機器學習實驗（二）：kaggle保險索賠案例分析
阿新 • • 發佈：2019-01-24
********************train dataset******************** cat1 has 2 values. Unique values are :: ['A' 'B'] cat2 has 2 values. Unique values are :: ['B' 'A'] cat3 has 2 values. Unique values are :: ['A' 'B'] cat4 has 2 values. Unique values are :: ['B' 'A'] cat5 has 2 values. Unique values are :: ['A' 'B'] cat6 has 2 values. Unique values are :: ['A' 'B'] cat7 has 2 values. Unique values are :: ['A' 'B'] cat8 has 2 values. Unique values are :: ['A' 'B'] cat9 has 2 values. Unique values are :: ['B' 'A'] cat10 has 2 values. Unique values are :: ['A' 'B'] cat11 has 2 values. Unique values are :: ['B' 'A'] cat12 has 2 values. Unique values are :: ['A' 'B'] cat13 has 2 values. Unique values are :: ['A' 'B'] cat14 has 2 values. Unique values are :: ['A' 'B'] cat15 has 2 values. Unique values are :: ['A' 'B'] cat16 has 2 values. Unique values are :: ['A' 'B'] cat17 has 2 values. Unique values are :: ['A' 'B'] cat18 has 2 values. Unique values are :: ['A' 'B'] cat19 has 2 values. Unique values are :: ['A' 'B'] cat20 has 2 values. Unique values are :: ['A' 'B'] cat21 has 2 values. Unique values are :: ['A' 'B'] cat22 has 2 values. Unique values are :: ['A' 'B'] cat23 has 2 values. Unique values are :: ['B' 'A'] cat24 has 2 values. Unique values are :: ['A' 'B'] cat25 has 2 values. Unique values are :: ['A' 'B'] cat26 has 2 values. Unique values are :: ['A' 'B'] cat27 has 2 values. Unique values are :: ['A' 'B'] cat28 has 2 values. Unique values are :: ['A' 'B'] cat29 has 2 values. Unique values are :: ['A' 'B'] cat30 has 2 values. Unique values are :: ['A' 'B'] cat31 has 2 values. Unique values are :: ['A' 'B'] cat32 has 2 values. Unique values are :: ['A' 'B'] cat33 has 2 values. Unique values are :: ['A' 'B'] cat34 has 2 values. Unique values are :: ['A' 'B'] cat35 has 2 values. Unique values are :: ['A' 'B'] cat36 has 2 values. Unique values are :: ['A' 'B'] cat37 has 2 values. Unique values are :: ['A' 'B'] cat38 has 2 values. Unique values are :: ['A' 'B'] cat39 has 2 values. Unique values are :: ['A' 'B'] cat40 has 2 values. Unique values are :: ['A' 'B'] cat41 has 2 values. Unique values are :: ['A' 'B'] cat42 has 2 values. Unique values are :: ['A' 'B'] cat43 has 2 values. Unique values are :: ['A' 'B'] cat44 has 2 values. Unique values are :: ['A' 'B'] cat45 has 2 values. Unique values are :: ['A' 'B'] cat46 has 2 values. Unique values are :: ['A' 'B'] cat47 has 2 values. Unique values are :: ['A' 'B'] cat48 has 2 values. Unique values are :: ['A' 'B'] cat49 has 2 values. Unique values are :: ['A' 'B'] cat50 has 2 values. Unique values are :: ['A' 'B'] cat51 has 2 values. Unique values are :: ['A' 'B'] cat52 has 2 values. Unique values are :: ['A' 'B'] cat53 has 2 values. Unique values are :: ['A' 'B'] cat54 has 2 values. Unique values are :: ['A' 'B'] cat55 has 2 values. Unique values are :: ['A' 'B'] cat56 has 2 values. Unique values are :: ['A' 'B'] cat57 has 2 values. Unique values are :: ['A' 'B'] cat58 has 2 values. Unique values are :: ['A' 'B'] cat59 has 2 values. Unique values are :: ['A' 'B'] cat60 has 2 values. Unique values are :: ['A' 'B'] cat61 has 2 values. Unique values are :: ['A' 'B'] cat62 has 2 values. Unique values are :: ['A' 'B'] cat63 has 2 values. Unique values are :: ['A' 'B'] cat64 has 2 values. Unique values are :: ['A' 'B'] cat65 has 2 values. Unique values are :: ['A' 'B'] cat66 has 2 values. Unique values are :: ['A' 'B'] cat67 has 2 values. Unique values are :: ['A' 'B'] cat68 has 2 values. Unique values are :: ['A' 'B'] cat69 has 2 values. Unique