# This Python 3 environment comes with many helpful analytics libraries installed # It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python # For example, here's several helpful packages to load import numpy as np # linear algebra import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv) # Input data files are available in the read-only "../input/" directory # For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory # import os # for dirname, _, filenames in os.walk('/kaggle/input'): # for filename in filenames: # print(os.path.join(dirname, filename)) # You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using "Save & Run All" # You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session d1 = np.array(['ID00419637202311204720264_-12', 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'ID00419637202311204720264_129', 'ID00419637202311204720264_130', 'ID00423637202312137826377_130', 'ID00426637202313170790466_130', 'ID00422637202311677017371_130', 'ID00421637202311550012437_130', 'ID00423637202312137826377_131', 'ID00422637202311677017371_131', 'ID00426637202313170790466_131', 'ID00421637202311550012437_131', 'ID00419637202311204720264_131', 'ID00421637202311550012437_132', 'ID00423637202312137826377_132', 'ID00422637202311677017371_132', 'ID00426637202313170790466_132', 'ID00419637202311204720264_132', 'ID00423637202312137826377_133', 'ID00421637202311550012437_133', 'ID00419637202311204720264_133', 'ID00422637202311677017371_133', 'ID00426637202313170790466_133'], dtype=object) d2 = np.array([2995.06201172, 2901.92871094, 2707.67919922, 3250.2668457 , 2079.63867188, 3012.61401367, 2931.96826172, 2722.56494141, 2014.79956055, 3268.20654297, 3044.36328125, 2720.58569336, 2952.71020508, 2047.64611816, 3278.2199707 , 2742.06201172, 2021.40563965, 2932.19335938, 2998.84863281, 3263.93261719, 2997.96411133, 2714.82177734, 2939.375 , 3370.26220703, 1979.53356934, 2910.83959961, 2727.14135742, 2000.17163086, 3006.22827148, 3271.38867188, 1993.25512695, 3364.03662109, 3013.80322266, 2923.86962891, 2742.85498047, 1994.06896973, 3313.69091797, 2919.09204102, 3055.05322266, 2722.15234375, 2731.76708984, 3356.97973633, 2901.97094727, 3059.21337891, 1912.39587402, 3372.53637695, 3022.51513672, 1934.94628906, 2740.70703125, 2924.5637207 , 3322.40820312, 2912.78564453, 3035.19140625, 2020.11328125, 2709.59594727, 3303.49609375, 2914.63110352, 1949.2722168 , 3040.01123047, 2755.29443359, 3371.98168945, 2754.78759766, 2012.84570312, 3054.13134766, 2925. , 3028.70019531, 2738.74536133, 3260.85766602, 1998.3503418 , 3350.52880859, 2999.14770508, 2712.52368164, 3166.78564453, 1985.13012695, 3288.29882812, 3046.8269043 , 1984.21264648, 3281.75146484, 2725.06469727, 2974.44677734, 2705.65478516, 2985.31982422, 3327.52807617, 3048.41162109, 1942.83630371, 1954.15454102, 2739.74853516, 3057.640625 , 2886.20629883, 3332.40087891, 2952.98071289, 2738.31445312, 1930. , 3020. , 3269.54833984, 2908.20141602, 2765.59326172, 3500.70629883, 517.64758301, 3305.33203125, 3313.12255859, 3291.93505859, 2855.55761719, 2722.36987305, 1891.11108398, 3091.62670898, 2700.18310547, 2940.76733398, 1841.50463867, 3361.92773438, 1858.02185059, 