 -1
covertype.py CHANGED
@@ -131,6 +131,405 @@ features_types_per_config = {
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  "soil_type_id_38": datasets.Value("bool"),
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  "soil_type_id_39": datasets.Value("bool"),
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  "cover_type": datasets.ClassLabel(num_classes=7)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }
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  }
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@@ -181,6 +580,21 @@ class Covertype(datasets.GeneratorBasedBuilder):
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  yield row_id, data_row
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  def preprocess(self, data: pandas.DataFrame, config: str = DEFAULT_CONFIG) -> pandas.DataFrame:
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- data.loc[:, "cover_type"] = data["cover_type"].apply(lambda x: x - 1)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  return data
 
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  "soil_type_id_38": datasets.Value("bool"),
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  "soil_type_id_39": datasets.Value("bool"),
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  "cover_type": datasets.ClassLabel(num_classes=7)
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+ },
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+ "covertype_0": {
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+ "elevation": datasets.Value("float32"),
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+ "aspect": datasets.Value("float32"),
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+ "slope": datasets.Value("float32"),
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+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
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+ "vertical_distance_to_hydrology": datasets.Value("float32"),
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+ "horizontal_distance_to_roadways": datasets.Value("float32"),
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+ "hillshade_9am": datasets.Value("float32"),
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+ "hillshade_noon": datasets.Value("float32"),
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+ "hillshade_3pm": datasets.Value("float32"),
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+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
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+ "wilderness_area_id_0": datasets.Value("bool"),
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+ "wilderness_area_id_1": datasets.Value("bool"),
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+ "wilderness_area_id_2": datasets.Value("bool"),
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+ "wilderness_area_id_3": datasets.Value("bool"),
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+ "soil_type_id_0": datasets.Value("bool"),
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+ "soil_type_id_1": datasets.Value("bool"),
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+ "soil_type_id_2": datasets.Value("bool"),
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+ "soil_type_id_3": datasets.Value("bool"),
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+ "soil_type_id_4": datasets.Value("bool"),
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+ "soil_type_id_5": datasets.Value("bool"),
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+ "soil_type_id_6": datasets.Value("bool"),
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+ "soil_type_id_7": datasets.Value("bool"),
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+ "soil_type_id_8": datasets.Value("bool"),
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+ "soil_type_id_9": datasets.Value("bool"),
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+ "soil_type_id_10": datasets.Value("bool"),
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+ "soil_type_id_11": datasets.Value("bool"),
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+ "soil_type_id_12": datasets.Value("bool"),
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+ "soil_type_id_13": datasets.Value("bool"),
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+ "soil_type_id_14": datasets.Value("bool"),
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+ "soil_type_id_15": datasets.Value("bool"),
