import numpy as np import pandas as pd #import matplotlib.pyplot as plt #import seaborn as sns from sklearn.metrics import mean_absolute_error import gc #from random import shuffle import lightgbm as lgb import os # parameters TRAIN_FILE_NAME = '../input/train_V2.csv' #../input/ TEST_FILE_NAME = '../input/test_V2.csv'#../input/ GRAPHS_FOLDER = "graphs/" # functions # Memory saving function credit to https://www.kaggle.com/gemartin/load-data-reduce-memory-usage def reduce_mem_usage(df): """ iterate through all the columns of a dataframe and modify the data type to reduce memory usage. """ #start_mem = df.memory_usage().sum() / 1024**2 #print('Memory usage of dataframe is {:.2f} MB'.format(start_mem)) for col in df.columns: col_type = df[col].dtype if col_type != object: c_min = df[col].min() c_max = df[col].max() if str(col_type)[:3] == 'int': if c_min > np.iinfo(np.int8).min and c_max < np.iinfo(np.int8).max: df[col] = df[col].astype(np.int8) elif c_min > np.iinfo(np.int16).min and c_max < np.iinfo(np.int16).max: df[col] = df[col].astype(np.int16) elif c_min > np.iinfo(np.int32).min and c_max < np.iinfo(np.int32).max: df[col] = df[col].astype(np.int32) elif c_min > np.iinfo(np.int64).min and c_max < np.iinfo(np.int64).max: df[col] = df[col].astype(np.int64) else: if c_min > np.finfo(np.float16).min and c_max < np.finfo(np.float16).max: df[col] = df[col].astype(np.float16) elif c_min > np.finfo(np.float32).min and c_max < np.finfo(np.float32).max: df[col] = df[col].astype(np.float32) else: df[col] = df[col].astype(np.float64) #end_mem = df.memory_usage().sum() / 1024**2 #print('Memory usage after optimization is: {:.2f} MB'.format(end_mem)) #print('Decreased by {:.1f}%'.format(100 * (start_mem - end_mem) / start_mem)) return df # def convert_match_types_to_numbers(match): # """ # Converts given match to numerical representation. # :param match: Match to be converted. # :return: Converted representation # """ # if "solo" == match: # return 0.3 # # if "duo" == match: # return 0.6 # # return 1.0 # # def merge_match_types(match): # """ # Mapper used to convert original match types to unified types (solo, duo & mutli[player]). # :param match: Original match type. # :return: Converted value. # """ # if "solo" in match: # return "solo" # # if "duo" == match: # return "duo" # # return "multi" # def do_data_analysis(data): # """ # Does data analysis # :param data: Data to be analysed # :return: nothing # """ # print() # print("Generating heatmap...") # print() # corrmat = data.corr() # plt.subplots(figsize=(16,12)) # sns.set(font_scale=0.7) # hm = sns.heatmap(corrmat, annot=True) # hm.get_figure().savefig(GRAPHS_FOLDER + "heatmap.png") # plt.clf() # print() # for column in data.columns: # print() # print("Column: " + column) # print() # print(str(data[column].describe())) # # histogram # if column == "matchType": # continue # print() # print("Generating graphs...") # print() # plt.subplots(figsize=(16,12)) # axis = sns.distplot(data[column], kde=True) # axis.get_figure().savefig(GRAPHS_FOLDER + column + "_histogram.png") # plt.clf() # if column == "winPlacePerc": # continue # plt.subplots(figsize=(16,12)) # #data2 = pd.concat([data['winPlacePerc'], data[column]], axis=1) # #axis = data2.plot.scatter(x=column, y='winPlacePerc', ylim=(0, 1)) # #axis.get_figure().savefig(GRAPHS_FOLDER + column + "_vs_winPlacePerc_scatter.png") # data2 = pd.concat([data['winPlacePerc'], data[column], data['matchType']], axis=1) # plot = sns.relplot(x=column, y="winPlacePerc", hue="matchType", data=data2) # plot.savefig(GRAPHS_FOLDER + column + "_vs_winPlacePerc_scatter.png") # plt.clf() # return # v15 # UNWANTED_FEATURES = ("healsPerWalkDistance_team_match_max", "rankPoints_team_match_median", "heals_team_to_match_ratio_max", "picker_match_median", "sniper_team_to_match_ratio_mean", "longestKill_team_match_min", "kill_to_team_kills_ratio_match_sum", "longestKill_team_match_std", "roadKills_team_match_mean_rank", "healsAndBoostsPerWalkDistance_team_match_min", "sniper_team_match_mean_rank", "boostsPerWalkDistance_team_match_median", "rideDistance_team_to_match_ratio_mean", "winPoints_team_match_max", "headshot_rate_team_to_match_ratio_mean", "winPoints_match_median", "swimDistance_team_match_sum_rank", "killPoints_team_match_median", "vehicleDestroys_team_match_median_rank", "DBNOs_team_to_match_ratio_max", "killPoints_team_match_mean", "multi_killer_match_sum", "weaponsAcquired_team_match_mean", "healsPerWalkDistance_team_match_min", "heals_team_to_match_ratio_median", "kills_team_to_match_ratio_max", "headshot_rate_team_match_max_rank", "rideDistance_team_match_std", "boostsPerWalkDistance_team_match_min", "killPoints_team_match_sum", "rideDistance_team_to_match_ratio_max", "sniper_team_match_sum_rank", "health_items_match_median", "winPoints_team_match_sum", "revives_team_to_match_ratio_sum", "non_leathal_input_team_to_match_ratio_max", "DBNOs_match_max", "kills_and_assists_team_to_match_ratio_max", "headshot_rate_team_match_sum_rank", "killStreaks_team_match_var", "skill_team_match_sum_rank", "assists_team_to_match_ratio_sum", "revives_team_to_match_ratio_median", "headshotKills_match_max", "headshot_rate_team_match_var", "distance_over_weapons_team_match_std", "rideDistance_team_match_sum", "headshotKills_team_match_max_rank", "winPoints_team_match_mean", "rideDistance_team_to_match_ratio_median", "sniper_team_match_var", "sniper_team_match_median_rank", "boosts_team_to_match_ratio_max", "headshotKills_team_to_match_ratio_mean", "rideDistance_team_match_max", "headshot_rate_team_match_min_rank", "teamKills_team_match_sum_rank", "weaponsAcquired_match_median", "assists_team_to_match_ratio_median", "winPoints_team_match_median", "rideDistance_team_to_match_ratio_sum", "skill_match_max", "picker_team_match_sum", "rideDistance_team_match_mean", "kill_to_team_kills_ratio_team_match_min_rank", "swimDistance_team_to_match_ratio_mean", "assists_match_max", "killStreakrate_team_match_mean", "skill_team_match_max_rank", "teamKills_match_sum", "kill_to_team_kills_ratio_match_max", "sniper_team_to_match_ratio_median", "roadKills_team_match_median_rank", "killStreaks_match_max", "rideDistance_team_match_min", "headshotKills_team_match_sum_rank", "kills_and_assists_match_median", "assists_team_match_var", "weaponsAcquired_team_match_sum", "teamKills_team_to_match_ratio_mean", "rideDistance_team_match_var", "killStreakrate_team_match_sum", "revives_team_match_var", "headshotKills_team_to_match_ratio_sum", "headshot_rate_team_to_match_ratio_max", "headshot_rate_team_to_match_ratio_median", "health_items_team_match_mean", "skill_team_to_match_ratio_mean", "rideDistance_team_match_median", "swimDistance_team_to_match_ratio_sum", "revives_match_max", "health_items_team_match_sum", "kill_to_team_kills_ratio_team_match_sum_rank", "heals_team_match_mean", "rankPoints_team_match_std", "skill_team_to_match_ratio_sum", "headshotKills_team_match_var", "killPlace_team_match_std", "swimDistance_team_match_var", "vehicleDestroys_team_match_min_rank", "swimDistance_team_to_match_ratio_median", "swimDistance_team_to_match_ratio_max", "roadKills_team_match_min_rank", "boosts_match_median", "heals_team_match_sum", "picker_team_match_std", "non_leathal_input_team_match_mean", "heals_match_median", "picker_team_match_max", "boosts_team_match_mean", "swimDistance_team_match_max_rank", "DBNOs_match_median", "headshotKills_team_to_match_ratio_median", "weaponsAcquired_team_match_std", "skill_team_to_match_ratio_median", "killPoints_team_match_std", "DBNOs_team_match_mean", "picker_team_match_median", "sniper_team_match_mean", "sniper_team_match_sum", "swimDistance_team_match_max", "winPoints_team_match_std", "sniper_team_match_min_rank", "headshot_rate_team_match_mean", "swimDistance_team_match_mean", "picker_team_match_min", "health_items_team_match_std", "vehicleDestroys_team_match_sum_rank", "killStreaks_team_to_match_ratio_max", "weaponsAcquired_team_match_median", "multi_killer_team_match_min_rank", "kills_match_median", "swimDistance_team_match_std", "assists_team_to_match_ratio_max", "swimDistance_team_match_sum", "teamKills_team_match_max_rank", "health_items_team_match_max", "healsAndBoostsPerWalkDistance_team_match_std", "weaponsAcquired_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_mean", "revives_team_match_mean", "killStreakrate_team_match_median", "non_leathal_input_match_median", "killsPerWalkDistance_team_match_std", "swimDistance_team_match_min", "multi_killer_team_match_sum_rank", "assists_team_match_mean", "heals_team_match_median", "teamKills_match_max", "distance_over_weapons_team_to_match_ratio_min", "headshot_rate_team_match_sum", "multi_killer_match_max", "swimDistance_team_match_median", "health_items_team_match_median", "boosts_team_match_sum", "boosts_team_match_max", "skill_team_match_var", "healsPerWalkDistance_team_match_std", "boostsPerWalkDistance_team_match_std", "kills_team_match_mean", "heals_team_match_max", "killStreakrate_team_match_std", "weaponsAcquired_team_match_min", "roadKills_team_match_sum_rank", "headshotKills_team_to_match_ratio_max", "revives_team_to_match_ratio_max", "heals_team_match_std", "vehicleDestroys_team_to_match_ratio_mean", "non_leathal_input_team_match_std", "health_items_team_match_min", "non_leathal_input_team_match_sum", "kills_without_moving_match_mean", "boosts_team_match_std", "kills_team_match_std", "killStreaks_team_match_mean", "kills_and_assists_team_match_std", "walkDistance_team_to_match_ratio_sum", "teamKills_team_to_match_ratio_median", "DBNOs_team_match_sum", "picker_team_to_match_ratio_min", "DBNOs_team_match_std", "teamKills_team_to_match_ratio_sum", "teamKills_team_match_var", "headshot_rate_team_match_max", "kills_and_assists_team_match_median", "multi_killer_team_to_match_ratio_mean", "distance_over_weapons_match_min", "sniper_team_match_median", "weaponsAcquired_team_to_match_ratio_min", "kills_and_assists_team_match_sum", "kills_team_match_max", "kills_without_moving_team_match_median_rank", "vehicleDestroys_match_sum", "roadKills_team_to_match_ratio_mean", "boosts_team_match_median", "headshot_rate_team_match_median", "kills_team_match_min", "heals_team_match_min", "kills_without_moving_team_match_min_rank", "headshot_rate_team_match_std", "skill_team_to_match_ratio_max", "headshotKills_team_match_mean", "kills_team_match_median", "killStreaks_match_median", "sniper_team_match_std", "non_leathal_input_team_match_max", "kills_team_match_sum", "assists_team_match_sum", "DBNOs_team_match_max", "sniper_team_match_max", "assists_team_match_std", "non_leathal_input_team_match_median", "killStreaks_team_match_std", "kills_and_assists_team_match_max", "teamKills_team_match_mean", "kill_to_team_kills_ratio_team_match_var", "total_distance_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_max_rank", "vehicleDestroys_team_match_max_rank", "roadKills_match_sum", "DBNOs_team_match_median", "killPlace_match_max", "sniper_team_to_match_ratio_max", "kill_to_team_kills_ratio_team_to_match_ratio_sum", "revives_team_match_std", "boosts_team_match_min", "kill_to_team_kills_ratio_team_match_mean", "killStreaks_team_match_sum", "revives_team_match_sum", "roadKills_match_max", "killStreakrate_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_median", "non_leathal_input_team_match_min", "skill_team_match_mean", "kills_without_moving_team_match_sum_rank", "walkDistance_match_sum", "kills_and_assists_team_match_min", "headshotKills_team_match_sum", "multi_killer_team_match_max_rank", "sniper_team_match_min", "vehicleDestroys_match_max", "multi_killer_team_match_var", "DBNOs_team_match_min", "headshot_rate_team_match_min", "kills_without_moving_team_match_max_rank", "roadKills_team_match_max_rank", "assists_team_match_max", "vehicleDestroys_team_to_match_ratio_median", "revives_team_match_max", "skill_team_match_sum", "killStreaks_team_match_max", "headshotKills_team_match_max", "killStreakrate_team_to_match_ratio_max", "sniper_match_max", "revives_team_match_median", "skill_team_match_std", "kill_to_team_kills_ratio_team_match_sum", "vehicleDestroys_team_match_var", "headshotKills_team_match_std", "multi_killer_team_to_match_ratio_sum", "assists_team_match_median", "multi_killer_team_to_match_ratio_median", "kill_to_team_kills_ratio_team_to_match_ratio_max", "damageDealt_team_to_match_ratio_min", "headshotKills_team_match_median", "longestKill_team_to_match_ratio_min", "multi_killer_team_match_mean", "assists_team_match_min", "teamKills_team_to_match_ratio_max", "killStreaks_team_match_median", "skill_team_match_max", "roadKills_team_to_match_ratio_median", "non_leathal_input_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_sum", "teamKills_team_match_std", "roadKills_team_match_var", "multi_killer_team_to_match_ratio_max", "killStreakrate_team_to_match_ratio_min", "multi_killer_team_match_sum", "roadKills_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_std", "roadKills_team_match_mean", "vehicleDestroys_team_match_mean", "teamKills_team_match_sum", "kills_and_assists_team_to_match_ratio_min", "sniper_match_median", "kill_to_team_kills_ratio_team_match_max", "weaponsAcquired_match_min", "total_distance_match_sum", "kills_without_moving_match_sum", "killsPerWalkDistance_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_median", "killStreaks_team_match_min", "revives_team_match_min", "kills_without_moving_team_match_var", "skill_team_match_median", "picker_match_min", "kills_team_to_match_ratio_min", "headshotKills_team_match_min", "assists_match_median", "killsPerWalkDistance_match_min", "multi_killer_team_match_median", "multi_killer_team_match_std", "skill_team_match_min", "longestKill_match_min", "matchDuration", "headshotKills_match_median", "teamKills_team_match_max", "roadKills_team_match_std", "vehicleDestroys_team_match_sum", "killStreaks_team_to_match_ratio_min", "kills_without_moving_team_match_mean", "vehicleDestroys_team_match_max", "damageDealt_match_min", "roadKills_team_to_match_ratio_max", "killStreakrate_match_min", "assists_team_to_match_ratio_min", "teamKills_team_match_median", "vehicleDestroys_team_match_std", "multi_killer_team_match_max", "skill_match_median", "roadKills_team_match_sum", "kills_without_moving_team_match_sum", "headshot_rate_match_median", "roadKills_team_match_max", "DBNOs_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_min", "teamKills_team_match_min", "kills_without_moving_team_match_std", "killStreakrate_match_max", "healsAndBoostsPerWalkDistance_match_min", "kills_match_min", "health_items_team_to_match_ratio_min", "healsAndBoostsPerWalkDistance_team_to_match_ratio_min", "revives_match_median", "rideDistance_match_min", "rideDistance_team_to_match_ratio_min", "multi_killer_team_match_min", "vehicleDestroys_team_to_match_ratio_max", "vehicleDestroys_team_match_median", "health_items_match_min", "killStreaks_match_min", "non_leathal_input_match_min", "roadKills_team_match_median", "swimDistance_match_median", "healsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_match_min", "kills_without_moving_team_match_median", "roadKills_match_median", "teamKills_match_median", "vehicleDestroys_match_median", "kills_without_moving_match_median", "kill_to_team_kills_ratio_match_median", "multi_killer_match_median", "roadKills_team_match_min", "vehicleDestroys_team_match_min", "kills_without_moving_team_match_min", "assists_match_min", "boosts_match_min", "DBNOs_match_min", "headshotKills_match_min", "heals_match_min", "killPlace_match_min", "revives_match_min", "roadKills_match_min", "swimDistance_match_min", "teamKills_match_min", "vehicleDestroys_match_min", "kills_and_assists_match_min", "kills_without_moving_match_min", "boostsPerWalkDistance_match_min", "healsPerWalkDistance_match_min", "skill_match_min", "kill_to_team_kills_ratio_match_min", "multi_killer_match_min", "sniper_match_min", "boosts_team_to_match_ratio_min", "headshotKills_team_to_match_ratio_min", "heals_team_to_match_ratio_min", "revives_team_to_match_ratio_min", "roadKills_team_to_match_ratio_min", "swimDistance_team_to_match_ratio_min", "teamKills_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_min", "boostsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_team_to_match_ratio_min", "skill_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_to_match_ratio_min", "multi_killer_team_to_match_ratio_min", "sniper_team_to_match_ratio_min", "kills_without_moving_team_match_max", "kills_without_moving_match_max", "kill_to_team_kills_ratio_team_match_median_rank", "healsAndBoostsPerWalkDistance_team_to_match_ratio_max", "kills_and_assists_team_to_match_ratio_mean", "longestKill_team_match_max", "health_items_team_match_var", "killPoints_match_median", "healsAndBoostsPerWalkDistance_team_match_min_rank", "DBNOs_team_match_var", "headshot_rate_team_match_median_rank", "boostsPerWalkDistance_team_match_min_rank", "healsPerWalkDistance_team_match_median_rank", "killPoints_team_match_max", "assists_team_match_max_rank", "headshot_rate_team_to_match_ratio_sum", "walkDistance_match_min", "DBNOs_team_to_match_ratio_median", "rideDistance_team_match_max_rank", "non_leathal_input_match_max", "health_items_team_match_max_rank", "winPoints_match_mean", "heals_team_match_sum_rank", "total_distance_match_min", "revives_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_to_match_ratio_sum", "heals_team_match_max_rank", "damageDealt_team_match_min", "healsPerWalkDistance_team_match_var", "assists_team_to_match_ratio_mean", "healsPerWalkDistance_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_mean", "teamKills_team_match_min_rank", "boostsPerWalkDistance_team_match_var", "boostsPerWalkDistance_team_match_sum", "killStreakrate_team_match_var", "winPoints_team_match_min", "killPoints_team_match_min", "healsAndBoostsPerWalkDistance_team_match_sum_rank", "health_items_team_to_match_ratio_sum", "rideDistance_match_median", "revives_team_match_max_rank", "boostsPerWalkDistance_team_match_max", "killPoints_match_min", "boostsPerWalkDistance_team_match_mean", "boostsPerWalkDistance_team_match_sum_rank", "killStreaks_team_to_match_ratio_median", "killStreaks_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_match_max", "healsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_max_rank", "heals_team_to_match_ratio_mean", "heals_team_match_var", "kills_and_assists_team_match_var", "boostsPerWalkDistance_team_match_max_rank", "non_leathal_input_team_to_match_ratio_median", "boosts_team_match_var", "healsPerWalkDistance_team_match_sum", "kills_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_mean", "heals_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_match_sum", "multi_killer_team_match_median_rank", "healsPerWalkDistance_team_to_match_ratio_mean", "healsPerWalkDistance_team_match_sum_rank", "healsPerWalkDistance_team_match_mean", "healsPerWalkDistance_team_match_max_rank", "health_items_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_median", "longestKill_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_to_match_ratio_median", "kills_and_assists_team_to_match_ratio_median", "longestKill_team_match_median", "boosts_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_median", "killsPerWalkDistance_team_match_median", "health_items_team_to_match_ratio_median", "healsPerWalkDistance_team_to_match_ratio_median", "healsPerWalkDistance_team_match_median", "killPlace_over_maxPlace_team_match_sum_rank", "kills_and_assists_team_match_mean", "killPoints_team_to_match_ratio_mean", "rankPoints_team_match_sum", "health_items_team_match_sum_rank", "damageDealt_team_match_std", "rankPoints_match_median", "killPoints_match_sum", "weaponsAcquired_match_max", "vehicleDestroys_team_match_mean_rank", "damageDealt_team_to_match_ratio_median", "boostsPerWalkDistance_team_to_match_ratio_sum", "boostsPerWalkDistance_team_match_median_rank", "damageDealt_team_match_median", "assists_team_match_sum_rank", "longestKill_team_to_match_ratio_max", "headshot_rate_team_match_mean_rank", "winPoints_team_match_median_rank", "non_leathal_input_match_sum", "killPoints_team_match_sum_rank", "killStreakrate_team_match_median_rank", "winPoints_team_match_sum_rank", "killPoints_team_match_median_rank", "winPoints_team_to_match_ratio_median", "DBNOs_team_to_match_ratio_sum", "killStreaks_team_match_sum_rank", "assists_match_sum", "killPoints_team_match_mean_rank", "healsPerWalkDistance_team_match_min_rank", "boostsPerWalkDistance_team_to_match_ratio_max", "revives_team_match_sum_rank", "roadKills_match_mean", "DBNOs_match_sum", "killPoints_match_mean", "winPoints_team_match_mean_rank", "headshotKills_match_sum", "longestKill_team_match_mean", "killStreaks_team_match_median_rank", "skill_match_sum", "killsPerWalkDistance_team_match_mean", "multi_killer_team_match_mean_rank", "boosts_match_max", "longestKill_team_to_match_ratio_mean", "rankPoints_team_match_max", "longestKill_team_match_sum_rank", "longestKill_team_match_max_rank", "killsPerWalkDistance_team_match_sum", "killsPerWalkDistance_team_match_var", "non_leathal_input_team_match_var", "sniper_team_match_max_rank", "rankPoints_team_match_min", "non_leathal_input_team_to_match_ratio_sum", "revives_match_sum", "sniper_team_to_match_ratio_sum", "kills_and_assists_team_to_match_ratio_sum", "rankPoints_team_match_mean", "killPlace_over_maxPlace_team_match_std", "group_size", "killPlace_over_maxPlace_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_min_rank", "killPlace_over_maxPlace_team_match_mean_rank", "kills_without_moving_team_match_mean_rank", "killPlace_team_to_match_ratio_min", "killPlace_match_sum", "killPlace_over_maxPlace_match_min", "heals_match_max", "distance_over_weapons_team_match_sum", "damageDealt_team_match_mean", "boosts_team_match_mean_rank", "revives_team_match_min_rank", "damageDealt_team_to_match_ratio_mean", "weaponsAcquired_team_match_mean_rank", "damageDealt_team_to_match_ratio_sum", "killPoints_team_match_min_rank", "picker_team_to_match_ratio_median", "killPoints_team_to_match_ratio_sum", "total_distance_team_match_min_rank", "non_leathal_input_team_match_max_rank", "kills_match_sum", "rankPoints_team_match_median_rank", "kills_and_assists_team_match_mean_rank", "kill_to_team_kills_ratio_team_match_mean_rank", "distance_over_weapons_team_match_median_rank", "headshotKills_team_match_min_rank", "rankPoints_team_match_mean_rank", "picker_team_match_median_rank", "DBNOs_team_match_max_rank", "damageDealt_team_match_max", "distance_over_weapons_team_match_mean", "distance_over_weapons_team_match_median", "healsAndBoostsPerWalkDistance_team_match_median_rank", "total_distance_team_match_sum", "winPoints_team_to_match_ratio_sum", "non_leathal_input_team_match_mean_rank", "DBNOs_team_match_sum_rank", "non_leathal_input_team_match_sum_rank", "distance_over_weapons_team_match_mean_rank", "total_distance_team_match_max", "kills_and_assists_team_match_sum_rank", "DBNOs_team_match_mean_rank", "picker_team_to_match_ratio_max", "total_distance_team_match_std", "walkDistance_team_to_match_ratio_min", "total_distance_team_match_min", "walkDistance_team_match_std", "teamKills_team_match_median_rank", "non_leathal_input_team_to_match_ratio_mean", "damageDealt_team_match_sum", "killStreakrate_team_to_match_ratio_median", "killStreaks_team_match_mean_rank", "rideDistance_team_match_sum_rank", "killPoints_match_max", "rankPoints_match_mean", "total_distance_team_match_mean", "weaponsAcquired_team_to_match_ratio_max", "winPoints_match_sum", "kills_and_assists_team_match_max_rank", "killPoints_team_match_var", "killPlace_team_match_sum", "killStreakrate_match_median", "rideDistance_match_sum", "winPoints_match_max", "boosts_team_to_match_ratio_sum", "boosts_team_to_match_ratio_mean", "total_distance_team_to_match_ratio_min", "headshot_rate_match_max", "skill_team_match_min_rank", "winPoints_team_match_var", "picker_match_max", "winPoints_match_min", "kills_team_match_sum_rank", "kills_match_max", "kills_team_match_var", "kills_and_assists_match_max" # #,"killPlace_over_maxPlace_team_match_max", "distance_over_weapons_team_match_max", "killsPerWalkDistance_team_match_max", "damageDealt_team_to_match_ratio_max", "killPlace_team_to_match_ratio_max", "killPoints_team_to_match_ratio_max", "rankPoints_team_to_match_ratio_max", "walkDistance_team_to_match_ratio_max", "winPoints_team_to_match_ratio_max", "total_distance_team_to_match_ratio_max", "killPlace_over_maxPlace_team_to_match_ratio_max", "distance_over_weapons_team_to_match_ratio_max", "killsPerWalkDistance_team_to_match_ratio_max" # ) # v29 #UNWANTED_FEATURES = ("healsPerWalkDistance_team_match_max", "rankPoints_team_match_median", "heals_team_to_match_ratio_max", "picker_match_median", "sniper_team_to_match_ratio_mean", "longestKill_team_match_min", "kill_to_team_kills_ratio_match_sum", "longestKill_team_match_std", "roadKills_team_match_mean_rank", "healsAndBoostsPerWalkDistance_team_match_min", "sniper_team_match_mean_rank", "boostsPerWalkDistance_team_match_median", "rideDistance_team_to_match_ratio_mean", "winPoints_team_match_max", "headshot_rate_team_to_match_ratio_mean", "winPoints_match_median", "swimDistance_team_match_sum_rank", "killPoints_team_match_median", "vehicleDestroys_team_match_median_rank", "DBNOs_team_to_match_ratio_max", "killPoints_team_match_mean", "multi_killer_match_sum", "weaponsAcquired_team_match_mean", "healsPerWalkDistance_team_match_min", "heals_team_to_match_ratio_median", "kills_team_to_match_ratio_max", "headshot_rate_team_match_max_rank", "rideDistance_team_match_std", "boostsPerWalkDistance_team_match_min", "killPoints_team_match_sum", "rideDistance_team_to_match_ratio_max", "sniper_team_match_sum_rank", "health_items_match_median", "winPoints_team_match_sum", "revives_team_to_match_ratio_sum", "non_leathal_input_team_to_match_ratio_max", "DBNOs_match_max", "kills_and_assists_team_to_match_ratio_max", "headshot_rate_team_match_sum_rank", "killStreaks_team_match_var", "skill_team_match_sum_rank", "assists_team_to_match_ratio_sum", "revives_team_to_match_ratio_median", "headshotKills_match_max", "headshot_rate_team_match_var", "distance_over_weapons_team_match_std", "rideDistance_team_match_sum", "headshotKills_team_match_max_rank", "winPoints_team_match_mean", "rideDistance_team_to_match_ratio_median", "sniper_team_match_var", "sniper_team_match_median_rank", "boosts_team_to_match_ratio_max", "headshotKills_team_to_match_ratio_mean", "rideDistance_team_match_max", "headshot_rate_team_match_min_rank", "teamKills_team_match_sum_rank", "weaponsAcquired_match_median", "assists_team_to_match_ratio_median", "winPoints_team_match_median", "rideDistance_team_to_match_ratio_sum", "skill_match_max", "picker_team_match_sum", "rideDistance_team_match_mean", "kill_to_team_kills_ratio_team_match_min_rank", "swimDistance_team_to_match_ratio_mean", "assists_match_max", "killStreakrate_team_match_mean", "skill_team_match_max_rank", "teamKills_match_sum", "kill_to_team_kills_ratio_match_max", "sniper_team_to_match_ratio_median", "roadKills_team_match_median_rank", "killStreaks_match_max", "rideDistance_team_match_min", "headshotKills_team_match_sum_rank", "kills_and_assists_match_median", "assists_team_match_var", "weaponsAcquired_team_match_sum", "teamKills_team_to_match_ratio_mean", "rideDistance_team_match_var", "killStreakrate_team_match_sum", "revives_team_match_var", "headshotKills_team_to_match_ratio_sum", "headshot_rate_team_to_match_ratio_max", "headshot_rate_team_to_match_ratio_median", "health_items_team_match_mean", "skill_team_to_match_ratio_mean", "rideDistance_team_match_median", "swimDistance_team_to_match_ratio_sum", "revives_match_max", "health_items_team_match_sum", "kill_to_team_kills_ratio_team_match_sum_rank", "heals_team_match_mean", "rankPoints_team_match_std", "skill_team_to_match_ratio_sum", "headshotKills_team_match_var", "killPlace_team_match_std", "swimDistance_team_match_var", "vehicleDestroys_team_match_min_rank", "swimDistance_team_to_match_ratio_median", "swimDistance_team_to_match_ratio_max", "roadKills_team_match_min_rank", "boosts_match_median", "heals_team_match_sum", "picker_team_match_std", "non_leathal_input_team_match_mean", "heals_match_median", "picker_team_match_max", "boosts_team_match_mean", "swimDistance_team_match_max_rank", "DBNOs_match_median", "headshotKills_team_to_match_ratio_median", "weaponsAcquired_team_match_std", "skill_team_to_match_ratio_median", "killPoints_team_match_std", "DBNOs_team_match_mean", "picker_team_match_median", "sniper_team_match_mean", "sniper_team_match_sum", "swimDistance_team_match_max", "winPoints_team_match_std", "sniper_team_match_min_rank", "headshot_rate_team_match_mean", "swimDistance_team_match_mean", "picker_team_match_min", "health_items_team_match_std", "vehicleDestroys_team_match_sum_rank", "killStreaks_team_to_match_ratio_max", "weaponsAcquired_team_match_median", "multi_killer_team_match_min_rank", "kills_match_median", "swimDistance_team_match_std", "assists_team_to_match_ratio_max", "swimDistance_team_match_sum", "teamKills_team_match_max_rank", "health_items_team_match_max", "healsAndBoostsPerWalkDistance_team_match_std", "weaponsAcquired_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_mean", "revives_team_match_mean", "killStreakrate_team_match_median", "non_leathal_input_match_median", "killsPerWalkDistance_team_match_std", "swimDistance_team_match_min", "multi_killer_team_match_sum_rank", "assists_team_match_mean", "heals_team_match_median", "teamKills_match_max", "distance_over_weapons_team_to_match_ratio_min", "headshot_rate_team_match_sum", "multi_killer_match_max", "swimDistance_team_match_median", "health_items_team_match_median", "boosts_team_match_sum", "boosts_team_match_max", "skill_team_match_var", "healsPerWalkDistance_team_match_std", "boostsPerWalkDistance_team_match_std", "kills_team_match_mean", "heals_team_match_max", "killStreakrate_team_match_std", "weaponsAcquired_team_match_min", "roadKills_team_match_sum_rank", "headshotKills_team_to_match_ratio_max", "revives_team_to_match_ratio_max", "heals_team_match_std", "vehicleDestroys_team_to_match_ratio_mean", "non_leathal_input_team_match_std", "health_items_team_match_min", "non_leathal_input_team_match_sum", "kills_without_moving_match_mean", "boosts_team_match_std", "kills_team_match_std", "killStreaks_team_match_mean", "kills_and_assists_team_match_std", "walkDistance_team_to_match_ratio_sum", "teamKills_team_to_match_ratio_median", "DBNOs_team_match_sum", "picker_team_to_match_ratio_min", "DBNOs_team_match_std", "teamKills_team_to_match_ratio_sum", "teamKills_team_match_var", "headshot_rate_team_match_max", "kills_and_assists_team_match_median", "multi_killer_team_to_match_ratio_mean", "distance_over_weapons_match_min", "sniper_team_match_median", "weaponsAcquired_team_to_match_ratio_min", "kills_and_assists_team_match_sum", "kills_team_match_max", "kills_without_moving_team_match_median_rank", "vehicleDestroys_match_sum", "roadKills_team_to_match_ratio_mean", "boosts_team_match_median", "headshot_rate_team_match_median", "kills_team_match_min", "heals_team_match_min", "kills_without_moving_team_match_min_rank", "headshot_rate_team_match_std", "skill_team_to_match_ratio_max", "headshotKills_team_match_mean", "kills_team_match_median", "killStreaks_match_median", "sniper_team_match_std", "non_leathal_input_team_match_max", "kills_team_match_sum", "assists_team_match_sum", "DBNOs_team_match_max", "sniper_team_match_max", "assists_team_match_std", "non_leathal_input_team_match_median", "killStreaks_team_match_std", "kills_and_assists_team_match_max", "teamKills_team_match_mean", "kill_to_team_kills_ratio_team_match_var", "total_distance_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_max_rank", "vehicleDestroys_team_match_max_rank", "roadKills_match_sum", "DBNOs_team_match_median", "killPlace_match_max", "sniper_team_to_match_ratio_max", "kill_to_team_kills_ratio_team_to_match_ratio_sum", "revives_team_match_std", "boosts_team_match_min", "kill_to_team_kills_ratio_team_match_mean", "killStreaks_team_match_sum", "revives_team_match_sum", "roadKills_match_max", "killStreakrate_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_median", "non_leathal_input_team_match_min", "skill_team_match_mean", "kills_without_moving_team_match_sum_rank", "walkDistance_match_sum", "kills_and_assists_team_match_min", "headshotKills_team_match_sum", "multi_killer_team_match_max_rank", "sniper_team_match_min", "vehicleDestroys_match_max", "multi_killer_team_match_var", "DBNOs_team_match_min", "headshot_rate_team_match_min", "kills_without_moving_team_match_max_rank", "roadKills_team_match_max_rank", "assists_team_match_max", "vehicleDestroys_team_to_match_ratio_median", "revives_team_match_max", "skill_team_match_sum", "killStreaks_team_match_max", "headshotKills_team_match_max", "killStreakrate_team_to_match_ratio_max", "sniper_match_max", "revives_team_match_median", "skill_team_match_std", "kill_to_team_kills_ratio_team_match_sum", "vehicleDestroys_team_match_var", "headshotKills_team_match_std", "multi_killer_team_to_match_ratio_sum", "assists_team_match_median", "multi_killer_team_to_match_ratio_median", "kill_to_team_kills_ratio_team_to_match_ratio_max", "damageDealt_team_to_match_ratio_min", "headshotKills_team_match_median", "longestKill_team_to_match_ratio_min", "multi_killer_team_match_mean", "assists_team_match_min", "teamKills_team_to_match_ratio_max", "killStreaks_team_match_median", "skill_team_match_max", "roadKills_team_to_match_ratio_median", "non_leathal_input_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_sum", "teamKills_team_match_std", "roadKills_team_match_var", "multi_killer_team_to_match_ratio_max", "killStreakrate_team_to_match_ratio_min", "multi_killer_team_match_sum", "roadKills_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_std", "roadKills_team_match_mean", "vehicleDestroys_team_match_mean", "teamKills_team_match_sum", "kills_and_assists_team_to_match_ratio_min", "sniper_match_median", "kill_to_team_kills_ratio_team_match_max", "weaponsAcquired_match_min", "total_distance_match_sum", "kills_without_moving_match_sum", "killsPerWalkDistance_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_median", "killStreaks_team_match_min", "revives_team_match_min", "kills_without_moving_team_match_var", "skill_team_match_median", "picker_match_min", "kills_team_to_match_ratio_min", "headshotKills_team_match_min", "assists_match_median", "killsPerWalkDistance_match_min", "multi_killer_team_match_median", "multi_killer_team_match_std", "skill_team_match_min", "longestKill_match_min", "matchDuration", "headshotKills_match_median", "teamKills_team_match_max", "roadKills_team_match_std", "vehicleDestroys_team_match_sum", "killStreaks_team_to_match_ratio_min", "kills_without_moving_team_match_mean", "vehicleDestroys_team_match_max", "damageDealt_match_min", "roadKills_team_to_match_ratio_max", "killStreakrate_match_min", "assists_team_to_match_ratio_min", "teamKills_team_match_median", "vehicleDestroys_team_match_std", "multi_killer_team_match_max", "skill_match_median", "roadKills_team_match_sum", "kills_without_moving_team_match_sum", "headshot_rate_match_median", "roadKills_team_match_max", "DBNOs_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_min", "teamKills_team_match_min", "kills_without_moving_team_match_std", "killStreakrate_match_max", "healsAndBoostsPerWalkDistance_match_min", "kills_match_min", "health_items_team_to_match_ratio_min", "healsAndBoostsPerWalkDistance_team_to_match_ratio_min", "revives_match_median", "rideDistance_match_min", "rideDistance_team_to_match_ratio_min", "multi_killer_team_match_min", "vehicleDestroys_team_to_match_ratio_max", "vehicleDestroys_team_match_median", "health_items_match_min", "killStreaks_match_min", "non_leathal_input_match_min", "roadKills_team_match_median", "swimDistance_match_median", "healsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_match_min", "kills_without_moving_team_match_median", "roadKills_match_median", "teamKills_match_median", "vehicleDestroys_match_median", "kills_without_moving_match_median", "kill_to_team_kills_ratio_match_median", "multi_killer_match_median", "roadKills_team_match_min", "vehicleDestroys_team_match_min", "kills_without_moving_team_match_min", "assists_match_min", "boosts_match_min", "DBNOs_match_min", "headshotKills_match_min", "heals_match_min", "killPlace_match_min", "revives_match_min", "roadKills_match_min", "swimDistance_match_min", "teamKills_match_min", "vehicleDestroys_match_min", "kills_and_assists_match_min", "kills_without_moving_match_min", "boostsPerWalkDistance_match_min", "healsPerWalkDistance_match_min", "skill_match_min", "kill_to_team_kills_ratio_match_min", "multi_killer_match_min", "sniper_match_min", "boosts_team_to_match_ratio_min", "headshotKills_team_to_match_ratio_min", "heals_team_to_match_ratio_min", "revives_team_to_match_ratio_min", "roadKills_team_to_match_ratio_min", "swimDistance_team_to_match_ratio_min", "teamKills_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_min", "boostsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_team_to_match_ratio_min", "skill_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_to_match_ratio_min", "multi_killer_team_to_match_ratio_min", "sniper_team_to_match_ratio_min", "kills_without_moving_team_match_max", "kills_without_moving_match_max", "kill_to_team_kills_ratio_team_match_median_rank", "healsAndBoostsPerWalkDistance_team_to_match_ratio_max", "kills_and_assists_team_to_match_ratio_mean", "longestKill_team_match_max", "health_items_team_match_var", "killPoints_match_median", "healsAndBoostsPerWalkDistance_team_match_min_rank", "DBNOs_team_match_var", "headshot_rate_team_match_median_rank", "boostsPerWalkDistance_team_match_min_rank", "healsPerWalkDistance_team_match_median_rank", "killPoints_team_match_max", "assists_team_match_max_rank", "headshot_rate_team_to_match_ratio_sum", "walkDistance_match_min", "DBNOs_team_to_match_ratio_median", "rideDistance_team_match_max_rank", "non_leathal_input_match_max", "health_items_team_match_max_rank", "winPoints_match_mean", "heals_team_match_sum_rank", "total_distance_match_min", "revives_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_to_match_ratio_sum", "heals_team_match_max_rank", "damageDealt_team_match_min", "healsPerWalkDistance_team_match_var", "assists_team_to_match_ratio_mean", "healsPerWalkDistance_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_mean", "teamKills_team_match_min_rank", "boostsPerWalkDistance_team_match_var", "boostsPerWalkDistance_team_match_sum", "killStreakrate_team_match_var", "winPoints_team_match_min", "killPoints_team_match_min", "healsAndBoostsPerWalkDistance_team_match_sum_rank", "health_items_team_to_match_ratio_sum", "rideDistance_match_median", "revives_team_match_max_rank", "boostsPerWalkDistance_team_match_max", "killPoints_match_min", "boostsPerWalkDistance_team_match_mean", "boostsPerWalkDistance_team_match_sum_rank", "killStreaks_team_to_match_ratio_median", "killStreaks_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_match_max", "healsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_max_rank", "heals_team_to_match_ratio_mean", "heals_team_match_var", "kills_and_assists_team_match_var", "boostsPerWalkDistance_team_match_max_rank", "non_leathal_input_team_to_match_ratio_median", "boosts_team_match_var", "healsPerWalkDistance_team_match_sum", "kills_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_mean", "heals_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_match_sum", "multi_killer_team_match_median_rank", "healsPerWalkDistance_team_to_match_ratio_mean", "healsPerWalkDistance_team_match_sum_rank", "healsPerWalkDistance_team_match_mean", "healsPerWalkDistance_team_match_max_rank", "health_items_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_median", "longestKill_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_to_match_ratio_median", "kills_and_assists_team_to_match_ratio_median", "longestKill_team_match_median", "boosts_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_median", "killsPerWalkDistance_team_match_median", "health_items_team_to_match_ratio_median", "healsPerWalkDistance_team_to_match_ratio_median", "healsPerWalkDistance_team_match_median", "killPlace_over_maxPlace_team_match_sum_rank", "kills_and_assists_team_match_mean", "killPoints_team_to_match_ratio_mean", "rankPoints_team_match_sum", "health_items_team_match_sum_rank", "damageDealt_team_match_std", "rankPoints_match_median", "killPoints_match_sum", "weaponsAcquired_match_max", "vehicleDestroys_team_match_mean_rank", "damageDealt_team_to_match_ratio_median", "boostsPerWalkDistance_team_to_match_ratio_sum", "boostsPerWalkDistance_team_match_median_rank", "damageDealt_team_match_median", "assists_team_match_sum_rank", "longestKill_team_to_match_ratio_max", "headshot_rate_team_match_mean_rank", "winPoints_team_match_median_rank", "non_leathal_input_match_sum", "killPoints_team_match_sum_rank", "killStreakrate_team_match_median_rank", "winPoints_team_match_sum_rank", "killPoints_team_match_median_rank", "winPoints_team_to_match_ratio_median", "DBNOs_team_to_match_ratio_sum", "killStreaks_team_match_sum_rank", "assists_match_sum", "killPoints_team_match_mean_rank", "healsPerWalkDistance_team_match_min_rank", "boostsPerWalkDistance_team_to_match_ratio_max", "revives_team_match_sum_rank", "roadKills_match_mean", "DBNOs_match_sum", "killPoints_match_mean", "winPoints_team_match_mean_rank", "headshotKills_match_sum", "longestKill_team_match_mean", "killStreaks_team_match_median_rank", "skill_match_sum", "killsPerWalkDistance_team_match_mean", "multi_killer_team_match_mean_rank", "boosts_match_max", "longestKill_team_to_match_ratio_mean", "rankPoints_team_match_max", "longestKill_team_match_sum_rank", "longestKill_team_match_max_rank", "killsPerWalkDistance_team_match_sum", "killsPerWalkDistance_team_match_var", "non_leathal_input_team_match_var", "sniper_team_match_max_rank", "rankPoints_team_match_min", "non_leathal_input_team_to_match_ratio_sum", "revives_match_sum", "sniper_team_to_match_ratio_sum", "kills_and_assists_team_to_match_ratio_sum", "rankPoints_team_match_mean", "killPlace_over_maxPlace_team_match_std", "group_size", "killPlace_over_maxPlace_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_min_rank", "killPlace_over_maxPlace_team_match_mean_rank", "kills_without_moving_team_match_mean_rank", "killPlace_team_to_match_ratio_min", "killPlace_match_sum", "killPlace_over_maxPlace_match_min", "heals_match_max", "distance_over_weapons_team_match_sum", "damageDealt_team_match_mean", "boosts_team_match_mean_rank", "revives_team_match_min_rank", "damageDealt_team_to_match_ratio_mean", "weaponsAcquired_team_match_mean_rank", "damageDealt_team_to_match_ratio_sum", "killPoints_team_match_min_rank", "picker_team_to_match_ratio_median", "killPoints_team_to_match_ratio_sum", "total_distance_team_match_min_rank", "non_leathal_input_team_match_max_rank", "kills_match_sum", "rankPoints_team_match_median_rank", "kills_and_assists_team_match_mean_rank", "kill_to_team_kills_ratio_team_match_mean_rank", "distance_over_weapons_team_match_median_rank", "headshotKills_team_match_min_rank", "rankPoints_team_match_mean_rank", "picker_team_match_median_rank", "DBNOs_team_match_max_rank", "damageDealt_team_match_max", "distance_over_weapons_team_match_mean", "distance_over_weapons_team_match_median", "healsAndBoostsPerWalkDistance_team_match_median_rank", "total_distance_team_match_sum", "winPoints_team_to_match_ratio_sum", "non_leathal_input_team_match_mean_rank", "DBNOs_team_match_sum_rank", "non_leathal_input_team_match_sum_rank", "distance_over_weapons_team_match_mean_rank", "total_distance_team_match_max", "kills_and_assists_team_match_sum_rank", "DBNOs_team_match_mean_rank", "picker_team_to_match_ratio_max", "total_distance_team_match_std", "walkDistance_team_to_match_ratio_min", "total_distance_team_match_min", "walkDistance_team_match_std", "teamKills_team_match_median_rank", "non_leathal_input_team_to_match_ratio_mean", "damageDealt_team_match_sum", "killStreakrate_team_to_match_ratio_median", "killStreaks_team_match_mean_rank", "rideDistance_team_match_sum_rank", "killPoints_match_max", "rankPoints_match_mean", "total_distance_team_match_mean", "weaponsAcquired_team_to_match_ratio_max", "winPoints_match_sum", "kills_and_assists_team_match_max_rank", "killPoints_team_match_var", "killPlace_team_match_sum", "killStreakrate_match_median", "rideDistance_match_sum", "winPoints_match_max", "boosts_team_to_match_ratio_sum", "boosts_team_to_match_ratio_mean", "total_distance_team_to_match_ratio_min", "headshot_rate_match_max", "skill_team_match_min_rank", "winPoints_team_match_var", "picker_match_max", "winPoints_match_min", "kills_team_match_sum_rank", "kills_match_max", "kills_team_match_var", "kills_and_assists_match_max", "killPlace_over_maxPlace_team_to_match_ratio_mean", "killStreakrate_team_match_min_rank", "killsPerWalkDistance_team_match_min_rank", "killPlace_over_maxPlace_team_match_median_rank", "killPlaceRankWithinKills_team_to_match_ratio_max", "killsPerWalkDistance_team_match_min", "killStreakrate_team_match_min", "killPlaceRankWithinKills_match_max") # v36 minus some least usable features # UNWANTED_FEATURES = ("healsPerWalkDistance_team_match_max", "rankPoints_team_match_median", "heals_team_to_match_ratio_max", "picker_match_median", "sniper_team_to_match_ratio_mean", "longestKill_team_match_min", "kill_to_team_kills_ratio_match_sum", "longestKill_team_match_std", "roadKills_team_match_mean_rank", "healsAndBoostsPerWalkDistance_team_match_min", "sniper_team_match_mean_rank", "boostsPerWalkDistance_team_match_median", "rideDistance_team_to_match_ratio_mean", "winPoints_team_match_max", "headshot_rate_team_to_match_ratio_mean", "winPoints_match_median", "swimDistance_team_match_sum_rank", "killPoints_team_match_median", "vehicleDestroys_team_match_median_rank", "DBNOs_team_to_match_ratio_max", "killPoints_team_match_mean", "multi_killer_match_sum", "weaponsAcquired_team_match_mean", "healsPerWalkDistance_team_match_min", "heals_team_to_match_ratio_median", "kills_team_to_match_ratio_max", "headshot_rate_team_match_max_rank", "rideDistance_team_match_std", "boostsPerWalkDistance_team_match_min", "killPoints_team_match_sum", "rideDistance_team_to_match_ratio_max", "sniper_team_match_sum_rank", "health_items_match_median", "winPoints_team_match_sum", "revives_team_to_match_ratio_sum", "non_leathal_input_team_to_match_ratio_max", "DBNOs_match_max", "kills_and_assists_team_to_match_ratio_max", "headshot_rate_team_match_sum_rank", "killStreaks_team_match_var", "skill_team_match_sum_rank", "assists_team_to_match_ratio_sum", "revives_team_to_match_ratio_median", "headshotKills_match_max", "headshot_rate_team_match_var", "distance_over_weapons_team_match_std", "rideDistance_team_match_sum", "headshotKills_team_match_max_rank", "winPoints_team_match_mean", "rideDistance_team_to_match_ratio_median", "sniper_team_match_var", "sniper_team_match_median_rank", "boosts_team_to_match_ratio_max", "headshotKills_team_to_match_ratio_mean", "rideDistance_team_match_max", "headshot_rate_team_match_min_rank", "teamKills_team_match_sum_rank", "weaponsAcquired_match_median", "assists_team_to_match_ratio_median", "winPoints_team_match_median", "rideDistance_team_to_match_ratio_sum", "skill_match_max", "picker_team_match_sum", "rideDistance_team_match_mean", "kill_to_team_kills_ratio_team_match_min_rank", "swimDistance_team_to_match_ratio_mean", "assists_match_max", "killStreakrate_team_match_mean", "skill_team_match_max_rank", "teamKills_match_sum", "kill_to_team_kills_ratio_match_max", "sniper_team_to_match_ratio_median", "roadKills_team_match_median_rank", "killStreaks_match_max", "rideDistance_team_match_min", "headshotKills_team_match_sum_rank", "kills_and_assists_match_median", "assists_team_match_var", "weaponsAcquired_team_match_sum", "teamKills_team_to_match_ratio_mean", "rideDistance_team_match_var", "killStreakrate_team_match_sum", "revives_team_match_var", "headshotKills_team_to_match_ratio_sum", "headshot_rate_team_to_match_ratio_max", "headshot_rate_team_to_match_ratio_median", "health_items_team_match_mean", "skill_team_to_match_ratio_mean", "rideDistance_team_match_median", "swimDistance_team_to_match_ratio_sum", "revives_match_max", "health_items_team_match_sum", "kill_to_team_kills_ratio_team_match_sum_rank", "heals_team_match_mean", "rankPoints_team_match_std", "skill_team_to_match_ratio_sum", "headshotKills_team_match_var", "killPlace_team_match_std", "swimDistance_team_match_var", "vehicleDestroys_team_match_min_rank", "swimDistance_team_to_match_ratio_median", "swimDistance_team_to_match_ratio_max", "roadKills_team_match_min_rank", "boosts_match_median", "heals_team_match_sum", "picker_team_match_std", "non_leathal_input_team_match_mean", "heals_match_median", "picker_team_match_max", "boosts_team_match_mean", "swimDistance_team_match_max_rank", "DBNOs_match_median", "headshotKills_team_to_match_ratio_median", "weaponsAcquired_team_match_std", "skill_team_to_match_ratio_median", "killPoints_team_match_std", "DBNOs_team_match_mean", "picker_team_match_median", "sniper_team_match_mean", "sniper_team_match_sum", "swimDistance_team_match_max", "winPoints_team_match_std", "sniper_team_match_min_rank", "headshot_rate_team_match_mean", "swimDistance_team_match_mean", "picker_team_match_min", "health_items_team_match_std", "vehicleDestroys_team_match_sum_rank", "killStreaks_team_to_match_ratio_max", "weaponsAcquired_team_match_median", "multi_killer_team_match_min_rank", "kills_match_median", "swimDistance_team_match_std", "assists_team_to_match_ratio_max", "swimDistance_team_match_sum", "teamKills_team_match_max_rank", "health_items_team_match_max", "healsAndBoostsPerWalkDistance_team_match_std", "weaponsAcquired_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_mean", "revives_team_match_mean", "killStreakrate_team_match_median", "non_leathal_input_match_median", "killsPerWalkDistance_team_match_std", "swimDistance_team_match_min", "multi_killer_team_match_sum_rank", "assists_team_match_mean", "heals_team_match_median", "teamKills_match_max", "distance_over_weapons_team_to_match_ratio_min", "headshot_rate_team_match_sum", "multi_killer_match_max", "swimDistance_team_match_median", "health_items_team_match_median", "boosts_team_match_sum", "boosts_team_match_max", "skill_team_match_var", "healsPerWalkDistance_team_match_std", "boostsPerWalkDistance_team_match_std", "kills_team_match_mean", "heals_team_match_max", "killStreakrate_team_match_std", "weaponsAcquired_team_match_min", "roadKills_team_match_sum_rank", "headshotKills_team_to_match_ratio_max", "revives_team_to_match_ratio_max", "heals_team_match_std", "vehicleDestroys_team_to_match_ratio_mean", "non_leathal_input_team_match_std", "health_items_team_match_min", "non_leathal_input_team_match_sum", "kills_without_moving_match_mean", "boosts_team_match_std", "kills_team_match_std", "killStreaks_team_match_mean", "kills_and_assists_team_match_std", "walkDistance_team_to_match_ratio_sum", "teamKills_team_to_match_ratio_median", "DBNOs_team_match_sum", "picker_team_to_match_ratio_min", "DBNOs_team_match_std", "teamKills_team_to_match_ratio_sum", "teamKills_team_match_var", "headshot_rate_team_match_max", "kills_and_assists_team_match_median", "multi_killer_team_to_match_ratio_mean", "distance_over_weapons_match_min", "sniper_team_match_median", "weaponsAcquired_team_to_match_ratio_min", "kills_and_assists_team_match_sum", "kills_team_match_max", "kills_without_moving_team_match_median_rank", "vehicleDestroys_match_sum", "roadKills_team_to_match_ratio_mean", "boosts_team_match_median", "headshot_rate_team_match_median", "kills_team_match_min", "heals_team_match_min", "kills_without_moving_team_match_min_rank", "headshot_rate_team_match_std", "skill_team_to_match_ratio_max", "headshotKills_team_match_mean", "kills_team_match_median", "killStreaks_match_median", "sniper_team_match_std", "non_leathal_input_team_match_max", "kills_team_match_sum", "assists_team_match_sum", "DBNOs_team_match_max", "sniper_team_match_max", "assists_team_match_std", "non_leathal_input_team_match_median", "killStreaks_team_match_std", "kills_and_assists_team_match_max", "teamKills_team_match_mean", "kill_to_team_kills_ratio_team_match_var", "total_distance_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_max_rank", "vehicleDestroys_team_match_max_rank", "roadKills_match_sum", "DBNOs_team_match_median", "killPlace_match_max", "sniper_team_to_match_ratio_max", "kill_to_team_kills_ratio_team_to_match_ratio_sum", "revives_team_match_std", "boosts_team_match_min", "kill_to_team_kills_ratio_team_match_mean", "killStreaks_team_match_sum", "revives_team_match_sum", "roadKills_match_max", "killStreakrate_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_median", "non_leathal_input_team_match_min", "skill_team_match_mean", "kills_without_moving_team_match_sum_rank", "walkDistance_match_sum", "kills_and_assists_team_match_min", "headshotKills_team_match_sum", "multi_killer_team_match_max_rank", "sniper_team_match_min", "vehicleDestroys_match_max", "multi_killer_team_match_var", "DBNOs_team_match_min", "headshot_rate_team_match_min", "kills_without_moving_team_match_max_rank", "roadKills_team_match_max_rank", "assists_team_match_max", "vehicleDestroys_team_to_match_ratio_median", "revives_team_match_max", "skill_team_match_sum", "killStreaks_team_match_max", "headshotKills_team_match_max", "killStreakrate_team_to_match_ratio_max", "sniper_match_max", "revives_team_match_median", "skill_team_match_std", "kill_to_team_kills_ratio_team_match_sum", "vehicleDestroys_team_match_var", "headshotKills_team_match_std", "multi_killer_team_to_match_ratio_sum", "assists_team_match_median", "multi_killer_team_to_match_ratio_median", "kill_to_team_kills_ratio_team_to_match_ratio_max", "damageDealt_team_to_match_ratio_min", "headshotKills_team_match_median", "longestKill_team_to_match_ratio_min", "multi_killer_team_match_mean", "assists_team_match_min", "teamKills_team_to_match_ratio_max", "killStreaks_team_match_median", "skill_team_match_max", "roadKills_team_to_match_ratio_median", "non_leathal_input_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_sum", "teamKills_team_match_std", "roadKills_team_match_var", "multi_killer_team_to_match_ratio_max", "killStreakrate_team_to_match_ratio_min", "multi_killer_team_match_sum", "roadKills_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_std", "roadKills_team_match_mean", "vehicleDestroys_team_match_mean", "teamKills_team_match_sum", "kills_and_assists_team_to_match_ratio_min", "sniper_match_median", "kill_to_team_kills_ratio_team_match_max", "weaponsAcquired_match_min", "total_distance_match_sum", "kills_without_moving_match_sum", "killsPerWalkDistance_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_median", "killStreaks_team_match_min", "revives_team_match_min", "kills_without_moving_team_match_var", "skill_team_match_median", "picker_match_min", "kills_team_to_match_ratio_min", "headshotKills_team_match_min", "assists_match_median", "killsPerWalkDistance_match_min", "multi_killer_team_match_median", "multi_killer_team_match_std", "skill_team_match_min", "longestKill_match_min", "matchDuration", "headshotKills_match_median", "teamKills_team_match_max", "roadKills_team_match_std", "vehicleDestroys_team_match_sum", "killStreaks_team_to_match_ratio_min", "kills_without_moving_team_match_mean", "vehicleDestroys_team_match_max", "damageDealt_match_min", "roadKills_team_to_match_ratio_max", "killStreakrate_match_min", "assists_team_to_match_ratio_min", "teamKills_team_match_median", "vehicleDestroys_team_match_std", "multi_killer_team_match_max", "skill_match_median", "roadKills_team_match_sum", "kills_without_moving_team_match_sum", "headshot_rate_match_median", "roadKills_team_match_max", "DBNOs_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_min", "teamKills_team_match_min", "kills_without_moving_team_match_std", "killStreakrate_match_max", "healsAndBoostsPerWalkDistance_match_min", "kills_match_min", "health_items_team_to_match_ratio_min", "healsAndBoostsPerWalkDistance_team_to_match_ratio_min", "revives_match_median", "rideDistance_match_min", "rideDistance_team_to_match_ratio_min", "multi_killer_team_match_min", "vehicleDestroys_team_to_match_ratio_max", "vehicleDestroys_team_match_median", "health_items_match_min", "killStreaks_match_min", "non_leathal_input_match_min", "roadKills_team_match_median", "swimDistance_match_median", "healsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_match_min", "kills_without_moving_team_match_median", "roadKills_match_median", "teamKills_match_median", "vehicleDestroys_match_median", "kills_without_moving_match_median", "kill_to_team_kills_ratio_match_median", "multi_killer_match_median", "roadKills_team_match_min", "vehicleDestroys_team_match_min", "kills_without_moving_team_match_min", "assists_match_min", "boosts_match_min", "DBNOs_match_min", "headshotKills_match_min", "heals_match_min", "killPlace_match_min", "revives_match_min", "roadKills_match_min", "swimDistance_match_min", "teamKills_match_min", "vehicleDestroys_match_min", "kills_and_assists_match_min", "kills_without_moving_match_min", "boostsPerWalkDistance_match_min", "healsPerWalkDistance_match_min", "skill_match_min", "kill_to_team_kills_ratio_match_min", "multi_killer_match_min", "sniper_match_min", "boosts_team_to_match_ratio_min", "headshotKills_team_to_match_ratio_min", "heals_team_to_match_ratio_min", "revives_team_to_match_ratio_min", "roadKills_team_to_match_ratio_min", "swimDistance_team_to_match_ratio_min", "teamKills_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_min", "boostsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_team_to_match_ratio_min", "skill_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_to_match_ratio_min", "multi_killer_team_to_match_ratio_min", "sniper_team_to_match_ratio_min", "kills_without_moving_team_match_max", "kills_without_moving_match_max", "kill_to_team_kills_ratio_team_match_median_rank", "healsAndBoostsPerWalkDistance_team_to_match_ratio_max", "kills_and_assists_team_to_match_ratio_mean", "longestKill_team_match_max", "health_items_team_match_var", "killPoints_match_median", "healsAndBoostsPerWalkDistance_team_match_min_rank", "DBNOs_team_match_var", "headshot_rate_team_match_median_rank", "boostsPerWalkDistance_team_match_min_rank", "healsPerWalkDistance_team_match_median_rank", "killPoints_team_match_max", "assists_team_match_max_rank", "headshot_rate_team_to_match_ratio_sum", "walkDistance_match_min", "DBNOs_team_to_match_ratio_median", "rideDistance_team_match_max_rank", "non_leathal_input_match_max", "health_items_team_match_max_rank", "winPoints_match_mean", "heals_team_match_sum_rank", "total_distance_match_min", "revives_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_to_match_ratio_sum", "heals_team_match_max_rank", "damageDealt_team_match_min", "healsPerWalkDistance_team_match_var", "assists_team_to_match_ratio_mean", "healsPerWalkDistance_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_mean", "teamKills_team_match_min_rank", "boostsPerWalkDistance_team_match_var", "boostsPerWalkDistance_team_match_sum", "killStreakrate_team_match_var", "winPoints_team_match_min", "killPoints_team_match_min", "healsAndBoostsPerWalkDistance_team_match_sum_rank", "health_items_team_to_match_ratio_sum", "rideDistance_match_median", "revives_team_match_max_rank", "boostsPerWalkDistance_team_match_max", "killPoints_match_min", "boostsPerWalkDistance_team_match_mean", "boostsPerWalkDistance_team_match_sum_rank", "killStreaks_team_to_match_ratio_median", "killStreaks_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_match_max", "healsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_max_rank", "heals_team_to_match_ratio_mean", "heals_team_match_var", "kills_and_assists_team_match_var", "boostsPerWalkDistance_team_match_max_rank", "non_leathal_input_team_to_match_ratio_median", "boosts_team_match_var", "healsPerWalkDistance_team_match_sum", "kills_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_mean", "heals_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_match_sum", "multi_killer_team_match_median_rank", "healsPerWalkDistance_team_to_match_ratio_mean", "healsPerWalkDistance_team_match_sum_rank", "healsPerWalkDistance_team_match_mean", "healsPerWalkDistance_team_match_max_rank", "health_items_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_median", "longestKill_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_to_match_ratio_median", "kills_and_assists_team_to_match_ratio_median", "longestKill_team_match_median", "boosts_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_median", "killsPerWalkDistance_team_match_median", "health_items_team_to_match_ratio_median", "healsPerWalkDistance_team_to_match_ratio_median", "healsPerWalkDistance_team_match_median", "killPlace_over_maxPlace_team_match_sum_rank", "kills_and_assists_team_match_mean", "killPoints_team_to_match_ratio_mean", "rankPoints_team_match_sum", "health_items_team_match_sum_rank", "damageDealt_team_match_std", "rankPoints_match_median", "killPoints_match_sum", "weaponsAcquired_match_max", "vehicleDestroys_team_match_mean_rank", "damageDealt_team_to_match_ratio_median", "boostsPerWalkDistance_team_to_match_ratio_sum", "boostsPerWalkDistance_team_match_median_rank", "damageDealt_team_match_median", "assists_team_match_sum_rank", "longestKill_team_to_match_ratio_max", "headshot_rate_team_match_mean_rank", "winPoints_team_match_median_rank", "non_leathal_input_match_sum", "killPoints_team_match_sum_rank", "killStreakrate_team_match_median_rank", "winPoints_team_match_sum_rank", "killPoints_team_match_median_rank", "winPoints_team_to_match_ratio_median", "DBNOs_team_to_match_ratio_sum", "killStreaks_team_match_sum_rank", "assists_match_sum", "killPoints_team_match_mean_rank", "healsPerWalkDistance_team_match_min_rank", "boostsPerWalkDistance_team_to_match_ratio_max", "revives_team_match_sum_rank", "roadKills_match_mean", "DBNOs_match_sum", "killPoints_match_mean", "winPoints_team_match_mean_rank", "headshotKills_match_sum", "longestKill_team_match_mean", "killStreaks_team_match_median_rank", "skill_match_sum", "killsPerWalkDistance_team_match_mean", "multi_killer_team_match_mean_rank", "boosts_match_max", "longestKill_team_to_match_ratio_mean", "rankPoints_team_match_max", "longestKill_team_match_sum_rank", "longestKill_team_match_max_rank", "killsPerWalkDistance_team_match_sum", "killsPerWalkDistance_team_match_var", "non_leathal_input_team_match_var", "sniper_team_match_max_rank", "rankPoints_team_match_min", "non_leathal_input_team_to_match_ratio_sum", "revives_match_sum", "sniper_team_to_match_ratio_sum", "kills_and_assists_team_to_match_ratio_sum", "rankPoints_team_match_mean", "killPlace_over_maxPlace_team_match_std", "group_size", "killPlace_over_maxPlace_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_min_rank", "killPlace_over_maxPlace_team_match_mean_rank", "kills_without_moving_team_match_mean_rank", "killPlace_team_to_match_ratio_min", "killPlace_match_sum", "killPlace_over_maxPlace_match_min", "heals_match_max", "distance_over_weapons_team_match_sum", "damageDealt_team_match_mean", "boosts_team_match_mean_rank", "revives_team_match_min_rank", "damageDealt_team_to_match_ratio_mean", "weaponsAcquired_team_match_mean_rank", "damageDealt_team_to_match_ratio_sum", "killPoints_team_match_min_rank", "picker_team_to_match_ratio_median", "killPoints_team_to_match_ratio_sum", "total_distance_team_match_min_rank", "non_leathal_input_team_match_max_rank", "kills_match_sum", "rankPoints_team_match_median_rank", "kills_and_assists_team_match_mean_rank", "kill_to_team_kills_ratio_team_match_mean_rank", "distance_over_weapons_team_match_median_rank", "headshotKills_team_match_min_rank", "rankPoints_team_match_mean_rank", "picker_team_match_median_rank", "DBNOs_team_match_max_rank", "damageDealt_team_match_max", "distance_over_weapons_team_match_mean", "distance_over_weapons_team_match_median", "healsAndBoostsPerWalkDistance_team_match_median_rank", "total_distance_team_match_sum", "winPoints_team_to_match_ratio_sum", "non_leathal_input_team_match_mean_rank", "DBNOs_team_match_sum_rank", "non_leathal_input_team_match_sum_rank", "distance_over_weapons_team_match_mean_rank", "total_distance_team_match_max", "kills_and_assists_team_match_sum_rank", "DBNOs_team_match_mean_rank", "picker_team_to_match_ratio_max", "total_distance_team_match_std", "walkDistance_team_to_match_ratio_min", "total_distance_team_match_min", "walkDistance_team_match_std", "teamKills_team_match_median_rank", "non_leathal_input_team_to_match_ratio_mean", "damageDealt_team_match_sum", "killStreakrate_team_to_match_ratio_median", "killStreaks_team_match_mean_rank", "rideDistance_team_match_sum_rank", "killPoints_match_max", "rankPoints_match_mean", "total_distance_team_match_mean", "weaponsAcquired_team_to_match_ratio_max", "winPoints_match_sum", "kills_and_assists_team_match_max_rank", "killPoints_team_match_var", "killPlace_team_match_sum", "killStreakrate_match_median", "rideDistance_match_sum", "winPoints_match_max", "boosts_team_to_match_ratio_sum", "boosts_team_to_match_ratio_mean", "total_distance_team_to_match_ratio_min", "headshot_rate_match_max", "skill_team_match_min_rank", "winPoints_team_match_var", "picker_match_max", "winPoints_match_min", "kills_team_match_sum_rank", "kills_match_max", "kills_team_match_var", "kills_and_assists_match_max" # #,"killPlace_over_maxPlace_team_match_max", "distance_over_weapons_team_match_max", "killsPerWalkDistance_team_match_max", "damageDealt_team_to_match_ratio_max", "killPlace_team_to_match_ratio_max", "killPoints_team_to_match_ratio_max", "rankPoints_team_to_match_ratio_max", "walkDistance_team_to_match_ratio_max", "winPoints_team_to_match_ratio_max", "total_distance_team_to_match_ratio_max", "killPlace_over_maxPlace_team_to_match_ratio_max", "distance_over_weapons_team_to_match_ratio_max", "killsPerWalkDistance_team_to_match_ratio_max" # #, "walkDistanceRankWithinKills_team_to_match_ratio_max", "walkDistanceRankWithinKills_match_sum", "assistsRankWithinKills_match_max", "killStreakrate_team_match_min", "healsRankWithinKills_match_sum", "assistsRankWithinKills_match_sum", "healsRankWithinKills_match_max", "boostsRankWithinKills_match_max", "boostsRankWithinKills_match_sum", "damageDealtRankWithinKills_match_sum", "damageDealtRankWithinKills_match_max", "walkDistanceRankWithinKills_match_max", "killPlaceRankWithinKills_match_max" # , "damageDealtRankWithinKills_team_match_sum", "health_items_team_to_match_ratio_mean", "walkDistance_team_match_median_rank", "killStreaks_team_to_match_ratio_mean", "killStreaks_match_sum", "killPlaceRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_match_median", "damageDealtRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_to_match_ratio_median", "total_distance_team_match_median_rank", "killsPerWalkDistance_team_match_max", "total_distance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_max", "killsPerWalkDistance_team_to_match_ratio_mean", "walkDistance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_mean", "kills_team_match_mean_rank", "killPlace_over_maxPlace_team_match_min", "assistsRankWithinKills_team_match_sum", "killsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_mean_rank", "walkDistance_team_match_mean", "healsRankWithinKills_team_match_sum", "walkDistance_team_match_median", "killPlace_over_maxPlace_team_match_median", "healsRankWithinKills_team_to_match_ratio_sum", "boostsRankWithinKills_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_sum", "boostsRankWithinKills_team_match_sum", "walkDistanceRankWithinKills_team_match_sum", "killPlace_over_maxPlace_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_max_rank", "picker_team_match_mean", "killsPerWalkDistance_team_match_median_rank", "killsPerWalkDistance_team_match_sum_rank", "killPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_match_std", "killPlace_team_to_match_ratio_mean", "killPlaceRankWithinKills_match_sum", "kills_team_match_max_rank", "kills_team_to_match_ratio_mean", "killPlace_team_match_max", "killPlaceRankWithinKills_match_min", "playersJoined", "walkDistanceRankWithinKills_team_match_std", "killStreaks_team_match_min_rank", "killPlaceRankWithinKills_team_match_std", "healsRankWithinKills_team_match_std", "boostsRankWithinKills_team_match_std", "healsRankWithinKills_team_to_match_ratio_max", "numGroups", "maxPlace", "boostsRankWithinKills_team_to_match_ratio_max", "assistsRankWithinKills_team_match_std", "killPlace_over_maxPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_to_match_ratio_max", "killStreakrate_team_match_min_rank", "killPlace_over_maxPlace_team_to_match_ratio_mean", "damageDealtRankWithinKills_match_min", "killsPerWalkDistance_team_match_min_rank", "killsPerWalkDistance_team_match_min", "killPlace_over_maxPlace_team_match_median_rank", "walkDistanceRankWithinKills_team_to_match_ratio_max", "walkDistanceRankWithinKills_match_sum", "assistsRankWithinKills_match_max", "killStreakrate_team_match_min", "healsRankWithinKills_match_sum", "assistsRankWithinKills_match_sum", "healsRankWithinKills_match_max", "boostsRankWithinKills_match_max", "boostsRankWithinKills_match_sum", "damageDealtRankWithinKills_match_sum", "damageDealtRankWithinKills_match_max", "walkDistanceRankWithinKills_match_max", "killPlaceRankWithinKills_match_max" # ) # v37 #UNWANTED_FEATURES = ("healsPerWalkDistance_team_match_max", "rankPoints_team_match_median", "heals_team_to_match_ratio_max", "picker_match_median", "sniper_team_to_match_ratio_mean", "longestKill_team_match_min", "kill_to_team_kills_ratio_match_sum", "longestKill_team_match_std", "roadKills_team_match_mean_rank", "healsAndBoostsPerWalkDistance_team_match_min", "sniper_team_match_mean_rank", "boostsPerWalkDistance_team_match_median", "rideDistance_team_to_match_ratio_mean", "winPoints_team_match_max", "headshot_rate_team_to_match_ratio_mean", "winPoints_match_median", "swimDistance_team_match_sum_rank", "killPoints_team_match_median", "vehicleDestroys_team_match_median_rank", "DBNOs_team_to_match_ratio_max", "killPoints_team_match_mean", "multi_killer_match_sum", "weaponsAcquired_team_match_mean", "healsPerWalkDistance_team_match_min", "heals_team_to_match_ratio_median", "kills_team_to_match_ratio_max", "headshot_rate_team_match_max_rank", "rideDistance_team_match_std", "boostsPerWalkDistance_team_match_min", "killPoints_team_match_sum", "rideDistance_team_to_match_ratio_max", "sniper_team_match_sum_rank", "health_items_match_median", "winPoints_team_match_sum", "revives_team_to_match_ratio_sum", "non_leathal_input_team_to_match_ratio_max", "DBNOs_match_max", "kills_and_assists_team_to_match_ratio_max", "headshot_rate_team_match_sum_rank", "killStreaks_team_match_var", "skill_team_match_sum_rank", "assists_team_to_match_ratio_sum", "revives_team_to_match_ratio_median", "headshotKills_match_max", "headshot_rate_team_match_var", "distance_over_weapons_team_match_std", "rideDistance_team_match_sum", "headshotKills_team_match_max_rank", "winPoints_team_match_mean", "rideDistance_team_to_match_ratio_median", "sniper_team_match_var", "sniper_team_match_median_rank", "boosts_team_to_match_ratio_max", "headshotKills_team_to_match_ratio_mean", "rideDistance_team_match_max", "headshot_rate_team_match_min_rank", "teamKills_team_match_sum_rank", "weaponsAcquired_match_median", "assists_team_to_match_ratio_median", "winPoints_team_match_median", "rideDistance_team_to_match_ratio_sum", "skill_match_max", "picker_team_match_sum", "rideDistance_team_match_mean", "kill_to_team_kills_ratio_team_match_min_rank", "swimDistance_team_to_match_ratio_mean", "assists_match_max", "killStreakrate_team_match_mean", "skill_team_match_max_rank", "teamKills_match_sum", "kill_to_team_kills_ratio_match_max", "sniper_team_to_match_ratio_median", "roadKills_team_match_median_rank", "killStreaks_match_max", "rideDistance_team_match_min", "headshotKills_team_match_sum_rank", "kills_and_assists_match_median", "assists_team_match_var", "weaponsAcquired_team_match_sum", "teamKills_team_to_match_ratio_mean", "rideDistance_team_match_var", "killStreakrate_team_match_sum", "revives_team_match_var", "headshotKills_team_to_match_ratio_sum", "headshot_rate_team_to_match_ratio_max", "headshot_rate_team_to_match_ratio_median", "health_items_team_match_mean", "skill_team_to_match_ratio_mean", "rideDistance_team_match_median", "swimDistance_team_to_match_ratio_sum", "revives_match_max", "health_items_team_match_sum", "kill_to_team_kills_ratio_team_match_sum_rank", "heals_team_match_mean", "rankPoints_team_match_std", "skill_team_to_match_ratio_sum", "headshotKills_team_match_var", "killPlace_team_match_std", "swimDistance_team_match_var", "vehicleDestroys_team_match_min_rank", "swimDistance_team_to_match_ratio_median", "swimDistance_team_to_match_ratio_max", "roadKills_team_match_min_rank", "boosts_match_median", "heals_team_match_sum", "picker_team_match_std", "non_leathal_input_team_match_mean", "heals_match_median", "picker_team_match_max", "boosts_team_match_mean", "swimDistance_team_match_max_rank", "DBNOs_match_median", "headshotKills_team_to_match_ratio_median", "weaponsAcquired_team_match_std", "skill_team_to_match_ratio_median", "killPoints_team_match_std", "DBNOs_team_match_mean", "picker_team_match_median", "sniper_team_match_mean", "sniper_team_match_sum", "swimDistance_team_match_max", "winPoints_team_match_std", "sniper_team_match_min_rank", "headshot_rate_team_match_mean", "swimDistance_team_match_mean", "picker_team_match_min", "health_items_team_match_std", "vehicleDestroys_team_match_sum_rank", "killStreaks_team_to_match_ratio_max", "weaponsAcquired_team_match_median", "multi_killer_team_match_min_rank", "kills_match_median", "swimDistance_team_match_std", "assists_team_to_match_ratio_max", "swimDistance_team_match_sum", "teamKills_team_match_max_rank", "health_items_team_match_max", "healsAndBoostsPerWalkDistance_team_match_std", "weaponsAcquired_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_mean", "revives_team_match_mean", "killStreakrate_team_match_median", "non_leathal_input_match_median", "killsPerWalkDistance_team_match_std", "swimDistance_team_match_min", "multi_killer_team_match_sum_rank", "assists_team_match_mean", "heals_team_match_median", "teamKills_match_max", "distance_over_weapons_team_to_match_ratio_min", "headshot_rate_team_match_sum", "multi_killer_match_max", "swimDistance_team_match_median", "health_items_team_match_median", "boosts_team_match_sum", "boosts_team_match_max", "skill_team_match_var", "healsPerWalkDistance_team_match_std", "boostsPerWalkDistance_team_match_std", "kills_team_match_mean", "heals_team_match_max", "killStreakrate_team_match_std", "weaponsAcquired_team_match_min", "roadKills_team_match_sum_rank", "headshotKills_team_to_match_ratio_max", "revives_team_to_match_ratio_max", "heals_team_match_std", "vehicleDestroys_team_to_match_ratio_mean", "non_leathal_input_team_match_std", "health_items_team_match_min", "non_leathal_input_team_match_sum", "kills_without_moving_match_mean", "boosts_team_match_std", "kills_team_match_std", "killStreaks_team_match_mean", "kills_and_assists_team_match_std", "walkDistance_team_to_match_ratio_sum", "teamKills_team_to_match_ratio_median", "DBNOs_team_match_sum", "picker_team_to_match_ratio_min", "DBNOs_team_match_std", "teamKills_team_to_match_ratio_sum", "teamKills_team_match_var", "headshot_rate_team_match_max", "kills_and_assists_team_match_median", "multi_killer_team_to_match_ratio_mean", "distance_over_weapons_match_min", "sniper_team_match_median", "weaponsAcquired_team_to_match_ratio_min", "kills_and_assists_team_match_sum", "kills_team_match_max", "kills_without_moving_team_match_median_rank", "vehicleDestroys_match_sum", "roadKills_team_to_match_ratio_mean", "boosts_team_match_median", "headshot_rate_team_match_median", "kills_team_match_min", "heals_team_match_min", "kills_without_moving_team_match_min_rank", "headshot_rate_team_match_std", "skill_team_to_match_ratio_max", "headshotKills_team_match_mean", "kills_team_match_median", "killStreaks_match_median", "sniper_team_match_std", "non_leathal_input_team_match_max", "kills_team_match_sum", "assists_team_match_sum", "DBNOs_team_match_max", "sniper_team_match_max", "assists_team_match_std", "non_leathal_input_team_match_median", "killStreaks_team_match_std", "kills_and_assists_team_match_max", "teamKills_team_match_mean", "kill_to_team_kills_ratio_team_match_var", "total_distance_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_max_rank", "vehicleDestroys_team_match_max_rank", "roadKills_match_sum", "DBNOs_team_match_median", "killPlace_match_max", "sniper_team_to_match_ratio_max", "kill_to_team_kills_ratio_team_to_match_ratio_sum", "revives_team_match_std", "boosts_team_match_min", "kill_to_team_kills_ratio_team_match_mean", "killStreaks_team_match_sum", "revives_team_match_sum", "roadKills_match_max", "killStreakrate_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_median", "non_leathal_input_team_match_min", "skill_team_match_mean", "kills_without_moving_team_match_sum_rank", "walkDistance_match_sum", "kills_and_assists_team_match_min", "headshotKills_team_match_sum", "multi_killer_team_match_max_rank", "sniper_team_match_min", "vehicleDestroys_match_max", "multi_killer_team_match_var", "DBNOs_team_match_min", "headshot_rate_team_match_min", "kills_without_moving_team_match_max_rank", "roadKills_team_match_max_rank", "assists_team_match_max", "vehicleDestroys_team_to_match_ratio_median", "revives_team_match_max", "skill_team_match_sum", "killStreaks_team_match_max", "headshotKills_team_match_max", "killStreakrate_team_to_match_ratio_max", "sniper_match_max", "revives_team_match_median", "skill_team_match_std", "kill_to_team_kills_ratio_team_match_sum", "vehicleDestroys_team_match_var", "headshotKills_team_match_std", "multi_killer_team_to_match_ratio_sum", "assists_team_match_median", "multi_killer_team_to_match_ratio_median", "kill_to_team_kills_ratio_team_to_match_ratio_max", "damageDealt_team_to_match_ratio_min", "headshotKills_team_match_median", "longestKill_team_to_match_ratio_min", "multi_killer_team_match_mean", "assists_team_match_min", "teamKills_team_to_match_ratio_max", "killStreaks_team_match_median", "skill_team_match_max", "roadKills_team_to_match_ratio_median", "non_leathal_input_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_sum", "teamKills_team_match_std", "roadKills_team_match_var", "multi_killer_team_to_match_ratio_max", "killStreakrate_team_to_match_ratio_min", "multi_killer_team_match_sum", "roadKills_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_std", "roadKills_team_match_mean", "vehicleDestroys_team_match_mean", "teamKills_team_match_sum", "kills_and_assists_team_to_match_ratio_min", "sniper_match_median", "kill_to_team_kills_ratio_team_match_max", "weaponsAcquired_match_min", "total_distance_match_sum", "kills_without_moving_match_sum", "killsPerWalkDistance_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_median", "killStreaks_team_match_min", "revives_team_match_min", "kills_without_moving_team_match_var", "skill_team_match_median", "picker_match_min", "kills_team_to_match_ratio_min", "headshotKills_team_match_min", "assists_match_median", "killsPerWalkDistance_match_min", "multi_killer_team_match_median", "multi_killer_team_match_std", "skill_team_match_min", "longestKill_match_min", "matchDuration", "headshotKills_match_median", "teamKills_team_match_max", "roadKills_team_match_std", "vehicleDestroys_team_match_sum", "killStreaks_team_to_match_ratio_min", "kills_without_moving_team_match_mean", "vehicleDestroys_team_match_max", "damageDealt_match_min", "roadKills_team_to_match_ratio_max", "killStreakrate_match_min", "assists_team_to_match_ratio_min", "teamKills_team_match_median", "vehicleDestroys_team_match_std", "multi_killer_team_match_max", "skill_match_median", "roadKills_team_match_sum", "kills_without_moving_team_match_sum", "headshot_rate_match_median", "roadKills_team_match_max", "DBNOs_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_min", "teamKills_team_match_min", "kills_without_moving_team_match_std", "killStreakrate_match_max", "healsAndBoostsPerWalkDistance_match_min", "kills_match_min", "health_items_team_to_match_ratio_min", "healsAndBoostsPerWalkDistance_team_to_match_ratio_min", "revives_match_median", "rideDistance_match_min", "rideDistance_team_to_match_ratio_min", "multi_killer_team_match_min", "vehicleDestroys_team_to_match_ratio_max", "vehicleDestroys_team_match_median", "health_items_match_min", "killStreaks_match_min", "non_leathal_input_match_min", "roadKills_team_match_median", "swimDistance_match_median", "healsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_match_min", "kills_without_moving_team_match_median", "roadKills_match_median", "teamKills_match_median", "vehicleDestroys_match_median", "kills_without_moving_match_median", "kill_to_team_kills_ratio_match_median", "multi_killer_match_median", "roadKills_team_match_min", "vehicleDestroys_team_match_min", "kills_without_moving_team_match_min", "assists_match_min", "boosts_match_min", "DBNOs_match_min", "headshotKills_match_min", "heals_match_min", "killPlace_match_min", "revives_match_min", "roadKills_match_min", "swimDistance_match_min", "teamKills_match_min", "vehicleDestroys_match_min", "kills_and_assists_match_min", "kills_without_moving_match_min", "boostsPerWalkDistance_match_min", "healsPerWalkDistance_match_min", "skill_match_min", "kill_to_team_kills_ratio_match_min", "multi_killer_match_min", "sniper_match_min", "boosts_team_to_match_ratio_min", "headshotKills_team_to_match_ratio_min", "heals_team_to_match_ratio_min", "revives_team_to_match_ratio_min", "roadKills_team_to_match_ratio_min", "swimDistance_team_to_match_ratio_min", "teamKills_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_min", "boostsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_team_to_match_ratio_min", "skill_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_to_match_ratio_min", "multi_killer_team_to_match_ratio_min", "sniper_team_to_match_ratio_min", "kills_without_moving_team_match_max", "kills_without_moving_match_max", "kill_to_team_kills_ratio_team_match_median_rank", "healsAndBoostsPerWalkDistance_team_to_match_ratio_max", "kills_and_assists_team_to_match_ratio_mean", "longestKill_team_match_max", "health_items_team_match_var", "killPoints_match_median", "healsAndBoostsPerWalkDistance_team_match_min_rank", "DBNOs_team_match_var", "headshot_rate_team_match_median_rank", "boostsPerWalkDistance_team_match_min_rank", "healsPerWalkDistance_team_match_median_rank", "killPoints_team_match_max", "assists_team_match_max_rank", "headshot_rate_team_to_match_ratio_sum", "walkDistance_match_min", "DBNOs_team_to_match_ratio_median", "rideDistance_team_match_max_rank", "non_leathal_input_match_max", "health_items_team_match_max_rank", "winPoints_match_mean", "heals_team_match_sum_rank", "total_distance_match_min", "revives_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_to_match_ratio_sum", "heals_team_match_max_rank", "damageDealt_team_match_min", "healsPerWalkDistance_team_match_var", "assists_team_to_match_ratio_mean", "healsPerWalkDistance_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_mean", "teamKills_team_match_min_rank", "boostsPerWalkDistance_team_match_var", "boostsPerWalkDistance_team_match_sum", "killStreakrate_team_match_var", "winPoints_team_match_min", "killPoints_team_match_min", "healsAndBoostsPerWalkDistance_team_match_sum_rank", "health_items_team_to_match_ratio_sum", "rideDistance_match_median", "revives_team_match_max_rank", "boostsPerWalkDistance_team_match_max", "killPoints_match_min", "boostsPerWalkDistance_team_match_mean", "boostsPerWalkDistance_team_match_sum_rank", "killStreaks_team_to_match_ratio_median", "killStreaks_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_match_max", "healsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_max_rank", "heals_team_to_match_ratio_mean", "heals_team_match_var", "kills_and_assists_team_match_var", "boostsPerWalkDistance_team_match_max_rank", "non_leathal_input_team_to_match_ratio_median", "boosts_team_match_var", "healsPerWalkDistance_team_match_sum", "kills_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_mean", "heals_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_match_sum", "multi_killer_team_match_median_rank", "healsPerWalkDistance_team_to_match_ratio_mean", "healsPerWalkDistance_team_match_sum_rank", "healsPerWalkDistance_team_match_mean", "healsPerWalkDistance_team_match_max_rank", "health_items_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_median", "longestKill_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_to_match_ratio_median", "kills_and_assists_team_to_match_ratio_median", "longestKill_team_match_median", "boosts_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_median", "killsPerWalkDistance_team_match_median", "health_items_team_to_match_ratio_median", "healsPerWalkDistance_team_to_match_ratio_median", "healsPerWalkDistance_team_match_median", "killPlace_over_maxPlace_team_match_sum_rank", "kills_and_assists_team_match_mean", "killPoints_team_to_match_ratio_mean", "rankPoints_team_match_sum", "health_items_team_match_sum_rank", "damageDealt_team_match_std", "rankPoints_match_median", "killPoints_match_sum", "weaponsAcquired_match_max", "vehicleDestroys_team_match_mean_rank", "damageDealt_team_to_match_ratio_median", "boostsPerWalkDistance_team_to_match_ratio_sum", "boostsPerWalkDistance_team_match_median_rank", "damageDealt_team_match_median", "assists_team_match_sum_rank", "longestKill_team_to_match_ratio_max", "headshot_rate_team_match_mean_rank", "winPoints_team_match_median_rank", "non_leathal_input_match_sum", "killPoints_team_match_sum_rank", "killStreakrate_team_match_median_rank", "winPoints_team_match_sum_rank", "killPoints_team_match_median_rank", "winPoints_team_to_match_ratio_median", "DBNOs_team_to_match_ratio_sum", "killStreaks_team_match_sum_rank", "assists_match_sum", "killPoints_team_match_mean_rank", "healsPerWalkDistance_team_match_min_rank", "boostsPerWalkDistance_team_to_match_ratio_max", "revives_team_match_sum_rank", "roadKills_match_mean", "DBNOs_match_sum", "killPoints_match_mean", "winPoints_team_match_mean_rank", "headshotKills_match_sum", "longestKill_team_match_mean", "killStreaks_team_match_median_rank", "skill_match_sum", "killsPerWalkDistance_team_match_mean", "multi_killer_team_match_mean_rank", "boosts_match_max", "longestKill_team_to_match_ratio_mean", "rankPoints_team_match_max", "longestKill_team_match_sum_rank", "longestKill_team_match_max_rank", "killsPerWalkDistance_team_match_sum", "killsPerWalkDistance_team_match_var", "non_leathal_input_team_match_var", "sniper_team_match_max_rank", "rankPoints_team_match_min", "non_leathal_input_team_to_match_ratio_sum", "revives_match_sum", "sniper_team_to_match_ratio_sum", "kills_and_assists_team_to_match_ratio_sum", "rankPoints_team_match_mean", "killPlace_over_maxPlace_team_match_std", "group_size", "killPlace_over_maxPlace_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_min_rank", "killPlace_over_maxPlace_team_match_mean_rank", "kills_without_moving_team_match_mean_rank", "killPlace_team_to_match_ratio_min", "killPlace_match_sum", "killPlace_over_maxPlace_match_min", "heals_match_max", "distance_over_weapons_team_match_sum", "damageDealt_team_match_mean", "boosts_team_match_mean_rank", "revives_team_match_min_rank", "damageDealt_team_to_match_ratio_mean", "weaponsAcquired_team_match_mean_rank", "damageDealt_team_to_match_ratio_sum", "killPoints_team_match_min_rank", "picker_team_to_match_ratio_median", "killPoints_team_to_match_ratio_sum", "total_distance_team_match_min_rank", "non_leathal_input_team_match_max_rank", "kills_match_sum", "rankPoints_team_match_median_rank", "kills_and_assists_team_match_mean_rank", "kill_to_team_kills_ratio_team_match_mean_rank", "distance_over_weapons_team_match_median_rank", "headshotKills_team_match_min_rank", "rankPoints_team_match_mean_rank", "picker_team_match_median_rank", "DBNOs_team_match_max_rank", "damageDealt_team_match_max", "distance_over_weapons_team_match_mean", "distance_over_weapons_team_match_median", "healsAndBoostsPerWalkDistance_team_match_median_rank", "total_distance_team_match_sum", "winPoints_team_to_match_ratio_sum", "non_leathal_input_team_match_mean_rank", "DBNOs_team_match_sum_rank", "non_leathal_input_team_match_sum_rank", "distance_over_weapons_team_match_mean_rank", "total_distance_team_match_max", "kills_and_assists_team_match_sum_rank", "DBNOs_team_match_mean_rank", "picker_team_to_match_ratio_max", "total_distance_team_match_std", "walkDistance_team_to_match_ratio_min", "total_distance_team_match_min", "walkDistance_team_match_std", "teamKills_team_match_median_rank", "non_leathal_input_team_to_match_ratio_mean", "damageDealt_team_match_sum", "killStreakrate_team_to_match_ratio_median", "killStreaks_team_match_mean_rank", "rideDistance_team_match_sum_rank", "killPoints_match_max", "rankPoints_match_mean", "total_distance_team_match_mean", "weaponsAcquired_team_to_match_ratio_max", "winPoints_match_sum", "kills_and_assists_team_match_max_rank", "killPoints_team_match_var", "killPlace_team_match_sum", "killStreakrate_match_median", "rideDistance_match_sum", "winPoints_match_max", "boosts_team_to_match_ratio_sum", "boosts_team_to_match_ratio_mean", "total_distance_team_to_match_ratio_min", "headshot_rate_match_max", "skill_team_match_min_rank", "winPoints_team_match_var", "picker_match_max", "winPoints_match_min", "kills_team_match_sum_rank", "kills_match_max", "kills_team_match_var", "kills_and_assists_match_max", "damageDealtRankWithinKills_team_match_sum", "health_items_team_to_match_ratio_mean", "walkDistance_team_match_median_rank", "killStreaks_team_to_match_ratio_mean", "killStreaks_match_sum", "killPlaceRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_match_median", "damageDealtRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_to_match_ratio_median", "total_distance_team_match_median_rank", "killsPerWalkDistance_team_match_max", "total_distance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_max", "killsPerWalkDistance_team_to_match_ratio_mean", "walkDistance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_mean", "kills_team_match_mean_rank", "killPlace_over_maxPlace_team_match_min", "assistsRankWithinKills_team_match_sum", "killsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_mean_rank", "walkDistance_team_match_mean", "healsRankWithinKills_team_match_sum", "walkDistance_team_match_median", "killPlace_over_maxPlace_team_match_median", "healsRankWithinKills_team_to_match_ratio_sum", "boostsRankWithinKills_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_sum", "boostsRankWithinKills_team_match_sum", "walkDistanceRankWithinKills_team_match_sum", "killPlace_over_maxPlace_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_max_rank", "picker_team_match_mean", "killsPerWalkDistance_team_match_median_rank", "killsPerWalkDistance_team_match_sum_rank", "killPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_match_std", "killPlace_team_to_match_ratio_mean", "killPlaceRankWithinKills_match_sum", "kills_team_match_max_rank", "kills_team_to_match_ratio_mean", "killPlace_team_match_max", "killPlaceRankWithinKills_match_min", "playersJoined", "walkDistanceRankWithinKills_team_match_std", "killStreaks_team_match_min_rank", "killPlaceRankWithinKills_team_match_std", "healsRankWithinKills_team_match_std", "boostsRankWithinKills_team_match_std", "healsRankWithinKills_team_to_match_ratio_max", "numGroups", "maxPlace", "boostsRankWithinKills_team_to_match_ratio_max", "assistsRankWithinKills_team_match_std", "killPlace_over_maxPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_to_match_ratio_max", "killStreakrate_team_match_min_rank", "killPlace_over_maxPlace_team_to_match_ratio_mean", "damageDealtRankWithinKills_match_min", "killsPerWalkDistance_team_match_min_rank", "killsPerWalkDistance_team_match_min", "killPlace_over_maxPlace_team_match_median_rank", "walkDistanceRankWithinKills_team_to_match_ratio_max", "walkDistanceRankWithinKills_match_sum", "assistsRankWithinKills_match_max", "killStreakrate_team_match_min", "healsRankWithinKills_match_sum", "assistsRankWithinKills_match_sum", "healsRankWithinKills_match_max", "boostsRankWithinKills_match_max", "boostsRankWithinKills_match_sum", "damageDealtRankWithinKills_match_sum", "damageDealtRankWithinKills_match_max", "walkDistanceRankWithinKills_match_max", "killPlaceRankWithinKills_match_max") # v60 #UNWANTED_FEATURES = ("healsPerWalkDistance_team_match_max", "rankPoints_team_match_median", "heals_team_to_match_ratio_max", "picker_match_median", "sniper_team_to_match_ratio_mean", "longestKill_team_match_min", "kill_to_team_kills_ratio_match_sum", "longestKill_team_match_std", "roadKills_team_match_mean_rank", "healsAndBoostsPerWalkDistance_team_match_min", "sniper_team_match_mean_rank", "boostsPerWalkDistance_team_match_median", "rideDistance_team_to_match_ratio_mean", "winPoints_team_match_max", "headshot_rate_team_to_match_ratio_mean", "winPoints_match_median", "swimDistance_team_match_sum_rank", "killPoints_team_match_median", "vehicleDestroys_team_match_median_rank", "DBNOs_team_to_match_ratio_max", "killPoints_team_match_mean", "multi_killer_match_sum", "weaponsAcquired_team_match_mean", "healsPerWalkDistance_team_match_min", "heals_team_to_match_ratio_median", "kills_team_to_match_ratio_max", "headshot_rate_team_match_max_rank", "rideDistance_team_match_std", "boostsPerWalkDistance_team_match_min", "killPoints_team_match_sum", "rideDistance_team_to_match_ratio_max", "sniper_team_match_sum_rank", "health_items_match_median", "winPoints_team_match_sum", "revives_team_to_match_ratio_sum", "non_leathal_input_team_to_match_ratio_max", "DBNOs_match_max", "kills_and_assists_team_to_match_ratio_max", "headshot_rate_team_match_sum_rank", "killStreaks_team_match_var", "skill_team_match_sum_rank", "assists_team_to_match_ratio_sum", "revives_team_to_match_ratio_median", "headshotKills_match_max", "headshot_rate_team_match_var", "distance_over_weapons_team_match_std", "rideDistance_team_match_sum", "headshotKills_team_match_max_rank", "winPoints_team_match_mean", "rideDistance_team_to_match_ratio_median", "sniper_team_match_var", "sniper_team_match_median_rank", "boosts_team_to_match_ratio_max", "headshotKills_team_to_match_ratio_mean", "rideDistance_team_match_max", "headshot_rate_team_match_min_rank", "teamKills_team_match_sum_rank", "weaponsAcquired_match_median", "assists_team_to_match_ratio_median", "winPoints_team_match_median", "rideDistance_team_to_match_ratio_sum", "skill_match_max", "picker_team_match_sum", "rideDistance_team_match_mean", "kill_to_team_kills_ratio_team_match_min_rank", "swimDistance_team_to_match_ratio_mean", "assists_match_max", "killStreakrate_team_match_mean", "skill_team_match_max_rank", "teamKills_match_sum", "kill_to_team_kills_ratio_match_max", "sniper_team_to_match_ratio_median", "roadKills_team_match_median_rank", "killStreaks_match_max", "rideDistance_team_match_min", "headshotKills_team_match_sum_rank", "kills_and_assists_match_median", "assists_team_match_var", "weaponsAcquired_team_match_sum", "teamKills_team_to_match_ratio_mean", "rideDistance_team_match_var", "killStreakrate_team_match_sum", "revives_team_match_var", "headshotKills_team_to_match_ratio_sum", "headshot_rate_team_to_match_ratio_max", "headshot_rate_team_to_match_ratio_median", "health_items_team_match_mean", "skill_team_to_match_ratio_mean", "rideDistance_team_match_median", "swimDistance_team_to_match_ratio_sum", "revives_match_max", "health_items_team_match_sum", "kill_to_team_kills_ratio_team_match_sum_rank", "heals_team_match_mean", "rankPoints_team_match_std", "skill_team_to_match_ratio_sum", "headshotKills_team_match_var", "killPlace_team_match_std", "swimDistance_team_match_var", "vehicleDestroys_team_match_min_rank", "swimDistance_team_to_match_ratio_median", "swimDistance_team_to_match_ratio_max", "roadKills_team_match_min_rank", "boosts_match_median", "heals_team_match_sum", "picker_team_match_std", "non_leathal_input_team_match_mean", "heals_match_median", "picker_team_match_max", "boosts_team_match_mean", "swimDistance_team_match_max_rank", "DBNOs_match_median", "headshotKills_team_to_match_ratio_median", "weaponsAcquired_team_match_std", "skill_team_to_match_ratio_median", "killPoints_team_match_std", "DBNOs_team_match_mean", "picker_team_match_median", "sniper_team_match_mean", "sniper_team_match_sum", "swimDistance_team_match_max", "winPoints_team_match_std", "sniper_team_match_min_rank", "headshot_rate_team_match_mean", "swimDistance_team_match_mean", "picker_team_match_min", "health_items_team_match_std", "vehicleDestroys_team_match_sum_rank", "killStreaks_team_to_match_ratio_max", "weaponsAcquired_team_match_median", "multi_killer_team_match_min_rank", "kills_match_median", "swimDistance_team_match_std", "assists_team_to_match_ratio_max", "swimDistance_team_match_sum", "teamKills_team_match_max_rank", "health_items_team_match_max", "healsAndBoostsPerWalkDistance_team_match_std", "weaponsAcquired_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_mean", "revives_team_match_mean", "killStreakrate_team_match_median", "non_leathal_input_match_median", "killsPerWalkDistance_team_match_std", "swimDistance_team_match_min", "multi_killer_team_match_sum_rank", "assists_team_match_mean", "heals_team_match_median", "teamKills_match_max", "distance_over_weapons_team_to_match_ratio_min", "headshot_rate_team_match_sum", "multi_killer_match_max", "swimDistance_team_match_median", "health_items_team_match_median", "boosts_team_match_sum", "boosts_team_match_max", "skill_team_match_var", "healsPerWalkDistance_team_match_std", "boostsPerWalkDistance_team_match_std", "kills_team_match_mean", "heals_team_match_max", "killStreakrate_team_match_std", "weaponsAcquired_team_match_min", "roadKills_team_match_sum_rank", "headshotKills_team_to_match_ratio_max", "revives_team_to_match_ratio_max", "heals_team_match_std", "vehicleDestroys_team_to_match_ratio_mean", "non_leathal_input_team_match_std", "health_items_team_match_min", "non_leathal_input_team_match_sum", "kills_without_moving_match_mean", "boosts_team_match_std", "kills_team_match_std", "killStreaks_team_match_mean", "kills_and_assists_team_match_std", "walkDistance_team_to_match_ratio_sum", "teamKills_team_to_match_ratio_median", "DBNOs_team_match_sum", "picker_team_to_match_ratio_min", "DBNOs_team_match_std", "teamKills_team_to_match_ratio_sum", "teamKills_team_match_var", "headshot_rate_team_match_max", "kills_and_assists_team_match_median", "multi_killer_team_to_match_ratio_mean", "distance_over_weapons_match_min", "sniper_team_match_median", "weaponsAcquired_team_to_match_ratio_min", "kills_and_assists_team_match_sum", "kills_team_match_max", "kills_without_moving_team_match_median_rank", "vehicleDestroys_match_sum", "roadKills_team_to_match_ratio_mean", "boosts_team_match_median", "headshot_rate_team_match_median", "kills_team_match_min", "heals_team_match_min", "kills_without_moving_team_match_min_rank", "headshot_rate_team_match_std", "skill_team_to_match_ratio_max", "headshotKills_team_match_mean", "kills_team_match_median", "killStreaks_match_median", "sniper_team_match_std", "non_leathal_input_team_match_max", "kills_team_match_sum", "assists_team_match_sum", "DBNOs_team_match_max", "sniper_team_match_max", "assists_team_match_std", "non_leathal_input_team_match_median", "killStreaks_team_match_std", "kills_and_assists_team_match_max", "teamKills_team_match_mean", "kill_to_team_kills_ratio_team_match_var", "total_distance_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_max_rank", "vehicleDestroys_team_match_max_rank", "roadKills_match_sum", "DBNOs_team_match_median", "killPlace_match_max", "sniper_team_to_match_ratio_max", "kill_to_team_kills_ratio_team_to_match_ratio_sum", "revives_team_match_std", "boosts_team_match_min", "kill_to_team_kills_ratio_team_match_mean", "killStreaks_team_match_sum", "revives_team_match_sum", "roadKills_match_max", "killStreakrate_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_median", "non_leathal_input_team_match_min", "skill_team_match_mean", "kills_without_moving_team_match_sum_rank", "walkDistance_match_sum", "kills_and_assists_team_match_min", "headshotKills_team_match_sum", "multi_killer_team_match_max_rank", "sniper_team_match_min", "vehicleDestroys_match_max", "multi_killer_team_match_var", "DBNOs_team_match_min", "headshot_rate_team_match_min", "kills_without_moving_team_match_max_rank", "roadKills_team_match_max_rank", "assists_team_match_max", "vehicleDestroys_team_to_match_ratio_median", "revives_team_match_max", "skill_team_match_sum", "killStreaks_team_match_max", "headshotKills_team_match_max", "killStreakrate_team_to_match_ratio_max", "sniper_match_max", "revives_team_match_median", "skill_team_match_std", "kill_to_team_kills_ratio_team_match_sum", "vehicleDestroys_team_match_var", "headshotKills_team_match_std", "multi_killer_team_to_match_ratio_sum", "assists_team_match_median", "multi_killer_team_to_match_ratio_median", "kill_to_team_kills_ratio_team_to_match_ratio_max", "damageDealt_team_to_match_ratio_min", "headshotKills_team_match_median", "longestKill_team_to_match_ratio_min", "multi_killer_team_match_mean", "assists_team_match_min", "teamKills_team_to_match_ratio_max", "killStreaks_team_match_median", "skill_team_match_max", "roadKills_team_to_match_ratio_median", "non_leathal_input_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_sum", "teamKills_team_match_std", "roadKills_team_match_var", "multi_killer_team_to_match_ratio_max", "killStreakrate_team_to_match_ratio_min", "multi_killer_team_match_sum", "roadKills_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_std", "roadKills_team_match_mean", "vehicleDestroys_team_match_mean", "teamKills_team_match_sum", "kills_and_assists_team_to_match_ratio_min", "sniper_match_median", "kill_to_team_kills_ratio_team_match_max", "weaponsAcquired_match_min", "total_distance_match_sum", "kills_without_moving_match_sum", "killsPerWalkDistance_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_median", "killStreaks_team_match_min", "revives_team_match_min", "kills_without_moving_team_match_var", "skill_team_match_median", "picker_match_min", "kills_team_to_match_ratio_min", "headshotKills_team_match_min", "assists_match_median", "killsPerWalkDistance_match_min", "multi_killer_team_match_median", "multi_killer_team_match_std", "skill_team_match_min", "longestKill_match_min", "matchDuration", "headshotKills_match_median", "teamKills_team_match_max", "roadKills_team_match_std", "vehicleDestroys_team_match_sum", "killStreaks_team_to_match_ratio_min", "kills_without_moving_team_match_mean", "vehicleDestroys_team_match_max", "damageDealt_match_min", "roadKills_team_to_match_ratio_max", "killStreakrate_match_min", "assists_team_to_match_ratio_min", "teamKills_team_match_median", "vehicleDestroys_team_match_std", "multi_killer_team_match_max", "skill_match_median", "roadKills_team_match_sum", "kills_without_moving_team_match_sum", "headshot_rate_match_median", "roadKills_team_match_max", "DBNOs_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_min", "teamKills_team_match_min", "kills_without_moving_team_match_std", "killStreakrate_match_max", "healsAndBoostsPerWalkDistance_match_min", "kills_match_min", "health_items_team_to_match_ratio_min", "healsAndBoostsPerWalkDistance_team_to_match_ratio_min", "revives_match_median", "rideDistance_match_min", "rideDistance_team_to_match_ratio_min", "multi_killer_team_match_min", "vehicleDestroys_team_to_match_ratio_max", "vehicleDestroys_team_match_median", "health_items_match_min", "killStreaks_match_min", "non_leathal_input_match_min", "roadKills_team_match_median", "swimDistance_match_median", "healsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_match_min", "kills_without_moving_team_match_median", "roadKills_match_median", "teamKills_match_median", "vehicleDestroys_match_median", "kills_without_moving_match_median", "kill_to_team_kills_ratio_match_median", "multi_killer_match_median", "roadKills_team_match_min", "vehicleDestroys_team_match_min", "kills_without_moving_team_match_min", "assists_match_min", "boosts_match_min", "DBNOs_match_min", "headshotKills_match_min", "heals_match_min", "killPlace_match_min", "revives_match_min", "roadKills_match_min", "swimDistance_match_min", "teamKills_match_min", "vehicleDestroys_match_min", "kills_and_assists_match_min", "kills_without_moving_match_min", "boostsPerWalkDistance_match_min", "healsPerWalkDistance_match_min", "skill_match_min", "kill_to_team_kills_ratio_match_min", "multi_killer_match_min", "sniper_match_min", "boosts_team_to_match_ratio_min", "headshotKills_team_to_match_ratio_min", "heals_team_to_match_ratio_min", "revives_team_to_match_ratio_min", "roadKills_team_to_match_ratio_min", "swimDistance_team_to_match_ratio_min", "teamKills_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_min", "boostsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_team_to_match_ratio_min", "skill_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_to_match_ratio_min", "multi_killer_team_to_match_ratio_min", "sniper_team_to_match_ratio_min", "kills_without_moving_team_match_max", "kills_without_moving_match_max", "kill_to_team_kills_ratio_team_match_median_rank", "healsAndBoostsPerWalkDistance_team_to_match_ratio_max", "kills_and_assists_team_to_match_ratio_mean", "longestKill_team_match_max", "health_items_team_match_var", "killPoints_match_median", "healsAndBoostsPerWalkDistance_team_match_min_rank", "DBNOs_team_match_var", "headshot_rate_team_match_median_rank", "boostsPerWalkDistance_team_match_min_rank", "healsPerWalkDistance_team_match_median_rank", "killPoints_team_match_max", "assists_team_match_max_rank", "headshot_rate_team_to_match_ratio_sum", "walkDistance_match_min", "DBNOs_team_to_match_ratio_median", "rideDistance_team_match_max_rank", "non_leathal_input_match_max", "health_items_team_match_max_rank", "winPoints_match_mean", "heals_team_match_sum_rank", "total_distance_match_min", "revives_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_to_match_ratio_sum", "heals_team_match_max_rank", "damageDealt_team_match_min", "healsPerWalkDistance_team_match_var", "assists_team_to_match_ratio_mean", "healsPerWalkDistance_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_mean", "teamKills_team_match_min_rank", "boostsPerWalkDistance_team_match_var", "boostsPerWalkDistance_team_match_sum", "killStreakrate_team_match_var", "winPoints_team_match_min", "killPoints_team_match_min", "healsAndBoostsPerWalkDistance_team_match_sum_rank", "health_items_team_to_match_ratio_sum", "rideDistance_match_median", "revives_team_match_max_rank", "boostsPerWalkDistance_team_match_max", "killPoints_match_min", "boostsPerWalkDistance_team_match_mean", "boostsPerWalkDistance_team_match_sum_rank", "killStreaks_team_to_match_ratio_median", "killStreaks_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_match_max", "healsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_max_rank", "heals_team_to_match_ratio_mean", "heals_team_match_var", "kills_and_assists_team_match_var", "boostsPerWalkDistance_team_match_max_rank", "non_leathal_input_team_to_match_ratio_median", "boosts_team_match_var", "healsPerWalkDistance_team_match_sum", "kills_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_mean", "heals_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_match_sum", "multi_killer_team_match_median_rank", "healsPerWalkDistance_team_to_match_ratio_mean", "healsPerWalkDistance_team_match_sum_rank", "healsPerWalkDistance_team_match_mean", "healsPerWalkDistance_team_match_max_rank", "health_items_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_median", "longestKill_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_to_match_ratio_median", "kills_and_assists_team_to_match_ratio_median", "longestKill_team_match_median", "boosts_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_median", "killsPerWalkDistance_team_match_median", "health_items_team_to_match_ratio_median", "healsPerWalkDistance_team_to_match_ratio_median", "healsPerWalkDistance_team_match_median", "killPlace_over_maxPlace_team_match_sum_rank", "kills_and_assists_team_match_mean", "killPoints_team_to_match_ratio_mean", "rankPoints_team_match_sum", "health_items_team_match_sum_rank", "damageDealt_team_match_std", "rankPoints_match_median", "killPoints_match_sum", "weaponsAcquired_match_max", "vehicleDestroys_team_match_mean_rank", "damageDealt_team_to_match_ratio_median", "boostsPerWalkDistance_team_to_match_ratio_sum", "boostsPerWalkDistance_team_match_median_rank", "damageDealt_team_match_median", "assists_team_match_sum_rank", "longestKill_team_to_match_ratio_max", "headshot_rate_team_match_mean_rank", "winPoints_team_match_median_rank", "non_leathal_input_match_sum", "killPoints_team_match_sum_rank", "killStreakrate_team_match_median_rank", "winPoints_team_match_sum_rank", "killPoints_team_match_median_rank", "winPoints_team_to_match_ratio_median", "DBNOs_team_to_match_ratio_sum", "killStreaks_team_match_sum_rank", "assists_match_sum", "killPoints_team_match_mean_rank", "healsPerWalkDistance_team_match_min_rank", "boostsPerWalkDistance_team_to_match_ratio_max", "revives_team_match_sum_rank", "roadKills_match_mean", "DBNOs_match_sum", "killPoints_match_mean", "winPoints_team_match_mean_rank", "headshotKills_match_sum", "longestKill_team_match_mean", "killStreaks_team_match_median_rank", "skill_match_sum", "killsPerWalkDistance_team_match_mean", "multi_killer_team_match_mean_rank", "boosts_match_max", "longestKill_team_to_match_ratio_mean", "rankPoints_team_match_max", "longestKill_team_match_sum_rank", "longestKill_team_match_max_rank", "killsPerWalkDistance_team_match_sum", "killsPerWalkDistance_team_match_var", "non_leathal_input_team_match_var", "sniper_team_match_max_rank", "rankPoints_team_match_min", "non_leathal_input_team_to_match_ratio_sum", "revives_match_sum", "sniper_team_to_match_ratio_sum", "kills_and_assists_team_to_match_ratio_sum", "rankPoints_team_match_mean", "killPlace_over_maxPlace_team_match_std", "group_size", "killPlace_over_maxPlace_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_min_rank", "killPlace_over_maxPlace_team_match_mean_rank", "kills_without_moving_team_match_mean_rank", "killPlace_team_to_match_ratio_min", "killPlace_match_sum", "killPlace_over_maxPlace_match_min", "heals_match_max", "distance_over_weapons_team_match_sum", "damageDealt_team_match_mean", "boosts_team_match_mean_rank", "revives_team_match_min_rank", "damageDealt_team_to_match_ratio_mean", "weaponsAcquired_team_match_mean_rank", "damageDealt_team_to_match_ratio_sum", "killPoints_team_match_min_rank", "picker_team_to_match_ratio_median", "killPoints_team_to_match_ratio_sum", "total_distance_team_match_min_rank", "non_leathal_input_team_match_max_rank", "kills_match_sum", "rankPoints_team_match_median_rank", "kills_and_assists_team_match_mean_rank", "kill_to_team_kills_ratio_team_match_mean_rank", "distance_over_weapons_team_match_median_rank", "headshotKills_team_match_min_rank", "rankPoints_team_match_mean_rank", "picker_team_match_median_rank", "DBNOs_team_match_max_rank", "damageDealt_team_match_max", "distance_over_weapons_team_match_mean", "distance_over_weapons_team_match_median", "healsAndBoostsPerWalkDistance_team_match_median_rank", "total_distance_team_match_sum", "winPoints_team_to_match_ratio_sum", "non_leathal_input_team_match_mean_rank", "DBNOs_team_match_sum_rank", "non_leathal_input_team_match_sum_rank", "distance_over_weapons_team_match_mean_rank", "total_distance_team_match_max", "kills_and_assists_team_match_sum_rank", "DBNOs_team_match_mean_rank", "picker_team_to_match_ratio_max", "total_distance_team_match_std", "walkDistance_team_to_match_ratio_min", "total_distance_team_match_min", "walkDistance_team_match_std", "teamKills_team_match_median_rank", "non_leathal_input_team_to_match_ratio_mean", "damageDealt_team_match_sum", "killStreakrate_team_to_match_ratio_median", "killStreaks_team_match_mean_rank", "rideDistance_team_match_sum_rank", "killPoints_match_max", "rankPoints_match_mean", "total_distance_team_match_mean", "weaponsAcquired_team_to_match_ratio_max", "winPoints_match_sum", "kills_and_assists_team_match_max_rank", "killPoints_team_match_var", "killPlace_team_match_sum", "killStreakrate_match_median", "rideDistance_match_sum", "winPoints_match_max", "boosts_team_to_match_ratio_sum", "boosts_team_to_match_ratio_mean", "total_distance_team_to_match_ratio_min", "headshot_rate_match_max", "skill_team_match_min_rank", "winPoints_team_match_var", "picker_match_max", "winPoints_match_min", "kills_team_match_sum_rank", "kills_match_max", "kills_team_match_var", "kills_and_assists_match_max", "damageDealtRankWithinKills_team_match_sum", "health_items_team_to_match_ratio_mean", "walkDistance_team_match_median_rank", "killStreaks_team_to_match_ratio_mean", "killStreaks_match_sum", "killPlaceRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_match_median", "damageDealtRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_to_match_ratio_median", "total_distance_team_match_median_rank", "killsPerWalkDistance_team_match_max", "total_distance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_max", "killsPerWalkDistance_team_to_match_ratio_mean", "walkDistance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_mean", "kills_team_match_mean_rank", "killPlace_over_maxPlace_team_match_min", "assistsRankWithinKills_team_match_sum", "killsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_mean_rank", "walkDistance_team_match_mean", "healsRankWithinKills_team_match_sum", "walkDistance_team_match_median", "killPlace_over_maxPlace_team_match_median", "healsRankWithinKills_team_to_match_ratio_sum", "boostsRankWithinKills_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_sum", "boostsRankWithinKills_team_match_sum", "walkDistanceRankWithinKills_team_match_sum", "killPlace_over_maxPlace_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_max_rank", "picker_team_match_mean", "killsPerWalkDistance_team_match_median_rank", "killsPerWalkDistance_team_match_sum_rank", "killPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_match_std", "killPlace_team_to_match_ratio_mean", "killPlaceRankWithinKills_match_sum", "kills_team_match_max_rank", "kills_team_to_match_ratio_mean", "killPlace_team_match_max", "killPlaceRankWithinKills_match_min", "playersJoined", "walkDistanceRankWithinKills_team_match_std", "killStreaks_team_match_min_rank", "killPlaceRankWithinKills_team_match_std", "healsRankWithinKills_team_match_std", "boostsRankWithinKills_team_match_std", "healsRankWithinKills_team_to_match_ratio_max", "numGroups", "maxPlace", "boostsRankWithinKills_team_to_match_ratio_max", "assistsRankWithinKills_team_match_std", "killPlace_over_maxPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_to_match_ratio_max", "killStreakrate_team_match_min_rank", "killPlace_over_maxPlace_team_to_match_ratio_mean", "damageDealtRankWithinKills_match_min", "killsPerWalkDistance_team_match_min_rank", "killsPerWalkDistance_team_match_min", "killPlace_over_maxPlace_team_match_median_rank", "walkDistanceRankWithinKills_team_to_match_ratio_max", "walkDistanceRankWithinKills_match_sum", "assistsRankWithinKills_match_max", "killStreakrate_team_match_min", "healsRankWithinKills_match_sum", "assistsRankWithinKills_match_sum", "healsRankWithinKills_match_max", "boostsRankWithinKills_match_max", "boostsRankWithinKills_match_sum", "damageDealtRankWithinKills_match_sum", "damageDealtRankWithinKills_match_max", "walkDistanceRankWithinKills_match_max", "killPlaceRankWithinKills_match_max", "killPlace_over_maxPlace_team_match_max_rank", "killPlace_over_maxPlace_team_to_match_ratio_min", "killPlace_over_maxPlace_team_to_match_ratio_max", "killPlaceRankWithinKills_0_team_to_match_ratio_max", "killPlaceRankWithinKills_1_team_to_match_ratio_max", "killPlaceRankWithinKills_5_team_to_match_ratio_max", "killPlaceRankWithinKills_9_team_to_match_ratio_median", "killPlaceRankWithinKills_3_team_match_std", "killPlaceRankWithinKills_3_team_match_median", "killPlaceRankWithinKills_5_team_match_var", "killPlaceRankWithinKills_2_team_match_min", "killPlaceRankWithinKills_5_team_match_sum", "killPlaceRankWithinKills_6_team_to_match_ratio_max", "killPlaceRankWithinKills_5_team_match_mean", "killPlaceRankWithinKills_5_team_match_max", "killPlaceRankWithinKills_6_team_match_var", "killPlaceRankWithinKills_6_team_match_sum", "killPlaceRankWithinKills_7_team_to_match_ratio_max", "killPlaceRankWithinKills_4_team_match_std", "killPlaceRankWithinKills_4_team_match_median", "killPlaceRankWithinKills_6_team_match_mean", "killPlaceRankWithinKills_7_team_match_var", "killPlaceRankWithinKills_6_team_match_max", "killPlaceRankWithinKills_8_team_to_match_ratio_max", "killPlaceRankWithinKills_6_match_max", "killPlaceRankWithinKills_1_team_to_match_ratio_min", "killPlaceRankWithinKills_3_team_match_min", "killPlaceRankWithinKills_7_team_match_sum", "killPlaceRankWithinKills_5_team_match_std", "killPlaceRankWithinKills_5_match_max", "killPlaceRankWithinKills_10andMore_team_match_var", "killPlaceRankWithinKills_7_team_match_mean", "killPlaceRankWithinKills_1_match_median", "killPlaceRankWithinKills_8_team_match_var", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_max", "killPlaceRankWithinKills_9_team_to_match_ratio_max", "killPlaceRankWithinKills_7_match_max", "killPlaceRankWithinKills_10andMore_team_match_sum", "killPlaceRankWithinKills_4_match_max", "killPlaceRankWithinKills_8_team_match_sum", "killPlaceRankWithinKills_5_team_match_median", "killPlaceRankWithinKills_8_match_max", "killPlaceRankWithinKills_9_team_match_var", "killPlaceRankWithinKills_7_team_match_max", "killPlaceRankWithinKills_6_team_match_std", "killPlaceRankWithinKills_8_team_match_mean", "killPlaceRankWithinKills_9_team_match_sum", "killPlaceRankWithinKills_10andMore_team_match_mean", "killPlaceRankWithinKills_6_team_match_median", "killPlaceRankWithinKills_4_team_match_min", "killPlaceRankWithinKills_10andMore_match_max", "killPlaceRankWithinKills_8_team_match_max", "killPlaceRankWithinKills_9_team_match_mean", "killPlaceRankWithinKills_9_match_max", "killPlaceRankWithinKills_7_team_match_std", "killPlaceRankWithinKills_2_team_to_match_ratio_min", "killPlaceRankWithinKills_5_team_match_min", "killPlaceRankWithinKills_8_team_match_std", "killPlaceRankWithinKills_10andMore_team_match_std", "killPlaceRankWithinKills_10andMore_team_match_median", "killPlaceRankWithinKills_9_team_match_max", "killPlaceRankWithinKills_10andMore_match_median", "killPlaceRankWithinKills_10andMore_team_match_max", "killPlaceRankWithinKills_6_team_match_min", "killPlaceRankWithinKills_3_match_max", "killPlaceRankWithinKills_3_team_to_match_ratio_min", "killPlaceRankWithinKills_2_match_max", "killPlaceRankWithinKills_7_team_match_median", "killPlaceRankWithinKills_7_team_match_min", "killPlaceRankWithinKills_8_team_match_min", "killPlaceRankWithinKills_1_match_max", "killPlaceRankWithinKills_8_team_match_median", "killPlaceRankWithinKills_9_team_match_std", "killPlaceRankWithinKills_10andMore_team_match_min", "killPlaceRankWithinKills_2_match_median", "killPlaceRankWithinKills_3_match_median", "killPlaceRankWithinKills_4_match_median", "killPlaceRankWithinKills_5_match_median", "killPlaceRankWithinKills_6_match_median", "killPlaceRankWithinKills_7_match_median", "killPlaceRankWithinKills_8_match_median", "killPlaceRankWithinKills_9_match_median", "killPlaceRankWithinKills_9_team_match_median", "killPlaceRankWithinKills_0_match_min", "killPlaceRankWithinKills_1_match_min", "killPlaceRankWithinKills_2_match_min", "killPlaceRankWithinKills_3_match_min", "killPlaceRankWithinKills_4_match_min", "killPlaceRankWithinKills_5_match_min", "killPlaceRankWithinKills_6_match_min", "killPlaceRankWithinKills_7_match_min", "killPlaceRankWithinKills_8_match_min", "killPlaceRankWithinKills_9_match_min", "killPlaceRankWithinKills_10andMore_match_min", "killPlaceRankWithinKills_9_team_match_min", "killPlaceRankWithinKills_4_team_to_match_ratio_min", "killPlaceRankWithinKills_5_team_to_match_ratio_min", "killPlaceRankWithinKills_6_team_to_match_ratio_min", "killPlaceRankWithinKills_7_team_to_match_ratio_min", "killPlaceRankWithinKills_8_team_to_match_ratio_min", "killPlaceRankWithinKills_9_team_to_match_ratio_min", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_min", "killPlaceRankWithinKills_0_match_max") # v61 