{ "data_id": "44475", "name": "KDDCup09_appetency_seed_2_nrows_2000_nclasses_10_ncols_100_stratify_True", "exact_name": "KDDCup09_appetency_seed_2_nrows_2000_nclasses_10_ncols_100_stratify_True", "version": 1, "version_label": "94982318-802b-478a-a365-c56b902168ac", "description": "Subsampling of the dataset KDDCup09_appetency (1111) with\n\nseed=2\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 18:21:39", "update_comment": null, "last_update": "2022-11-17 18:21:39", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/api.openml.org\/data\/download\/22111237\/dataset", "default_target_attribute": "APPETENCY", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "KDDCup09_appetency_seed_2_nrows_2000_nclasses_10_ncols_100_stratify_True", "Subsampling of the dataset KDDCup09_appetency (1111) with seed=2 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": 92, "NumberOfClasses": 2, "NumberOfMissingValues": 121455, "NumberOfInstancesWithMissingValues": 2000, "NumberOfNumericFeatures": 79, "NumberOfSymbolicFeatures": 13, "PercentageOfBinaryFeatures": 2.1739130434782608, "PercentageOfInstancesWithMissingValues": 100, "PercentageOfMissingValues": 66.00815217391305, "AutoCorrelation": 0.9639819909954978, "PercentageOfNumericFeatures": 85.86956521739131, "Dimensionality": 0.046, "PercentageOfSymbolicFeatures": 14.130434782608695, "MajorityClassPercentage": 98.2, "MajorityClassSize": 1964, "MinorityClassPercentage": 1.7999999999999998, "MinorityClassSize": 36, "NumberOfBinaryFeatures": 2 }, "tags": [ { "uploader": "38960", "tag": "Machine Learning" }, { "uploader": "38960", "tag": "Mathematics" } ], "features": [ { "name": "APPETENCY", "index": "91", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "-1", "1" ], [ [ "1964", "0" ], [ "0", "36" ] ] ] }, { "name": "Var7", "index": "0", "type": "numeric", "distinct": "6", "missing": "234", "min": "0", "max": "35", "mean": "7", "stdev": "6" }, { "name": "Var9", "index": "1", "type": "numeric", "distinct": "18", "missing": "1968", "min": "0", "max": "122", "mean": "23", "stdev": "32" }, { "name": "Var13", "index": "2", "type": "numeric", "distinct": "626", "missing": "234", "min": "0", "max": "97364", "mean": "1207", "stdev": "3387" }, { "name": "Var17", "index": "3", "type": "numeric", "distinct": "10", "missing": "1934", "min": "0", "max": "70", "mean": "8", "stdev": "15" }, { "name": "Var21", "index": "4", "type": "numeric", "distinct": "211", "missing": "228", "min": "0", "max": "5328", "mean": "222", "stdev": "363" }, { "name": "Var22", "index": "5", "type": "numeric", "distinct": "211", "missing": "206", "min": "0", "max": "6660", "mean": "275", "stdev": "452" }, { "name": "Var23", "index": "6", "type": "numeric", "distinct": "7", "missing": "1939", "min": "0", "max": "30", "mean": "4", "stdev": "7" }, { "name": "Var24", "index": "7", "type": "numeric", "distinct": "31", "missing": "299", "min": "0", "max": "312", "mean": "4", "stdev": "11" }, { "name": "Var28", "index": "8", "type": "numeric", "distinct": "500", "missing": "206", "min": "0", "max": "1056", "mean": "225", "stdev": "94" }, { "name": "Var35", "index": "9", "type": "numeric", "distinct": "8", "missing": "206", "min": "0", "max": "40", "mean": "1", "stdev": "3" }, { "name": "Var36", "index": "10", "type": "numeric", "distinct": "21", "missing": "1953", "min": "0", "max": "1206624", "mean": "219869", "stdev": "324968" }, { "name": "Var40", "index": "11", "type": "numeric", "distinct": "8", "missing": "1953", "min": "0", "max": "168", "mean": "14", "stdev": "28" }, { "name": "Var41", "index": "12", "type": "numeric", "distinct": "8", "missing": "1968", "min": "0", "max": "70", "mean": "11", "stdev": "16" }, { "name": "Var45", "index": "13", "type": "numeric", "distinct": "11", "missing": "1989", "min": "22", "max": "23822", "mean": "7183", "stdev": "7196" }, { "name": "Var47", "index": "14", "type": "numeric", "distinct": "3", "missing": "1968", "min": "0", "max": "24", "mean": "1", "stdev": "4" }, { "name": "Var49", "index": "15", "type": "numeric", "distinct": "1", "missing": "1953", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Var56", "index": "16", "type": "numeric", "distinct": "9", "missing": "1977", "min": "0", "max": "432000", "mean": "64262", "stdev": "125791" }, { "name": "Var57", "index": "17", "type": "numeric", "distinct": "1939", "missing": "0", "min": "0", "max": "7", "mean": "3", "stdev": "2" }, { "name": "Var58", "index": "18", "type": "numeric", "distinct": "10", "missing": "1968", "min": "0", "max": "3982960", "mean": "213211", "stdev": "735928" }, { "name": "Var59", "index": "19", "type": "numeric", "distinct": "23", "missing": "1966", "min": "0", "max": "1077705", "mean": "255665", "stdev": "307323" }, { "name": "Var60", "index": "20", "type": "numeric", "distinct": "9", "missing": "1939", "min": "0", "max": "57", "mean": "5", "stdev": "10" }, { "name": "Var62", "index": "21", "type": "numeric", "distinct": "3", "missing": "1980", "min": "0", "max": "45", "mean": "4", "stdev": "10" }, { "name": "Var64", "index": "22", "type": "numeric", "distinct": "8", "missing": "1992", "min": "5301", "max": "43448", "mean": "22272", "stdev": "15808" }, { "name": "Var66", "index": "23", "type": "numeric", "distinct": "18", "missing": "1968", "min": "0", "max": "244", "mean": "46", "stdev": "63" }, { "name": "Var68", "index": "24", "type": "numeric", "distinct": "18", "missing": "1953", "min": "0", "max": "3045", "mean": "160", "stdev": "481" }, { "name": "Var76", "index": "25", "type": "numeric", "distinct": "1286", "missing": "206", "min": "0", "max": "19353600", "mean": "1477022", "stdev": "1768493" }, { "name": "Var83", "index": "26", "type": "numeric", "distinct": "40", "missing": "206", "min": "0", "max": "1165", "mean": "18", "stdev": "45" }, { "name": "Var85", "index": "27", "type": "numeric", "distinct": "49", "missing": "206", "min": "0", "max": "222", "mean": "8", "stdev": "16" }, { "name": "Var86", "index": "28