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Porto_Seguro_Safe_Driver_Prediction_2nd_Place_Lightgbm_Solution

Porto_Seguro_Safe_Driver_Prediction_2nd_Place_Lightgbm_Solution

active ARFF Public Domain (CC0) Visibility: public Uploaded 05-12-2021 by Lau Sze Yui
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2nd Place Lightgbm Solution of Kaggle Porto Seguro’s Safe Driver Prediction

224 features

target (target)numeric2 unique values
0 missing
ps_ind_01numeric8 unique values
0 missing
ps_ind_03numeric12 unique values
0 missing
ps_ind_06_binnumeric2 unique values
0 missing
ps_ind_07_binnumeric2 unique values
0 missing
ps_ind_08_binnumeric2 unique values
0 missing
ps_ind_09_binnumeric2 unique values
0 missing
ps_ind_10_binnumeric2 unique values
0 missing
ps_ind_11_binnumeric2 unique values
0 missing
ps_ind_12_binnumeric2 unique values
0 missing
ps_ind_13_binnumeric2 unique values
0 missing
ps_ind_14numeric5 unique values
0 missing
ps_ind_15numeric14 unique values
0 missing
ps_ind_16_binnumeric2 unique values
0 missing
ps_ind_17_binnumeric2 unique values
0 missing
ps_ind_18_binnumeric2 unique values
0 missing
ps_reg_01numeric10 unique values
0 missing
ps_reg_02numeric19 unique values
0 missing
ps_reg_03numeric5013 unique values
0 missing
ps_car_11numeric5 unique values
0 missing
ps_car_12numeric184 unique values
0 missing
ps_car_13numeric69456 unique values
0 missing
ps_car_14numeric850 unique values
0 missing
ps_car_15numeric15 unique values
0 missing
missingnumeric8 unique values
0 missing
ps_ind_02_cat_countnumeric5 unique values
0 missing
ps_ind_04_cat_countnumeric3 unique values
0 missing
ps_ind_05_cat_countnumeric8 unique values
0 missing
ps_car_01_cat_countnumeric13 unique values
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ps_car_02_cat_countnumeric3 unique values
0 missing
ps_car_03_cat_countnumeric3 unique values
0 missing
ps_car_04_cat_countnumeric10 unique values
0 missing
ps_car_05_cat_countnumeric3 unique values
0 missing
ps_car_06_cat_countnumeric18 unique values
0 missing
ps_car_07_cat_countnumeric3 unique values
0 missing
ps_car_08_cat_countnumeric2 unique values
0 missing
ps_car_09_cat_countnumeric6 unique values
0 missing
ps_car_10_cat_countnumeric3 unique values
0 missing
ps_car_11_cat_countnumeric102 unique values
0 missing
new_ind_countnumeric643 unique values
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Cat_0numeric2 unique values
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Cat_1numeric2 unique values
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Cat_2numeric2 unique values
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Cat_3numeric2 unique values
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Cat_4numeric2 unique values
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Cat_5numeric2 unique values
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Cat_6numeric2 unique values
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Cat_7numeric2 unique values
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Cat_8numeric2 unique values
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Cat_9numeric2 unique values
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Cat_10numeric2 unique values
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Cat_11numeric2 unique values
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Cat_12numeric2 unique values
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Cat_13numeric2 unique values
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Cat_14numeric2 unique values
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Cat_15numeric2 unique values
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Cat_16numeric2 unique values
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Cat_17numeric2 unique values
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Cat_18numeric2 unique values
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Cat_19numeric2 unique values
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Cat_20numeric2 unique values
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Cat_21numeric2 unique values
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Cat_22numeric2 unique values
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Cat_23numeric2 unique values
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Cat_24numeric2 unique values
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Cat_25numeric2 unique values
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Cat_26numeric2 unique values
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Cat_27numeric2 unique values
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Cat_28numeric2 unique values
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Cat_29numeric2 unique values
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Cat_30numeric2 unique values
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Cat_31numeric2 unique values
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Cat_32numeric2 unique values
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Cat_33numeric2 unique values
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Cat_34numeric2 unique values
0 missing
Cat_35numeric2 unique values
0 missing
Cat_36numeric2 unique values
0 missing
Cat_37numeric2 unique values
0 missing
Cat_38numeric2 unique values
0 missing
Cat_39numeric2 unique values
0 missing
Cat_40numeric2 unique values
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Cat_41numeric2 unique values
0 missing
Cat_42numeric2 unique values
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Cat_43numeric2 unique values
0 missing
Cat_44numeric2 unique values
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Cat_45numeric2 unique values
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Cat_46numeric2 unique values
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Cat_47numeric2 unique values
0 missing
Cat_48numeric2 unique values
0 missing
Cat_49numeric2 unique values
0 missing
Cat_50numeric2 unique values
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Cat_51numeric2 unique values
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Cat_52numeric2 unique values
0 missing
Cat_53numeric2 unique values
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Cat_54numeric2 unique values
0 missing
Cat_55numeric2 unique values
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Cat_56numeric2 unique values
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Cat_57numeric2 unique values
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Cat_58numeric2 unique values
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Cat_59numeric2 unique values
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Cat_60numeric2 unique values
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Cat_61numeric2 unique values
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Cat_62numeric2 unique values
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Cat_63numeric2 unique values
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Cat_64numeric2 unique values
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Cat_65numeric2 unique values
