class CustConfig: FEATURE_COLUMNS = [ "BB_RETAIL_CUSTOMER_CODE", # 零售户代码 "BB_RTL_CUST_GRADE_NAME", # 零售户分档名称 "BB_RTL_CUST_MARKET_TYPE_NAME", # 零售户市场类型名称 "STORE_AREA", # 店铺经营面积 "BB_RTL_CUST_BUSINESS_TYPE_NAME", # 零售户业态名称 "OPERATOR_EDU_LEVEL", # 零售客户经营者文化程 "OPERATOR_AGE", # 经营者年龄 "BB_RTL_CUST_CHAIN_FLAG", # 零售户连锁标识 "PRESENT_STAR_TERMINAL", # 终端星级 "MD04_MG_RTL_CUST_CREDITCLASS_NAME", # 零售户信用等级名称 "MD04_DIR_SAL_STORE_FLAG", # 直营店标识 "BB_CUSTOMER_MANAGER_SCOPE_NAME", # 零售户经营范围名称 "PRODUCT_INSALE_QTY", # 在销品规数 # "CUST_INVESTMENT", # 店铺资源投入建设 # "NEW_PRODUCT_MEMBERS_QTY_SAMEPRICE_OCC", # 新品订货量占同价类比重 # "PRODUCT_LISTING_RATE", # 品规上架率 # "STOCKOUT_DAYS", # 断货天数 # "YLT_TURNOVER_RATE", # 易灵通动销率 # "YLT_BAR_PACKAGE_SALE_OCC", # 易灵通条包销售占比 # "UNPACKING_RATE", # 拆包率 # "BB_RTL_CUST_POSITION_TYPE_NAME", # 零售户商圈类型名称 # "BB_RTL_CUST_SUB_BUSI_PLACE_NAME", # 零售户业态细分名称 # "BB_RTL_CUST_TERMINAL_LEVEL_NAME", # 零售户终端层级名称 # "BB_RTL_CUST_TERMINALEVEL_NAME", # 零售户终端层级细分名称 # "MD04_MG_SAMPLE_CUST_FLAG", # 样本户标识 # "MD07_RTL_CUST_IS_SALE_LARGE_FLAG", # 零售户大户标识 # "BB_RTL_CUST_OPERATE_METHOD_NAME", # 零售户经营方式名称 # "BB_RTL_CUST_CGT_OPERATE_SCOPE_NAME", # 零售户卷烟经营规模名称 # "AVERAGE_CONSUMER_FLOW", # 月均消费人流 # "NEW_PRODUCT_MEMBERS_QTY", # 新品消费会员数量 ] # 数据清洗规则 CLEANING_RULES = { "BB_RTL_CUST_GRADE_NAME": {"method": "fillna", "opt": "fill", "value": "十五档", "type": "str"}, "BB_RTL_CUST_MARKET_TYPE_NAME": {"method": "fillna", "opt": "fill", "value": "城网", "type": "str"}, "STORE_AREA": {"method": "fillna", "opt": "mean", "type": "num"}, "BB_RTL_CUST_BUSINESS_TYPE_NAME": {"method": "fillna", "opt": "fill", "value": "其他", "type": "str"}, "OPERATOR_EDU_LEVEL": {"method": "fillna", "opt": "fill", "value": "无数据", "type": "str"}, "OPERATOR_AGE": {"method": "fillna", "opt": "mean", "type": "num"}, "BB_RTL_CUST_CHAIN_FLAG": {"method": "fillna", "opt": "fill", "value": "否", "type": "str"}, "PRESENT_STAR_TERMINAL": {"method": "fillna", "opt": "fill", "value": "非星级", "type": "str"}, "MD04_MG_RTL_CUST_CREDITCLASS_NAME": {"method": "fillna", "opt": "fill", "value": "B", "type": "str"}, "MD04_DIR_SAL_STORE_FLAG": {"method": "fillna", "opt": "fill", "value": "否", "type": "str"}, "BB_CUSTOMER_MANAGER_SCOPE_NAME": {"method": "fillna", "opt": "fill", "value": "否", "type": "str"}, "PRODUCT_INSALE_QTY": {"method": "fillna", "opt": "mean", "type": "num"}, # "CUST_INVESTMENT": {"method": "fillna", "opt": "fill", "type": 