", "type": "numeric", "distinct": "17", "missing": "1968", "min": "0", "max": "2232600", "mean": "297293", "stdev": "594171" }, { "name": "Var87", "index": "29", "type": "numeric", "distinct": "3", "missing": "1968", "min": "0", "max": "14", "mean": "7", "stdev": "5" }, { "name": "Var89", "index": "30", "type": "numeric", "distinct": "3", "missing": "1977", "min": "0", "max": "12", "mean": "3", "stdev": "4" }, { "name": "Var91", "index": "31", "type": "numeric", "distinct": "21", "missing": "1955", "min": "0", "max": "308", "mean": "55", "stdev": "69" }, { "name": "Var92", "index": "32", "type": "numeric", "distinct": "3", "missing": "1997", "min": "109179", "max": "653674", "mean": "399203", "stdev": "273983" }, { "name": "Var93", "index": "33", "type": "numeric", "distinct": "2", "missing": "1939", "min": "2", "max": "4", "mean": "2", "stdev": "0" }, { "name": "Var94", "index": "34", "type": "numeric", "distinct": "1064", "missing": "890", "min": "0", "max": "3256830", "mean": "104562", "stdev": "193649" }, { "name": "Var97", "index": "35", "type": "numeric", "distinct": "3", "missing": "1939", "min": "0", "max": "12", "mean": "1", "stdev": "2" }, { "name": "Var98", "index": "36", "type": "numeric", "distinct": "6", "missing": "1980", "min": "0", "max": "163172", "mean": "12868", "stdev": "37230" }, { "name": "Var99", "index": "37", "type": "numeric", "distinct": "14", "missing": "1934", "min": "0", "max": "248", "mean": "24", "stdev": "44" }, { "name": "Var101", "index": "38", "type": "numeric", "distinct": "6", "missing": "1960", "min": "0", "max": "54", "mean": "10", "stdev": "13" }, { "name": "Var102", "index": "39", "type": "numeric", "distinct": "18", "missing": "1982", "min": "59", "max": "78813", "mean": "26546", "stdev": "24610" }, { "name": "Var103", "index": "40", "type": "numeric", "distinct": "14", "missing": "1939", "min": "0", "max": "112", "mean": "16", "stdev": "28" }, { "name": "Var104", "index": "41", "type": "numeric", "distinct": "15", "missing": "1966", "min": "0", "max": "1044", "mean": "113", "stdev": "217" }, { "name": "Var106", "index": "42", "type": "numeric", "distinct": "11", "missing": "1934", "min": "0", "max": "1587243", "mean": "57448", "stdev": "218247" }, { "name": "Var107", "index": "43", "type": "numeric", "distinct": "8", "missing": "1939", "min": "0", "max": "33", "mean": "4", "stdev": "7" }, { "name": "Var109", "index": "44", "type": "numeric", "distinct": "61", "missing": "299", "min": "0", "max": "2448", "mean": "59", "stdev": "114" }, { "name": "Var110", "index": "45", "type": "numeric", "distinct": "1", "missing": "1968", "min": "6", "max": "6", "mean": "6", "stdev": "0" }, { "name": "Var111", "index": "46", "type": "numeric", "distinct": "30", "missing": "1955", "min": "0", "max": "1281960", "mean": "239849", "stdev": "320522" }, { "name": "Var114", "index": "47", "type": "numeric", "distinct": "24", "missing": "1953", "min": "0", "max": "3289860", "mean": "667722", "stdev": "937