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init_ulits.py
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import pandas as pd
column_types = { 'avg_online_minutes': 'float32',
'bd_barrack_level': 'uint8',
'bd_dolmen_level': 'uint8',
'bd_guest_cavern_level': 'uint8',
'bd_hall_of_war_level': 'uint8',
'bd_healing_lodge_level': 'uint8',
'bd_healing_spring_level': 'uint8',
'bd_hero_gacha_level': 'uint8',
'bd_hero_pve_level': 'uint8',
'bd_hero_strengthen_level': 'uint8',
'bd_magic_coin_tree_level': 'uint8',
'bd_market_level': 'uint8',
'bd_outpost_portal_level': 'uint8',
'bd_stronghold_level': 'uint8',
'bd_training_hut_level': 'uint8',
'bd_warehouse_level': 'uint8',
'bd_watchtower_level': 'uint8',
'building_acceleration_add_value': 'uint32',
'building_acceleration_reduce_value': 'uint32',
'cavalry_add_value': 'uint32',
'cavalry_reduce_value': 'uint32',
'general_acceleration_add_value': 'uint32',
'general_acceleration_reduce_value': 'uint32',
'infantry_add_value': 'uint32',
'infantry_reduce_value': 'uint32',
'ivory_add_value': 'float32',
'ivory_reduce_value': 'float32',
'magic_add_value': 'float32',
'magic_reduce_value': 'float32',
'meat_add_value': 'float32',
'meat_reduce_value': 'float32',
'pay_count': 'uint8',
'pay_price': 'float32',
'prediction_pay_price': 'float32',
'pve_battle_count': 'uint16',
'pve_lanch_count': 'uint16',
'pve_win_count': 'uint16',
'pvp_battle_count': 'uint16',
'pvp_lanch_count': 'uint16',
'pvp_win_count': 'uint16',
'reaserch_acceleration_add_value': 'uint32',
'reaserch_acceleration_reduce_value': 'uint32',
'shaman_add_value': 'uint32',
'shaman_reduce_value': 'uint32',
'sr_alliance_march_speed_level': 'uint8',
'sr_cavalry_atk_level': 'uint8',
'sr_cavalry_def_level': 'uint8',
'sr_cavalry_hp_level': 'uint8',
'sr_cavalry_tier_2_level': 'uint8',
'sr_cavalry_tier_3_level': 'uint8',
'sr_cavalry_tier_4_level': 'uint8',
'sr_construction_speed_level': 'uint8',
'sr_gathering_hunter_buff_level': 'uint8',
'sr_gathering_march_speed_level': 'uint8',
'sr_guest_troop_capacity_level': 'uint8',
'sr_healing_space_level': 'uint8',
'sr_healing_speed_level': 'uint8',
'sr_hide_storage_level': 'uint8',
'sr_infantry_atk_level': 'uint8',
'sr_infantry_def_level': 'uint8',
'sr_infantry_hp_level': 'uint8',
'sr_infantry_tier_2_level': 'uint8',
'sr_infantry_tier_3_level': 'uint8',
'sr_infantry_tier_4_level': 'uint8',
'sr_march_size_level': 'uint8',
'sr_outpost_durability_level': 'uint8',
'sr_outpost_tier_2_level': 'uint8',
'sr_outpost_tier_3_level': 'uint8',
'sr_outpost_tier_4_level': 'uint8',
'sr_pvp_march_speed_level': 'uint8',
'sr_rss_a_gather_level': 'uint8',
'sr_rss_a_prod_levell': 'uint8',
'sr_rss_b_gather_level': 'uint8',
'sr_rss_b_prod_level': 'uint8',
'sr_rss_c_gather_level': 'uint8',
'sr_rss_c_prod_level': 'uint8',
'sr_rss_d_gather_level': 'uint8',
'sr_rss_d_prod_level': 'uint8',
'sr_rss_e_gather_level': 'uint8',
'sr_rss_e_prod_level': 'uint8',
'sr_rss_help_bonus_level': 'uint8',
'sr_scout_level': 'uint8',
'sr_shaman_atk_level': 'uint8',
'sr_shaman_def_level': 'uint8',
'sr_shaman_hp_level': 'uint8',
'sr_shaman_tier_2_level': 'uint8',
'sr_shaman_tier_3_level': 'uint8',
'sr_shaman_tier_4_level': 'uint8',
'sr_training_speed_level': 'uint8',
'sr_troop_attack_level': 'uint8',
'sr_troop_consumption_level': 'uint8',
'sr_troop_defense_level': 'uint8',
'sr_troop_load_level': 'uint8',
'stone_add_value': 'float32',