values are :: ['A' 'B'] cat70 has 2 values. Unique values are :: ['A' 'B'] cat71 has 2 values. Unique values are :: ['A' 'B'] cat72 has 2 values. Unique values are :: ['A' 'B'] cat73 has 3 values. Unique values are :: ['A' 'B' 'C'] cat74 has 3 values. Unique values are :: ['A' 'B' 'C'] cat75 has 3 values. Unique values are :: ['B' 'A' 'C'] cat76 has 3 values. Unique values are :: ['A' 'C' 'B'] cat77 has 4 values. Unique values are :: ['D' 'C' 'B' 'A'] cat78 has 4 values. Unique values are :: ['B' 'A' 'C' 'D'] cat79 has 4 values. Unique values are :: ['B' 'D' 'A' 'C'] cat80 has 4 values. Unique values are :: ['D' 'B' 'A' 'C'] cat81 has 4 values. Unique values are :: ['D' 'B' 'A' 'C'] cat82 has 4 values. Unique values are :: ['B' 'A' 'D' 'C'] cat83 has 4 values. Unique values are :: ['D' 'B' 'A' 'C'] cat84 has 4 values. Unique values are :: ['C' 'A' 'D' 'B'] cat85 has 4 values. Unique values are :: ['B' 'A' 'C' 'D'] cat86 has 4 values. Unique values are :: ['D' 'B' 'C' 'A'] cat87 has 4 values. Unique values are :: ['B' 'C' 'D' 'A'] cat88 has 4 values. Unique values are :: ['A' 'D' 'E' 'B'] cat89 has 8 values. Unique values are :: ['A' 'B' 'C' 'E' 'D' 'H' 'I' 'G'] cat90 has 7 values. Unique values are :: ['A' 'B' 'C' 'D' 'F' 'E' 'G'] cat91 has 8 values. Unique values are :: ['A' 'B' 'G' 'C' 'D' 'E' 'F' 'H'] cat92 has 7 values. Unique values are :: ['A' 'H' 'B' 'C' 'D' 'I' 'F'] cat93 has 5 values. Unique values are :: ['D' 'C' 'A' 'B' 'E'] cat94 has 7 values. Unique values are :: ['B' 'D' 'C' 'A' 'F' 'E' 'G'] cat95 has 5 values. Unique values are :: ['C' 'D' 'E' 'A' 'B'] cat96 has 8 values. Unique values are :: ['E' 'D' 'G' 'B' 'F' 'A' 'I' 'C'] cat97 has 7 values. Unique values are :: ['A' 'E' 'C' 'G' 'D' 'F' 'B'] cat98 has 5 values. Unique values are :: ['C' 'D' 'A' 'E' 'B'] cat99 has 16 values. Unique values are :: ['T' 'D' 'P' 'S' 'R' 'K' 'E' 'F' 'N' 'J' 'C' 'M' 'H' 'G' 'I' 'O'] cat100 has 15 values. Unique values are :: ['B' 'L' 'I' 'F' 'J' 'H' 'C' 'M' 'A' 'G' 'O' 'N' 'K' 'D' 'E'] cat101 has 19 values. Unique values are :: ['G' 'F' 'O' 'D' 'J' 'A' 'C' 'Q' 'M' 'I' 'L' 'R' 'S' 'E' 'N' 'H' 'B' 'U' 'K'] cat102 has 9 values. Unique values are :: ['A' 'C' 'B' 'D' 'G' 'E' 'F' 'H' 'J'] cat103 has 13 values. Unique values are :: ['A' 'B' 'C' 'F' 'E' 'D' 'G' 'H' 'I' 'L' 'K' 'J' 'N'] cat104 has 17 values. Unique values are :: ['I' 'E' 'D' 'K' 'H' 'F' 'G' 'P' 'C' 'J' 'L' 'M' 'N' 'O' 'B' 'A' 'Q'] cat105 has 20 values. Unique values are :: ['E' 'F' 'H' 'G' 'I' 'D' 'J' 'K' 'M' 'C' 'A' 'L' 'N' 'P' 'T' 'Q' 'R' 'O' 'B' 'S'] cat106 has 17 values. Unique values are :: ['G' 'I' 'H' 'K' 'F' 'J' 'E' 'L' 'M' 'D' 'A' 'C' 'N' 'O' 'R' 'B' 'P'] cat107 has 20 values. Unique values are :: ['J' 'K' 'F' 'G' 'I' 'M' 'H' 'L' 'E' 'D' 'O' 'C' 'N' 'A' 'Q' 'P' 'U' 'B' 'R' 'S'] cat108 has 11 values. Unique values are :: ['G' 'K' 'A' 'B' 'D' 'I' 'F' 'H' 'E' 'C' 'J'] cat109 has 84 values. Unique values are :: ['BU' 'BI' 'AB' 'H' 'K' 'CD' 'BQ' 'M' 'G' 'BL' 'L' 'AL' 'N' 'CL' 'R' 'F' 'BJ' 'AR' 'AT' 'S' 'AS' 'BO' 'X' 'D' 'BM' 'I' 'BH' 'CI' 'CF' 'C' 'AM' 'U' 'BE' 'BR' 'CJ' 'AE' 'A' 'Q' 'AW' 'T' 'AJ' 'AH' 'BA' 'BV' 'CC' 'CA' 'BG' 'BB' 'O' 'BD' 'AV' 'AX' 'AQ' 'AA' 'AI' 'AU' 'BX' 'AP' 'CK' 'Y' 'CH' 'BS' 'AN' 'AO' 'BC' 'CE' 'E' 'BY' 'CB' 'BT' 'P' 'BK' 'AF' 'B' 'BF' 'CG' 'V' 'ZZ' 'AY' 'BP' 'BN' 'J' 'AG' 'AK'] cat110 has 131 values. Unique values are :: ['BC' 'CQ' 'DK' 'CS' 'C' 'EB' 'DW' 'AM' 'AI' 'EG' 'CL' 'BS' 'BT' 'CO' 'CM' 'EL' 'AY' 'W' 'EE' 'AC' 'DX' 'CI' 'DT' 'A' 'V' 'DM' 'EF' 'DL' 'DA' 'BP' 'DH' 'CF' 'N' 'T' 'CR' 'X' 'CH' 'EM' 'DC' 'AX' 'BG' 'CJ' 'EA' 'AD' 