0} # "NEW_PRODUCT_MEMBERS_QTY_SAMEPRICE_OCC": {"method": "fillna", "opt": "mean", "type": "num"}, # "PRODUCT_LISTING_RATE": {"method": "fillna", "opt": "mean", "type": "num"}, # "STOCKOUT_DAYS": {"method": "fillna", "opt": "mean", "type": "num"}, # "YLT_TURNOVER_RATE": {"method": "fillna", "opt": "mean", "type": "num"}, # "NEW_PRODUCT_MEMBERS_QTY": {"method": "fillna", "opt": "mean", "type": "num"}, # "PRODUCT_INSALE_QTY": {"method": "fillna", "opt": "mean", "type": "num"}, # "UNPACKING_RATE": {"method": "fillna", "opt": "mean", "type": "num"}, # "BB_RTL_CUST_POSITION_TYPE_NAME": {"method": "fillna", "opt": "fill", "value": "其他", "type": "str"}, # "BB_RTL_CUST_SUB_BUSI_PLACE_NAME": {"method": "fillna", "opt": "fill", "value": "其他", "type": "str"}, # "BB_RTL_CUST_TERMINALEVEL_NAME": {"method": "fillna", "opt": "replace", "value": "BB_RTL_CUST_TERMINAL_LEVEL_NAME", "type": "str"}, # "MD04_MG_SAMPLE_CUST_FLAG": {"method": "fillna", "value": "N", "opt": "fill"}, # "MD07_RTL_CUST_IS_SALE_LARGE_FLAG": {"method": "fillna", "value": "N", "opt": "fill"}, # "BB_RTL_CUST_CGT_OPERATE_SCOPE_NAME": {"method": "fillna", "value": "中", "opt": "fill"}, } ONEHOT_CAT = { "BB_RTL_CUST_GRADE_NAME": ['一档', '二档', '三档', '四档', '五档', '六档', '七档', '八档', '九档', '十档', '十一档', '十二档', '十三档', '十四档', '十五档', '十六档', '十七档', '十八档', '十九档', '二十档', '二十一档', '二十二档', '二十三档', '二十四档', '二十五档', '二十六档', '二十七档', '二十八档', '二十九档', '三十档'], "BB_RTL_CUST_MARKET_TYPE_NAME": ["城网", "农网"], "BB_RTL_CUST_BUSINESS_TYPE_NAME": ["便利店", "超市", "烟草专业店", "娱乐服务类", "其他"], "OPERATOR_EDU_LEVEL": [1, 2, 3, 4, 5, 6, 7, "无数据"], "BB_RTL_CUST_CHAIN_FLAG": ["是", "否"], "PRESENT_STAR_TERMINAL": ["一星", "二星", "三星", "四星", "五星", "非星级"], "MD04_MG_RTL_CUST_CREDITCLASS_NAME": ["AAA", "AA", "A", "B", "C", "D"], "MD04_DIR_SAL_STORE_FLAG": ["是", "否"], "BB_CUSTOMER_MANAGER_SCOPE_NAME": ["是", "否"], # "BB_RTL_CUST_POSITION_TYPE_NAME": ["居民区", "商业娱乐区", "交通枢纽区", "旅游景区", "工业区", "集贸区", "院校学区", "办公区", "其他"] } class ProductConfig: FEATURE_COLUMNS = [ "product_code", # 商品编码 "direct_retail_price", # 建议零售价 "is_low_tar", # 是否低焦油烟 "tar_qty", # 焦油含量 "is_exploding_beads", # 是否爆珠 "is_shortbranch", # 是否短支烟 "is_medium", # 是否中支烟 "is_tiny", # 是否细支 "product_style_code_name", # 包装类型名称 "org_is_abnormity", # 是否异形包装 "is_chuangxin", # 是否创新品类 "is_key_brand", # 是否重点品牌 "foster_level_hy", # 是否行业共育品规 "foster_level_sj", # 是否省级共育品规 "is_cigar", # 是否雪茄型卷烟 "co_qty", # 一氧化碳含量 "tbc_total_length", # 烟支总长度 "tbc_length", # 烟支长度 "filter_length", # 滤嘴长度 # "adjust_price", # 含税调拨价 # "notwithtax_adjust_price", # 不含税调拨价 # "whole_sale_price", # 统一批发价 # "allot_price", # 调拨价 # "direct_whole_price", # 批发指导价 # "retail_price", # 零售价 # "price_type_name", # 卷烟价类名称 # "gear_type_name", # 卷烟档位名称 # "category_type_name", # 卷烟品类名称 # "is_high_level", # 是否高端烟 # "is_upscale_level", # 是否高端烟不含高价 # "is_high_price", # 是否高价烟 # "is_low_price", # 是否低价烟 # "is_encourage", # 是否全国鼓励品牌 # "is_abnormity", # 是否异形包装 # "is_intake", # 是否进口烟 # "is_short", # 是否紧俏品牌 # "is_ordinary_price_type", # 是否普一类烟 # "source_type", # 来源类型 # "chinese_mix", # 中式混合 # "sub_price_type_name", # 细分卷烟价类名称 ] CLEANING_RULES = { "direct_retail_price": {"method": "fillna", "opt": "mean", "type": "num"}, "is_low_tar": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "tar_qty": {"method": "fillna", "opt": "mean", "type": "num"}, "is_exploding_beads": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "is_shortbranch": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "is_medium": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "is_tiny": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "product_style_code_name": {"method": "fillna", "opt": "fill", "type": "str", "value": "其他"}, "org_is_abnormity": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "is_chuangxin": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "is_key_brand": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "foster_level_hy": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "foster_level_sj": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "is_cigar": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, "co_qty": {"method": "fillna", "opt": "mean", "type": "num"}, "tbc_total_length": {"method": "fillna", "opt": "mean", "type": "num"}, "tbc_length": {"method": "fillna", "opt": "mean", "type": "num"}, "filter_length": {"method": "fillna", "opt": "mean", "type": "num"}, # "adjust_price": {"method": "fillna", "opt": "mean", "type": "num"}, # "notwithtax_adjust_price": {"method": "fillna", "opt": "mean", "type": "num"}, # "whole_sale_price": {"method": "fillna", "opt": "mean", "type": "num"}, # "allot_price": {"method": "fillna", "opt": "fill", "type": "num", "value": 0.0}, # "direct_whole_price": {"method": "fillna", "opt": "mean", "type": "num"}, # "retail_price": {"method": "fillna", "opt": "mean", "type": "num"}, # "price_type_name": {"method": "fillna", "opt": "fill", "type": "str", "value": "一类烟"}, # "gear_type_name": {"method": "fillna", "opt": "fill", "type": "str", "value": "其他"}, # "category_type_name": {"method": "fillna", "opt": "fill", "type": "str", "value": "其他"}, # "is_high_level": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_upscale_level": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_high_price": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_low_price": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_encourage": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_abnormity": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_intake": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_short": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "is_ordinary_price_type": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "source_type": {"method": "fillna", "opt": "fill", "type": "str", "value": "其他"}, # "chinese_mix": {"method": "fillna", "opt": "fill", "type": "str", "value": "否"}, # "sub_price_type_name": {"method": "fillna", "opt": "fill", "type": "str", "value": "普一类烟"}, } ONEHOT_CAT = { "is_low_tar": ["是", "否"], "is_exploding_beads": ["是", "否"], "is_shortbranch": ["是", "否"], "is_medium": ["是", "否"], "is_tiny": ["是", "否"], "product_style_code_name": ["条盒硬盒", "条包硬盒", "条盒软盒", "条包软盒", "铁盒", "其他"], "org_is_abnormity": ["是", "否"], "is_chuangxin": ["是", "否"], "is_key_brand": ["是", "否"], "foster_level_hy": ["是", "否"], "foster_level_sj": ["是", "否"], "is_cigar": ["是", "否"], # "price_type_name": ["一类烟", "二类烟", "三类烟", "四类烟", "五类烟", "无价类"], # "gear_type_name": ["第一档位", "第二档位", "第三档位", "第四档位", "第五档位", "第六档位", "第七档位", "第八档位", "其他"], # "category_type_name": ["第1品类", "第2品类", "第3品类", "第4品类", "第5品类", "第6品类", "第7品类", # "第8品类", "第9品类", "第10品类", "第11品类", "第12品类", "第13品类", "其他"], # "is_high_level": ["是", "否"], # "is_upscale_level": ["是", "否"], # "is_high_price": ["是", "否"], # "is_low_price": ["是", "否"], # "is_encourage": ["是", "否"], # "is_abnormity": ["是", "否"], # "is_intake": ["是", "否"], # "is_short": ["是", "否"], # "is_ordinary_price_type": ["是", "否"], # "source_type": ["是", "否"], # "chinese_mix": ["是", "否"], # "sub_price_type_name": ["高端烟", "高价位烟", "普一类烟", "二类烟", "三类烟", "四类烟", "五类烟", "无价类"], } class OrderConfig: FEATURE_COLUMNS = [ "BB_RETAIL_CUSTOMER_CODE", # 零售户编码 "PRODUCT_CODE", # 卷烟编码 "MONTH6_SALE_QTY", # 近半年销量(箱) "MONTH6_SALE_AMT", # 近半年销售额(万元) "MONTH6_GROSS_PROFIT_RATE", # 近半年毛利率 "MONTH6_SALE_QTY_YOY", # 销售量同比 "MONTH6_SALE_QTY_MOM", # 销售量环比 "MONTH6_SALE_AMT_YOY", # 销售额(购进额)同比 "MONTH6_SALE_AMT_MOM", # 销售额(购进额)环比 "STOCK_QTY", # 库存 "ORDER_FULLORDR_RATE", # 订足率 "FULL_FILLMENT_RATE", # 订单满足率 "ORDER_FULLORDR_RATE_MOM", # 订足率环比 "CUSTOMER_REPURCHASE_RATE", # 会员重购率 "NEW_PRODUCT_MEMBERS_QTY_SAMEPRICE_OCC", # 新品订货量占同价类比重/decimal(18,6) "DEMAND_RATE", # 需求量满足率 "LISTING_RATE", # 品规商上架率 "PUT_MARKET_FINISH_RATE", # 投放完成率 "OUT_STOCK_DAYS", # 断货天数 "YLT_TURNOVER_RATE", # 易灵通动销率 "YLT_BAR_PACKAGE_SALE_OCC", # 易灵通调包销售占比 "UNPACKING_RATE", # 拆包率 "POS_PACKAGE_PRICE", # pos机单包价格 ] CLEANING_FEATURES = [ "MONTH6_SALE_QTY", "MONTH6_SALE_AMT", "MONTH6_GROSS_PROFIT_RATE", "MONTH6_SALE_QTY_YOY", "MONTH6_SALE_QTY_MOM", "MONTH6_SALE_AMT_YOY", "MONTH6_SALE_AMT_MOM", "STOCK_QTY", "ORDER_FULLORDR_RATE", "FULL_FILLMENT_RATE", "ORDER_FULLORDR_RATE_MOM", "CUSTOMER_REPURCHASE_RATE", "NEW_PRODUCT_MEMBERS_QTY_SAMEPRICE_OCC", "DEMAND_RATE", "LISTING_RATE", "PUT_MARKET_FINISH_RATE", "OUT_STOCK_DAYS", "UNPACKING_RATE", ] WEIGHTS = { "MONTH6_SALE_QTY": 0.15, "MONTH6_SALE_QTY_MOM": 0.2, "ORDER_FULLORDR_RATE": 0.3, "ORDER_FULLORDR_RATE_MOM": 0.35, } POSFEATURES = [ "YLT_TURNOVER_RATE","YLT_BAR_PACKAGE_SALE_OCC","POS_PACKAGE_PRICE" ] class