{ "data_id": "44474", "name": "KDDCup09_appetency_seed_1_nrows_2000_nclasses_10_ncols_100_stratify_True", "exact_name": "KDDCup09_appetency_seed_1_nrows_2000_nclasses_10_ncols_100_stratify_True", "version": 1, "version_label": "d02baac7-81af-4406-8396-41e066518d7d", "description": "Subsampling of the dataset KDDCup09_appetency (1111) with\n\nseed=1\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": "Eddie Bergman", "uploader_id": 32840, "visibility": "public", "creator": "\"Eddie Bergman\"", "contributor": null, "date": "2022-11-17 18:21:31", "update_comment": null, "last_update": "2022-11-17 18:21:31", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22111236\/dataset", "default_target_attribute": "APPETENCY", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "KDDCup09_appetency_seed_1_nrows_2000_nclasses_10_ncols_100_stratify_True", "Subsampling of the dataset KDDCup09_appetency (1111) with seed=1 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 = rn " ], "weight": 5 }, "qualities": { "NumberOfInstances": 2000, "NumberOfFeatures": 94, "NumberOfClasses": 2, "NumberOfMissingValues": 118767, "NumberOfInstancesWithMissingValues": 2000, "NumberOfNumericFeatures": 77, "NumberOfSymbolicFeatures": 17, "PercentageOfBinaryFeatures": 2.127659574468085, "PercentageOfInstancesWithMissingValues": 100, "AutoCorrelation": 0.9639819909954978, "PercentageOfMissingValues": 63.17393617021276, "Dimensionality": 0.047, "PercentageOfNumericFeatures": 81.91489361702128, "MajorityClassPercentage": 98.2, "PercentageOfSymbolicFeatures": 18.085106382978726, "MajorityClassSize": 1964, "MinorityClassPercentage": 1.7999999999999998, "MinorityClassSize": 36, "NumberOfBinaryFeatures": 2 }, "tags": [ { "uploader": "38960", "tag": "Machine Learning" }, { "uploader": "38960", "tag": "Mathematics" } ], "features": [ { "name": "APPETENCY", "index": "93", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "-1", "1" ], [ [ "1964", "0" ], [ "0", "36" ] ] ] }, { "name": "Var4", "index": "0", "type": "numeric", "distinct": "2", "missing": "1924", "min": "0", "max": "9", "mean": "0", "stdev": "1" }, { "name": "Var5", "index": "1", "type": "numeric", "distinct": "24", "missing": "1946", "min": "0", "max": "4397645", "mean": "155414", "stdev": "612342" }, { "name": "Var9", "index": "2", "type": "numeric", "distinct": "17", "missing": "1974", "min": "0", "max": "572", "mean": "67", "stdev": "124" }, { "name": "Var11", "index": "3", "type": "numeric", "distinct": "3", "missing": "1951", "min": "8", "max": "24", "mean": "9", "stdev": "3" }, { "name": "Var13", "index": "4", "type": "numeric", "distinct": "642", "missing": "227", "min": "0", "max": "61040", "mean": "1257", "stdev": "2809" }, { "name": "Var14", "index": "5", "type": "numeric", "distinct": "3", "missing": "1951", "min": "0", "max": "16", "mean": "1", "stdev": "3" }, { "name": "Var17", "index": "6", "type": "numeric", "distinct": "10", "missing": "1924", "min": "0", "max": "85", "mean": "8", "stdev": "19" }, { "name": "Var21", "index": "7", "type": "numeric", "distinct": "225", "missing": "227", "min": "0", "max": "20708", "mean": "239", "stdev": "641" }, { "name": "Var22", "index": "8", "type": "numeric", "distinct": "225", "missing": "205", "min": "0", "max": "25885", "mean": "295", "stdev": "797" }, { "name": "Var23", "index": "9", "type": "numeric", "distinct": "6", "missing": "1946", "min": "0", "