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Cat_66numeric2 unique values
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Cat_67numeric2 unique values
0 missing
Cat_68numeric2 unique values
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Cat_69numeric2 unique values
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Cat_70numeric2 unique values
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Cat_71numeric2 unique values
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Cat_72numeric2 unique values
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Cat_73numeric2 unique values
0 missing
Cat_74numeric2 unique values
0 missing
Cat_75numeric2 unique values
0 missing
Cat_76numeric2 unique values
0 missing
Cat_77numeric2 unique values
0 missing
Cat_78numeric2 unique values
0 missing
Cat_79numeric2 unique values
0 missing
Cat_80numeric2 unique values
0 missing
Cat_81numeric2 unique values
0 missing
Cat_82numeric2 unique values
0 missing
Cat_83numeric2 unique values
0 missing
Cat_84numeric2 unique values
0 missing
Cat_85numeric2 unique values
0 missing
Cat_86numeric2 unique values
0 missing
Cat_87numeric2 unique values
0 missing
Cat_88numeric2 unique values
0 missing
Cat_89numeric2 unique values
0 missing
Cat_90numeric2 unique values
0 missing
Cat_91numeric2 unique values
0 missing
Cat_92numeric2 unique values
0 missing
Cat_93numeric2 unique values
0 missing
Cat_94numeric2 unique values
0 missing
Cat_95numeric2 unique values
0 missing
Cat_96numeric2 unique values
0 missing
Cat_97numeric2 unique values
0 missing
Cat_98numeric2 unique values
0 missing
Cat_99numeric2 unique values
0 missing
Cat_100numeric2 unique values
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Cat_101numeric2 unique values
0 missing
Cat_102numeric2 unique values
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Cat_103numeric2 unique values
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Cat_104numeric2 unique values
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Cat_105numeric2 unique values
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Cat_106numeric2 unique values
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Cat_107numeric2 unique values
0 missing
Cat_108numeric2 unique values
0 missing
Cat_109numeric2 unique values
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Cat_110numeric2 unique values
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Cat_111numeric2 unique values
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Cat_112numeric2 unique values
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Cat_113numeric2 unique values
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Cat_114numeric2 unique values
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Cat_115numeric2 unique values
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Cat_116numeric2 unique values
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Cat_117numeric2 unique values
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Cat_118numeric2 unique values
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Cat_119numeric2 unique values
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Cat_120numeric2 unique values
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Cat_121numeric2 unique values
0 missing
Cat_122numeric2 unique values
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Cat_123numeric2 unique values
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Cat_124numeric2 unique values
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Cat_125numeric2 unique values
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Cat_126numeric2 unique values
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Cat_127numeric2 unique values
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Cat_128numeric2 unique values
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Cat_129numeric2 unique values
0 missing
Cat_130numeric2 unique values
0 missing
Cat_131numeric2 unique values
0 missing
Cat_132numeric2 unique values
0 missing
Cat_133numeric2 unique values
0 missing
Cat_134numeric2 unique values
0 missing
Cat_135numeric2 unique values
0 missing
Cat_136numeric2 unique values
0 missing
Cat_137numeric2 unique values
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Cat_138numeric2 unique values
0 missing
Cat_139numeric2 unique values
0 missing
Cat_140numeric2 unique values
0 missing
Cat_141numeric2 unique values
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Cat_142numeric2 unique values
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Cat_143numeric2 unique values
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Cat_144numeric2 unique values
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Cat_145numeric2 unique values
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Cat_146numeric2 unique values
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Cat_147numeric2 unique values
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Cat_148numeric2 unique values
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Cat_149numeric2 unique values
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Cat_150numeric2 unique values
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Cat_151numeric2 unique values
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Cat_152numeric2 unique values
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Cat_153numeric2 unique values
0 missing
Cat_154numeric2 unique values
0 missing
Cat_155numeric2 unique values
0 missing
Cat_156numeric2 unique values
0 missing
Cat_157numeric2 unique values
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Cat_158numeric2 unique values
0 missing
Cat_159numeric2 unique values
0 missing
Cat_160numeric2 unique values
0 missing
Cat_161numeric2 unique values
0 missing
Cat_162numeric2 unique values
0 missing
Cat_163numeric2 unique values
0 missing
Cat_164numeric2 unique values
0 missing
Cat_165numeric2 unique values
0 missing
Cat_166numeric2 unique values
0 missing
Cat_167numeric2 unique values
0 missing
Cat_168numeric2 unique values
0 missing
Cat_169numeric2 unique values
0 missing
Cat_170numeric2 unique values
0 missing
Cat_171numeric2 unique values
0 missing
Cat_172numeric2 unique values
0 missing
Cat_173numeric2 unique values
0 missing
Cat_174numeric2 unique values
0 missing
Cat_175numeric2 unique values
0 missing
Cat_176numeric2 unique values
0 missing
Cat_177numeric2 unique values
0 missing
Cat_178numeric2 unique values
0 missing
Cat_179numeric2 unique values
0 missing
Cat_180numeric2 unique values
0 missing
Cat_181numeric2 unique values
0 missing
Cat_182numeric2 unique values
0 missing
Cat_183numeric2 unique values
0 missing
Show first 100 features

19 properties

NumberOfInstances
595212
Number of instances (rows) of the dataset.
NumberOfFeatures
224
Number of attributes (columns) of the dataset.
NumberOfClasses
0
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
224
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
100
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
AutoCorrelation
0.93
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Show all 19 properties

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