UNWANTED_FEATURES = ("healsPerWalkDistance_team_match_max", "rankPoints_team_match_median", "heals_team_to_match_ratio_max", "picker_match_median", "sniper_team_to_match_ratio_mean", "longestKill_team_match_min", "kill_to_team_kills_ratio_match_sum", "longestKill_team_match_std", "roadKills_team_match_mean_rank", "healsAndBoostsPerWalkDistance_team_match_min", "sniper_team_match_mean_rank", "boostsPerWalkDistance_team_match_median", "rideDistance_team_to_match_ratio_mean", "winPoints_team_match_max", "headshot_rate_team_to_match_ratio_mean", "winPoints_match_median", "swimDistance_team_match_sum_rank", "killPoints_team_match_median", "vehicleDestroys_team_match_median_rank", "DBNOs_team_to_match_ratio_max", "killPoints_team_match_mean", "multi_killer_match_sum", "weaponsAcquired_team_match_mean", "healsPerWalkDistance_team_match_min", "heals_team_to_match_ratio_median", "kills_team_to_match_ratio_max", "headshot_rate_team_match_max_rank", "rideDistance_team_match_std", "boostsPerWalkDistance_team_match_min", "killPoints_team_match_sum", "rideDistance_team_to_match_ratio_max", "sniper_team_match_sum_rank", "health_items_match_median", "winPoints_team_match_sum", "revives_team_to_match_ratio_sum", "non_leathal_input_team_to_match_ratio_max", "DBNOs_match_max", "kills_and_assists_team_to_match_ratio_max", "headshot_rate_team_match_sum_rank", "killStreaks_team_match_var", "skill_team_match_sum_rank", "assists_team_to_match_ratio_sum", "revives_team_to_match_ratio_median", "headshotKills_match_max", "headshot_rate_team_match_var", "distance_over_weapons_team_match_std", "rideDistance_team_match_sum", "headshotKills_team_match_max_rank", "winPoints_team_match_mean", "rideDistance_team_to_match_ratio_median", "sniper_team_match_var", "sniper_team_match_median_rank", "boosts_team_to_match_ratio_max", "headshotKills_team_to_match_ratio_mean", "rideDistance_team_match_max", "headshot_rate_team_match_min_rank", "teamKills_team_match_sum_rank", "weaponsAcquired_match_median", "assists_team_to_match_ratio_median", "winPoints_team_match_median", "rideDistance_team_to_match_ratio_sum", "skill_match_max", "picker_team_match_sum", "rideDistance_team_match_mean", "kill_to_team_kills_ratio_team_match_min_rank", "swimDistance_team_to_match_ratio_mean", "assists_match_max", "killStreakrate_team_match_mean", "skill_team_match_max_rank", "teamKills_match_sum", "kill_to_team_kills_ratio_match_max", "sniper_team_to_match_ratio_median", "roadKills_team_match_median_rank", "killStreaks_match_max", "rideDistance_team_match_min", "headshotKills_team_match_sum_rank", "kills_and_assists_match_median", "assists_team_match_var", "weaponsAcquired_team_match_sum", "teamKills_team_to_match_ratio_mean", "rideDistance_team_match_var", "killStreakrate_team_match_sum", "revives_team_match_var", "headshotKills_team_to_match_ratio_sum", "headshot_rate_team_to_match_ratio_max", "headshot_rate_team_to_match_ratio_median", "health_items_team_match_mean", "skill_team_to_match_ratio_mean", "rideDistance_team_match_median", "swimDistance_team_to_match_ratio_sum", "revives_match_max", "health_items_team_match_sum", "kill_to_team_kills_ratio_team_match_sum_rank", "heals_team_match_mean", "rankPoints_team_match_std", "skill_team_to_match_ratio_sum", "headshotKills_team_match_var", "killPlace_team_match_std", "swimDistance_team_match_var", "vehicleDestroys_team_match_min_rank", "swimDistance_team_to_match_ratio_median", "swimDistance_team_to_match_ratio_max", "roadKills_team_match_min_rank", "boosts_match_median", "heals_team_match_sum", "picker_team_match_std", "non_leathal_input_team_match_mean", "heals_match_median", "picker_team_match_max", "boosts_team_match_mean", "swimDistance_team_match_max_rank", "DBNOs_match_median", "headshotKills_team_to_match_ratio_median", "weaponsAcquired_team_match_std", "skill_team_to_match_ratio_median", "killPoints_team_match_std", "DBNOs_team_match_mean", "picker_team_match_median", "sniper_team_match_mean", "sniper_team_match_sum", "swimDistance_team_match_max", "winPoints_team_match_std", "sniper_team_match_min_rank", "headshot_rate_team_match_mean", "swimDistance_team_match_mean", "picker_team_match_min", "health_items_team_match_std", "vehicleDestroys_team_match_sum_rank", "killStreaks_team_to_match_ratio_max", "weaponsAcquired_team_match_median", "multi_killer_team_match_min_rank", "kills_match_median", "swimDistance_team_match_std", "assists_team_to_match_ratio_max", "swimDistance_team_match_sum", "teamKills_team_match_max_rank", "health_items_team_match_max", "healsAndBoostsPerWalkDistance_team_match_std", "weaponsAcquired_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_mean", "revives_team_match_mean", "killStreakrate_team_match_median", "non_leathal_input_match_median", "killsPerWalkDistance_team_match_std", "swimDistance_team_match_min", "multi_killer_team_match_sum_rank", "assists_team_match_mean", "heals_team_match_median", "teamKills_match_max", "distance_over_weapons_team_to_match_ratio_min", "headshot_rate_team_match_sum", "multi_killer_match_max", "swimDistance_team_match_median", "health_items_team_match_median", "boosts_team_match_sum", "boosts_team_match_max", "skill_team_match_var", "healsPerWalkDistance_team_match_std", "boostsPerWalkDistance_team_match_std", "kills_team_match_mean", "heals_team_match_max", "killStreakrate_team_match_std", "weaponsAcquired_team_match_min", "roadKills_team_match_sum_rank", "headshotKills_team_to_match_ratio_max", "revives_team_to_match_ratio_max", "heals_team_match_std", "vehicleDestroys_team_to_match_ratio_mean", "non_leathal_input_team_match_std", "health_items_team_match_min", "non_leathal_input_team_match_sum", "kills_without_moving_match_mean", "boosts_team_match_std", "kills_team_match_std", "killStreaks_team_match_mean", "kills_and_assists_team_match_std", "walkDistance_team_to_match_ratio_sum", "teamKills_team_to_match_ratio_median", "DBNOs_team_match_sum", "picker_team_to_match_ratio_min", "DBNOs_team_match_std", "teamKills_team_to_match_ratio_sum", "teamKills_team_match_var", "headshot_rate_team_match_max", "kills_and_assists_team_match_median", "multi_killer_team_to_match_ratio_mean", "distance_over_weapons_match_min", "sniper_team_match_median", "weaponsAcquired_team_to_match_ratio_min", "kills_and_assists_team_match_sum", "kills_team_match_max", "kills_without_moving_team_match_median_rank", "vehicleDestroys_match_sum", "roadKills_team_to_match_ratio_mean", "boosts_team_match_median", "headshot_rate_team_match_median", "kills_team_match_min", "heals_team_match_min", "kills_without_moving_team_match_min_rank", "headshot_rate_team_match_std", "skill_team_to_match_ratio_max", "headshotKills_team_match_mean", "kills_team_match_median", "killStreaks_match_median", "sniper_team_match_std", "non_leathal_input_team_match_max", "kills_team_match_sum", "assists_team_match_sum", "DBNOs_team_match_max", "sniper_team_match_max", "assists_team_match_std", "non_leathal_input_team_match_median", "killStreaks_team_match_std", "kills_and_assists_team_match_max", "teamKills_team_match_mean", "kill_to_team_kills_ratio_team_match_var", "total_distance_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_max_rank", "vehicleDestroys_team_match_max_rank", "roadKills_match_sum", "DBNOs_team_match_median", "killPlace_match_max", "sniper_team_to_match_ratio_max", "kill_to_team_kills_ratio_team_to_match_ratio_sum", "revives_team_match_std", "boosts_team_match_min", "kill_to_team_kills_ratio_team_match_mean", "killStreaks_team_match_sum", "revives_team_match_sum", "roadKills_match_max", "killStreakrate_team_match_max", "kill_to_team_kills_ratio_team_to_match_ratio_median", "non_leathal_input_team_match_min", "skill_team_match_mean", "kills_without_moving_team_match_sum_rank", "walkDistance_match_sum", "kills_and_assists_team_match_min", "headshotKills_team_match_sum", "multi_killer_team_match_max_rank", "sniper_team_match_min", "vehicleDestroys_match_max", "multi_killer_team_match_var", "DBNOs_team_match_min", "headshot_rate_team_match_min", "kills_without_moving_team_match_max_rank", "roadKills_team_match_max_rank", "assists_team_match_max", "vehicleDestroys_team_to_match_ratio_median", "revives_team_match_max", "skill_team_match_sum", "killStreaks_team_match_max", "headshotKills_team_match_max", "killStreakrate_team_to_match_ratio_max", "sniper_match_max", "revives_team_match_median", "skill_team_match_std", "kill_to_team_kills_ratio_team_match_sum", "vehicleDestroys_team_match_var", "headshotKills_team_match_std", "multi_killer_team_to_match_ratio_sum", "assists_team_match_median", "multi_killer_team_to_match_ratio_median", "kill_to_team_kills_ratio_team_to_match_ratio_max", "damageDealt_team_to_match_ratio_min", "headshotKills_team_match_median", "longestKill_team_to_match_ratio_min", "multi_killer_team_match_mean", "assists_team_match_min", "teamKills_team_to_match_ratio_max", "killStreaks_team_match_median", "skill_team_match_max", "roadKills_team_to_match_ratio_median", "non_leathal_input_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_sum", "teamKills_team_match_std", "roadKills_team_match_var", "multi_killer_team_to_match_ratio_max", "killStreakrate_team_to_match_ratio_min", "multi_killer_team_match_sum", "roadKills_team_to_match_ratio_sum", "kill_to_team_kills_ratio_team_match_std", "roadKills_team_match_mean", "vehicleDestroys_team_match_mean", "teamKills_team_match_sum", "kills_and_assists_team_to_match_ratio_min", "sniper_match_median", "kill_to_team_kills_ratio_team_match_max", "weaponsAcquired_match_min", "total_distance_match_sum", "kills_without_moving_match_sum", "killsPerWalkDistance_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_median", "killStreaks_team_match_min", "revives_team_match_min", "kills_without_moving_team_match_var", "skill_team_match_median", "picker_match_min", "kills_team_to_match_ratio_min", "headshotKills_team_match_min", "assists_match_median", "killsPerWalkDistance_match_min", "multi_killer_team_match_median", "multi_killer_team_match_std", "skill_team_match_min", "longestKill_match_min", "matchDuration", "headshotKills_match_median", "teamKills_team_match_max", "roadKills_team_match_std", "vehicleDestroys_team_match_sum", "killStreaks_team_to_match_ratio_min", "kills_without_moving_team_match_mean", "vehicleDestroys_team_match_max", "damageDealt_match_min", "roadKills_team_to_match_ratio_max", "killStreakrate_match_min", "assists_team_to_match_ratio_min", "teamKills_team_match_median", "vehicleDestroys_team_match_std", "multi_killer_team_match_max", "skill_match_median", "roadKills_team_match_sum", "kills_without_moving_team_match_sum", "headshot_rate_match_median", "roadKills_team_match_max", "DBNOs_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_match_min", "teamKills_team_match_min", "kills_without_moving_team_match_std", "killStreakrate_match_max", "healsAndBoostsPerWalkDistance_match_min", "kills_match_min", "health_items_team_to_match_ratio_min", "healsAndBoostsPerWalkDistance_team_to_match_ratio_min", "revives_match_median", "rideDistance_match_min", "rideDistance_team_to_match_ratio_min", "multi_killer_team_match_min", "vehicleDestroys_team_to_match_ratio_max", "vehicleDestroys_team_match_median", "health_items_match_min", "killStreaks_match_min", "non_leathal_input_match_min", "roadKills_team_match_median", "swimDistance_match_median", "healsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_match_min", "kills_without_moving_team_match_median", "roadKills_match_median", "teamKills_match_median", "vehicleDestroys_match_median", "kills_without_moving_match_median", "kill_to_team_kills_ratio_match_median", "multi_killer_match_median", "roadKills_team_match_min", "vehicleDestroys_team_match_min", "kills_without_moving_team_match_min", "assists_match_min", "boosts_match_min", "DBNOs_match_min", "headshotKills_match_min", "heals_match_min", "killPlace_match_min", "revives_match_min", "roadKills_match_min", "swimDistance_match_min", "teamKills_match_min", "vehicleDestroys_match_min", "kills_and_assists_match_min", "kills_without_moving_match_min", "boostsPerWalkDistance_match_min", "healsPerWalkDistance_match_min", "skill_match_min", "kill_to_team_kills_ratio_match_min", "multi_killer_match_min", "sniper_match_min", "boosts_team_to_match_ratio_min", "headshotKills_team_to_match_ratio_min", "heals_team_to_match_ratio_min", "revives_team_to_match_ratio_min", "roadKills_team_to_match_ratio_min", "swimDistance_team_to_match_ratio_min", "teamKills_team_to_match_ratio_min", "vehicleDestroys_team_to_match_ratio_min", "boostsPerWalkDistance_team_to_match_ratio_min", "headshot_rate_team_to_match_ratio_min", "skill_team_to_match_ratio_min", "kill_to_team_kills_ratio_team_to_match_ratio_min", "multi_killer_team_to_match_ratio_min", "sniper_team_to_match_ratio_min", "kills_without_moving_team_match_max", "kills_without_moving_match_max", "kill_to_team_kills_ratio_team_match_median_rank", "healsAndBoostsPerWalkDistance_team_to_match_ratio_max", "kills_and_assists_team_to_match_ratio_mean", "longestKill_team_match_max", "health_items_team_match_var", "killPoints_match_median", "healsAndBoostsPerWalkDistance_team_match_min_rank", "DBNOs_team_match_var", "headshot_rate_team_match_median_rank", "boostsPerWalkDistance_team_match_min_rank", "healsPerWalkDistance_team_match_median_rank", "killPoints_team_match_max", "assists_team_match_max_rank", "headshot_rate_team_to_match_ratio_sum", "walkDistance_match_min", "DBNOs_team_to_match_ratio_median", "rideDistance_team_match_max_rank", "non_leathal_input_match_max", "health_items_team_match_max_rank", "winPoints_match_mean", "heals_team_match_sum_rank", "total_distance_match_min", "revives_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_to_match_ratio_sum", "heals_team_match_max_rank", "damageDealt_team_match_min", "healsPerWalkDistance_team_match_var", "assists_team_to_match_ratio_mean", "healsPerWalkDistance_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_mean", "teamKills_team_match_min_rank", "boostsPerWalkDistance_team_match_var", "boostsPerWalkDistance_team_match_sum", "killStreakrate_team_match_var", "winPoints_team_match_min", "killPoints_team_match_min", "healsAndBoostsPerWalkDistance_team_match_sum_rank", "health_items_team_to_match_ratio_sum", "rideDistance_match_median", "revives_team_match_max_rank", "boostsPerWalkDistance_team_match_max", "killPoints_match_min", "boostsPerWalkDistance_team_match_mean", "boostsPerWalkDistance_team_match_sum_rank", "killStreaks_team_to_match_ratio_median", "killStreaks_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_match_max", "healsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_max_rank", "heals_team_to_match_ratio_mean", "heals_team_match_var", "kills_and_assists_team_match_var", "boostsPerWalkDistance_team_match_max_rank", "non_leathal_input_team_to_match_ratio_median", "boosts_team_match_var", "healsPerWalkDistance_team_match_sum", "kills_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_mean", "heals_team_to_match_ratio_sum", "healsAndBoostsPerWalkDistance_team_to_match_ratio_mean", "healsAndBoostsPerWalkDistance_team_match_sum", "multi_killer_team_match_median_rank", "healsPerWalkDistance_team_to_match_ratio_mean", "healsPerWalkDistance_team_match_sum_rank", "healsPerWalkDistance_team_match_mean", "healsPerWalkDistance_team_match_max_rank", "health_items_team_to_match_ratio_max", "boostsPerWalkDistance_team_to_match_ratio_median", "longestKill_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_to_match_ratio_median", "kills_and_assists_team_to_match_ratio_median", "longestKill_team_match_median", "boosts_team_to_match_ratio_median", "healsAndBoostsPerWalkDistance_team_match_median", "killsPerWalkDistance_team_match_median", "health_items_team_to_match_ratio_median", "healsPerWalkDistance_team_to_match_ratio_median", "healsPerWalkDistance_team_match_median", "killPlace_over_maxPlace_team_match_sum_rank", "kills_and_assists_team_match_mean", "killPoints_team_to_match_ratio_mean", "rankPoints_team_match_sum", "health_items_team_match_sum_rank", "damageDealt_team_match_std", "rankPoints_match_median", "killPoints_match_sum", "weaponsAcquired_match_max", "vehicleDestroys_team_match_mean_rank", "damageDealt_team_to_match_ratio_median", "boostsPerWalkDistance_team_to_match_ratio_sum", "boostsPerWalkDistance_team_match_median_rank", "damageDealt_team_match_median", "assists_team_match_sum_rank", "longestKill_team_to_match_ratio_max", "headshot_rate_team_match_mean_rank", "winPoints_team_match_median_rank", "non_leathal_input_match_sum", "killPoints_team_match_sum_rank", "killStreakrate_team_match_median_rank", "winPoints_team_match_sum_rank", "killPoints_team_match_median_rank", "winPoints_team_to_match_ratio_median", "DBNOs_team_to_match_ratio_sum", "killStreaks_team_match_sum_rank", "assists_match_sum", "killPoints_team_match_mean_rank", "healsPerWalkDistance_team_match_min_rank", "boostsPerWalkDistance_team_to_match_ratio_max", "revives_team_match_sum_rank", "roadKills_match_mean", "DBNOs_match_sum", "killPoints_match_mean", "winPoints_team_match_mean_rank", "headshotKills_match_sum", "longestKill_team_match_mean", "killStreaks_team_match_median_rank", "skill_match_sum", "killsPerWalkDistance_team_match_mean", "multi_killer_team_match_mean_rank", "boosts_match_max", "longestKill_team_to_match_ratio_mean", "rankPoints_team_match_max", "longestKill_team_match_sum_rank", "longestKill_team_match_max_rank", "killsPerWalkDistance_team_match_sum", "killsPerWalkDistance_team_match_var", "non_leathal_input_team_match_var", "sniper_team_match_max_rank", "rankPoints_team_match_min", "non_leathal_input_team_to_match_ratio_sum", "revives_match_sum", "sniper_team_to_match_ratio_sum", "kills_and_assists_team_to_match_ratio_sum", "rankPoints_team_match_mean", "killPlace_over_maxPlace_team_match_std", "group_size", "killPlace_over_maxPlace_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_min_rank", "killPlace_over_maxPlace_team_match_mean_rank", "kills_without_moving_team_match_mean_rank", "killPlace_team_to_match_ratio_min", "killPlace_match_sum", "killPlace_over_maxPlace_match_min", "heals_match_max", "distance_over_weapons_team_match_sum", "damageDealt_team_match_mean", "boosts_team_match_mean_rank", "revives_team_match_min_rank", "damageDealt_team_to_match_ratio_mean", "weaponsAcquired_team_match_mean_rank", "damageDealt_team_to_match_ratio_sum", "killPoints_team_match_min_rank", "picker_team_to_match_ratio_median", "killPoints_team_to_match_ratio_sum", "total_distance_team_match_min_rank", "non_leathal_input_team_match_max_rank", "kills_match_sum", "rankPoints_team_match_median_rank", "kills_and_assists_team_match_mean_rank", "kill_to_team_kills_ratio_team_match_mean_rank", "distance_over_weapons_team_match_median_rank", "headshotKills_team_match_min_rank", "rankPoints_team_match_mean_rank", "picker_team_match_median_rank", "DBNOs_team_match_max_rank", "damageDealt_team_match_max", "distance_over_weapons_team_match_mean", "distance_over_weapons_team_match_median", "healsAndBoostsPerWalkDistance_team_match_median_rank", "total_distance_team_match_sum", "winPoints_team_to_match_ratio_sum", "non_leathal_input_team_match_mean_rank", "DBNOs_team_match_sum_rank", "non_leathal_input_team_match_sum_rank", "distance_over_weapons_team_match_mean_rank", "total_distance_team_match_max", "kills_and_assists_team_match_sum_rank", "DBNOs_team_match_mean_rank", "picker_team_to_match_ratio_max", "total_distance_team_match_std", "walkDistance_team_to_match_ratio_min", "total_distance_team_match_min", "walkDistance_team_match_std", "teamKills_team_match_median_rank", "non_leathal_input_team_to_match_ratio_mean", "damageDealt_team_match_sum", "killStreakrate_team_to_match_ratio_median", "killStreaks_team_match_mean_rank", "rideDistance_team_match_sum_rank", "killPoints_match_max", "rankPoints_match_mean", "total_distance_team_match_mean", "weaponsAcquired_team_to_match_ratio_max", "winPoints_match_sum", "kills_and_assists_team_match_max_rank", "killPoints_team_match_var", "killPlace_team_match_sum", "killStreakrate_match_median", "rideDistance_match_sum", "winPoints_match_max", "boosts_team_to_match_ratio_sum", "boosts_team_to_match_ratio_mean", "total_distance_team_to_match_ratio_min", "headshot_rate_match_max", "skill_team_match_min_rank", "winPoints_team_match_var", "picker_match_max", "winPoints_match_min", "kills_team_match_sum_rank", "kills_match_max", "kills_team_match_var", "kills_and_assists_match_max", "damageDealtRankWithinKills_team_match_sum", "health_items_team_to_match_ratio_mean", "walkDistance_team_match_median_rank", "killStreaks_team_to_match_ratio_mean", "killStreaks_match_sum", "killPlaceRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_match_median", "damageDealtRankWithinKills_team_to_match_ratio_sum", "walkDistanceRankWithinKills_team_to_match_ratio_median", "total_distance_team_match_median_rank", "killsPerWalkDistance_team_match_max", "total_