'U' 'AK' 'BX' 'AW' 'G' 'BA' 'L' 'AP' 'CG' 'R' 'DU' 'I' 'AR' 'O' 'DF' 'AT' 'E' 'AB' 'AU' 'DI' 'CN' 'CP' 'AL' 'ED' 'DJ' 'AO' 'CY' 'BE' 'BJ' 'D' 'AA' 'CK' 'CV' 'BK' 'BB' 'AE' 'BO' 'P' 'DO' 'CT' 'AJ' 'BR' 'Y' 'DR' 'BQ' 'BL' 'B' 'BW' 'H' 'DP' 'DG' 'AG' 'BN' 'J' 'CW' 'DV' 'Q' 'DY' 'EI' 'AV' 'DQ' 'BU' 'K' 'BF' 'BD' 'DS' 'DE' 'BM' 'BY' 'CD' 'BI' 'DD' 'DB' 'AH' 'CC' 'DN' 'CU' 'BV' 'CX' 'AN' 'EK' 'EJ' 'AS' 'AF' 'CB' 'EH' 'S'] cat111 has 16 values. Unique values are :: ['C' 'A' 'G' 'E' 'I' 'M' 'W' 'S' 'K' 'O' 'Q' 'U' 'F' 'B' 'Y' 'D'] cat112 has 51 values. Unique values are :: ['AS' 'AV' 'C' 'N' 'Y' 'J' 'AH' 'K' 'U' 'E' 'AK' 'AI' 'AE' 'A' 'L' 'F' 'AP' 'AD' 'AF' 'AL' 'AN' 'S' 'AW' 'I' 'AR' 'AX' 'AU' 'AQ' 'O' 'AO' 'R' 'H' 'G' 'AC' 'AT' 'AG' 'X' 'AA' 'Q' 'AY' 'D' 'BA' 'P' 'B' 'AM' 'M' 'T' 'W' 'V' 'AB' 'AJ'] cat113 has 61 values. Unique values are :: ['S' 'BM' 'AF' 'AE' 'Y' 'AX' 'H' 'K' 'L' 'A' 'J' 'AK' 'N' 'M' 'AJ' 'AT' 'F' 'BC' 'AY' 'AD' 'BG' 'BO' 'AS' 'BD' 'AN' 'I' 'BF' 'BK' 'AW' 'AG' 'BJ' 'AO' 'Q' 'AM' 'X' 'AU' 'BN' 'BH' 'AI' 'C' 'AV' 'AQ' 'AH' 'G' 'E' 'BA' 'AL' 'BI' 'U' 'AB' 'V' 'O' 'BB' 'AP' 'B' 'BL' 'BE' 'T' 'P' 'AC' 'AR'] cat114 has 19 values. Unique values are :: ['A' 'J' 'E' 'C' 'F' 'L' 'N' 'I' 'R' 'U' 'O' 'B' 'Q' 'V' 'D' 'X' 'W' 'S' 'G'] cat115 has 23 values. Unique values are :: ['O' 'I' 'K' 'P' 'Q' 'L' 'J' 'R' 'N' 'M' 'H' 'G' 'F' 'A' 'S' 'W' 'T' 'C' 'E' 'D' 'B' 'X' 'U'] cat116 has 326 values. Unique values are :: ['LB' 'DP' 'GK' 'DJ' 'CK' 'LO' 'IE' 'LY' 'GS' 'HK' 'DC' 'MP' 'DS' 'LE' 'HQ' 'HJ' 'GC' 'BY' 'HX' 'HL' 'HG' 'MD' 'LF' 'LM' 'CB' 'CS' 'KQ' 'HN' 'LQ' 'KW' 'IT' 'LN' 'CW' 'LC' 'GX' 'GE' 'CP' 'HB' 'GI' 'GM' 'CR' 'JR' 'HA' 'EE' 'BA' 'LJ' 'IH' 'HV' 'GU' 'HM' 'CY' 'IC' 'KD' 'KI' 'DN' 'MG' 'LL' 'KN' 'LH' 'DF' 'EY' 'LW' 'KA' 'EK' 'DK' 'EO' 'CG' 'K' 'HC' 'DI' 'FB' 'IG' 'FR' 'CI' 'EC' 'KR' 'HI' 'IU' 'MC' 'BP' 'JW' 'FH' 'IF' 'E' 'DA' 'KL' 'LX' 'IL' 'KB' 'IQ' 'EL' 'JX' 'H' 'GN' 'CD' 'DH' 'AC' 'FD' 'ME' 'KC' 'FT' 'CT' 'DM' 'GL' 'ES' 'JL' 'BX' 'II' 'HP' 'ED' 'CU' 'EN' 'FG' 'MJ' 'KE' 'CF' 'EB' 'DD' 'EI' 'FX' 'EA' 'BO' 'KP' 'EP' 'FC' 'GB' 'JU' 'LV' 'CO' 'EF' 'BD' 'HW' 'LI' 'GT' 'HH' 'KJ' 'CN' 'B' 'FE' 'GA' 'FW' 'IY' 'MO' 'JG' 'ID' 'DX' 'FA' 'LA' 'HR' 'GJ' 'GO' 'KT' 'GW' 'U' 'MI' 'GP' 'F' 'DU' 'KM' 'BV' 'DT' 'IM' 'LD' 'GR' 'HD' 'BS' 'AJ' 'KX' 'LR' 'ML' 'KU' 'CE' 'IA' 'DE' 'R' 'AO' 'MU' 'AK' 'CX' 'HY' 'EH' 'MA' 'GH' 'LK' 'DL' 'AX' 'IN' 'BI' 'JM' 'JF' 'KK' 'DR' 'LT' 'GF' 'AW' 'KY' 'CA' 'MK' 'DV' 'EG' 'DW' 'MN' 'V' 'CM' 'GY' 'AF' 'JC' 'MR' 'JE' 'IP' 'KV' 'KH' 'BW' 'MQ' 'D' 'HF' 'CV' 'BL' 'FL' 'GV' 'CQ' 'BM' 'JB' 'J' 'FU' 'AG' 'EJ' 'CH' 'MW' 'X' 'DG' 'AV' 'EW' 'O' 'DO' 'BK' 'FS' 'T' 'CL' 'Y' 'JQ' 'I' 'AL' 'JJ' 'HT' 'FF' 'JA' 'GD' 'FV' 'BQ' 'M' 'S' 'EU' 'P' 'FJ' 'AR' 'LG' 'IR' 'GQ' 'MM' 'AY' 'MF' 'GG' 'KG' 'JD' 'L' 'KS' 'AH' 'JV' 'EV' 'CC' 'AB' 'FK' 'JY' 'G' 'W' 'BC' 'AM' 'KF' 'LU' 'IK' 'BU' 'AT' 'JP' 'Q' 'IJ' 'JO' 'JH' 'AS' 'JN' 'BF' 'AD' 'FP' 'MV' 'AA' 'CJ' 'DY' 'IB' 'AN' 'EQ' 'JT' 'BG' 'AP' 'MB' 'JK' 'FI' 'MS' 'HE' 'C' 'IV' 'IO' 'BT' 'DQ' 'FM' 'HO' 'MH' 'MT' 'FO' 'JI' 'FQ' 'AU' 'FN' 'BB' 'HU' 'IX' 'AE'] ********************test dataset******************** cat1 has 2 values. Unique values are :: ['A' 'B'] cat2 has 2 values. Unique values are :: ['B' 'A'] cat3 has 2 values. Unique values are :: ['A' 'B'] cat4 has 2 values. Unique values are :: ['A' 'B'] cat5 has 2 values. Unique values are :: ['A' 'B'] cat6 has 2 values. Unique values are :: ['A' 'B'] cat7 has 2 values. Unique values are :: ['A' 'B'] cat8 has 2 values. Unique values are :: ['A' 'B'] cat9 has 2 values. Unique values are :: ['B' 'A'] cat10 has 2 values. Unique values