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+ "soil_type_id_16": datasets.Value("bool"),
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+ "soil_type_id_17": datasets.Value("bool"),
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+ "soil_type_id_18": datasets.Value("bool"),
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+ "soil_type_id_19": datasets.Value("bool"),
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+ "soil_type_id_20": datasets.Value("bool"),
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+ "soil_type_id_21": datasets.Value("bool"),
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+ "soil_type_id_22": datasets.Value("bool"),
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+ "soil_type_id_23": datasets.Value("bool"),
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+ "soil_type_id_24": datasets.Value("bool"),
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+ "soil_type_id_25": datasets.Value("bool"),
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+ "soil_type_id_26": datasets.Value("bool"),
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+ "soil_type_id_27": datasets.Value("bool"),
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+ "soil_type_id_28": datasets.Value("bool"),
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+ "soil_type_id_29": datasets.Value("bool"),
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+ "soil_type_id_30": datasets.Value("bool"),
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+ "soil_type_id_31": datasets.Value("bool"),
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+ "soil_type_id_32": datasets.Value("bool"),
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+ "soil_type_id_33": datasets.Value("bool"),
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+ "soil_type_id_34": datasets.Value("bool"),
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+ "soil_type_id_35": datasets.Value("bool"),
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+ "soil_type_id_36": datasets.Value("bool"),
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+ "soil_type_id_37": datasets.Value("bool"),
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+ "soil_type_id_38": datasets.Value("bool"),
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+ "soil_type_id_39": datasets.Value("bool"),
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+ "cover_type": datasets.ClassLabel(num_classes=2)
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+ },
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+ "covertype_1": {
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+ "elevation": datasets.Value("float32"),
194
+ "aspect": datasets.Value("float32"),
195
+ "slope": datasets.Value("float32"),
196
+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
197
+ "vertical_distance_to_hydrology": datasets.Value("float32"),
198
+ "horizontal_distance_to_roadways": datasets.Value("float32"),
199
+ "hillshade_9am": datasets.Value("float32"),
200
+ "hillshade_noon": datasets.Value("float32"),
201
+ "hillshade_3pm": datasets.Value("float32"),
202
+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
203
+ "wilderness_area_id_0": datasets.Value("bool"),
204
+ "wilderness_area_id_1": datasets.Value("bool"),
205
+ "wilderness_area_id_2": datasets.Value("bool"),
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+ "wilderness_area_id_3": datasets.Value("bool"),
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+ "soil_type_id_0": datasets.Value("bool"),
208
+ "soil_type_id_1": datasets.Value("bool"),
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+ "soil_type_id_2": datasets.Value("bool"),
210
+ "soil_type_id_3": datasets.Value("bool"),
211
+ "soil_type_id_4": datasets.Value("bool"),
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+ "soil_type_id_5": datasets.Value("bool"),
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+ "soil_type_id_6": datasets.Value("bool"),
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+ "soil_type_id_7": datasets.Value("bool"),
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+ "soil_type_id_8": datasets.Value("bool"),
216
+ "soil_type_id_9": datasets.Value("bool"),
217
+ "soil_type_id_10": datasets.Value("bool"),
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+ "soil_type_id_11": datasets.Value("bool"),
219
+ "soil_type_id_12": datasets.Value("bool"),
220
+ "soil_type_id_13": datasets.Value("bool"),
221