distance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_max", "killsPerWalkDistance_team_to_match_ratio_mean", "walkDistance_team_to_match_ratio_median", "walkDistanceRankWithinKills_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_mean", "kills_team_match_mean_rank", "killPlace_over_maxPlace_team_match_min", "assistsRankWithinKills_team_match_sum", "killsPerWalkDistance_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_mean_rank", "walkDistance_team_match_mean", "healsRankWithinKills_team_match_sum", "walkDistance_team_match_median", "killPlace_over_maxPlace_team_match_median", "healsRankWithinKills_team_to_match_ratio_sum", "boostsRankWithinKills_team_to_match_ratio_sum", "killPlace_over_maxPlace_team_match_sum", "boostsRankWithinKills_team_match_sum", "walkDistanceRankWithinKills_team_match_sum", "killPlace_over_maxPlace_team_match_mean", "walkDistanceRankWithinKills_team_to_match_ratio_sum", "killsPerWalkDistance_team_match_max_rank", "picker_team_match_mean", "killsPerWalkDistance_team_match_median_rank", "killsPerWalkDistance_team_match_sum_rank", "killPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_match_std", "killPlace_team_to_match_ratio_mean", "killPlaceRankWithinKills_match_sum", "kills_team_match_max_rank", "kills_team_to_match_ratio_mean", "killPlace_team_match_max", "killPlaceRankWithinKills_match_min", "playersJoined", "walkDistanceRankWithinKills_team_match_std", "killStreaks_team_match_min_rank", "killPlaceRankWithinKills_team_match_std", "healsRankWithinKills_team_match_std", "boostsRankWithinKills_team_match_std", "healsRankWithinKills_team_to_match_ratio_max", "numGroups", "maxPlace", "boostsRankWithinKills_team_to_match_ratio_max", "assistsRankWithinKills_team_match_std", "killPlace_over_maxPlace_team_to_match_ratio_median", "damageDealtRankWithinKills_team_to_match_ratio_max", "killStreakrate_team_match_min_rank", "killPlace_over_maxPlace_team_to_match_ratio_mean", "damageDealtRankWithinKills_match_min", "killsPerWalkDistance_team_match_min_rank", "killsPerWalkDistance_team_match_min", "killPlace_over_maxPlace_team_match_median_rank", "walkDistanceRankWithinKills_team_to_match_ratio_max", "walkDistanceRankWithinKills_match_sum", "assistsRankWithinKills_match_max", "killStreakrate_team_match_min", "healsRankWithinKills_match_sum", "assistsRankWithinKills_match_sum", "healsRankWithinKills_match_max", "boostsRankWithinKills_match_max", "boostsRankWithinKills_match_sum", "damageDealtRankWithinKills_match_sum", "damageDealtRankWithinKills_match_max", "walkDistanceRankWithinKills_match_max", "killPlaceRankWithinKills_match_max", "killPlaceRankWithinKills_10andMore_team_match_mean_rank", "killPlaceRankWithinKills_6_team_match_median_rank", "killPlaceRankWithinKills_6_team_to_match_ratio_sum", "killPlaceRankWithinKills_9_match_sum", "killPlaceRankWithinKills_8_team_match_sum_rank", "killPlaceRankWithinKills_9_team_match_mean_rank", "killPlaceRankWithinKills_1_team_match_sum", "killPlaceRankWithinKills_4_team_match_min_rank", "killPlaceRankWithinKills_6_team_to_match_ratio_mean", "killPlaceRankWithinKills_7_team_to_match_ratio_sum", "killPlaceRankWithinKills_4_team_match_max_rank", "killPlaceRankWithinKills_8_match_mean", "killPlaceRankWithinKills_2_team_match_var", "killPlaceRankWithinKills_9_team_match_sum_rank", "killPlaceRankWithinKills_10andMore_team_match_sum_rank", "killPlaceRankWithinKills_7_team_match_median_rank", "killPlaceRankWithinKills_1_team_match_mean", "killPlaceRankWithinKills_5_team_to_match_ratio_median", "killPlaceRankWithinKills_8_team_to_match_ratio_sum", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_sum", "killPlaceRankWithinKills_1_team_to_match_ratio_max", "killPlaceRankWithinKills_10andMore_match_mean", "killPlaceRankWithinKills_5_team_match_max_rank", "killPlaceRankWithinKills_8_team_match_median_rank", "killPlaceRankWithinKills_2_team_match_sum", "killPlaceRankWithinKills_9_match_mean", "killPlaceRankWithinKills_7_team_to_match_ratio_mean", "killPlaceRankWithinKills_6_team_match_max_rank", "killPlaceRankWithinKills_2_team_match_mean", "killPlaceRankWithinKills_10andMore_team_match_median_rank", "killPlaceRankWithinKills_1_team_match_std", "killPlaceRankWithinKills_6_team_match_min_rank", "killPlaceRankWithinKills_6_team_to_match_ratio_median", "killPlaceRankWithinKills_1_team_match_median", "killPlaceRankWithinKills_7_team_match_max_rank", "killPlaceRankWithinKills_3_team_match_var", "killPlaceRankWithinKills_2_team_to_match_ratio_max", "killPlaceRankWithinKills_8_team_to_match_ratio_mean", "killPlaceRankWithinKills_10andMore_team_match_max_rank", "killPlaceRankWithinKills_3_team_match_max", "killPlaceRankWithinKills_8_team_match_max_rank", "killPlaceRankWithinKills_3_team_match_mean", "killPlaceRankWithinKills_3_team_match_sum", "killPlaceRankWithinKills_3_team_to_match_ratio_max", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_mean", "killPlaceRankWithinKills_10andMore_team_match_min_rank", "killPlaceRankWithinKills_9_team_match_max_rank", "killPlaceRankWithinKills_7_team_to_match_ratio_median", "killPlaceRankWithinKills_9_team_to_match_ratio_mean", "killPlaceRankWithinKills_2_team_match_median", "killPlaceRankWithinKills_4_team_to_match_ratio_max", "killPlaceRankWithinKills_2_team_match_std", "killPlaceRankWithinKills_0_team_to_match_ratio_min", "killPlaceRankWithinKills_1_team_match_min", "killPlaceRankWithinKills_8_team_to_match_ratio_median", "killPlaceRankWithinKills_4_team_match_var", "killPlaceRankWithinKills_4_team_match_mean", "killPlaceRankWithinKills_4_team_match_max", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_median", "killPlaceRankWithinKills_4_team_match_sum", "killPlaceRankWithinKills_5_team_to_match_ratio_max", "killPlaceRankWithinKills_9_team_to_match_ratio_median", "killPlaceRankWithinKills_3_team_match_std", "killPlaceRankWithinKills_3_team_match_median", "killPlaceRankWithinKills_5_team_match_var", "killPlaceRankWithinKills_2_team_match_min", "killPlaceRankWithinKills_5_team_match_sum", "killPlaceRankWithinKills_6_team_to_match_ratio_max", "killPlaceRankWithinKills_5_team_match_mean", "killPlaceRankWithinKills_5_team_match_max", "killPlaceRankWithinKills_6_team_match_var", "killPlaceRankWithinKills_6_team_match_sum", "killPlaceRankWithinKills_7_team_to_match_ratio_max", "killPlaceRankWithinKills_4_team_match_std", "killPlaceRankWithinKills_4_team_match_median", "killPlaceRankWithinKills_6_team_match_mean", "killPlaceRankWithinKills_7_team_match_var", "killPlaceRankWithinKills_6_team_match_max", "killPlaceRankWithinKills_8_team_to_match_ratio_max", "killPlaceRankWithinKills_6_match_max", "killPlaceRankWithinKills_1_team_to_match_ratio_min", "killPlaceRankWithinKills_3_team_match_min", "killPlaceRankWithinKills_7_team_match_sum", "killPlaceRankWithinKills_5_team_match_std", "killPlaceRankWithinKills_5_match_max", "killPlaceRankWithinKills_10andMore_team_match_var", "killPlaceRankWithinKills_7_team_match_mean", "killPlaceRankWithinKills_1_match_median", "killPlaceRankWithinKills_8_team_match_var", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_max", "killPlaceRankWithinKills_9_team_to_match_ratio_max", "killPlaceRankWithinKills_7_match_max", "killPlaceRankWithinKills_10andMore_team_match_sum", "killPlaceRankWithinKills_4_match_max", "killPlaceRankWithinKills_8_team_match_sum", "killPlaceRankWithinKills_5_team_match_median", "killPlaceRankWithinKills_8_match_max", "killPlaceRankWithinKills_9_team_match_var", "killPlaceRankWithinKills_7_team_match_max", "killPlaceRankWithinKills_6_team_match_std", "killPlaceRankWithinKills_8_team_match_mean", "killPlaceRankWithinKills_9_team_match_sum", "killPlaceRankWithinKills_10andMore_team_match_mean", "killPlaceRankWithinKills_6_team_match_median", "killPlaceRankWithinKills_4_team_match_min", "killPlaceRankWithinKills_10andMore_match_max", "killPlaceRankWithinKills_8_team_match_max", "killPlaceRankWithinKills_9_team_match_mean", "killPlaceRankWithinKills_9_match_max", "killPlaceRankWithinKills_7_team_match_std", "killPlaceRankWithinKills_2_team_to_match_ratio_min", "killPlaceRankWithinKills_5_team_match_min", "killPlaceRankWithinKills_8_team_match_std", "killPlaceRankWithinKills_10andMore_team_match_std", "killPlaceRankWithinKills_10andMore_team_match_median", "killPlaceRankWithinKills_9_team_match_max", "killPlaceRankWithinKills_10andMore_match_median", "killPlaceRankWithinKills_10andMore_team_match_max", "killPlaceRankWithinKills_6_team_match_min", "killPlaceRankWithinKills_3_match_max", "killPlaceRankWithinKills_3_team_to_match_ratio_min", "killPlaceRankWithinKills_2_match_max", "killPlaceRankWithinKills_7_team_match_median", "killPlaceRankWithinKills_7_team_match_min", "killPlaceRankWithinKills_8_team_match_min", "killPlaceRankWithinKills_1_match_max", "killPlaceRankWithinKills_8_team_match_median", "killPlaceRankWithinKills_9_team_match_std", "killPlaceRankWithinKills_10andMore_team_match_min", "killPlaceRankWithinKills_2_match_median", "killPlaceRankWithinKills_3_match_median", "killPlaceRankWithinKills_4_match_median", "killPlaceRankWithinKills_5_match_median", "killPlaceRankWithinKills_6_match_median", "killPlaceRankWithinKills_7_match_median", "killPlaceRankWithinKills_8_match_median", "killPlaceRankWithinKills_9_match_median", "killPlaceRankWithinKills_9_team_match_median", "killPlaceRankWithinKills_0_match_min", "killPlaceRankWithinKills_1_match_min", "killPlaceRankWithinKills_2_match_min", "killPlaceRankWithinKills_3_match_min", "killPlaceRankWithinKills_4_match_min", "killPlaceRankWithinKills_5_match_min", "killPlaceRankWithinKills_6_match_min", "killPlaceRankWithinKills_7_match_min", "killPlaceRankWithinKills_8_match_min", "killPlaceRankWithinKills_9_match_min", "killPlaceRankWithinKills_10andMore_match_min", "killPlaceRankWithinKills_9_team_match_min", "killPlaceRankWithinKills_4_team_to_match_ratio_min", "killPlaceRankWithinKills_5_team_to_match_ratio_min", "killPlaceRankWithinKills_6_team_to_match_ratio_min", "killPlaceRankWithinKills_7_team_to_match_ratio_min", "killPlaceRankWithinKills_8_team_to_match_ratio_min", "killPlaceRankWithinKills_9_team_to_match_ratio_min", "killPlaceRankWithinKills_10andMore_team_to_match_ratio_min", "killPlaceRankWithinKills_0_match_max", "killPlace_over_maxPlace_team_match_max_rank", "killPlace_over_maxPlace_team_to_match_ratio_min", "killPlace_over_maxPlace_team_to_match_ratio_max", "killPlaceRankWithinKills_0_team_to_match_ratio_max") #v63 # , "killPlaceRankWithinKills_7_team_match_min_rank", "killPlaceRankWithinKills_8_team_match_min_rank", "killPlaceRankWithinKills_9_team_match_min_rank") def remove_unwanted_features(df): for c in df.columns: if c in UNWANTED_FEATURES: df.drop(labels=c, axis=1, inplace=True) return df def reduce_columns(columns_list, postfix): columns_list_copy = columns_list.copy() for c in columns_list: if str(c + postfix) in UNWANTED_FEATURES: columns_list_copy.remove(c) return columns_list_copy def get_team_extract(data, dropDuplicates): """ Produces for the given data DataFrame statistics of team. :param data: Pandas DataFrame with data. :param dropDuplicates: Whether to drop duplicate rows (dropping is good for learning only). :return Team data that can not be joined with the original data (rows do not contain "Id" column). """ if "winPlacePerc" in data.columns: new_data = data[["matchId","groupId", "matchDuration", "maxPlace", "numGroups", "playersJoined", "average_team_size", "missing_groups_perc", "winPlacePerc"]] else: new_data = data[["matchId","groupId", "matchDuration", "maxPlace", "numGroups", "playersJoined", "average_team_size", "missing_groups_perc"]] new_data.drop(labels="missing_groups_perc", axis=1, inplace=True) # new_data["max_place"] = new_data["maxPlace"] # new_data["num_groups"] = new_data["numGroups"] columns_to_process = list(data.columns) columns_to_process.remove("Id") columns_to_process.remove("groupId") columns_to_process.remove("matchId") columns_to_process.remove("matchType") columns_to_process.remove("matchDuration") columns_to_process.remove("maxPlace") columns_to_process.remove("numGroups") columns_to_process.remove("playersJoined") columns_to_process.remove("average_team_size") columns_to_process.remove("missing_groups_perc") if "winPlacePerc" in data.columns: columns_to_process.remove("winPlacePerc") new_data = new_data.merge( data.groupby(["matchId", "groupId"])["total_distance"].sum().to_frame("team_total_distance").reset_index(), on=["matchId", "groupId"], how="left") new_data["team_total_distance_per_player"] = new_data["team_total_distance"] / new_data["playersJoined"] data = data.groupby(["matchId", "groupId"])[columns_to_process] # if not ("group_size_to_match_average" in UNWANTED_FEATURES and "group_size" in UNWANTED_FEATURES): new_agg_data = data.size().reset_index(name="group_size") new_agg_data = reduce_mem_usage(new_agg_data) new_data = new_data.merge(new_agg_data, how='left', on=["matchId", "groupId"]) del new_agg_data new_agg_data = None # new_data["group_size_to_match_size"] = new_data["group_size"] / new_data["playersJoined"] # new_data["group_size_to_match_size_rank"] = new_data.groupby(["matchId"])["group_size_to_match_size"].rank(ascending=False, pct=True) gc.collect() if not "group_size_to_match_average" in UNWANTED_FEATURES: new_data["group_size_to_match_average"] = new_data["group_size"] / new_data["average_team_size"] if "group_size" in UNWANTED_FEATURES and "group_size" in new_data.columns: new_data.drop(labels=["group_size"], axis=1, inplace=True) gc.collect() # new_data.drop(labels=["average_team_size"], axis=1, inplace=True) #this will be kind of match type # new_data.loc[(new_data.average_team_size > 1) & (new_data.average_team_size <= 2), "average_team_size"] = 2 # new_data.loc[new_data.average_team_size > 2, "average_team_size"] = 3 print("mean") new_agg_data = data.agg("mean") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data_match = new_agg_data.groupby(["matchId"])[columns_to_process].agg("mean") new_agg_data_match = reduce_mem_usage(new_agg_data_match) new_agg_data_match = new_agg_data_match.add_suffix("_match_mean") new_data = new_data.merge(new_agg_data_match.reset_index(), how="left", on=["matchId"]) del new_agg_data_match new_agg_data_match = None gc.collect() new_agg_data_rank = new_agg_data.groupby('matchId')[reduce_columns(columns_to_process, "_team_match_mean_rank")].rank(pct=True) new_agg_data_rank = reduce_mem_usage(new_agg_data_rank) new_agg_data_rank = new_agg_data_rank.add_suffix("_team_match_mean_rank") new_data = new_data.merge(new_agg_data_rank.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data_rank new_agg_data_rank = None gc.collect() new_agg_data = new_agg_data.add_suffix("_team_match_mean") new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None gc.collect() for c in reduce_columns(columns_to_process, "_team_to_match_ratio_mean"): if c != "kills_without_moving": new_data[c + "_team_to_match_ratio_mean"] = new_data[c + "_team_match_mean"] / new_data[c + "_match_mean"] # new_data.drop(labels=[c + "_match_mean"], axis=1, inplace=True) new_data = reduce_mem_usage(new_data) gc.collect() print("median") new_agg_data = data.agg("median") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data_match = new_agg_data.groupby(["matchId"])[columns_to_process].agg("median") new_agg_data_match = reduce_mem_usage(new_agg_data_match) new_agg_data_match = new_agg_data_match.add_suffix("_match_median") new_data = new_data.merge(new_agg_data_match.reset_index(), how="left", on=["matchId"]) del new_agg_data_match new_agg_data_match = None gc.collect() new_agg_data_rank = new_agg_data.groupby('matchId')[reduce_columns(columns_to_process, "_team_match_median_rank")].rank(pct=True) new_agg_data_rank = reduce_mem_usage(new_agg_data_rank) new_agg_data_rank = new_agg_data_rank.add_suffix("_team_match_median_rank") new_data = new_data.merge(new_agg_data_rank.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data_rank new_agg_data_rank = None gc.collect() new_agg_data = new_agg_data.add_suffix("_team_match_median") new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None gc.collect() for c in reduce_columns(columns_to_process, "_team_to_match_ratio_median"): if c != "kills_without_moving": new_data[c + "_team_to_match_ratio_median"] = new_data[c + "_team_match_median"] / new_data[c + "_match_mean"] # # new_data.drop(labels=[c + "_team_match_median"], axis=1, inplace=True) # new_data.drop(labels=[c + "_match_median"], axis=1, inplace=True) remove_unwanted_features(new_data) new_data = reduce_mem_usage(new_data) gc.collect() print("var") new_agg_data = data.agg("var") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data = new_agg_data.add_suffix("_team_match_var") remove_unwanted_features(new_agg_data) new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None gc.collect() remove_unwanted_features(new_data) new_data = reduce_mem_usage(new_data) gc.collect() print("sum") new_agg_data = data.agg("sum") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data_match = new_agg_data.groupby(["matchId"])[columns_to_process].agg("sum") new_agg_data_match = reduce_mem_usage(new_agg_data_match) new_agg_data_match = new_agg_data_match.add_suffix("_match_sum") new_data = new_data.merge(new_agg_data_match.reset_index(), how="left", on=["matchId"]) del new_agg_data_match new_agg_data_match = None gc.collect() new_agg_data_rank = new_agg_data.groupby('matchId')[reduce_columns(columns_to_process, "_team_match_sum_rank")].rank(pct=True) new_agg_data_rank = reduce_mem_usage(new_agg_data_rank) new_agg_data_rank = new_agg_data_rank.add_suffix("_team_match_sum_rank") new_data = new_data.merge(new_agg_data_rank.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data_rank new_agg_data_rank = None gc.collect() new_agg_data = new_agg_data.add_suffix("_team_match_sum") new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None gc.collect() for c in reduce_columns(columns_to_process, "_team_to_match_ratio_sum"): if c != "kills_without_moving": new_data[c + "_team_to_match_ratio_sum"] = new_data[c + "_team_match_sum"] / new_data[c + "_match_sum"] # new_data.drop(labels=[c + "_match_sum"], axis=1, inplace=True) remove_unwanted_features(new_data) new_data = reduce_mem_usage(new_data) gc.collect() print("min") new_agg_data = data.agg("min") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data_match = new_agg_data.groupby(["matchId"])[columns_to_process].agg("min") new_agg_data_match = reduce_mem_usage(new_agg_data_match) new_agg_data_match = new_agg_data_match.add_suffix("_match_min") new_data = new_data.merge(new_agg_data_match.reset_index(), how="left", on=["matchId"]) del new_agg_data_match new_agg_data_match = None gc.collect() new_agg_data_rank = new_agg_data.groupby('matchId')[reduce_columns(columns_to_process, "_team_match_min_rank")].rank(pct=True) new_agg_data_rank = reduce_mem_usage(new_agg_data_rank) new_agg_data_rank = new_agg_data_rank.add_suffix("_team_match_min_rank") new_data = new_data.merge(new_agg_data_rank.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data_rank new_agg_data_rank = None gc.collect() new_agg_data = new_agg_data.add_suffix("_team_match_min") new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None gc.collect() for c in reduce_columns(columns_to_process, "_team_to_match_ratio_min"): if c != "kills_without_moving": new_data[c + "_team_to_match_ratio_min"] = new_data[c + "_team_match_min"] / new_data[c + "_match_min"] # new_data.drop(labels=[c + "_team_match_min"], axis=1, inplace=True) # new_data.drop(labels=[c + "_match_min"], axis=1, inplace=True) remove_unwanted_features(new_data) new_data = reduce_mem_usage(new_data) gc.collect() print("max") new_agg_data = data.agg("max") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data_match = new_agg_data.groupby(["matchId"])[columns_to_process].agg("max") new_agg_data_match = reduce_mem_usage(new_agg_data_match) new_agg_data_match = new_agg_data_match.add_suffix("_match_max") new_data = new_data.merge(new_agg_data_match.reset_index(), how="left", on=["matchId"]) del new_agg_data_match new_agg_data_match = None gc.collect() new_agg_data_rank = new_agg_data.groupby('matchId')[reduce_columns(columns_to_process, "_team_match_max_rank")].rank(pct=True) new_agg_data_rank = reduce_mem_usage(new_agg_data_rank) new_agg_data_rank = new_agg_data_rank.add_suffix("_team_match_max_rank") new_data = new_data.merge(new_agg_data_rank.