are :: ['A' 'B'] cat11 has 2 values. Unique values are :: ['B' 'A'] cat12 has 2 values. Unique values are :: ['A' 'B'] cat13 has 2 values. Unique values are :: ['A' 'B'] cat14 has 2 values. Unique values are :: ['A' 'B'] cat15 has 2 values. Unique values are :: ['A' 'B'] cat16 has 2 values. Unique values are :: ['A' 'B'] cat17 has 2 values. Unique values are :: ['A' 'B'] cat18 has 2 values. Unique values are :: ['A' 'B'] cat19 has 2 values. Unique values are :: ['A' 'B'] cat20 has 2 values. Unique values are :: ['A' 'B'] cat21 has 2 values. Unique values are :: ['A' 'B'] cat22 has 2 values. Unique values are :: ['A' 'B'] cat23 has 2 values. Unique values are :: ['A' 'B'] cat24 has 2 values. Unique values are :: ['A' 'B'] cat25 has 2 values. Unique values are :: ['A' 'B'] cat26 has 2 values. Unique values are :: ['A' 'B'] cat27 has 2 values. Unique values are :: ['A' 'B'] cat28 has 2 values. Unique values are :: ['A' 'B'] cat29 has 2 values. Unique values are :: ['A' 'B'] cat30 has 2 values. Unique values are :: ['A' 'B'] cat31 has 2 values. Unique values are :: ['A' 'B'] cat32 has 2 values. Unique values are :: ['A' 'B'] cat33 has 2 values. Unique values are :: ['A' 'B'] cat34 has 2 values. Unique values are :: ['A' 'B'] cat35 has 2 values. Unique values are :: ['A' 'B'] cat36 has 2 values. Unique values are :: ['A' 'B'] cat37 has 2 values. Unique values are :: ['A' 'B'] cat38 has 2 values. Unique values are :: ['A' 'B'] cat39 has 2 values. Unique values are :: ['A' 'B'] cat40 has 2 values. Unique values are :: ['A' 'B'] cat41 has 2 values. Unique values are :: ['A' 'B'] cat42 has 2 values. Unique values are :: ['A' 'B'] cat43 has 2 values. Unique values are :: ['A' 'B'] cat44 has 2 values. Unique values are :: ['A' 'B'] cat45 has 2 values. Unique values are :: ['A' 'B'] cat46 has 2 values. Unique values are :: ['A' 'B'] cat47 has 2 values. Unique values are :: ['A' 'B'] cat48 has 2 values. Unique values are :: ['A' 'B'] cat49 has 2 values. Unique values are :: ['A' 'B'] cat50 has 2 values. Unique values are :: ['A' 'B'] cat51 has 2 values. Unique values are :: ['A' 'B'] cat52 has 2 values. Unique values are :: ['A' 'B'] cat53 has 2 values. Unique values are :: ['A' 'B'] cat54 has 2 values. Unique values are :: ['A' 'B'] cat55 has 2 values. Unique values are :: ['A' 'B'] cat56 has 2 values. Unique values are :: ['A' 'B'] cat57 has 2 values. Unique values are :: ['A' 'B'] cat58 has 2 values. Unique values are :: ['A' 'B'] cat59 has 2 values. Unique values are :: ['A' 'B'] cat60 has 2 values. Unique values are :: ['A' 'B'] cat61 has 2 values. Unique values are :: ['A' 'B'] cat62 has 2 values. Unique values are :: ['A' 'B'] cat63 has 2 values. Unique values are :: ['A' 'B'] cat64 has 2 values. Unique values are :: ['A' 'B'] cat65 has 2 values. Unique values are :: ['A' 'B'] cat66 has 2 values. Unique values are :: ['A' 'B'] cat67 has 2 values. Unique values are :: ['A' 'B'] cat68 has 2 values. Unique values are :: ['A' 'B'] cat69 has 2 values. Unique values are :: ['A' 'B'] cat70 has 2 values. Unique values are :: ['A' 'B'] cat71 has 2 values. Unique values are :: ['A' 'B'] cat72 has 2 values. Unique values are :: ['A' 'B'] cat73 has 3 values. Unique values are :: ['A' 'B' 'C'] cat74 has 3 values. Unique values are :: ['A' 'B' 'C'] cat75 has 3 values. Unique values are :: ['A' 'B' 'C'] cat76 has 3 values. Unique values are :: ['A' 'B' 'C'] cat77 has 4 values. Unique values are :: ['D' 'C' 'B' 'A'] cat78 has 4 values. Unique values are :: ['B' 'D' 'C' 'A'] cat79 has 4 values. Unique values are :: ['B' 'D' 'A' 'C'] cat80 