'stone_reduce_value': 'float32',
'training_acceleration_add_value': 'uint32',
'training_acceleration_reduce_value': 'uint32',
'treatment_acceleraion_add_value': 'uint16',
'treatment_acceleration_reduce_value': 'uint16',
'user_id': 'uint32',
'wood_add_value': 'float32',
'wood_reduce_value': 'float32',
'wound_cavalry_add_value': 'uint32',
'wound_cavalry_reduce_value': 'uint32',
'wound_infantry_add_value': 'uint32',
'wound_infantry_reduce_value': 'uint32',
'wound_shaman_add_value': 'uint32',
'wound_shaman_reduce_value': 'uint32'}
def load_data(filename):
# usecols ={
# 'avg_online_minutes',
# 'bd_barrack_level',
# 'bd_dolmen_level',
# 'bd_guest_cavern_level',
# 'bd_hall_of_war_level',
# 'bd_healing_lodge_level',
# 'bd_healing_spring_level',
# 'bd_hero_gacha_level',
# 'bd_hero_pve_level',
# 'bd_hero_strengthen_level',
# 'bd_magic_coin_tree_level',
# 'bd_market_level',
# 'bd_outpost_portal_level',
# 'bd_stronghold_level',
# 'bd_training_hut_level',
# 'bd_warehouse_level',
# 'bd_watchtower_level',
# 'building_acceleration_add_value',
# 'building_acceleration_reduce_value',
# 'cavalry_add_value',
# 'cavalry_reduce_value',
# 'general_acceleration_add_value',
# 'general_acceleration_reduce_value',
# 'infantry_add_value',
# 'infantry_reduce_value',
# 'ivory_add_value',
# 'ivory_reduce_value',
# 'magic_add_value',
# 'magic_reduce_value',
# 'meat_add_value',
# 'meat_reduce_value',
# # 'pay_count',
# # 'pay_price',
# # 'prediction_pay_price',
# 'pve_battle_count',
# 'pve_lanch_count',
# 'pve_win_count',
# 'pvp_battle_count',
# 'pvp_lanch_count',
# 'pvp_win_count',
# 'reaserch_acceleration_add_value',
# 'reaserch_acceleration_reduce_value',
# 'shaman_add_value',
# 'shaman_reduce_value',
# 'sr_alliance_march_speed_level',
# 'sr_cavalry_atk_level',
# 'sr_cavalry_def_level',
# 'sr_cavalry_hp_level',
# 'sr_cavalry_tier_2_level',
# 'sr_cavalry_tier_3_level',
# 'sr_cavalry_tier_4_level',
# 'sr_construction_speed_level',
# 'sr_gathering_hunter_buff_level',
# 'sr_gathering_march_speed_level',
# 'sr_guest_troop_capacity_level',
# 'sr_healing_space_level',
# 'sr_healing_speed_level',
# 'sr_hide_storage_level',
# 'sr_infantry_atk_level',
# 'sr_infantry_def_level',
# 'sr_infantry_hp_level',
# 'sr_infantry_tier_2_level',
# 'sr_infantry_tier_3_level',
# 'sr_infantry_tier_4_level',
# 'sr_march_size_level',
# 'sr_outpost_durability_level',
# 'sr_outpost_tier_2_level',
# 'sr_outpost_tier_3_level',
# 'sr_outpost_tier_4_level',
# 'sr_pvp_march_speed_level',
# 'sr_rss_a_gather_level',
# 'sr_rss_a_prod_levell',
# 'sr_rss_b_gather_level',
# 'sr_rss_b_prod_level',
# 'sr_rss_c_gather_level',
# 'sr_rss_c_prod_level',
# 'sr_rss_d_gather_level',
# 'sr_rss_d_prod_level',
# 'sr_rss_e_gather_level',
# 'sr_rss_e_prod_level',
# 'sr_rss_help_bonus_level',
# 'sr_scout_level',
# 'sr_shaman_atk_level',
# 'sr_shaman_def_level',
# 'sr_shaman_hp_level',
# 'sr_shaman_tier_2_level',
# 'sr_shaman_tier_3_level',
# 'sr_shaman_tier_4_level',
# 'sr_training_speed_level',
# 'sr_troop_attack_level',
# 'sr_troop_consumption_level',
# 'sr_troop_defense_level',
# 'sr_troop_load_level',
# 'stone_add_value',
# 'stone_reduce_value',
# 'training_acceleration_add_value',
# 'training_acceleration_reduce_value',
# 'treatment_acceleraion_add_value',
# 'treatment_acceleration_reduce_value',
# 'user_id',
# 'wood_add_value',
# 'wood_reduce_value',
# 'wound_cavalry_add_value',
# 'wound_cavalry_reduce_value',
# 'wound_infantry_add_value',
# 'wound_infantry_reduce_value',
# 'wound_shaman_add_value',
# 'wound_shaman_reduce_value'
# }
data = pd.read_csv(filename, dtype=column_types)