2725.49926758, 3333.50146484, 3103.546875 , 2937.42895508, 3065.43310547, 2721.21289062, 3334.40893555, 1952.50463867, 2926.34448242, 1921.74511719, 2720.92553711, 2936.99414062, 3262.71704102, 3057.19262695, 3290.54052734, 2961.6003418 , 1996.19519043, 3117.16918945, 2753.15112305, 1927.80993652, 3085.74316406, 3316.24145508, 2968.34277344, 2730.76611328, 3314.59326172, 1900.76171875, 2915.16699219, 2739. , 2995.79711914, 3019.1081543 , 3346.8840332 , 2513.58740234, 2939.6784668 , 1905.40856934, 2900.86352539, 3042.24145508, 2941.26611328, 1983.37878418, 3294. , 4340.48632812, 2929.27807617, 3008.03710938, 1970.15710449, 2794.53979492, 2947.00366211, 2717.81884766, 1867.47753906, 3639.76953125, 3076.11328125, 2732.88818359, 3320.63720703, 3013.0612793 , 1890.60534668, 2948.10742188, 3303.91088867, 2727.98071289, 3053.77246094, 2917.32348633, 1805.24597168, 3318.71606445, 1947.27453613, 2716.7487793 , 2949.11303711, 3026.51635742, 2945.09545898, 3386.27148438, 2980.41137695, 2021.62463379, 2731.10327148, 3413.31445312, 1918.67102051, 3062.52246094, 2714.89135742, 2905.94140625, 1893.60888672, 3052.04101562, 3299.55859375, 2976.3137207 , 2737.08911133, 3065.52612305, 3473.1328125 , 1854.09521484, 2697.23046875, 2929.6496582 , 3400.36108398, 2010.02966309, 3072.00708008, 2903.48754883, 2705.17114258, 2985.48632812, 2677.02929688, 3050.31152344, 2028.54187012, 3277.31811523, 3299.36303711, 2957.2097168 , 1941.57629395, 3083.99707031, 2764.70141602, 1826.86608887, 3090.63208008, 2677.35620117, 3263.8659668 , 2961.43945312, 2931.07885742, 2697.22167969, 3039.10546875, 3429.28637695, 1909.26623535, 2687.88330078, 3310.56616211, 2904.51928711, 1792.77941895, 3020.43530273, 2705.76293945, 3304.93188477, 3086.78515625, 2910.25268555, 1904.62390137, 2988.39526367, 2037.51367188, 2941.06835938, 2724.80297852, 3266.52832031, 3071.46313477, 1856.56884766, 2941.86425781, 2684.26147461, 3241.26855469, 1949.91540527, 2690.68139648, 2905.08081055, 3011.07617188, 3349.03808594, 3357.6184082 , 2718.21508789, 2923.95092773, 3103.39624023, 2013.57727051, 3062.79760742, 2693.45239258, 2928.78125 , 1948.00036621, 3329.01000977, 3242.10644531, 1911.80993652, 2894.58813477, 2687.99487305, 3012.89086914, 3370.99438477, 3047.26342773, 2739.3203125 , 1901.83154297, 2953.32739258, 1925.5703125 , 3098.05151367, 2923.85546875, 3380.3828125 , 2715.06762695, 2917.70678711, 3054.54785156, 3305.27319336, 2712.24267578, 1979.17126465, 2931.58789062, 3074.44995117, 3339.07421875, 2681.59619141, 1958.71496582, 3071.13867188, 3409.0534668 , 2702.4777832 , 2949.99438477, 2053.99926758, 1819.62878418, 3070.59179688, 2725.48266602, 2942.76196289, 3410.76000977, 2922.42675781, 1866.76647949, 2721.45898438, 2993.67163086, 3335.2487793 , 3472.99975586, 1994.328125 , 2890.64477539, 2688.19335938, 3001.6796875 , 1910.39465332, 2727.63232422, 3293.2199707 , 3070.96289062, 2883.52124023, 2714.67626953, 3306.35180664, 2954.04614258, 1887.17529297, 3052.24389648, 1957.13574219, 2714.83203125, 3047.4362793 , 3347.50317383, 2953.38867188, 2946.13476562, 3383.0012207 , 1862.94787598, 2930.24780273, 2716.89355469, 3048.42993164, 2928.8503418 , 1938.58605957, 2709.14428711, 3365.95410156, 2920.30786133, 1870.5670166 , 2686.05615234, 3062.77929688, 3293.79614258, 2715.90112305, 1906.04052734, 3024.26538086, 2946.9934082 , 3379.515625 , 2910.08422852, 2698.73071289, 1828.6875 , 2972.62963867, 3324.58129883, 2955.57885742, 3385.41674805, 3043.01049805, 2711.05493164, 1919.56481934, 3055.26293945, 2718.25830078, 2910.68652344, 3378.9453125 , 1982.67053223, 2924.8269043 , 1865.33679199, 3137.28515625, 3342.60546875, 2716.13696289, 2915.3984375 , 1960.00634766, 3054.47973633, 3265.27539062, 2730.18359375, 3414.1237793 , 2916.37084961, 1980.95471191, 2709.11791992, 3065.66967773, 1830.81994629, 3435.69555664, 2720.71728516, 2899.27905273, 2965.7097168 , 3460.54003906, 1924.69287109, 2939.62475586, 2685.12060547, 3033.27734375, 3042.6496582 , 2697.3059082 , 2907.6809082 , 1962.64440918, 3335.64038086, 3069.92285156, 2706.82592773, 2931.44018555, 3359.29907227, 1906.08044434, 2982.36230469, 3001.6184082 , 2732.63061523, 3357.20800781, 2037.68347168, 1960.29296875, 2712.69238281, 2959.49682617, 3214.18432617, 3015.91113281, 2003.81188965, 2906.72192383, 2978.81176758, 2745.26635742, 3366.16308594, 2920.13574219, 3048.34570312, 3215.81616211, 1838.29187012, 2691.30639648, 1914.56848145, 2690.56811523, 3369.29907227, 2961.72485352, 2968.03320312, 2698.32543945, 3339.94897461, 2935.92163086, 1934.28601074, 3073.8840332 , 1922.39013672, 2899.59790039, 2998.8684082 , 3280.60473633, 2714.84814453, 3080.88012695, 2868.72583008, 3362.99121094, 2696.90454102, 1914.16296387, 1965.83044434, 3036.50512695, 2932.0949707 , 3352.1315918 , 2702.03344727, 1847.29541016, 3061.67456055, 3382.52319336, 2693.70532227, 2950.93847656, 2945.15600586, 1907.70214844, 3049.21948242, 3315.0246582 , 2672.16137695, 1925.41589355, 2924.1262207 , 3048.9597168 , 2729.93652344, 3342.88867188, 3382.62573242, 2701.65307617, 3076.56738281, 2954.88110352, 1846.67419434, 1912.89196777, 2912.94213867, 2999.58227539, 2686.12817383, 3323.44238281, 1936.12597656, 3106.73217773, 3405.37573242, 2727.88793945, 2926.75756836, 3246.21557617, 2712.84106445, 2881.2746582 , 1968.5078125 , 2988.4934082 , 3375.10083008, 1871.56445312, 3064.61499023, 2936.00585938, 2692.38500977, 3030.03881836, 2888.57543945, 2700.28808594, 3296.85766602, 1894.20056152, 3369.10571289, 2688.23876953, 3040.78344727, 2903.60180664, 1869.19836426, 1976.11035156, 3379.36401367, 3092.96118164, 2848.1484375 , 2686.60742188, 3334.39379883, 3021.22192383, 1892.02246094, 2740.38354492, 2913.49780273, 2713.58374023, 3380.96020508, 3056.53149414, 1973.15734863, 2957.36254883, 2690.16479492, 1891.07409668, 2974.20605469, 3003.4140625 , 3329.72949219, 1930.98132324, 2686.53295898, 3025.7800293 , 2873.23413086, 3389.25073242, 1911.22351074, 2699.13305664, 2885.04663086, 3416.56445312, 3045.56518555, 2045.32177734, 3277.30371094, 2694.71362305, 2950.87182617, 3028.18139648, 3389.57104492, 2699.1184082 , 1849.17736816, 2922.68383789, 3007.73046875, 2952.70507812, 2693.4699707 , 1983.04138184, 3010.01391602, 3496.10229492, 2991.5715332 , 3411.96948242, 2691.58154297, 2932.80395508, 2094.15844727, 3051.64550781, 3434.13549805, 2707.5847168 , 2911.08789062, 1947.71154785, 3297.2590332 , 2928.97631836, 3072.21166992, 1943.49462891, 2699.40087891, 3024.15600586, 2935.82910156, 3316.74707031, 1861.90332031, 2743.66308594, 2690.96679688, 3304.61010742, 2966.01733398, 2887.29907227, 2155.04614258, 3280.2421875 , 3074.82446289, 2707.02319336, 2916.51879883, 1920.51379395, 3033.35546875, 2738.01586914, 1975.13232422, 2955.78320312, 3368.26928711, 3212.38989258, 2868.87695312, 2687.18774414, 1841.5032959 , 3009.31445312, 3056.9855957 , 3300.47924805, 2711.95703125, 1941.04699707, 2911.44702148, 3379.73852539, 3041.109375 , 2964.43383789, 2708. , 2053.11206055, 3343.20288086, 2917.75317383, 3012.11523438, 2024.80383301, 2741.63452148, 2950.20629883, 3086.06445312, 2704.0925293 , 1959.26721191, 3312.99609375, 1943.02990723, 3057.47290039, 2911.04907227, 2745.20898438, 3463.20581055, 3290.63378906, 2673.48852539, 1863.22106934, 3039.03930664, 2912.93286133, 2946.27832031, 3077.00268555, 3301.05932617, 2717.28198242, 2021.2467041 , 3028.72363281, 2711.94287109, 1973.33007812, 3347.36450195, 2987.39575195, 2067.99804688, 3090.32885742, 2712.89233398, 2953.171875 , 3377.11450195, 2709.99829102, 2905.20581055, 1831.75085449, 3379.70288086, 3034.41772461, 3312.19897461, 2707.02075195, 3054.31445312, 2946.93066406, 1939.48400879, 1946.04931641, 2690.75610352, 2936.6081543 , 3235.9909668 , 2996.22070312, 2713.15209961, 1871.62744141, 2992.75390625, 2913.99902344, 3382.40649414, 2687.97729492, 3261.1809082 , 1871.60705566, 2959.70043945, 2929.80957031, 3045.49682617, 2938.21484375, 2714.8034668 , 3344.6730957 , 1822.55090332, 3277.45605469, 3101.80541992, 1893.18395996, 2705.37475586, 2936.04370117, 1811.84558105, 2887.24023438, 3041.4465332 , 2735.7722168 , 3239.5168457 , 1930.76135254, 3034.6730957 , 2910.63500977, 2697.26025391, 3288.8269043 , 2694.92797852, 3375.72338867, 2129.4921875 , 3029.98364258, 2931.72094727, 2730.81860352, 1838.37878418, 2929.0793457 , 3353.91503906, 3031.4362793 , 2967.09106445, 3385.1706543 , 1981.00744629, 2711.79296875, 3027.7734375 , 1924.79162598, 2687.5090332 , 3034.25561523, 3431.21118164, 2918.38500977, 2890.63183594, 3304.3996582 , 1959.75830078, 3110.16210938, 2681.60620117, 1972.23400879, 3339.34179688, 2956.07543945, 2713.19921875, 3095.63452148, 1987.15380859, 3342.41870117, 2740.53808594, 3004.74536133, 3015.48339844, 2935.98632812, 1840.78161621, 3032.86010742, 2684.5612793 , 3248.14819336, 3416.9074707 , 2964.17285156, 1889.05358887, 2725.62109375, 2950.47973633, 3508.42797852, 2701.99462891, 2956.88574219, 1931.70983887, 2974.27148438, 3521.90356445, 2959.19506836, 1906.14794922, 2674.22973633, 3026.11816406, 2919.42553711, 3498.45385742, 2931.98120117, 1906.13244629, 2690.77978516, 3528.76782227, 1972.63427734, 3002.7487793 , 2681.79711914, 2991.66821289, 2709.80297852, 3501.57885742, 1922.65588379, 2989.0246582 , 2999.23266602, 3570.9777832 , 2689.69116211, 2955.46850586, 1928.80175781, 2982.74804688]) d3 = np.array([ 18.34233665, 28.04905701, 22.63413429, 95.36541748, 54.48093796, 52.0067215 , 21.77005959, 29.34954834, 74.01834869, 86.91194153, 72.24567413, 26.18202782, 37.27987671, 71.65213013, 109.14199829, 46.93167114, 97.02947998, 47.4190979 , 36.12373734, 95.30223083, 49.06986618, 10.11493683, 8.54649162, 61.47143936, 33.78517151, 39.31533813, 34.75588226, 68.36389923, 32.65317535, 67.96304321, 18.7052803 , 55.11373901, 35.77982712, 23.04168701, 41.50637817, 51.27068329, 76.01140594, 35.96921158, 52.09381485, 48.82651138, 24.87074471, 52.68503952, 26.27692604, 23.42497635, 54.88826752, 79.19464874, 46.7036438 , 64.32692719, 36.46754837, 48.93893051, 103.87684631, 41.63790512, 17.9988575 , 101.92599487, 47.29427719, 107.99975586, 50.33288956, 33.50218964, 56.4051857 , 34.00167847, 45.495327 , 22.06971359, 54.61521149, 55.21709061, 0. , 51.16393661, 27.2166729 , 132.26255798, 47.6556282 , 44.72026443, 54.62525177, 18.86877823, 94.01981354, 84.31828308, 68.14634705, 59.67234802, 43.20585251, 91.68796539, 17.3550396 , 64.92684174, 16.05382156, 43.26616287, 106.87227631, 31.74406242, 41.4502449 , 35.67507553, 23.21128082, 49.75077438, 73.00376892, 50.16336823, 83.02648163, 47.56807327, 0. , 0. , 77.92223358, 68.82402039, 30.29944611, 65.77972412, 71.9630127 , 22.11455154, 15.99019337, 51.56433105, 46.6395874 , 22.91802216, 76.81376648, 36.69654083, 32.67215729, 65.12849426, 101.25205994, 97.57371521, 61.92044067, 24.6803093 , 56.07788849, 74.04541016, 59.86645126, 39.10594559, 21.95665932, 105.15948486, 91.03877258, 101.03459167, 108.71360016, 13.70583534, 26.1536274 , 92.14199066, 95.67842865, 78.25104523, 72.93212891, 191.1469574 , 86.79489899, 33.00027466, 154.48603821, 97.27296448, 54.84905243, 30.1054306 , 35.65226746, 84.93882751, 117.21244049, 29.87409973, 0. , 64.56238556, 112.2858963 , 78.29353333, 56.45003891, 57.35941696, 128.63172913, 30.06244278, 75.57756042, 46.4733696 , 223.87638855, 0. , 106.37840271, 53.95605469, 71.28062439, 185.12547302, 29.2553215 , 44.38289261, 18.62553978, 124.52211761, 108.75151062, 62.2674942 , 35.06221771, 96.40458679, 54.09354401, 128.39479065, 83.72425079, 122.38542175, 56.90966415, 78.91004181, 102.19254303, 66.52174377, 68.4855423 , 171.28991699, 46.07249451, 58.92347336, 53.73477173, 55.53258514, 88.31187439, 101.1513443 , 146.24984741, 73.81186676, 96.69264984, 105.16226959, 104.94168091, 42.25679016, 63.68106079, 87.62191772, 88.6723175 , 139.50454712, 65.83733368, 48.54052734, 45.78223801, 66.018013 , 79.60374451, 37.51777649, 47.28657913, 85.55575562, 163.99778748, 69.0125885 , 36.3228302 , 18.3674221 , 76.14759064, 38.49139404, 50.45568466, 192.19625854, 126.09568024, 159.58940125, 46.94405746, 69.83659363, 68.67691803, 61.24641037, 59.09797668, 51.44586182, 42.34275818, 163.65812683, 42.57348633, 49.32342148, 28.56944466, 67.92325592, 88.24373627, 220.0309906 , 37.05863953, 32.8705368 , 68.52494812, 73.29245758, 49.58512115, 33.66652679, 100.30719757, 102.5191803 , 68.05776215, 229.35797119, 91.36392975, 170.25062561, 75.3959198 , 62.35529709, 180.11778259, 85.22264099, 134.55632019, 34.20196915, 22.26223946, 147.49476624, 195.5189209 , 28.76862907, 96.57283783, 102.60946655, 118.73889923, 77.35355377, 37.31729126, 65.66969299, 65.69380188, 164.0239563 , 75.79790497, 36.15472794, 58.93785858, 133.12005615, 93.75935364, 114.96847534, 187.60220337, 21.98786926, 27.03130341, 112.67731476, 75.43389893, 21.51186562, 54.81393051, 78.2971344 , 48.87515259, 184.90272522, 36.79868317, 52.24671936, 97.50593567, 55.82580185, 66.91358948, 65.18676758, 218.67341614, 39.6030159 , 178.08938599, 87.00043488, 64.6884079 , 187.28866577, 14.09312439, 116.69284058, 60.27468872, 101.79585266, 25.14758301, 45.26005173, 181.85227966, 80.16983795, 64.81645966, 64.12444305, 45.22084427, 68.40852356, 46.73718643, 96.91571045, 38.76532745, 46.1867485 , 159.22746277, 79.82849121, 206.1267395 , 48.698452 , 36.08678436, 78.45759583, 87.717659 , 31.27409935, 122.56578064, 74.47543335, 49.88801575, 32.28789139, 95.04470062, 78.99547577, 159.64047241, 37.26805115, 131.41520691, 55.38174438, 132.65933228, 33.99615097, 54.62887192, 89.4491272 , 27.59789085, 77.8290863 , 80.79631805, 71.83426666, 96.35308075, 63.58530045, 131.06295776, 31.24707031, 138.80618286, 49.01956558, 60.93205261, 23.62017059, 59.71297073, 142.24176025, 38.93540192, 171.69268799, 108.44180298, 72.57833862, 112.49661255, 52.41332245, 31.76253128, 107.19223022, 71.37776184, 95.72090912, 51.4498024 , 99.92973328, 57.53331375, 49.53518295, 94.63397217, 110.10913086, 27.98174095, 58.42008591, 136.35923767, 152.29260254, 54.21918869, 75.25288391, 59.39774323, 134.40713501, 29.28751755, 49.23409271, 125.08108521, 36.98449707, 137.28388977, 45.97333145, 100.12143707, 35.71902466, 114.52337646, 23.48787117, 73.96981049, 37.85296631, 76.74230194, 31.47953224, 82.62223053, 98.82494354, 36.45256424, 91.44155121, 89.25379181, 27.91273499, 54.90048599, 91.30809784, 52.20487976, 57.15019608, 187.83097839, 129.7699585 , 80.99861145, 18.00074387, 75.11000061, 74.73660278, 88.59873199, 61.48550034, 75.29910278, 36.58787918, 115.68385315, 200.2129364 , 236.42427063, 30.26866913, 68.40689087, 84.30252838, 81.88083649, 188.79844666, 36.50898743, 108.12708282, 66.61310577, 98.21209717, 72.99077606, 81.56923676, 112.33379364, 96.0721283 , 44.40346527, 64.93450165, 31.34038734, 118.77648926, 45.24294281, 74.62863922, 29.87031746, 144.98304749, 41.24559784, 194.43345642, 61.30009079, 210.60514832, 28.62959671, 103.60015106, 72.19506073, 53.13942719, 60.62162018, 55.43934631, 108.08755493, 43.04535675, 118.23151398, 272.378479 , 44.15383911, 29.4972496 , 112.86212921, 13.58887768, 101.85819244, 94.33505249, 89.46972656, 23.68154526, 75.26955414, 89.84145355, 79.91664886, 54.0762558 , 82.37527466, 19.23873138, 149.25376892, 53.85822678, 63.17300797, 53.74573517, 156.76472473, 114.45832062, 40.73983383, 80.46123505, 50.03618622, 58.57515717, 83.10433197, 29.17123985, 67.72915649, 24.22851562, 156.0403595 , 175.72325134, 54.14830399, 104.91329956, 58.85107422, 53.15187073, 125.35573578, 28.66762733, 41.9759407 , 127.6990509 , 51.35937881, 133.19161987, 102.93678284, 66.43840027, 71.23973846, 17.14112473, 61.3404274 , 55.91675186, 52.90291595, 136.50572205, 75.61282349, 77.70163727, 56.07694244, 91.11820221, 44.79302979, 157.07119751, 235.5118866 , 132.33203125, 75.80664062, 56.35215759, 29.97176743, 182.56312561, 113.68018341, 101.89404297, 61.60777283, 69.97999573, 62.43935394, 153.72810364, 68.93042755, 134.12316895, 40.08317947, 35.48756027, 103.1387558 , 66.94702148, 49.32709885, 116.37742615, 119.18758392, 41.0124321 , 86.70642853, 69.74723816, 102.97525787, 137.04664612, 40.01212692, 51.17462158, 129.48262024, 44.21733093, 136.24136353, 105.44410706, 48.29639435, 60.43603134, 89.16867065, 122.70243073, 55.88978195, 123.5652771 , 74.92510986, 65.17250824, 51.29878998, 25.63571167, 255.60578918, 74.55656433, 73.04915619, 63.432724 , 89.5203476 , 27.4349823 , 79.63024139, 162.83201599, 122.63362885, 107.37444305, 37.89234161, 63.4449501 , 50.59141541, 141.67308044, 55.59814835, 84.34579468, 84.40289307, 15.09858131, 57.79928207, 80.74414062, 157.51445007, 101.18016052, 21.79652405, 52.6064682 , 126.28936768, 49.54225922, 24.52934265, 100.08661652, 153.91288757, 79.07832336, 30.41096115, 49.16415787, 158.2071991 , 40.18560791, 62.0531044 , 117.00428772, 59.85259247, 81.51433563, 182.17103577, 39.86987686, 36.72885132, 84.68159485, 62.08018875, 40.77069473, 127.0525589 , 41.77320862, 153.00216675, 107.99874878, 103.55563354, 71.58259583, 62.30051422, 23.01054001, 237.95896912, 140.83059692, 66.15089417, 40.3209877 , 183.48722839, 43.6182785 , 84.79601288, 49.47739029, 46.34680939, 190.18258667, 136.20146179, 136.18862915, 28.30498886, 26.41089249, 51.34453964, 54.56897354, 89.54065704, 40.63618851, 114.37117767, 77.52931976, 36.20662308, 58.58491898, 87.83290863, 109.42443848, 58.00121307, 183.38182068, 65.41218567, 45.41558075, 127.62152863, 65.66451263, 51.18189621, 219.44827271, 104.06880188, 42.86063385, 68.78575134, 57.40389633, 51.56774521, 84.83084106, 108.0333786 , 95.07621002, 113.12481689, 132.27053833, 35.81572342, 94.01958466, 70.7240448 , 107.62124634, 151.38227844, 46.74752045, 65.44356537, 200.48423767, 27.59407043, 60.59963226, 102.12146759, 71.1166687 , 109.31942749, 90.37741852, 55.46684265, 121.44741058, 155.87469482, 88.88413239, 49.9124527 , 91.3013916 , 69.52374268, 45.17419815, 186.64912415, 64.72016907, 85.63427734, 67.80125427, 141.15924072, 29.52571487, 65.41127777, 78.05776215, 81.07446289, 86.51006317, 22.08367538, 135.95550537, 113.74986267, 109.88892365, 73.3794632 , 51.11687469, 150.65472412, 23.00745773, 114.83577728, 173.10983276, 83.26084137, 77.83263397, 43.20871353, 102.17422485, 71.85514069, 84.03414154, 95.17864227, 75.84814453, 139.67102051, 114.04984283, 47.49859619, 56.4834137 , 58.05354309, 42.92699814, 56.90701294, 119.37097931, 54.19546509, 34.67816925, 149.74317932, 231.08229065, 25.6326046 , 33.20791626, 85.81781769, 115.65234375, 35.91256714, 59.24326324, 60.35853195, 186.90299988, 62.9395256 , 41.22962952, 42.24027252, 73.14002228, 54.26107025, 53.81365585, 58.6521225 , 33.48045731, 112.00209808, 91.45021057, 73.89585876, 147.3997345 , 58.4369812 , 57.14863968, 128.0559082 , 60.52526474, 83.78868103, 248.14024353, 48.53683472, 77.13506317, 65.21792603, 74.79154968, 43.69256973, 51.447258 , 71.23951721, 115.40177917, 67.06348419, 119.86286163, 49.78754807, 103.91711426, 137.60549927, 75.08639526, 52.0734787 , 75.7118988 , 52.6500206 , 219.13897705, 170.43173218, 51.68141937, 58.57009888, 57.68297958, 43.90974808, 52.85792542, 181.84779358, 76.24810791]) subm_df = pd.DataFrame(data = np.vstack([d1,d2,d3]).T, columns=["Patient_Week", "FVC", "Confidence"]) print(subm_df.shape) subm_df.to_csv("submission.csv", index=False)