has 4 values. Unique values are :: ['D' 'B' 'C' 'A'] cat81 has 4 values. Unique values are :: ['D' 'B' 'C' 'A'] cat82 has 4 values. Unique values are :: ['B' 'A' 'D' 'C'] cat83 has 4 values. Unique values are :: ['B' 'D' 'A' 'C'] cat84 has 4 values. Unique values are :: ['C' 'A' 'D' 'B'] cat85 has 4 values. Unique values are :: ['B' 'D' 'C' 'A'] cat86 has 4 values. Unique values are :: ['D' 'B' 'C' 'A'] cat87 has 4 values. Unique values are :: ['B' 'D' 'C' 'A'] cat88 has 4 values. Unique values are :: ['A' 'D' 'E' 'B'] cat89 has 8 values. Unique values are :: ['A' 'B' 'D' 'C' 'F' 'H' 'E' 'G'] cat90 has 6 values. Unique values are :: ['A' 'B' 'C' 'D' 'F' 'E'] cat91 has 8 values. Unique values are :: ['A' 'G' 'B' 'C' 'E' 'D' 'F' 'H'] cat92 has 8 values. Unique values are :: ['A' 'H' 'B' 'C' 'G' 'I' 'D' 'E'] cat93 has 5 values. Unique values are :: ['D' 'E' 'C' 'B' 'A'] cat94 has 7 values. Unique values are :: ['C' 'D' 'B' 'E' 'F' 'A' 'G'] cat95 has 5 values. Unique values are :: ['C' 'D' 'E' 'A' 'B'] cat96 has 9 values. Unique values are :: ['E' 'B' 'G' 'D' 'F' 'I' 'A' 'C' 'H'] cat97 has 7 values. Unique values are :: ['C' 'A' 'E' 'G' 'D' 'F' 'B'] cat98 has 5 values. Unique values are :: ['D' 'A' 'C' 'E' 'B'] cat99 has 17 values. Unique values are :: ['T' 'P' 'D' 'H' 'R' 'F' 'K' 'S' 'N' 'C' 'E' 'J' 'I' 'G' 'M' 'U' 'O'] cat100 has 15 values. Unique values are :: ['H' 'B' 'G' 'A' 'F' 'I' 'L' 'K' 'J' 'N' 'O' 'M' 'D' 'C' 'E'] cat101 has 17 values. Unique values are :: ['G' 'D' 'Q' 'A' 'F' 'M' 'L' 'O' 'C' 'I' 'J' 'S' 'R' 'E' 'B' 'H' 'K'] cat102 has 7 values. Unique values are :: ['A' 'C' 'B' 'E' 'D' 'G' 'F'] cat103 has 14 values. Unique values are :: ['A' 'D' 'C' 'B' 'E' 'F' 'G' 'I' 'H' 'K' 'J' 'M' 'L' 'N'] cat104 has 17 values. Unique values are :: ['G' 'D' 'E' 'F' 'H' 'K' 'I' 'O' 'L' 'C' 'J' 'M' 'N' 'P' 'B' 'A' 'Q'] cat105 has 18 values. Unique values are :: ['E' 'G' 'F' 'H' 'I' 'D' 'J' 'A' 'L' 'C' 'K' 'N' 'M' 'P' 'O' 'T' 'B' 'Q'] cat106 has 18 values. Unique values are :: ['I' 'G' 'J' 'D' 'F' 'K' 'H' 'E' 'L' 'M' 'A' 'O' 'C' 'N' 'R' 'B' 'Q' 'P'] cat107 has 20 values. Unique values are :: ['L' 'F' 'G' 'K' 'E' 'D' 'C' 'M' 'H' 'I' 'J' 'A' 'O' 'S' 'P' 'N' 'Q' 'U' 'R' 'B'] cat108 has 11 values. Unique values are :: ['K' 'B' 'A' 'G' 'D' 'F' 'E' 'H' 'J' 'I' 'C'] cat109 has 74 values. Unique values are :: ['BI' 'AB' 'K' 'G' 'BU' 'M' 'I' 'O' 'BO' 'CD' 'T' 'BQ' 'R' 'X' 'AR' 'E' 'BL' 'CI' 'S' 'AL' 'BH' 'N' 'U' 'F' 'AS' 'AQ' 'AW' 'CC' 'AN' 'AJ' 'C' 'AT' 'D' 'H' 'CA' 'A' 'AX' 'L' 'BD' 'V' 'BX' 'AH' 'CL' 'AM' 'BA' 'BR' 'AO' 'AE' 'AY' 'BB' 'BJ' 'AP' 'BN' 'AI' 'Q' 'BS' 'CK' 'AU' 'CE' 'BC' 'BG' 'AD' 'Y' 'BK' 'AA' 'CG' 'AV' 'P' 'AF' 'CB' 'CF' 'BE' 'CH' 'ZZ'] cat110 has 123 values. Unique values are :: ['BC' 'CO' 'CS' 'CR' 'EG' 'CL' 'EL' 'BT' 'EB' 'CQ' 'BS' 'C' 'W' 'DX' 'CM' 'A' 'EF' 'CI' 'DL' 'AI' 'BP' 'N' 'DJ' 'CT' 'E' 'DW' 'CH' 'V' 'AM' 'DK' 'EA' 'BR' 'DR' 'D' 'EE' 'T' 'AP' 'I' 'AC' 'CY' 'DM' 'AL' 'CK' 'AD' 'AY' 'CF' 'CD' 'BG' 'AK' 'DA' 'DC' 'DQ' 'BA' 'U' 'CX' 'BJ' 'AV' 'AR' 'K' 'CG' 'DT' 'CN' 'O' 'BO' 'DU' 'CJ' 'AX' 'DH' 'BX' 'AH' 'AU' 'AB' 'BV' 'EM' 'L' 'BH' 'DI' 'DB' 'DE' 'CV' 'DO' 'BQ' 'AW' 'AJ' 'J' 'CU' 'P' 'CP' 'DS' 'BL' 'AO' 'AA' 'DF' 'DG' 'CC' 'X' 'BF' 'AE' 'BU' 'AT' 'BB' 'B' 'ED' 'Y' 'G' 'BE' 'DD' 'DY' 'DP' 'R' 'CW' 'DN' 'AG' 'BW' 'BY' 'EK' 'CA' 'AS' 'EJ' 'BM' 'Q' 'S' 'EN'] cat111 has 16 values. Unique values are :: ['A' 'E' 'C' 'G' 'K' 'I' 'Q' 'U' 'M' 'O' 'S' 'F' 'L' 'W' 'Y' 'B'] cat112 has 51 values. Unique values are :: ['J' 'G' 'U' 'AY' 'E' 'AN' 'AG' 'R' 'N' 'AV' 'AW' 'AS' 'AJ' 'AU' 'T' 'AH' 'AK' 'AF' 'D' 'L' 'AP' 'AI' 