ImportanceFeaturesMap: CUSTOM_FEATRUES_MAP = { "BB_RTL_CUST_GRADE_NAME": "零售户分档名称", "BB_RTL_CUST_MARKET_TYPE_NAME": "零售户市场类型名称", "STORE_AREA": "店铺经营面积", "BB_RTL_CUST_BUSINESS_TYPE_NAME": "零售户业态名称", "OPERATOR_EDU_LEVEL": "零售客户经营者文化程", "OPERATOR_AGE": "经营者年龄", "BB_RTL_CUST_CHAIN_FLAG": "零售户连锁标识", "PRESENT_STAR_TERMINAL": "终端星级", "MD04_MG_RTL_CUST_CREDITCLASS_NAME": "零售户信用等级名称", "MD04_DIR_SAL_STORE_FLAG": "直营店标识", "BB_CUSTOMER_MANAGER_SCOPE_NAME": "零售户经营范围名称", "PRODUCT_INSALE_QTY": "在销品规数", # "CUST_INVESTMENT": "店铺资源投入建设", } PRODUCT_FEATRUES_MAP = { # ProductConfig 字段映射 "direct_retail_price": "建议零售价", "is_low_tar": "是否低焦油烟", "tar_qty": "焦油含量", "is_exploding_beads": "是否爆珠", "is_shortbranch": "是否短支烟", "is_medium": "是否中支烟", "is_tiny": "是否细支", "product_style_code_name": "包装类型名称", "org_is_abnormity": "是否异形包装", "is_chuangxin": "是否创新品类", "is_key_brand": "是否重点品牌", "foster_level_hy": "是否行业共育品规", "foster_level_sj": "是否省级共育品规", "is_cigar": "是否雪茄型卷烟", "co_qty": "一氧化碳含量", "tbc_total_length": "烟支总长度", "tbc_length": "烟支长度", "filter_length": "滤嘴长度", } ORDER_FEATURE_MAP = { "MONTH6_SALE_QTY": "近半年销量(箱)", "MONTH6_SALE_AMT": "近半年销售额(万元)", "MONTH6_GROSS_PROFIT_RATE": "近半年毛利率", "MONTH6_SALE_QTY_YOY": "销量同比", "MONTH6_SALE_QTY_MOM": "销量环比", "MONTH6_SALE_AMT_YOY": "销售额（购进额）同比", "MONTH6_SALE_AMT_MOM": "销售额（购进额）环比", "STOCK_QTY": "库存", "ORDER_FULLORDR_RATE": "订足率", "ORDER_FULLORDR_RATE_MOM": "订足率环比", "FULL_FILLMENT_RATE": "订单满足率", "CUSTOMER_REPURCHASE_RATE": "会员重购率（部分有会员）", "NEW_PRODUCT_MEMBERS_QTY_SAMEPRICE_OCC": "新品订货量占同价类比重", "DEMAND_RATE": "需求量满足率", "LISTING_RATE": "品规上架率", "PUT_MARKET_FINISH_RATE": "投放完成率", "OUT_STOCK_DAYS": "断货天数（部分零售商有）", "UNPACKING_RATE": "拆包率", "city_uuid": "城市UUID" } POS_FEATURE_MAP = { "YLT_TURNOVER_RATE": "易灵通动销率", "YLT_BAR_PACKAGE_SALE_OCC": "易灵通条包销售占比", "POS_PACKAGE_PRICE": "POS机单包价格", } SHOPING_FEATURES_MAP = { # 商圈 字段映射 "r_home_num": "常驻人口_居住人数", "r_work_num": "常驻人口_工作人数", "r_resident_num": "常驻人口_工作或居住人数", "r_urban_cons_middle": "常驻人口_城市消费水平_中", "r_urban_cons_low": "常驻人口_城市消费水平_低", "r_urban_cons_lower": "常驻人口_城市消费水平_次低", "r_urban_cons_secondhigh": "常驻人口_城市消费水平_次高", "r_urban_cons_high": "常驻人口_城市消费水平_高", "r_edu_junior_middle": "常驻人口_学历_初中", "r_edu_doctor": "常驻人口_学历_博士", "r_edu_specialty": "常驻人口_学历_大专", "r_edu_primary": "常驻人口_学历_小学", "r_edu_college": "常驻人口_学历_本科", "r_edu_postgraduate": "常驻人口_学历_硕士", "r_edu_senior_middle": "常驻人口_学历_高中", "r_house_price79999": "常驻人口_居住社区房价_60000_79999", "r_house_price59999": "常驻人口_居住社区房价_40000_59999", "r_house_price39999": "常驻人口_居住社区房价_20000_39999", "r_house_price19999": "常驻人口_居住社区房价_10000_19999", "r_house_price9999": "常驻人口_居住社区房价_8000_9999", "r_house_price7999": "常驻人口_居住社区房价_5000_7999", "r_house_price4999": "常驻人口_居住社区房