# data = pd.read_csv(filename, dtype=column_types, usecols=usecols)
return data
def load_data_test(filename):
usecols ={
'avg_online_minutes',
'bd_barrack_level',
'bd_dolmen_level',
'bd_guest_cavern_level',
'bd_hall_of_war_level',
'bd_healing_lodge_level',
'bd_healing_spring_level',
'bd_hero_gacha_level',
'bd_hero_pve_level',
'bd_hero_strengthen_level',
'bd_magic_coin_tree_level',
'bd_market_level',
'bd_outpost_portal_level',
'bd_stronghold_level',
'bd_training_hut_level',
'bd_warehouse_level',
'bd_watchtower_level',
'building_acceleration_add_value',
'building_acceleration_reduce_value',
'cavalry_add_value',
'cavalry_reduce_value',
'general_acceleration_add_value',
'general_acceleration_reduce_value',
'infantry_add_value',
'infantry_reduce_value',
'ivory_add_value',
'ivory_reduce_value',
'magic_add_value',
'magic_reduce_value',
'meat_add_value',
'meat_reduce_value',
'pay_count',
'pay_price',
# 'prediction_pay_price',
'pve_battle_count',
'pve_lanch_count',
'pve_win_count',
'pvp_battle_count',
'pvp_lanch_count',
'pvp_win_count',
'reaserch_acceleration_add_value',
'reaserch_acceleration_reduce_value',
'shaman_add_value',
'shaman_reduce_value',
'sr_alliance_march_speed_level',
'sr_cavalry_atk_level',
'sr_cavalry_def_level',
'sr_cavalry_hp_level',
'sr_cavalry_tier_2_level',
'sr_cavalry_tier_3_level',
'sr_cavalry_tier_4_level',
'sr_construction_speed_level',
'sr_gathering_hunter_buff_level',
'sr_gathering_march_speed_level',
'sr_guest_troop_capacity_level',
'sr_healing_space_level',
'sr_healing_speed_level',
'sr_hide_storage_level',
'sr_infantry_atk_level',
'sr_infantry_def_level',
'sr_infantry_hp_level',
'sr_infantry_tier_2_level',
'sr_infantry_tier_3_level',
'sr_infantry_tier_4_level',
'sr_march_size_level',
'sr_outpost_durability_level',
'sr_outpost_tier_2_level',
'sr_outpost_tier_3_level',
'sr_outpost_tier_4_level',
'sr_pvp_march_speed_level',
'sr_rss_a_gather_level',
'sr_rss_a_prod_levell',
'sr_rss_b_gather_level',
'sr_rss_b_prod_level',
'sr_rss_c_gather_level',
'sr_rss_c_prod_level',
'sr_rss_d_gather_level',
'sr_rss_d_prod_level',
'sr_rss_e_gather_level',
'sr_rss_e_prod_level',
'sr_rss_help_bonus_level',
'sr_scout_level',
'sr_shaman_atk_level',
'sr_shaman_def_level',
'sr_shaman_hp_level',
'sr_shaman_tier_2_level',
'sr_shaman_tier_3_level',
'sr_shaman_tier_4_level',
'sr_training_speed_level',
'sr_troop_attack_level',
'sr_troop_consumption_level',
'sr_troop_defense_level',
'sr_troop_load_level',
'stone_add_value',
'stone_reduce_value',
'training_acceleration_add_value',
'training_acceleration_reduce_value',
'treatment_acceleraion_add_value',
'treatment_acceleration_reduce_value',
'user_id',
'wood_add_value',
'wood_reduce_value',
'wound_cavalry_add_value',
'wound_cavalry_reduce_value',
'wound_infantry_add_value',
'wound_infantry_reduce_value',
'wound_shaman_add_value',
'wound_shaman_reduce_value'
}
data = pd.read_csv(filename, dtype=column_types, usecols=usecols)
return data
def mem_usage(pandas_obj):
if isinstance(pandas_obj, pd.DataFrame):
usage_b = pandas_obj.memory_usage(deep=True).sum()
else:
usage_b = pandas_obj.memory_usage(deep=True)
usage_mb = usage_b /1024 ** 2
return "{:03.2f} MB".format(usage_mb)