'K' 'A' 'AM' 'AT' 'AO' 'O' 'F' 'AD' 'C' 'S' 'AC' 'AA' 'X' 'Y' 'AE' 'AL' 'W' 'Q' 'I' 'B' 'M' 'AR' 'BA' 'AX' 'H' 'V' 'AB' 'P' 'AQ'] cat113 has 60 values. Unique values are :: ['AX' 'X' 'AE' 'AJ' 'I' 'BC' 'S' 'Y' 'L' 'A' 'AO' 'AN' 'N' 'BM' 'AK' 'Q' 'BK' 'J' 'M' 'AV' 'H' 'AD' 'AS' 'AW' 'BN' 'K' 'AG' 'BJ' 'F' 'BG' 'AF' 'AU' 'BO' 'AT' 'BH' 'BD' 'AI' 'AY' 'BF' 'AM' 'E' 'AH' 'C' 'BI' 'AB' 'BA' 'BB' 'O' 'B' 'AQ' 'V' 'BL' 'G' 'AP' 'U' 'AA' 'R' 'AR' 'AL' 'P'] cat114 has 18 values. Unique values are :: ['A' 'C' 'E' 'N' 'I' 'O' 'F' 'J' 'R' 'L' 'U' 'V' 'Q' 'B' 'W' 'G' 'D' 'S'] cat115 has 23 values. Unique values are :: ['Q' 'L' 'K' 'P' 'J' 'I' 'H' 'O' 'M' 'N' 'R' 'G' 'S' 'A' 'F' 'T' 'U' 'X' 'W' 'D' 'C' 'E' 'B'] cat116 has 311 values. Unique values are :: ['HG' 'HK' 'CK' 'DJ' 'HA' 'HY' 'MD' 'KC' 'GC' 'DT' 'HX' 'GE' 'HV' 'HJ' 'DA' 'HL' 'KB' 'JR' 'EP' 'DF' 'DP' 'LN' 'IE' 'GK' 'KW' 'CD' 'CR' 'CG' 'GS' 'LF' 'IF' 'HQ' 'FB' 'LL' 'LQ' 'JE' 'GL' 'LM' 'LB' 'LO' 'DC' 'HB' 'GT' 'CS' 'GX' 'BD' 'CI' 'IC' 'CW' 'EC' 'CH' 'KI' 'MG' 'JW' 'JU' 'HM' 'IT' 'IH' 'IG' 'LY' 'MC' 'EL' 'FH' 'MO' 'KD' 'GU' 'MJ' 'KA' 'FD' 'HH' 'DK' 'AC' 'GI' 'LW' 'BY' 'HN' 'CU' 'BU' 'BO' 'GM' 'KU' 'FR' 'EO' 'CN' 'EI' 'HC' 'LI' 'DS' 'EA' 'ME' 'E' 'GA' 'CB' 'LV' 'CP' 'GN' 'KL' 'CX' 'DH' 'CA' 'BV' 'BX' 'JL' 'KJ' 'EF' 'DD' 'AQ' 'FC' 'GP' 'LX' 'FT' 'HP' 'CM' 'BP' 'CO' 'GJ' 'KR' 'JX' 'KN' 'KP' 'K' 'IU' 'EK' 'LC' 'DO' 'LJ' 'R' 'LT' 'FU' 'KX' 'LD' 'HW' 'DI' 'GW' 'EE' 'GB' 'L' 'KQ' 'BQ' 'EY' 'FE' 'MP' 'MK' 'KS' 'DN' 'LA' 'EN' 'DM' 'AF' 'HD' 'FX' 'FG' 'CQ' 'IM' 'AW' 'EH' 'LK' 'IN' 'DG' 'JC' 'B' 'MU' 'FF' 'KT' 'CT' 'GR' 'IL' 'IQ' 'MI' 'GY' 'MQ' 'AO' 'FA' 'ED' 'I' 'DW' 'AX' 'DU' 'ES' 'EJ' 'HI' 'EB' 'GO' 'LG' 'LE' 'MN' 'BK' 'CL' 'ML' 'IY' 'JM' 'H' 'MA' 'EM' 'AK' 'KE' 'CF' 'HF' 'AJ' 'II' 'Y' 'DX' 'ID' 'GV' 'EW' 'KK' 'HR' 'CV' 'DR' 'IP' 'LH' 'MM' 'BS' 'FW' 'AR' 'GG' 'EG' 'MW' 'KM' 'DL' 'MS' 'JY' 'FP' 'JF' 'BW' 'KY' 'FY' 'GD' 'S' 'CE' 'GH' 'AN' 'KV' 'DE' 'GF' 'AI' 'HT' 'IA' 'BA' 'LR' 'N' 'JP' 'EU' 'JQ' 'BC' 'U' 'MR' 'JG' 'T' 'J' 'BG' 'BM' 'KF' 'IR' 'ET' 'Q' 'MV' 'KO' 'HE' 'JA' 'FK' 'KG' 'FV' 'O' 'BJ' 'JH' 'JV' 'JB' 'IW' 'AD' 'BT' 'F' 'AU' 'IJ' 'AE' 'IV' 'AA' 'DB' 'G' 'JK' 'JJ' 'LP' 'CJ' 'MX' 'BR' 'AV' 'BH' 'JS' 'FQ' 'M' 'FM' 'KH' 'ER' 'AG' 'A' 'AL' 'FL' 'BN' 'BE' 'IS' 'DV' 'FJ' 'CY' 'MH' 'LU' 'BB' 'LS' 'D' 'HS' 'FI' 'EX'] ************************************************** Train set has 8 values. Unique values are :: ['A' 'B' 'C' 'E' 'D' 'H' 'I' 'G'] test set has 8 values. Unique values are :: ['A' 'B' 'D' 'C' 'F' 'H' 'E' 'G'] Missing vaues are : set(['I']) Train set has 7 values. Unique values are :: ['A' 'B' 'C' 'D' 'F' 'E' 'G'] test set has 6 values. Unique values are :: ['A' 'B' 'C' 'D' 'F' 'E'] Missing vaues are : set(['G']) Train set has 7 values. Unique values are :: ['A' 'H' 'B' 'C' 'D' 'I' 'F'] test set has 8 values. Unique values are :: ['A' 'H' 'B' 'C' 'G' 'I' 'D' 'E'] Missing vaues are : set(['F']) Train set has 19 values. Unique values are :: ['G' 'F' 'O' 'D' 'J' 'A' 'C' 'Q' 'M' 'I' 'L' 'R' 'S' 'E' 'N' 'H' 'B' 'U' 'K'] test set has 17 values. Unique values are :: ['G' 'D' 'Q' 'A' 'F' 'M' 'L' 'O' 'C' 'I' 'J' 'S' 'R' 'E' 'B' 'H' 'K'] Missing vaues are : set(['U', 'N']) Train set has 9 values. Unique values are :: ['A' 'C' 'B' 'D' 'G' 'E' 'F' 'H' 'J'] test set has 7 values. Unique values are :: ['A' 'C' 'B' 'E' 'D' 'G' 'F'] Missing vaues are : set(['H', 'J']) Train set has 20 values. Unique values are :: ['E' 'F' 'H' 'G' 'I' 'D' 'J' 'K' 'M' 'C' 'A' 'L' 'N' 'P' 'T' 'Q' 'R' 'O' 'B' 'S'] test set has 18 values. Unique values are :: ['E' 'G' 'F' 'H' 'I' 'D' 'J' 'A' 'L' 'C' 'K' 'N' 'M' 