+ "soil_type_id_14": datasets.Value("bool"),
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+ "soil_type_id_15": datasets.Value("bool"),
223
+ "soil_type_id_16": datasets.Value("bool"),
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+ "soil_type_id_17": datasets.Value("bool"),
225
+ "soil_type_id_18": datasets.Value("bool"),
226
+ "soil_type_id_19": datasets.Value("bool"),
227
+ "soil_type_id_20": datasets.Value("bool"),
228
+ "soil_type_id_21": datasets.Value("bool"),
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+ "soil_type_id_22": datasets.Value("bool"),
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+ "soil_type_id_23": datasets.Value("bool"),
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+ "soil_type_id_24": datasets.Value("bool"),
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+ "soil_type_id_25": datasets.Value("bool"),
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+ "soil_type_id_26": datasets.Value("bool"),
234
+ "soil_type_id_27": datasets.Value("bool"),
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+ "soil_type_id_28": datasets.Value("bool"),
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+ "soil_type_id_29": datasets.Value("bool"),
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+ "soil_type_id_30": datasets.Value("bool"),
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+ "soil_type_id_31": datasets.Value("bool"),
239
+ "soil_type_id_32": datasets.Value("bool"),
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+ "soil_type_id_33": datasets.Value("bool"),
241
+ "soil_type_id_34": datasets.Value("bool"),
242
+ "soil_type_id_35": datasets.Value("bool"),
243
+ "soil_type_id_36": datasets.Value("bool"),
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+ "soil_type_id_37": datasets.Value("bool"),
245
+ "soil_type_id_38": datasets.Value("bool"),
246
+ "soil_type_id_39": datasets.Value("bool"),
247
+ "cover_type": datasets.ClassLabel(num_classes=2)
248
+ },
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+ "covertype_2": {
250
+ "elevation": datasets.Value("float32"),
251
+ "aspect": datasets.Value("float32"),
252
+ "slope": datasets.Value("float32"),
253
+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
254
+ "vertical_distance_to_hydrology": datasets.Value("float32"),
255
+ "horizontal_distance_to_roadways": datasets.Value("float32"),
256
+ "hillshade_9am": datasets.Value("float32"),
257
+ "hillshade_noon": datasets.Value("float32"),
258
+ "hillshade_3pm": datasets.Value("float32"),
259
+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
260
+ "wilderness_area_id_0": datasets.Value("bool"),
261
+ "wilderness_area_id_1": datasets.Value("bool"),
262
+ "wilderness_area_id_2": datasets.Value("bool"),
263
+ "wilderness_area_id_3": datasets.Value("bool"),
264
+ "soil_type_id_0": datasets.Value("bool"),
265
+ "soil_type_id_1": datasets.Value("bool"),
266
+ "soil_type_id_2": datasets.Value("bool"),
267
+ "soil_type_id_3": datasets.Value("bool"),
268
+ "soil_type_id_4": datasets.Value("bool"),
269
+ "soil_type_id_5": datasets.Value("bool"),
270
+ "soil_type_id_6": datasets.Value("bool"),
271
+ "soil_type_id_7": datasets.Value("bool"),
272
+ "soil_type_id_8": datasets.Value("bool"),
273
+ "soil_type_id_9": datasets.Value("bool"),
274
+ "soil_type_id_10": datasets.Value("bool"),
275
+ "soil_type_id_11": datasets.Value("bool"),
276
+ "soil_type_id_12": datasets.Value("bool"),
277
+ "soil_type_id_13": datasets.Value("bool"),
278
+ "soil_type_id_14": datasets.Value("bool"),
279
+ "soil_type_id_15": datasets.Value("bool"),
280
+ "soil_type_id_16": datasets.Value("bool"),
281
+ "soil_type_id_17": datasets.Value("bool"),
282
+ "soil_type_id_18": datasets.Value("bool"),
283
+ "soil_type_id_19": datasets.Value("bool"),
284
+ "soil_type_id_20": datasets.Value("bool"),
285
+ "soil_type_id_21": datasets.Value("bool"),
286
+ "soil_type_id_22": datasets.Value("bool"),
287
+ "soil_type_id_23": datasets.Value("bool"),
288
+ "soil_type_id_24": datasets.Value("bool"),
289
+ "soil_type_id_25": datasets.Value("bool"),
290
+ "soil_type_id_26": datasets.Value("bool"),
291
+ "soil_type_id_27": datasets.Value("bool"),
292
+ "soil_type_id_28": datasets.Value("bool"),
293
+ "soil_type_id_29": datasets.Value("bool"),
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+ "soil_type_id_30": datasets.Value("bool"),
295
+ "soil_type_id_31": datasets.Value("bool"),
296
+ "soil_type_id_32": datasets.Value("bool"),
297