max": "65", "mean": "4", "stdev": "10" }, { "name": "Var34", "index": "10", "type": "numeric", "distinct": "3", "missing": "1951", "min": "0", "max": "24", "mean": "1", "stdev": "4" }, { "name": "Var35", "index": "11", "type": "numeric", "distinct": "8", "missing": "205", "min": "0", "max": "35", "mean": "1", "stdev": "3" }, { "name": "Var38", "index": "12", "type": "numeric", "distinct": "1364", "missing": "205", "min": "0", "max": "17127060", "mean": "2537874", "stdev": "2982199" }, { "name": "Var40", "index": "13", "type": "numeric", "distinct": "8", "missing": "1951", "min": "0", "max": "80", "mean": "11", "stdev": "22" }, { "name": "Var44", "index": "14", "type": "numeric", "distinct": "3", "missing": "205", "min": "0", "max": "18", "mean": "0", "stdev": "1" }, { "name": "Var45", "index": "15", "type": "numeric", "distinct": "19", "missing": "1981", "min": "4", "max": "25231", "mean": "7816", "stdev": "7263" }, { "name": "Var47", "index": "16", "type": "numeric", "distinct": "4", "missing": "1974", "min": "0", "max": "56", "mean": "5", "stdev": "12" }, { "name": "Var49", "index": "17", "type": "numeric", "distinct": "1", "missing": "1951", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Var54", "index": "18", "type": "numeric", "distinct": "3", "missing": "1951", "min": "0", "max": "16", "mean": "5", "stdev": "5" }, { "name": "Var57", "index": "19", "type": "numeric", "distinct": "1949", "missing": "0", "min": "0", "max": "7", "mean": "4", "stdev": "2" }, { "name": "Var60", "index": "20", "type": "numeric", "distinct": "8", "missing": "1946", "min": "0", "max": "72", "mean": "6", "stdev": "13" }, { "name": "Var61", "index": "21", "type": "numeric", "distinct": "11", "missing": "1965", "min": "0", "max": "120", "mean": "25", "stdev": "31" }, { "name": "Var62", "index": "22", "type": "numeric", "distinct": "4", "missing": "1980", "min": "0", "max": "45", "mean": "5", "stdev": "11" }, { "name": "Var64", "index": "23", "type": "numeric", "distinct": "10", "missing": "1990", "min": "462", "max": "85652", "mean": "23247", "stdev": "26892" }, { "name": "Var67", "index": "24", "type": "numeric", "distinct": "1", "missing": "1946", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Var68", "index": "25", "type": "numeric", "distinct": "18", "missing": "1951", "min": "0", "max": "490", "mean": "78", "stdev": "132" }, { "name": "Var72", "index": "26", "type": "numeric", "distinct": "5", "missing": "897", "min": "3", "max": "15", "mean": "4", "stdev": "2" }, { "name": "Var73", "index": "27", "type": "numeric", "distinct": "115", "missing": "0", "min": "4", "max": "258", "mean": "67", "stdev": "53" }, { "name": "Var74", "index": "28", "type": "numeric", "distinct": "119", "missing": "227", "min": "0", "max": "5222", "mean": "92", "stdev": "224" }, { "name": "Var76", "index": "29", "type": "numeric", "distinct": "1324", "missing": "205", "min": "0", "max": "19353600", "mean": "1554299", "stdev": "1984661" }, { "name": "Var77", "index": "30", "type": "numeric", "distinct": "8", "missing": "1974", "min": "0", "max": "90", "mean": "13", "stdev": "24" }, { "name": "Var81", "index": "31", "type": "numeric", "distinct": "1742", "missing": "227", "min": "0", "max": "1174029", "mean": "101865", "stdev": "101652" }, { "name": "Var82", "index": "32", "type": "numeric", "distinct": "3", "missing": "1924", "min": "0", "max": "6", "mean": "2", "stdev