'P' 'O' 'T' 'B' 'Q'] Missing vaues are : set(['S', 'R']) Train set has 84 values. Unique values are :: ['BU' 'BI' 'AB' 'H' 'K' 'CD' 'BQ' 'M' 'G' 'BL' 'L' 'AL' 'N' 'CL' 'R' 'F' 'BJ' 'AR' 'AT' 'S' 'AS' 'BO' 'X' 'D' 'BM' 'I' 'BH' 'CI' 'CF' 'C' 'AM' 'U' 'BE' 'BR' 'CJ' 'AE' 'A' 'Q' 'AW' 'T' 'AJ' 'AH' 'BA' 'BV' 'CC' 'CA' 'BG' 'BB' 'O' 'BD' 'AV' 'AX' 'AQ' 'AA' 'AI' 'AU' 'BX' 'AP' 'CK' 'Y' 'CH' 'BS' 'AN' 'AO' 'BC' 'CE' 'E' 'BY' 'CB' 'BT' 'P' 'BK' 'AF' 'B' 'BF' 'CG' 'V' 'ZZ' 'AY' 'BP' 'BN' 'J' 'AG' 'AK'] test set has 74 values. Unique values are :: ['BI' 'AB' 'K' 'G' 'BU' 'M' 'I' 'O' 'BO' 'CD' 'T' 'BQ' 'R' 'X' 'AR' 'E' 'BL' 'CI' 'S' 'AL' 'BH' 'N' 'U' 'F' 'AS' 'AQ' 'AW' 'CC' 'AN' 'AJ' 'C' 'AT' 'D' 'H' 'CA' 'A' 'AX' 'L' 'BD' 'V' 'BX' 'AH' 'CL' 'AM' 'BA' 'BR' 'AO' 'AE' 'AY' 'BB' 'BJ' 'AP' 'BN' 'AI' 'Q' 'BS' 'CK' 'AU' 'CE' 'BC' 'BG' 'AD' 'Y' 'BK' 'AA' 'CG' 'AV' 'P' 'AF' 'CB' 'CF' 'BE' 'CH' 'ZZ'] Missing vaues are : set(['CJ', 'BF', 'B', 'AG', 'BM', 'AK', 'J', 'BT', 'BV', 'BP', 'BY']) Train set has 131 values. Unique values are :: ['BC' 'CQ' 'DK' 'CS' 'C' 'EB' 'DW' 'AM' 'AI' 'EG' 'CL' 'BS' 'BT' 'CO' 'CM' 'EL' 'AY' 'W' 'EE' 'AC' 'DX' 'CI' 'DT' 'A' 'V' 'DM' 'EF' 'DL' 'DA' 'BP' 'DH' 'CF' 'N' 'T' 'CR' 'X' 'CH' 'EM' 'DC' 'AX' 'BG' 'CJ' 'EA' 'AD' 'U' 'AK' 'BX' 'AW' 'G' 'BA' 'L' 'AP' 'CG' 'R' 'DU' 'I' 'AR' 'O' 'DF' 'AT' 'E' 'AB' 'AU' 'DI' 'CN' 'CP' 'AL' 'ED' 'DJ' 'AO' 'CY' 'BE' 'BJ' 'D' 'AA' 'CK' 'CV' 'BK' 'BB' 'AE' 'BO' 'P' 'DO' 'CT' 'AJ' 'BR' 'Y' 'DR' 'BQ' 'BL' 'B' 'BW' 'H' 'DP' 'DG' 'AG' 'BN' 'J' 'CW' 'DV' 'Q' 'DY' 'EI' 'AV' 'DQ' 'BU' 'K' 'BF' 'BD' 'DS' 'DE' 'BM' 'BY' 'CD' 'BI' 'DD' 'DB' 'AH' 'CC' 'DN' 'CU' 'BV' 'CX' 'AN' 'EK' 'EJ' 'AS' 'AF' 'CB' 'EH' 'S'] test set has 123 values. Unique values are :: ['BC' 'CO' 'CS' 'CR' 'EG' 'CL' 'EL' 'BT' 'EB' 'CQ' 'BS' 'C' 'W' 'DX' 'CM' 'A' 'EF' 'CI' 'DL' 'AI' 'BP' 'N' 'DJ' 'CT' 'E' 'DW' 'CH' 'V' 'AM' 'DK' 'EA' 'BR' 'DR' 'D' 'EE' 'T' 'AP' 'I' 'AC' 'CY' 'DM' 'AL' 'CK' 'AD' 'AY' 'CF' 'CD' 'BG' 'AK' 'DA' 'DC' 'DQ' 'BA' 'U' 'CX' 'BJ' 'AV' 'AR' 'K' 'CG' 'DT' 'CN' 'O' 'BO' 'DU' 'CJ' 'AX' 'DH' 'BX' 'AH' 'AU' 'AB' 'BV' 'EM' 'L' 'BH' 'DI' 'DB' 'DE' 'CV' 'DO' 'BQ' 'AW' 'AJ' 'J' 'CU' 'P' 'CP' 'DS' 'BL' 'AO' 'AA' 'DF' 'DG' 'CC' 'X' 'BF' 'AE' 'BU' 'AT' 'BB' 'B' 'ED' 'Y' 'G' 'BE' 'DD' 'DY' 'DP' 'R' 'CW' 'DN' 'AG' 'BW' 'BY' 'EK' 'CA' 'AS' 'EJ' 'BM' 'Q' 'S' 'EN'] Missing vaues are : set(['BD', 'EI', 'EH', 'AF', 'H', 'BN', 'BI', 'BK', 'CB', 'DV', 'AN']) Train set has 16 values. Unique values are :: ['C' 'A' 'G' 'E' 'I' 'M' 'W' 'S' 'K' 'O' 'Q' 'U' 'F' 'B' 'Y' 'D'] test set has 16 values. Unique values are :: ['A' 'E' 'C' 'G' 'K' 'I' 'Q' 'U' 'M' 'O' 'S' 'F' 'L' 'W' 'Y' 'B'] Missing vaues are : set(['D']) Train set has 61 values. Unique values are :: ['S' 'BM' 'AF' 'AE' 'Y' 'AX' 'H' 'K' 'L' 'A' 'J' 'AK' 'N' 'M' 'AJ' 'AT' 'F' 'BC' 'AY' 'AD' 'BG' 'BO' 'AS' 'BD' 'AN' 'I' 'BF' 'BK' 'AW' 'AG' 'BJ' 'AO' 'Q' 'AM' 'X' 'AU' 'BN' 'BH' 'AI' 'C' 'AV' 'AQ' 'AH' 'G' 'E' 'BA' 'AL' 'BI' 'U' 'AB' 'V' 'O' 'BB' 'AP' 'B' 'BL' 'BE' 'T' 'P' 'AC' 'AR'] test set has 60 values. Unique values are :: ['AX' 'X' 'AE' 'AJ' 'I' 'BC' 'S' 'Y' 'L' 'A' 'AO' 'AN' 'N' 'BM' 'AK' 'Q' 'BK' 'J' 'M' 'AV' 'H' 'AD' 'AS' 'AW' 'BN' 'K' 'AG' 'BJ' 'F' 'BG' 'AF' 'AU' 'BO' 'AT' 'BH' 'BD' 'AI' 'AY' 'BF' 'AM' 'E' 'AH' 'C' 'BI' 'AB' 'BA' 'BB' 'O' 'B' 'AQ' 'V' 'BL' 'G' 'AP' 'U' 'AA' 'R' 'AR' 'AL' 'P'] Missing vaues are : set(['BE', 'AC', 'T']) Train set has 19 values. Unique values are :: ['A' 'J' 'E' 'C' 'F' 'L' 'N' 'I' 'R' 'U' 'O' 'B' 'Q' 'V' 'D' 'X' 'W' 'S' 'G'] test set has 18 values. Unique values are :: ['A' 'C' 'E' 'N' 'I' 'O' 'F' 'J' 'R' 'L' 'U' 'V' 'Q' 'B' 'W' 