添加数据

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liuhuanyong 2021-10-26 15:41:10 +08:00
commit 08b56a84c8
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#!/usr/bin/env python3
# coding: utf-8
# File: MedicalGraph.py
# Author: lhy<lhy_in_blcu@126.com,https://liuhuangyong.github.io>
# Date: 18-10-3
import os
import json
from py2neo import Graph,Node
class MedicalGraph:
def __init__(self):
cur_dir = '/'.join(os.path.abspath(__file__).split('/')[:-1])
self.company_path = os.path.join(cur_dir, 'data/company.json')
self.industry_path = os.path.join(cur_dir, 'data/industry.json')
self.product_path = os.path.join(cur_dir, 'data/product.json')
self.company_industry_path = os.path.join(cur_dir, 'data/company_industry.json')
self.company_product_path = os.path.join(cur_dir, 'data/company_product.json')
self.industry_industry = os.path.join(cur_dir, 'data/industry_industry.json')
self.product_product = os.path.join(cur_dir, 'data/product_product.json')
self.g = Graph(
host="127.0.0.1", # neo4j 搭载服务器的ip地址ifconfig可获取到
http_port=7474, # neo4j 服务器监听的端口号
user="neo4j", # 数据库user name如果没有更改过应该是neo4j
password="123456")
'''建立节点'''
def create_node(self, label, nodes):
count = 0
for node in nodes:
bodies = []
for k, v in node.items():
body = k + ":" + "'%s'"% v
bodies.append(body)
query_body = ', '.join(bodies)
try:
sql = "CREATE (:%s{%s})"%(label, query_body)
self.g.run(sql)
count += 1
except:
pass
print(count, len(nodes))
return 1
"""加载数据"""
def load_data(self, filepath):
datas = []
with open(filepath, 'r') as f:
for line in f:
line = line.strip()
if not line:
continue
obj = json.loads(line)
if not obj:
continue
datas.append(obj)
return datas
'''创建知识图谱实体节点类型schema'''
def create_graphnodes(self):
company = self.load_data(self.company_path)
product = self.load_data(self.product_path)
industry = self.load_data(self.industry_path)
self.create_node('company', company)
print(len(company))
self.create_node('product', product)
print(len(product))
self.create_node('industry', industry)
print(len(industry))
return
'''创建实体关系边'''
def create_graphrels(self):
company_industry = self.load_data(self.company_industry_path)
company_product = self.load_data(self.company_product_path)
product_product = self.load_data(self.product_product)
industry_industry = self.load_data(self.industry_industry)
self.create_relationship('company', 'industry', company_industry, "company_name", "industry_name")
self.create_relationship('industry', 'industry', industry_industry, "from_industry", "to_industry")
self.create_relationship_attr('company', 'product', company_product, "company_name", "product_name")
self.create_relationship('product', 'product', product_product, "from_entity", "to_entity")
'''创建实体关联边'''
def create_relationship(self, start_node, end_node, edges, from_key, end_key):
count = 0
for edge in edges:
try:
p = edge[from_key]
q = edge[end_key]
rel = edge["rel"]
query = "match(p:%s),(q:%s) where p.name='%s'and q.name='%s' create (p)-[rel:%s]->(q)" % (
start_node, end_node, p, q, rel)
self.g.run(query)
count += 1
print(rel, count, all)
except Exception as e:
print(e)
return
'''创建实体关联边'''
def create_relationship_attr(self, start_node, end_node, edges, from_key, end_key):
count = 0
for edge in edges:
p = edge[from_key]
q = edge[end_key]
rel = edge["rel"]
weight = edge["rel_weight"]
query = "match(p:%s),(q:%s) where p.name='%s'and q.name='%s' create (p)-[rel:%s{%s:'%s'}]->(q)" % (
start_node, end_node, p, q, rel, "权重", weight)
try:
self.g.run(query)
count += 1
print(rel, count)
except Exception as e:
print(e)
return
if __name__ == '__main__':
handler = MedicalGraph()
handler.create_graphnodes()
handler.create_graphrels()

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{"code": "110100", "name": "种植业"}
{"code": "110101", "name": "种子"}
{"code": "110102", "name": "粮食种植"}
{"code": "110103", "name": "其他种植业"}
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{"code": "110200", "name": "渔业"}
{"code": "110201", "name": "海洋捕捞"}
{"code": "110202", "name": "水产养殖"}
{"code": "110300", "name": "林业Ⅱ"}
{"code": "110301", "name": "林业Ⅲ"}
{"code": "110400", "name": "饲料"}
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{"code": "110403", "name": "水产饲料"}
{"code": "110404", "name": "宠物食品"}
{"code": "110500", "name": "农产品加工"}
{"code": "110501", "name": "果蔬加工"}
{"code": "110502", "name": "粮油加工"}
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{"code": "110700", "name": "养殖业"}
{"code": "110702", "name": "生猪养殖"}
{"code": "110703", "name": "肉鸡养殖"}
{"code": "110704", "name": "其他养殖"}
{"code": "110800", "name": "动物保健Ⅱ"}
{"code": "110801", "name": "动物保健Ⅲ"}
{"code": "110900", "name": "农业综合Ⅱ"}
{"code": "110901", "name": "农业综合Ⅲ"}
{"code": "220000", "name": "基础化工"}
{"code": "220200", "name": "化学原料"}
{"code": "220201", "name": "纯碱"}
{"code": "220202", "name": "氯碱"}
{"code": "220203", "name": "无机盐"}
{"code": "220204", "name": "其他化学原料"}
{"code": "220205", "name": "煤化工"}
{"code": "220206", "name": "钛白粉"}
{"code": "220300", "name": "化学制品"}
{"code": "220305", "name": "涂料油墨"}
{"code": "220307", "name": "民爆制品"}
{"code": "220308", "name": "纺织化学制品"}
{"code": "220309", "name": "其他化学制品"}
{"code": "220311", "name": "氟化工"}
{"code": "220313", "name": "聚氨酯"}
{"code": "220315", "name": "食品及饲料添加剂"}
{"code": "220316", "name": "有机硅"}
{"code": "220317", "name": "胶黏剂及胶带"}
{"code": "220400", "name": "化学纤维"}
{"code": "220401", "name": "涤纶"}
{"code": "220403", "name": "粘胶"}
{"code": "220404", "name": "其他化学纤维"}
{"code": "220405", "name": "氨纶"}
{"code": "220406", "name": "锦纶"}
{"code": "220500", "name": "塑料"}
{"code": "220501", "name": "其他塑料制品"}
{"code": "220503", "name": "改性塑料"}
{"code": "220504", "name": "合成树脂"}
{"code": "220505", "name": "膜材料"}
{"code": "220600", "name": "橡胶"}
{"code": "220602", "name": "其他橡胶制品"}
{"code": "220603", "name": "炭黑"}
{"code": "220604", "name": "橡胶助剂"}
{"code": "220800", "name": "农化制品"}
{"code": "220801", "name": "氮肥"}
{"code": "220802", "name": "磷肥及磷化工"}
{"code": "220803", "name": "农药"}
{"code": "220804", "name": "钾肥"}
{"code": "220805", "name": "复合肥"}
{"code": "220900", "name": "非金属材料Ⅱ"}
{"code": "220901", "name": "非金属材料Ⅲ"}
{"code": "230000", "name": "钢铁"}
{"code": "230300", "name": "冶钢原料"}
{"code": "230301", "name": "铁矿石"}
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{"code": "230400", "name": "普钢"}
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{"code": "230402", "name": "板材"}
{"code": "230403", "name": "钢铁管材"}
{"code": "230500", "name": "特钢Ⅱ"}
{"code": "230501", "name": "特钢Ⅲ"}
{"code": "240000", "name": "有色金属"}
{"code": "240200", "name": "金属新材料"}
{"code": "240201", "name": "其他金属新材料"}
{"code": "240202", "name": "磁性材料"}
{"code": "240300", "name": "工业金属"}
{"code": "240301", "name": "铝"}
{"code": "240302", "name": "铜"}
{"code": "240303", "name": "铅锌"}
{"code": "240400", "name": "贵金属"}
{"code": "240401", "name": "黄金"}
{"code": "240402", "name": "白银"}
{"code": "240500", "name": "小金属"}
{"code": "240501", "name": "稀土"}
{"code": "240502", "name": "钨"}
{"code": "240504", "name": "其他小金属"}
{"code": "240505", "name": "钼"}
{"code": "240600", "name": "能源金属"}
{"code": "240601", "name": "钴"}
{"code": "240602", "name": "镍"}
{"code": "240603", "name": "锂"}
{"code": "270000", "name": "电子"}
{"code": "270100", "name": "半导体"}
{"code": "270102", "name": "分立器件"}
{"code": "270103", "name": "半导体材料"}
{"code": "270104", "name": "数字芯片设计"}
{"code": "270105", "name": "模拟芯片设计"}
{"code": "270106", "name": "集成电路制造"}
{"code": "270107", "name": "集成电路封测"}
{"code": "270108", "name": "半导体设备"}
{"code": "270200", "name": "元件"}
{"code": "270202", "name": "印制电路板"}
{"code": "270203", "name": "被动元件"}
{"code": "270300", "name": "光学光电子"}
{"code": "270301", "name": "面板"}
{"code": "270302", "name": "LED"}
{"code": "270303", "name": "光学元件"}
{"code": "270400", "name": "其他电子Ⅱ"}
{"code": "270401", "name": "其他电子Ⅲ"}
{"code": "270500", "name": "消费电子"}
{"code": "270503", "name": "品牌消费电子"}
{"code": "270504", "name": "消费电子零部件及组装"}
{"code": "270600", "name": "电子化学品Ⅱ"}
{"code": "270601", "name": "电子化学品Ⅲ"}
{"code": "280000", "name": "汽车"}
{"code": "280601", "name": "商用载货车"}
{"code": "280602", "name": "商用载客车"}
{"code": "280200", "name": "汽车零部件"}
{"code": "280202", "name": "车身附件及饰件"}
{"code": "280203", "name": "底盘与发动机系统"}
{"code": "280204", "name": "轮胎轮毂"}
{"code": "280205", "name": "其他汽车零部件"}
{"code": "280206", "name": "汽车电子电气系统"}
{"code": "280300", "name": "汽车服务"}
{"code": "280302", "name": "汽车经销商"}
{"code": "280303", "name": "汽车综合服务"}
{"code": "280400", "name": "摩托车及其他"}
{"code": "280401", "name": "其他运输设备"}
{"code": "280402", "name": "摩托车"}
{"code": "280500", "name": "乘用车"}
{"code": "280501", "name": "电动乘用车"}
{"code": "280502", "name": "综合乘用车"}
{"code": "280600", "name": "商用车"}
{"code": "330000", "name": "家用电器"}
{"code": "330100", "name": "白色家电"}
{"code": "330102", "name": "空调"}
{"code": "330106", "name": "冰洗"}
{"code": "330200", "name": "黑色家电"}
{"code": "330201", "name": "彩电"}
{"code": "330202", "name": "其他黑色家电"}
{"code": "330300", "name": "小家电"}
{"code": "330301", "name": "厨房小家电"}
{"code": "330302", "name": "清洁小家电"}
{"code": "330303", "name": "个护小家电"}
{"code": "330400", "name": "厨卫电器"}
{"code": "330401", "name": "厨房电器"}
{"code": "330402", "name": "卫浴电器"}
{"code": "330500", "name": "照明设备Ⅱ"}
{"code": "330501", "name": "照明设备Ⅲ"}
{"code": "330600", "name": "家电零部件Ⅱ"}
{"code": "330601", "name": "家电零部件Ⅲ"}
{"code": "330700", "name": "其他家电Ⅱ"}
{"code": "330701", "name": "其他家电Ⅲ"}
{"code": "340000", "name": "食品饮料"}
{"code": "340400", "name": "食品加工"}
{"code": "340401", "name": "肉制品"}
{"code": "340404", "name": "其他食品"}
{"code": "340406", "name": "预加工食品"}
{"code": "340407", "name": "保健品"}
{"code": "340500", "name": "白酒Ⅱ"}
{"code": "340501", "name": "白酒Ⅲ"}
{"code": "340600", "name": "非白酒"}
{"code": "340601", "name": "啤酒"}
{"code": "340602", "name": "其他酒类"}
{"code": "340700", "name": "饮料乳品"}
{"code": "340701", "name": "软饮料"}
{"code": "340702", "name": "乳品"}
{"code": "340800", "name": "休闲食品"}
{"code": "340801", "name": "零食"}
{"code": "340802", "name": "烘焙食品"}
{"code": "340803", "name": "熟食"}
{"code": "340900", "name": "调味发酵品Ⅱ"}
{"code": "340901", "name": "调味发酵品Ⅲ"}
{"code": "350000", "name": "纺织服饰"}
{"code": "350100", "name": "纺织制造"}
{"code": "350104", "name": "印染"}
{"code": "350105", "name": "辅料"}
{"code": "350106", "name": "其他纺织"}
{"code": "350107", "name": "纺织鞋类制造"}
{"code": "350200", "name": "服装家纺"}
{"code": "350205", "name": "鞋帽及其他"}
{"code": "350206", "name": "家纺"}
{"code": "350208", "name": "运动服装"}
{"code": "350209", "name": "非运动服装"}
{"code": "350300", "name": "饰品"}
{"code": "350301", "name": "钟表珠宝"}
{"code": "350302", "name": "多品类奢侈品"}
{"code": "350303", "name": "其他饰品"}
{"code": "360000", "name": "轻工制造"}
{"code": "360100", "name": "造纸"}
{"code": "360102", "name": "大宗用纸"}
{"code": "360103", "name": "特种纸"}
{"code": "360200", "name": "包装印刷"}
{"code": "360202", "name": "印刷"}
{"code": "360203", "name": "金属包装"}
{"code": "360204", "name": "塑料包装"}
{"code": "360205", "name": "纸包装"}
{"code": "360206", "name": "综合包装"}
{"code": "360300", "name": "家居用品"}
{"code": "360306", "name": "瓷砖地板"}
{"code": "360307", "name": "成品家居"}
{"code": "360308", "name": "定制家居"}
{"code": "360309", "name": "卫浴制品"}
{"code": "360311", "name": "其他家居用品"}
{"code": "360500", "name": "文娱用品"}
{"code": "360501", "name": "文化用品"}
{"code": "360502", "name": "娱乐用品"}
{"code": "370000", "name": "医药生物"}
{"code": "370100", "name": "化学制药"}
{"code": "370101", "name": "原料药"}
{"code": "370102", "name": "化学制剂"}
{"code": "370200", "name": "中药Ⅱ"}
{"code": "370201", "name": "中药Ⅲ"}
{"code": "370300", "name": "生物制品"}
{"code": "370302", "name": "血液制品"}
{"code": "370303", "name": "疫苗"}
{"code": "370304", "name": "其他生物制品"}
{"code": "370400", "name": "医药商业"}
{"code": "370402", "name": "医药流通"}
{"code": "370403", "name": "线下药店"}
{"code": "370404", "name": "互联网药店"}
{"code": "370500", "name": "医疗器械"}
{"code": "370502", "name": "医疗设备"}
{"code": "370503", "name": "医疗耗材"}
{"code": "370504", "name": "体外诊断"}
{"code": "370600", "name": "医疗服务"}
{"code": "370602", "name": "诊断服务"}
{"code": "370603", "name": "医疗研发外包"}
{"code": "370604", "name": "医院"}
{"code": "370605", "name": "其他医疗服务"}
{"code": "410000", "name": "公用事业"}
{"code": "410100", "name": "电力"}
{"code": "410101", "name": "火力发电"}
{"code": "410102", "name": "水力发电"}
{"code": "410104", "name": "热力服务"}
{"code": "410106", "name": "光伏发电"}
{"code": "410107", "name": "风力发电"}
{"code": "410108", "name": "核力发电"}
{"code": "410109", "name": "其他能源发电"}
{"code": "410110", "name": "电能综合服务"}
{"code": "410300", "name": "燃气Ⅱ"}
{"code": "410301", "name": "燃气Ⅲ"}
{"code": "420000", "name": "交通运输"}
{"code": "421102", "name": "港口"}
{"code": "420800", "name": "物流"}
{"code": "420802", "name": "原材料供应链服务"}
{"code": "420803", "name": "中间产品及消费品供应链服务"}
{"code": "420804", "name": "快递"}
{"code": "420805", "name": "跨境物流"}
{"code": "420806", "name": "仓储物流"}
{"code": "420807", "name": "公路货运"}
{"code": "420900", "name": "铁路公路"}
{"code": "420901", "name": "高速公路"}
{"code": "420902", "name": "公交"}
{"code": "420903", "name": "铁路运输"}
{"code": "421000", "name": "航空机场"}
{"code": "421001", "name": "航空运输"}
{"code": "421002", "name": "机场"}
{"code": "421100", "name": "航运港口"}
{"code": "421101", "name": "航运"}
{"code": "430000", "name": "房地产"}
{"code": "430100", "name": "房地产开发"}
{"code": "430101", "name": "住宅开发"}
{"code": "430102", "name": "商业地产"}
{"code": "430103", "name": "产业地产"}
{"code": "430300", "name": "房地产服务"}
{"code": "430301", "name": "物业管理"}
{"code": "430302", "name": "房产租赁经纪"}
{"code": "430303", "name": "房地产综合服务"}
{"code": "450000", "name": "商贸零售"}
{"code": "450200", "name": "贸易Ⅱ"}
{"code": "450201", "name": "贸易Ⅲ"}
{"code": "450300", "name": "一般零售"}
{"code": "450301", "name": "百货"}
{"code": "450302", "name": "超市"}
{"code": "450303", "name": "多业态零售"}
{"code": "450304", "name": "商业物业经营"}
{"code": "450400", "name": "专业连锁Ⅱ"}
{"code": "450401", "name": "专业连锁Ⅲ"}
{"code": "450600", "name": "互联网电商"}
{"code": "450601", "name": "综合电商"}
{"code": "450602", "name": "跨境电商"}
{"code": "450603", "name": "电商服务"}
{"code": "450700", "name": "旅游零售Ⅱ"}
{"code": "450701", "name": "旅游零售Ⅲ"}
{"code": "460000", "name": "社会服务"}
{"code": "460600", "name": "体育Ⅱ"}
{"code": "460601", "name": "体育Ⅲ"}
{"code": "460700", "name": "本地生活服务Ⅱ"}
{"code": "460701", "name": "本地生活服务Ⅲ"}
{"code": "460800", "name": "专业服务"}
{"code": "460801", "name": "人力资源服务"}
{"code": "460802", "name": "检测服务"}
{"code": "460803", "name": "会展服务"}
{"code": "460804", "name": "其他专业服务"}
{"code": "460900", "name": "酒店餐饮"}
{"code": "460901", "name": "酒店"}
{"code": "460902", "name": "餐饮"}
{"code": "461000", "name": "旅游及景区"}
{"code": "461001", "name": "博彩"}
{"code": "461002", "name": "人工景区"}
{"code": "461003", "name": "自然景区"}
{"code": "461004", "name": "旅游综合"}
{"code": "461100", "name": "教育"}
{"code": "461101", "name": "学历教育"}
{"code": "461102", "name": "培训教育"}
{"code": "461103", "name": "教育运营及其他"}
{"code": "480000", "name": "银行"}
{"code": "480200", "name": "国有大型银行Ⅱ"}
{"code": "480201", "name": "国有大型银行Ⅲ"}
{"code": "480300", "name": "股份制银行Ⅱ"}
{"code": "480301", "name": "股份制银行Ⅲ"}
{"code": "480400", "name": "城商行Ⅱ"}
{"code": "480401", "name": "城商行Ⅲ"}
{"code": "480500", "name": "农商行Ⅱ"}
{"code": "480501", "name": "农商行Ⅲ"}
{"code": "480600", "name": "其他银行Ⅱ"}
{"code": "480601", "name": "其他银行Ⅲ"}
{"code": "490000", "name": "非银金融"}
{"code": "490100", "name": "证券Ⅱ"}
{"code": "490101", "name": "证券Ⅲ"}
{"code": "490200", "name": "保险Ⅱ"}
{"code": "490201", "name": "保险Ⅲ"}
{"code": "490300", "name": "多元金融"}
{"code": "490302", "name": "金融控股"}
{"code": "490303", "name": "期货"}
{"code": "490304", "name": "信托"}
{"code": "490305", "name": "租赁"}
{"code": "490306", "name": "金融信息服务"}
{"code": "490307", "name": "资产管理"}
{"code": "490308", "name": "其他多元金融"}
{"code": "510000", "name": "综合"}
{"code": "510100", "name": "综合Ⅱ"}
{"code": "510101", "name": "综合Ⅲ"}
{"code": "610000", "name": "建筑材料"}
{"code": "610100", "name": "水泥"}
{"code": "610101", "name": "水泥制造"}
{"code": "610102", "name": "水泥制品"}
{"code": "610200", "name": "玻璃玻纤"}
{"code": "610201", "name": "玻璃制造"}
{"code": "610202", "name": "玻纤制造"}
{"code": "610300", "name": "装修建材"}
{"code": "610301", "name": "耐火材料"}
{"code": "610302", "name": "管材"}
{"code": "610303", "name": "其他建材"}
{"code": "610304", "name": "防水材料"}
{"code": "610305", "name": "涂料"}
{"code": "620000", "name": "建筑装饰"}
{"code": "620100", "name": "房屋建设Ⅱ"}
{"code": "620101", "name": "房屋建设Ⅲ"}
{"code": "620200", "name": "装修装饰Ⅱ"}
{"code": "350102", "name": "棉纺"}
{"code": "620201", "name": "装修装饰Ⅲ"}
{"code": "620300", "name": "基础建设"}
{"code": "620306", "name": "基建市政工程"}
{"code": "620400", "name": "专业工程"}
{"code": "620401", "name": "钢结构"}
{"code": "620402", "name": "化学工程"}