+ "soil_type_id_33": datasets.Value("bool"),
298
+ "soil_type_id_34": datasets.Value("bool"),
299
+ "soil_type_id_35": datasets.Value("bool"),
300
+ "soil_type_id_36": datasets.Value("bool"),
301
+ "soil_type_id_37": datasets.Value("bool"),
302
+ "soil_type_id_38": datasets.Value("bool"),
303
+ "soil_type_id_39": datasets.Value("bool"),
304
+ "cover_type": datasets.ClassLabel(num_classes=2)
305
+ },
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+ "covertype_3": {
307
+ "elevation": datasets.Value("float32"),
308
+ "aspect": datasets.Value("float32"),
309
+ "slope": datasets.Value("float32"),
310
+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
311
+ "vertical_distance_to_hydrology": datasets.Value("float32"),
312
+ "horizontal_distance_to_roadways": datasets.Value("float32"),
313
+ "hillshade_9am": datasets.Value("float32"),
314
+ "hillshade_noon": datasets.Value("float32"),
315
+ "hillshade_3pm": datasets.Value("float32"),
316
+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
317
+ "wilderness_area_id_0": datasets.Value("bool"),
318
+ "wilderness_area_id_1": datasets.Value("bool"),
319
+ "wilderness_area_id_2": datasets.Value("bool"),
320
+ "wilderness_area_id_3": datasets.Value("bool"),
321
+ "soil_type_id_0": datasets.Value("bool"),
322
+ "soil_type_id_1": datasets.Value("bool"),
323
+ "soil_type_id_2": datasets.Value("bool"),
324
+ "soil_type_id_3": datasets.Value("bool"),
325
+ "soil_type_id_4": datasets.Value("bool"),
326
+ "soil_type_id_5": datasets.Value("bool"),
327
+ "soil_type_id_6": datasets.Value("bool"),
328
+ "soil_type_id_7": datasets.Value("bool"),
329
+ "soil_type_id_8": datasets.Value("bool"),
330
+ "soil_type_id_9": datasets.Value("bool"),
331
+ "soil_type_id_10": datasets.Value("bool"),
332
+ "soil_type_id_11": datasets.Value("bool"),
333
+ "soil_type_id_12": datasets.Value("bool"),
334
+ "soil_type_id_13": datasets.Value("bool"),
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+ "soil_type_id_14": datasets.Value("bool"),
336
+ "soil_type_id_15": datasets.Value("bool"),
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+ "soil_type_id_16": datasets.Value("bool"),
338
+ "soil_type_id_17": datasets.Value("bool"),
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+ "soil_type_id_18": datasets.Value("bool"),
340
+ "soil_type_id_19": datasets.Value("bool"),
341
+ "soil_type_id_20": datasets.Value("bool"),
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+ "soil_type_id_21": datasets.Value("bool"),
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+ "soil_type_id_22": datasets.Value("bool"),
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+ "soil_type_id_23": datasets.Value("bool"),
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+ "soil_type_id_24": datasets.Value("bool"),
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+ "soil_type_id_25": datasets.Value("bool"),
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+ "soil_type_id_26": datasets.Value("bool"),
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+ "soil_type_id_27": datasets.Value("bool"),
349
+ "soil_type_id_28": datasets.Value("bool"),
350
+ "soil_type_id_29": datasets.Value("bool"),
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+ "soil_type_id_30": datasets.Value("bool"),
352
+ "soil_type_id_31": datasets.Value("bool"),
353
+ "soil_type_id_32": datasets.Value("bool"),
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+ "soil_type_id_33": datasets.Value("bool"),
355
+ "soil_type_id_34": datasets.Value("bool"),
356
+ "soil_type_id_35": datasets.Value("bool"),
357
+ "soil_type_id_36": datasets.Value("bool"),
358
+ "soil_type_id_37": datasets.Value("bool"),
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+ "soil_type_id_38": datasets.Value("bool"),
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+ "soil_type_id_39": datasets.Value("bool"),
361
+ "cover_type": datasets.ClassLabel(num_classes=2)
362
+ },
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+ "covertype_4": {
364
+ "elevation": datasets.Value("float32"),
365
+ "aspect": datasets.Value("float32"),
366
+ "slope": datasets.Value("float32"),
367
+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
368
+ "vertical_distance_to_hydrology": datasets.Value("float32"),
369
+ "horizontal_distance_to_roadways": datasets.Value("float32"),
370
+ "hillshade_9am": datasets.Value("float32"),
371
+ "hillshade_noon": datasets.Value("float32"),
372
+ "hillshade_3pm": datasets.Value("float32"),
373