价_2000_4999", "r_age_17": "常驻人口_年龄_0_17", "r_age_24": "常驻人口_年龄_18_24", "r_age_30": "常驻人口_年龄_25_30", "r_age_35": "常驻人口_年龄_31_35", "r_age_40": "常驻人口_年龄_36_40", "r_age_45": "常驻人口_年龄_41_45", "r_age_60": "常驻人口_年龄_46_60", "r_age_over_60": "常驻人口_年龄_61以上", "r_sex_woman": "常驻人口_性别_女", "r_sex_man": "常驻人口_性别_男", "r_catering_50": "常驻人口_餐饮消费水平_50", "r_catering_100": "常驻人口_餐饮消费水平_100", "r_catering_150": "常驻人口_餐饮消费水平_150", "r_catering_200": "常驻人口_餐饮消费水平_200", "r_catering_500": "常驻人口_餐饮消费水平_500", "r_catering_over_500": "常驻人口_餐饮消费水平_500以上", "r_catering_times_2": "常驻人口_餐饮消费频次_1_2", "r_catering_times_4": "常驻人口_餐饮消费频次_2_4", "r_catering_times_6": "常驻人口_餐饮消费频次_4_6", "r_catering_times_8": "常驻人口_餐饮消费频次_6_8", "r_catering_times_10": "常驻人口_餐饮消费频次_8_10", "r_catering_times_11": "常驻人口_餐饮消费频次_11以上", "r_native_beijing": "常驻人口_家乡地_北京市", "r_native_tianjing": "常驻人口_家乡地_天津市", "r_native_hebei": "常驻人口_家乡地_河北省", "r_native_shanxi": "常驻人口_家乡地_山西省", "r_native_neimeng": "常驻人口_家乡地_内蒙古", "r_native_liaoning": "常驻人口_家乡地_辽宁省", "r_native_jilin": "常驻人口_家乡地_吉林省", "r_native_heilongjiang": "常驻人口_家乡地_黑龙江省", "r_native_shanghai": "常驻人口_家乡地_上海市", "r_native_jiangsu": "常驻人口_家乡地_江苏省", "r_native_zhejiang": "常驻人口_家乡地_浙江省", "r_native_anhui": "常驻人口_家乡地_安徽省", "r_native_fujian": "常驻人口_家乡地_福建省", "r_native_jiangix": "常驻人口_家乡地_江西省", "r_native_shandong": "常驻人口_家乡地_山东省", "r_native_henan": "常驻人口_家乡地_河南省", "r_native_hubei": "常驻人口_家乡地_湖北省", "r_native_hunan": "常驻人口_家乡地_湖南省", "r_native_guangdong": "常驻人口_家乡地_广东省", "r_native_hainan": "常驻人口_家乡地_海南省", "r_native_sichuan": "常驻人口_家乡地_四川省", "r_native_guizhou": "常驻人口_家乡地_贵州省", "r_native_yunnan": "常驻人口_家乡地_云南省", "r_native_shan": "常驻人口_家乡地_陕西省", "r_native_gansu": "常驻人口_家乡地_甘肃省", "r_native_qinghai": "常驻人口_家乡地_青海省", "r_native_guangxi": "常驻人口_家乡地_广西壮族自治区", "r_native_ningxia": "常驻人口_家乡地_宁夏回族自治区", "r_native_xinjiang": "常驻人口_家乡地_新疆维吾尔自治区", "r_native_xizang": "常驻人口_家乡地_西藏自治区", "r_native_chongqing": "常驻人口_家乡地_重庆市", "r_native_hongkong": "常驻人口_家乡地_香港", "r_native_macao": "常驻人口_家乡地_澳门", "r_native_taiwan": "常驻人口_家乡地_台湾", "r_native_other": "常驻人口_家乡地_其它", "f_flow_num": "流动人口_日均流动人口数量", "f_holiday_flow_num": "流动人口_节假日日均流动人口数量", "f_workday_flow_num": "流动人口_工作日日均流动人口数量", "f_flowurban_cons_middle": "日均流动_城市消费水平_中", "f_flowurban_cons_low": "日均流动_城市消费水平_低", "f_flowurban_cons_lower": "日均流动_城市消费水平_次低", "f_flowurban_cons_second_high": "日均流动_城市消费水平_次高", "f_flowurban_cons_high": "日均流动_城市消费水平_高", "f_flowedu_junior_middle": "日均流动_学历_初中", "f_flowedu_doctor": "日均流动_学历_博士", "f_flowedu_specialty": "日均流动_学历_大专", "f_flowedu_primary": "日均流动_学历_小学", "f_flowedu_college": "日均流动_学历_本科", "f_flowedu_postgraduate": "日均流动_学历_硕士", "f_flowedu_senior_middle": "日均流动_学历_高中", "f_flowhouse_middle": "日均流动_居住社区房价_中", "f_flowhouse_low": "日均流动_居住社区房价_低