{"code": "620403", "name": "国际工程"}
{"code": "620404", "name": "其他专业工程"}
{"code": "620307", "name": "园林工程"}
{"code": "620600", "name": "工程咨询服务Ⅱ"}
{"code": "620601", "name": "工程咨询服务Ⅲ"}
{"code": "630000", "name": "电力设备"}
{"code": "630100", "name": "电机Ⅱ"}
{"code": "630101", "name": "电机Ⅲ"}
{"code": "630300", "name": "其他电源设备Ⅱ"}
{"code": "630301", "name": "综合电力设备商"}
{"code": "630304", "name": "火电设备"}
{"code": "630306", "name": "其他电源设备Ⅲ"}
{"code": "630500", "name": "光伏设备"}
{"code": "630501", "name": "硅料硅片"}
{"code": "630502", "name": "光伏电池组件"}
{"code": "630503", "name": "逆变器"}
{"code": "630504", "name": "光伏辅材"}
{"code": "630505", "name": "光伏加工设备"}
{"code": "630600", "name": "风电设备"}
{"code": "630601", "name": "风电整机"}
{"code": "630602", "name": "风电零部件"}
{"code": "630700", "name": "电池"}
{"code": "630701", "name": "锂电池"}
{"code": "630702", "name": "电池化学品"}
{"code": "630703", "name": "锂电专用设备"}
{"code": "630704", "name": "燃料电池"}
{"code": "630705", "name": "蓄电池及其他电池"}
{"code": "630800", "name": "电网设备"}
{"code": "630801", "name": "输变电设备"}
{"code": "630802", "name": "配电设备"}
{"code": "630803", "name": "电网自动化设备"}
{"code": "630804", "name": "电工仪器仪表"}
{"code": "630805", "name": "线缆部件及其他"}
{"code": "640000", "name": "机械设备"}
{"code": "640100", "name": "通用设备"}
{"code": "640101", "name": "机床工具"}
{"code": "640103", "name": "磨具磨料"}
{"code": "640105", "name": "制冷空调设备"}
{"code": "640106", "name": "其他通用设备"}
{"code": "640200", "name": "专用设备"}
{"code": "640203", "name": "能源及重型设备"}
{"code": "640204", "name": "楼宇设备"}
{"code": "640206", "name": "纺织服装设备"}
{"code": "640207", "name": "农用机械"}
{"code": "640208", "name": "印刷包装机械"}
{"code": "640209", "name": "其他专用设备"}
{"code": "640107", "name": "仪器仪表"}
{"code": "640108", "name": "金属制品"}
{"code": "640500", "name": "轨交设备Ⅱ"}
{"code": "640501", "name": "轨交设备Ⅲ"}
{"code": "640600", "name": "工程机械"}
{"code": "640601", "name": "工程机械整机"}
{"code": "640602", "name": "工程机械器件"}
{"code": "640700", "name": "自动化设备"}
{"code": "640701", "name": "机器人"}
{"code": "640702", "name": "工控设备"}
{"code": "640703", "name": "激光设备"}
{"code": "640704", "name": "其他自动化设备"}
{"code": "650000", "name": "国防军工"}
{"code": "650100", "name": "航天装备Ⅱ"}
{"code": "650101", "name": "航天装备Ⅲ"}
{"code": "650200", "name": "航空装备Ⅱ"}
{"code": "650201", "name": "航空装备Ⅲ"}
{"code": "650300", "name": "地面兵装Ⅱ"}
{"code": "650301", "name": "地面兵装Ⅲ"}
{"code": "650400", "name": "航海装备Ⅱ"}
{"code": "650401", "name": "航海装备Ⅲ"}
{"code": "650500", "name": "军工电子Ⅱ"}
{"code": "650501", "name": "军工电子Ⅲ"}
{"code": "710000", "name": "计算机"}
{"code": "710100", "name": "计算机设备"}
{"code": "710102", "name": "安防设备"}
{"code": "710103", "name": "其他计算机设备"}
{"code": "710300", "name": "IT服务Ⅱ"}
{"code": "710301", "name": "IT服务Ⅲ"}
{"code": "710400", "name": "软件开发"}
{"code": "710401", "name": "垂直应用软件"}
{"code": "710402", "name": "横向通用软件"}
{"code": "720000", "name": "传媒"}
{"code": "720400", "name": "游戏Ⅱ"}
{"code": "720401", "name": "游戏Ⅲ"}
{"code": "720500", "name": "广告营销"}
{"code": "720501", "name": "营销代理"}
{"code": "720502", "name": "广告媒体"}
{"code": "720600", "name": "影视院线"}
{"code": "720601", "name": "影视动漫制作"}
{"code": "720602", "name": "院线"}
{"code": "720700", "name": "数字媒体"}
{"code": "720701", "name": "视频媒体"}
{"code": "720702", "name": "音频媒体"}
{"code": "720703", "name": "图片媒体"}
{"code": "720704", "name": "门户网站"}
{"code": "720705", "name": "文字媒体"}
{"code": "720706", "name": "其他数字媒体"}
{"code": "720800", "name": "社交Ⅱ"}
{"code": "720801", "name": "社交Ⅲ"}
{"code": "720900", "name": "出版"}
{"code": "720901", "name": "教育出版"}
{"code": "720902", "name": "大众出版"}
{"code": "720903", "name": "其他出版"}
{"code": "721000", "name": "电视广播Ⅱ"}
{"code": "721001", "name": "电视广播Ⅲ"}
{"code": "730000", "name": "通信"}
{"code": "730100", "name": "通信服务"}
{"code": "730102", "name": "电信运营商"}
{"code": "730103", "name": "通信工程及服务"}
{"code": "730104", "name": "通信应用增值服务"}
{"code": "730200", "name": "通信设备"}
{"code": "730204", "name": "通信网络设备及器件"}
{"code": "730205", "name": "通信线缆及配套"}
{"code": "730206", "name": "通信终端及配件"}
{"code": "730207", "name": "其他通信设备"}
{"code": "740000", "name": "煤炭"}
{"code": "740100", "name": "煤炭开采"}
{"code": "740101", "name": "动力煤"}
{"code": "740102", "name": "焦煤"}
{"code": "740200", "name": "焦炭Ⅱ"}
{"code": "740201", "name": "焦炭Ⅲ"}
{"code": "750000", "name": "石油石化"}
{"code": "750100", "name": "油气开采Ⅱ"}
{"code": "750101", "name": "油气开采Ⅲ"}
{"code": "750200", "name": "油服工程"}
{"code": "750201", "name": "油田服务"}
{"code": "750202", "name": "油气及炼化工程"}
{"code": "750300", "name": "炼化及贸易"}
{"code": "750301", "name": "炼油化工"}
{"code": "750302", "name": "油品石化贸易"}
{"code": "750303", "name": "其他石化"}
{"code": "760000", "name": "环保"}
{"code": "760100", "name": "环境治理"}
{"code": "760101", "name": "大气治理"}
{"code": "760102", "name": "水务及水治理"}
{"code": "760103", "name": "固废治理"}
{"code": "760104", "name": "综合环境治理"}
{"code": "760200", "name": "环保设备Ⅱ"}
{"code": "760201", "name": "环保设备Ⅲ"}
{"code": "770000", "name": "美容护理"}
{"code": "770100", "name": "个护用品"}
{"code": "770101", "name": "生活用纸"}
{"code": "770102", "name": "洗护用品"}
{"code": "770200", "name": "化妆品"}
{"code": "770201", "name": "化妆品制造及其他"}
{"code": "770202", "name": "品牌化妆品"}
{"code": "770300", "name": "医疗美容"}
{"code": "770301", "name": "医美耗材"}
{"code": "770302", "name": "医美服务"}

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{"from_code": "110100", "from_industry": "种植业", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110101", "from_industry": "种子", "rel": "上级行业", "to_industry": "种植业", "to_code": "110100"}
{"from_code": "110102", "from_industry": "粮食种植", "rel": "上级行业", "to_industry": "种植业", "to_code": "110100"}
{"from_code": "110103", "from_industry": "其他种植业", "rel": "上级行业", "to_industry": "种植业", "to_code": "110100"}
{"from_code": "110104", "from_industry": "食用菌", "rel": "上级行业", "to_industry": "种植业", "to_code": "110100"}
{"from_code": "110200", "from_industry": "渔业", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110201", "from_industry": "海洋捕捞", "rel": "上级行业", "to_industry": "渔业", "to_code": "110200"}
{"from_code": "110202", "from_industry": "水产养殖", "rel": "上级行业", "to_industry": "渔业", "to_code": "110200"}
{"from_code": "110300", "from_industry": "林业Ⅱ", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110301", "from_industry": "林业Ⅲ", "rel": "上级行业", "to_industry": "林业Ⅱ", "to_code": "110300"}
{"from_code": "110400", "from_industry": "饲料", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110402", "from_industry": "畜禽饲料", "rel": "上级行业", "to_industry": "饲料", "to_code": "110400"}
{"from_code": "110403", "from_industry": "水产饲料", "rel": "上级行业", "to_industry": "饲料", "to_code": "110400"}
{"from_code": "110404", "from_industry": "宠物食品", "rel": "上级行业", "to_industry": "饲料", "to_code": "110400"}
{"from_code": "110500", "from_industry": "农产品加工", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110501", "from_industry": "果蔬加工", "rel": "上级行业", "to_industry": "农产品加工", "to_code": "110500"}
{"from_code": "110502", "from_industry": "粮油加工", "rel": "上级行业", "to_industry": "农产品加工", "to_code": "110500"}
{"from_code": "110504", "from_industry": "其他农产品加工", "rel": "上级行业", "to_industry": "农产品加工", "to_code": "110500"}
{"from_code": "110700", "from_industry": "养殖业", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110702", "from_industry": "生猪养殖", "rel": "上级行业", "to_industry": "养殖业", "to_code": "110700"}
{"from_code": "110703", "from_industry": "肉鸡养殖", "rel": "上级行业", "to_industry": "养殖业", "to_code": "110700"}
{"from_code": "110704", "from_industry": "其他养殖", "rel": "上级行业", "to_industry": "养殖业", "to_code": "110700"}
{"from_code": "110800", "from_industry": "动物保健Ⅱ", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110801", "from_industry": "动物保健Ⅲ", "rel": "上级行业", "to_industry": "动物保健Ⅱ", "to_code": "110800"}
{"from_code": "110900", "from_industry": "农业综合Ⅱ", "rel": "上级行业", "to_industry": "农林牧渔", "to_code": "110000"}
{"from_code": "110901", "from_industry": "农业综合Ⅲ", "rel": "上级行业", "to_industry": "农业综合Ⅱ", "to_code": "110900"}
{"from_code": "220200", "from_industry": "化学原料", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220201", "from_industry": "纯碱", "rel": "上级行业", "to_industry": "化学原料", "to_code": "220200"}
{"from_code": "220202", "from_industry": "氯碱", "rel": "上级行业", "to_industry": "化学原料", "to_code": "220200"}
{"from_code": "220203", "from_industry": "无机盐", "rel": "上级行业", "to_industry": "化学原料", "to_code": "220200"}
{"from_code": "220204", "from_industry": "其他化学原料", "rel": "上级行业", "to_industry": "化学原料", "to_code": "220200"}
{"from_code": "220205", "from_industry": "煤化工", "rel": "上级行业", "to_industry": "化学原料", "to_code": "220200"}
{"from_code": "220206", "from_industry": "钛白粉", "rel": "上级行业", "to_industry": "化学原料", "to_code": "220200"}
{"from_code": "220300", "from_industry": "化学制品", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220305", "from_industry": "涂料油墨", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220307", "from_industry": "民爆制品", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220308", "from_industry": "纺织化学制品", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220309", "from_industry": "其他化学制品", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220311", "from_industry": "氟化工", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220313", "from_industry": "聚氨酯", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220315", "from_industry": "食品及饲料添加剂", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220316", "from_industry": "有机硅", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220317", "from_industry": "胶黏剂及胶带", "rel": "上级行业", "to_industry": "化学制品", "to_code": "220300"}
{"from_code": "220400", "from_industry": "化学纤维", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220401", "from_industry": "涤纶", "rel": "上级行业", "to_industry": "化学纤维", "to_code": "220400"}
{"from_code": "220403", "from_industry": "粘胶", "rel": "上级行业", "to_industry": "化学纤维", "to_code": "220400"}
{"from_code": "220404", "from_industry": "其他化学纤维", "rel": "上级行业", "to_industry": "化学纤维", "to_code": "220400"}
{"from_code": "220405", "from_industry": "氨纶", "rel": "上级行业", "to_industry": "化学纤维", "to_code": "220400"}
{"from_code": "220406", "from_industry": "锦纶", "rel": "上级行业", "to_industry": "化学纤维", "to_code": "220400"}
{"from_code": "220500", "from_industry": "塑料", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220501", "from_industry": "其他塑料制品", "rel": "上级行业", "to_industry": "塑料", "to_code": "220500"}
{"from_code": "220503", "from_industry": "改性塑料", "rel": "上级行业", "to_industry": "塑料", "to_code": "220500"}
{"from_code": "220504", "from_industry": "合成树脂", "rel": "上级行业", "to_industry": "塑料", "to_code": "220500"}
{"from_code": "220505", "from_industry": "膜材料", "rel": "上级行业", "to_industry": "塑料", "to_code": "220500"}
{"from_code": "220600", "from_industry": "橡胶", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220602", "from_industry": "其他橡胶制品", "rel": "上级行业", "to_industry": "橡胶", "to_code": "220600"}
{"from_code": "220603", "from_industry": "炭黑", "rel": "上级行业", "to_industry": "橡胶", "to_code": "220600"}
{"from_code": "220604", "from_industry": "橡胶助剂", "rel": "上级行业", "to_industry": "橡胶", "to_code": "220600"}
{"from_code": "220800", "from_industry": "农化制品", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220801", "from_industry": "氮肥", "rel": "上级行业", "to_industry": "农化制品", "to_code": "220800"}
{"from_code": "220802", "from_industry": "磷肥及磷化工", "rel": "上级行业", "to_industry": "农化制品", "to_code": "220800"}
{"from_code": "220803", "from_industry": "农药", "rel": "上级行业", "to_industry": "农化制品", "to_code": "220800"}
{"from_code": "220804", "from_industry": "钾肥", "rel": "上级行业", "to_industry": "农化制品", "to_code": "220800"}
{"from_code": "220805", "from_industry": "复合肥", "rel": "上级行业", "to_industry": "农化制品", "to_code": "220800"}
{"from_code": "220900", "from_industry": "非金属材料Ⅱ", "rel": "上级行业", "to_industry": "基础化工", "to_code": "220000"}
{"from_code": "220901", "from_industry": "非金属材料Ⅲ", "rel": "上级行业", "to_industry": "非金属材料Ⅱ", "to_code": "220900"}
{"from_code": "230300", "from_industry": "冶钢原料", "rel": "上级行业", "to_industry": "钢铁", "to_code": "230000"}
{"from_code": "230301", "from_industry": "铁矿石", "rel": "上级行业", "to_industry": "冶钢原料", "to_code": "230300"}
{"from_code": "230302", "from_industry": "冶钢辅料", "rel": "上级行业", "to_industry": "冶钢原料", "to_code": "230300"}
{"from_code": "230400", "from_industry": "普钢", "rel": "上级行业", "to_industry": "钢铁", "to_code": "230000"}
{"from_code": "230401", "from_industry": "长材", "rel": "上级行业", "to_industry": "普钢", "to_code": "230400"}
{"from_code": "230402", "from_industry": "板材", "rel": "上级行业", "to_industry": "普钢", "to_code": "230400"}
{"from_code": "230403", "from_industry": "钢铁管材", "rel": "上级行业", "to_industry": "普钢", "to_code": "230400"}
{"from_code": "230500", "from_industry": "特钢Ⅱ", "rel": "上级行业", "to_industry": "钢铁", "to_code": "230000"}
{"from_code": "230501", "from_industry": "特钢Ⅲ", "rel": "上级行业", "to_industry": "特钢Ⅱ", "to_code": "230500"}
{"from_code": "240200", "from_industry": "金属新材料", "rel": "上级行业", "to_industry": "有色金属", "to_code": "240000"}
{"from_code": "240201", "from_industry": "其他金属新材料", "rel": "上级行业", "to_industry": "金属新材料", "to_code": "240200"}
{"from_code": "240202", "from_industry": "磁性材料", "rel": "上级行业", "to_industry": "金属新材料", "to_code": "240200"}
{"from_code": "240300", "from_industry": "工业金属", "rel": "上级行业", "to_industry": "有色金属", "to_code": "240000"}
{"from_code": "240301", "from_industry": "铝", "rel": "上级行业", "to_industry": "工业金属", "to_code": "240300"}
{"from_code": "240302", "from_industry": "铜", "rel": "上级行业", "to_industry": "工业金属", "to_code": "240300"}
{"from_code": "240303", "from_industry": "铅锌", "rel": "上级行业", "to_industry": "工业金属", "to_code": "240300"}
{"from_code": "240400", "from_industry": "贵金属", "rel": "上级行业", "to_industry": "有色金属", "to_code": "240000"}
{"from_code": "240401", "from_industry": "黄金", "rel": "上级行业", "to_industry": "贵金属", "to_code": "240400"}
{"from_code": "240402", "from_industry": "白银", "rel": "上级行业", "to_industry": "贵金属", "to_code": "240400"}
{"from_code": "240500", "from_industry": "小金属", "rel": "上级行业", "to_industry": "有色金属", "to_code": "240000"}
{"from_code": "240501", "from_industry": "稀土", "rel": "上级行业", "to_industry": "小金属", "to_code": "240500"}
{"from_code": "240502", "from_industry": "钨", "rel": "上级行业", "to_industry": "小金属", "to_code": "240500"}
{"from_code": "240504", "from_industry": "其他小金属", "rel": "上级行业", "to_industry": "小金属", "to_code": "240500"}
{"from_code": "240505", "from_industry": "钼", "rel": "上级行业", "to_industry": "小金属", "to_code": "240500"}
{"from_code": "240600", "from_industry": "能源金属", "rel": "上级行业", "to_industry": "有色金属", "to_code": "240000"}
{"from_code": "240601", "from_industry": "钴", "rel": "上级行业", "to_industry": "能源金属", "to_code": "240600"}
{"from_code": "240602", "from_industry": "镍", "rel": "上级行业", "to_industry": "能源金属", "to_code": "240600"}
{"from_code": "240603", "from_industry": "锂", "rel": "上级行业", "to_industry": "能源金属", "to_code": "240600"}
{"from_code": "270100", "from_industry": "半导体", "rel": "上级行业", "to_industry": "电子", "to_code": "270000"}
{"from_code": "270102", "from_industry": "分立器件", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270103", "from_industry": "半导体材料", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270104", "from_industry": "数字芯片设计", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270105", "from_industry": "模拟芯片设计", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270106", "from_industry": "集成电路制造", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270107", "from_industry": "集成电路封测", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270108", "from_industry": "半导体设备", "rel": "上级行业", "to_industry": "半导体", "to_code": "270100"}
{"from_code": "270200", "from_industry": "元件", "rel": "上级行业", "to_industry": "电子", "to_code": "270000"}
{"from_code": "270202", "from_industry": "印制电路板", "rel": "上级行业", "to_industry": "元件", "to_code": "270200"}
{"from_code": "270203", "from_industry": "被动元件", "rel": "上级行业", "to_industry": "元件", "to_code": "270200"}
{"from_code": "270300", "from_industry": "光学光电子", "rel": "上级行业", "to_industry": "电子", "to_code": "270000"}
{"from_code": "270301", "from_industry": "面板", "rel": "上级行业", "to_industry": "光学光电子", "to_code": "270300"}
{"from_code": "270302", "from_industry": "LED", "rel": "上级行业", "to_industry": "光学光电子", "to_code": "270300"}
{"from_code": "270303", "from_industry": "光学元件", "rel": "上级行业", "to_industry": "光学光电子", "to_code": "270300"}
{"from_code": "270400", "from_industry": "其他电子Ⅱ", "rel": "上级行业", "to_industry": "电子", "to_code": "270000"}