": "2" }, { "name": "Var83", "index": "33", "type": "numeric", "distinct": "44", "missing": "205", "min": "0", "max": "3325", "mean": "20", "stdev": "89" }, { "name": "Var85", "index": "34", "type": "numeric", "distinct": "47", "missing": "205", "min": "0", "max": "402", "mean": "9", "stdev": "19" }, { "name": "Var86", "index": "35", "type": "numeric", "distinct": "20", "missing": "1974", "min": "0", "max": "1423194", "mean": "279081", "stdev": "420244" }, { "name": "Var87", "index": "36", "type": "numeric", "distinct": "3", "missing": "1974", "min": "0", "max": "14", "mean": "5", "stdev": "5" }, { "name": "Var88", "index": "37", "type": "numeric", "distinct": "22", "missing": "1944", "min": "0", "max": "565", "mean": "58", "stdev": "107" }, { "name": "Var90", "index": "38", "type": "numeric", "distinct": "1", "missing": "1974", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Var95", "index": "39", "type": "numeric", "distinct": "13", "missing": "1951", "min": "0", "max": "1555200", "mean": "91036", "stdev": "309666" }, { "name": "Var96", "index": "40", "type": "numeric", "distinct": "10", "missing": "1951", "min": "0", "max": "38", "mean": "5", "stdev": "9" }, { "name": "Var97", "index": "41", "type": "numeric", "distinct": "3", "missing": "1946", "min": "0", "max": "12", "mean": "0", "stdev": "2" }, { "name": "Var100", "index": "42", "type": "numeric", "distinct": "3", "missing": "1974", "min": "0", "max": "21", "mean": "2", "stdev": "5" }, { "name": "Var101", "index": "43", "type": "numeric", "distinct": "10", "missing": "1961", "min": "0", "max": "297", "mean": "27", "stdev": "59" }, { "name": "Var109", "index": "44", "type": "numeric", "distinct": "62", "missing": "296", "min": "0", "max": "4432", "mean": "63", "stdev": "153" }, { "name": "Var113", "index": "45", "type": "numeric", "distinct": "1970", "missing": "0", "min": "-4867600", "max": "8143600", "mean": "-142145", "stdev": "749324" }, { "name": "Var114", "index": "46", "type": "numeric", "distinct": "26", "missing": "1951", "min": "0", "max": "4493460", "mean": "667184", "stdev": "1218168" }, { "name": "Var115", "index": "47", "type": "numeric", "distinct": "12", "missing": "1969", "min": "0", "max": "189", "mean": "34", "stdev": "48" }, { "name": "Var120", "index": "48", "type": "numeric", "distinct": "14", "missing": "1946", "min": "0", "max": "246", "mean": "21", "stdev": "39" }, { "name": "Var123", "index": "49", "type": "numeric", "distinct": "68", "missing": "205", "min": "0", "max": "9408", "mean": "63", "stdev": "274" }, { "name": "Var125", "index": "50", "type": "numeric", "distinct": "1180", "missing": "227", "min": "0", "max": "3172383", "mean": "30431", "stdev": "124515" }, { "name": "Var127", "index": "51", "type": "numeric", "distinct": "12", "missing": "1944", "min": "0", "max": "432", "mean": "29", "stdev": "76" }, { "name": "Var128", "index": "52", "type": "numeric", "distinct": "22", "missing": "1944", "min": "0", "max": "791", "mean": "81", "stdev": "150" }, { "name": "Var129", "index": "53", "type": "numeric", "distinct": "12", "missing": "1974", "min": "0", "max": "106", "mean": "13", "stdev": "25" }, { "name": "Var130", "index": "54", "type": "numeric", "distinct": "2", "missing": "1951", "min": "0", "max": "3", "mean": "0", "stdev": "1" }, { "name": "Var131", "index": "55", "type": "numeric", "distinct": "9", "missing": "1974", "min": "0", "max