174" }, { "name": "Var115", "index": "48", "type": "numeric", "distinct": "11", "missing": "1966", "min": "0", "max": "306", "mean": "42", "stdev": "69" }, { "name": "Var117", "index": "49", "type": "numeric", "distinct": "34", "missing": "1934", "min": "0", "max": "1715090", "mean": "150448", "stdev": "330831" }, { "name": "Var118", "index": "50", "type": "numeric", "distinct": "1", "missing": "1997", "min": "3", "max": "3", "mean": "3", "stdev": "0" }, { "name": "Var119", "index": "51", "type": "numeric", "distinct": "434", "missing": "228", "min": "0", "max": "37935", "mean": "870", "stdev": "1511" }, { "name": "Var121", "index": "52", "type": "numeric", "distinct": "8", "missing": "1968", "min": "0", "max": "64", "mean": "4", "stdev": "12" }, { "name": "Var122", "index": "53", "type": "numeric", "distinct": "2", "missing": "1953", "min": "0", "max": "6", "mean": "0", "stdev": "1" }, { "name": "Var123", "index": "54", "type": "numeric", "distinct": "69", "missing": "206", "min": "0", "max": "2328", "mean": "54", "stdev": "119" }, { "name": "Var128", "index": "55", "type": "numeric", "distinct": "25", "missing": "1948", "min": "0", "max": "385", "mean": "64", "stdev": "80" }, { "name": "Var129", "index": "56", "type": "numeric", "distinct": "9", "missing": "1968", "min": "0", "max": "38", "mean": "5", "stdev": "9" }, { "name": "Var130", "index": "57", "type": "numeric", "distinct": "2", "missing": "1953", "min": "0", "max": "3", "mean": "0", "stdev": "1" }, { "name": "Var131", "index": "58", "type": "numeric", "distinct": "5", "missing": "1968", "min": "0", "max": "318676000", "mean": "10784412", "stdev": "56286226" }, { "name": "Var132", "index": "59", "type": "numeric", "distinct": "12", "missing": "206", "min": "0", "max": "88", "mean": "3", "stdev": "9" }, { "name": "Var134", "index": "60", "type": "numeric", "distinct": "1439", "missing": "206", "min": "0", "max": "4838400", "mean": "443094", "stdev": "607352" }, { "name": "Var139", "index": "61", "type": "numeric", "distinct": "25", "missing": "1939", "min": "0", "max": "2560240", "mean": "166225", "stdev": "414855" }, { "name": "Var140", "index": "62", "type": "numeric", "distinct": "598", "missing": "234", "min": "0", "max": "33965", "mean": "1364", "stdev": "2995" }, { "name": "Var142", "index": "63", "type": "numeric", "distinct": "2", "missing": "1968", "min": "0", "max": "4", "mean": "1", "stdev": "1" }, { "name": "Var144", "index": "64", "type": "numeric", "distinct": "9", "missing": "228", "min": "0", "max": "72", "mean": "12", "stdev": "12" }, { "name": "Var151", "index": "65", "type": "numeric", "distinct": "5", "missing": "1969", "min": "0", "max": "40", "mean": "8", "stdev": "10" }, { "name": "Var153", "index": "66", "type": "numeric", "distinct": "1670", "missing": "206", "min": "0", "max": "13059080", "mean": "6198565", "stdev": "4382240" }, { "name": "Var156", "index": "67", "type": "numeric", "distinct": "18", "missing": "1968", "min": "0", "max": "427