", "f_flowhouse_lower": "日均流动_居住社区房价_次低", "f_flowhouse_second_high": "日均流动_居住社区房价_次高", "f_flowhouse_high": "日均流动_居住社区房价_高", "f_flowage_17": "日均流动_年龄_0_17", "f_flowage_24": "日均流动_年龄_18_24", "f_flowage_30": "日均流动_年龄_25_30", "f_flowage_35": "日均流动_年龄_31_35", "f_flowage_40": "日均流动_年龄_36_40", "f_flowage_45": "日均流动_年龄_41_45", "f_flowage_60": "日均流动_年龄_46_60", "f_flowage_over_60": "日均流动_年龄_61以上", "f_flowsex_woman": "日均流动_性别_女", "f_flowsex_man": "日均流动_性别_男", "f_holidayurban_cons_middle": "节假日流动_城市消费水平_中", "f_holidayurban_cons_low": "节假日流动_城市消费水平_低", "f_holidayurban_cons_lower": "节假日流动_城市消费水平_次低", "f_holidayurban_cons_secondhigh": "节假日流动_城市消费水平_次高", "f_holidayurban_cons_high": "节假日流动_城市消费水平_高", "f_holidayedu_junior_middle": "节假日流动_学历_初中", "f_holidayedu_doctor": "节假日流动_学历_博士", "f_holidayedu_specialty": "节假日流动_学历_大专", "f_holidayedu_primary": "节假日流动_学历_小学", "f_holidayedu_college": "节假日流动_学历_本科", "f_holidayedu_postgraduate": "节假日流动_学历_硕士", "f_holidayedu_senior_middle": "节假日流动_学历_高中", "f_holidayhouse_middle": "节假日流动_居住社区房价_中", "f_holidayhouse_low": "节假日流动_居住社区房价_低", "f_holidayhouse_lower": "节假日流动_居住社区房价_次低", "f_holidayhouse_second_high": "节假日流动_居住社区房价_次高", "f_holidayhouse_high": "节假日流动_居住社区房价_高", "f_holidayage_17": "节假日流动_年龄_0_17", "f_holidayage_24": "节假日流动_年龄_18_24", "f_holidayage_30": "节假日流动_年龄_25_30", "f_holidayage_35": "节假日流动_年龄_31_35", "f_holidayage_40": "节假日流动_年龄_36_40", "f_holidayage_45": "节假日流动_年龄_41_45", "f_holidayage_60": "节假日流动_年龄_46_60", "f_holidayage_over_60": "节假日流动_年龄_61以上", "f_holidaysex_woman": "节假日流动_性别_女", "f_holidaysex_man": "节假日流动_性别_男", "f_workday_urban_cons_middle": "工作日流动_城市消费水平_中", "f_workday_urban_cons_low": "工作日流动_城市消费水平_低", "f_workday_urban_cons_lower": "工作日流动_城市消费水平_次低", "f_workday_urban_cons_secondhigh": "工作日流动_城市消费水平_次高", "f_workday_urban_cons_high": "工作日流动_城市消费水平_高", "f_workday_edu_junior_middle": "工作日流动_学历_初中", "f_workday_edu_doctor": "工作日流动_学历_博士", "f_workday_edu_specialty": "工作日流动_学历_大专", "f_workday_edu_primary": "工作日流动_学历_小学", "f_workday_edu_college": "工作日流动_学历_本科", "f_workday_edu_postgraduate": "工作日流动_学历_硕士", "f_workday_edu_senior_middle": "工作日流动_学历_高中", "f_workday_house_middle": "工作日流动_居住社区房价_中", "f_workday_house_low": "工作日流动_居住社区房价_低", "f_workday_house_lower": "工作日流动_居住社区房价_次低", "f_workday_house_second_high": "工作日流动_居住社区房价_次高", "f_workday_house_high": "工作日流动_居住社区房价_高", "f_workday_age_17": "工作日流动_年龄_0_17", "f_workday_age_24": "工作日流动_年龄_18_24", "f_workday_age_30": "工作日流动_年龄_25_30", "f_workday_age_35": "工作日流动_年龄_31_35", "f_workday_age_40": "工作日流动_年龄_36_40", "f_workday_age_45": "工作日流动_年龄_41_45", "f_workday_age_60": "工作日流动_年龄_46_60", "f_workday_age_over_60": "工作日流动_年龄_61以上", "f_workday_sex_woman": "工作日流动_性别_女", "f_workday_sex_man": "工作日流动_性别_男" }