": "36789680", "mean": "3492991", "stdev": "9119483" }, { "name": "Var132", "index": "56", "type": "numeric", "distinct": "11", "missing": "205", "min": "0", "max": "88", "mean": "4", "stdev": "10" }, { "name": "Var135", "index": "57", "type": "numeric", "distinct": "62", "missing": "1924", "min": "0", "max": "392", "mean": "217", "stdev": "120" }, { "name": "Var136", "index": "58", "type": "numeric", "distinct": "19", "missing": "1976", "min": "0", "max": "296682", "mean": "53961", "stdev": "78027" }, { "name": "Var148", "index": "59", "type": "numeric", "distinct": "20", "missing": "1946", "min": "0", "max": "1000", "mean": "95", "stdev": "163" }, { "name": "Var150", "index": "60", "type": "numeric", "distinct": "32", "missing": "1924", "min": "0", "max": "1672800", "mean": "149880", "stdev": "293842" }, { "name": "Var151", "index": "61", "type": "numeric", "distinct": "6", "missing": "1965", "min": "0", "max": "72", "mean": "7", "stdev": "15" }, { "name": "Var154", "index": "62", "type": "numeric", "distinct": "16", "missing": "1974", "min": "0", "max": "4510744", "mean": "832298", "stdev": "1402060" }, { "name": "Var156", "index": "63", "type": "numeric", "distinct": "16", "missing": "1976", "min": "0", "max": "2002", "mean": "249", "stdev": "448" }, { "name": "Var159", "index": "64", "type": "numeric", "distinct": "5", "missing": "1951", "min": "0", "max": "45", "mean": "3", "stdev": "9" }, { "name": "Var160", "index": "65", "type": "numeric", "distinct": "119", "missing": "205", "min": "0", "max": "3416", "mean": "40", "stdev": "117" }, { "name": "Var165", "index": "66", "type": "numeric", "distinct": "13", "missing": "1961", "min": "0", "max": "172800", "mean": "23376", "stdev": "49028" }, { "name": "Var168", "index": "67", "type": "numeric", "distinct": "24", "missing": "1974", "min": "14", "max": "494", "mean": "317", "stdev": "93" }, { "name": "Var171", "index": "68", "type": "numeric", "distinct": "37", "missing": "1944", "min": "0", "max": "2950857", "mean": "367167", "stdev": "583740" }, { "name": "Var172", "index": "69", "type": "numeric", "distinct": "6", "missing": "1946", "min": "0", "max": "42", "mean": "9", "stdev": "9" }, { "name": "Var174", "index": "70", "type": "numeric", "distinct": "9", "missing": "1924", "min": "0", "max": "52", "mean": "6", "stdev": "11" }, { "name": "Var177", "index": "71", "type": "numeric", "distinct": "17", "missing": "1951", "min": "0", "max": "7450870", "mean": "813905", "stdev": "1873956" }, { "name": "Var180", "index": "72", "type": "numeric", "distinct": "21", "missing": "1974", "min": "0", "max": "9189810", "mean": "2498352", "stdev": "3170637" }, { "name": "Var181", "index": "73", "type": "numeric", "distinct": "4", "missing": "205", "min": "0", "max": "21", "mean": "1", "stdev": "2" }, { "name": "Var183", "index": "74", "type": "numeric", "distinct": "16", "missing": "1951", "min": "0", "max": "758458", "mean": "71501", "stdev": "174963" }, { "name": "Var186", "index": "75", "type": "numeric", "distinct": "6", "missing": "1974", "min": "0", "max": "102", "mean": "10", "stdev": "22" }, { "name": "Var189", "index": "76", "type": "numeric", "distinct": "70", "missing": "1161", "min": "36", "max": "642", "mean": "276", "stdev": "92" }, { "name": "Var192", "index": "77", "type": "nominal", "distinct": "241", "missing": "12", "distr": [ [ "bZkvyxLkBI", "CEat0G8rTN", "eOQt0GoOh3", "jg69tYsGvO", "IXSgUHShse", "m9SrEy7Rm6", "Qu0qrQKzJV", "eOQgUHShse", "4e7Wq69R_D", "J9Vr4RQZiT", "UCDvyx8zhV", "crIgUHSK8h", "O8Zr4Rdc_a", "cFHt0GoOh3", "2jiWq69cTy", "_v2TmBftjz", "FoxgUHSK8h", "FAJgUH7ejg", "TfiWq69R_D", "EsYrjIX0Db", "75lq9ayfAo", "vAsgUHXM47", "DQlgUH7IEC", "NESt0G8EIb", "Mtpt0G8EIb", "639TmBQxul", "xOXr4RXktW", "7Cwt0Gdc_a", "Yddq9ayE15", "9hRmfo875g", "DHeTmBftjz", "MtpBcmzkzH", "bZk9tYsGvO", "JMGrjIXt5a", "_v2gUHXZeb", "DHevyx7IEC", "zC_Wq6e2Rv", "m9SvyxLkBI", "qXhrEy7VR2", "Tfit0G8EIb", "75lTmBtFkL", "EsYq9aX0Db", "HYTvyx7ejg", "1qmr4RQxul", "voArjIXt5a", "V8lBcmz45j", "CEaWq6KZjV", "1nlTmBtueT", "qFpmfo8zhV", "oyGrjIXt5a", "kMJt0GoOh3", "lAFr4RQZiT", "AUUt0GoOh3", "avkq9ayfAo", "75lr4RXktW", "wRXmfo875g", "DHerjIKQ76", "hSovyx7IEC", "8I1r4RXXnK", "52Iq9ayE15", "302Oj1KVEH", "uGLq9ayE15", "YddrjIQ5Ph", "tr0rEyXktW", "MlYvyx875g", "BQa9tYsdof", "g5dmfo875g", "1YVvyx7IEC", "8Iqt0G8rTN", "Iskvyx875g", "64nWq69R_D", "HAoOj1KXzC", "hSovyxdtN_", "GcUBcmz45j", "u6tWq6edh4", "Foxt0Go8Lb", "ZSNq9atbb6", "1GdOj1KXzC", "gOyq9ayE15", "DHeq9ayfAo", "KXMgUH7IEC", "51rBcmz45j", "jg6vyxLkBI", "LDPvyx7IEC", "zKnr4RXktW", "NQ5vyxLkBI", "mCGq9ayE15", "E3dr4RQxul", "qXhvyxLp3Z", "NESWq69R_D", "0vimfo8zhV", "vAsvyx7ejg", "vAsTmBfHUn", "8Fdr4RXXnK", "N_vrjIXt5a", "dRaTmBfHUn", "xOXrjIQq3d", "GcUt0G8rTN", "oUPBcmzkzH", "yaKt0Go8Lb", "a4vPe2fHUn", "_v2vyx7IEC", "mzKvyx8zhV", "a4v9tYsGvO", "4e7gUH7IEC", "8I1q9ayE15", "2AAWq69R_D", "JMGq9aXt5a", "1PnOj1KVEH", "v0Nt0Go8Lb", "1YVgUHXZeb", "1GdOj17ejg", "dRagUHXM47", "crIt0Go8Lb", "2jigUH7ejg", "86ct0Gdncc", "zcROj17IEC", "HrWq9aXt5a", "Yn7t0Go8Lb", "a4vvyxLkBI", "1KSTmBQxul", "TfiBcmzkzH", "639qrQK2Mx", "1JGTmBQZiT", "AhzOj17IEC", "8I1TmBtueT", "6m0t0G8rTN", "BQavyxLp3Z", "DQlrEyXXnK", "gOyvyx7ejg", "25_t0Gdncc", "3HjOj17ejg", "zcRZptzip9", "gE8Wq6edh4", "wx50AqAqGL", "lAFgUHEmnE", "qXhPe2ftjz", "M5vt0Gdc_a", "py5rEyXktW", "F42vyxTlru", "bt0mfo875g", "AhzZptzip9", "puvq9aX0Db", "CxSr4RXktW", "2jirEyXktW", "KXMrEyXXnK", "5_lq9aXt5a", "vNEvyxLp3Z", "LDPgUHXZeb", "dRaq9ayE15", "dRavyx7ejg", "9rAq9at_88", "etYt0G8EIb", "tr0Wq69cTy", "4bwt0GoOh3", "xddq9ayfAo", "Y3tqrQKzJV", "V8lt0G8rTN", "ZSNq9aX0Db", "a2iBLJED1x", "Qu0TmBQZiT", "1JGr4RKzJV", "ypNt0Go8Lb", "hSogUHXZeb", "HrWrjIXt5a", "tr0gUH7ejg", "auhr4RQxul", "oBXTmBtFkL", "1fZWq6e2Rv", "nTwTmBtueT", "l7Fq9ayE15", "czzq9atbb6", "1KSr4RK2Mx", "a4vrEy7Rm6", "FAJWq69cTy", "51rt0G8rTN", "dRarjIK12c", "oBXrjIQq3d", "ZSNrjIX0Db", "8Knvyx875g", "xearjIX0Db", "qXh9tYsdof", "CEaBcmz45j", "_v2rjIKQ76", "uUdt0G8EIb", "P1WvyxLp3Z", "1JGqrQKzJV", "doHWq69cTy", "JJYvyx875g", "JMGq9at_88", "6VLvyx7IEC", "Qu0r4RKzJV", "yIjq9aX0Db", "KXMWq69R_D", "a4vOj1dMWg", "H7er4Rdc_a", "oBXq9ayfAo", "1YVTmBftjz", "HYTrjIK12c", "dTGmfo8zhV", "NQ5rEy7Rm6", "639r4RK2Mx", "dukmfo8zhV", "DHegUHXZeb", "1PnZptzip9", "zcROj1KVEH", "LDPq9ayfAo", "YddTmBtueT", "euOBcmz45j", "1KSqrQK2Mx", "jg6Oj1dMWg", "S8dr4RQxul", "5_lq9at_88", "C2Dvyx875g", "npOt0G8EIb", "NESWq6IHzm", "npOBcmzkzH", "64ngUH7IEC", "Ie5gUH7IEC", "CEaWq69cTy", "vNEOj1dtN_", "mC4Oj18rdT", "nQZrEyXktW", "EGPvyxTlru", "py5gUH7ejg", "MwmgUHShse", "bt0mfoVBLR", "pXct0Gdncc", "Ylct0GoOh3", "EsYq9atbb6", "E2Yq9atbb6", "m9SvyxM6OP", "g7eWq6IuZZ", "doHgUH7ejg", "302Oj17IEC", "Qu0r4RUaLY", "ohYOj1KXzC", "NFqq9at_88", "PRKa6ZegII", "oUPt0GTJZ_", "AKDq9ayfAo", "7whOj1scCA", "BSxr4R4FLE", "HXwt0G8EIb", "npOt0GTJZ_", "VvRt0GoOh3", "xOXTmBtFkL", "E_tZptzyxY", "bZkOj1dMWg", "hOVrjIQ6UK", "1qmgUHEuty", "LDPrjIswVc", "X9zgUHShse", "OdsvyxMDH2", "ZCNZptRvgr", "qXhOj1dtN_", "nymvyxdtN_", "DOvrjIKQ76", "T1hBcmzkzH", "UzE54NEjuC", "OaayEZXAPM", "NESBcmRZ57", "7zYrEyQ13H", "uglr4RP4GL", "etYt0GVuu1", "xOXTmBkF1Q", "ZlOBLJED1x", "pJfvyx7ejg", "Ie5rEyQtC3", "31rTmBtueT", "KXMgUHdtN_", "piFq9aujxk", "m9SrEydncc", "dRaq9atbb6", "Ys9q9aQ6UK", "_hrvyxM6OP", "AKDr4RXktW", "ohYOj17ejg", "DQlWq6IHzm", "doHrEyXktW", "7fxgUHdtN_", "Yn7gUHf2Df", "RzPTmBQZiT", "64ngUH8rdT", "DOvgUHXZeb", "6VLgUHQicn", "1fZWq6wFxs", "H1Fr4Rdncc", "9u0r4Rdncc", "LDPvyxdtN_", "UOyq9atbb6", "piFgUHQicn", "gOygUHXM47", "O5Qmfo875g", "B2DgUHdMWg", "HOvt0Go8Lb", "vSSt0Gq076", "6z9r4Rdc_a", "y3bgUHQfP4", "6m0t0GVP8g", "DOvq9ayfAo", "mHEr4RfJaT", "dPsBcmRZ57", "avkq9at_88", "YQqt0GQFLG", "qXh9tYVz8t", "zKnq9at_88", "yaKt0Gq076", "gOyrjIs7u7", "BQavyxsiQ3", "1JGr4RUaLY", "FAJrEyXktW", "i_6Pe2GNmM", "9rArjIQ_vI", "gOyvyxdMWg", "RzPqrQKzJV", "MfKrEyQtC3", "64nrEyXXnK", "uGLq9atbb6", "xearjIQ6UK", "wx5r4Rs_Cc", "rY9gUHQfP4", "mRsq9aQ6UK", "etYBcmRZ57", "4E_Oj1siQ3", "l0JOj17ejg", "xlbmfoTlru", "0G9vyxdMWg", "czzTmBGxe3", "bZkPe2fHUn", "LFvrjIX0Db", "Yddr4R4FLE", "75lr4RQ13H", "2jiWq6IuZZ", "crIt0GQFLG", "HYTgUHXM47", "2jfvyxUZHQ", "0kQTmBU3gb", "2AArEyQtC3", "HYTrEywWJe", "kMJt0GQ5Yy", "g5dmfoT6SR", "0kQqrQsiZt", "aSlrjI44aS", "zKnrjIPxRp", "rY9TmBGxe3", "LDPTmBftjz", "TInyyjFXFX", "pcRvyxLkBI", "crIgUHf2Df", "8I1TmB9iKe", "ym_vyxTlru", "xOXrjIU0M6", "S8dr4RPoRw", "hSogUHQicn", "oBXq9aWBGg", "IXSt0GoOh3", "4e7rEyXXnK", "Gb9t0GQ5Yy", "j6SmfoVBLR", "pjvWq6IuZZ" ], [ [ "7", "1" ], [ "10", "0" ], [ "8", "0" ], [ "7", "0" ], [ "6", "0" ], [ "11", "1" ], [ "4", "1" ], [ "6", "1" ], [ "4", "1" ], [ "7", "0" ], [ "3", "0" ], [ "11", "1" ], [ "5", "0" ], [ "10", "0" ], [ "12", "0" ], [ "16", "1" ], [ "11", "1" ], [ "7", "0" ], [ "3", "0" ], [ "10", "0" ], [ "11", "1" ], [ "13", "0" ], [ "16", "0" ], [ "8", "0" ], [ "9", "0" ], [ "6", "0" ], [ "7", "0" ], [ "0", "0" ], [ "13", "1" ], [ "13", "0" ], [ "15", "0" ], [ "8", "0" ], [ "9", "0" ], [ "11", "0" ], [ "9", "0" ], [ "15", "0" ], [ "8", "0" ], [ "13", "0" ], [ "7", "0" ], [ "4", "0" ], [ "6", "0" ], [ "9", "0" ], [ "7", "0" ], [ "8", "0" ], [ "18", "1" ], [ "17", "0" ], [ "1", "0" ], [ "3", "0" ], [ "14", "0" ], [ "17", "0" ], [ "8", "0" ], [ "4", "0" ], [ "8", "0" ], [ "13", "0" ], [ "14", "0" ], [ "17", "0" ], [ "5", "2" ], [ "17", "0" ], [ "20", "0" ], [ "10", "0" ], [ "1", "0" ], [ "9", "0" ], [ "3", "0" ], [ "13", "0" ], [ "8", "0" ], [ "6", "0" ], [ "1", "0" ], [ "17", "0" ], [ "9", "0" ], [ "4", "0" ], [ "16", "0" ], [ "9", "0" ], [ "0", "0" ], [ "12", "1" ], [ "6", "1" ], [ "7", "1" ], [ "5", "0" ], [ "17", "0" ], [ "5", "0" ], [ "15", "0" ], [ "11", "0" ], [ "9", "0" ], [ "5", "0" ], [ "16", "0" ], [ "11", "0" ], [ "9", "0" ], [ "12", "0" ], [ "10", "1" ], [ "13", "0" ], [ "9", "0" ], [ "13", "0" ], [ "10", "1" ], [ "14", "0" ], [ "6", "0" ], [ "7", "0" ], [ "13", "0" ], [ "9", "1" ], [ "8", "0" ], [ "17", "0" ], [ "6", "0" ], [ "8", "0" ], [ "6", "0" ], [ "11", "0" ], [ "11", "0" ], [ "16", "0" ], [ "5", "1" ], [ "4", "0" ], [ "12", "0" ], [ "15", "0" ], [ "16", "0" ], [ "11", "0" ], [ "12", "0" ], [ "13", "0" ], [ "15", "0" ], [ "7", "0" ], [ "6", "0" ], [ "14", "0" ], [ "12", "1" ], [ "10", "1" ], [ "4", "0" ], [ "8", "0" ], [ "10", "0" ], [ "6", "2" ], [ "2", "0" ], [ "14", "0" ], [ "11", "0" ], [ "3", "0" ], [ "9", "0" ], [ "14", "0" ], [ "15", "0" ], [ "1", "0" ], [ "9", "0" ], [ "11", "0" ], [ "8", "0" ], [ "5", "0" ], [ "1", "0" ], [ "11", "0" ], [ "8", "0" ], [ "10", "0" ], [ "0", "0" ], [ "7", "0" ], [ "10", "0" ], [ "9", "0" ], [ "14", "0" ], [ "7", "0" ], [ "15", "1" ], [ "7", "0" ], [ "5", "0" ], [ "4", "1" ], [ "14", "0" ], [ "13", "0" ], [ "7", "0" ], [ "2", "1" ], [ "10", "0" ], [ "6", "0" ], [ "14", "0" ], [ "14", "0" ], [ "11", "0" ], [ "14", "0" ], [ "1", "0" ], [ "2", "1" ], [ "15", "0" ], [ "11", "0" ], [ "16", "0" ], [ "11", "0" ], [ "2", "0" ], [ "0", "0" ], [ "8", "1" ], [ "14", "0" ], [ "6", "0" ], [ "10", "0" ], [ "1", "0" ], [ "8", "0" ], [ "2", "0" ], [ "7", "0" ], [ "12", "0" ], [ "9", "1" ], [ "7", "1" ], [ "16", "2" ], [ "10", "0" ], [ "16", "0" ], [ "8", "0" ], [ "6", "0" ], [ "4", "0" ], [ "16", "1" ], [ "11", "0" ], [ "8", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "5", "0" ], [ "12", "0" ], [ "0", "0" ], [ "2", "0" ], [ "0", "0" ], [ "1", "0" ], [ "4", "0" ], [ "2", "0" ], [ "8", "0" ], [ "15", "0" ], [ "5", "0" ], [ "8", "0" ], [ "9", "0" ], [ "10", "0" ], [ "6", "0" ], [ "2", "0" ], [ "12", "0" ], [ "7", "0" ], [ "10", "0" ], [ "12", "0" ], [ "0", "0" ], [ "4", "0" ], [ "0", "0" ], [ "7", "0" ], [ "2", "0" ], [ "0", "0" ], [ "16", "0" ], [ "8", "2" ], [ "5", "0" ], [ "3", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "11", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "0", "0" ], [ "3", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "3", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "3", "0" ], [ "0", "0" ], [ "0", "0" ], [ "4", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "2", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ] ] ] }, { "name": "Var195", "index": "78", "type": "nominal", "distinct": "15", "missing": "0", "distr": [ [ "taul", "LfvqpCtLOY", "ev6I", "CiJDdr4TQ0rGERIS", "ArtjQZmIvr94p", "CuXi4je", "I9xt3GBDKUbd8", "hiMqnEM7VgIk4JUu", "TnJpfvsJgF", "b_3Q", "ArtjQZ8ftr3NB", "I9xt3GMcxUnBZ", "I9xt3GDRhUK7p", "F1JQrEL", "bsZtYxFjzA", "lSbpiq1", "ZZBPiZh", "ArtjQZQO1r9fC", "XMIgoIlPqx", "BNjsq81k1tWAYigY", "I9xt3Gi01UK7p", "CiJsoa4TQ0rGHlMp", "V10_0kx3ZF2we" ], [ [ "1888", "35" ], [ "23", "1" ], [ "9", "0" ], [ "24", "0" ], [ "1", "0" ], [ "7", "0" ], [ "2", "0" ], [ "1", "0" ], [ "1", "0" ], [ "1", "0" ], [ "1", "0" ], [ "1", "0" ], [ "3", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ] ] ] }, { "name": "Var196", "index": "79", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "1K8T", "z3mO", "mKeq", "JA1C" ], [ [ "1947", "36" ], [ "16", "0" ], [ "1", "0" ], [ "0", "0" ] ] ] }, { "name": "Var200", "index": "80", "type": "nominal", "distinct": "956", "missing": "1026", "distr": [] }, { "name": "Var202", "index": "81", "type": "nominal", "distinct": "1461", "missing": "0", "distr": [] }, { "name": "Var212", "index": "82", "type": "nominal", "distinct": "51", "missing": "0", "distr": [ [ "XfqtO3UdzaXh_", "NhsEn4L", "UbxQ8lZ", "3vzwTT0wY25GE", "9pUnzWLbztKTo", "h0lfDKh52u4GP", "4kVnq_T26xq1p", "TVE1uh4F_wOi_", "QsQAxv5", "CrNX", "oOT00mkwDoEFW", "FMSzZ91zL2", "JBfYVit4g8", "_5OXC8MSLt", "E1aAZ0x7vd", "WsRVNrF85oPU_", "Ie_5MZs", "leSl", "fSKKIQdIPDXgw", "MeOIHRG3F9", "fnfcPDe", "nlbpV6E", "a3CcPDe", "NjlyLMM", "dGiN9qj1jEYX9", "9fipLB8rlL", "iwn6", "I6KzrtUCei", "TW8UhnX", "cOJGGr4F_wga1", "PWD40mS", "4ylQpLr46xum2hHQ", "1YxyYTLbzthWO", "6Ajbx58", "5u2Bxlj9ua90kqrA", "0ufvj1SlEJJXp", "hFuvTXnQzBljb", "BuhypZs", "p894hgt7Gk", "_T5zedXV8FSBw", "DmYOBF5GfjJxb", "lCToAAt", "IZwBHOJhfS", "H4p93_uThXwSG", "PPVb2lXAf4", "nHF0", "ZtujLmj9uJdIkLfg", "Yp0FSqmQ6uX0MidJVtxn3DSSj", "dznt9poYpmHt7", "L_dnxNc", "tbewxY_YSo", "5gZdPPT4kHWmT", "62ZfA6x0SiWOX", "uOTgAWJ2It", "6z7lZp6XhQkon", "tDGH", "Fhxn23u", "zD9lk3UmVL", "N7XB", "awipkRF", "cntt3uu", "cVJeATK39j43p", "nTbNAHh", "3DU5ycSrJHCaC", "5XaTqEY67u", "PKGlZN_", "tw2KJMQ4CHDUN7hS", "pY3B3JjkfO", "hnKSaiU4aMrDj", "ZFq7s6OYdbq4pDsQ", "NH4Nhxj", "pApW", "eHM2Qp6", "pR1cMtV", "EtT4fc6", "spA2krzLD1PDW", "5xJyDxzwv_pdK", "Bu_1wtkK7soonSbWUd_", "TSWAwYe", "zz1zifk", "1OjWUjS" ], [ [ "250", "1" ], [ "1129", "30" ], [ "26", "0" ], [ "0", "0" ], [ "30", "1" ], [ "28", "0" ], [ "45", "0" ], [ "5", "0" ], [ "15", "0" ], [ "105", "1" ], [ "4", "0" ], [ "57", "1" ], [ "21", "0" ], [ "26", "0" ], [ "14", "0" ], [ "15", "0" ], [ "59", "0" ], [ "17", "0" ], [ "6", "0" ], [ "10", "0" ], [ "7", "0" ], [ "2", "0" ], [ "3", "0" ], [ "2", "0" ], [ "0", "0" ], [ "13", "0" ], [ "3", "0" ], [ "3", "0" ], [ "8", "0" ], [ "4", "0" ], [ "10", "0" ], [ "4", "0" ], [ "6", "0" ], [ "0", "0" ], [ "4", "1" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "4", "1" ], [ "0", "0" ], [ "1", "0" ], [ "7", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "1", "0" ], [ "2", "0" ], [ "3", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "3", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ] ] ] }, { "name": "Var216", "index": "83", "type": "nominal", "distinct": "413", "missing": "0", "distr": [] }, { "name": "Var217", "index": "84", "type": "nominal", "distinct": "1526", "missing": "24", "distr": [] }, { "name": "Var218", "index": "85", "type": "nominal", "distinct": "2", "missing": "24", "distr": [ [ "cJvF", "UYBR" ], [ [ "989", "5" ], [ "952", "30" ] ] ] }, { "name": "Var220", "index": "86", "type": "nominal", "distinct": "927", "missing": "0", "distr": [] }, { "name": "Var221", "index": "87", "type": "nominal", "distinct": "7", "missing": "0", "distr": [ [ "oslk", "Al6ZaUT", "zCkv", "QKW8DRm", "d0EEeJi", "z4pH", "JIiEFBU" ], [ [ "1432", "31" ], [ "71", "1" ], [ "264", "2" ], [ "76", "0" ], [ "106", "1" ], [ "8", "0" ], [ "7", "1" ] ] ] }, { "name": "Var223", "index": "88", "type": "nominal", "distinct": "4", "missing": "186", "distr": [ [ "jySVZNlOJy", "LM8l689qOp", "M_8D", "bCPvVye" ], [ [ "228", "4" ], [ "1474", "26" ], [ "72", "2" ], [ "8", "0" ] ] ] }, { "name": "Var224", "index": "89", "type": "nominal", "distinct": "1", "missing": "1969", "distr": [ [ "4n2X" ], [ [ "31", "0" ] ] ] }, { "name": "Var225", "index": "90", "type": "nominal", "distinct": "3", "missing": "1056", "distr": [ [ "kG3k", "xG3x", "ELof" ], [ [ "391", "9" ], [ "79", "1" ], [ "462", "2" ] ] ] }, { "name": "Var227", "index": "91", "type": "nominal", "distinct": "6", "missing": "0", "distr": [ [ "RAYp", "02N6s8f", "6fzt", "ZI9m", "nIGXDli", "vJ_w8kB", "nIGjgSB" ], [ [ "1361", "31" ], [ "94", "1" ], [ "137", "2" ], [ "264", "1" ], [ "77", "1" ], [ "31", "0" ], [ "0", "0" ] ] ] }, { "name": "Var229", "index": "92", "type": "nominal", "distinct": "4", "missing": "1138", "distr": [ [ "am7c", "mj86", "oJmt", "sk2h" ], [ [ "452", "5" ], [ "394", "5" ], [ "3", "0" ], [ "3", "0" ] ] ] } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }