import numpy as np
import pandas as pd
from sklearn.model_selection import StratifiedKFold
import xgboost as xgb
from scipy.stats import gmean

def get_tst():
    a = [[4124,  878, 3948, 7116, 2885, 2913, 3185, 3255, 3773, 3400, 2691, 2957, 3297, 3262, 3196, 3795, 3421, 3090, 3376, 3147, 3449, 2950, 3486, 3847, 3150, 3361, 3696, 3199, 3462, 3196, 3284, 3250, 3086, 3020, 3416, 3122, 3721, 3307, 3369, 3326, 3390, 3382, 3363, 3158, 3307, 3327, 3057, 3282, 3177, 3411, 3479, 3393, 3226, 3361, 3372, 3371, 3225, 3353, 3428, 3217],[ 1212, 2265, 5015, 3142, 3783, 2921, 2848, 3034, 3838, 3710, 3433, 2836, 3360, 3611, 3156, 3132, 3785, 3414, 2972, 3663, 3446, 3256, 3277, 3698, 3281, 3707, 3230, 3301, 3356, 3508, 3253, 3607, 3289, 3379, 3688, 3548, 3374, 3134, 3576, 3304, 3452, 3328, 3238, 3337, 3212, 3591, 3373, 3459, 3330, 3280, 3308, 3297, 3274, 3312, 3369, 3521, 3278, 3368, 3291, 3388],[ 3273, 6554, 4372, 3144, 3078, 3692, 3925, 3646, 3715, 3838, 3151, 2865, 3703, 3459, 3320, 2854, 2572, 3240, 3332, 3643, 3413, 3482, 3226, 3618, 3313, 3135, 3577, 3292, 3541, 3395, 3448, 3026, 3434, 3515, 3599, 3449, 3308, 3476, 3255, 3317, 3284, 3260, 3072, 3284, 3338, 3221, 3105, 3456, 3273, 3302, 3293, 3263, 3209, 3295, 3365, 3123, 3276, 3576, 3228, 3211],[ 1584, 3008, 4609, 3292, 3866, 3434, 3836, 3559, 2863, 3496, 3525, 3170, 3110, 3617, 2868, 3530, 3046, 2902, 3470, 3011, 3432, 3461, 3400, 3812, 3141, 3289, 3226, 3271, 3454, 3341, 3500, 3226, 3331, 3436, 3443, 3337, 3382, 3153, 3311, 3470, 3241, 3170, 3235, 3203, 3175, 3302, 3412, 3417, 3396, 3305, 3238, 3306, 3258, 3330, 3240, 3090, 3280, 3430, 3334, 3377],[ 4455, 3838, 1603, 2859, 2785, 2534, 2806, 3732, 3585, 4115, 3263, 3115, 3279, 4119, 3678, 3146, 3733, 3376, 3023, 3549, 3194, 3040, 3468, 3386, 3588, 3426, 3459, 3471, 3272, 3096, 3447, 3102, 3404, 3587, 3261, 3391, 3276, 3817, 3382, 3377, 3154, 3434, 3487, 3434, 3039, 3267, 3586, 3219, 3289, 3124, 3182, 3492, 3249, 3379, 3454, 3347, 3532, 3389, 3506, 3458],[ 4036, 5836, 2264, 3622, 3467, 3569, 3066, 4371, 3234, 3453, 2800, 3253, 3190, 2925, 2692, 3401, 3106, 3582, 2926, 3520, 2849, 2817, 2927, 2874, 3279, 3875, 3194, 3680, 3399, 3310, 3467, 3112, 3498, 3132, 3243, 3530, 3597, 3313, 3634, 3240, 3454, 3006, 3387, 3165, 3246, 3659, 3576, 3394, 3289, 3280, 3523, 3257, 3302, 3454, 3212, 3252, 3273, 3220, 3460, 3343],[ 4080, 5293, 2570, 3635, 2532, 3352, 3532, 3592, 3102, 2674, 3432, 2954, 3289, 3402, 3303, 3484, 3302, 3436, 3268, 3045, 3430, 3174, 3075, 3389, 3468, 3332, 3204, 3254, 3650, 3373, 3054, 3002, 3392, 3231, 3479, 3509, 3536, 3522, 3320, 3360, 3237, 3193, 3315, 3352, 2964, 3287, 3502, 3495, 3232, 3289, 3236, 3429, 3437, 3409, 3280, 3358, 3209, 3372, 3260, 3523],[ 1545, 3757, 4712, 3559, 3578, 3039, 2921, 3278, 3330, 2970, 3736, 2782, 3884, 2692, 3750, 3511, 3955, 3383, 3045, 2770, 3410, 3439, 3583, 3158, 3587, 3493, 3336, 3306, 3286, 3229, 3666, 3532, 3453, 3362, 2961, 3154, 3311, 3462, 3065, 3289, 3384, 3320, 3164, 3090, 3166, 3501, 3493, 3414, 3399, 3189, 3286, 3257, 3294, 3448, 3249, 3388, 3224, 3347, 3180, 3385],[ 3280, 6416, 3858, 4048, 3801, 2343, 3958, 2962, 3259, 3002, 3511, 3285, 3602, 3742, 3226, 2672, 3299, 3472, 3380, 3311, 2967, 3752, 3681, 3673, 3956, 3067, 3515, 3443, 3494, 3735, 3302, 3408, 3106, 3094, 3287, 3299, 3133, 3135, 3699, 3530, 3396, 3294, 3611, 3459, 3457, 3446, 3417, 3583, 3362, 3055, 3338, 3264, 3247, 3196, 3560, 3162, 3363, 3380, 3366, 3488],[ 1588, 2495, 3951, 3487, 2936, 2830, 2731, 2989, 3120, 3976, 3414, 3129, 3836, 2888, 3758, 3392, 3525, 3542, 3564, 2989, 3079, 3529, 3594, 3196, 2987, 3492, 3223, 3228, 3296, 3448, 3233, 3334, 3296, 3389, 3609, 3410, 3394, 3249, 3341, 3233, 3412, 3232, 3140, 3433, 3135, 3228, 3399, 3419, 3254, 3431, 3253, 3261, 3321, 3408, 3363, 3325, 3183, 3149, 3182, 3400],[ 3554, 4736, 2271, 3729, 4689, 4236, 3379, 2979, 3041, 2848, 3233, 3690, 3457, 4273, 3780, 3262, 3105, 3569, 3130, 3237, 3482, 3217, 3710, 3128, 3247, 3711, 3099, 3187, 3156, 3339, 3204, 3300, 3513, 3479, 3660, 3441, 3176, 3613, 3287, 3272, 3286, 3223, 3042, 2949, 3234, 3419, 2717, 3422, 3258, 3377, 3223, 3455, 3260, 3370, 3249, 3224, 3385, 3265, 3382, 3312],[ 2590, 1850, 3259, 3507, 4211, 3976, 3162, 3536, 3976, 3803, 3175, 2795, 3329, 3353, 2876, 3249, 3128, 2879, 3355, 3239, 4058, 3101, 3329, 3566, 3187, 3012, 3621, 3315, 3398, 3538, 3189, 2862, 3245, 3345, 3265, 3269, 3309, 3245, 3432, 3211, 3229, 3348, 3459, 3439, 3420, 3366, 3105, 3359, 2946, 3411, 3435, 3333, 3388, 3212, 3299, 3417, 3127, 3402, 3227, 3461],[ 1252, 2507, 4166, 2400, 3574, 3099, 3353, 2661, 3861, 3127, 3185, 3333, 2912, 3634, 3330, 3147, 3295, 3721, 3050, 3588, 3203, 2995, 3212, 3471, 3134, 3085, 3203, 3430, 3224, 3478, 3175, 3354, 3440, 3287, 3303, 3360, 3242, 3336, 3147, 3070, 3395, 3258, 3261, 3348, 3224, 3254, 3393, 3448, 3327, 3276, 3366, 3226, 3404, 3459, 3282, 3244, 3326, 3296, 3348, 3372],[ 2161, 1288, 2513, 1779, 2939, 2278, 4151, 3579, 3183, 3249, 2210, 3899, 3396, 4137, 3409, 3402, 3483, 2956, 3970, 3445, 3221, 3496, 3430, 3329, 3385, 3408, 3261, 3384, 3328, 3187, 3100, 3203, 3534, 3199, 3321, 3359, 3317, 3279, 3224, 3394, 3079, 3360, 3493, 3207, 3561, 3390, 3245, 3455, 3351, 3144, 3335, 3316, 3141, 3269, 3202, 3451, 3272, 3437, 3436, 3429],[ 1797, 2482, 2430, 3656, 4102, 4175, 2444, 3746, 3793, 3045, 2803, 2532, 3532, 3469, 3176, 3273, 3356, 3447, 3344, 3535, 3160, 3680, 3763, 3480, 3386, 3189, 3569, 3335, 3423, 3274, 3275, 2875, 3352, 3153, 3187, 3358, 3285, 3044, 3537, 3237, 3314, 3354, 2996, 3159, 3266, 3189, 3409, 3113, 3365, 3213, 3180, 3292, 3440, 3487, 3262, 3393, 3412, 3292, 3414, 3211],[ 1668, 2219, 2807, 2887, 4626, 3084, 3203, 3672, 2929, 3450, 2913, 2718, 3050, 2928, 2971, 2899, 2951, 2840, 2981, 3239, 3827, 2674, 3360, 3285, 3230, 3386, 3093, 3163, 3376, 3407, 3052, 3316, 3323, 3311, 3208, 3294, 3364, 3200, 3357, 3205, 3252, 3509, 3363, 3385, 3302, 3226, 3220, 3530, 3148, 3265, 3445, 3347, 3367, 3475, 3465, 3478, 3453, 3364, 3406, 3428],[ 3842, 5471, 2114, 3358, 3441, 2771, 3490, 2632, 3311, 4132, 3364, 3523, 3295, 3315, 3067, 3187, 3318, 3312, 3582, 3258, 3237, 3047, 3334, 3416, 3597, 3334, 3329, 3454, 3571, 3393, 3140, 3392, 3079, 3517, 3621, 3561, 3588, 3326, 2955, 3529, 3351, 3392, 3271, 3367, 3522, 3297, 3096, 3301, 3245, 3387, 3475, 3289, 3389, 3384, 3325, 3366, 3286, 3361, 3205, 3320],[ 3472, 4109, 1979, 2844, 4438, 4005, 3360, 2750, 3687, 3305, 3304, 3526, 3692, 3372, 4135, 4380, 3549, 3211, 3366, 3158, 3030, 3586, 3121, 3291, 3209, 3080, 3676, 2848, 3458, 2951, 3584, 3531, 3468, 3217, 3339, 3360, 3472, 3372, 3253, 3252, 3446, 3307, 3385, 3287, 3440, 3597, 3295, 3505, 3492, 3250, 3344, 3244, 3267, 3475, 3282, 3298, 3251, 3227, 3345, 3027],[ 1646, 3590, 2861, 5238, 4776, 3300, 2921, 1908, 2357, 2982, 3629, 3062, 3814, 3211, 3761, 3824, 3972, 3625, 3162, 3675, 3137, 3813, 3874, 2944, 3345, 3702, 3480, 3532, 2967, 3199, 3299, 3124, 2782, 3556, 3110, 3070, 3467, 3236, 2839, 2764, 3495, 3173, 3712, 3403, 3433, 3453, 3735, 3132, 3291, 3319, 3418, 3482, 3336, 3073, 3268, 3198, 3393, 3310, 3363, 3358],[ 2424, 1760, 3127, 2324, 3645, 3392, 4020, 4017, 2427, 3578, 2397, 4037, 3025, 3427, 3425, 3742, 3319, 3675, 3450, 2594, 3477, 3190, 3565, 3145, 3217, 3386, 2960, 3094, 3754, 3382, 3334, 3209, 3479, 3489, 3487, 3790, 3356, 3529, 3495, 3296, 3571, 3381, 3626, 3280, 3344, 3266, 3257, 3576, 3324, 3423, 3456, 3564, 3287, 3243, 3477, 3389, 3286, 3402, 3313, 3259],[ 3467, 5406, 5640, 3346, 3754, 3619, 3920, 4130, 4255, 4503, 3158, 4036, 3774, 2645, 2688, 3871, 3364, 3429, 3713, 3599, 3838, 3867, 3447, 3055, 2928, 3501, 3060, 3845, 3686, 3768, 3492, 3221, 3526, 3663, 3637, 3284, 2905, 2952, 3535, 3589, 3073, 3187, 3333, 3280, 3427, 2748, 3043, 3341, 3480, 3477, 3586, 3410, 3678, 3475, 3438, 3485, 3507, 3535, 3449, 3140],[ 4575, 1121, 2807, 5945, 1445, 2646, 4027, 3082, 4057, 2980, 2663, 3686, 3853, 3543, 3331, 3257, 2993, 3393, 3196, 3512, 2947, 2991, 3228, 3328, 3471, 3512, 3490, 3015, 3408, 3559, 3106, 3393, 2951, 3267, 3209, 3273, 3222, 3213, 3142, 3146, 3175, 3314, 3373, 3433, 3322, 3186, 3696, 3142, 3389, 3396, 3418, 3373, 3329, 3243, 3402, 3389, 3252, 3411, 3487, 3103],[ 3103, 3262, 2031, 3172, 3517, 3354, 2950, 3535, 4280, 2972, 2971, 2739, 2891, 3196, 2970, 3819, 3597, 3487, 3391, 3186, 3496, 3103, 3370, 3235, 3643, 3288, 3213, 3372, 3363, 3487, 3469, 2817, 3344, 3231, 3467, 3061, 3237, 3277, 3375, 3164, 3125, 3346, 3290, 3083, 3366, 3075, 3385, 3472, 3193, 3259, 3157, 3364, 3386, 3481, 3419, 3384, 3536, 3334, 3524, 3249],[ 1575, 3359, 4193, 3657, 3558, 3856, 2904, 3282, 2812, 3395, 3579, 3700, 3776, 2970, 3039, 3532, 3480, 3036, 3921, 3172, 3210, 3469, 3354, 3171, 3634, 3234, 3091, 3292, 3060, 3093, 3506, 3446, 3506, 3269, 3298, 3501, 3350, 3640, 3200, 3159, 3524, 3153, 3359, 3234, 3318, 3204, 3418, 3270, 3492, 3303, 3382, 3349, 3171, 3296, 3276, 3385, 3370, 3425, 3486, 3379],[ 2055, 2815, 2453, 2836, 2510, 3457, 3993, 2963, 2715, 3402, 3672, 3657, 3294, 3623, 3471, 2671, 3594, 3204, 3424, 3564, 3219, 3353, 3391, 3278, 3019, 3453, 3233, 3178, 3078, 3258, 3336, 3039, 3181, 3432, 3301, 3303, 3071, 3203, 3492, 3131, 3163, 3032, 3149, 3335, 3203, 3149, 3333, 3240, 3200, 3286, 3366, 3480, 3395, 3364, 3457, 3273, 3266, 3217, 3486, 3229],[ 1493, 1785, 1935, 3831, 5078, 3536, 2393, 2880, 3080, 2930, 3265, 3641, 2831, 3728, 3203, 2741, 3252, 3389, 3286, 3624, 3341, 3956, 3377, 3954, 3209, 3019, 3416, 3411, 3608, 3150, 3234, 3362, 3281, 3584, 3273, 3183, 3467, 3265, 3578, 2912, 3466, 3473, 3401, 3312, 3427, 3120, 3460, 3422, 3436, 3509, 3296, 3302, 3397, 3431, 3369, 3133, 3375, 3273, 3397, 3390],[ 8824, 2311, 3732,  543, 3736, 2889, 3315, 2275, 3173, 3295, 2369, 3363, 2275, 3619, 2525, 3480, 3682, 3623, 3048, 3399, 3868, 3813, 3344, 3325, 4096, 3530, 3604, 3146, 3101, 3221, 4347, 3286, 3679, 3601, 3546, 3296, 3385, 3156, 3174, 3236, 3250, 3352, 3270, 3467, 3492, 3303, 3259, 3341, 3145, 3384, 3421, 3293, 3410, 3258, 3019, 3287, 3324, 3292, 3580, 3494],[ 1423, 2950, 4014, 2626, 4125, 2988, 2734, 2777, 3688, 4247, 3637, 3544, 3369, 3038, 3509, 2779, 3687, 3575, 3272, 3271, 3553, 3088, 3061, 3358, 3309, 3289, 3339, 3403, 3383, 3529, 3281, 3319, 3225, 3680, 3200, 3171, 3293, 3528, 3310, 3251, 3176, 3152, 3233, 3090, 3576, 3403, 3413, 3428, 3240, 3368, 3305, 3052, 3285, 3393, 3459, 3361, 3093, 3404, 3247, 3346],[ 3710, 4130, 1643, 2406, 2108, 2985, 2880, 3006, 4121, 2950, 3199, 3476, 3319, 2909, 3209, 3543, 3566, 3155, 3010, 3324, 3468, 3614, 3547, 3400, 3128, 3504, 3007, 3648, 3444, 3491, 3270, 3334, 3330, 3185, 3413, 3360, 3214, 3482, 3342, 3361, 3373, 3426, 3428, 3323, 3409, 3416, 3339, 3304, 3236, 3249, 3131, 3299, 3573, 3179, 3559, 3344, 3337, 3239, 3487, 3595],[ 3646, 4364, 1566, 3981, 4080, 3052, 4306, 2941, 3091, 3106, 3833, 3184, 3472, 3489, 3723, 3794, 3946, 3625, 2892, 3247, 3496, 3333, 3425, 3410, 2849, 3085, 3297, 2629, 3461, 3161, 3396, 3135, 3206, 3243, 3534, 3239, 3281, 3507, 3613, 3459, 2992, 3418, 3298, 3355, 3330, 3386, 3226, 3226, 3413, 3185, 3540, 3385, 3208, 3464, 3406, 3309, 3316, 3474, 3198, 3341],[ 1670, 2558, 3600, 3755, 4019, 3775, 2912, 3257, 3268, 3404, 3532, 3114, 3102, 3055, 3318, 3717, 3250, 3210, 3257, 3360, 3557, 3527, 3491, 3523, 3497, 3703, 3324, 3257, 3172, 3282, 3409, 3363, 3308, 3265, 3500, 3442, 3304, 3471, 3354, 3163, 3142, 3162, 3350, 3171, 3213, 3335, 3291, 3310, 3579, 3281, 3247, 3482, 3258, 3191, 3243, 3260, 3357, 3327, 3351, 3247],[ 2292, 2698, 4420, 2500, 4042, 3336, 3873, 3525, 3126, 3111, 3579, 2902, 2503, 3489, 3209, 3676, 3307, 2848, 3474, 3273, 3211, 3291, 3181, 3710, 3374, 3458, 2906, 3412, 3564, 3459, 3135, 3132, 3523, 3363, 3426, 3123, 3200, 3281, 3444, 3459, 3241, 3453, 3243, 3292, 3421, 3430, 3285, 3768, 3325, 3075, 3341, 3316, 3304, 3422, 3127, 3196, 3360, 3285, 3365, 3314],[ 1404, 2496, 3477, 3035, 4641, 3432, 3058, 3169, 4054, 3768, 3440, 2847, 3368, 3677, 3328, 3226, 3220, 3424, 2921, 3400, 3708, 3522, 3698, 3754, 3177, 3012, 3477, 3484, 3435, 3443, 3297, 3438, 3241, 3458, 3162, 3166, 3340, 3074, 3229, 3217, 3367, 3329, 3473, 3218, 3355, 3151, 3289, 3345, 3424, 3441, 3207, 3399, 3636, 3313, 3440, 3256, 3283, 3284, 3326, 3298],[ 3649, 4761, 1852, 3796, 2490, 3077, 3201, 3207, 3424, 2745, 3535, 2762, 3322, 3009, 3114, 3816, 4112, 3944, 3080, 2721, 3123, 3056, 3296, 3166, 3339, 3173, 3241, 3584, 3324, 3139, 3198, 3204, 3116, 3428, 3423, 3207, 3391, 3331, 3195, 3202, 3253, 3254, 3373, 3367, 3240, 3270, 3335, 3295, 3383, 3406, 3348, 3375, 3290, 3101, 3345, 3240, 3163, 3313, 3544, 3315],[ 2439, 1411, 1687, 2637, 2702, 3238, 3673, 3463, 3443, 3167, 3304, 3944, 3382, 2789, 3518, 3129, 3177, 3634, 3515, 3555, 3055, 3634, 3485, 3443, 3153, 3632, 3250, 3226, 3259, 3293, 3507, 3356, 3316, 3412, 3566, 3364, 3446, 3352, 3495, 3386, 3438, 3383, 3406, 3439, 3282, 3378, 3326, 3392, 3459, 3456, 3433, 3245, 3240, 3412, 3441, 3497, 3306, 3378, 3396, 3299],[ 1530, 2670, 4995, 2376, 3332, 3170, 3552, 3895, 4003, 3645, 3005, 2456, 3411, 3873, 3072, 3276, 3188, 2844, 3040, 3461, 3827, 3027, 3186, 3713, 3414, 3494, 3328, 3093, 3173, 3432, 3421, 3258, 3312, 3213, 3500, 3200, 3152, 3085, 3387, 3065, 3293, 3198, 3436, 3318, 3318, 3711, 3107, 3293, 3251, 3347, 3408, 3373, 3317, 3316, 3256, 3330, 3383, 3338, 3253, 3234],[ 2047, 3185, 3488, 3446, 2848, 3545, 2446, 4004, 3219, 3419, 3570, 3193, 3422, 3473, 3476, 3644, 3259, 3559, 3012, 3457, 3003, 3339, 3631, 3095, 3791, 2866, 2900, 3630, 3182, 3588, 3322, 3118, 3671, 3451, 3464, 3041, 2989, 3395, 3326, 3253, 3275, 3157, 3453, 3368, 3192, 3285, 3420, 3394, 3162, 3179, 3455, 3616, 3054, 3549, 3336, 3432, 3370, 3246, 3029, 3318],[ 2244, 1750, 2931, 3268, 3114, 3777, 2260, 4588, 3829, 3125, 2741, 3331, 3482, 3675, 3025, 3422, 3270, 3806, 3299, 3421, 3422, 3554, 3518, 3123, 3156, 3328, 3220, 3331, 3228, 3234, 2942, 3140, 3184, 3267, 3318, 3231, 3284, 3315, 3354, 3508, 3272, 3227, 3378, 3523, 3448, 3168, 3289, 3217, 3210, 3498, 3359, 2996, 3193, 3311, 3170, 3479, 3256, 3549, 3086, 3299],[ 2910, 5299, 3341, 3813, 3389, 3179, 3250, 3160, 3719, 2671, 3616, 3219, 3801, 3306, 3433, 3111, 3860, 3613, 3188, 3086, 3211, 2765, 2957, 2976, 3309, 3187, 3387, 3335, 3469, 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3614, 3695, 3100, 3290, 3348, 3411, 3382, 3148, 3274, 3655, 3430, 3223, 3172, 3418, 3503, 3262, 3311, 3260, 3322, 3306, 3396, 3292, 3375, 3394, 3342, 3379, 3488, 3405, 3311, 3321, 3502],[ 1825, 3267, 5237, 4191, 5821, 2679, 3964, 3837, 2447, 3485, 3072, 4541, 2452, 3683, 3871, 4013, 3599, 3555, 3251, 3330, 3290, 2952, 3183, 3345, 3337, 3251, 3171, 3446, 3624, 3261, 3162, 3062, 2980, 3198, 3409, 3320, 3281, 3156, 3214, 3373, 3594, 3435, 3514, 3342, 3229, 3412, 3568, 3170, 3143, 3038, 3181, 3499, 3273, 3327, 3272, 3461, 3350, 3555, 3373, 3353],[ 3275, 2523, 5212, 4872, 1400, 2722, 3298, 2918, 3478, 3634, 2975, 3350, 3086, 3905, 3203, 2745, 3039, 3676, 2624, 3383, 3644, 2961, 3243, 3133, 3178, 3295, 3544, 3411, 3305, 3486, 3449, 3214, 3264, 3278, 3160, 3388, 3380, 3309, 3238, 3251, 3285, 3482, 3274, 3371, 3312, 3417, 3272, 3260, 3332, 3356, 3472, 3340, 3412, 3304, 3438, 3258, 3562, 3234, 3315, 3379],[ 3106, 5541, 2646, 4430, 5511, 2604, 3391, 3066, 3215, 4147, 3140, 3261, 3782, 4191, 3784, 3565, 2530, 3056, 3644, 3743, 2839, 3790, 2901, 3204, 3483, 3319, 2908, 2971, 3276, 3577, 2918, 3549, 2917, 2952, 3282, 3261, 3245, 3622, 3240, 3658, 3553, 3330, 3397, 3231, 3159, 3645, 3504, 3147, 3130, 3563, 3405, 3755, 3348, 3576, 3174, 3432, 3332, 3298, 3191, 3481],[ 2337, 3514, 4897, 2293, 2222, 3621, 3894, 2902, 2901, 3482, 3900, 2992, 3485, 3762, 3510, 3483, 3777, 2669, 3370, 3177, 3551, 3069, 3013, 3121, 2993, 3197, 3451, 3716, 3064, 3604, 3304, 2966, 3451, 3295, 2987, 3129, 3415, 3408, 3454, 3224, 3282, 3249, 3395, 3283, 3356, 3271, 3178, 3436, 3461, 3601, 3299, 3386, 3141, 3172, 3346, 3358, 3291, 3377, 3376, 3280],[ 2671, 1805, 1345, 3813, 4235, 3825, 2885, 3044, 3182, 3778, 3683, 3479, 3933, 3249, 3474, 3327, 3103, 3231, 2844, 3732, 2886, 3733, 3454, 3371, 3049, 3270, 3634, 2885, 3345, 3185, 3322, 3309, 3220, 3578, 3197, 3214, 3275, 3553, 3445, 3268, 3262, 3323, 3333, 3566, 3246, 3330, 3408, 3235, 3542, 3512, 3064, 3304, 3328, 3294, 3339, 3274, 3214, 3336, 3353, 3315],[ 8481, 3023, 3989, 2611, 4655, 1995, 2534, 3252, 3062, 3025, 4323, 3089, 2706, 3387, 2765, 3212, 3252, 3459, 4083, 3343, 2995, 3517, 2351, 3338, 3004, 3087, 3429, 3390, 3289, 3647, 3185, 3455, 3530, 3165, 3366, 3290, 2934, 3116, 3185, 3392, 3373, 3413, 3405, 3158, 3153, 3367, 3291, 3111, 3432, 3208, 3350, 3437, 3346, 3160, 3512, 3344, 3426, 3320, 3254, 3372],[ 1709, 2397, 4354, 1972, 2595, 3198, 3099, 2652, 3564, 3305, 3419, 3609, 3892, 3615, 3403, 3270, 3303, 3483, 3327, 3160, 3305, 3250, 3423, 2905, 2862, 3192, 3465, 3330, 3219, 3487, 3280, 3327, 3394, 3166, 3414, 3150, 3495, 3437, 3333, 3298, 3475, 3411, 3418, 3525, 3456, 3288, 3370, 3376, 3559, 3395, 3458, 3187, 3325, 3552, 3396, 3323, 3373, 3259, 3271, 3333],[ 2038, 2037, 4068, 1806, 2573, 3395, 3562, 2741, 3672, 2999, 3421, 3457, 3557, 3699, 3334, 3516, 2771, 3301, 3716, 3127, 3136, 3090, 3076, 2912, 3165, 3512, 3062, 3465, 3552, 3097, 3367, 3568, 3419, 3492, 3378, 3242, 3454, 3373, 3417, 3344, 3428, 3433, 3256, 3177, 3246, 3282, 3321, 3280, 3412, 3319, 3354, 3208, 3409, 3316, 3366, 3301, 3286, 3355, 3414, 3613],[ 1608, 2016, 2326, 3279, 3912, 3153, 2502, 3622, 3511, 3199, 3046, 3193, 3406, 3269, 3369, 3074, 3448, 3486, 3043, 3470, 3225, 3331, 3305, 3341, 3540, 3166, 3248, 3168, 3255, 3184, 3061, 3103, 3215, 3324, 3454, 3367, 3417, 3340, 3274, 3316, 3254, 3489, 3183, 3313, 3454, 3299, 3263, 3423, 3419, 3292, 3310, 3420, 3418, 3422, 3163, 3132, 3228, 3282, 3438, 3329],[ 1919, 2756, 4255, 2908, 3300, 3248, 3194, 3839, 3599, 3100, 3512, 3083, 3160, 3441, 3456, 3298, 3214, 3788, 3114, 3323, 3180, 3408, 3551, 3547, 3553, 3075, 3202, 3415, 3140, 3241, 3219, 3464, 3380, 3504, 3415, 3260, 3413, 3277, 3324, 3359, 3163, 3273, 3445, 3270, 3170, 3329, 3361, 3375, 3409, 3381, 3509, 3284, 3478, 3390, 3226, 3246, 3380, 3185, 3358, 3267],[ 1433, 1812, 2826, 2708, 4137, 3463, 3433, 3160, 3403, 2965, 3138, 3248, 3684, 2803, 3023, 3759, 3042, 2911, 3618, 3050, 2802, 3344, 3144, 3620, 3482, 3543, 3279, 3242, 3797, 3292, 3452, 3354, 3526, 3449, 3124, 3299, 3239, 3380, 3290, 3284, 3259, 3378, 3203, 3023, 3544, 3379, 3341, 3470, 3373, 3321, 3212, 3553, 3505, 3167, 3182, 3465, 3328, 3357, 3356, 3319],[ 2039, 3110, 3951, 2656, 3698, 3222, 3831, 3810, 3656, 4069, 3003, 2658, 2733, 2592, 3314, 3314, 2693, 3771, 3389, 3244, 3923, 2964, 3321, 3648, 3222, 3551, 3105, 3076, 3057, 3223, 3304, 3080, 3083, 3469, 3309, 3430, 3152, 3288, 3484, 3159, 3110, 3294, 3387, 3205, 3063, 3360, 3272, 3309, 3167, 3356, 3478, 3238, 3418, 3231, 3380, 3197, 3312, 3319, 3104, 3294],[ 3342, 5116, 1724, 3361, 3125, 2949, 2473, 3351, 3663, 3066, 2715, 3189, 3463, 2844, 3470, 3548, 3518, 3162, 3249, 2933, 3323, 3118, 3123, 3311, 3219, 3030, 3406, 3460, 3239, 3416, 3303, 3094, 3160, 3206, 3565, 3384, 3363, 3424, 3322, 3258, 3712, 3192, 3390, 3319, 3263, 3401, 3216, 3597, 3068, 3323, 3057, 3387, 3432, 3468, 3301, 3154, 3312, 3249, 3533, 3354],[ 4500, 1598, 2160, 3499, 2689, 5099, 3893, 2933, 3252, 4022, 3486, 2943, 3047, 3338, 3546, 2874, 3805, 3832, 3386, 3952, 2828, 2951, 3751, 3107, 3387, 3160, 3504, 3140, 3914, 3633, 3448, 3304, 3494, 2900, 3433, 3302, 3286, 3368, 3226, 3726, 3426, 3341, 3150, 3607, 3230, 3418, 3275, 3445, 3359, 2979, 3407, 3452, 3367, 3361, 3434, 3379, 3378, 3418, 3207, 3357],[ 3383, 1820, 4590, 5826, 1859, 2678, 3230, 2881, 3044, 3690, 2692, 3782, 3166, 3897, 2941, 2890, 3130, 3450, 2883, 3247, 3481, 3310, 3429, 3019, 2997, 3225, 3305, 3047, 3284, 3515, 3497, 3210, 3575, 3046, 3329, 3427, 3452, 3297, 3235, 3326, 3421, 3349, 3331, 3506, 3404, 3178, 3363, 3204, 3301, 3189, 3527, 3287, 3408, 3321, 3378, 3353, 3579, 3096, 3278, 3294],[ 3549, 6334, 3159, 3163, 2060, 3689, 3557, 3893, 3559, 2715, 3518, 3437, 2728, 3211, 2795, 3373, 3757, 3264, 3201, 3426, 3002, 3649, 3423, 3453, 3287, 3187, 2988, 3749, 3564, 3045, 3453, 3410, 3323, 3224, 3138, 3528, 3283, 3009, 3547, 3239, 3665, 3436, 3389, 3325, 3569, 3172, 3236, 3182, 3445, 3410, 3176, 3293, 3321, 3341, 3430, 3483, 3298, 3171, 3223, 3336],[ 2028, 1215, 2398, 3371, 4436, 3802, 2869, 3805, 3528, 3025, 2891, 3734, 3024, 3583, 3113, 3147, 3333, 3330, 3084, 3661, 3391, 3449, 3485, 3777, 3294, 3275, 3067, 3045, 3392, 3302, 3040, 3243, 3357, 3637, 3297, 3249, 3276, 3156, 3543, 3316, 3499, 3400, 3194, 3357, 3421, 3227, 3190, 3474, 3691, 3301, 3329, 3419, 3145, 3201, 3266, 3128, 3364, 3293, 3338, 3406],[ 2289, 1981, 3366, 3888, 3154, 3064, 3099, 2940, 3174, 2199, 4188, 3404, 4106, 2918, 3294, 3351, 3451, 3146, 3532, 3786, 3180, 3421, 3257, 3308, 3392, 3399, 3331, 3471, 3366, 3256, 3191, 3376, 3511, 3416, 2979, 3394, 3557, 3208, 3459, 3524, 3181, 3442, 3306, 3337, 3503, 3308, 3303, 3500, 3271, 3545, 3234, 3322, 3396, 3281, 3396, 3282, 3372, 3309, 3311, 3281],[ 3463, 4302, 2509, 3043, 4598, 4267, 3921, 3193, 3909, 4240, 2731, 3987, 3580, 3604, 2889, 3759, 3207, 3321, 3619, 3044, 4024, 3579, 3816, 2939, 2997, 3438, 3014, 3915, 3576, 3755, 3390, 3551, 3432, 4003, 3021, 3727, 3261, 3312, 3259, 3180, 2967, 3336, 3167, 3306, 3424, 3335, 2980, 3326, 3411, 3122, 3246, 3440, 3177, 3545, 3404, 3299, 3280, 3457, 3510, 3208],[ 8355, 1142, 4246, 4082, 3180, 3415, 3071, 3150, 2555, 3630, 2472, 2416, 4016, 3524, 4677, 3047, 2878, 2121, 3705, 3193, 2860, 2795, 2967, 3220, 3601, 2784, 2519, 3312, 3320, 3383, 3023, 3257, 2766, 3472, 3224, 3147, 3286, 2968, 3525, 3612, 3263, 3254, 3478, 2967, 3185, 3057, 3447, 3336, 3029, 3075, 3573, 3591, 3578, 3498, 3410, 3417, 3306, 3476, 3225, 3433],[ 2021, 3341, 5115, 2688, 4042, 2773, 4413, 3575, 2615, 3306, 3341, 3640, 2321, 3755, 3169, 3432, 3392, 3254, 3228, 3424, 3313, 3504, 3343, 3675, 3436, 3394, 3291, 3856, 3462, 3666, 2912, 3115, 3363, 3315, 3139, 3605, 3114, 3148, 3095, 3562, 3276, 3183, 3274, 3548, 3210, 3220, 3550, 3448, 3466, 3304, 3263, 3374, 3204, 3489, 3396, 3106, 3462, 3384, 3327, 3291],[ 2892, 3782, 2439, 2744, 2604, 2997, 3210, 3982, 4411, 2907, 3314, 3743, 3113, 3470, 3436, 3172, 3650, 3429, 2780, 3870, 3888, 3330, 2866, 3362, 3413, 3496, 3014, 3299, 3307, 3194, 3391, 3359, 3256, 3060, 3549, 3459, 3211, 3456, 3688, 3377, 3292, 3290, 3285, 3181, 3328, 3239, 3418, 3544, 3079, 3336, 3060, 3221, 3303, 3385, 3446, 3262, 3172, 3365, 3308, 3371],[ 2258, 2538, 3802, 3025, 4063, 3720, 2940, 3719, 3637, 3129, 3267, 3536, 3077, 3009, 3563, 3474, 3277, 3385, 3246, 3134, 3414, 3398, 3246, 3401, 3679, 3396, 3147, 3146, 3386, 3251, 3299, 3370, 3667, 3331, 3184, 3306, 3523, 3454, 3254, 3262, 3217, 3355, 3311, 3294, 3255, 3445, 3249, 3239, 3510, 3413, 3285, 3346, 3306, 3423, 3311, 3149, 3285, 3414, 3308, 3375],[ 1708, 1496, 3196, 3275, 3921, 2871, 3453, 3626, 3468, 2872, 2998, 3143, 3571, 3699, 3107, 3310, 3147, 3056, 3254, 3235, 3091, 3337, 3220, 3535, 3270, 3310, 3395, 3385, 3308, 3516, 3260, 3157, 3493, 3372, 3653, 3248, 3510, 3467, 3195, 3504, 3343, 3268, 3147, 3328, 3532, 3343, 3419, 3150, 3251, 3284, 3368, 3438, 3361, 3382, 3379, 3333, 3266, 3309, 3315, 3333],[ 2211, 2447, 3926, 3739, 4154, 3174, 3844, 3774, 4033, 3209, 4030, 3302, 3179, 3440, 2961, 3078, 3485, 3511, 3287, 3050, 3608, 3358, 3740, 3267, 3533, 3574, 3585, 3658, 3629, 3486, 3412, 3259, 3205, 3306, 3394, 3315, 3347, 3186, 3297, 3447, 3406, 3156, 3108, 3375, 3503, 3303, 3554, 3298, 3335, 3381, 3256, 3381, 3411, 3588, 3268, 3473, 3362, 3309, 3308, 3274],[ 1429, 2536, 4410, 3183, 3818, 3403, 2438, 3116, 3376, 3525, 3195, 4389, 3401, 2913, 2778, 2831, 3888, 3326, 3327, 3140, 3276, 3090, 3187, 3271, 3655, 2773, 3366, 2864, 3258, 3329, 3330, 3665, 3594, 3324, 3382, 3397, 3481, 3375, 3435, 3177, 3398, 3222, 3436, 3332, 3429, 3179, 3333, 3237, 3493, 3429, 3305, 3232, 3326, 3139, 3332, 3425, 3310, 3317, 3506, 3208],[ 1830, 2601, 4767, 3755, 3395, 3683, 3139, 2975, 2877, 2900, 3918, 2896, 3555, 3644, 2696, 3692, 3343, 2895, 3495, 3081, 3404, 3467, 3392, 3231, 3567, 3239, 3410, 3143, 3586, 3361, 3273, 3398, 3685, 3088, 3758, 3565, 3490, 3378, 3395, 3339, 3341, 3228, 3319, 3485, 3282, 3249, 3579, 3198, 3397, 3118, 3207, 3467, 3325, 3281, 3257, 3251, 3195, 3375, 3291, 3288],[ 2073, 3181, 4834, 4652, 3988, 3966, 3369, 2607, 2367, 2616, 3875, 3141, 3131, 3308, 3146, 3658, 3957, 3454, 2931, 3396, 3343, 3437, 3426, 3282, 3180, 3513, 3247, 3271, 3043, 3756, 3187, 3245, 3597, 3528, 3344, 3470, 3512, 3487, 3258, 3089, 3415, 3229, 3180, 3414, 3311, 3354, 3703, 3261, 3352, 3216, 3224, 3289, 3210, 3303, 3458, 3375, 3218, 3250, 3266, 3347],[ 2304, 3332, 5434, 3575, 3775, 3668, 3352, 2917, 2857, 3818, 4013, 3295, 2553, 2814, 2891, 3473, 3056, 3560, 3561, 3533, 3543, 3109, 3398, 3043, 3457, 3508, 3320, 3373, 3215, 3473, 2877, 3364, 3214, 3396, 3318, 3359, 3363, 3516, 3214, 3395, 3239, 3230, 3422, 3341, 3293, 3230, 3598, 3590, 3285, 3393, 3259, 3260, 3364, 3291, 3189, 3172, 3415, 3242, 3308, 3337],[ 4102, 5631, 2010, 3343, 2331, 3542, 2929, 2956, 3098, 3402, 2944, 3376, 3174, 3582, 2780, 3062, 3278, 2982, 3276, 3287, 3550, 3073, 3415, 3511, 3206, 3341, 3371, 3503, 3489, 3197, 3317, 3368, 3108, 3411, 3364, 3489, 3204, 3258, 3050, 3315, 3588, 3336, 3467, 3460, 3488, 3496, 3246, 3246, 3245, 3423, 3258, 3095, 3269, 3421, 3429, 3117, 3267, 3374, 3241, 3412],[ 3281, 5760, 4319, 2903, 2716, 4033, 3281, 2529, 3495, 3239, 3176, 3120, 3747, 3871, 3227, 3638, 3157, 3293, 3054, 3481, 3690, 3297, 3638, 3353, 3215, 3138, 3618, 3424, 3626, 3121, 3042, 3690, 3027, 3360, 3325, 3007, 3392, 3382, 3213, 3251, 3257, 3497, 3138, 3361, 3417, 3308, 3299, 3128, 3292, 3465, 3279, 3263, 3401, 3239, 3333, 3258, 3362, 3427, 3157, 3419],[ 2000, 1671, 2327, 3144, 3164, 3015, 3107, 3777, 3433, 3332, 4154, 3673, 3167, 3363, 3443, 3320, 3058, 3207, 3319, 3121, 3638, 3436, 2995, 3476, 3838, 3314, 3243, 3380, 3740, 3394, 3002, 3542, 3182, 3214, 3152, 3696, 3357, 3391, 3584, 3301, 3461, 3332, 3220, 3465, 3410, 3263, 3256, 3558, 3272, 3459, 3432, 3364, 3376, 3363, 3401, 3334, 3305, 3437, 3211, 3341],[ 4046, 5898, 3062, 2495, 1803, 3271, 3087, 3625, 3394, 4019, 2901, 3998, 3760, 3295, 3455, 3244, 3609, 3046, 3088, 3566, 2941, 3190, 3264, 3645, 3114, 3529, 3330, 3394, 3346, 3606, 3287, 3190, 3492, 3580, 3290, 3256, 3493, 3234, 3356, 3344, 3578, 3102, 3696, 3408, 3344, 3400, 3275, 3158, 3563, 3218, 3289, 3539, 3489, 3236, 3209, 3313, 3383, 3286, 3292, 3462],[ 3396, 2527, 5601, 4915, 1717, 2717, 2818, 2595, 3749, 3278, 2752, 4209, 3410, 3139, 3282, 3183, 3507, 3337, 3327, 3403, 3426, 3283, 3256, 3322, 3288, 3069, 3438, 3014, 3221, 3459, 3491, 3364, 3571, 3339, 3056, 3043, 3667, 3693, 3297, 3408, 3302, 3299, 3191, 3011, 3004, 3632, 3170, 3210, 3209, 3477, 3586, 3395, 3533, 3247, 3300, 3328, 3410, 3362, 3298, 3376],[ 3515, 5874, 4826, 3042, 4700, 2627, 3544, 2688, 3429, 3988, 3350, 3832, 3041, 3867, 3513, 3449, 2700, 3070, 3365, 3697, 3428, 3270, 3216, 2821, 3527, 3148, 3426, 3537, 3273, 3312, 2870, 3513, 3481, 3475, 3365, 3525, 3492, 3173, 3480, 3190, 3332, 3425, 3465, 3400, 3392, 3351, 3268, 3469, 3255, 2904, 3147, 3301, 3333, 3400, 3388, 3118, 3401, 3340, 3330, 3092],[ 2790, 2505, 2414, 3620, 2999, 3942, 3848, 4341, 3219, 3705, 3794, 2788, 3525, 2865, 2798, 3354, 3365, 3326, 3862, 3066, 3678, 3122, 3341, 3555, 3335, 3084, 3275, 3453, 3293, 3419, 3516, 3290, 3166, 3479, 3252, 3365, 3324, 3307, 3305, 3517, 3439, 3256, 3199, 3324, 3273, 3252, 3186, 3287, 3239, 3436, 3280, 3400, 3353, 3539, 3365, 3326, 3405, 3334, 3468, 3264],[ 2068, 2408, 3604, 3331, 3631, 3676, 3387, 3213, 2835, 2970, 3691, 2926, 3476, 3176, 3091, 4012, 2748, 3186, 3281, 2919, 2631, 3690, 3300, 3330, 3668, 3542, 3288, 3198, 3696, 3340, 3178, 3488, 3426, 3545, 3322, 3281, 3283, 3633, 3040, 3271, 3389, 3433, 3326, 3352, 3355, 3377, 3457, 3460, 3518, 3348, 3150, 3433, 3382, 3345, 3368, 3235, 3460, 3375, 3367, 3350],[ 3665, 4281, 3080, 3145, 4018, 3428, 3926, 3752, 4645, 3522, 3106, 3182, 3425, 3492, 2108, 4176, 3907, 2638, 3255, 3520, 3589, 3704, 3097, 2609, 2826, 3681, 2637, 4176, 3509, 3823, 3300, 3120, 3251, 3683, 3004, 3459, 3187, 3072, 3477, 3362, 2974, 3014, 3196, 3201, 3281, 3212, 3037, 3383, 3564, 3051, 3470, 3152, 3454, 3268, 3275, 3192, 3379, 3393, 3382, 3252]]
    return np.array(a)

def get_trn():
    a = [[1965, 3233, 5615, 3693, 3319, 3065, 3815, 3560, 2950, 2629, 3525, 3737, 3317, 3206, 3557, 4178, 3871, 3191, 3289, 3697, 3219, 3166, 3194, 3243, 3423, 3457, 3196, 3118, 3018, 3447, 3369, 3207, 3386, 3460, 3102, 3779, 3328, 3187, 3219, 3417, 3121, 3216, 3420, 3390, 3275, 3499, 3206, 3416, 3280, 3322, 3141, 3304, 3231, 3453, 3300, 3342, 3378, 3538, 3186, 3399],[ 2230, 2793, 4502, 1840, 2889, 3764, 4379, 2458, 3240, 4134, 3711, 2679, 3114, 3461, 3143, 3489, 2814, 3227, 3778, 3501, 3727, 3138, 3057, 3236, 3301, 3446, 3260, 3472, 3466, 3457, 3510, 3472, 3327, 3160, 3275, 3297, 3321, 3265, 3397, 3180, 3320, 3412, 3405, 3219, 3226, 3226, 3304, 3568, 3421, 3379, 3095, 3235, 3351, 3283, 3223, 3250, 3364, 3194, 3443, 3377],[ 3976, 3344,  890, 4218, 5479, 2359, 4204, 3047, 4011, 3828, 2946, 2219, 4574, 3522, 3388, 3219, 3218, 2937, 3771, 3371, 3444, 3853, 4236, 2475, 3036, 3419, 3331, 2772, 3263, 3500, 3323, 3490, 3520, 3166, 2972, 3260, 3118, 3462, 3790, 3586, 3843, 3279, 3558, 3108, 3149, 3188, 3693, 3080, 3391, 3429, 3414, 3245, 3384, 3287, 3247, 3103, 3584, 3379, 3364, 3228],[ 2576, 3285, 3207, 3494, 2933, 4060, 2575, 2677, 3485, 3006, 3729, 2797, 2519, 2767, 3523, 3475, 3667, 3758, 3508, 4065, 3270, 3168, 3380, 3336, 3680, 3278, 3315, 3487, 3150, 3249, 3206, 3399, 3395, 3263, 3396, 3075, 3340, 3355, 3572, 3298, 3393, 3402, 3421, 3530, 3286, 3555, 3186, 3287, 3274, 3207, 3627, 3418, 3104, 3420, 3260, 3346, 3182, 3297, 3217, 3352],[ 2328, 2181, 2082, 3067, 3893, 3454, 2872, 4201, 3397, 3800, 2985, 3980, 2825, 3601, 3682, 3102, 3381, 3862, 2713, 3023, 3106, 3270, 3656, 3110, 3011, 3417, 3265, 3031, 3165, 3420, 3488, 3084, 3416, 3143, 3133, 3349, 3318, 3582, 3211, 3273, 3153, 3506, 3459, 3482, 3370, 3541, 3384, 3385, 3513, 3393, 3408, 3290, 3164, 3409, 3354, 3293, 3393, 3493, 3204, 3266],[ 3237, 5704, 4433, 3905, 3944, 3605, 3907, 1899, 3337, 2728, 3581, 4196, 3222, 3608, 3166, 2918, 2990, 3462, 3545, 3976, 3566, 3052, 3083, 3103, 3444, 3350, 3606, 3506, 3362, 3276, 3089, 3700, 3287, 3133, 3283, 3109, 3322, 3398, 3168, 3513, 3318, 3410, 3140, 3451, 3181, 3393, 3185, 3347, 3105, 3424, 3321, 2945, 3253, 3325, 3249, 3369, 3323, 3560, 3391, 3243],[ 1628, 3455, 5039, 2881, 3382, 3263, 3049, 3705, 3235, 3728, 3380, 3619, 3610, 2918, 3454, 3542, 3307, 3178, 3414, 3154, 3365, 3170, 3088, 3645, 3872, 3358, 2977, 2886, 3796, 3251, 3540, 3133, 3361, 3448, 3337, 3424, 3106, 3256, 3438, 3507, 3195, 3477, 3288, 3419, 3125, 3441, 3379, 3171, 3351, 3375, 3351, 3224, 3308, 3365, 3360, 3310, 3375, 3474, 3483, 3289],[ 1266, 2574, 3996, 3245, 2935, 3126, 3511, 2102, 2773, 3150, 3174, 2809, 4172, 3367, 2941, 3027, 3284, 3174, 3592, 2934, 3694, 3042, 3466, 3037, 2988, 3307, 3647, 3141, 3195, 3304, 3222, 3120, 3163, 3165, 3357, 3400, 3206, 3321, 3498, 3279, 3233, 3267, 3290, 3387, 3356, 3278, 3624, 3373, 3219, 3166, 3196, 3440, 3298, 3323, 3397, 3250, 3258, 3303, 3209, 3463],[ 3845, 1235, 3305, 6254, 1902, 2705, 3830, 3689, 3025, 2768, 2491, 3340, 3408, 4014, 3392, 3441, 3130, 3612, 3235, 3574, 2952, 3234, 3091, 3504, 3172, 3301, 3304, 3377, 3543, 3419, 3221, 3291, 3280, 3254, 3305, 3121, 3236, 3236, 3081, 3450, 3089, 3462, 3626, 3135, 3301, 3110, 3419, 3159, 3382, 3395, 3602, 3298, 3218, 3147, 3049, 3564, 3445, 3093, 3393, 3321],[ 3516, 4476, 2142, 3599, 4324, 2836, 3241, 3675, 4126, 3599, 3365, 2480, 3735, 3684, 3093, 3020, 3728, 3346, 3564, 2704, 3509, 3608, 3530, 2544, 3414, 3432, 3449, 3357, 3534, 3317, 2900, 3777, 3387, 3281, 3073, 3357, 3132, 3206, 3422, 3145, 3080, 3195, 3472, 3320, 3032, 3111, 3302, 3269, 3175, 3368, 3455, 3292, 3237, 3001, 3197, 3297, 3340, 3306, 3448, 3336],[ 3415, 4319, 3271, 2849, 3074, 3300, 3713, 2702, 3815, 2739, 3423, 2692, 3219, 3370, 3346, 3257, 3692, 2811, 3904, 3143, 3518, 3047, 3242, 3344, 3066, 3402, 3138, 3053, 3708, 3311, 3549, 3366, 3499, 3377, 3286, 3189, 3583, 3451, 3397, 3327, 3330, 3535, 3218, 3427, 3265, 3147, 3155, 3175, 3497, 3226, 3200, 3354, 3250, 3558, 3255, 3445, 3460, 3354, 3209, 3380],[ 3959, 1070, 2298, 2321, 4297, 3931, 4191, 3999, 3902, 3309, 2844, 3565, 2806, 3610, 2843, 3500, 2820, 2753, 3946, 3142, 3470, 3135, 3721, 3215, 3694, 3523, 3707, 3066, 3138, 3285, 3147, 3196, 2902, 3547, 3290, 3123, 3596, 3281, 3357, 3339, 3301, 3324, 3161, 3269, 3327, 3325, 3268, 3293, 3114, 3220, 3433, 3381, 3387, 3325, 3406, 3335, 3358, 3195, 3539, 3570],[ 3957, 6677, 4547, 3457, 4164, 2881, 3989, 3128, 3436, 4430, 3584, 3669, 2868, 3347, 2990, 2462, 2811, 3021, 3770, 3628, 2990, 3638, 3121, 3159, 3496, 3167, 3371, 3139, 3292, 3554, 3172, 3263, 2989, 3464, 3360, 3300, 3456, 3127, 3233, 3528, 3283, 3360, 3320, 3192, 3140, 3273, 3355, 3479, 3293, 3144, 3565, 3538, 3359, 3297, 3350, 3293, 3174, 3275, 3288, 3548],[ 2096, 2628, 3405, 3821, 4567, 3979, 3231, 3663, 2948, 3166, 3566, 3380, 3290, 3000, 2926, 3473, 3210, 3260, 2917, 3508, 3110, 3201, 2957, 3144, 3244, 2911, 3052, 3209, 3223, 3521, 3035, 3541, 3355, 3386, 3124, 3270, 3313, 3522, 3162, 3027, 3335, 3472, 3583, 3475, 3266, 3340, 3361, 3371, 3315, 3424, 3190, 3223, 3356, 3310, 3389, 3173, 3243, 3331, 3360, 3504],[ 3128, 1664, 2114, 3029, 4956, 3536, 4089, 3374, 3269, 3157, 3033, 2730, 3051, 3799, 3796, 3830, 3540, 3599, 3124, 4094, 3348, 3197, 3672, 3414, 3240, 3431, 3184, 2860, 3838, 3220, 3059, 2979, 3241, 2854, 3489, 3059, 3249, 3488, 3493, 3146, 3550, 3384, 3297, 3304, 3462, 3579, 3203, 3388, 3241, 3483, 3409, 3315, 3373, 3382, 3376, 3212, 3207, 3149, 3499, 3417],[ 8787, 1635, 4218, 2852, 3072, 3703, 2991, 3118, 3116, 2439, 3254, 3173, 3511, 3306, 4077, 2688, 3123, 2882, 3276, 3442, 3488, 2948, 4028, 3178, 3148, 3424, 3089, 3381, 3406, 3330, 3503, 3717, 3352, 3616, 3581, 3457, 3322, 3406, 3214, 3071, 3098, 3217, 3337, 3288, 3206, 3375, 3245, 3337, 3470, 3280, 3059, 3228, 3322, 3344, 3167, 3289, 3235, 3378, 3427, 3190],[ 1600, 3325, 5388, 3112, 4470, 2419, 3447, 3393, 2796, 3518, 3293, 3863, 3051, 3346, 4188, 3914, 3466, 3527, 3429, 3104, 3097, 3725, 3545, 3590, 3259, 3203, 3450, 3307, 3626, 3491, 3211, 3214, 3101, 3184, 3400, 3501, 3624, 3406, 3008, 3616, 3464, 3281, 3278, 3366, 3182, 3276, 3424, 3214, 3287, 3357, 3229, 3221, 3428, 3319, 3530, 3557, 3370, 3330, 3411, 3408],[ 2513, 1306, 1467, 2780, 2340, 3006, 4364, 3837, 2480, 3434, 3235, 3291, 3368, 2964, 3569, 3141, 3279, 3610, 3754, 3653, 3383, 3443, 3361, 3182, 3452, 3183, 3607, 3585, 3143, 3043, 3234, 3520, 3403, 3287, 3498, 3452, 3140, 3277, 3257, 3314, 3616, 3241, 3360, 3285, 3369, 3303, 3182, 3310, 3242, 3305, 3154, 3501, 3097, 3426, 3154, 3320, 3274, 3426, 3303, 3396],[ 8795, 1232, 4521, 4018, 3302, 3384, 2954, 2802, 3561, 2759, 4476, 3412, 3823, 2732, 3955, 2827, 3009, 2998, 2947, 3474, 3186, 2857, 3772, 3312, 3265, 3252, 3630, 3417, 3302, 3335, 3291, 3416, 3354, 3556, 3408, 3648, 3245, 3170, 3449, 3356, 3384, 3056, 3511, 3401, 3505, 3254, 3294, 3186, 3475, 3399, 3142, 2990, 3195, 3404, 3538, 3340, 3577, 3738, 3449, 3250],[ 3675, 5751, 3532, 3642, 4143, 3597, 3572, 2869, 3112, 4076, 3125, 3983, 3100, 4198, 3100, 3222, 3027, 3595, 3279, 3095, 3282, 3300, 3453, 3172, 3432, 3313, 3715, 3262, 3093, 3721, 3503, 3715, 3227, 3228, 3478, 3391, 3384, 2949, 3639, 3446, 3284, 3364, 3513, 3461, 3395, 3425, 3219, 3550, 3277, 3302, 3184, 3325, 3368, 3351, 3528, 3468, 3282, 3464, 3274, 3402],[ 1071, 2240, 4836, 2806, 2871, 3172, 3339, 2895, 3099, 2899, 2963, 3734, 3564, 3587, 3596, 3585, 3904, 3376, 3466, 3518, 3812, 3266, 3390, 3236, 3487, 3315, 3390, 3302, 3272, 3074, 3472, 3590, 3181, 3043, 3100, 3727, 3423, 3346, 3281, 3550, 3034, 3145, 3328, 3331, 3223, 3231, 3263, 3423, 3411, 3401, 3359, 3113, 3332, 3521, 3420, 3396, 3432, 3457, 3355, 3462],[ 2300, 1106, 1872, 3666, 3983, 2786, 3512, 2851, 3016, 3232, 3757, 3890, 2891, 3158, 3956, 3285, 3704, 2787, 3561, 3471, 3589, 3613, 3377, 3586, 3422, 3366, 3304, 3391, 3236, 3179, 3422, 3527, 3192, 3447, 3238, 3207, 3150, 3335, 3648, 3184, 3559, 3196, 3532, 3529, 3578, 3163, 3390, 3296, 3304, 3450, 3403, 3419, 3388, 3089, 3406, 3525, 3203, 3410, 3361, 3326],[ 1414, 3540, 5062, 2115, 2532, 2769, 3674, 3436, 3630, 3175, 3656, 3003, 3510, 3564, 3199, 3193, 2909, 3507, 3121, 3552, 3263, 3079, 3217, 3590, 3276, 3257, 3153, 3480, 2929, 3076, 3450, 3437, 3240, 3596, 3150, 3215, 3331, 3476, 3271, 3472, 3201, 3357, 3258, 3212, 3522, 3325, 3399, 3373, 3319, 3360, 3412, 3295, 3250, 3385, 3283, 3283, 3412, 3260, 3320, 3232],[ 2790, 2494, 3269, 3739, 3977, 5135, 2382, 3508, 3819, 4182, 3379, 2506, 2714, 3558, 3556, 2628, 3799, 3746, 3699, 3901, 2698, 2493, 3402, 3047, 3335, 3300, 3634, 3410, 3708, 3273, 3526, 3388, 3171, 3269, 3357, 3361, 3226, 3473, 3437, 3314, 3277, 3383, 3223, 3350, 3271, 3404, 3239, 3321, 3100, 3465, 3328, 3118, 3343, 3287, 3377, 3509, 3301, 3317, 3339, 3247],[ 4452, 1341, 1394, 3476, 4269, 4270, 4692, 3626, 3501, 3461, 3529, 3730, 3435, 3021, 3116, 3337, 3481, 2806, 3521, 3908, 3111, 2851, 3303, 3439, 3431, 2947, 3639, 3170, 3262, 3503, 3612, 3495, 3053, 3263, 3251, 3009, 3356, 3409, 3104, 3320, 3487, 3193, 3426, 3399, 3220, 3310, 3175, 3177, 3156, 3225, 3491, 3190, 3274, 3299, 3243, 3380, 3328, 3122, 3216, 3245],[ 3612, 4832, 3837, 3983, 4510, 4183, 4233, 2983, 2977, 2369, 3452, 4189, 2790, 4567, 3540, 2804, 2845, 3570, 3832, 3689, 3510, 3340, 3506, 3166, 3370, 3590, 3344, 3195, 3239, 3044, 3569, 3587, 3380, 3021, 3589, 3424, 3458, 3461, 3128, 3388, 3443, 3258, 2942, 3234, 3159, 3120, 3197, 3656, 3371, 3394, 3229, 3077, 3405, 3222, 3549, 3264, 3270, 3372, 3392, 3272],[ 4156, 3870, 1472, 2914, 3079, 2952, 3268, 3267, 3738, 2774, 2752, 3704, 3164, 3401, 3264, 4076, 3149, 3310, 2889, 3579, 3334, 3397, 3245, 3368, 3611, 3529, 3247, 3304, 3206, 3249, 3155, 3128, 3165, 3125, 3506, 3472, 3324, 3600, 3554, 3279, 3391, 2973, 3085, 3164, 3243, 3330, 3600, 3508, 3400, 3408, 3268, 3383, 3515, 3296, 3475, 3273, 3411, 3402, 3125, 3178],[ 3555,  282, 2050, 2306, 4051, 3012, 4484, 3592, 4308, 2929, 3469, 4223, 2863, 3360, 3539, 3544, 3253, 2792, 3451, 3600, 3261, 3130, 3635, 3390, 3623, 3575, 3718, 3511, 2961, 3810, 3444, 3533, 3246, 3385, 3474, 2933, 3320, 3263, 3475, 3358, 3383, 3319, 3168, 3515, 3333, 3469, 3220, 2936, 3260, 3303, 3271, 3122, 3068, 3160, 3368, 3300, 3214, 3298, 3261, 3255],[ 3269, 5679, 3174, 4208, 4595, 3161, 3235, 2833, 3555, 2877, 2792, 3538, 2848, 3105, 3288, 2832, 2648, 3249, 3895, 3525, 3256, 3312, 3229, 3555, 3385, 3468, 3339, 3501, 3133, 3621, 3616, 3233, 3381, 3231, 3532, 3316, 3498, 3218, 3307, 3279, 3312, 3236, 3123, 3406, 3166, 3236, 3049, 3324, 3298, 3303, 3283, 3307, 3299, 3373, 3374, 3335, 3170, 3448, 3474, 3373],[ 3307, 2363, 4444, 6194, 2092, 3117, 3308, 2942, 2696, 3763, 2814, 3130, 2593, 3565, 3290, 3134, 3106, 3502, 3192, 2856, 3556, 3420, 3194, 