{"from_code": "270401", "from_industry": "其他电子Ⅲ", "rel": "上级行业", "to_industry": "其他电子Ⅱ", "to_code": "270400"}
{"from_code": "270500", "from_industry": "消费电子", "rel": "上级行业", "to_industry": "电子", "to_code": "270000"}
{"from_code": "270503", "from_industry": "品牌消费电子", "rel": "上级行业", "to_industry": "消费电子", "to_code": "270500"}
{"from_code": "270504", "from_industry": "消费电子零部件及组装", "rel": "上级行业", "to_industry": "消费电子", "to_code": "270500"}
{"from_code": "270600", "from_industry": "电子化学品Ⅱ", "rel": "上级行业", "to_industry": "电子", "to_code": "270000"}
{"from_code": "270601", "from_industry": "电子化学品Ⅲ", "rel": "上级行业", "to_industry": "电子化学品Ⅱ", "to_code": "270600"}
{"from_code": "280601", "from_industry": "商用载货车", "rel": "上级行业", "to_industry": "商用车", "to_code": "280600"}
{"from_code": "280602", "from_industry": "商用载客车", "rel": "上级行业", "to_industry": "商用车", "to_code": "280600"}
{"from_code": "280200", "from_industry": "汽车零部件", "rel": "上级行业", "to_industry": "汽车", "to_code": "280000"}
{"from_code": "280202", "from_industry": "车身附件及饰件", "rel": "上级行业", "to_industry": "汽车零部件", "to_code": "280200"}
{"from_code": "280203", "from_industry": "底盘与发动机系统", "rel": "上级行业", "to_industry": "汽车零部件", "to_code": "280200"}
{"from_code": "280204", "from_industry": "轮胎轮毂", "rel": "上级行业", "to_industry": "汽车零部件", "to_code": "280200"}
{"from_code": "280205", "from_industry": "其他汽车零部件", "rel": "上级行业", "to_industry": "汽车零部件", "to_code": "280200"}
{"from_code": "280206", "from_industry": "汽车电子电气系统", "rel": "上级行业", "to_industry": "汽车零部件", "to_code": "280200"}
{"from_code": "280300", "from_industry": "汽车服务", "rel": "上级行业", "to_industry": "汽车", "to_code": "280000"}
{"from_code": "280302", "from_industry": "汽车经销商", "rel": "上级行业", "to_industry": "汽车服务", "to_code": "280300"}
{"from_code": "280303", "from_industry": "汽车综合服务", "rel": "上级行业", "to_industry": "汽车服务", "to_code": "280300"}
{"from_code": "280400", "from_industry": "摩托车及其他", "rel": "上级行业", "to_industry": "汽车", "to_code": "280000"}
{"from_code": "280401", "from_industry": "其他运输设备", "rel": "上级行业", "to_industry": "摩托车及其他", "to_code": "280400"}
{"from_code": "280402", "from_industry": "摩托车", "rel": "上级行业", "to_industry": "摩托车及其他", "to_code": "280400"}
{"from_code": "280500", "from_industry": "乘用车", "rel": "上级行业", "to_industry": "汽车", "to_code": "280000"}
{"from_code": "280501", "from_industry": "电动乘用车", "rel": "上级行业", "to_industry": "乘用车", "to_code": "280500"}
{"from_code": "280502", "from_industry": "综合乘用车", "rel": "上级行业", "to_industry": "乘用车", "to_code": "280500"}
{"from_code": "280600", "from_industry": "商用车", "rel": "上级行业", "to_industry": "汽车", "to_code": "280000"}
{"from_code": "330100", "from_industry": "白色家电", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330102", "from_industry": "空调", "rel": "上级行业", "to_industry": "白色家电", "to_code": "330100"}
{"from_code": "330106", "from_industry": "冰洗", "rel": "上级行业", "to_industry": "白色家电", "to_code": "330100"}
{"from_code": "330200", "from_industry": "黑色家电", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330201", "from_industry": "彩电", "rel": "上级行业", "to_industry": "黑色家电", "to_code": "330200"}
{"from_code": "330202", "from_industry": "其他黑色家电", "rel": "上级行业", "to_industry": "黑色家电", "to_code": "330200"}
{"from_code": "330300", "from_industry": "小家电", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330301", "from_industry": "厨房小家电", "rel": "上级行业", "to_industry": "小家电", "to_code": "330300"}
{"from_code": "330302", "from_industry": "清洁小家电", "rel": "上级行业", "to_industry": "小家电", "to_code": "330300"}
{"from_code": "330303", "from_industry": "个护小家电", "rel": "上级行业", "to_industry": "小家电", "to_code": "330300"}
{"from_code": "330400", "from_industry": "厨卫电器", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330401", "from_industry": "厨房电器", "rel": "上级行业", "to_industry": "厨卫电器", "to_code": "330400"}
{"from_code": "330402", "from_industry": "卫浴电器", "rel": "上级行业", "to_industry": "厨卫电器", "to_code": "330400"}
{"from_code": "330500", "from_industry": "照明设备Ⅱ", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330501", "from_industry": "照明设备Ⅲ", "rel": "上级行业", "to_industry": "照明设备Ⅱ", "to_code": "330500"}
{"from_code": "330600", "from_industry": "家电零部件Ⅱ", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330601", "from_industry": "家电零部件Ⅲ", "rel": "上级行业", "to_industry": "家电零部件Ⅱ", "to_code": "330600"}
{"from_code": "330700", "from_industry": "其他家电Ⅱ", "rel": "上级行业", "to_industry": "家用电器", "to_code": "330000"}
{"from_code": "330701", "from_industry": "其他家电Ⅲ", "rel": "上级行业", "to_industry": "其他家电Ⅱ", "to_code": "330700"}
{"from_code": "340400", "from_industry": "食品加工", "rel": "上级行业", "to_industry": "食品饮料", "to_code": "340000"}
{"from_code": "340401", "from_industry": "肉制品", "rel": "上级行业", "to_industry": "食品加工", "to_code": "340400"}
{"from_code": "340404", "from_industry": "其他食品", "rel": "上级行业", "to_industry": "食品加工", "to_code": "340400"}
{"from_code": "340406", "from_industry": "预加工食品", "rel": "上级行业", "to_industry": "食品加工", "to_code": "340400"}
{"from_code": "340407", "from_industry": "保健品", "rel": "上级行业", "to_industry": "食品加工", "to_code": "340400"}
{"from_code": "340500", "from_industry": "白酒Ⅱ", "rel": "上级行业", "to_industry": "食品饮料", "to_code": "340000"}
{"from_code": "340501", "from_industry": "白酒Ⅲ", "rel": "上级行业", "to_industry": "白酒Ⅱ", "to_code": "340500"}
{"from_code": "340600", "from_industry": "非白酒", "rel": "上级行业", "to_industry": "食品饮料", "to_code": "340000"}
{"from_code": "340601", "from_industry": "啤酒", "rel": "上级行业", "to_industry": "非白酒", "to_code": "340600"}
{"from_code": "340602", "from_industry": "其他酒类", "rel": "上级行业", "to_industry": "非白酒", "to_code": "340600"}
{"from_code": "340700", "from_industry": "饮料乳品", "rel": "上级行业", "to_industry": "食品饮料", "to_code": "340000"}
{"from_code": "340701", "from_industry": "软饮料", "rel": "上级行业", "to_industry": "饮料乳品", "to_code": "340700"}
{"from_code": "340702", "from_industry": "乳品", "rel": "上级行业", "to_industry": "饮料乳品", "to_code": "340700"}
{"from_code": "340800", "from_industry": "休闲食品", "rel": "上级行业", "to_industry": "食品饮料", "to_code": "340000"}
{"from_code": "340801", "from_industry": "零食", "rel": "上级行业", "to_industry": "休闲食品", "to_code": "340800"}
{"from_code": "340802", "from_industry": "烘焙食品", "rel": "上级行业", "to_industry": "休闲食品", "to_code": "340800"}
{"from_code": "340803", "from_industry": "熟食", "rel": "上级行业", "to_industry": "休闲食品", "to_code": "340800"}
{"from_code": "340900", "from_industry": "调味发酵品Ⅱ", "rel": "上级行业", "to_industry": "食品饮料", "to_code": "340000"}
{"from_code": "340901", "from_industry": "调味发酵品Ⅲ", "rel": "上级行业", "to_industry": "调味发酵品Ⅱ", "to_code": "340900"}
{"from_code": "350100", "from_industry": "纺织制造", "rel": "上级行业", "to_industry": "纺织服饰", "to_code": "350000"}
{"from_code": "350104", "from_industry": "印染", "rel": "上级行业", "to_industry": "纺织制造", "to_code": "350100"}
{"from_code": "350105", "from_industry": "辅料", "rel": "上级行业", "to_industry": "纺织制造", "to_code": "350100"}
{"from_code": "350106", "from_industry": "其他纺织", "rel": "上级行业", "to_industry": "纺织制造", "to_code": "350100"}
{"from_code": "350107", "from_industry": "纺织鞋类制造", "rel": "上级行业", "to_industry": "纺织制造", "to_code": "350100"}
{"from_code": "350200", "from_industry": "服装家纺", "rel": "上级行业", "to_industry": "纺织服饰", "to_code": "350000"}
{"from_code": "350205", "from_industry": "鞋帽及其他", "rel": "上级行业", "to_industry": "服装家纺", "to_code": "350200"}
{"from_code": "350206", "from_industry": "家纺", "rel": "上级行业", "to_industry": "服装家纺", "to_code": "350200"}
{"from_code": "350208", "from_industry": "运动服装", "rel": "上级行业", "to_industry": "服装家纺", "to_code": "350200"}
{"from_code": "350209", "from_industry": "非运动服装", "rel": "上级行业", "to_industry": "服装家纺", "to_code": "350200"}
{"from_code": "350300", "from_industry": "饰品", "rel": "上级行业", "to_industry": "纺织服饰", "to_code": "350000"}
{"from_code": "350301", "from_industry": "钟表珠宝", "rel": "上级行业", "to_industry": "饰品", "to_code": "350300"}
{"from_code": "350302", "from_industry": "多品类奢侈品", "rel": "上级行业", "to_industry": "饰品", "to_code": "350300"}
{"from_code": "350303", "from_industry": "其他饰品", "rel": "上级行业", "to_industry": "饰品", "to_code": "350300"}
{"from_code": "360100", "from_industry": "造纸", "rel": "上级行业", "to_industry": "轻工制造", "to_code": "360000"}
{"from_code": "360102", "from_industry": "大宗用纸", "rel": "上级行业", "to_industry": "造纸", "to_code": "360100"}
{"from_code": "360103", "from_industry": "特种纸", "rel": "上级行业", "to_industry": "造纸", "to_code": "360100"}
{"from_code": "360200", "from_industry": "包装印刷", "rel": "上级行业", "to_industry": "轻工制造", "to_code": "360000"}
{"from_code": "360202", "from_industry": "印刷", "rel": "上级行业", "to_industry": "包装印刷", "to_code": "360200"}
{"from_code": "360203", "from_industry": "金属包装", "rel": "上级行业", "to_industry": "包装印刷", "to_code": "360200"}
{"from_code": "360204", "from_industry": "塑料包装", "rel": "上级行业", "to_industry": "包装印刷", "to_code": "360200"}
{"from_code": "360205", "from_industry": "纸包装", "rel": "上级行业", "to_industry": "包装印刷", "to_code": "360200"}
{"from_code": "360206", "from_industry": "综合包装", "rel": "上级行业", "to_industry": "包装印刷", "to_code": "360200"}
{"from_code": "360300", "from_industry": "家居用品", "rel": "上级行业", "to_industry": "轻工制造", "to_code": "360000"}
{"from_code": "360306", "from_industry": "瓷砖地板", "rel": "上级行业", "to_industry": "家居用品", "to_code": "360300"}
{"from_code": "360307", "from_industry": "成品家居", "rel": "上级行业", "to_industry": "家居用品", "to_code": "360300"}
{"from_code": "360308", "from_industry": "定制家居", "rel": "上级行业", "to_industry": "家居用品", "to_code": "360300"}
{"from_code": "360309", "from_industry": "卫浴制品", "rel": "上级行业", "to_industry": "家居用品", "to_code": "360300"}
{"from_code": "360311", "from_industry": "其他家居用品", "rel": "上级行业", "to_industry": "家居用品", "to_code": "360300"}
{"from_code": "360500", "from_industry": "文娱用品", "rel": "上级行业", "to_industry": "轻工制造", "to_code": "360000"}
{"from_code": "360501", "from_industry": "文化用品", "rel": "上级行业", "to_industry": "文娱用品", "to_code": "360500"}
{"from_code": "360502", "from_industry": "娱乐用品", "rel": "上级行业", "to_industry": "文娱用品", "to_code": "360500"}
{"from_code": "370100", "from_industry": "化学制药", "rel": "上级行业", "to_industry": "医药生物", "to_code": "370000"}
{"from_code": "370101", "from_industry": "原料药", "rel": "上级行业", "to_industry": "化学制药", "to_code": "370100"}
{"from_code": "370102", "from_industry": "化学制剂", "rel": "上级行业", "to_industry": "化学制药", "to_code": "370100"}
{"from_code": "370200", "from_industry": "中药Ⅱ", "rel": "上级行业", "to_industry": "医药生物", "to_code": "370000"}
{"from_code": "370201", "from_industry": "中药Ⅲ", "rel": "上级行业", "to_industry": "中药Ⅱ", "to_code": "370200"}
{"from_code": "370300", "from_industry": "生物制品", "rel": "上级行业", "to_industry": "医药生物", "to_code": "370000"}
{"from_code": "370302", "from_industry": "血液制品", "rel": "上级行业", "to_industry": "生物制品", "to_code": "370300"}
{"from_code": "370303", "from_industry": "疫苗", "rel": "上级行业", "to_industry": "生物制品", "to_code": "370300"}
{"from_code": "370304", "from_industry": "其他生物制品", "rel": "上级行业", "to_industry": "生物制品", "to_code": "370300"}
{"from_code": "370400", "from_industry": "医药商业", "rel": "上级行业", "to_industry": "医药生物", "to_code": "370000"}
{"from_code": "370402", "from_industry": "医药流通", "rel": "上级行业", "to_industry": "医药商业", "to_code": "370400"}
{"from_code": "370403", "from_industry": "线下药店", "rel": "上级行业", "to_industry": "医药商业", "to_code": "370400"}
{"from_code": "370404", "from_industry": "互联网药店", "rel": "上级行业", "to_industry": "医药商业", "to_code": "370400"}
{"from_code": "370500", "from_industry": "医疗器械", "rel": "上级行业", "to_industry": "医药生物", "to_code": "370000"}
{"from_code": "370502", "from_industry": "医疗设备", "rel": "上级行业", "to_industry": "医疗器械", "to_code": "370500"}
{"from_code": "370503", "from_industry": "医疗耗材", "rel": "上级行业", "to_industry": "医疗器械", "to_code": "370500"}
{"from_code": "370504", "from_industry": "体外诊断", "rel": "上级行业", "to_industry": "医疗器械", "to_code": "370500"}
{"from_code": "370600", "from_industry": "医疗服务", "rel": "上级行业", "to_industry": "医药生物", "to_code": "370000"}
{"from_code": "370602", "from_industry": "诊断服务", "rel": "上级行业", "to_industry": "医疗服务", "to_code": "370600"}
{"from_code": "370603", "from_industry": "医疗研发外包", "rel": "上级行业", "to_industry": "医疗服务", "to_code": "370600"}
{"from_code": "370604", "from_industry": "医院", "rel": "上级行业", "to_industry": "医疗服务", "to_code": "370600"}
{"from_code": "370605", "from_industry": "其他医疗服务", "rel": "上级行业", "to_industry": "医疗服务", "to_code": "370600"}
{"from_code": "410100", "from_industry": "电力", "rel": "上级行业", "to_industry": "公用事业", "to_code": "410000"}
{"from_code": "410101", "from_industry": "火力发电", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410102", "from_industry": "水力发电", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410104", "from_industry": "热力服务", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410106", "from_industry": "光伏发电", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410107", "from_industry": "风力发电", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410108", "from_industry": "核力发电", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410109", "from_industry": "其他能源发电", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410110", "from_industry": "电能综合服务", "rel": "上级行业", "to_industry": "电力", "to_code": "410100"}
{"from_code": "410300", "from_industry": "燃气Ⅱ", "rel": "上级行业", "to_industry": "公用事业", "to_code": "410000"}
{"from_code": "410301", "from_industry": "燃气Ⅲ", "rel": "上级行业", "to_industry": "燃气Ⅱ", "to_code": "410300"}
{"from_code": "421102", "from_industry": "港口", "rel": "上级行业", "to_industry": "航运港口", "to_code": "421100"}
{"from_code": "420800", "from_industry": "物流", "rel": "上级行业", "to_industry": "交通运输", "to_code": "420000"}
{"from_code": "420802", "from_industry": "原材料供应链服务", "rel": "上级行业", "to_industry": "物流", "to_code": "420800"}
{"from_code": "420803", "from_industry": "中间产品及消费品供应链服务", "rel": "上级行业", "to_industry": "物流", "to_code": "420800"}
{"from_code": "420804", "from_industry": "快递", "rel": "上级行业", "to_industry": "物流", "to_code": "420800"}
{"from_code": "420805", "from_industry": "跨境物流", "rel": "上级行业", "to_industry": "物流", "to_code": "420800"}
{"from_code": "420806", "from_industry": "仓储物流", "rel": "上级行业", "to_industry": "物流", "to_code": "420800"}
{"from_code": "420807", "from_industry": "公路货运", "rel": "上级行业", "to_industry": "物流", "to_code": "420800"}
{"from_code": "420900", "from_industry": "铁路公路", "rel": "上级行业", "to_industry": "交通运输", "to_code": "420000"}
{"from_code": "420901", "from_industry": "高速公路", "rel": "上级行业", "to_industry": "铁路公路", "to_code": "420900"}
{"from_code": "420902", "from_industry": "公交", "rel": "上级行业", "to_industry": "铁路公路", "to_code": "420900"}
{"from_code": "420903", "from_industry": "铁路运输", "rel": "上级行业", "to_industry": "铁路公路", "to_code": "420900"}
{"from_code": "421000", "from_industry": "航空机场", "rel": "上级行业", "to_industry": "交通运输", "to_code": "420000"}
{"from_code": "421001", "from_industry": "航空运输", "rel": "上级行业", "to_industry": "航空机场", "to_code": "421000"}
{"from_code": "421002", "from_industry": "机场", "rel": "上级行业", "to_industry": "航空机场", "to_code": "421000"}
{"from_code": "421100", "from_industry": "航运港口", "rel": "上级行业", "to_industry": "交通运输", "to_code": "420000"}
{"from_code": "421101", "from_industry": "航运", "rel": "上级行业", "to_industry": "航运港口", "to_code": "421100"}
{"from_code": "430100", "from_industry": "房地产开发", "rel": "上级行业", "to_industry": "房地产", "to_code": "430000"}
{"from_code": "430101", "from_industry": "住宅开发", "rel": "上级行业", "to_industry": "房地产开发", "to_code": "430100"}
{"from_code": "430102", "from_industry": "商业地产", "rel": "上级行业", "to_industry": "房地产开发", "to_code": "430100"}
{"from_code": "430103", "from_industry": "产业地产", "rel": "上级行业", "to_industry": "房地产开发", "to_code": "430100"}
{"from_code": "430300", "from_industry": "房地产服务", "rel": "上级行业", "to_industry": "房地产", "to_code": "430000"}
{"from_code": "430301", "from_industry": "物业管理", "rel": "上级行业", "to_industry": "房地产服务", "to_code": "430300"}
{"from_code": "430302", "from_industry": "房产租赁经纪", "rel": "上级行业", "to_industry": "房地产服务", "to_code": "430300"}
{"from_code": "430303", "from_industry": "房地产综合服务", "rel": "上级行业", "to_industry": "房地产服务", "to_code": "430300"}
{"from_code": "450200", "from_industry": "贸易Ⅱ", "rel": "上级行业", "to_industry": "商贸零售", "to_code": "450000"}
{"from_code": "450201", "from_industry": "贸易Ⅲ", "rel": "上级行业", "to_industry": "贸易Ⅱ", "to_code": "450200"}
{"from_code": "450300", "from_industry": "一般零售", "rel": "上级行业", "to_industry": "商贸零售", "to_code": "450000"}
{"from_code": "450301", "from_industry": "百货", "rel": "上级行业", "to_industry": "一般零售", "to_code": "450300"}