", "mean": "81", "stdev": "111" }, { "name": "Var157", "index": "68", "type": "numeric", "distinct": "14", "missing": "1955", "min": "0", "max": "144", "mean": "20", "stdev": "27" }, { "name": "Var159", "index": "69", "type": "numeric", "distinct": "6", "missing": "1953", "min": "0", "max": "54", "mean": "6", "stdev": "13" }, { "name": "Var160", "index": "70", "type": "numeric", "distinct": "119", "missing": "206", "min": "0", "max": "1024", "mean": "38", "stdev": "72" }, { "name": "Var161", "index": "71", "type": "numeric", "distinct": "4", "missing": "1934", "min": "0", "max": "27", "mean": "3", "stdev": "7" }, { "name": "Var163", "index": "72", "type": "numeric", "distinct": "1016", "missing": "206", "min": "0", "max": "7257600", "mean": "467160", "stdev": "731791" }, { "name": "Var164", "index": "73", "type": "numeric", "distinct": "5", "missing": "1934", "min": "0", "max": "12", "mean": "1", "stdev": "2" }, { "name": "Var165", "index": "74", "type": "numeric", "distinct": "9", "missing": "1960", "min": "0", "max": "1058162", "mean": "48414", "stdev": "176712" }, { "name": "Var172", "index": "75", "type": "numeric", "distinct": "7", "missing": "1939", "min": "0", "max": "105", "mean": "10", "stdev": "15" }, { "name": "Var180", "index": "76", "type": "numeric", "distinct": "21", "missing": "1968", "min": "0", "max": "13270670", "mean": "3004976", "stdev": "3886113" }, { "name": "Var183", "index": "77", "type": "numeric", "distinct": "18", "missing": "1953", "min": "0", "max": "582738", "mean": "93695", "stdev": "166857" }, { "name": "Var190", "index": "78", "type": "numeric", "distinct": "11", "missing": "1989", "min": "453", "max": "47933", "mean": "19298", "stdev": "16903" }, { "name": "Var191", "index": "79", "type": "nominal", "distinct": "1", "missing": "1948", "distr": [ [ "r__I" ], [ [ "46", "6" ] ] ] }, { "name": "Var193", "index": "80", "type": "nominal", "distinct": "32", "missing": "0", "distr": [ [ "RO12", "AERks4l", "2Knk1KF", "g62hiBSaKg", "onTuEhrJJQy_H3IHkZku5AFczhYGqxJ890", "rEUOq2QD1qfkRr6qpua", "LrdZy8QqgUfkVShG", "eSGpMwS8zSGgq_trOpckZ5", "LrdVolaSGUfkVeWC", "w9ygS99Qp_", "_7J0OGNN8s6gFzbM", "vuPfq6YcbX", "TW8dXluYzKpktZjuY8kSPBaZa", "ByQdnLRlFnny2k4AJzG", "e6CkoqApVR", "ues7INAmyjdS1vDd0YL9jU", "qqimvRzsp8ZZdKRPgzLg68joSn_k", "Fveq5yuDUj6drSMiZO3mXe", "NRCqczK", "snf9xe6PBwBZ8lKzhEz", "zPhCMhkz9XiOF7LgT9VfJZ3yI", "JXVE", "5QKIjwyXr4MCZTEp7uAkS8PtBLcn", "ND3t9Yro9U", "NMCEYavk0YOlqn2jHeEDjP0xsdXeAZGnZDN0NOfV", "bYmQ4nc", "X1rJx42ksaRn3qcM", "GpoBynXzkxADI7bZBtqvX2IPV5t7o2QCPE", "PomAbFU", "9U2tunPAje3TwfLLUQxzM3dC1ghn", "MJdP52puUMWhmExsNdlkGDbNTFln2Eg", "X2uI6IsGev", "msph93375qXRfw6hcMceRRIDdmHq8wn", "BrRu5UxtiQY9TTJ8ABKpfS", "iKEouAWeUBYR3fQ5tZmt_bDPIn6qT7tIGHs8L", "2wnefc9ISdLjfQoAYBI", "z3s4Ji522ZB1FauqOOqbkl", "OpDzzQJ", "hnq7pOcHWLojUTXc7HQutLwmffdy", "gGvYE2F8JHtPlbzkGbl", "yaM_UXtlxCFW5NHTcftwou7BmXcP9VITdHAto", "8kO9LslBGNXoLvWEuN6tPuN59TdYxfL9Sm6oU", "DH86UFkz9LK6My0ezUgZx96oI", "IlTgyyFksv4BT", "SrUWsbENd7prk", "J71wxZB6Jn0CR82XoyV", "KjAW4rq3iyvu8XwKkyQ2_svIATjM3B5", "T9RM7fDFhhZjjBFsk5zptG", "B2T7ZTgOX7xpBPBD28SLvVWgBkc13Sm0a3tk2", "wvnt2iBhAPeGqIKaFUxJc6ca3IYp", "QG5U1Qs9mF3805lxYz2cGPnrm" ], [ [ "1421", "31" ], [ "88", "0" ], [ "273", "3" ], [ "31", "0" ], [ "6", "0" ], [ "20", "1" ], [ "18", "0" ], [ "22", "0" ], [ "8", "1" ], [ "10", "0" ], [ "1", "0" ], [ "4", "0" ], [ "2", "0" ], [ "2", "0" ], [ "20", "0" ], [ "2", "0" ], [ "3", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "1", "0" ], [ "2", "0" ], [ "3", "0" ], [ "6", "0" ], [ "1", "0" ], [ "5", "0" ], [ "0", "0" ], [ "2", "0" ], [ "2", "0" ], [ "0", "0" ], [ "3", "0" ], [ "3", "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" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ] ] ] }, { "name": "Var197", "index": "81", "type": "nominal", "distinct": "152", "missing": "6", "distr": [ [ "lK27", "2Ix5", "ffXs", "ssAy", "uNkU", "EJC9", "Bxva", "0Xwj", "kNzO", "yMvB", "0aHy", "JLbT", "487l", "72yt", "wOc1", "4fje", "hAOr", "LFM_", "TyGl", "h3JW", "hM6W", "IvdZ", "GYbZ", "nCqp", "FgS1", "ZHNR", "QQSE", "F9g8", "FPxv", "7ALb", "vsvk", "kwI9", "wGW5", "uErj", "pGTb", "AKN1", "0Y9G", "YVv3", "7M9D", "dWQK", "PJLW", "NbV4", "PGNs", "vSNn", "z32l", "sbZD", "_8YK", "R4_H", "sKnY", "NSDI", "AHgj", "LloI", "7wJ6", "EzKK", "dTod", "G6s_", "AnrR", "TIPl", "Y2P0", "OTVu", "TLkP", "1TqK", "aD1X", "0LaQ", "pE9z", "yYar", "42Cy", "nQZ6", "19FS", "g6No", "ujBx", "KqYs", "PbOJ", "Xa_z", "c9jp", "xgSF", "SzjZ", "YFAj", "L80O", "NF63", "0kpG", "WkTj", "NHzE", "L_LK", "0YIT", "80HR", "ZSv9", "pdks", "P9et", "LZs_", "ChAX", "oXaB", "tzKK", "j1T2", "X9_k", "rXTS", "USOt", "OY2L", "LLPZ", "X94c", "IGdn", "12fX", "Wmd1", "_Clr", "YmZp", "W5sH", "Uk76", "dm89", "UkfA", "0WHw", "mAW3", "ZF5Q", "YPhp", "7gSz", "sj_R", "8qEx", "4JaS", "HR69", "tXti", "AkfA", "UpNf", "h4Dj", "VPX5", "_vzJ", "ZNsX", "EPHy", "hoa9", "j_M3", "5tHj", "qiF0", "pJUk", "D68y", "Cnh8", "Rn7z", "EWYi", "fhwd", "bkoB", "pw40", "IIni", "ekye", "MrXh", "Ulfj", "KXDt", "mtqM", "5IqI", "bhvQ", "3PdN", "Guv5", "jPJO", "FAjL", "AHrt", "Tw4q", "ZEGa", "plfw", "z8at", "d6Mq", "LXO4", "iJ4u", "zcPU", "PShj", "Ti2P", "tixA", "MeKL", "5B99", "jzYi", "nAmm", "94m7", "o2Vy", "ONrL", "R5iW", "EbEb", "sZmP", "RsSg", "gEzH", "2D6V", "1QqW", "tN0D", "aekr", "RnYz", "MoUp", "GtOw", "99vr", "CRc0", "yxYT", "Epqo", "sM2H", "URNM", "Fq5T", "8PU_", "i0GO", "QG1d", "I0gp", "S5pa", "2wit", "lVYx", "Wz5C", "z72i", "dLNY", "D_RP", "hSk9", "JD_f", "fNi1", "6syR", "IxTr", "E4OP", "OF8b", "sc0j", "FWqf", "DmpM", "YsYW", "hEfY", "ar2n", "kOrz", "sPdS", "pdeM", "y3E2", "AuRO", "CNAE", "vz_d", "KJW5", "Irwt", "YRnd", "d1OH", "wMoz", "0zDT" ], [ [ "162", "4" ], [ "26", "0" ], [ "6", "0" ], [ "72", "1" ], [ "8", "0" ], [ "18", "0" ], [ "6", "1" ], [ "155", "1" ], [ "26", "0" ], [ "17", "0" ], [ "2", "0" ], [ "108", "2" ], [ "144", "4" ], [ "9", "0" ], [ "19", "0" ], [ "26", "1" ], [ "17", "0" ], [ "15", "2" ], [ "150", "3" ], [ "5", "0" ], [ "10", "0" ], [ "8", "0" ], [ "6", "0" ], [ "1", "0" ], [ "17", "0" ], [ "6", "0" ], [ "14", "0" ], [ "8", "1" ], [ "11", "0" ], [ "25", "0" ], [ "12", "1" ], [ "13", "1" ], [ "17", "0" ], [ "8", "0" ], [ "22", "0" ], [ "10", "1" ], [ "16", "0" ], [ "8", "0" ], [ "17", "0" ], [ "7", "0" ], [ "10", "0" ], [ "5", "0" ], [ "25", "0" ], [ "12", "0" ], [ "41", "2" ], [ "3", "0" ], [ "6", "0" ], [ "17", "0" ], [ "4", "0" ], [ "0", "0" ], [ "9", "0" ], [ "18", "0" ], [ "10", "0" ], [ "5", "1" ], [ "11", "0" ], [ "4", "1" ], [ "20", "1" ], [ "2", "0" ], [ "4", "0" ], [ "14", "0" ], [ "9", "0" ], [ "6", "0" ], [ "12", "0" ], [ "6", "0" ], [ "10", "0" ], [ "6", "1" ], [ "9", "0" ], [ "4", "0" ], [ "0", "0" ], [ "5", "0" ], [ "9", "0" ], [ "4", "1" ], [ "18", "0" ], [ "8", "0" ], [ "5", "0" ], [ "22", "1" ], [ "8", "0" ], [ "12", "1" ], [ "5", "0" ], [ "3", "0" ], [ "3", "1" ], [ "10", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "14", "0" ], [ "4", "0" ], [ "6", "0" ], [ "3", "0" ], [ "10", "0" ], [ "8", "0" ], [ "4", "1" ], [ "14", "0" ], [ "7", "0" ], [ "3", "0" ], [ "2", "0" ], [ "8", "0" ], [ "4", "0" ], [ "2", "0" ], [ "8", "1" ], [ "3", "0" ], [ "0", "0" ], [ "7", "0" ], [ "3", "0" ], [ "5", "0" ], [ "2", "0" ], [ "10", "0" ], [ "2", "0" ], [ "0", "0" ], [ "12", "0" ], [ "6", "0" ], [ "1", "0" ], [ "10", "0" ], [ "25", "1" ], [ "7", "0" ], [ "5", "0" ], [ "4", "0" ], [ "0", "0" ], [ "14", "0" ], [ "12", "0" ], [ "12", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "11", "0" ], [ "7", "0" ], [ "6", "0" ], [ "3", "0" ], [ "0", "0" ], [ "2", "0" ], [ "4", "0" ], [ "3", "0" ], [ "5", "0" ], [ "3", "0" ], [ "0", "0" ], [ "3", "0" ], [ "0", "0" ], [ "1", "0" ], [ "3", "0" ], [ "2", "0" ], [ "0", "0" ], [ "0", "0" ], [ "2", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "5", "0" ], [ "4", "0" ], [ "0", "0" ], [ "0", "0" ], [ "4", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "4", "0" ], [ "2", "0" ], [ "0", "0" ], [ "1", "0" ], [ "2", "0" ], [ "0", "0" ], [ "2", "0" ], [ "3", "0" ], [ "0", "0" ], [ "1", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "2", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "1", "0" ], [ "0", "0" ], [ "2", "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" ], [ "0", "0" ], [ "1", "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" ] ] ] }, { "name": "Var198", "index": "82", "type": "nominal", "distinct": "973", "missing": "0", "distr": [] }, { "name": "Var202", "index": "83", "type": "nominal", "distinct": "1431", "missing": "0", "distr": [] }, { "name": "Var204", "index": "84", "type": "nominal", "distinct": "99", "missing": "0", "distr": [ [ "FbIm", "k13i", "MGOA", "YULl", "RVjC", "yrDU", "15m3", "Px52", "mTeA", "MBhA", "em8I", "rGJy", "0A_v", "4N0K", "1Bp0", "xQ2A", "AKLO", "LqKm", "m_h1", "e7QV", "TjV7", "TFSW", "cyKH", "F_Lu", "Ew1Q", "Gx0B", "KubS", "m7JR", "STGZ", "RcM7", "_xpN", "X8zP", "lXxA", "47ra", "Y9Bl", "z5Ry", "WGOH", "NFMt", "C6Eu", "wGwL", "VILw", "Nbbb", "C7DI", "000J", "Albh", "3NyY", "Bw19", "Zazx", "7WNq", "f4dr", "vm5R", "jdbz", "QBpP", "SkZj", "QMes", "YePk", "KfYH", "kJJ7", "vzJD", "qaiO", "H9GL", "xSqs", "Z5OU", "nr0d", "5euo", "Cgc3", "c2JP", "YGOC", "eQTr", "8BBI", "pQsY", "_r21", "4nnx", "iVbl", "t_4G", "VwCR", "6Kw9", "zfpA", "ZKJc", "H1uM", "6TCl", "YBFS", "7JiV", "EKFb", "gnEy", "DtNL", "jakt", "fTh6", "_48V", "rzbc", "7pVf", "DmlN", "EwzD", "ID5l", "DFSe", "iZJp", "vYXv", "WIr3", "_KXv", "bJXB" ], [ [ "21", "0" ], [ "60", "1" ], [ "20", "2" ], [ "31", "1" ], [ "74", "1" ], [ "18", "1" ], [ "48", "1" ], [ "36", "0" ], [ "29", "0" ], [ "40", "0" ], [ "12", "0" ], [ "48", "1" ], [ "22", "0" ], [ "33", "0" ], [ "16", "0" ], [ "41", "2" ], [ "14", "0" ], [ "32", "2" ], [ "56", "1" ], [ "42", "1" ], [ "28", "0" ], [ "14", "1" ], [ "10", "0" ], [ "18", "0" ], [ "6", "0" ], [ "10", "1" ], [ "15", "0" ], [ "5", "0" ], [ "41", "0" ], [ "36", "0" ], [ "30", "1" ], [ "26", "0" ], [ "7", "0" ], [ "14", "1" ], [ "37", "0" ], [ "35", "1" ], [ "17", "1" ], [ "7", "0" ], [ "25", "0" ], [ "19", "0" ], [ "2", "0" ], [ "14", "1" ], [ "16", "0" ], [ "29", "0" ], [ "19", "0" ], [ "4", "0" ], [ "12", "1" ], [ "7", "0" ], [ "39", "1" ], [ "11", "0" ], [ "46", "0" ], [ "18", "0" ], [ "27", "1" ], [ "41", "2" ], [ "5", "0" ], [ "11", "0" ], [ "14", "0" ], [ "24", "1" ], [ "39", "1" ], [ "20", "1" ], [ "12", "0" ], [ "24", "0" ], [ "17", "1" ], [ "12", "0" ], [ "4", "0" ], [ "8", "0" ], [ "23", "0" ], [ "18", "0" ], [ "10", "0" ], [ "12", "0" ], [ "5", "0" ], [ "12", "0" ], [ "4", "0" ], [ "12", "1" ], [ "33", "2" ], [ "10", "0" ], [ "11", "0" ], [ "13", "0" ], [ "8", "0" ], [ "14", "0" ], [ "15", "0" ], [ "7", "0" ], [ "0", "0" ], [ "7", "0" ], [ "15", "0" ], [ "36", "1" ], [ "6", "0" ], [ "15", "0" ], [ "13", "1" ], [ "12", "0" ], [ "7", "0" ], [ "5", "0" ], [ "13", "0" ], [ "14", "1" ], [ "10", "0" ], [ "10", "0" ], [ "8", "0" ], [ "7", "0" ], [ "4", "0" ], [ "7", "0" ] ] ] }, { "name": "Var211", "index": "85", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "L84s", "Mtgm" ], [ [ "1567", "20" ], [ "397", "16" ] ] ] }, { "name": "Var216", "index": "86", "type": "nominal", "distinct": "367", "missing": "0", "distr": [] }, { "name": "Var220", "index": "87", "type": "nominal", "distinct": "973", "missing": "0", "distr": [] }, { "name": "Var223", "index": "88", "type": "nominal", "distinct": "4", "missing": "211", "distr": [ [ "jySVZNlOJy", "LM8l689qOp", "M_8D", "bCPvVye" ], [ [ "223", "2" ], [ "1454", "25" ], [ "72", "2" ], [ "10", "1" ] ] ] }, { "name": "Var225", "index": "89", "type": "nominal", "distinct": "3", "missing": "1071", "distr": [ [ "kG3k", "xG3x", "ELof" ], [ [ "404", "5" ], [ "77", "2" ], [ "440", "1" ] ] ] }, { "name": "Var229", "index": "90", "type": "nominal", "distinct": "3", "missing": "1168", "distr": [ [ "am7c", "mj86", "oJmt", "sk2h" ], [ [ "441", "2" ], [ "383", "4" ], [ "2", "0" ], [ "0", "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 }