+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
374
+ "wilderness_area_id_0": datasets.Value("bool"),
375
+ "wilderness_area_id_1": datasets.Value("bool"),
376
+ "wilderness_area_id_2": datasets.Value("bool"),
377
+ "wilderness_area_id_3": datasets.Value("bool"),
378
+ "soil_type_id_0": datasets.Value("bool"),
379
+ "soil_type_id_1": datasets.Value("bool"),
380
+ "soil_type_id_2": datasets.Value("bool"),
381
+ "soil_type_id_3": datasets.Value("bool"),
382
+ "soil_type_id_4": datasets.Value("bool"),
383
+ "soil_type_id_5": datasets.Value("bool"),
384
+ "soil_type_id_6": datasets.Value("bool"),
385
+ "soil_type_id_7": datasets.Value("bool"),
386
+ "soil_type_id_8": datasets.Value("bool"),
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+ "soil_type_id_9": datasets.Value("bool"),
388
+ "soil_type_id_10": datasets.Value("bool"),
389
+ "soil_type_id_11": datasets.Value("bool"),
390
+ "soil_type_id_12": datasets.Value("bool"),
391
+ "soil_type_id_13": datasets.Value("bool"),
392
+ "soil_type_id_14": datasets.Value("bool"),
393
+ "soil_type_id_15": datasets.Value("bool"),
394
+ "soil_type_id_16": datasets.Value("bool"),
395
+ "soil_type_id_17": datasets.Value("bool"),
396
+ "soil_type_id_18": datasets.Value("bool"),
397
+ "soil_type_id_19": datasets.Value("bool"),
398
+ "soil_type_id_20": datasets.Value("bool"),
399
+ "soil_type_id_21": datasets.Value("bool"),
400
+ "soil_type_id_22": datasets.Value("bool"),
401
+ "soil_type_id_23": datasets.Value("bool"),
402
+ "soil_type_id_24": datasets.Value("bool"),
403
+ "soil_type_id_25": datasets.Value("bool"),
404
+ "soil_type_id_26": datasets.Value("bool"),
405
+ "soil_type_id_27": datasets.Value("bool"),
406
+ "soil_type_id_28": datasets.Value("bool"),
407
+ "soil_type_id_29": datasets.Value("bool"),
408
+ "soil_type_id_30": datasets.Value("bool"),
409
+ "soil_type_id_31": datasets.Value("bool"),
410
+ "soil_type_id_32": datasets.Value("bool"),
411
+ "soil_type_id_33": datasets.Value("bool"),
412
+ "soil_type_id_34": datasets.Value("bool"),
413
+ "soil_type_id_35": datasets.Value("bool"),
414
+ "soil_type_id_36": datasets.Value("bool"),
415
+ "soil_type_id_37": datasets.Value("bool"),
416
+ "soil_type_id_38": datasets.Value("bool"),
417
+ "soil_type_id_39": datasets.Value("bool"),
418
+ "cover_type": datasets.ClassLabel(num_classes=2)
419
+ },
420
+ "covertype_5": {
421
+ "elevation": datasets.Value("float32"),
422
+ "aspect": datasets.Value("float32"),
423
+ "slope": datasets.Value("float32"),
424
+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
425
+ "vertical_distance_to_hydrology": datasets.Value("float32"),
426
+ "horizontal_distance_to_roadways": datasets.Value("float32"),
427
+ "hillshade_9am": datasets.Value("float32"),
428
+ "hillshade_noon": datasets.Value("float32"),
429
+ "hillshade_3pm": datasets.Value("float32"),
430
+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
431
+ "wilderness_area_id_0": datasets.Value("bool"),
432
+ "wilderness_area_id_1": datasets.Value("bool"),
433
+ "wilderness_area_id_2": datasets.Value("bool"),
434
+ "wilderness_area_id_3": datasets.Value("bool"),
435
+ "soil_type_id_0": datasets.Value("bool"),
436
+ "soil_type_id_1": datasets.Value("bool"),
437
+ "soil_type_id_2": datasets.Value("bool"),
438
+ "soil_type_id_3": datasets.Value("bool"),
439
+ "soil_type_id_4": datasets.Value("bool"),
440
+ "soil_type_id_5": datasets.Value("bool"),
441
+ "soil_type_id_6": datasets.Value("bool"),
442
+ "soil_type_id_7": datasets.Value("bool"),
443
+ "soil_type_id_8": datasets.Value("bool"),
444
+ "soil_type_id_9": datasets.Value("bool"),
445
+ "soil_type_id_10": datasets.Value("bool"),
446
+ "soil_type_id_11": datasets.Value("bool"),
447
+ "soil_type_id_12": datasets.Value("bool"),
448
+ "soil_type_id_13": datasets.Value("bool"),
449
+ "soil_type_id_14": datasets.Value("bool"),
450
+ "soil_type_id_15": datasets.Value("bool"),
451
+ "soil_type_id_16": datasets.Value("bool"),
452
+ "soil_type_id_17": datasets.Value("bool"),
453
+ "soil_type_id_18": datasets.Value("bool"),
454
+ "soil_type_id_19": datasets.Value("bool"),
455
+ "soil_type_id_20": datasets.Value("bool"),
456
+ "soil_type_id_21": datasets.Value("bool"),
457
+ "soil_type_id_22": datasets.Value("bool"),
458
+ "soil_type_id_23": datasets.Value("bool"),
459
+ "soil_type_id_24": datasets.Value("bool"),
460
+ "soil_type_id_25": datasets.Value("bool"),
461
+ "soil_type_id_26": datasets.Value("bool"),
462
+ "soil_type_id_27": datasets.Value("bool"),