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data_rank new_agg_data_rank = None gc.collect() new_agg_data = new_agg_data.add_suffix("_team_match_max") new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None gc.collect() for c in reduce_columns(columns_to_process, "_team_to_match_ratio_max"): if c != "kills_without_moving": new_data[c + "_team_to_match_ratio_max"] = new_data[c + "_team_match_max"] / new_data[c + "_match_max"] # new_data.drop(labels=[c + "_team_match_max"], axis=1, inplace=True) # new_data.drop(labels=[c + "_match_max"], axis=1, inplace=True) remove_unwanted_features(new_data) new_data = reduce_mem_usage(new_data) gc.collect() print("std") new_agg_data = data.agg("std") new_agg_data = reduce_mem_usage(new_agg_data) new_agg_data = new_agg_data.add_suffix("_team_match_std") new_agg_data.fillna(0, inplace=True) remove_unwanted_features(new_agg_data) gc.collect() new_data = new_data.merge(new_agg_data.reset_index(), how="left", on=["matchId", "groupId"]) del new_agg_data new_agg_data = None # scaling # for c in new_data.columns: # # if c.endswith("_rank"): # # new_data["scaled"] = new_data[c] * new_data["max_place"] / (new_data["max_place"] - 1) # # new_data.loc[new_data["scaled"] > 1, "scaled"] = 1 # # new_data.loc[new_data["missing_groups_perc"] > 0.05, c] = new_data.loc[new_data["missing_groups_perc"] > 0.05]["scaled"] # # new_data.drop(labels="scaled", axis=1, inplace=True) # if c.endswith("_match_sum") and not c.endswith("_team_match_sum"): # new_data["scaled"] = new_data[c] * new_data["max_place"] / new_data["num_groups"] # new_data.loc[new_data["missing_groups_perc"] > 0.05, c] = new_data.loc[new_data["missing_groups_perc"] > 0.05]["scaled"] # new_data.drop(labels="scaled", axis=1, inplace=True) # if c.endswith("_team_to_match_ratio_sum"): # new_data["scaled"] = new_data[c] / new_data["max_place"] * new_data["num_groups"] # new_data.loc[new_data["missing_groups_perc"] > 0.05, c] = new_data.loc[new_data["missing_groups_perc"] > 0.05]["scaled"] # new_data.drop(labels="scaled", axis=1, inplace=True) # new_data.drop(labels="missing_groups_perc", axis=1, inplace=True) # new_data.drop(labels="max_place", axis=1, inplace=True) # new_data.drop(labels="num_groups", axis=1, inplace=True) gc.collect() if dropDuplicates: new_data.drop_duplicates(subset=None, keep='first', inplace=True) # final cleanup new_data.reset_index(inplace=True, drop=True) remove_unwanted_features(new_data) new_data=reduce_mem_usage(new_data) gc.collect() return new_data # def RFR_prediction(x_train, y_train, x_test, y_test, output_file_name="rfp_prediction.csv", store_prediction_to_file=True, draw_graph=True, store_predictor_to_file=True, show_feature_importance=False): # """ # Does prediction with RFR. # :param x_train: X for training # :param y_train: Y for training # :param x_test: X for testing # :param y_test: Y for testing # :param output_file_name: Prediction results will be stored in the given file. # :return Prediction accuracy computed with MAE. # """ # print() # print("Building RFR model") # #results are a little random, so maybe run k times and store the best result? # # these are parameters before final tuning - feature selection has been made with these # parameters = {'bootstrap': True, # 'min_samples_leaf': 3, # 'n_estimators': 100, # 'min_samples_split': 5, # 'max_features': 'sqrt', # 'max_depth': None, # 'max_leaf_nodes': None, # 'oob_score': False, # 'verbose': 0, # 2 # 'n_jobs': 7} # TODO -1 # RF_model = RandomForestRegressor(**parameters) # print() # print("Running learning...") # RF_model.fit(x_train, y_train) # #RF_model = pickle.load(open("rfr_score_0.0_train_data_size_700.pickle", "rb")) # print() # print("Predicting...") # y_pred = RF_model.predict(x_test) # y_pred = np.around(y_pred, decimals=4) # print() # print("Computing score...") # rt_score = mean_absolute_error(y_test, y_pred) # print("Random forest regressor score: " + str(rt_score)); # importances = RF_model.feature_importances_ # indices = np.argsort(importances)[::-1] # if show_feature_importance: # print() # print("Feature ranking:") # for f in range(x_train.shape[1]): # print("%d. feature %d %s (%f)" % (f + 1, indices[f], x_train.columns[f], importances[indices[f]])) # print() # if store_predictor_to_file: # #dump(RF_model, "rfr_score_" + str(rt_score) + ".joblib") # pickle.dump(RF_model, open("rfr_score_" + str(rt_score) + "_train_data_size_" + str(len(x_train.index)) + ".pickle", "wb")) # if store_prediction_to_file: # print() # print("Storing prediction to file...") # rt_prediction = pd.DataFrame(y_pred) # rt_prediction.to_csv(output_file_name, sep=',') # if draw_graph: # print() # print("Drawing predictions vs target graph...") # plt.subplots(figsize=(16,12)) # data2 = pd.DataFrame({"Target" : y_test.values, "Prediction" : pd.Series(y_pred)}) # plot = sns.scatterplot(x="Target", y="Prediction", data=data2) # plot.get_figure().savefig(GRAPHS_FOLDER + "rfr_target_vs_results.png") # plt.clf() # return rt_score # def brute_force_feature_eliminator(x_train, y_train, x_test, y_test): # print() # print() # print("Running feature elimination") # print() # print("Columns to optimise: " + str(len(x_train.columns))) # summed_score = 0 # tries = 3 # for i in range(1, tries + 1): # print("Starting run " + str(i) + " / " + str(tries)) # score = RFR_prediction(x_train, y_train, x_test, y_test, store_prediction_to_file=False, draw_graph=False, store_to_file=False) # print("Finished run " + str(i) + " / " + str(tries)) # print("Score: " + str(score)) # summed_score = summed_score + score # average_score = summed_score / tries # print("Initial average score for all columns: " + str(average_score)) # continue_search = True # iteration_number = 1 # best_score = average_score # removed_columns = list() # while continue_search: # candidates = list(x_train.columns) # shuffle(candidates) # scores = dict() # best_column = None # column_number = 1 # for column in candidates: # print("Iteration: " + str(iteration_number) + ", column: " + str(column_number) + " / " + str(len(candidates))) # print("Testing with removing " + column) # summed_score = 0 # for i in range(1, tries + 1): # print("Starting run " + str(i) + " / " + str(tries)) # score = RFR_prediction(x_train.drop(labels=column, axis=1, inplace=False), y_train, x_test.drop(labels=column, axis=1, inplace=False), y_test, store_prediction_to_file=False, draw_graph=False, store_to_file=False) # print("Finished run " + str(i) + " / " + str(tries)) # print("Score: " + str(score)) # summed_score = summed_score + score # average_score = summed_score / tries # print("Average score without " + str(column) + ": " + str(average_score)) # scores[column] = average_score # column_number = column_number + 1 # if average_score <= best_score: # best_score = score # best_column = column # print("It was better or as good as the previous best score") # break # if best_column != None: # print() # print("Selected column '" + str(best_column) + "' to be dropped - score without it: " + str(best_score)) # removed_columns.append(best_column) # x_train.drop(labels=best_column, axis=1, inplace=True) # x_test.drop(labels=best_column, axis=1, inplace=True) # else: # print("No improvement found...") # continue_search = False # iteration_number = iteration_number + 1 # print() # print("Columns after optimisation: ") # print("Remaining - size: " + str(len(x_train.columns))) # print("Remaining - list:" + str(x_train.columns)) # for column in x_train.columns: # print("Remains: " + str(column)) # print("Removed - size: " + str(len(removed_columns))) # print("Removed - list:" + str(removed_columns)) # for column in removed_columns: # print("Removed: " + str(column)) # def RFECV(data, x_train, target): # print("Running RFECV feature eliminator") # from sklearn.metrics.scorer import r2_scorer # from sklearn.feature_selection import RFECV # # Create a model for feature selection # parameters = {'bootstrap': True, # 'min_samples_leaf': 3, # 'n_estimators': 100, # 'min_samples_split': 5, # 'max_features': 'sqrt', # 'max_depth': None, # 'max_leaf_nodes': None, # 'oob_score': False, # 'verbose': 0, # 'n_jobs': 6} # estimator = RandomForestRegressor(**parameters) # # Create the object # selector = RFECV(estimator, step = 5, cv = 3, # scoring= r2_scorer, # n_jobs = 6, verbose=2) # # Fit on training data # selector.fit(data, target) # # Transform data # selected_columns_indices = selector.get_support(indices=True) # print("Selected features count: " + str(len(selected_columns_indices))) # for column_index in selected_columns_indices: # print(str(x_train.columns[column_index])) def features_engineering(data, learnMode=True): print("Features engineering...") #outliers data.loc[data.DBNOs > 40, "DBNOs"] = 40 data.loc[data.headshotKills > 47, "headshotKills"] = 47 data.loc[data.roadKills > 14, "roadKills"] = 14 data.loc[data.swimDistance > 2750, "swimDistance"] = 2750 data.loc[data.walkDistance > 17500, "walkDistance"] = 17500 data.loc[data.weaponsAcquired > 150, "weaponsAcquired"] = 150 # https://www.kaggle.com/deffro/eda-is-fun data['playersJoined'] = data.groupby('matchId')['matchId'].transform('count') # data['kills'] = data['kills']*((100-data['playersJoined'])/100 + 1) # data['damageDealt'] = data['damageDealt']*((100-data['playersJoined'])/100 + 1) # #added own other normed values # data['headshotKills'] = data['headshotKills']*((100-data['playersJoined'])/100 + 1) # data['DBNOs'] = data['DBNOs']*((100-data['playersJoined'])/100 + 1) # data['assists'] = data['assists']*((100-data['playersJoined'])/100 + 1) # data['revives'] = data['revives']*((100-data['playersJoined'])/100 + 1) # data['roadKills'] = data['roadKills']*((100-data['playersJoined'])/100 + 1) # data['teamKills'] = data['teamKills']*((100-data['playersJoined'])/100 + 1) # data['vehicleDestroys'] = data['vehicleDestroys']*((100-data['playersJoined'])/100 + 1) # add new feature from kaggle, eg as https://www.kaggle.com/nitinaggarwal008/rf-output-feature-eng/notebook data['total_distance'] = data['rideDistance'] + data['walkDistance'] + data['swimDistance'] data['kills_and_assists'] = (data['kills'] + data['assists']) data['kills_without_moving'] = ((data['kills'] > 0) & (data['total_distance'] == 0)) data['health_items'] = data['heals'] + data['boosts'] # https://www.kaggle.com/chocozzz/pubg-data-description-a-to-z-fe-with-python data["killStreakrate"] = data["killStreaks"]/data["kills"] # TODO te dwa to nie byly uzywane data['boostsPerWalkDistance'] = data['boosts']/(data['walkDistance']+1) #The +1 is to avoid infinity, because there are entries where boosts>0 and walkDistance=0. Strange. data['boostsPerWalkDistance'].fillna(0, inplace=True) data['healsPerWalkDistance'] = data['heals']/(data['walkDistance']+1) #The +1 is to avoid infinity, because there are entries where heals>0 and walkDistance=0. Strange. data['healsPerWalkDistance'].fillna(0, inplace=True) data['healsAndBoostsPerWalkDistance'] = data['health_items']/(data['walkDistance']+1) #The +1 is to avoid infinity. data['healsAndBoostsPerWalkDistance'].fillna(0, inplace=True) #https://www.kaggle.com/chocozzz/lightgbm-baseline data['killPlace_over_maxPlace'] = data['killPlace'] / data['maxPlace'] data['headshot_rate'] = data['kills'] / data['headshotKills'] # we have sniper, but some use both sniper and 1/sniper data['distance_over_weapons'] = data['total_distance'] / data['weaponsAcquired'] data['killsPerWalkDistance'] = data['kills'] / (data['walkDistance']+1) data["skill"] = data["headshotKills"] + data["roadKills"] # own extra features data["killPlaceRankWithinKills"] = data.groupby(["matchId", "kills"])["killPlace"].rank(ascending=False, pct=True) for k in range(10): data["killPlaceRankWithinKills_" + str(k)] = -10; data.loc[data["kills"] == k, "killPlaceRankWithinKills_" + str(k)] = data.loc[data["kills"] == k]["killPlaceRankWithinKills"] data["killPlaceRankWithinKills_10andMore"] = -10; data.loc[data["kills"] >= 10, "killPlaceRankWithinKills_10andMore"] = data.loc[data["kills"] >= 10]["killPlaceRankWithinKills"] data.drop(labels="killPlaceRankWithinKills", axis=1, inplace=True) data["walkDistanceRankWithinKills"] = data.groupby(["matchId", "kills"])["walkDistance"].rank(ascending=False, pct=True) data["healsRankWithinKills"] = data.groupby(["matchId", "kills"])["heals"].rank(ascending=False, pct=True) data["boostsRankWithinKills"] = data.groupby(["matchId", "kills"])["boosts"].rank(ascending=False, pct=True) data["damageDealtRankWithinKills"] = data.groupby(["matchId", "kills"])["damageDealt"].rank(ascending=False, pct=True) data["assistsRankWithinKills"] = data.groupby(["matchId", "kills"])["assists"].rank(ascending=False, pct=True) data["average_team_size"] = data["playersJoined"] / data["numGroups"] data["picker"] = data["boosts"] + data["weaponsAcquired"] data["kill_to_team_kills_ratio"] = data["kills"] / data["teamKills"] data.fillna(0, inplace=True) data["multi_killer"] = data["vehicleDestroys"] / data["kills"] data.fillna(0, inplace=True) data["non_leathal_input"] = data["DBNOs"] + data["assists"] data["sniper"] = data["headshotKills"] / data["kills"] data.fillna(0, inplace=True) data.loc[data.matchDuration <= 1660, "matchDuration"] = 0 data.loc[data.matchDuration > 1660, "matchDuration"] = 1 data["missing_groups_perc"] = (data["maxPlace"] - data["numGroups"]) / data["maxPlace"] # data.loc[data.assists < 7, "assists"] = 7 # data.loc[data.boosts < 4, "boosts"] = 4 # data.loc[data.damageDealt < 500, "damageDealt"] = 500 # data.loc[data.DBNOs < 4, "DBNOs"] = 4 # data.loc[data.headshotKills < 3, "headshotKills"] = 3 # data.loc[data.heals < 5, "heals"] = 5 # data.loc[data.killPlace < 65, "killPlace"] = 65 # data.loc[data.killPoints == 0, "killPoints"] = 900 # data.loc[data.killPoints > 900, "killPoints"] = 900 # data.loc[data.kills < 4, "kills"] = 4 # data.loc[data.killStreaks < 5, "killStreaks"] = 5 # data.loc[data.longestKill < 180, "longestKill"] = 180 # data.loc[(data.rankPoints >= 1000) & (data.rankPoints <= 3000), "rankPoints"] = 0 # data.loc[data.revives < 6, "revives"] = 6 # data.loc[data.rideDistance < 12500, "rideDistance"] = 12500 # data.loc[data.roadKills < 2, "roadKills"] = 2 # data.loc[data.swimDistance < 300, "swimDistance"] = 300 # data.loc[data.teamKills < 4, "teamKills"] = 4 # data.loc[data.vehicleDestroys < 2, "vehicleDestroys"] = 2 # data.loc[data.walkDistance < 2500, "walkDistance"] = 2500 # data.loc[data.weaponsAcquired < 50, "weaponsAcquired"] = 50 # data.loc[data.winPoints > 1250, "winPoints"] = 0 # dropping normalised parameters # data.drop(labels=["kills"], axis=1, inplace=True) # data.drop(labels=["health_items"], axis=1, inplace=True) # data.drop(labels=["kills_and_assists"], axis=1, inplace=True) # data.drop(labels=["headshotKills"], axis=1, inplace=True) # data.drop(labels=["DBNOs"], axis=1, inplace=True) # data.drop(labels=["assists"], axis=1, inplace=True) # data.drop(labels=["revives"], axis=1, inplace=True) # data.drop(labels=["roadKills"], axis=1, inplace=True) # data.drop(labels=["teamKills"], axis=1, inplace=True) # data.drop(labels=["vehicleDestroys"], axis=1, inplace=True) # data.drop(labels=["playersJoined"], axis=1, inplace=True) # dropping superfluous features # data.drop(labels=["boosts"], axis=1, inplace=True) # data.drop(labels=["weaponsAcquired"], axis=1, inplace=True) # data.drop(labels=["DBNOs"], axis=1, inplace=True) # data.drop(labels=["assists"], axis=1, inplace=True) # data.drop(labels=["kills"], axis=1, inplace=True) # data.drop(labels=["assists"], axis=1, inplace=True) gc.collect() # print() # print("Generating heatmap...") # print() # corrmat = data.corr() # plt.subplots(figsize=(24,20)) # sns.set(font_scale=0.7) # hm = sns.heatmap(corrmat, annot=True) # hm.get_figure().savefig(GRAPHS_FOLDER + "heatmap.png") # plt.clf() # player_columns = list(data.columns) # player_columns.remove("Id") # player_columns.remove("groupId") # player_columns.remove("matchId") # player_columns.remove("matchType") # #player_columns.remove("winPlacePerc") # player_columns.remove("kills_without_moving") print("Extending data with team's extract...") data = get_team_extract(data, dropDuplicates=learnMode) # print("Removing data not matching test") # rowsBefore = len(data) # print("rows before: " + str(rowsBefore)) # print("dropping boosts > 24") # data.drop(data[data["boosts_team_match_max"] > 24].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping damageDealt > 6229") # data.drop(data[data["damageDealt_team_match_max"] > 6229].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping headshotKills > 41") # data.drop(data[data["headshotKills_team_match_max"] > 41].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping kills > 58") # data.drop(data[data["kills_team_match_max"] > 58].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping killStreaks > 15") # data.drop(data[data["killStreaks_team_match_max"] > 15].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping longestKill > 1004") # data.drop(data[data["longestKill_team_match_max"] > 1004].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping rankPoints > 5742") # data.drop(data[data["rankPoints_team_match_max"] > 5742].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping revives > 20") # data.drop(data[data["revives_team_match_max"] > 20].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping roadKills > 15") # data.drop(data[data["roadKills_team_match_max"] > 15].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping swimDistance > 3271") # data.drop(data[data["swimDistance_team_match_max"] > 3271].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping teamKills > 9") # data.drop(data[data["teamKills_team_match_max"] > 9].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping walkDistance > 14910") # data.drop(data[data["walkDistance_team_match_max"] > 14910].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping weaponsAcquired > 153") # data.drop(data[data["weaponsAcquired_team_match_max"] > 153].index, inplace=True) # print("rows after: " + str(len(data))) # print("dropping winPoints > 2000") # data.drop(data[data["winPoints_team_match_max"] > 2000].index, inplace=True) # print("rows after: " + str(len(data))) # # print("rows removed in total: " + str(rowsBefore - len(data))) gc.collect() # print("Converting winPlacePerc to loosing_order") # data_group = data[["matchId", "groupId", "winPlacePerc"]].groupby(["matchId", "groupId"]).first().reset_index() # data_group["loosing_order"] = data_group.groupby(["matchId"])["winPlacePerc"].rank(ascending=True) # data = data.merge(data_group[["loosing_order", "matchId", "groupId"]], on=["matchId", "groupId"], how="left") # del data_group # data_group=None # gc.collect() columns_to_drop = ["groupId", "matchId"] print("Dropping columns: " + ', '.join(columns_to_drop)) data.drop(labels=columns_to_drop, axis=1, inplace=True) return data if __name__ == '__main__': gc.enable() pd.options.mode.use_inf_as_na = True print() print("Loading data from " + TRAIN_FILE_NAME) data = pd.read_csv(TRAIN_FILE_NAME) data_size = len(data) print("read " + str(data_size) + " rows") print("data shape: " + str(data.shape)) # print("data columns: " + str(data.columns)) print("Dropping rows with no winPlacePerc and edge cases") data.drop(data[np.isnan(data['winPlacePerc'])].index, inplace=True) data.drop(data[data["numGroups"] == 1].index, inplace=True) data.drop(data[data["numGroups"] == 2].index, inplace=True) data.drop(data[data["maxPlace"] == 0].index, inplace=True) data.drop(data[data["maxPlace"] == 1].index, inplace=True) data["missing_groups_perc"] = (data["maxPlace"] - data["numGroups"]) / data["maxPlace"] data.drop(data[data["missing_groups_perc"] > 0.6].index, inplace=True) data.drop(labels=["missing_groups_perc"], axis=1, inplace=True) data = reduce_mem_usage(data) print("Sorting data on matchId") data = data.sort_values(by=["matchId"]) n = int(len(data) * 0.34) #0.51 or 0.34 or 0.451 as a single max while data.iloc[n]["matchId"] == data.iloc[n - 1]["matchId"]: n = n - 1 print("Final n: " + str(n)) # print("n - 1: " + str(data.iloc[n - 1]["matchId"])) # print("n: " + str(data.iloc[n]["matchId"])) # print("n + 1: " + str(data.iloc[n + 1]["matchId"])) n2 = int(len(data) * 0.67) #0.51 or 0.55 or 0.67 while data.iloc[n2]["matchId"] == data.iloc[n2 - 1]["matchId"]: n2 = n2 - 1 print("Final n2: " + str(n2)) n3 = int(len(data) * 0.98) # 0.74, 0.68 while data.iloc[n3]["matchId"] == data.iloc[n3 - 1]["matchId"]: n3 = n3 - 1 #TODO # n3 = len(data) - 1 print("Final n3: " + str(n3)) data = data[0:n] gc.collect() data = features_engineering(data) gc.collect() print() print("Reloading data from " + TRAIN_FILE_NAME) data2 = pd.read_csv(TRAIN_FILE_NAME) print("Dropping rows with no winPlacePerc and edge cases") data2.drop(data2[np.isnan(data2['winPlacePerc'])].index, inplace=True) data2.drop(data2[data2["numGroups"] == 1].index, inplace=True) data2.drop(data2[data2["numGroups"] == 2].index, inplace=True) data2.drop(data2[data2["maxPlace"] == 0].index, inplace=True) data2.drop(data2[data2["maxPlace"] == 1].index, inplace=True) data2["missing_groups_perc"] = (data2["maxPlace"] - data2["numGroups"]) / data2["maxPlace"] data2.drop(data2[data2["missing_groups_perc"] > 0.6].index, inplace=True) data2.drop(labels=["missing_groups_perc"], axis=1, inplace=True) data2 = reduce_mem_usage(data2) print("Sorting data on matchId") data2 = data2.sort_values(by=["matchId"]) data2 = data2[n:n2] gc.collect() data2 = features_engineering(data2) gc.collect() print("Merging data & data2") data = data.append(data2, sort=False, ignore_index=True) del data2 data2 = None data.drop_duplicates(subset=None, keep='first', inplace=True) gc.collect() print() print("Reloading data from " + TRAIN_FILE_NAME) data2 = pd.read_csv(TRAIN_FILE_NAME) print("Dropping rows with no winPlacePerc and edge cases") data2.drop(data2[np.isnan(data2['winPlacePerc'])].index, inplace=True) data2.drop(data2[data2["numGroups"] == 1].index, inplace=True) data2.drop(data2[data2["numGroups"] == 2].index, inplace=True) data2.drop(data2[data2["maxPlace"] == 0].index, inplace=True) data2.drop(data2[data2["maxPlace"] == 1].index, inplace=True) data2["missing_groups_perc"] = (data2["maxPlace"] - data2["numGroups"]) / data2["maxPlace"] data2.drop(data2[data2["missing_groups_perc"] > 0.6].index, inplace=True) data2.drop(labels=["missing_groups_perc"], axis=1, inplace=True) data2 = reduce_mem_usage(data2) print("Sorting data on matchId") data2 = data2.sort_values(by=["matchId"]) data2 = data2[n2:n3] gc.collect() data2 = features_engineering(data2) gc.collect() print("Merging data & data2") data = data.append(data2, sort=False, ignore_index=True) del data2 data2 = None data.drop_duplicates(subset=None, keep='first', inplace=True) gc.collect() print("Splitting features from prediction") target = data["winPlacePerc"] data.drop(labels=["winPlacePerc"], axis=1, inplace=True) print("new data shape: " + str(data.shape)) print() gc.collect() print() print("Building LGBM model") params = {"objective" : "regression_l1", "boosting" : "gbdt", # gbdt / goss "metric" : "mae", "num_iterations" : 5000, "early_stopping_rounds" : 50, "top_k" : 20, # try greater value (may slower, but should get better results "max_depth" : -1, # -1 default = no limit "num_leaves" : 2000, # TODO try greater values, default 31; "min_data_in_leaf" : 20, #default "learning_rate" : 0.1, "bagging_fraction" : 0.7, # 0.7; 1 is default, but does nothing without setting bagging_freq "bagging_seed" : 3, # default 3 "bagging_freq" : 5, # default 0 "feature_fraction" : 0.75, # % of features to take per tree, default 1 "num_threads" : 4 } dataset_params = {"max_bin" : 255, # 65530, default 255 "min_data_in_bin" : 5 # default 3 } if os.path.exists("lgb_train_data.bin"): os.remove("lgb_train_data.bin") print("Building dataset...") lgb_train = lgb.Dataset(data, label=target, params=dataset_params) del data data = None del target target = None gc.collect() print("Storing dataset into binary file") lgb_train.save_binary("lgb_train_data.bin") del lgb_train lgb_train = None gc.collect() print("Reloading dataset from binary file") lgb_train = lgb.Dataset("lgb_train_data.bin") print() print("Running learning...") model = lgb.train(params, lgb_train, valid_sets=[lgb_train], verbose_eval=100, keep_training_booster=True) os.remove("lgb_train_data.bin") del lgb_train lgb_train = None gc.collect() print("Loading test file " + str(TEST_FILE_NAME)) test = pd.read_csv(TEST_FILE_NAME) test = reduce_mem_usage(test) print("Sorting data on matchId") test = test.sort_values(by=["matchId"]) n = int(len(test) * 0.34) while test.iloc[n]["matchId"] == test.iloc[n - 1]["matchId"]: n = n - 1 print("Final n1: " + str(n)) n2 = int(len(test) * 0.67) while test.iloc[n2]["matchId"] == test.iloc[n2 - 1]["matchId"]: n2 = n2 - 1 print("Final n2: " + str(n2)) test = test[0:n] gc.collect() player_ids = test["Id"] test = features_engineering(test, learnMode=False) gc.collect() print() print("Predicting...") y_pred = model.predict(test.values, num_iteration=model.best_iteration) # y_pred = np.around(y_pred, decimals=4) print("Storing prediction to file...") y_pred=pd.DataFrame(y_pred, player_ids, columns=['winPlacePerc']) y_pred.to_csv("lgbm_submission_1.csv", sep=',') del test del y_pred test = None y_pred = None gc.collect() print("Reloading test file " + str(TEST_FILE_NAME)) test = pd.read_csv(TEST_FILE_NAME) test = reduce_mem_usage(test) print("Sorting data on matchId") test = test.sort_values(by=["matchId"]) test = test[n:n2] gc.collect() player_ids = test["Id"] test = features_engineering(test, learnMode=False) gc.collect() print() print("Predicting...") y_pred = model.predict(test.values, num_iteration=model.best_iteration) # y_pred = np.around(y_pred, decimals=4) print("Storing prediction to file...") y_pred=pd.DataFrame(y_pred, player_ids, columns=['winPlacePerc']) y_pred.to_csv("lgbm_submission_2.csv", sep=',') del test del y_pred test = None y_pred = None gc.collect() print("Reloading test file " + str(TEST_FILE_NAME)) test = pd.read_csv(TEST_FILE_NAME) test = reduce_mem_usage(test) print("Sorting data on matchId") test = test.sort_values(by=["matchId"]) test = test[n2:] gc.collect() player_ids = test["Id"] test = features_engineering(test, learnMode=False) gc.collect() print() print("Predicting...") y_pred = model.predict(test.values, num_iteration=model.best_iteration) # y_pred = np.around(y_pred, decimals=4) print("Storing prediction to file...") y_pred=pd.DataFrame(y_pred, player_ids, columns=['winPlacePerc']) y_pred.to_csv("lgbm_submission_3.csv", sep=',') features_names = model.feature_name() importances = model.feature_importance(importance_type="split") indices = np.argsort(importances)[::-1] print() print("Feature ranking:") for f in range(len(features_names)): print("%d. feature %d %s (%f)" % (f + 1, indices[f], features_names[f], importances[indices[f]])) print() print("Finished.")