{"from_code": "450302", "from_industry": "超市", "rel": "上级行业", "to_industry": "一般零售", "to_code": "450300"}
{"from_code": "450303", "from_industry": "多业态零售", "rel": "上级行业", "to_industry": "一般零售", "to_code": "450300"}
{"from_code": "450304", "from_industry": "商业物业经营", "rel": "上级行业", "to_industry": "一般零售", "to_code": "450300"}
{"from_code": "450400", "from_industry": "专业连锁Ⅱ", "rel": "上级行业", "to_industry": "商贸零售", "to_code": "450000"}
{"from_code": "450401", "from_industry": "专业连锁Ⅲ", "rel": "上级行业", "to_industry": "专业连锁Ⅱ", "to_code": "450400"}
{"from_code": "450600", "from_industry": "互联网电商", "rel": "上级行业", "to_industry": "商贸零售", "to_code": "450000"}
{"from_code": "450601", "from_industry": "综合电商", "rel": "上级行业", "to_industry": "互联网电商", "to_code": "450600"}
{"from_code": "450602", "from_industry": "跨境电商", "rel": "上级行业", "to_industry": "互联网电商", "to_code": "450600"}
{"from_code": "450603", "from_industry": "电商服务", "rel": "上级行业", "to_industry": "互联网电商", "to_code": "450600"}
{"from_code": "450700", "from_industry": "旅游零售Ⅱ", "rel": "上级行业", "to_industry": "商贸零售", "to_code": "450000"}
{"from_code": "450701", "from_industry": "旅游零售Ⅲ", "rel": "上级行业", "to_industry": "旅游零售Ⅱ", "to_code": "450700"}
{"from_code": "460600", "from_industry": "体育Ⅱ", "rel": "上级行业", "to_industry": "社会服务", "to_code": "460000"}
{"from_code": "460601", "from_industry": "体育Ⅲ", "rel": "上级行业", "to_industry": "体育Ⅱ", "to_code": "460600"}
{"from_code": "460700", "from_industry": "本地生活服务Ⅱ", "rel": "上级行业", "to_industry": "社会服务", "to_code": "460000"}
{"from_code": "460701", "from_industry": "本地生活服务Ⅲ", "rel": "上级行业", "to_industry": "本地生活服务Ⅱ", "to_code": "460700"}
{"from_code": "460800", "from_industry": "专业服务", "rel": "上级行业", "to_industry": "社会服务", "to_code": "460000"}
{"from_code": "460801", "from_industry": "人力资源服务", "rel": "上级行业", "to_industry": "专业服务", "to_code": "460800"}
{"from_code": "460802", "from_industry": "检测服务", "rel": "上级行业", "to_industry": "专业服务", "to_code": "460800"}
{"from_code": "460803", "from_industry": "会展服务", "rel": "上级行业", "to_industry": "专业服务", "to_code": "460800"}
{"from_code": "460804", "from_industry": "其他专业服务", "rel": "上级行业", "to_industry": "专业服务", "to_code": "460800"}
{"from_code": "460900", "from_industry": "酒店餐饮", "rel": "上级行业", "to_industry": "社会服务", "to_code": "460000"}
{"from_code": "460901", "from_industry": "酒店", "rel": "上级行业", "to_industry": "酒店餐饮", "to_code": "460900"}
{"from_code": "460902", "from_industry": "餐饮", "rel": "上级行业", "to_industry": "酒店餐饮", "to_code": "460900"}
{"from_code": "461000", "from_industry": "旅游及景区", "rel": "上级行业", "to_industry": "社会服务", "to_code": "460000"}
{"from_code": "461001", "from_industry": "博彩", "rel": "上级行业", "to_industry": "旅游及景区", "to_code": "461000"}
{"from_code": "461002", "from_industry": "人工景区", "rel": "上级行业", "to_industry": "旅游及景区", "to_code": "461000"}
{"from_code": "461003", "from_industry": "自然景区", "rel": "上级行业", "to_industry": "旅游及景区", "to_code": "461000"}
{"from_code": "461004", "from_industry": "旅游综合", "rel": "上级行业", "to_industry": "旅游及景区", "to_code": "461000"}
{"from_code": "461100", "from_industry": "教育", "rel": "上级行业", "to_industry": "社会服务", "to_code": "460000"}
{"from_code": "461101", "from_industry": "学历教育", "rel": "上级行业", "to_industry": "教育", "to_code": "461100"}
{"from_code": "461102", "from_industry": "培训教育", "rel": "上级行业", "to_industry": "教育", "to_code": "461100"}
{"from_code": "461103", "from_industry": "教育运营及其他", "rel": "上级行业", "to_industry": "教育", "to_code": "461100"}
{"from_code": "480200", "from_industry": "国有大型银行Ⅱ", "rel": "上级行业", "to_industry": "银行", "to_code": "480000"}
{"from_code": "480201", "from_industry": "国有大型银行Ⅲ", "rel": "上级行业", "to_industry": "国有大型银行Ⅱ", "to_code": "480200"}
{"from_code": "480300", "from_industry": "股份制银行Ⅱ", "rel": "上级行业", "to_industry": "银行", "to_code": "480000"}
{"from_code": "480301", "from_industry": "股份制银行Ⅲ", "rel": "上级行业", "to_industry": "股份制银行Ⅱ", "to_code": "480300"}
{"from_code": "480400", "from_industry": "城商行Ⅱ", "rel": "上级行业", "to_industry": "银行", "to_code": "480000"}
{"from_code": "480401", "from_industry": "城商行Ⅲ", "rel": "上级行业", "to_industry": "城商行Ⅱ", "to_code": "480400"}
{"from_code": "480500", "from_industry": "农商行Ⅱ", "rel": "上级行业", "to_industry": "银行", "to_code": "480000"}
{"from_code": "480501", "from_industry": "农商行Ⅲ", "rel": "上级行业", "to_industry": "农商行Ⅱ", "to_code": "480500"}
{"from_code": "480600", "from_industry": "其他银行Ⅱ", "rel": "上级行业", "to_industry": "银行", "to_code": "480000"}
{"from_code": "480601", "from_industry": "其他银行Ⅲ", "rel": "上级行业", "to_industry": "其他银行Ⅱ", "to_code": "480600"}
{"from_code": "490100", "from_industry": "证券Ⅱ", "rel": "上级行业", "to_industry": "非银金融", "to_code": "490000"}
{"from_code": "490101", "from_industry": "证券Ⅲ", "rel": "上级行业", "to_industry": "证券Ⅱ", "to_code": "490100"}
{"from_code": "490200", "from_industry": "保险Ⅱ", "rel": "上级行业", "to_industry": "非银金融", "to_code": "490000"}
{"from_code": "490201", "from_industry": "保险Ⅲ", "rel": "上级行业", "to_industry": "保险Ⅱ", "to_code": "490200"}
{"from_code": "490300", "from_industry": "多元金融", "rel": "上级行业", "to_industry": "非银金融", "to_code": "490000"}
{"from_code": "490302", "from_industry": "金融控股", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "490303", "from_industry": "期货", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "490304", "from_industry": "信托", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "490305", "from_industry": "租赁", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "490306", "from_industry": "金融信息服务", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "490307", "from_industry": "资产管理", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "490308", "from_industry": "其他多元金融", "rel": "上级行业", "to_industry": "多元金融", "to_code": "490300"}
{"from_code": "510100", "from_industry": "综合Ⅱ", "rel": "上级行业", "to_industry": "综合", "to_code": "510000"}
{"from_code": "510101", "from_industry": "综合Ⅲ", "rel": "上级行业", "to_industry": "综合Ⅱ", "to_code": "510100"}
{"from_code": "610100", "from_industry": "水泥", "rel": "上级行业", "to_industry": "建筑材料", "to_code": "610000"}
{"from_code": "610101", "from_industry": "水泥制造", "rel": "上级行业", "to_industry": "水泥", "to_code": "610100"}
{"from_code": "610102", "from_industry": "水泥制品", "rel": "上级行业", "to_industry": "水泥", "to_code": "610100"}
{"from_code": "610200", "from_industry": "玻璃玻纤", "rel": "上级行业", "to_industry": "建筑材料", "to_code": "610000"}
{"from_code": "610201", "from_industry": "玻璃制造", "rel": "上级行业", "to_industry": "玻璃玻纤", "to_code": "610200"}
{"from_code": "610202", "from_industry": "玻纤制造", "rel": "上级行业", "to_industry": "玻璃玻纤", "to_code": "610200"}
{"from_code": "610300", "from_industry": "装修建材", "rel": "上级行业", "to_industry": "建筑材料", "to_code": "610000"}
{"from_code": "610301", "from_industry": "耐火材料", "rel": "上级行业", "to_industry": "装修建材", "to_code": "610300"}
{"from_code": "610302", "from_industry": "管材", "rel": "上级行业", "to_industry": "装修建材", "to_code": "610300"}
{"from_code": "610303", "from_industry": "其他建材", "rel": "上级行业", "to_industry": "装修建材", "to_code": "610300"}
{"from_code": "610304", "from_industry": "防水材料", "rel": "上级行业", "to_industry": "装修建材", "to_code": "610300"}
{"from_code": "610305", "from_industry": "涂料", "rel": "上级行业", "to_industry": "装修建材", "to_code": "610300"}
{"from_code": "620100", "from_industry": "房屋建设Ⅱ", "rel": "上级行业", "to_industry": "建筑装饰", "to_code": "620000"}
{"from_code": "620101", "from_industry": "房屋建设Ⅲ", "rel": "上级行业", "to_industry": "房屋建设Ⅱ", "to_code": "620100"}
{"from_code": "620200", "from_industry": "装修装饰Ⅱ", "rel": "上级行业", "to_industry": "建筑装饰", "to_code": "620000"}
{"from_code": "350102", "from_industry": "棉纺", "rel": "上级行业", "to_industry": "纺织制造", "to_code": "350100"}
{"from_code": "620201", "from_industry": "装修装饰Ⅲ", "rel": "上级行业", "to_industry": "装修装饰Ⅱ", "to_code": "620200"}
{"from_code": "620300", "from_industry": "基础建设", "rel": "上级行业", "to_industry": "建筑装饰", "to_code": "620000"}
{"from_code": "620306", "from_industry": "基建市政工程", "rel": "上级行业", "to_industry": "基础建设", "to_code": "620300"}
{"from_code": "620400", "from_industry": "专业工程", "rel": "上级行业", "to_industry": "建筑装饰", "to_code": "620000"}
{"from_code": "620401", "from_industry": "钢结构", "rel": "上级行业", "to_industry": "专业工程", "to_code": "620400"}
{"from_code": "620402", "from_industry": "化学工程", "rel": "上级行业", "to_industry": "专业工程", "to_code": "620400"}
{"from_code": "620403", "from_industry": "国际工程", "rel": "上级行业", "to_industry": "专业工程", "to_code": "620400"}
{"from_code": "620404", "from_industry": "其他专业工程", "rel": "上级行业", "to_industry": "专业工程", "to_code": "620400"}
{"from_code": "620307", "from_industry": "园林工程", "rel": "上级行业", "to_industry": "基础建设", "to_code": "620300"}
{"from_code": "620600", "from_industry": "工程咨询服务Ⅱ", "rel": "上级行业", "to_industry": "建筑装饰", "to_code": "620000"}
{"from_code": "620601", "from_industry": "工程咨询服务Ⅲ", "rel": "上级行业", "to_industry": "工程咨询服务Ⅱ", "to_code": "620600"}
{"from_code": "630100", "from_industry": "电机Ⅱ", "rel": "上级行业", "to_industry": "电力设备", "to_code": "630000"}
{"from_code": "630101", "from_industry": "电机Ⅲ", "rel": "上级行业", "to_industry": "电机Ⅱ", "to_code": "630100"}
{"from_code": "630300", "from_industry": "其他电源设备Ⅱ", "rel": "上级行业", "to_industry": "电力设备", "to_code": "630000"}
{"from_code": "630301", "from_industry": "综合电力设备商", "rel": "上级行业", "to_industry": "其他电源设备Ⅱ", "to_code": "630300"}
{"from_code": "630304", "from_industry": "火电设备", "rel": "上级行业", "to_industry": "其他电源设备Ⅱ", "to_code": "630300"}
{"from_code": "630306", "from_industry": "其他电源设备Ⅲ", "rel": "上级行业", "to_industry": "其他电源设备Ⅱ", "to_code": "630300"}
{"from_code": "630500", "from_industry": "光伏设备", "rel": "上级行业", "to_industry": "电力设备", "to_code": "630000"}
{"from_code": "630501", "from_industry": "硅料硅片", "rel": "上级行业", "to_industry": "光伏设备", "to_code": "630500"}
{"from_code": "630502", "from_industry": "光伏电池组件", "rel": "上级行业", "to_industry": "光伏设备", "to_code": "630500"}
{"from_code": "630503", "from_industry": "逆变器", "rel": "上级行业", "to_industry": "光伏设备", "to_code": "630500"}
{"from_code": "630504", "from_industry": "光伏辅材", "rel": "上级行业", "to_industry": "光伏设备", "to_code": "630500"}
{"from_code": "630505", "from_industry": "光伏加工设备", "rel": "上级行业", "to_industry": "光伏设备", "to_code": "630500"}
{"from_code": "630600", "from_industry": "风电设备", "rel": "上级行业", "to_industry": "电力设备", "to_code": "630000"}
{"from_code": "630601", "from_industry": "风电整机", "rel": "上级行业", "to_industry": "风电设备", "to_code": "630600"}
{"from_code": "630602", "from_industry": "风电零部件", "rel": "上级行业", "to_industry": "风电设备", "to_code": "630600"}
{"from_code": "630700", "from_industry": "电池", "rel": "上级行业", "to_industry": "电力设备", "to_code": "630000"}
{"from_code": "630701", "from_industry": "锂电池", "rel": "上级行业", "to_industry": "电池", "to_code": "630700"}
{"from_code": "630702", "from_industry": "电池化学品", "rel": "上级行业", "to_industry": "电池", "to_code": "630700"}
{"from_code": "630703", "from_industry": "锂电专用设备", "rel": "上级行业", "to_industry": "电池", "to_code": "630700"}
{"from_code": "630704", "from_industry": "燃料电池", "rel": "上级行业", "to_industry": "电池", "to_code": "630700"}
{"from_code": "630705", "from_industry": "蓄电池及其他电池", "rel": "上级行业", "to_industry": "电池", "to_code": "630700"}
{"from_code": "630800", "from_industry": "电网设备", "rel": "上级行业", "to_industry": "电力设备", "to_code": "630000"}
{"from_code": "630801", "from_industry": "输变电设备", "rel": "上级行业", "to_industry": "电网设备", "to_code": "630800"}
{"from_code": "630802", "from_industry": "配电设备", "rel": "上级行业", "to_industry": "电网设备", "to_code": "630800"}
{"from_code": "630803", "from_industry": "电网自动化设备", "rel": "上级行业", "to_industry": "电网设备", "to_code": "630800"}
{"from_code": "630804", "from_industry": "电工仪器仪表", "rel": "上级行业", "to_industry": "电网设备", "to_code": "630800"}
{"from_code": "630805", "from_industry": "线缆部件及其他", "rel": "上级行业", "to_industry": "电网设备", "to_code": "630800"}
{"from_code": "640100", "from_industry": "通用设备", "rel": "上级行业", "to_industry": "机械设备", "to_code": "640000"}
{"from_code": "640101", "from_industry": "机床工具", "rel": "上级行业", "to_industry": "通用设备", "to_code": "640100"}
{"from_code": "640103", "from_industry": "磨具磨料", "rel": "上级行业", "to_industry": "通用设备", "to_code": "640100"}
{"from_code": "640105", "from_industry": "制冷空调设备", "rel": "上级行业", "to_industry": "通用设备", "to_code": "640100"}
{"from_code": "640106", "from_industry": "其他通用设备", "rel": "上级行业", "to_industry": "通用设备", "to_code": "640100"}
{"from_code": "640200", "from_industry": "专用设备", "rel": "上级行业", "to_industry": "机械设备", "to_code": "640000"}
{"from_code": "640203", "from_industry": "能源及重型设备", "rel": "上级行业", "to_industry": "专用设备", "to_code": "640200"}
{"from_code": "640204", "from_industry": "楼宇设备", "rel": "上级行业", "to_industry": "专用设备", "to_code": "640200"}
{"from_code": "640206", "from_industry": "纺织服装设备", "rel": "上级行业", "to_industry": "专用设备", "to_code": "640200"}
{"from_code": "640207", "from_industry": "农用机械", "rel": "上级行业", "to_industry": "专用设备", "to_code": "640200"}
{"from_code": "640208", "from_industry": "印刷包装机械", "rel": "上级行业", "to_industry": "专用设备", "to_code": "640200"}
{"from_code": "640209", "from_industry": "其他专用设备", "rel": "上级行业", "to_industry": "专用设备", "to_code": "640200"}
{"from_code": "640107", "from_industry": "仪器仪表", "rel": "上级行业", "to_industry": "通用设备", "to_code": "640100"}
{"from_code": "640108", "from_industry": "金属制品", "rel": "上级行业", "to_industry": "通用设备", "to_code": "640100"}
{"from_code": "640500", "from_industry": "轨交设备Ⅱ", "rel": "上级行业", "to_industry": "机械设备", "to_code": "640000"}
{"from_code": "640501", "from_industry": "轨交设备Ⅲ", "rel": "上级行业", "to_industry": "轨交设备Ⅱ", "to_code": "640500"}
{"from_code": "640600", "from_industry": "工程机械", "rel": "上级行业", "to_industry": "机械设备", "to_code": "640000"}
{"from_code": "640601", "from_industry": "工程机械整机", "rel": "上级行业", "to_industry": "工程机械", "to_code": "640600"}
{"from_code": "640602", "from_industry": "工程机械器件", "rel": "上级行业", "to_industry": "工程机械", "to_code": "640600"}
{"from_code": "640700", "from_industry": "自动化设备", "rel": "上级行业", "to_industry": "机械设备", "to_code": "640000"}
{"from_code": "640701", "from_industry": "机器人", "rel": "上级行业", "to_industry": "自动化设备", "to_code": "640700"}
{"from_code": "640702", "from_industry": "工控设备", "rel": "上级行业", "to_industry": "自动化设备", "to_code": "640700"}
{"from_code": "640703", "from_industry": "激光设备", "rel": "上级行业", "to_industry": "自动化设备", "to_code": "640700"}
{"from_code": "640704", "from_industry": "其他自动化设备", "rel": "上级行业", "to_industry": "自动化设备", "to_code": "640700"}
{"from_code": "650100", "from_industry": "航天装备Ⅱ", "rel": "上级行业", "to_industry": "国防军工", "to_code": "650000"}
{"from_code": "650101", "from_industry": "航天装备Ⅲ", "rel": "上级行业", "to_industry": "航天装备Ⅱ", "to_code": "650100"}
{"from_code": "650200", "from_industry": "航空装备Ⅱ", "rel": "上级行业", "to_industry": "国防军工", "to_code": "650000"}
{"from_code": "650201", "from_industry": "航空装备Ⅲ", "rel": "上级行业", "to_industry": "航空装备Ⅱ", "to_code": "650200"}
{"from_code": "650300", "from_industry": "地面兵装Ⅱ", "rel": "上级行业", "to_industry": "国防军工", "to_code": "650000"}
{"from_code": "650301", "from_industry": "地面兵装Ⅲ", "rel": "上级行业", "to_industry": "地面兵装Ⅱ", "to_code": "650300"}
{"from_code": "650400", "from_industry": "航海装备Ⅱ", "rel": "上级行业", "to_industry": "国防军工", "to_code": "650000"}
{"from_code": "650401", "from_industry": "航海装备Ⅲ", "rel": "上级行业", "to_industry": "航海装备Ⅱ", "to_code": "650400"}
{"from_code": "650500", "from_industry": "军工电子Ⅱ", "rel": "上级行业", "to_industry": "国防军工", "to_code": "650000"}
{"from_code": "650501", "from_industry": "军工电子Ⅲ", "rel": "上级行业", "to_industry": "军工电子Ⅱ", "to_code": "650500"}
{"from_code": "710100", "from_industry": "计算机设备", "rel": "上级行业", "to_industry": "计算机", "to_code": "710000"}
{"from_code": "710102", "from_industry": "安防设备", "rel": "上级行业", "to_industry": "计算机设备", "to_code": "710100"}
{"from_code": "710103", "from_industry": "其他计算机设备", "rel": "上级行业", "to_industry": "计算机设备", "to_code": "710100"}
{"from_code": "710300", "from_industry": "IT服务Ⅱ", "rel": "上级行业", "to_industry": "计算机", "to_code": "710000"}
{"from_code": "710301", "from_industry": "IT服务Ⅲ", "rel": "上级行业", "to_industry": "IT服务Ⅱ", "to_code": "710300"}
{"from_code": "710400", "from_industry": "软件开发", "rel": "上级行业", "to_industry": "计算机", "to_code": "710000"}
{"from_code": "710401", "from_industry": "垂直应用软件", "rel": "上级行业", "to_industry": "软件开发", "to_code": "710400"}
{"from_code": "710402", "from_industry": "横向通用软件", "rel": "上级行业", "to_industry": "软件开发", "to_code": "710400"}
{"from_code": "720400", "from_industry": "游戏Ⅱ", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "720401", "from_industry": "游戏Ⅲ", "rel": "上级行业", "to_industry": "游戏Ⅱ", "to_code": "720400"}