463
+ "soil_type_id_28": datasets.Value("bool"),
464
+ "soil_type_id_29": datasets.Value("bool"),
465
+ "soil_type_id_30": datasets.Value("bool"),
466
+ "soil_type_id_31": datasets.Value("bool"),
467
+ "soil_type_id_32": datasets.Value("bool"),
468
+ "soil_type_id_33": datasets.Value("bool"),
469
+ "soil_type_id_34": datasets.Value("bool"),
470
+ "soil_type_id_35": datasets.Value("bool"),
471
+ "soil_type_id_36": datasets.Value("bool"),
472
+ "soil_type_id_37": datasets.Value("bool"),
473
+ "soil_type_id_38": datasets.Value("bool"),
474
+ "soil_type_id_39": datasets.Value("bool"),
475
+ "cover_type": datasets.ClassLabel(num_classes=2)
476
+ },
477
+ "covertype_6": {
478
+ "elevation": datasets.Value("float32"),
479
+ "aspect": datasets.Value("float32"),
480
+ "slope": datasets.Value("float32"),
481
+ "horizontal_distance_to_hydrology": datasets.Value("float32"),
482
+ "vertical_distance_to_hydrology": datasets.Value("float32"),
483
+ "horizontal_distance_to_roadways": datasets.Value("float32"),
484
+ "hillshade_9am": datasets.Value("float32"),
485
+ "hillshade_noon": datasets.Value("float32"),
486
+ "hillshade_3pm": datasets.Value("float32"),
487
+ "horizontal_distance_to_fire_points": datasets.Value("float32"),
488
+ "wilderness_area_id_0": datasets.Value("bool"),
489
+ "wilderness_area_id_1": datasets.Value("bool"),
490
+ "wilderness_area_id_2": datasets.Value("bool"),
491
+ "wilderness_area_id_3": datasets.Value("bool"),
492
+ "soil_type_id_0": datasets.Value("bool"),
493
+ "soil_type_id_1": datasets.Value("bool"),
494
+ "soil_type_id_2": datasets.Value("bool"),
495
+ "soil_type_id_3": datasets.Value("bool"),
496
+ "soil_type_id_4": datasets.Value("bool"),
497
+ "soil_type_id_5": datasets.Value("bool"),
498
+ "soil_type_id_6": datasets.Value("bool"),
499
+ "soil_type_id_7": datasets.Value("bool"),
500
+ "soil_type_id_8": datasets.Value("bool"),
501
+ "soil_type_id_9": datasets.Value("bool"),
502
+ "soil_type_id_10": datasets.Value("bool"),
503
+ "soil_type_id_11": datasets.Value("bool"),
504
+ "soil_type_id_12": datasets.Value("bool"),
505
+ "soil_type_id_13": datasets.Value("bool"),
506
+ "soil_type_id_14": datasets.Value("bool"),
507
+ "soil_type_id_15": datasets.Value("bool"),
508
+ "soil_type_id_16": datasets.Value("bool"),
509
+ "soil_type_id_17": datasets.Value("bool"),
510
+ "soil_type_id_18": datasets.Value("bool"),
511
+ "soil_type_id_19": datasets.Value("bool"),
512
+ "soil_type_id_20": datasets.Value("bool"),
513
+ "soil_type_id_21": datasets.Value("bool"),
514
+ "soil_type_id_22": datasets.Value("bool"),
515
+ "soil_type_id_23": datasets.Value("bool"),
516
+ "soil_type_id_24": datasets.Value("bool"),
517
+ "soil_type_id_25": datasets.Value("bool"),
518
+ "soil_type_id_26": datasets.Value("bool"),
519
+ "soil_type_id_27": datasets.Value("bool"),
520
+ "soil_type_id_28": datasets.Value("bool"),
521
+ "soil_type_id_29": datasets.Value("bool"),
522
+ "soil_type_id_30": datasets.Value("bool"),
523
+ "soil_type_id_31": datasets.Value("bool"),
524
+ "soil_type_id_32": datasets.Value("bool"),
525
+ "soil_type_id_33": datasets.Value("bool"),
526
+ "soil_type_id_34": datasets.Value("bool"),
527
+ "soil_type_id_35": datasets.Value("bool"),
528
+ "soil_type_id_36": datasets.Value("bool"),
529
+ "soil_type_id_37": datasets.Value("bool"),
530
+ "soil_type_id_38": datasets.Value("bool"),
531
+ "soil_type_id_39": datasets.Value("bool"),
532
+ "cover_type": datasets.ClassLabel(num_classes=2)
533
  }
534
  }
535
 
 
580
  yield row_id, data_row
581
 
582
  def preprocess(self, data: pandas.DataFrame, config: str = DEFAULT_CONFIG) -> pandas.DataFrame:
583
+ data["cover_type"] = data["cover_type"].apply(lambda x: x - 1)
584
+
585
+ if config == "cover_type_0":
586
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 0 else 0)
587
+ elif config == "cover_type_1":
588
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 1 else 0)
589
+ elif config == "cover_type_2":
590
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 2 else 0)
591
+ elif config == "cover_type_3":
592
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 3 else 0)
593
+ elif config == "cover_type_4":
594
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 4 else 0)
595
+ elif config == "cover_type_5":
596
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 5 else 0)
597
+ elif config == "cover_type_6":
598
+ data["cover_type"] = data["cover_type"].apply(lambda x: 1 if x == 6 else 0)
599
 
600
  return data