DEVELOPMENT... { "data_id": "44761", "name": "kick_seed_3_nrows_2000_nclasses_10_ncols_100_stratify_True", "exact_name": "kick_seed_3_nrows_2000_nclasses_10_ncols_100_stratify_True", "version": 1, "version_label": "a701e327-7ef0-4cc0-b6bd-ff83bfb42a6c", "description": "Subsampling of the dataset kick (41162) with\n\nseed=3\nargs.nrows=2000\nargs.ncols=100\nargs.nclasses=10\nargs.no_stratify=True\nGenerated with the following source code:\n\n\n```python\n def subsample(\n self,\n seed: int,\n nrows_max: int = 2_000,\n ncols_max: int = 100,\n nclasses_max: int = 10,\n stratified: bool = True,\n ) -> Dataset:\n rng = np.random.default_rng(seed)\n\n x = self.x\n y = self.y\n\n # Uniformly sample\n classes = y.unique()\n if len(classes) > nclasses_max:\n vcs = y.value_counts()\n selected_classes = rng.choice(\n classes,\n size=nclasses_max,\n replace=False,\n p=vcs \/ sum(vcs),\n )\n\n # Select the indices where one of these classes is present\n idxs = y.index[y.isin(classes)]\n x = x.iloc[idxs]\n y = y.iloc[idxs]\n\n # Uniformly sample columns if required\n if len(x.columns) > ncols_max:\n columns_idxs = rng.choice(\n list(range(len(x.columns))), size=ncols_max, replace=False\n )\n sorted_column_idxs = sorted(columns_idxs)\n selected_columns = list(x.columns[sorted_column_idxs])\n x = x[selected_columns]\n else:\n sorted_column_idxs = list(range(len(x.columns)))\n\n if len(x) > nrows_max:\n # Stratify accordingly\n target_name = y.name\n data = pd.concat((x, y), axis=\"columns\")\n _, subset = train_test_split(\n data,\n test_size=nrows_max,\n stratify=data[target_name],\n shuffle=True,\n random_state=seed,\n )\n x = subset.drop(target_name, axis=\"columns\")\n y = subset[target_name]\n\n # We need to convert categorical columns to string for openml\n categorical_mask = [self.categorical_mask[i] for i in sorted_column_idxs]\n columns = list(x.columns)\n\n return Dataset(\n # Technically this is not the same but it's where it was derived from\n dataset=self.dataset,\n x=x,\n y=y,\n categorical_mask=categorical_mask,\n columns=columns,\n )\n```", "format": "arff", "uploader": "David Wilson", "uploader_id": 32840, "visibility": "public", "creator": "\"Eddie Bergman\"", "contributor": null, "date": "2022-11-17 18:49:00", "update_comment": null, "last_update": "2022-11-17 18:49:00", "licence": "CC0", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22111523\/dataset", "default_target_attribute": "IsBadBuy", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "kick_seed_3_nrows_2000_nclasses_10_ncols_100_stratify_True", "Subsampling of the dataset kick (41162) with seed=3 args.nrows=2000 args.ncols=100 args.nclasses=10 args.no_stratify=True Generated with the following source code: ```python def subsample( self, seed: int, nrows_max: int = 2_000, ncols_max: int = 100, nclasses_max: int = 10, stratified: bool = True, ) -> Dataset: rng = np.random.default_rng(seed) x = self.x y = self.y # Uniformly sample classes = y.unique() if len(classes) > nclasses_max: vcs = y.value_counts() selected_classes = rng.choice( cla " ], "weight": 5 }, "qualities": { "NumberOfInstances": 2000, "NumberOfFeatures": 33, "NumberOfClasses": 2, "NumberOfMissingValues": 4127, "NumberOfInstancesWithMissingValues": 1922, "NumberOfNumericFeatures": 14, "NumberOfSymbolicFeatures": 19, "PercentageOfSymbolicFeatures": 57.57575757575758, "AutoCorrelation": 0.7828914457228614, "PercentageOfNumericFeatures": 42.42424242424242, "PercentageOfMissingValues": 6.253030303030303, "PercentageOfInstancesWithMissingValues": 96.1, "PercentageOfBinaryFeatures": 12.121212121212121, "NumberOfBinaryFeatures": 4, "MinorityClassSize": 246, "MinorityClassPercentage": 12.3, "MajorityClassSize": 1754, "MajorityClassPercentage": 87.7, "Dimensionality": 0.0165 }, "tags": [], "features": [ { "name": "IsBadBuy", "index": "32", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "0", "1" ], [ [ "1754", "0" ], [ "0", "246" ] ] ] }, { "name": "MMRAcquisitionAuctionCleanPrice", "index": "17", "type": "numeric", "distinct": "1702", "missing": "2", "min": "0", "max": "22705", "mean": "7373", "stdev": "2749" }, { "name": "MMRAcquisitionAuctionAveragePrice", "index": "16", "type": "numeric", "distinct": "1684", "missing": "2", "min": "0", "max": "20001", "mean": "6125", "stdev": "2488" }, { "name": "MMRAcquisitionRetailAveragePrice", "index": "18", "type": "numeric", "distinct": "1718", "missing": "2", "min": "0", "max": "24730", "mean": "8505", "stdev": "3179" }, { "name": "MMRAcquisitonRetailCleanPrice", "index": "19", "type": "numeric", "distinct": "1715", "missing": "2", "min": "0", "max": "27267", "mean": "9864", "stdev": "3407" }, { "name": "MMRCurrentAuctionAveragePrice", "index": "20", "type": "numeric", "distinct": "1670", "missing": "11", "min": "0", "max": "16082", "mean": "6116", "stdev": "2457" }, { "name": 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