{"from_code": "720500", "from_industry": "广告营销", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "720501", "from_industry": "营销代理", "rel": "上级行业", "to_industry": "广告营销", "to_code": "720500"}
{"from_code": "720502", "from_industry": "广告媒体", "rel": "上级行业", "to_industry": "广告营销", "to_code": "720500"}
{"from_code": "720600", "from_industry": "影视院线", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "720601", "from_industry": "影视动漫制作", "rel": "上级行业", "to_industry": "影视院线", "to_code": "720600"}
{"from_code": "720602", "from_industry": "院线", "rel": "上级行业", "to_industry": "影视院线", "to_code": "720600"}
{"from_code": "720700", "from_industry": "数字媒体", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "720701", "from_industry": "视频媒体", "rel": "上级行业", "to_industry": "数字媒体", "to_code": "720700"}
{"from_code": "720702", "from_industry": "音频媒体", "rel": "上级行业", "to_industry": "数字媒体", "to_code": "720700"}
{"from_code": "720703", "from_industry": "图片媒体", "rel": "上级行业", "to_industry": "数字媒体", "to_code": "720700"}
{"from_code": "720704", "from_industry": "门户网站", "rel": "上级行业", "to_industry": "数字媒体", "to_code": "720700"}
{"from_code": "720705", "from_industry": "文字媒体", "rel": "上级行业", "to_industry": "数字媒体", "to_code": "720700"}
{"from_code": "720706", "from_industry": "其他数字媒体", "rel": "上级行业", "to_industry": "数字媒体", "to_code": "720700"}
{"from_code": "720800", "from_industry": "社交Ⅱ", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "720801", "from_industry": "社交Ⅲ", "rel": "上级行业", "to_industry": "社交Ⅱ", "to_code": "720800"}
{"from_code": "720900", "from_industry": "出版", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "720901", "from_industry": "教育出版", "rel": "上级行业", "to_industry": "出版", "to_code": "720900"}
{"from_code": "720902", "from_industry": "大众出版", "rel": "上级行业", "to_industry": "出版", "to_code": "720900"}
{"from_code": "720903", "from_industry": "其他出版", "rel": "上级行业", "to_industry": "出版", "to_code": "720900"}
{"from_code": "721000", "from_industry": "电视广播Ⅱ", "rel": "上级行业", "to_industry": "传媒", "to_code": "720000"}
{"from_code": "721001", "from_industry": "电视广播Ⅲ", "rel": "上级行业", "to_industry": "电视广播Ⅱ", "to_code": "721000"}
{"from_code": "730100", "from_industry": "通信服务", "rel": "上级行业", "to_industry": "通信", "to_code": "730000"}
{"from_code": "730102", "from_industry": "电信运营商", "rel": "上级行业", "to_industry": "通信服务", "to_code": "730100"}
{"from_code": "730103", "from_industry": "通信工程及服务", "rel": "上级行业", "to_industry": "通信服务", "to_code": "730100"}
{"from_code": "730104", "from_industry": "通信应用增值服务", "rel": "上级行业", "to_industry": "通信服务", "to_code": "730100"}
{"from_code": "730200", "from_industry": "通信设备", "rel": "上级行业", "to_industry": "通信", "to_code": "730000"}
{"from_code": "730204", "from_industry": "通信网络设备及器件", "rel": "上级行业", "to_industry": "通信设备", "to_code": "730200"}
{"from_code": "730205", "from_industry": "通信线缆及配套", "rel": "上级行业", "to_industry": "通信设备", "to_code": "730200"}
{"from_code": "730206", "from_industry": "通信终端及配件", "rel": "上级行业", "to_industry": "通信设备", "to_code": "730200"}
{"from_code": "730207", "from_industry": "其他通信设备", "rel": "上级行业", "to_industry": "通信设备", "to_code": "730200"}
{"from_code": "740100", "from_industry": "煤炭开采", "rel": "上级行业", "to_industry": "煤炭", "to_code": "740000"}
{"from_code": "740101", "from_industry": "动力煤", "rel": "上级行业", "to_industry": "煤炭开采", "to_code": "740100"}
{"from_code": "740102", "from_industry": "焦煤", "rel": "上级行业", "to_industry": "煤炭开采", "to_code": "740100"}
{"from_code": "740200", "from_industry": "焦炭Ⅱ", "rel": "上级行业", "to_industry": "煤炭", "to_code": "740000"}
{"from_code": "740201", "from_industry": "焦炭Ⅲ", "rel": "上级行业", "to_industry": "焦炭Ⅱ", "to_code": "740200"}
{"from_code": "750100", "from_industry": "油气开采Ⅱ", "rel": "上级行业", "to_industry": "石油石化", "to_code": "750000"}
{"from_code": "750101", "from_industry": "油气开采Ⅲ", "rel": "上级行业", "to_industry": "油气开采Ⅱ", "to_code": "750100"}
{"from_code": "750200", "from_industry": "油服工程", "rel": "上级行业", "to_industry": "石油石化", "to_code": "750000"}
{"from_code": "750201", "from_industry": "油田服务", "rel": "上级行业", "to_industry": "油服工程", "to_code": "750200"}
{"from_code": "750202", "from_industry": "油气及炼化工程", "rel": "上级行业", "to_industry": "油服工程", "to_code": "750200"}
{"from_code": "750300", "from_industry": "炼化及贸易", "rel": "上级行业", "to_industry": "石油石化", "to_code": "750000"}
{"from_code": "750301", "from_industry": "炼油化工", "rel": "上级行业", "to_industry": "炼化及贸易", "to_code": "750300"}
{"from_code": "750302", "from_industry": "油品石化贸易", "rel": "上级行业", "to_industry": "炼化及贸易", "to_code": "750300"}
{"from_code": "750303", "from_industry": "其他石化", "rel": "上级行业", "to_industry": "炼化及贸易", "to_code": "750300"}
{"from_code": "760100", "from_industry": "环境治理", "rel": "上级行业", "to_industry": "环保", "to_code": "760000"}
{"from_code": "760101", "from_industry": "大气治理", "rel": "上级行业", "to_industry": "环境治理", "to_code": "760100"}
{"from_code": "760102", "from_industry": "水务及水治理", "rel": "上级行业", "to_industry": "环境治理", "to_code": "760100"}
{"from_code": "760103", "from_industry": "固废治理", "rel": "上级行业", "to_industry": "环境治理", "to_code": "760100"}
{"from_code": "760104", "from_industry": "综合环境治理", "rel": "上级行业", "to_industry": "环境治理", "to_code": "760100"}
{"from_code": "760200", "from_industry": "环保设备Ⅱ", "rel": "上级行业", "to_industry": "环保", "to_code": "760000"}
{"from_code": "760201", "from_industry": "环保设备Ⅲ", "rel": "上级行业", "to_industry": "环保设备Ⅱ", "to_code": "760200"}
{"from_code": "770100", "from_industry": "个护用品", "rel": "上级行业", "to_industry": "美容护理", "to_code": "770000"}
{"from_code": "770101", "from_industry": "生活用纸", "rel": "上级行业", "to_industry": "个护用品", "to_code": "770100"}
{"from_code": "770102", "from_industry": "洗护用品", "rel": "上级行业", "to_industry": "个护用品", "to_code": "770100"}
{"from_code": "770200", "from_industry": "化妆品", "rel": "上级行业", "to_industry": "美容护理", "to_code": "770000"}
{"from_code": "770201", "from_industry": "化妆品制造及其他", "rel": "上级行业", "to_industry": "化妆品", "to_code": "770200"}
{"from_code": "770202", "from_industry": "品牌化妆品", "rel": "上级行业", "to_industry": "化妆品", "to_code": "770200"}
{"from_code": "770300", "from_industry": "医疗美容", "rel": "上级行业", "to_industry": "美容护理", "to_code": "770000"}
{"from_code": "770301", "from_industry": "医美耗材", "rel": "上级行业", "to_industry": "医疗美容", "to_code": "770300"}
{"from_code": "770302", "from_industry": "医美服务", "rel": "上级行业", "to_industry": "医疗美容", "to_code": "770300"}

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{"industry": "大众出版", "ups": {"磷肥及磷化工": 4, "原材料供应链服务": 4, "商业地产": 2, "氯碱": 2, "其他化学制品": 2, "港口": 2, "公路货运": 2, "焦炭Ⅲ": 2, "医疗研发外包": 2, "黄金": 2, "教育出版": 1, "营销代理": 1, "游戏Ⅲ": 1, "锂电池": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "住宅开发": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "风力发电": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "煤化工": 1, "无机盐": 1, "纺织化学制品": 1, "聚氨酯": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "氮肥": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "空调": 1, "水泥制品": 1, "水泥制造": 1, "高速公路": 1, "动力煤": 1, "焦煤": 1, "粮食种植": 1, "综合乘用车": 1, "印刷": 1, "贸易Ⅲ": 1, "超市": 1, "炼油化工": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "保健品": 1, "铝": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "教育出版", "ups": {}}
{"industry": "电视广播Ⅲ", "ups": {}}
{"industry": "广告媒体", "ups": {}}
{"industry": "营销代理", "ups": {"贸易Ⅲ": 3, "纯碱": 2, "氯碱": 2, "原材料供应链服务": 2, "炼油化工": 2, "消费电子零部件及组装": 1, "航海装备Ⅲ": 1, "大气治理": 1, "氮肥": 1, "农药": 1, "玻纤制造": 1, "果蔬加工": 1, "其他种植业": 1, "底盘与发动机系统": 1, "其他汽车零部件": 1, "会展服务": 1, "白酒Ⅲ": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "门户网站", "ups": {}}
{"industry": "视频媒体", "ups": {"商业地产": 2, "原材料供应链服务": 2, "油品石化贸易": 2, "营销代理": 1, "电池化学品": 1, "锂电池": 1, "配电设备": 1, "板材": 1, "燃气Ⅲ": 1, "环保设备Ⅲ": 1, "综合环境治理": 1, "工程机械整机": 1, "纯碱": 1, "涂料油墨": 1, "空调": 1, "水泥制造": 1, "其他建材Ⅲ": 1, "港口": 1, "高速公路": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "综合乘用车": 1, "贸易Ⅲ": 1, "超市": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "图片媒体", "ups": {}}
{"industry": "文字媒体", "ups": {}}
{"industry": "影视动漫制作", "ups": {"特钢Ⅲ": 2, "冶钢辅料": 2, "无机盐": 2, "磷肥及磷化工": 2, "营销代理": 1, "配电设备": 1, "数字芯片设计": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "火力发电": 1, "固废治理": 1, "能源及重型设备": 1, "粘胶": 1, "氯碱": 1, "氮肥": 1, "钾肥": 1, "炭黑": 1, "水泥制造": 1, "焦炭Ⅲ": 1, "动力煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "保健品": 1, "铅锌": 1, "黄金": 1, "稀土": 1, "综合Ⅲ": 1}}
{"industry": "院线", "ups": {}}
{"industry": "游戏Ⅲ", "ups": {"磷肥及磷化工": 5, "氯碱": 3, "氮肥": 3, "原材料供应链服务": 3, "焦炭Ⅲ": 3, "贸易Ⅲ": 3, "医疗研发外包": 3, "商业地产": 2, "煤化工": 2, "聚氨酯": 2, "其他化学制品": 2, "食品及饲料添加剂": 2, "公路货运": 2, "动力煤": 2, "焦煤": 2, "炼油化工": 2, "铝": 2, "铜": 2, "黄金": 2, "营销代理": 1, "锂电池": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "棉纺": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "风力发电": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "纯碱": 1, "无机盐": 1, "纺织化学制品": 1, "涂料油墨": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "IT服务Ⅲ": 1, "空调": 1, "水泥制品": 1, "水泥制造": 1, "港口": 1, "高速公路": 1, "果蔬加工": 1, "粮食种植": 1, "其他种植业": 1, "种子": 1, "综合乘用车": 1, "超市": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "铅锌": 1, "钼": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "电池化学品", "ups": {"原材料供应链服务": 3, "炼油化工": 3, "氯碱": 2, "煤化工": 2, "民爆制品": 2, "贸易Ⅲ": 2, "其他石化": 2, "大众出版": 1, "营销代理": 1, "消费电子零部件及组装": 1, "航海装备Ⅲ": 1, "金属制品": 1, "其他化学原料": 1, "无机盐": 1, "氮肥": 1, "钾肥": 1, "磷肥及磷化工": 1, "农药": 1, "其他塑料制品": 1, "橡胶助剂": 1, "玻纤制造": 1, "港口": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "粮食种植": 1, "底盘与发动机系统": 1, "其他汽车零部件": 1, "会展服务": 1, "铜": 1, "钴": 1, "钼": 1, "综合Ⅲ": 1}}
{"industry": "锂电池", "ups": {"输变电设备": 2, "电机Ⅲ": 1, "其他电子Ⅲ": 1, "纯碱": 1, "氯碱": 1, "氮肥": 1, "动力煤": 1, "焦煤": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "铝": 1}}
{"industry": "锂电专用设备", "ups": {}}
{"industry": "燃料电池", "ups": {}}
{"industry": "蓄电池及其他电池", "ups": {"棉纺": 1, "IT服务Ⅲ": 1, "其他种植业": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "铜": 1}}
{"industry": "电机Ⅲ", "ups": {"其他化学制品": 3, "板材": 2, "纯碱": 2, "基建市政工程": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "保健品": 2, "铅锌": 2, "铜": 2, "钼": 2, "大众出版": 1, "影视动漫制作": 1, "电子化学品Ⅲ": 1, "保险Ⅲ": 1, "金融控股": 1, "长材": 1, "特钢Ⅲ": 1, "铁矿石": 1, "水力发电": 1, "金属制品": 1, "其他化学纤维": 1, "粘胶": 1, "氯碱": 1, "钛白粉": 1, "无机盐": 1, "纺织化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "水泥制造": 1, "高速公路": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "底盘与发动机系统": 1, "贸易Ⅲ": 1, "白酒Ⅲ": 1, "铝": 1, "黄金": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "电工仪器仪表", "ups": {"输变电设备": 2, "电机Ⅲ": 1, "其他能源设备Ⅲ": 1, "其他电子Ⅲ": 1, "其他建材Ⅲ": 1, "原材料供应链服务": 1, "底盘与发动机系统": 1, "会展服务": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "通信网络设备及器件": 1, "综合Ⅲ": 1}}
{"industry": "电网自动化设备", "ups": {"电机Ⅲ": 1, "IT服务Ⅲ": 1, "垂直应用软件": 1}}
{"industry": "配电设备", "ups": {"输变电设备": 3, "原材料供应链服务": 2, "电机Ⅲ": 1, "其他电子Ⅲ": 1, "磷肥及磷化工": 1, "港口": 1, "铜": 1}}
{"industry": "输变电设备", "ups": {"电网自动化设备": 3, "其他农产品加工": 3, "其他种植业": 3, "动力煤": 2, "油品石化贸易": 2, "电池化学品": 1, "电机Ⅲ": 1, "配电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "其他电子Ⅲ": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "燃气Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "综合环境治理": 1, "纯碱": 1, "涂料油墨": 1, "其他建材Ⅲ": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "焦煤": 1, "果蔬加工": 1, "肉鸡养殖": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "烘焙食品": 1, "熟食": 1, "铝": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "线缆部件及其他", "ups": {"电网自动化设备": 2, "输变电设备": 2, "动力煤": 2, "电池化学品": 1, "配电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "纯碱": 1, "氯碱": 1, "氮肥": 1, "钾肥": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "原材料供应链服务": 1, "果蔬加工": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "其他种植业": 1, "种子": 1, "贸易Ⅲ": 1, "培训教育": 1, "铅锌": 1, "黄金": 1, "钴": 1, "钼": 1, "综合Ⅲ": 1}}
{"industry": "风电零部件", "ups": {"焦炭Ⅲ": 4, "氯碱": 2, "钛白粉": 2, "其他化学制品": 2, "食品及饲料添加剂": 2, "基建市政工程": 2, "影视动漫制作": 1, "面板": 1, "保险Ⅲ": 1, "金融控股": 1, "冶钢辅料": 1, "水力发电": 1, "磨具磨料": 1, "能源及重型设备": 1, "其他化学纤维": 1, "民爆制品": 1, "其他塑料制品": 1, "炭黑": 1, "水泥制造": 1, "高速公路": 1, "原材料供应链服务": 1, "底盘与发动机系统": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "保健品": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "风电整机", "ups": {"能源及重型设备": 1, "底盘与发动机系统": 1}}
{"industry": "光伏电池组件", "ups": {"营销代理": 1, "电子化学品Ⅲ": 1, "铁矿石": 1, "纺织化学制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "贸易Ⅲ": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "光伏辅材", "ups": {"光伏电池组件": 1, "其他能源设备Ⅲ": 1, "航空装备Ⅲ": 1, "原材料供应链服务": 1, "铅锌": 1, "铜": 1, "磁性材料": 1, "钼": 1, "钨": 1}}
{"industry": "光伏加工设备", "ups": {"非金属材料Ⅲ": 1}}
{"industry": "硅料硅片", "ups": {"电网自动化设备": 2, "原材料供应链服务": 2, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "钾肥": 1, "磷肥及磷化工": 1, "耐火材料": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "贸易Ⅲ": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1, "其他小金属": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "逆变器", "ups": {}}
{"industry": "火电设备", "ups": {}}
{"industry": "其他能源设备Ⅲ", "ups": {"电网自动化设备": 2, "输变电设备": 1, "线缆部件及其他": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "军工电子Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "安防设备": 1, "其他黑色家电": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "瓷砖地板": 1, "其他通信设备": 1, "通信线缆及配套": 1, "综合Ⅲ": 1}}
{"industry": "综合电力设备商", "ups": {}}
{"industry": "半导体材料", "ups": {"氯碱": 2, "动力煤": 2, "冶钢辅料": 1, "锦纶": 1, "粘胶": 1, "纯碱": 1, "其他化学制品": 1, "涂料油墨": 1, "氮肥": 1, "农药": 1, "改性塑料": 1, "水泥制造": 1, "其他种植业": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "油品石化贸易": 1}}
{"industry": "半导体设备", "ups": {}}
{"industry": "分立器件", "ups": {"半导体设备": 1, "消费电子零部件及组装": 1, "仪器仪表": 1, "油气开采Ⅲ": 1, "其他小金属": 1}}
{"industry": "集成电路封测", "ups": {"风电零部件": 1, "消费电子零部件及组装": 1, "航海装备Ⅲ": 1, "航空装备Ⅲ": 1, "涤纶": 1, "其他建材Ⅲ": 1, "公路货运": 1, "动力煤": 1, "其他汽车零部件": 1, "贸易Ⅲ": 1}}
{"industry": "集成电路制造", "ups": {"蓄电池及其他电池": 1, "电机Ⅲ": 1, "线缆部件及其他": 1, "其他能源设备Ⅲ": 1, "航海装备Ⅲ": 1, "航天装备Ⅲ": 1, "瓷砖地板": 1}}
{"industry": "模拟芯片设计", "ups": {}}
{"industry": "数字芯片设计", "ups": {"原材料供应链服务": 3, "油品石化贸易": 3, "燃气Ⅲ": 2, "铝": 2, "电池化学品": 1, "配电设备": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "综合环境治理": 1, "纯碱": 1, "无机盐": 1, "涂料油墨": 1, "其他建材Ⅲ": 1, "港口": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1}}
{"industry": "电子化学品Ⅲ", "ups": {"食品及饲料添加剂": 2, "磷肥及磷化工": 2, "游戏Ⅲ": 1, "铁矿石": 1, "纺织化学制品": 1, "聚氨酯": 1, "其他化学制品": 1, "涂料油墨": 1, "氮肥": 1, "农药": 1, "水泥制品": 1, "焦炭Ⅲ": 1, "炼油化工": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "LED", "ups": {"营销代理": 1, "军工电子Ⅲ": 1, "IT服务Ⅲ": 1, "垂直应用软件": 1}}
{"industry": "光学元件", "ups": {"原料药": 1}}
{"industry": "面板", "ups": {"棉纺": 2, "其他纺织": 2, "氯碱": 2, "其他化学制品": 2, "磷肥及磷化工": 2, "IT服务Ⅲ": 2, "焦炭Ⅲ": 2, "其他种植业": 2, "医疗研发外包": 2, "游戏Ⅲ": 1, "电机Ⅲ": 1, "半导体材料": 1, "LED": 1, "住宅开发": 1, "印染": 1, "风力发电": 1, "水务及水治理": 1, "煤化工": 1, "纺织化学制品": 1, "聚氨酯": 1, "涂料油墨": 1, "氮肥": 1, "钾肥": 1, "农药": 1, "垂直应用软件": 1, "其他黑色家电": 1, "公路货运": 1, "动力煤": 1, "果蔬加工": 1, "其他农产品加工": 1, "畜禽饲料": 1, "其他养殖": 1, "肉鸡养殖": 1, "粮食种植": 1, "种子": 1, "贸易Ⅲ": 1, "炼油化工": 1, "白酒Ⅲ": 1, "乳品": 1, "软饮料": 1, "医疗耗材": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "其他电子Ⅲ", "ups": {"输变电设备": 3, "电网自动化设备": 2, "面板": 2, "商业地产": 2, "其他农产品加工": 2, "综合Ⅲ": 2, "营销代理": 1, "锂电池": 1, "风电整机": 1, "光伏电池组件": 1, "冶钢辅料": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "航空装备Ⅲ": 1, "环保设备Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "工程机械整机": 1, "楼宇设备": 1, "激光设备": 1, "钛白粉": 1, "空调": 1, "水泥制造": 1, "其他建材Ⅲ": 1, "涂料": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "高速公路": 1, "铁路运输": 1, "原材料供应链服务": 1, "动力煤": 1, "肉鸡养殖": 1, "综合乘用车": 1, "定制家居": 1, "超市": 1}}
{"industry": "品牌消费电子", "ups": {"航空装备Ⅲ": 1, "原材料供应链服务": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "消费电子零部件及组装", "ups": {"油品石化贸易": 2, "电池化学品": 1, "配电设备": 1, "面板": 1, "被动元件": 1, "板材": 1, "燃气Ⅲ": 1, "军工电子Ⅲ": 1, "综合环境治理": 1, "纯碱": 1, "涂料油墨": 1, "其他建材Ⅲ": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "通信网络设备及器件": 1, "铝": 1}}
{"industry": "被动元件", "ups": {"半导体材料": 1, "保险Ⅲ": 1, "氯碱": 1, "煤化工": 1, "其他塑料制品": 1, "其他石化": 1, "铜": 1}}
{"industry": "印制电路板", "ups": {"军工电子Ⅲ": 1, "仪器仪表": 1, "涂料油墨": 1, "IT服务Ⅲ": 1, "垂直应用软件": 1}}
{"industry": "房产租赁经纪", "ups": {}}
{"industry": "物业管理", "ups": {}}
{"industry": "产业地产", "ups": {}}
{"industry": "商业地产", "ups": {}}
{"industry": "住宅开发", "ups": {"电网自动化设备": 2, "板材": 2, "其他化学制品": 2, "基建市政工程": 2, "动力煤": 2, "其他种植业": 2, "贸易Ⅲ": 2, "综合Ⅲ": 2, "影视动漫制作": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "棉纺": 1, "钟表珠宝": 1, "保险Ⅲ": 1, "金融控股": 1, "长材": 1, "特钢Ⅲ": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "水力发电": 1, "固废治理": 1, "水务及水治理": 1, "其他化学纤维": 1, "纯碱": 1, "氯碱": 1, "钛白粉": 1, "聚氨酯": 1, "磷肥及磷化工": 1, "IT服务Ⅲ": 1, "水泥制造": 1, "涂料": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "高速公路": 1, "铁路运输": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "生猪养殖": 1, "种子": 1, "超市": 1, "白酒Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "铝": 1, "铜": 1}}
