are_base_dict = {
"working_rider_num": {
"_10min_working_rider_num": "mean"
},
"notbusy_working_rider_num": {
"_10min_notbusy_working_rider_num": "mean"
},
"not_fetched_order_num": {
"_10min_not_fetched_order_num": "mean"
},
"deliverying_order_num": {
"_10min_deliverying_order_num": "mean"
},
}
area_realtime_10min = nm.ka_add_groupby_features_1_vs_n(
area_realtime, ["day", "hour", "minute", "area_id"], are_base_dict)
weather_realtime_10min = nm.ka_add_groupby_features_1_vs_n(
weather_realtime, ["day", "hour", "15min", "area_id"], wea_base_dict)
ori = waybill_info.merge(area_realtime_10min, on=["day", "hour", "minute", "area_id"], how='left') \
.merge(weather_realtime_10min, on=["day", "hour", "15min", "area_id"], how='left')
ori.fillna("ffill")
ori.loc[:, "area_busy_coef"] = ori["_10min_not_fetched_order_num"] / ori[
"_10min_notbusy_working_rider_num"]
ori.loc[:, "bill_number_per_rider"] = ori[
"_10min_deliverying_order_num"] / ori["_10min_working_rider_num"]
ori.loc[:,
"avg_speed"] = ori["delivery_distance"] / ori["delivery_duration"]
ori.loc[:, 'direction'] = bearing_array(ori['poi_lat'].values,
ori['poi_lng'].values,
args = init_arguments()
waybill_info, area_realtime, weather_realtime, waybill_info_test_a, waybill_info_test_b, area_realtime_test, weather_realtime_test = load_data(
args.input_path)
wea_base_dict = {
"temperature": {"_10min_temperature": "mean"},
"wind": {"_10min_wind": "mean"},
"rain": {"_10min_rain": "mean"},
}
are_base_dict = {
"working_rider_num": {"_10min_working_rider_num": "mean"},
"notbusy_working_rider_num": {"_10min_notbusy_working_rider_num": "mean"},
"not_fetched_order_num": {"_10min_not_fetched_order_num": "mean"},
"deliverying_order_num": {"_10min_deliverying_order_num": "mean"},
}
area_realtime_10min = nm.ka_add_groupby_features_1_vs_n(area_realtime, ["day", "hour", "minute", "area_id"],
are_base_dict)
weather_realtime_10min = nm.ka_add_groupby_features_1_vs_n(weather_realtime, ["day", "hour", "15min", "area_id"],
wea_base_dict)
ori = waybill_info.merge(area_realtime_10min, on=["day", "hour", "minute", "area_id"], how='left') \
.merge(weather_realtime_10min, on=["day", "hour", "15min", "area_id"], how='left')
ori.fillna("ffill")
ori.loc[:, "area_busy_coef"] = ori["_10min_not_fetched_order_num"] / ori["_10min_notbusy_working_rider_num"]
ori.loc[:, "bill_number_per_rider"] = ori["_10min_deliverying_order_num"] / ori["_10min_working_rider_num"]
ori.loc[:, "avg_speed"] = ori["delivery_distance"] / ori["delivery_duration"]
ori.loc[:, 'direction'] = bearing_array(ori['poi_lat'].values, ori['poi_lng'].values,
ori['customer_latitude'].values,
ori['customer_longitude'].values)
ori.loc[:, 'poi_lat_bin'] = np.round(ori['poi_lat'], 3)
ori.loc[:, 'poi_lng_bin'] = np.round(ori['poi_lng'], 3)
args = init_arguments()
waybill_info, area_realtime, weather_realtime, waybill_info_test_a, waybill_info_test_b, area_realtime_test, weather_realtime_test = load_data(
args.input_path)
wea_base_dict = {
"temperature": {"_10min_temperature": "mean"},
"wind": {"_10min_wind": "mean"},
"rain": {"_10min_rain": "mean"},
}
are_base_dict = {
"working_rider_num": {"_10min_working_rider_num": "mean"},
"notbusy_working_rider_num": {"_10min_notbusy_working_rider_num": "mean"},
"not_fetched_order_num": {"_10min_not_fetched_order_num": "mean"},
"deliverying_order_num": {"_10min_deliverying_order_num": "mean"},
}
area_realtime_10min = nm.ka_add_groupby_features_1_vs_n(area_realtime, ["day","hour", "10min", "area_id"],
are_base_dict)
weather_realtime_10min = nm.ka_add_groupby_features_1_vs_n(weather_realtime, ["day","hour", "10min", "area_id"],
wea_base_dict)
ori = waybill_info.merge(area_realtime_10min, on=["day","hour", "10min", "area_id"], how='left') \
.merge(weather_realtime_10min, on=["day","hour", "10min", "area_id"], how='left')
print np.unique(ori.hour)
pre = ori.loc[
gene_mask(ori, 10) & (ori.day != 30) & (ori.day != 29) & (ori.day != 28) & (ori.day != 27) & (ori.day != 26) & (
ori.day != 25) & (ori.day != 24)]
tr = ori.loc[
gene_mask(ori, 11) & (ori.day != 30) & (ori.day != 29) & (
ori.day != 28) & (ori.day != 27) & (ori.day != 26) & (