3404, 3100, 3036, 3520, 2893, 3388, 3268, 3358, 3143, 3222, 3299, 3510, 3316, 3090, 3428, 3428, 3297, 3403, 3374, 3173, 3399, 3237, 3272, 3135, 3391, 3351, 3088, 3566, 3452, 3361, 3374, 3445, 3242, 3329, 3109, 3279, 3214],[ 3621, 5393, 3384, 3410, 3598, 3243, 3628, 2444, 3735, 3944, 3902, 3781, 2937, 3618, 3160, 3539, 3304, 3848, 3724, 3142, 3334, 2678, 3462, 3392, 3336, 3443, 3290, 3158, 3335, 3352, 3156, 3433, 3324, 3559, 3521, 3314, 3453, 3345, 3210, 3483, 3211, 3444, 3122, 3273, 3399, 3131, 3283, 3421, 3404, 3429, 3517, 3412, 3166, 3325, 3212, 3362, 3251, 3327, 3090, 3276],[ 3068, 5613, 2600, 4110, 3986, 2753, 3566, 3139, 3984, 3688, 3233, 2904, 3322, 3619, 3272, 3049, 2732, 3169, 3648, 3221, 3158, 3548, 3388, 3472, 2835, 3444, 3401, 2967, 3284, 3274, 3587, 3074, 3051, 3213, 3372, 3406, 3365, 3458, 3026, 3387, 3302, 3434, 3366, 3263, 3209, 3163, 3413, 3499, 3635, 3158, 3264, 3376, 2930, 3363, 3232, 3576, 3347, 3510, 3178, 3513],[ 1386, 2597, 4813, 3851, 4277, 3107, 3346, 3815, 3073, 3482, 3520, 4166, 3549, 3260, 3102, 3239, 3308, 2874, 3524, 3308, 3073, 3034, 3249, 3489, 3506, 3237, 2922, 2618, 3299, 3361, 3342, 3362, 3240, 3323, 3578, 3629, 3119, 3225, 3416, 3317, 3440, 3533, 3162, 3614, 3364, 3079, 3433, 3243, 3312, 3268, 3321, 3231, 3310, 3153, 3345, 3375, 3382, 3429, 3379, 3341],[ 3417, 6341, 3916, 3102, 3208, 3829, 2795, 3681, 3281, 3565, 2939, 3862, 3465, 2665, 3998, 3383, 3145, 3511, 3148, 2957, 3748, 2991, 3284, 3214, 3196, 3314, 3784, 3338, 3313, 3282, 3381, 3473, 3327, 3275, 3218, 3268, 3412, 3185, 3447, 3294, 3333, 3365, 3378, 3413, 3573, 3391, 3563, 3479, 3465, 3243, 3465, 3474, 3322, 3204, 3241, 3429, 3493, 3366, 3346, 3272],[ 2119, 2378, 3979, 2021, 2797, 2811, 3198, 3023, 3893, 3616, 3651, 3992, 2952, 3312, 3344, 2781, 3098, 3606, 3692, 3408, 3596, 3194, 3233, 3377, 3694, 3247, 3033, 3187, 3325, 3249, 3051, 2925, 3528, 3251, 3281, 3494, 3453, 3337, 3415, 3358, 3236, 3428, 3331, 3362, 3459, 3250, 3326, 3349, 3376, 3561, 3418, 3148, 3357, 3373, 3395, 3405, 3314, 3274, 3342, 3221],[ 1529, 2707, 3547, 2570, 2403, 3422, 3516, 3170, 2817, 3167, 3312, 3123, 3784, 3429, 3119, 3149, 2970, 4038, 3691, 3178, 3663, 2891, 3234, 3340, 3271, 3050, 3217, 3422, 3297, 3432, 3217, 3459, 2997, 3423, 3199, 3445, 3422, 3294, 3260, 3317, 3238, 3317, 3215, 3584, 3260, 3161, 3490, 3500, 3074, 3393, 3265, 3402, 3487, 3372, 3255, 3102, 3460, 3196, 3422, 3439],[ 1672, 2588, 3905, 2834, 2988, 2741, 3043, 3272, 3128, 3450, 3637, 3177, 3075, 2754, 3027, 2975, 3165, 3448, 3419, 3261, 3004, 3147, 3335, 3127, 3216, 3324, 3060, 3344, 3001, 3317, 3342, 3405, 3522, 3396, 3486, 3225, 3426, 3367, 3300, 3345, 3287, 3300, 3348, 3270, 3412, 3421, 3349, 3493, 3138, 3384, 3462, 3226, 3257, 3521, 3236, 3113, 3343, 3383, 3297, 3310],[ 2527, 3708, 4023, 2701, 2035, 4080, 2864, 5003, 3527, 3397, 3734, 3272, 3552, 3657, 3523, 3635, 3359, 3527, 2913, 3823, 3453, 3202, 3897, 3067, 3618, 3194, 2895, 3621, 3104, 3474, 3192, 3088, 3254, 3333, 3070, 3434, 3166, 3274, 3624, 3374, 3368, 2941, 3263, 3512, 3041, 3283, 3251, 3333, 3239, 3324, 3401, 3603, 3287, 3448, 3259, 3398, 3439, 3122, 3413, 3541],[ 3074, 5244, 3800, 2731, 2588, 2854, 3143, 3250, 4592, 3776, 3227, 3349, 3033, 2495, 3382, 3482, 3121, 3854, 3359, 3593, 3201, 3038, 3205, 3412, 3374, 3531, 3111, 3255, 3279, 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3378, 3382, 3003, 3284, 3217, 3358, 3453, 3425, 3324, 3322, 3373, 3230, 3314, 3394, 3241, 3298, 3296, 3317, 3450, 3289, 3348, 3383, 3499, 3394, 3347, 3313, 3159, 3428, 3500, 3318, 3370],[ 2105, 3415, 2711, 3168, 2318, 3938, 3282, 3359, 2866, 3565, 3606, 2936, 3274, 3187, 3106, 3176, 3182, 3704, 3115, 3082, 3860, 3015, 3333, 3265, 3270, 3335, 3105, 3544, 2827, 3332, 3266, 3255, 3175, 3365, 2778, 3524, 3282, 3414, 3154, 3589, 3551, 3499, 3149, 3412, 3406, 3158, 3397, 3260, 3387, 3182, 3370, 3370, 3265, 3527, 3347, 3331, 3472, 3288, 3479, 3255],[ 2415, 3270, 4849, 3140, 2318, 3637, 3737, 3755, 3607, 2610, 3947, 3374, 3208, 3588, 3326, 2908, 3458, 2935, 3008, 3450, 3547, 3910, 3165, 3694, 3355, 2958, 3135, 3088, 3384, 3753, 3569, 3264, 3162, 3510, 3456, 3219, 3118, 3606, 3459, 3312, 3356, 3476, 3423, 3241, 3113, 3419, 3288, 3201, 3302, 3469, 3439, 3462, 3410, 3279, 3370, 3174, 3438, 3344, 3291, 3442],[ 2597, 3043, 2873, 2814, 2133, 3806, 4025, 3954, 3374, 3988, 3985, 3086, 3222, 3280, 3100, 3359, 3145, 3733, 3254, 3160, 3277, 3414, 3552, 3209, 3308, 3395, 3166, 3225, 3238, 3117, 3614, 3262, 3361, 3097, 3376, 3366, 3208, 3341, 3339, 3471, 3222, 3146, 3394, 3223, 3245, 3100, 3116, 3324, 3500, 3481, 3295, 3549, 3401, 3355, 3482, 3373, 3458, 3244, 3309, 3221],[ 3372, 5077,  734, 4338, 4948, 2664, 3215, 3291, 3163, 3625, 3257, 3402, 3691, 3974, 3789, 2848, 3068, 3336, 3742, 2966, 3195, 3703, 3656, 3193, 3871, 3215, 3032, 3319, 3338, 3596, 3375, 3231, 3047, 3000, 3318, 3441, 3258, 3206, 3605, 3160, 3673, 3424, 3517, 3021, 3255, 3305, 3116, 3201, 3454, 3271, 3424, 3309, 3313, 3565, 3132, 3162, 3298, 3241, 3345, 3381],[ 1743, 1646, 3248, 3511, 4337, 2902, 3211, 2847, 3277, 3502, 3182, 3077, 3475, 2886, 3231, 3161, 2968, 3527, 3094, 3461, 3319, 3041, 3322, 3369, 3207, 3826, 3691, 3263, 3473, 3342, 3329, 3278, 3277, 3340, 3436, 3514, 3633, 3248, 3370, 3403, 3304, 3265, 3330, 3314, 3222, 3180, 3351, 3328, 3525, 3404, 3155, 3395, 3501, 3290, 3370, 3168, 3382, 3467, 3441, 3326]]

    return np.array(a)



def make_submite():
    x = get_trn()
    tx = get_tst()
    np.savetxt('train.csv', x)
    np.savetxt('test.csv', tx)


if __name__ == '__main__':
    make_submite()