{"industry": "纺织鞋类制造", "ups": {}}
{"industry": "辅料", "ups": {}}
{"industry": "棉纺", "ups": {"其他种植业": 2, "大众出版": 1, "游戏Ⅲ": 1, "风力发电": 1, "其他化学原料": 1, "氮肥": 1, "磷肥及磷化工": 1, "农药": 1, "IT服务Ⅲ": 1, "原材料供应链服务": 1, "种子": 1, "贸易Ⅲ": 1, "炼油化工": 1, "调味发酵品Ⅲ": 1, "化学制剂": 1, "医疗研发外包": 1, "铅锌": 1, "铜": 1, "黄金": 1}}
{"industry": "其他纺织", "ups": {"其他种植业": 2, "线缆部件及其他": 1, "住宅开发": 1, "棉纺": 1, "非运动服装": 1, "金融控股": 1, "板材": 1, "长材": 1, "燃气Ⅲ": 1, "粘胶": 1, "IT服务Ⅲ": 1, "钢结构": 1, "种子": 1, "贸易Ⅲ": 1, "培训教育": 1, "保健品": 1, "医疗研发外包": 1, "铜": 1}}
{"industry": "印染", "ups": {"其他种植业": 2, "棉纺": 1, "IT服务Ⅲ": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "铜": 1}}
{"industry": "非运动服装", "ups": {"原材料供应链服务": 3, "商业地产": 2, "棉纺": 2, "其他纺织": 2, "IT服务Ⅲ": 2, "其他黑色家电": 2, "其他种植业": 2, "贸易Ⅲ": 2, "综合Ⅲ": 2, "营销代理": 1, "锂电池": 1, "印染": 1, "证券Ⅲ": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "纯碱": 1, "氯碱": 1, "其他化学制品": 1, "氮肥": 1, "空调": 1, "厨房小家电": 1, "水泥制造": 1, "港口": 1, "高速公路": 1, "果蔬加工": 1, "种子": 1, "综合乘用车": 1, "底盘与发动机系统": 1, "超市": 1, "会展服务": 1, "炼油化工": 1, "医疗研发外包": 1, "医疗耗材": 1, "铜": 1}}
{"industry": "家纺", "ups": {}}
{"industry": "鞋帽及其他", "ups": {"棉纺": 2, "IT服务Ⅲ": 2, "原材料供应链服务": 2, "其他种植业": 2, "贸易Ⅲ": 2, "营销代理": 1, "集成电路封测": 1, "辅料": 1, "其他纺织": 1, "印染": 1, "非运动服装": 1, "运动服装": 1, "证券Ⅲ": 1, "特钢Ⅲ": 1, "大气治理": 1, "锦纶": 1, "其他化学制品": 1, "合成树脂": 1, "其他黑色家电": 1, "厨房小家电": 1, "动力煤": 1, "种子": 1, "底盘与发动机系统": 1, "商业物业经营": 1, "会展服务": 1, "炼油化工": 1, "医疗研发外包": 1, "医疗耗材": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "运动服装", "ups": {"贸易Ⅲ": 4, "原材料供应链服务": 3, "底盘与发动机系统": 3, "氯碱": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "炼油化工": 2, "营销代理": 1, "游戏Ⅲ": 1, "蓄电池及其他电池": 1, "线缆部件及其他": 1, "集成电路封测": 1, "面板": 1, "住宅开发": 1, "辅料": 1, "棉纺": 1, "资产管理": 1, "板材": 1, "钢铁管材": 1, "冶钢辅料": 1, "金属制品": 1, "能源及重型设备": 1, "锦纶": 1, "农药": 1, "其他家电Ⅲ": 1, "厨房小家电": 1, "玻纤制造": 1, "基建市政工程": 1, "跨境物流": 1, "动力煤": 1, "种子": 1, "瓷砖地板": 1, "特种纸": 1, "会展服务": 1, "软饮料": 1, "医疗研发外包": 1, "医药流通": 1, "铝": 1, "铜": 1}}
{"industry": "其他饰品", "ups": {"棉纺": 2, "其他纺织": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "营销代理": 1, "印染": 1, "其他化学制品": 1, "其他黑色家电": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "医疗耗材": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "钟表珠宝", "ups": {"住宅开发": 1, "其他饰品": 1, "水力发电": 1, "机床工具": 1, "水泥制造": 1, "生活用纸": 1, "轮胎轮毂": 1, "铅锌": 1, "铜": 1, "白银": 1, "黄金": 1}}
{"industry": "保险Ⅲ", "ups": {"氯碱": 3, "无机盐": 3, "氮肥": 3, "磷肥及磷化工": 3, "动力煤": 3, "特钢Ⅲ": 2, "冶钢辅料": 2, "火力发电": 2, "钾肥": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "贸易Ⅲ": 2, "油品石化贸易": 2, "铝": 2, "配电设备": 1, "数字芯片设计": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "水力发电": 1, "燃气Ⅲ": 1, "固废治理": 1, "能源及重型设备": 1, "粘胶": 1, "纯碱": 1, "煤化工": 1, "其他化学原料": 1, "民爆制品": 1, "改性塑料": 1, "炭黑": 1, "水泥制造": 1, "港口": 1, "公路货运": 1, "焦煤": 1, "果蔬加工": 1, "其他种植业": 1, "炼油化工": 1, "其他石化": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1, "稀土": 1, "综合Ⅲ": 1}}
{"industry": "金融控股", "ups": {"其他种植业": 3, "棉纺": 2, "其他纺织": 2, "特钢Ⅲ": 2, "冶钢辅料": 2, "无机盐": 2, "磷肥及磷化工": 2, "IT服务Ⅲ": 2, "贸易Ⅲ": 2, "综合Ⅲ": 2, "配电设备": 1, "数字芯片设计": 1, "印染": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "火力发电": 1, "固废治理": 1, "能源及重型设备": 1, "粘胶": 1, "氯碱": 1, "其他化学制品": 1, "钾肥": 1, "炭黑": 1, "其他黑色家电": 1, "水泥制造": 1, "焦炭Ⅲ": 1, "动力煤": 1, "种子": 1, "保健品": 1, "医疗研发外包": 1, "医疗耗材": 1, "铅锌": 1, "铜": 1, "黄金": 1, "稀土": 1}}
{"industry": "金融信息服务", "ups": {"电池化学品": 1, "配电设备": 1, "输变电设备": 1, "钾肥": 1, "原材料供应链服务": 1, "动力煤": 1, "其他种植业": 1, "种子": 1, "铅锌": 1, "黄金": 1, "钴": 1, "钼": 1}}
{"industry": "期货", "ups": {}}
{"industry": "其他多元金融", "ups": {}}
{"industry": "信托", "ups": {"棉纺": 2, "其他纺织": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "印染": 1, "其他化学制品": 1, "其他黑色家电": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "医疗耗材": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "资产管理", "ups": {"纯碱": 1, "氯碱": 1, "氮肥": 1, "动力煤": 1, "焦煤": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "铝": 1}}
{"industry": "租赁", "ups": {}}
{"industry": "证券Ⅲ", "ups": {"民爆制品": 1, "其他化学制品": 1, "磷肥及磷化工": 1, "炭黑": 1, "焦炭Ⅲ": 1}}
{"industry": "板材", "ups": {"原材料供应链服务": 3, "焦炭Ⅲ": 3, "贸易Ⅲ": 3, "氯碱": 2, "动力煤": 2, "焦煤": 2, "铝": 2, "黄金": 2, "配电设备": 1, "特钢Ⅲ": 1, "锦纶": 1, "纯碱": 1, "其他化学制品": 1, "氮肥": 1, "磷肥及磷化工": 1, "港口": 1, "公路货运": 1, "果蔬加工": 1, "其他农产品加工": 1, "会展服务": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1}}
{"industry": "钢铁管材", "ups": {"板材": 1, "特钢Ⅲ": 1}}
{"industry": "长材", "ups": {"板材": 1, "磷肥及磷化工": 1, "焦炭Ⅲ": 1, "动力煤": 1, "贸易Ⅲ": 1, "黄金": 1}}
{"industry": "特钢Ⅲ", "ups": {"板材": 4, "焦炭Ⅲ": 3, "贸易Ⅲ": 3, "配电设备": 2, "其他建材Ⅲ": 2, "公路货运": 2, "原材料供应链服务": 2, "动力煤": 2, "焦煤": 2, "油品石化贸易": 2, "油气开采Ⅲ": 2, "铝": 2, "黄金": 2, "电池化学品": 1, "风电零部件": 1, "消费电子零部件及组装": 1, "燃气Ⅲ": 1, "航空装备Ⅲ": 1, "军工电子Ⅲ": 1, "综合环境治理": 1, "工程机械器件": 1, "纯碱": 1, "涂料油墨": 1, "磷肥及磷化工": 1, "膜材料": 1, "其他种植业": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "通信网络设备及器件": 1, "医疗研发外包": 1, "综合Ⅲ": 1}}
{"industry": "铁矿石", "ups": {"板材": 1, "焦炭Ⅲ": 1, "动力煤": 1, "贸易Ⅲ": 1, "黄金": 1}}
{"industry": "冶钢辅料", "ups": {"磷肥及磷化工": 3, "贸易Ⅲ": 3, "电网自动化设备": 2, "粘胶": 2, "纯碱": 2, "其他化学制品": 2, "农药": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "动力煤": 2, "其他种植业": 2, "医疗研发外包": 2, "铜": 2, "黄金": 2, "大众出版": 1, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "电子化学品Ⅲ": 1, "面板": 1, "棉纺": 1, "其他饰品": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "锦纶": 1, "氯碱": 1, "无机盐": 1, "纺织化学制品": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "复合肥": 1, "炭黑": 1, "IT服务Ⅲ": 1, "水泥制品": 1, "水泥制造": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "公路货运": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "种子": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "保健品": 1, "铅锌": 1, "钼": 1, "综合Ⅲ": 1}}
{"industry": "电能综合服务", "ups": {"原材料供应链服务": 3, "电网自动化设备": 2, "输变电设备": 2, "棉纺": 2, "其他纺织": 2, "固废治理": 2, "钾肥": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "贸易Ⅲ": 2, "医疗研发外包": 2, "综合Ⅲ": 2, "配电设备": 1, "风电整机": 1, "光伏电池组件": 1, "光伏辅材": 1, "面板": 1, "印染": 1, "板材": 1, "火力发电": 1, "热力服务": 1, "水务及水治理": 1, "仪器仪表": 1, "其他化学制品": 1, "磷肥及磷化工": 1, "其他黑色家电": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "水产养殖": 1, "种子": 1, "油气开采Ⅲ": 1, "医疗耗材": 1, "铝": 1, "铜": 1, "黄金": 1}}
{"industry": "风力发电", "ups": {"磷肥及磷化工": 5, "电能综合服务": 3, "焦炭Ⅲ": 3, "游戏Ⅲ": 2, "电网自动化设备": 2, "火力发电": 2, "氯碱": 2, "煤化工": 2, "聚氨酯": 2, "其他化学制品": 2, "食品及饲料添加剂": 2, "氮肥": 2, "公路货运": 2, "原材料供应链服务": 2, "动力煤": 2, "炼油化工": 2, "医疗研发外包": 2, "黄金": 2, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "硅料硅片": 1, "电子化学品Ⅲ": 1, "面板": 1, "板材": 1, "铁矿石": 1, "热力服务": 1, "水力发电": 1, "燃气Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "金属制品": 1, "非金属材料Ⅲ": 1, "无机盐": 1, "纺织化学制品": 1, "涂料油墨": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "水泥制品": 1, "房屋建设Ⅲ": 1, "工程咨询服务Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "粮食种植": 1, "贸易Ⅲ": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "铝": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "光伏发电", "ups": {"电网自动化设备": 2, "电能综合服务": 2, "安防设备": 2, "输变电设备": 1, "线缆部件及其他": 1, "风电整机": 1, "光伏电池组件": 1, "硅料硅片": 1, "面板": 1, "商业地产": 1, "钟表珠宝": 1, "板材": 1, "长材": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "金属制品": 1, "非金属材料Ⅲ": 1, "IT服务Ⅲ": 1, "耐火材料": 1, "房屋建设Ⅲ": 1, "工程咨询服务Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "瓷砖地板": 1, "培训教育": 1, "电信运营商": 1, "通信线缆及配套": 1, "综合Ⅲ": 1}}
{"industry": "核力发电", "ups": {}}
{"industry": "火力发电", "ups": {"电网自动化设备": 2, "固废治理": 2, "动力煤": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "特钢Ⅲ": 1, "电能综合服务": 1, "热力服务": 1, "水务及水治理": 1, "粘胶": 1, "纯碱": 1, "氯碱": 1, "无机盐": 1, "氮肥": 1, "水泥制造": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "原材料供应链服务": 1, "焦煤": 1, "果蔬加工": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "其他种植业": 1, "大宗用纸": 1, "贸易Ⅲ": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "其他能源发电", "ups": {"电能综合服务": 1}}
{"industry": "热力服务", "ups": {"电网自动化设备": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "其他能源设备Ⅲ": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "固废治理": 1, "水务及水治理": 1, "磷肥及磷化工": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "原材料供应链服务": 1, "动力煤": 1, "其他农产品加工": 1, "农业综合Ⅲ": 1, "肉鸡养殖": 1, "底盘与发动机系统": 1, "会展服务": 1, "炼油化工": 1, "综合Ⅲ": 1}}
{"industry": "水力发电", "ups": {"面板": 3, "食品及饲料添加剂": 3, "焦炭Ⅲ": 3, "电网自动化设备": 2, "特钢Ⅲ": 2, "冶钢辅料": 2, "火力发电": 2, "固废治理": 2, "氯碱": 2, "无机盐": 2, "磷肥及磷化工": 2, "动力煤": 2, "综合Ⅲ": 2, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "数字芯片设计": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "风力发电": 1, "热力服务": 1, "水务及水治理": 1, "能源及重型设备": 1, "粘胶": 1, "氮肥": 1, "钾肥": 1, "其他塑料制品": 1, "炭黑": 1, "水泥制造": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "原材料供应链服务": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "水产养殖": 1, "其他种植业": 1, "底盘与发动机系统": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "保健品": 1, "医药流通": 1, "铅锌": 1, "铜": 1, "黄金": 1, "稀土": 1}}
{"industry": "燃气Ⅲ", "ups": {"原材料供应链服务": 4, "电网自动化设备": 2, "电能综合服务": 2, "火力发电": 2, "磷肥及磷化工": 2, "公路货运": 2, "焦炭Ⅲ": 2, "动力煤": 2, "其他农产品加工": 2, "贸易Ⅲ": 2, "蓄电池及其他电池": 1, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "板材": 1, "热力服务": 1, "水力发电": 1, "固废治理": 1, "水务及水治理": 1, "氯碱": 1, "煤化工": 1, "其他化学原料": 1, "无机盐": 1, "民爆制品": 1, "涂料油墨": 1, "氮肥": 1, "钾肥": 1, "其他家电Ⅲ": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "焦煤": 1, "肉鸡养殖": 1, "瓷砖地板": 1, "特种纸": 1, "炼油化工": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "软饮料": 1, "医疗研发外包": 1, "铝": 1, "铜": 1, "黄金": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "地面兵装Ⅲ", "ups": {"耐火材料": 1, "农业综合Ⅲ": 1}}
{"industry": "航海装备Ⅲ", "ups": {"贸易Ⅲ": 2, "蓄电池及其他电池": 1, "纯碱": 1, "氯碱": 1, "氮肥": 1, "其他家电Ⅲ": 1, "原材料供应链服务": 1, "果蔬加工": 1, "瓷砖地板": 1, "特种纸": 1, "软饮料": 1}}
{"industry": "航空装备Ⅲ", "ups": {"板材": 4, "IT服务Ⅲ": 3, "贸易Ⅲ": 3, "铝": 3, "游戏Ⅲ": 2, "涂料油墨": 2, "垂直应用软件": 2, "基建市政工程": 2, "原材料供应链服务": 2, "其他汽车零部件": 2, "油品石化贸易": 2, "文字媒体": 1, "电池化学品": 1, "配电设备": 1, "线缆部件及其他": 1, "面板": 1, "消费电子零部件及组装": 1, "资产管理": 1, "钢铁管材": 1, "冶钢辅料": 1, "燃气Ⅲ": 1, "航海装备Ⅲ": 1, "军工电子Ⅲ": 1, "综合环境治理": 1, "金属制品": 1, "磨具磨料": 1, "能源及重型设备": 1, "其他专用设备": 1, "氯碱": 1, "氟化工": 1, "食品及饲料添加剂": 1, "钾肥": 1, "厨房小家电": 1, "公交": 1, "公路货运": 1, "跨境物流": 1, "焦炭Ⅲ": 1, "动力煤": 1, "其他种植业": 1, "底盘与发动机系统": 1, "炼油化工": 1, "其他石化": 1, "医药流通": 1, "稀土": 1}}
{"industry": "航天装备Ⅲ", "ups": {"底盘与发动机系统": 1}}
{"industry": "军工电子Ⅲ", "ups": {"板材": 3, "安防设备": 3, "培训教育": 2, "油品石化贸易": 2, "电池化学品": 1, "电机Ⅲ": 1, "电网自动化设备": 1, "配电设备": 1, "线缆部件及其他": 1, "证券Ⅲ": 1, "长材": 1, "特钢Ⅲ": 1, "火力发电": 1, "燃气Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "综合环境治理": 1, "仪器仪表": 1, "民爆制品": 1, "涂料油墨": 1, "有机硅": 1, "IT服务Ⅲ": 1, "垂直应用软件": 1, "彩电": 1, "水泥制造": 1, "耐火材料": 1, "基建市政工程": 1, "港口": 1, "航运": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "生猪养殖": 1, "轮胎轮毂": 1, "商用载客车": 1, "贸易Ⅲ": 1, "百货": 1, "商业物业经营": 1, "炼油化工": 1, "其他石化": 1, "其他通信设备": 1, "医院": 1, "铝": 1, "其他小金属": 1, "钨": 1}}
{"industry": "环保设备Ⅲ", "ups": {"输变电设备": 2, "光学元件": 1, "其他电子Ⅲ": 1, "棉纺": 1, "纯碱": 1, "氯碱": 1, "煤化工": 1, "聚氨酯": 1, "氮肥": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "炼油化工": 1}}
{"industry": "大气治理", "ups": {"航空装备Ⅲ": 1, "水产养殖": 1}}
{"industry": "固废治理", "ups": {"聚氨酯": 1, "膜材料": 1, "涂料": 1}}
{"industry": "水务及水治理", "ups": {"输变电设备": 1, "光伏辅材": 1, "固废治理": 1, "仪器仪表": 1, "钾肥": 1, "原材料供应链服务": 1, "其他农产品加工": 1, "铝": 1}}
{"industry": "综合环境治理", "ups": {"半导体材料": 1, "港口": 1, "原材料供应链服务": 1}}
{"industry": "工程机械器件", "ups": {"非运动服装": 1, "其他饰品": 1, "特钢Ⅲ": 1}}
{"industry": "工程机械整机", "ups": {"蓄电池及其他电池": 1, "板材": 1, "特钢Ⅲ": 1, "工程机械器件": 1, "其他建材Ⅲ": 1, "航空运输": 1, "其他运输设备": 1, "商用载货车": 1}}
{"industry": "轨交设备Ⅲ", "ups": {"金属制品": 2, "铜": 2, "消费电子零部件及组装": 1, "航海装备Ⅲ": 1, "航空装备Ⅲ": 1, "其他通用设备": 1, "农用机械": 1, "氯碱": 1, "氮肥": 1, "钾肥": 1, "公交": 1, "底盘与发动机系统": 1, "轮胎轮毂": 1, "贸易Ⅲ": 1, "专业连锁Ⅲ": 1, "培训教育": 1}}
{"industry": "机床工具", "ups": {"消费电子零部件及组装": 2, "综合Ⅲ": 1}}
{"industry": "金属制品", "ups": {"原材料供应链服务": 4, "配电设备": 3, "板材": 3, "特钢Ⅲ": 3, "底盘与发动机系统": 3, "线缆部件及其他": 2, "军工电子Ⅲ": 2, "快递": 2, "贸易Ⅲ": 2, "会展服务": 2, "铝": 2, "锂电池": 1, "电工仪器仪表": 1, "输变电设备": 1, "其他能源设备Ⅲ": 1, "半导体材料": 1, "LED": 1, "消费电子零部件及组装": 1, "被动元件": 1, "非运动服装": 1, "租赁": 1, "钢铁管材": 1, "长材": 1, "热力服务": 1, "航空装备Ⅲ": 1, "航天装备Ⅲ": 1, "机床工具": 1, "磨具磨料": 1, "其他通用设备": 1, "非金属材料Ⅲ": 1, "钛白粉": 1, "钾肥": 1, "磷肥及磷化工": 1, "其他塑料制品": 1, "冰洗": 1, "空调": 1, "家电零部件Ⅲ": 1, "清洁小家电": 1, "港口": 1, "公路货运": 1, "焦炭Ⅲ": 1, "焦煤": 1, "其他农产品加工": 1, "汽车经销商": 1, "车身附件及饰件": 1, "轮胎轮毂": 1, "培训教育": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "黄金": 1, "其他小金属": 1, "钨": 1, "稀土": 1}}
{"industry": "磨具磨料", "ups": {"营销代理": 1, "其他饰品": 1, "涂料油墨": 1, "炭黑": 1, "原材料供应链服务": 1, "贸易Ⅲ": 1, "其他小金属": 1}}
{"industry": "其他通用设备", "ups": {"营销代理": 1, "光伏加工设备": 1, "板材": 1, "特钢Ⅲ": 1, "底盘与发动机系统": 1}}
{"industry": "仪器仪表", "ups": {"线缆部件及其他": 1, "军工电子Ⅲ": 1, "安防设备": 1, "其他黑色家电": 1, "瓷砖地板": 1, "其他通信设备": 1, "通信线缆及配套": 1}}
{"industry": "制冷空调设备", "ups": {"输变电设备": 1, "光伏辅材": 1, "固废治理": 1, "仪器仪表": 1, "钾肥": 1, "原材料供应链服务": 1, "铝": 1}}
{"industry": "纺织服装设备", "ups": {"棉纺": 2, "其他纺织": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "铜": 2, "印染": 1, "航海装备Ⅲ": 1, "金属制品": 1, "其他通用设备": 1, "聚氨酯": 1, "其他化学制品": 1, "其他黑色家电": 1, "涂料": 1, "种子": 1, "轮胎轮毂": 1, "贸易Ⅲ": 1, "专业连锁Ⅲ": 1, "医疗研发外包": 1, "医疗耗材": 1, "综合Ⅲ": 1}}
{"industry": "楼宇设备", "ups": {"板材": 1, "纯碱": 1, "氯碱": 1, "氮肥": 1, "果蔬加工": 1, "贸易Ⅲ": 1}}
{"industry": "能源及重型设备", "ups": {"电网自动化设备": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "航空装备Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "农用机械", "ups": {}}
{"industry": "其他专用设备", "ups": {"电池化学品": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "环保设备Ⅲ": 1, "制冷空调设备": 1, "纯碱": 1, "氯碱": 1, "无机盐": 1, "其他化学制品": 1, "氮肥": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "油品石化贸易": 1, "铝": 1}}
{"industry": "印刷包装机械", "ups": {"大气治理": 1}}
{"industry": "工控设备", "ups": {"机器人": 1, "其他建材Ⅲ": 1}}
{"industry": "机器人", "ups": {"电机Ⅲ": 2, "汽车电子电气系统": 2, "锂电池": 1, "配电设备": 1, "逆变器": 1, "光学元件": 1, "其他电子Ⅲ": 1, "其他通用设备": 1, "跨境电商": 1}}
{"industry": "激光设备", "ups": {}}
{"industry": "其他自动化设备", "ups": {"照明设备Ⅲ": 1}}
{"industry": "非金属材料Ⅲ", "ups": {"原材料供应链服务": 2, "焦炭Ⅲ": 2, "配电设备": 1, "板材": 1, "涂料油墨": 1, "钾肥": 1, "磷肥及磷化工": 1, "公路货运": 1, "焦煤": 1, "贸易Ⅲ": 1, "其他石化": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "黄金": 1}}
{"industry": "氨纶", "ups": {}}
{"industry": "涤纶", "ups": {"氯碱": 2, "氮肥": 2, "贸易Ⅲ": 2, "纯碱": 1, "钾肥": 1, "果蔬加工": 1, "培训教育": 1, "铜": 1}}
{"industry": "锦纶", "ups": {"电网自动化设备": 2, "大众出版": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "粘胶": 1, "纯碱": 1, "无机盐": 1, "复合肥": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "焦炭Ⅲ": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "综合Ⅲ": 1}}
{"industry": "其他化学纤维", "ups": {"焦炭Ⅲ": 3, "特钢Ⅲ": 2, "冶钢辅料": 2, "氯碱": 2, "无机盐": 2, "钾肥": 2, "磷肥及磷化工": 2, "贸易Ⅲ": 2, "配电设备": 1, "数字芯片设计": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "火力发电": 1, "固废治理": 1, "能源及重型设备": 1, "粘胶": 1, "氮肥": 1, "炭黑": 1, "水泥制造": 1, "动力煤": 1, "其他种植业": 1, "培训教育": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1, "稀土": 1, "综合Ⅲ": 1}}
{"industry": "粘胶", "ups": {"纯碱": 2, "焦炭Ⅲ": 2, "果蔬加工": 2, "贸易Ⅲ": 2, "大众出版": 1, "配电设备": 1, "板材": 1, "氯碱": 1, "无机盐": 1, "氮肥": 1, "复合肥": 1, "磷肥及磷化工": 1, "膜材料": 1, "公路货运": 1, "原材料供应链服务": 1, "焦煤": 1, "其他农产品加工": 1, "大宗用纸": 1, "油气开采Ⅲ": 1, "乳品": 1, "医疗研发外包": 1, "黄金": 1}}
{"industry": "纯碱", "ups": {"氯碱": 4, "贸易Ⅲ": 4, "焦炭Ⅲ": 3, "动力煤": 3, "冶钢辅料": 2, "粘胶": 2, "无机盐": 2, "其他化学制品": 2, "氮肥": 2, "钾肥": 2, "磷肥及磷化工": 2, "农药": 2, "焦煤": 2, "黄金": 2, "大众出版": 1, "电机Ⅲ": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "板材": 1, "铁矿石": 1, "锦纶": 1, "纺织化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "水泥制品": 1, "水泥制造": 1, "公路货运": 1, "原材料供应链服务": 1, "果蔬加工": 1, "其他种植业": 1, "特种纸": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "铝": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "氯碱", "ups": {"焦炭Ⅲ": 8, "磷肥及磷化工": 6, "动力煤": 6, "氮肥": 5, "无机盐": 4, "贸易Ⅲ": 4, "炼油化工": 4, "板材": 3, "冶钢辅料": 3, "火力发电": 3, "粘胶": 3, "纯碱": 3, "食品及饲料添加剂": 3, "钾肥": 3, "公路货运": 3, "原材料供应链服务": 3, "焦煤": 3, "油品石化贸易": 3, "黄金": 3, "电网自动化设备": 2, "配电设备": 2, "特钢Ⅲ": 2, "铁矿石": 2, "电能综合服务": 2, "固废治理": 2, "煤化工": 2, "其他化学原料": 2, "其他化学制品": 2, "农药": 2, "水泥制造": 2, "其他建材Ⅲ": 2, "其他农产品加工": 2, "其他种植业": 2, "保健品": 2, "医疗研发外包": 2, "铝": 2, "铅锌": 2, "铜": 2, "综合Ⅲ": 2, "大众出版": 1, "游戏Ⅲ": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "面板": 1, "租赁": 1, "热力服务": 1, "水力发电": 1, "燃气Ⅲ": 1, "水务及水治理": 1, "能源及重型设备": 1, "锦纶": 1, "纺织化学制品": 1, "聚氨酯": 1, "民爆制品": 1, "复合肥": 1, "改性塑料": 1, "其他塑料制品": 1, "炭黑": 1, "水泥制品": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "仓储物流": 1, "果蔬加工": 1, "肉鸡养殖": 1, "定制家居": 1, "其他石化": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "原料药": 1, "钼": 1, "钨": 1, "稀土": 1}}
{"industry": "煤化工", "ups": {"氮肥": 5, "磷肥及磷化工": 4, "焦炭Ⅲ": 4, "炼油化工": 4, "民爆制品": 3, "原材料供应链服务": 3, "其他石化": 3, "油品石化贸易": 3, "游戏Ⅲ": 2, "燃气Ⅲ": 2, "氯碱": 2, "改性塑料": 2, "公路货运": 2, "大众出版": 1, "配电设备": 1, "数字芯片设计": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "其他化学原料": 1, "无机盐": 1, "聚氨酯": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "钾肥": 1, "其他塑料制品": 1, "仓储物流": 1, "动力煤": 1, "焦煤": 1, "其他农产品加工": 1, "贸易Ⅲ": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "医疗研发外包": 1, "铝": 1, "铜": 1, "黄金": 1}}
{"industry": "其他化学原料", "ups": {"磷肥及磷化工": 5, "焦炭Ⅲ": 3, "氯碱": 2, "其他化学制品": 2, "公路货运": 2, "原材料供应链服务": 2, "炼油化工": 2, "医疗研发外包": 2, "黄金": 2, "游戏Ⅲ": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "板材": 1, "铁矿石": 1, "风力发电": 1, "煤化工": 1, "纺织化学制品": 1, "聚氨酯": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "氮肥": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "水泥制品": 1, "仓储物流": 1, "动力煤": 1, "焦煤": 1, "其他农产品加工": 1, "生猪养殖": 1, "粮食种植": 1, "贸易Ⅲ": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "保健品": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "钛白粉", "ups": {"氯碱": 4, "磷肥及磷化工": 4, "冶钢辅料": 3, "粘胶": 3, "无机盐": 3, "动力煤": 3, "特钢Ⅲ": 2, "铁矿石": 2, "纯碱": 2, "其他化学制品": 2, "钾肥": 2, "农药": 2, "焦炭Ⅲ": 2, "贸易Ⅲ": 2, "保健品": 2, "铅锌": 2, "黄金": 2, "大众出版": 1, "配电设备": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "租赁": 1, "板材": 1, "火力发电": 1, "固废治理": 1, "能源及重型设备": 1, "锦纶": 1, "纺织化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "炭黑": 1, "水泥制品": 1, "水泥制造": 1, "其他种植业": 1, "炼油化工": 1, "铜": 1, "钼": 1, "钨": 1, "稀土": 1, "综合Ⅲ": 1}}
{"industry": "无机盐", "ups": {"电网自动化设备": 2, "原材料供应链服务": 2, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "钾肥": 1, "磷肥及磷化工": 1, "膜材料": 1, "水泥制造": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "其他种植业": 1, "贸易Ⅲ": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "黄金": 1, "综合Ⅲ": 1}}
{"industry": "纺织化学制品", "ups": {"焦炭Ⅲ": 2, "氯碱": 1, "聚氨酯": 1, "民爆制品": 1, "其他化学制品": 1, "氮肥": 1, "炭黑": 1, "炼油化工": 1, "保健品": 1, "铜": 1}}
{"industry": "氟化工", "ups": {"电子化学品Ⅲ": 1, "消费电子零部件及组装": 1, "铁矿石": 1, "航海装备Ⅲ": 1, "军工电子Ⅲ": 1, "纺织化学制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "磷肥及磷化工": 1, "农药": 1, "家电零部件Ⅲ": 1, "水泥制品": 1, "原材料供应链服务": 1, "底盘与发动机系统": 1, "其他汽车零部件": 1, "贸易Ⅲ": 1, "会展服务": 1, "炼油化工": 1, "白酒Ⅲ": 1, "保健品": 1, "铝": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "胶黏剂及胶带", "ups": {"消费电子零部件及组装": 1, "被动元件": 1, "军工电子Ⅲ": 1}}
{"industry": "聚氨酯", "ups": {"其他化学制品": 4, "板材": 3, "氯碱": 3, "氮肥": 3, "原材料供应链服务": 3, "焦炭Ⅲ": 3, "动力煤": 3, "贸易Ⅲ": 3, "炼油化工": 3, "水力发电": 2, "燃气Ⅲ": 2, "纯碱": 2, "磷肥及磷化工": 2, "改性塑料": 2, "水泥制造": 2, "基建市政工程": 2, "焦煤": 2, "其他种植业": 2, "其他石化": 2, "油品石化贸易": 2, "铝": 2, "大众出版": 1, "影视动漫制作": 1, "游戏Ⅲ": 1, "配电设备": 1, "数字芯片设计": 1, "保险Ⅲ": 1, "金融控股": 1, "长材": 1, "特钢Ⅲ": 1, "冶钢辅料": 1, "电能综合服务": 1, "火力发电": 1, "锦纶": 1, "其他化学纤维": 1, "粘胶": 1, "煤化工": 1, "钛白粉": 1, "无机盐": 1, "食品及饲料添加剂": 1, "农药": 1, "高速公路": 1, "公路货运": 1, "油气开采Ⅲ": 1, "白酒Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "黄金": 1, "综合Ⅲ": 1}}
{"industry": "民爆制品", "ups": {"焦炭Ⅲ": 3, "原材料供应链服务": 2, "黄金": 2, "配电设备": 1, "电子化学品Ⅲ": 1, "板材": 1, "铁矿石": 1, "纺织化学制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "仓储物流": 1, "公路货运": 1, "焦煤": 1, "其他农产品加工": 1, "贸易Ⅲ": 1, "炼油化工": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "铅锌": 1, "铜": 1, "钼": 1}}
{"industry": "其他化学制品", "ups": {"焦炭Ⅲ": 6, "贸易Ⅲ": 5, "无机盐": 4, "磷肥及磷化工": 4, "原材料供应链服务": 4, "黄金": 4, "板材": 3, "水泥制造": 3, "其他种植业": 3, "保健品": 3, "配电设备": 2, "棉纺": 2, "特钢Ⅲ": 2, "铁矿石": 2, "冶钢辅料": 2, "火力发电": 2, "水力发电": 2, "粘胶": 2, "氯碱": 2, "食品及饲料添加剂": 2, "动力煤": 2, "医疗研发外包": 2, "铅锌": 2, "铜": 2, "综合Ⅲ": 2, "大众出版": 1, "影视动漫制作": 1, "游戏Ⅲ": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "其他纺织": 1, "非运动服装": 1, "保险Ⅲ": 1, "金融控股": 1, "租赁": 1, "电能综合服务": 1, "燃气Ⅲ": 1, "固废治理": 1, "能源及重型设备": 1, "其他化学纤维": 1, "纯碱": 1, "煤化工": 1, "钛白粉": 1, "纺织化学制品": 1, "聚氨酯": 1, "氮肥": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "炭黑": 1, "IT服务Ⅲ": 1, "水泥制品": 1, "基建市政工程": 1, "港口": 1, "高速公路": 1, "公路货运": 1, "焦煤": 1, "种子": 1, "车身附件及饰件": 1, "汽车电子电气系统": 1, "炼油化工": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "化学制剂": 1, "铝": 1, "钼": 1, "稀土": 1}}
{"industry": "食品及饲料添加剂", "ups": {"焦炭Ⅲ": 4, "其他化学制品": 3, "氮肥": 3, "磷肥及磷化工": 3, "炼油化工": 3, "调味发酵品Ⅲ": 3, "游戏Ⅲ": 2, "氯碱": 2, "聚氨酯": 2, "农药": 2, "公路货运": 2, "动力煤": 2, "医疗研发外包": 2, "电子化学品Ⅲ": 1, "铁矿石": 1, "冶钢辅料": 1, "风力发电": 1, "锦纶": 1, "粘胶": 1, "纯碱": 1, "煤化工": 1, "纺织化学制品": 1, "涂料油墨": 1, "钾肥": 1, "改性塑料": 1, "水泥制品": 1, "焦煤": 1, "其他农产品加工": 1, "粮食种植": 1, "贸易Ⅲ": 1, "其他石化": 1, "油品石化贸易": 1, "保健品": 1, "医药流通": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "涂料油墨", "ups": {"原材料供应链服务": 4, "焦炭Ⅲ": 4, "配电设备": 2, "燃气Ⅲ": 2, "食品及饲料添加剂": 2, "磷肥及磷化工": 2, "贸易Ⅲ": 2, "炼油化工": 2, "其他石化": 2, "油品石化贸易": 2, "大众出版": 1, "游戏Ⅲ": 1, "电池化学品": 1, "数字芯片设计": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "煤化工": 1, "无机盐": 1, "聚氨酯": 1, "其他化学制品": 1, "氮肥": 1, "改性塑料": 1, "基建市政工程": 1, "港口": 1, "公路货运": 1, "焦煤": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "医疗研发外包": 1, "铝": 1, "黄金": 1}}
{"industry": "有机硅", "ups": {"纯碱": 1, "氯碱": 1, "氮肥": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "其他石化": 1}}
{"industry": "氮肥", "ups": {"焦炭Ⅲ": 8, "炼油化工": 7, "氯碱": 6, "磷肥及磷化工": 6, "原材料供应链服务": 5, "煤化工": 4, "食品及饲料添加剂": 4, "钾肥": 4, "公路货运": 4, "其他化学制品": 3, "动力煤": 3, "贸易Ⅲ": 3, "医疗研发外包": 3, "铜": 3, "游戏Ⅲ": 2, "电子化学品Ⅲ": 2, "燃气Ⅲ": 2, "其他化学原料": 2, "无机盐": 2, "聚氨酯": 2, "复合肥": 2, "焦煤": 2, "其他农产品加工": 2, "其他石化": 2, "油品石化贸易": 2, "黄金": 2, "大众出版": 1, "电池化学品": 1, "配电设备": 1, "数字芯片设计": 1, "板材": 1, "铁矿石": 1, "冶钢辅料": 1, "电能综合服务": 1, "风力发电": 1, "火力发电": 1, "水力发电": 1, "纺织化学制品": 1, "民爆制品": 1, "涂料油墨": 1, "农药": 1, "改性塑料": 1, "其他塑料制品": 1, "水泥制品": 1, "水泥制造": 1, "其他建材Ⅲ": 1, "港口": 1, "仓储物流": 1, "果蔬加工": 1, "粮食种植": 1, "其他种植业": 1, "底盘与发动机系统": 1, "定制家居": 1, "会展服务": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "原料药": 1, "铝": 1, "铅锌": 1, "钼": 1, "钨": 1}}
{"industry": "复合肥", "ups": {"磷肥及磷化工": 4, "焦炭Ⅲ": 3, "食品及饲料添加剂": 2, "黄金": 2, "大众出版": 1, "游戏Ⅲ": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "板材": 1, "铁矿石": 1, "粘胶": 1, "纯碱": 1, "无机盐": 1, "纺织化学制品": 1, "聚氨酯": 1, "其他化学制品": 1, "氮肥": 1, "农药": 1, "水泥制品": 1, "公路货运": 1, "原材料供应链服务": 1, "焦煤": 1, "贸易Ⅲ": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "铅锌": 1, "铜": 1, "钼": 1}}
{"industry": "钾肥", "ups": {"焦炭Ⅲ": 6, "磷肥及磷化工": 5, "食品及饲料添加剂": 3, "氮肥": 3, "原材料供应链服务": 3, "炼油化工": 3, "铜": 3, "氯碱": 2, "煤化工": 2, "其他化学原料": 2, "无机盐": 2, "聚氨酯": 2, "公路货运": 2, "种子": 2, "贸易Ⅲ": 2, "油品石化贸易": 2, "黄金": 2, "大众出版": 1, "游戏Ⅲ": 1, "电机Ⅲ": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "粘胶": 1, "纯碱": 1, "纺织化学制品": 1, "民爆制品": 1, "其他化学制品": 1, "复合肥": 1, "农药": 1, "其他塑料制品": 1, "水泥制品": 1, "其他建材Ⅲ": 1, "涂料": 1, "仓储物流": 1, "动力煤": 1, "焦煤": 1, "其他农产品加工": 1, "粮食种植": 1, "定制家居": 1, "培训教育": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "原料药": 1, "医疗研发外包": 1, "铝": 1, "铅锌": 1, "钼": 1}}
{"industry": "磷肥及磷化工", "ups": {"焦炭Ⅲ": 6, "炼油化工": 6, "氯碱": 5, "煤化工": 5, "氮肥": 5, "农药": 4, "原材料供应链服务": 4, "动力煤": 4, "游戏Ⅲ": 3, "纯碱": 3, "聚氨酯": 3, "其他化学制品": 3, "钾肥": 3, "公路货运": 3, "贸易Ⅲ": 3, "铜": 3, "黄金": 3, "大众出版": 2, "冶钢辅料": 2, "风力发电": 2, "粘胶": 2, "其他化学原料": 2, "无机盐": 2, "食品及饲料添加剂": 2, "复合肥": 2, "焦煤": 2, "油品石化贸易": 2, "调味发酵品Ⅲ": 2, "医疗研发外包": 2, "铝": 2, "铅锌": 2, "配电设备": 1, "电子化学品Ⅲ": 1, "保险Ⅲ": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "磨具磨料": 1, "锦纶": 1, "纺织化学制品": 1, "民爆制品": 1, "涂料油墨": 1, "其他塑料制品": 1, "水泥制品": 1, "国际工程": 1, "仓储物流": 1, "果蔬加工": 1, "其他农产品加工": 1, "粮食种植": 1, "其他石化": 1, "油气开采Ⅲ": 1, "保健品": 1, "化学制剂": 1, "钼": 1, "钨": 1}}
{"industry": "农药", "ups": {"磷肥及磷化工": 7, "氯碱": 4, "焦炭Ⅲ": 4, "动力煤": 4, "其他化学制品": 3, "氮肥": 3, "钾肥": 3, "炼油化工": 3, "电网自动化设备": 2, "粘胶": 2, "纯碱": 2, "煤化工": 2, "复合肥": 2, "公路货运": 2, "铜": 2, "大众出版": 1, "游戏Ⅲ": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "电子化学品Ⅲ": 1, "面板": 1, "铁矿石": 1, "冶钢辅料": 1, "电能综合服务": 1, "风力发电": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "锦纶": 1, "其他化学原料": 1, "无机盐": 1, "纺织化学制品": 1, "聚氨酯": 1, "民爆制品": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "其他塑料制品": 1, "水泥制品": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "粮食种植": 1, "贸易Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "铅锌": 1, "黄金": 1, "钼": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "改性塑料", "ups": {"炼油化工": 3, "燃气Ⅲ": 2, "煤化工": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "其他石化": 2, "大众出版": 1, "电池化学品": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "氯碱": 1, "其他化学原料": 1, "无机盐": 1, "民爆制品": 1, "其他化学制品": 1, "氮肥": 1, "钾肥": 1, "磷肥及磷化工": 1, "港口": 1, "公路货运": 1, "动力煤": 1, "油品石化贸易": 1, "铝": 1, "铜": 1}}
{"industry": "合成树脂", "ups": {}}
{"industry": "膜材料", "ups": {"煤化工": 2, "半导体材料": 1, "保险Ⅲ": 1, "纯碱": 1, "氯碱": 1, "聚氨酯": 1, "涂料油墨": 1, "氮肥": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "铜": 1}}
{"industry": "其他塑料制品", "ups": {"其他化学制品": 2, "焦炭Ⅲ": 2, "油品石化贸易": 2, "电池化学品": 1, "配电设备": 1, "电子化学品Ⅲ": 1, "印制电路板": 1, "板材": 1, "铁矿石": 1, "燃气Ⅲ": 1, "大气治理": 1, "综合环境治理": 1, "纯碱": 1, "纺织化学制品": 1, "胶黏剂及胶带": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "其他建材Ⅲ": 1, "公路货运": 1, "原材料供应链服务": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "保健品": 1, "铝": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "其他橡胶制品", "ups": {"其他建材Ⅲ": 2, "油品石化贸易": 2, "电池化学品": 1, "配电设备": 1, "板材": 1, "燃气Ⅲ": 1, "综合环境治理": 1, "纯碱": 1, "涂料油墨": 1, "涂料": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "定制家居": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "铝": 1}}
{"industry": "炭黑", "ups": {"电子化学品Ⅲ": 1, "铁矿石": 1, "纺织化学制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "焦炭Ⅲ": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "橡胶助剂", "ups": {}}
{"industry": "IT服务Ⅲ", "ups": {"板材": 3, "安防设备": 3, "大众出版": 1, "游戏Ⅲ": 1, "电工仪器仪表": 1, "电网自动化设备": 1, "线缆部件及其他": 1, "长材": 1, "特钢Ⅲ": 1, "风力发电": 1, "光伏发电": 1, "军工电子Ⅲ": 1, "仪器仪表": 1, "工控设备": 1, "其他化学原料": 1, "有机硅": 1, "氮肥": 1, "磷肥及磷化工": 1, "农药": 1, "其他计算机设备": 1, "垂直应用软件": 1, "家电零部件Ⅲ": 1, "其他建材Ⅲ": 1, "原材料供应链服务": 1, "生猪养殖": 1, "其他种植业": 1, "底盘与发动机系统": 1, "培训教育": 1, "调味发酵品Ⅲ": 1, "其他通信设备": 1, "通信终端及配件": 1, "化学制剂": 1, "铅锌": 1, "黄金": 1}}
{"industry": "安防设备", "ups": {"线缆部件及其他": 2, "输变电设备": 1, "光伏辅材": 1, "其他电子Ⅲ": 1, "消费电子零部件及组装": 1, "军工电子Ⅲ": 1, "固废治理": 1, "仪器仪表": 1, "钾肥": 1, "垂直应用软件": 1, "其他黑色家电": 1, "原材料供应链服务": 1, "瓷砖地板": 1, "其他通信设备": 1, "通信线缆及配套": 1, "铝": 1}}
{"industry": "其他计算机设备", "ups": {"安防设备": 3, "消费电子零部件及组装": 2, "线缆部件及其他": 1, "光伏辅材": 1, "板材": 1, "长材": 1, "其他专用设备": 1, "培训教育": 1, "综合Ⅲ": 1}}
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{"industry": "横向通用软件", "ups": {}}
{"industry": "冰洗", "ups": {"板材": 1, "特钢Ⅲ": 1}}
{"industry": "空调", "ups": {"航空装备Ⅲ": 2, "锂电池": 1, "线缆部件及其他": 1, "半导体材料": 1, "LED": 1, "金属制品": 1, "原材料供应链服务": 1, "汽车经销商": 1, "贸易Ⅲ": 1}}
{"industry": "厨房电器", "ups": {"输变电设备": 1, "非运动服装": 1, "运动服装": 1, "火力发电": 1, "燃气Ⅲ": 1, "环保设备Ⅲ": 1, "水务及水治理": 1, "氯碱": 1, "IT服务Ⅲ": 1, "管材": 1, "车身附件及饰件": 1, "百货": 1, "多业态零售": 1}}
{"industry": "卫浴电器", "ups": {"消费电子零部件及组装": 2, "水务及水治理": 1, "综合Ⅲ": 1}}
{"industry": "彩电", "ups": {"LED": 1, "面板": 1, "消费电子零部件及组装": 1, "地面兵装Ⅲ": 1, "军工电子Ⅲ": 1, "其他计算机设备": 1, "原材料供应链服务": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "其他黑色家电", "ups": {"其他种植业": 1}}
{"industry": "家电零部件Ⅲ", "ups": {"钨": 2, "特钢Ⅲ": 1, "航空装备Ⅲ": 1, "金属制品": 1, "耐火材料": 1, "原材料供应链服务": 1, "铅锌": 1, "铜": 1, "钼": 1}}
{"industry": "其他家电Ⅲ", "ups": {}}
{"industry": "厨房小家电", "ups": {"民爆制品": 1, "其他化学制品": 1, "炭黑": 1, "焦炭Ⅲ": 1}}
{"industry": "个护小家电", "ups": {}}
{"industry": "清洁小家电", "ups": {}}
{"industry": "照明设备Ⅲ", "ups": {"厨房小家电": 1}}
{"industry": "玻璃制造", "ups": {"原料药": 1}}
{"industry": "玻纤制造", "ups": {}}
{"industry": "水泥制品", "ups": {"水泥制造": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "贸易Ⅲ": 2, "影视动漫制作": 1, "锂电池": 1, "线缆部件及其他": 1, "半导体材料": 1, "LED": 1, "保险Ⅲ": 1, "金融控股": 1, "水力发电": 1, "航空装备Ⅲ": 1, "非金属材料Ⅲ": 1, "其他化学纤维": 1, "氯碱": 1, "钛白粉": 1, "其他化学制品": 1, "基建市政工程": 1, "高速公路": 1, "汽车经销商": 1, "保健品": 1, "综合Ⅲ": 1}}
{"industry": "水泥制造", "ups": {"氯碱": 3, "动力煤": 3, "贸易Ⅲ": 3, "综合Ⅲ": 3, "电网自动化设备": 2, "特钢Ⅲ": 2, "冶钢辅料": 2, "火力发电": 2, "固废治理": 2, "钛白粉": 2, "无机盐": 2, "磷肥及磷化工": 2, "焦炭Ⅲ": 2, "其他种植业": 2, "保健品": 2, "影视动漫制作": 1, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "数字芯片设计": 1, "面板": 1, "保险Ⅲ": 1, "金融控股": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "热力服务": 1, "水力发电": 1, "水务及水治理": 1, "能源及重型设备": 1, "其他化学纤维": 1, "粘胶": 1, "纯碱": 1, "其他化学制品": 1, "氮肥": 1, "钾肥": 1, "膜材料": 1, "炭黑": 1, "房屋建设Ⅲ": 1, "基建市政工程": 1, "国际工程": 1, "高速公路": 1, "铁路运输": 1, "原材料供应链服务": 1, "焦煤": 1, "果蔬加工": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "原料药": 1, "铝": 1, "铅锌": 1, "黄金": 1, "稀土": 1}}
{"industry": "防水材料", "ups": {}}
{"industry": "管材", "ups": {"板材": 1, "纯碱": 1, "氯碱": 1, "煤化工": 1, "聚氨酯": 1, "氮肥": 1, "玻纤制造": 1, "其他建材Ⅲ": 1, "果蔬加工": 1, "贸易Ⅲ": 1, "炼油化工": 1}}
{"industry": "耐火材料", "ups": {"硅料硅片": 1, "电能综合服务": 1, "金属制品": 1, "非金属材料Ⅲ": 1, "工程咨询服务Ⅲ": 1}}
{"industry": "其他建材Ⅲ", "ups": {"板材": 3, "原材料供应链服务": 3, "钨": 3, "水泥制造": 2, "影视动漫制作": 1, "保险Ⅲ": 1, "金融控股": 1, "证券Ⅲ": 1, "热力服务": 1, "水力发电": 1, "其他化学纤维": 1, "氯碱": 1, "钛白粉": 1, "其他化学制品": 1, "其他橡胶制品": 1, "厨房小家电": 1, "基建市政工程": 1, "高速公路": 1, "焦炭Ⅲ": 1, "动力煤": 1, "贸易Ⅲ": 1, "保健品": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "涂料", "ups": {"营销代理": 1, "氯碱": 1, "氟化工": 1, "聚氨酯": 1, "涂料油墨": 1, "农药": 1, "其他橡胶制品": 1, "玻纤制造": 1, "贸易Ⅲ": 1, "炼油化工": 1}}
{"industry": "房屋建设Ⅲ", "ups": {"棉纺": 1, "IT服务Ⅲ": 1, "其他种植业": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "铜": 1}}
{"industry": "工程咨询服务Ⅲ", "ups": {"配电设备": 1, "板材": 1, "钾肥": 1, "磷肥及磷化工": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "焦煤": 1, "贸易Ⅲ": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "黄金": 1}}
{"industry": "基建市政工程", "ups": {"焦炭Ⅲ": 3, "贸易Ⅲ": 3, "配电设备": 2, "板材": 2, "特钢Ⅲ": 2, "冶钢辅料": 2, "火力发电": 2, "氯碱": 2, "无机盐": 2, "磷肥及磷化工": 2, "其他塑料制品": 2, "原材料供应链服务": 2, "黄金": 2, "营销代理": 1, "输变电设备": 1, "线缆部件及其他": 1, "硅料硅片": 1, "数字芯片设计": 1, "租赁": 1, "铁矿石": 1, "电能综合服务": 1, "固废治理": 1, "金属制品": 1, "能源及重型设备": 1, "其他专用设备": 1, "非金属材料Ⅲ": 1, "粘胶": 1, "钾肥": 1, "农药": 1, "炭黑": 1, "玻纤制造": 1, "水泥制造": 1, "工程咨询服务Ⅲ": 1, "港口": 1, "公路货运": 1, "动力煤": 1, "焦煤": 1, "水产养殖": 1, "其他种植业": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "保健品": 1, "通信线缆及配套": 1, "化学制剂": 1, "医疗研发外包": 1, "医院": 1, "铅锌": 1, "稀土": 1, "综合Ⅲ": 1}}
{"industry": "园林工程", "ups": {"火力发电": 1, "其他通用设备": 1, "其他专用设备": 1, "其他塑料制品": 1, "水产养殖": 1, "医院": 1}}
{"industry": "钢结构", "ups": {"板材": 2, "纯碱": 2, "氯碱": 2, "其他化学制品": 2, "基建市政工程": 2, "贸易Ⅲ": 2, "影视动漫制作": 1, "保险Ⅲ": 1, "金融控股": 1, "长材": 1, "特钢Ⅲ": 1, "水力发电": 1, "其他化学纤维": 1, "钛白粉": 1, "氮肥": 1, "水泥制造": 1, "高速公路": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "果蔬加工": 1, "其他种植业": 1, "白酒Ⅲ": 1, "保健品": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "国际工程", "ups": {"其他饰品": 1, "涂料油墨": 1, "炭黑": 1, "原材料供应链服务": 1}}
{"industry": "化学工程", "ups": {}}
{"industry": "其他专业工程", "ups": {}}
{"industry": "装修装饰Ⅲ", "ups": {"商业地产": 2, "铝": 2, "营销代理": 1, "锂电池": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "纯碱": 1, "氯碱": 1, "聚氨酯": 1, "氮肥": 1, "其他橡胶制品": 1, "空调": 1, "水泥制造": 1, "其他建材Ⅲ": 1, "涂料": 1, "港口": 1, "高速公路": 1, "原材料供应链服务": 1, "动力煤": 1, "焦煤": 1, "果蔬加工": 1, "综合乘用车": 1, "贸易Ⅲ": 1, "超市": 1, "铅锌": 1, "其他小金属": 1, "综合Ⅲ": 1}}
{"industry": "航空运输", "ups": {}}
{"industry": "机场", "ups": {}}
{"industry": "港口", "ups": {"锂电池": 1, "线缆部件及其他": 1, "半导体材料": 1, "LED": 1, "住宅开发": 1, "航空装备Ⅲ": 1, "基建市政工程": 1, "航运": 1, "仓储物流": 1, "原材料供应链服务": 1, "汽车经销商": 1, "贸易Ⅲ": 1}}
{"industry": "航运", "ups": {}}
{"industry": "高速公路", "ups": {"水泥制造": 4, "特钢Ⅲ": 2, "冶钢辅料": 2, "氯碱": 2, "无机盐": 2, "磷肥及磷化工": 2, "焦炭Ⅲ": 2, "贸易Ⅲ": 2, "保健品": 2, "综合Ⅲ": 2, "影视动漫制作": 1, "配电设备": 1, "数字芯片设计": 1, "保险Ⅲ": 1, "金融控股": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "火力发电": 1, "水力发电": 1, "固废治理": 1, "能源及重型设备": 1, "其他化学纤维": 1, "粘胶": 1, "钛白粉": 1, "其他化学制品": 1, "钾肥": 1, "炭黑": 1, "基建市政工程": 1, "原材料供应链服务": 1, "动力煤": 1, "其他种植业": 1, "铅锌": 1, "黄金": 1, "稀土": 1}}
{"industry": "公交", "ups": {"其他能源设备Ⅲ": 1, "军工电子Ⅲ": 1, "其他通用设备": 1, "贸易Ⅲ": 1, "通信终端及配件": 1}}
{"industry": "铁路运输", "ups": {}}
{"industry": "仓储物流", "ups": {"港口": 1, "原材料供应链服务": 1}}
{"industry": "公路货运", "ups": {"焦炭Ⅲ": 8, "原材料供应链服务": 6, "炼油化工": 4, "氯碱": 3, "煤化工": 3, "其他化学制品": 3, "食品及饲料添加剂": 3, "保险Ⅲ": 2, "水力发电": 2, "钛白粉": 2, "聚氨酯": 2, "氮肥": 2, "磷肥及磷化工": 2, "基建市政工程": 2, "贸易Ⅲ": 2, "其他石化": 2, "油品石化贸易": 2, "铜": 2, "影视动漫制作": 1, "游戏Ⅲ": 1, "配电设备": 1, "面板": 1, "金融控股": 1, "板材": 1, "冶钢辅料": 1, "电能综合服务": 1, "火力发电": 1, "燃气Ⅲ": 1, "锦纶": 1, "其他化学纤维": 1, "无机盐": 1, "民爆制品": 1, "其他塑料制品": 1, "炭黑": 1, "水泥制造": 1, "港口": 1, "高速公路": 1, "仓储物流": 1, "焦煤": 1, "其他农产品加工": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "医疗研发外包": 1, "铝": 1, "黄金": 1, "综合Ⅲ": 1}}