'G' 'D' 'S'] Missing vaues are : set(['X']) Train set has 326 values. Unique values are :: ['LB' 'DP' 'GK' 'DJ' 'CK' 'LO' 'IE' 'LY' 'GS' 'HK' 'DC' 'MP' 'DS' 'LE' 'HQ' 'HJ' 'GC' 'BY' 'HX' 'HL' 'HG' 'MD' 'LF' 'LM' 'CB' 'CS' 'KQ' 'HN' 'LQ' 'KW' 'IT' 'LN' 'CW' 'LC' 'GX' 'GE' 'CP' 'HB' 'GI' 'GM' 'CR' 'JR' 'HA' 'EE' 'BA' 'LJ' 'IH' 'HV' 'GU' 'HM' 'CY' 'IC' 'KD' 'KI' 'DN' 'MG' 'LL' 'KN' 'LH' 'DF' 'EY' 'LW' 'KA' 'EK' 'DK' 'EO' 'CG' 'K' 'HC' 'DI' 'FB' 'IG' 'FR' 'CI' 'EC' 'KR' 'HI' 'IU' 'MC' 'BP' 'JW' 'FH' 'IF' 'E' 'DA' 'KL' 'LX' 'IL' 'KB' 'IQ' 'EL' 'JX' 'H' 'GN' 'CD' 'DH' 'AC' 'FD' 'ME' 'KC' 'FT' 'CT' 'DM' 'GL' 'ES' 'JL' 'BX' 'II' 'HP' 'ED' 'CU' 'EN' 'FG' 'MJ' 'KE' 'CF' 'EB' 'DD' 'EI' 'FX' 'EA' 'BO' 'KP' 'EP' 'FC' 'GB' 'JU' 'LV' 'CO' 'EF' 'BD' 'HW' 'LI' 'GT' 'HH' 'KJ' 'CN' 'B' 'FE' 'GA' 'FW' 'IY' 'MO' 'JG' 'ID' 'DX' 'FA' 'LA' 'HR' 'GJ' 'GO' 'KT' 'GW' 'U' 'MI' 'GP' 'F' 'DU' 'KM' 'BV' 'DT' 'IM' 'LD' 'GR' 'HD' 'BS' 'AJ' 'KX' 'LR' 'ML' 'KU' 'CE' 'IA' 'DE' 'R' 'AO' 'MU' 'AK' 'CX' 'HY' 'EH' 'MA' 'GH' 'LK' 'DL' 'AX' 'IN' 'BI' 'JM' 'JF' 'KK' 'DR' 'LT' 'GF' 'AW' 'KY' 'CA' 'MK' 'DV' 'EG' 'DW' 'MN' 'V' 'CM' 'GY' 'AF' 'JC' 'MR' 'JE' 'IP' 'KV' 'KH' 'BW' 'MQ' 'D' 'HF' 'CV' 'BL' 'FL' 'GV' 'CQ' 'BM' 'JB' 'J' 'FU' 'AG' 'EJ' 'CH' 'MW' 'X' 'DG' 'AV' 'EW' 'O' 'DO' 'BK' 'FS' 'T' 'CL' 'Y' 'JQ' 'I' 'AL' 'JJ' 'HT' 'FF' 'JA' 'GD' 'FV' 'BQ' 'M' 'S' 'EU' 'P' 'FJ' 'AR' 'LG' 'IR' 'GQ' 'MM' 'AY' 'MF' 'GG' 'KG' 'JD' 'L' 'KS' 'AH' 'JV' 'EV' 'CC' 'AB' 'FK' 'JY' 'G' 'W' 'BC' 'AM' 'KF' 'LU' 'IK' 'BU' 'AT' 'JP' 'Q' 'IJ' 'JO' 'JH' 'AS' 'JN' 'BF' 'AD' 'FP' 'MV' 'AA' 'CJ' 'DY' 'IB' 'AN' 'EQ' 'JT' 'BG' 'AP' 'MB' 'JK' 'FI' 'MS' 'HE' 'C' 'IV' 'IO' 'BT' 'DQ' 'FM' 'HO' 'MH' 'MT' 'FO' 'JI' 'FQ' 'AU' 'FN' 'BB' 'HU' 'IX' 'AE'] test set has 311 values. Unique values are :: ['HG' 'HK' 'CK' 'DJ' 'HA' 'HY' 'MD' 'KC' 'GC' 'DT' 'HX' 'GE' 'HV' 'HJ' 'DA' 'HL' 'KB' 'JR' 'EP' 'DF' 'DP' 'LN' 'IE' 'GK' 'KW' 'CD' 'CR' 'CG' 'GS' 'LF' 'IF' 'HQ' 'FB' 'LL' 'LQ' 'JE' 'GL' 'LM' 'LB' 'LO' 'DC' 'HB' 'GT' 'CS' 'GX' 'BD' 'CI' 'IC' 'CW' 'EC' 'CH' 'KI' 'MG' 'JW' 'JU' 'HM' 'IT' 'IH' 'IG' 'LY' 'MC' 'EL' 'FH' 'MO' 'KD' 'GU' 'MJ' 'KA' 'FD' 'HH' 'DK' 'AC' 'GI' 'LW' 'BY' 'HN' 'CU' 'BU' 'BO' 'GM' 'KU' 'FR' 'EO' 'CN' 'EI' 'HC' 'LI' 'DS' 'EA' 'ME' 'E' 'GA' 'CB' 'LV' 'CP' 'GN' 'KL' 'CX' 'DH' 'CA' 'BV' 'BX' 'JL' 'KJ' 'EF' 'DD' 'AQ' 'FC' 'GP' 'LX' 'FT' 'HP' 'CM' 'BP' 'CO' 'GJ' 'KR' 'JX' 'KN' 'KP' 'K' 'IU' 'EK' 'LC' 'DO' 'LJ' 'R' 'LT' 'FU' 'KX' 'LD' 'HW' 'DI' 'GW' 'EE' 'GB' 'L' 'KQ' 'BQ' 'EY' 'FE' 'MP' 'MK' 'KS' 'DN' 'LA' 'EN' 'DM' 'AF' 'HD' 'FX' 'FG' 'CQ' 'IM' 'AW' 'EH' 'LK' 'IN' 'DG' 'JC' 'B' 'MU' 'FF' 'KT' 'CT' 'GR' 'IL' 'IQ' 'MI' 'GY' 'MQ' 'AO' 'FA' 'ED' 'I' 'DW' 'AX' 'DU' 'ES' 'EJ' 'HI' 'EB' 'GO' 'LG' 'LE' 'MN' 'BK' 'CL' 'ML' 'IY' 'JM' 'H' 'MA' 'EM' 'AK' 'KE' 'CF' 'HF' 'AJ' 'II' 'Y' 'DX' 'ID' 'GV' 'EW' 'KK' 'HR' 'CV' 'DR' 'IP' 'LH' 'MM' 'BS' 'FW' 'AR' 'GG' 'EG' 'MW' 'KM' 'DL' 'MS' 'JY' 'FP' 'JF' 'BW' 'KY' 'FY' 'GD' 'S' 'CE' 'GH' 'AN' 'KV' 'DE' 'GF' 'AI' 'HT' 'IA' 'BA' 'LR' 'N' 'JP' 'EU' 'JQ' 'BC' 'U' 'MR' 'JG' 'T' 'J' 'BG' 'BM' 'KF' 'IR' 'ET' 'Q' 'MV' 'KO' 'HE' 'JA' 'FK' 'KG' 'FV' 'O' 'BJ' 'JH' 'JV' 'JB' 'IW' 'AD' 'BT' 'F' 'AU' 'IJ' 'AE' 'IV' 'AA' 'DB' 'G' 'JK' 'JJ' 'LP' 'CJ' 'MX' 'BR' 'AV' 'BH' 'JS' 'FQ' 'M' 'FM' 'KH' 'ER' 'AG' 'A' 'AL' 'FL' 'BN' 'BE' 'IS' 'DV' 'FJ' 'CY' 'MH' 'LU' 'BB' 'LS' 'D' 'HS' 'FI' 'EX'] Missing vaues are : set(['BF', 'FS', 'IO', 'BL', 'BI', 'HU', 'JN', 'JO', 'JI', 'DY', 'JD', 'FN', 'FO', 'IB', 'JT', 'DQ', 'IX', 'C', 'AB', 'GQ', 'CC', 'AH', 'AM', 'AP', 'AS', 'AT', 'W', 'V', 'AY', 'X', 'EV', 'EQ', 'MF', 'MB', 'IK', 'MT', 'P', 'HO']) **************************************************