{"industry": "跨境物流", "ups": {"蓄电池及其他电池": 1, "其他家电Ⅲ": 1, "原材料供应链服务": 1, "瓷砖地板": 1, "特种纸": 1, "贸易Ⅲ": 1, "软饮料": 1}}
{"industry": "快递", "ups": {"原材料供应链服务": 2, "底盘与发动机系统": 2, "炼油化工": 2, "其他能源设备Ⅲ": 1, "果蔬加工": 1, "其他农产品加工": 1, "会展服务": 1, "油品石化贸易": 1}}
{"industry": "原材料供应链服务", "ups": {"焦炭Ⅲ": 7, "磷肥及磷化工": 5, "板材": 4, "贸易Ⅲ": 4, "特钢Ⅲ": 3, "氯碱": 3, "无机盐": 3, "其他化学制品": 3, "动力煤": 3, "其他种植业": 3, "黄金": 3, "铁矿石": 2, "冶钢辅料": 2, "航空装备Ⅲ": 2, "粘胶": 2, "复合肥": 2, "钾肥": 2, "炭黑": 2, "保健品": 2, "医疗研发外包": 2, "铅锌": 2, "铜": 2, "综合Ⅲ": 2, "大众出版": 1, "游戏Ⅲ": 1, "锂电池": 1, "配电设备": 1, "线缆部件及其他": 1, "半导体材料": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "LED": 1, "棉纺": 1, "租赁": 1, "长材": 1, "风力发电": 1, "火力发电": 1, "固废治理": 1, "金属制品": 1, "能源及重型设备": 1, "纯碱": 1, "煤化工": 1, "纺织化学制品": 1, "聚氨酯": 1, "民爆制品": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "氮肥": 1, "农药": 1, "IT服务Ⅲ": 1, "水泥制品": 1, "水泥制造": 1, "港口": 1, "公路货运": 1, "粮食种植": 1, "种子": 1, "汽车经销商": 1, "底盘与发动机系统": 1, "炼油化工": 1, "烘焙食品": 1, "钼": 1, "钨": 1, "稀土": 1}}
{"industry": "中间产品及消费品供应链服务", "ups": {"铝": 1, "稀土": 1}}
{"industry": "焦炭Ⅲ", "ups": {"原材料供应链服务": 5, "火力发电": 4, "磷肥及磷化工": 4, "板材": 3, "特钢Ⅲ": 3, "无机盐": 3, "水泥制造": 3, "黄金": 3, "电网自动化设备": 2, "配电设备": 2, "光伏电池组件": 2, "铁矿石": 2, "冶钢辅料": 2, "电能综合服务": 2, "燃气Ⅲ": 2, "固废治理": 2, "其他化学制品": 2, "食品及饲料添加剂": 2, "动力煤": 2, "其他农产品加工": 2, "其他种植业": 2, "贸易Ⅲ": 2, "炼油化工": 2, "油品石化贸易": 2, "油气开采Ⅲ": 2, "保健品": 2, "铅锌": 2, "综合Ⅲ": 2, "游戏Ⅲ": 1, "电机Ⅲ": 1, "输变电设备": 1, "风电整机": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "面板": 1, "租赁": 1, "热力服务": 1, "水力发电": 1, "水务及水治理": 1, "能源及重型设备": 1, "粘胶": 1, "氯碱": 1, "煤化工": 1, "纺织化学制品": 1, "聚氨酯": 1, "氮肥": 1, "钾肥": 1, "农药": 1, "炭黑": 1, "水泥制品": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "仓储物流": 1, "公路货运": 1, "焦煤": 1, "肉鸡养殖": 1, "大宗用纸": 1, "调味发酵品Ⅲ": 1, "医疗研发外包": 1, "铝": 1, "铜": 1, "磁性材料": 1, "钼": 1, "稀土": 1}}
{"industry": "动力煤", "ups": {"焦炭Ⅲ": 9, "贸易Ⅲ": 6, "原材料供应链服务": 5, "火力发电": 3, "氯碱": 3, "其他化学制品": 3, "食品及饲料添加剂": 3, "水泥制造": 3, "炼油化工": 3, "油品石化贸易": 3, "综合Ⅲ": 3, "电网自动化设备": 2, "配电设备": 2, "面板": 2, "棉纺": 2, "其他纺织": 2, "电能综合服务": 2, "水力发电": 2, "纯碱": 2, "钛白粉": 2, "无机盐": 2, "氮肥": 2, "磷肥及磷化工": 2, "IT服务Ⅲ": 2, "基建市政工程": 2, "焦煤": 2, "其他农产品加工": 2, "肉鸡养殖": 2, "其他种植业": 2, "其他石化": 2, "医疗研发外包": 2, "铝": 2, "铜": 2, "大众出版": 1, "营销代理": 1, "影视动漫制作": 1, "游戏Ⅲ": 1, "电池化学品": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "印染": 1, "保险Ⅲ": 1, "金融控股": 1, "板材": 1, "冶钢辅料": 1, "热力服务": 1, "燃气Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "其他化学纤维": 1, "粘胶": 1, "煤化工": 1, "氟化工": 1, "聚氨酯": 1, "民爆制品": 1, "复合肥": 1, "其他塑料制品": 1, "炭黑": 1, "其他黑色家电": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "高速公路": 1, "铁路运输": 1, "仓储物流": 1, "公路货运": 1, "果蔬加工": 1, "种子": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "医疗耗材": 1, "黄金": 1}}
{"industry": "焦煤", "ups": {"贸易Ⅲ": 3, "电网自动化设备": 2, "氯碱": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "动力煤": 2, "其他农产品加工": 2, "营销代理": 1, "电池化学品": 1, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "锦纶": 1, "纯碱": 1, "氟化工": 1, "其他化学制品": 1, "氮肥": 1, "磷肥及磷化工": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "果蔬加工": 1, "肉鸡养殖": 1, "其他石化": 1, "油品石化贸易": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "生活用纸", "ups": {"其他农产品加工": 1}}
{"industry": "洗护用品", "ups": {"其他农产品加工": 2, "输变电设备": 1, "氟化工": 1, "其他塑料制品": 1, "果蔬加工": 1, "农业综合Ⅲ": 1, "种子": 1, "其他石化": 1, "调味发酵品Ⅲ": 1, "其他酒类": 1, "黄金": 1}}
{"industry": "化妆品制造及其他", "ups": {}}
{"industry": "品牌化妆品", "ups": {}}
{"industry": "医美服务", "ups": {}}
{"industry": "医美耗材", "ups": {}}
{"industry": "动物保健Ⅲ", "ups": {"棉纺": 2, "其他纺织": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "印染": 1, "其他化学制品": 1, "其他黑色家电": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "医疗耗材": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "林业Ⅲ", "ups": {}}
{"industry": "果蔬加工", "ups": {"氯碱": 2, "焦炭Ⅲ": 2, "其他种植业": 2, "贸易Ⅲ": 2, "配电设备": 1, "棉纺": 1, "板材": 1, "冶钢辅料": 1, "无机盐": 1, "氮肥": 1, "钾肥": 1, "水泥制造": 1, "公路货运": 1, "原材料供应链服务": 1, "动力煤": 1, "焦煤": 1, "农业综合Ⅲ": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "黄金": 1}}
{"industry": "粮油加工", "ups": {"果蔬加工": 1, "啤酒": 1, "肉制品": 1, "乳品": 1, "软饮料": 1}}
{"industry": "其他农产品加工", "ups": {"原材料供应链服务": 3, "果蔬加工": 3, "其他种植业": 2, "种子": 2, "贸易Ⅲ": 2, "调味发酵品Ⅲ": 2, "原料药": 2, "游戏Ⅲ": 1, "蓄电池及其他电池": 1, "线缆部件及其他": 1, "面板": 1, "资产管理": 1, "板材": 1, "钢铁管材": 1, "冶钢辅料": 1, "地面兵装Ⅲ": 1, "金属制品": 1, "能源及重型设备": 1, "氯碱": 1, "民爆制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "IT服务Ⅲ": 1, "其他家电Ⅲ": 1, "厨房小家电": 1, "基建市政工程": 1, "跨境物流": 1, "动力煤": 1, "粮油加工": 1, "农业综合Ⅲ": 1, "底盘与发动机系统": 1, "瓷砖地板": 1, "特种纸": 1, "保健品": 1, "软饮料": 1, "医药流通": 1}}
{"industry": "农业综合Ⅲ", "ups": {}}
{"industry": "宠物食品", "ups": {}}
{"industry": "畜禽饲料", "ups": {}}
{"industry": "水产饲料", "ups": {}}
{"industry": "其他养殖", "ups": {}}
{"industry": "肉鸡养殖", "ups": {"电网自动化设备": 2, "动力煤": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "磷肥及磷化工": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "其他农产品加工": 1, "综合Ⅲ": 1}}
{"industry": "生猪养殖", "ups": {"大众出版": 1, "游戏Ⅲ": 1, "风力发电": 1, "其他化学原料": 1, "氮肥": 1, "磷肥及磷化工": 1, "农药": 1, "原材料供应链服务": 1, "调味发酵品Ⅲ": 1, "化学制剂": 1, "铅锌": 1, "黄金": 1}}
{"industry": "海洋捕捞", "ups": {}}
{"industry": "水产养殖", "ups": {"保健品": 2, "其他农产品加工": 1, "种子": 1, "调味发酵品Ⅲ": 1, "其他酒类": 1, "化学制剂": 1, "黄金": 1}}
{"industry": "粮食种植", "ups": {"磷肥及磷化工": 2, "原材料供应链服务": 2, "焦炭Ⅲ": 2, "游戏Ⅲ": 1, "配电设备": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "煤化工": 1, "无机盐": 1, "聚氨酯": 1, "食品及饲料添加剂": 1, "氮肥": 1, "公路货运": 1, "焦煤": 1, "贸易Ⅲ": 1, "炼油化工": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "医疗研发外包": 1, "铝": 1, "黄金": 1}}
{"industry": "其他种植业", "ups": {"贸易Ⅲ": 3, "氮肥": 2, "原材料供应链服务": 2, "焦煤": 2, "调味发酵品Ⅲ": 2, "医疗研发外包": 2, "黄金": 2, "大众出版": 1, "游戏Ⅲ": 1, "电机Ⅲ": 1, "配电设备": 1, "棉纺": 1, "板材": 1, "风力发电": 1, "纯碱": 1, "氯碱": 1, "其他化学原料": 1, "钾肥": 1, "磷肥及磷化工": 1, "农药": 1, "膜材料": 1, "IT服务Ⅲ": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "果蔬加工": 1, "种子": 1, "特种纸": 1, "油气开采Ⅲ": 1, "烘焙食品": 1, "化学制剂": 1, "铝": 1, "铅锌": 1, "铜": 1}}
{"industry": "食用菌", "ups": {}}
{"industry": "种子", "ups": {"原材料供应链服务": 2, "铅锌": 2, "黄金": 2, "大众出版": 1, "游戏Ⅲ": 1, "住宅开发": 1, "风力发电": 1, "热力服务": 1, "其他化学原料": 1, "聚氨酯": 1, "氮肥": 1, "磷肥及磷化工": 1, "农药": 1, "涂料": 1, "调味发酵品Ⅲ": 1, "化学制剂": 1, "其他生物制品": 1, "铜": 1}}
{"industry": "电动乘用车", "ups": {"油品石化贸易": 2, "电池化学品": 1, "配电设备": 1, "板材": 1, "燃气Ⅲ": 1, "综合环境治理": 1, "纯碱": 1, "涂料油墨": 1, "其他建材Ⅲ": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "铝": 1}}
{"industry": "综合乘用车", "ups": {}}
{"industry": "摩托车", "ups": {"原材料供应链服务": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "其他运输设备", "ups": {"原材料供应链服务": 3, "贸易Ⅲ": 3, "底盘与发动机系统": 2, "游戏Ⅲ": 1, "蓄电池及其他电池": 1, "线缆部件及其他": 1, "面板": 1, "消费电子零部件及组装": 1, "资产管理": 1, "板材": 1, "钢铁管材": 1, "冶钢辅料": 1, "航海装备Ⅲ": 1, "金属制品": 1, "能源及重型设备": 1, "氯碱": 1, "IT服务Ⅲ": 1, "其他家电Ⅲ": 1, "厨房小家电": 1, "基建市政工程": 1, "跨境物流": 1, "动力煤": 1, "其他种植业": 1, "其他汽车零部件": 1, "瓷砖地板": 1, "特种纸": 1, "会展服务": 1, "炼油化工": 1, "软饮料": 1, "医药流通": 1}}
{"industry": "汽车经销商", "ups": {"蓄电池及其他电池": 1, "其他家电Ⅲ": 1, "原材料供应链服务": 1, "瓷砖地板": 1, "特种纸": 1, "贸易Ⅲ": 1, "软饮料": 1}}
{"industry": "汽车综合服务", "ups": {}}
{"industry": "车身附件及饰件", "ups": {"电网自动化设备": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "航空装备Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "底盘与发动机系统": 1, "炼油化工": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "底盘与发动机系统", "ups": {"消费电子零部件及组装": 3, "金属制品": 3, "电池化学品": 2, "燃气Ⅲ": 2, "制冷空调设备": 2, "贸易Ⅲ": 2, "油品石化贸易": 2, "电机Ⅲ": 1, "电网自动化设备": 1, "配电设备": 1, "输变电设备": 1, "其他能源设备Ⅲ": 1, "光学元件": 1, "金融信息服务": 1, "租赁": 1, "板材": 1, "特钢Ⅲ": 1, "电能综合服务": 1, "航海装备Ⅲ": 1, "综合环境治理": 1, "工程机械整机": 1, "其他通用设备": 1, "其他专用设备": 1, "纯碱": 1, "涂料油墨": 1, "其他计算机设备": 1, "其他建材Ⅲ": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "摩托车": 1, "其他汽车零部件": 1, "商用载货车": 1, "百货": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "医院": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "轮胎轮毂", "ups": {"原材料供应链服务": 2, "证券Ⅲ": 1, "热力服务": 1, "其他橡胶制品": 1, "厨房小家电": 1, "动力煤": 1, "铜": 1}}
{"industry": "其他汽车零部件", "ups": {"航空装备Ⅲ": 2, "贸易Ⅲ": 2, "分立器件": 1, "数字芯片设计": 1, "光学元件": 1, "其他电子Ⅲ": 1, "消费电子零部件及组装": 1, "板材": 1, "特钢Ⅲ": 1, "航海装备Ⅲ": 1, "工程机械整机": 1, "厨房电器": 1, "其他石化": 1, "其他通信设备": 1, "铝": 1}}
{"industry": "汽车电子电气系统", "ups": {"电网自动化设备": 2, "分立器件": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "数字芯片设计": 1, "面板": 1, "被动元件": 1, "棉纺": 1, "非运动服装": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "改性塑料": 1, "IT服务Ⅲ": 1, "其他建材Ⅲ": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "其他种植业": 1, "种子": 1, "贸易Ⅲ": 1, "化学制剂": 1, "医疗研发外包": 1, "铜": 1, "其他小金属": 1, "综合Ⅲ": 1}}
{"industry": "商用载货车", "ups": {"底盘与发动机系统": 2, "轨交设备Ⅲ": 1, "商用载客车": 1, "培训教育": 1}}
{"industry": "商用载客车", "ups": {"油品石化贸易": 2, "电池化学品": 1, "配电设备": 1, "板材": 1, "燃气Ⅲ": 1, "综合环境治理": 1, "纯碱": 1, "涂料油墨": 1, "其他建材Ⅲ": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "铝": 1}}
{"industry": "金属包装", "ups": {"涂料油墨": 1}}
{"industry": "塑料包装", "ups": {"煤化工": 2, "保险Ⅲ": 1, "聚氨酯": 1, "炼油化工": 1, "其他石化": 1, "铜": 1}}
{"industry": "印刷", "ups": {}}
{"industry": "纸包装", "ups": {"水力发电": 2, "原材料供应链服务": 2, "综合Ⅲ": 2, "大众出版": 1, "电池化学品": 1, "输变电设备": 1, "消费电子零部件及组装": 1, "航海装备Ⅲ": 1, "大气治理": 1, "金属制品": 1, "煤化工": 1, "无机盐": 1, "粮食种植": 1, "底盘与发动机系统": 1, "其他汽车零部件": 1, "大宗用纸": 1, "贸易Ⅲ": 1, "会展服务": 1, "炼油化工": 1}}
{"industry": "综合包装", "ups": {}}
{"industry": "成品家居", "ups": {"锂电池": 1, "电机Ⅲ": 1, "电工仪器仪表": 1, "电网自动化设备": 1, "配电设备": 1, "输变电设备": 1, "分立器件": 1, "数字芯片设计": 1, "光学元件": 1, "面板": 1, "其他电子Ⅲ": 1, "印制电路板": 1, "家纺": 1, "军工电子Ⅲ": 1, "工程机械整机": 1, "焦炭Ⅲ": 1, "底盘与发动机系统": 1, "贸易Ⅲ": 1, "其他通信设备": 1, "通信线缆及配套": 1}}
{"industry": "瓷砖地板", "ups": {"种子": 2, "住宅开发": 1, "燃气Ⅲ": 1, "金属制品": 1, "家电零部件Ⅲ": 1, "粮油加工": 1, "其他农产品加工": 1, "粮食种植": 1, "底盘与发动机系统": 1, "卫浴制品": 1, "零食": 1, "铝": 1, "锂": 1}}
{"industry": "定制家居", "ups": {"燃气Ⅲ": 2, "蓄电池及其他电池": 1, "输变电设备": 1, "非运动服装": 1, "运动服装": 1, "航空装备Ⅲ": 1, "环保设备Ⅲ": 1, "氯碱": 1, "IT服务Ⅲ": 1, "厨房电器": 1, "其他家电Ⅲ": 1, "管材": 1, "原材料供应链服务": 1, "车身附件及饰件": 1, "瓷砖地板": 1, "特种纸": 1, "贸易Ⅲ": 1, "百货": 1, "多业态零售": 1, "软饮料": 1}}
{"industry": "其他家居用品", "ups": {"氯碱": 1, "动力煤": 1, "商业物业经营": 1}}
{"industry": "卫浴制品", "ups": {"游戏Ⅲ": 1, "住宅开发": 1, "热力服务": 1, "水力发电": 1, "燃气Ⅲ": 1, "金属制品": 1, "IT服务Ⅲ": 1, "家电零部件Ⅲ": 1, "其他建材Ⅲ": 1, "底盘与发动机系统": 1, "汽车电子电气系统": 1, "印刷": 1, "瓷砖地板": 1, "大宗用纸": 1, "乳品": 1, "铝": 1, "锂": 1, "综合Ⅲ": 1}}
{"industry": "文化用品", "ups": {}}
{"industry": "娱乐用品", "ups": {"印制电路板": 1, "其他纺织": 1, "非运动服装": 1, "热力服务": 1, "金属制品": 1, "钾肥": 1, "改性塑料": 1, "玻纤制造": 1, "其他酒类": 1}}
{"industry": "大宗用纸", "ups": {"电网自动化设备": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "棉纺": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "金属制品": 1, "印刷包装机械": 1, "氯碱": 1, "聚氨酯": 1, "水泥制造": 1, "涂料": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "原材料供应链服务": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "其他种植业": 1, "底盘与发动机系统": 1, "会展服务": 1, "炼油化工": 1, "白酒Ⅲ": 1, "啤酒": 1, "中药Ⅲ": 1, "综合Ⅲ": 1}}
{"industry": "特种纸", "ups": {"大众出版": 1, "电机Ⅲ": 1, "电子化学品Ⅲ": 1, "铁矿石": 1, "粘胶": 1, "纯碱": 1, "无机盐": 1, "纺织化学制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "焦炭Ⅲ": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1}}
{"industry": "电商服务", "ups": {}}
{"industry": "跨境电商", "ups": {"商业地产": 2, "营销代理": 1, "锂电池": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "空调": 1, "水泥制造": 1, "港口": 1, "高速公路": 1, "原材料供应链服务": 1, "综合乘用车": 1, "超市": 1, "综合Ⅲ": 1}}
{"industry": "综合电商", "ups": {}}
{"industry": "旅游零售Ⅲ", "ups": {}}
{"industry": "贸易Ⅲ", "ups": {"焦炭Ⅲ": 5, "氯碱": 4, "磷肥及磷化工": 4, "原材料供应链服务": 4, "其他种植业": 4, "板材": 3, "特钢Ⅲ": 3, "其他化学原料": 3, "无机盐": 3, "氮肥": 3, "钾肥": 3, "动力煤": 3, "黄金": 3, "大众出版": 2, "配电设备": 2, "棉纺": 2, "其他纺织": 2, "冶钢辅料": 2, "金属制品": 2, "粘胶": 2, "IT服务Ⅲ": 2, "水泥制造": 2, "公路货运": 2, "保健品": 2, "医疗研发外包": 2, "铅锌": 2, "铜": 2, "综合Ⅲ": 2, "游戏Ⅲ": 1, "数字芯片设计": 1, "印染": 1, "租赁": 1, "铁矿石": 1, "风力发电": 1, "火力发电": 1, "固废治理": 1, "能源及重型设备": 1, "印刷包装机械": 1, "纯碱": 1, "煤化工": 1, "民爆制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "农药": 1, "其他塑料制品": 1, "炭黑": 1, "其他黑色家电": 1, "其他建材Ⅲ": 1, "港口": 1, "焦煤": 1, "种子": 1, "定制家居": 1, "其他家居用品": 1, "卫浴制品": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "白酒Ⅲ": 1, "调味发酵品Ⅲ": 1, "啤酒": 1, "化学制剂": 1, "原料药": 1, "医疗耗材": 1, "中药Ⅲ": 1, "稀土": 1}}
{"industry": "百货", "ups": {"原材料供应链服务": 3, "商业地产": 2, "油品石化贸易": 2, "铝": 2, "营销代理": 1, "电池化学品": 1, "锂电池": 1, "配电设备": 1, "输变电设备": 1, "光伏辅材": 1, "板材": 1, "燃气Ⅲ": 1, "环保设备Ⅲ": 1, "固废治理": 1, "综合环境治理": 1, "工程机械整机": 1, "仪器仪表": 1, "纯碱": 1, "涂料油墨": 1, "钾肥": 1, "空调": 1, "水泥制造": 1, "其他建材Ⅲ": 1, "港口": 1, "高速公路": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "综合乘用车": 1, "贸易Ⅲ": 1, "超市": 1, "炼油化工": 1, "其他石化": 1, "白酒Ⅲ": 1, "综合Ⅲ": 1}}
{"industry": "超市", "ups": {"磷肥及磷化工": 1}}
{"industry": "多业态零售", "ups": {"涂料油墨": 1, "畜禽饲料": 1, "其他养殖": 1, "肉鸡养殖": 1, "乳品": 1, "软饮料": 1, "钨": 1}}
{"industry": "商业物业经营", "ups": {"其他农产品加工": 1, "种子": 1, "调味发酵品Ⅲ": 1, "其他酒类": 1, "黄金": 1}}
{"industry": "专业连锁Ⅲ", "ups": {"商业地产": 2, "营销代理": 1, "锂电池": 1, "电网自动化设备": 1, "军工电子Ⅲ": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "IT服务Ⅲ": 1, "垂直应用软件": 1, "空调": 1, "水泥制造": 1, "港口": 1, "高速公路": 1, "原材料供应链服务": 1, "其他农产品加工": 1, "种子": 1, "综合乘用车": 1, "超市": 1, "调味发酵品Ⅲ": 1, "其他酒类": 1, "其他通信设备": 1, "黄金": 1, "综合Ⅲ": 1}}
{"industry": "教育运营及其他", "ups": {}}
{"industry": "培训教育", "ups": {"氯碱": 1, "氮肥": 1, "钾肥": 1, "贸易Ⅲ": 1, "铜": 1}}
{"industry": "学历教育", "ups": {}}
{"industry": "餐饮", "ups": {}}
{"industry": "酒店", "ups": {}}
{"industry": "旅游综合", "ups": {"板材": 2, "其他化学制品": 2, "基建市政工程": 2, "影视动漫制作": 1, "保险Ⅲ": 1, "金融控股": 1, "长材": 1, "特钢Ⅲ": 1, "水力发电": 1, "其他化学纤维": 1, "纯碱": 1, "氯碱": 1, "钛白粉": 1, "水泥制造": 1, "高速公路": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "焦煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "白酒Ⅲ": 1, "保健品": 1, "铝": 1, "综合Ⅲ": 1}}
{"industry": "人工景区", "ups": {}}
{"industry": "自然景区", "ups": {}}
{"industry": "体育Ⅲ", "ups": {}}
{"industry": "会展服务", "ups": {"锂电池": 1, "线缆部件及其他": 1, "半导体材料": 1, "LED": 1, "航空装备Ⅲ": 1, "机器人": 1, "原材料供应链服务": 1, "汽车经销商": 1, "贸易Ⅲ": 1}}
{"industry": "检测服务", "ups": {}}
{"industry": "其他专业服务", "ups": {}}
{"industry": "人力资源服务", "ups": {}}
{"industry": "炼油化工", "ups": {"焦炭Ⅲ": 8, "氮肥": 5, "原材料供应链服务": 5, "其他石化": 4, "油品石化贸易": 4, "燃气Ⅲ": 3, "煤化工": 3, "磷肥及磷化工": 3, "贸易Ⅲ": 3, "铜": 3, "大众出版": 2, "电网自动化设备": 2, "配电设备": 2, "板材": 2, "电能综合服务": 2, "火力发电": 2, "氯碱": 2, "无机盐": 2, "民爆制品": 2, "钾肥": 2, "改性塑料": 2, "公路货运": 2, "动力煤": 2, "其他农产品加工": 2, "油气开采Ⅲ": 2, "游戏Ⅲ": 1, "电池化学品": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "数字芯片设计": 1, "面板": 1, "特钢Ⅲ": 1, "热力服务": 1, "水力发电": 1, "固废治理": 1, "水务及水治理": 1, "粘胶": 1, "纯碱": 1, "其他化学原料": 1, "聚氨酯": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "其他塑料制品": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "仓储物流": 1, "焦煤": 1, "肉鸡养殖": 1, "培训教育": 1, "调味发酵品Ⅲ": 1, "医疗研发外包": 1, "铝": 1, "黄金": 1, "磁性材料": 1, "综合Ⅲ": 1}}
{"industry": "其他石化", "ups": {"炼油化工": 3, "燃气Ⅲ": 2, "煤化工": 2, "氮肥": 2, "改性塑料": 2, "原材料供应链服务": 2, "油品石化贸易": 2, "铜": 2, "大众出版": 1, "电池化学品": 1, "数字芯片设计": 1, "电能综合服务": 1, "火力发电": 1, "水力发电": 1, "氯碱": 1, "其他化学原料": 1, "无机盐": 1, "纺织化学制品": 1, "民爆制品": 1, "其他化学制品": 1, "钾肥": 1, "磷肥及磷化工": 1, "农药": 1, "其他塑料制品": 1, "港口": 1, "公路货运": 1, "焦炭Ⅲ": 1, "动力煤": 1, "铝": 1}}
{"industry": "油品石化贸易", "ups": {"焦炭Ⅲ": 3, "炼油化工": 3, "其他石化": 3, "电池化学品": 2, "煤化工": 2, "原材料供应链服务": 2, "大众出版": 1, "配电设备": 1, "数字芯片设计": 1, "燃气Ⅲ": 1, "氯碱": 1, "其他化学原料": 1, "民爆制品": 1, "其他化学制品": 1, "氮肥": 1, "钾肥": 1, "磷肥及磷化工": 1, "改性塑料": 1, "港口": 1, "公路货运": 1, "动力煤": 1, "贸易Ⅲ": 1, "铜": 1}}
{"industry": "油气及炼化工程", "ups": {}}
{"industry": "油田服务", "ups": {}}
{"industry": "油气开采Ⅲ", "ups": {"原材料供应链服务": 4, "电网自动化设备": 2, "棉纺": 2, "其他纺织": 2, "热力服务": 2, "IT服务Ⅲ": 2, "动力煤": 2, "其他种植业": 2, "贸易Ⅲ": 2, "医疗研发外包": 2, "铜": 2, "综合Ⅲ": 2, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "印染": 1, "证券Ⅲ": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "固废治理": 1, "水务及水治理": 1, "其他化学制品": 1, "磷肥及磷化工": 1, "其他橡胶制品": 1, "其他黑色家电": 1, "厨房小家电": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "公路货运": 1, "焦炭Ⅲ": 1, "焦煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "种子": 1, "医疗耗材": 1, "黄金": 1, "钨": 1}}
{"industry": "白酒Ⅲ", "ups": {"其他种植业": 2, "种子": 2, "电机Ⅲ": 1, "地面兵装Ⅲ": 1, "钾肥": 1, "其他农产品加工": 1, "农业综合Ⅲ": 1, "粮食种植": 1, "特种纸": 1, "调味发酵品Ⅲ": 1, "其他酒类": 1, "烘焙食品": 1, "黄金": 1}}
{"industry": "调味发酵品Ⅲ", "ups": {"磷肥及磷化工": 5, "动力煤": 3, "其他种植业": 3, "电池化学品": 2, "电网自动化设备": 2, "氯碱": 2, "无机盐": 2, "其他化学制品": 2, "食品及饲料添加剂": 2, "涂料油墨": 2, "公路货运": 2, "焦炭Ⅲ": 2, "其他农产品加工": 2, "粮食种植": 2, "种子": 2, "专业连锁Ⅲ": 2, "炼油化工": 2, "油品石化贸易": 2, "白酒Ⅲ": 2, "综合Ⅲ": 2, "游戏Ⅲ": 1, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "电子化学品Ⅲ": 1, "面板": 1, "板材": 1, "铁矿石": 1, "电能综合服务": 1, "风力发电": 1, "火力发电": 1, "热力服务": 1, "燃气Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "综合环境治理": 1, "纯碱": 1, "煤化工": 1, "纺织化学制品": 1, "聚氨酯": 1, "氮肥": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "水泥制品": 1, "其他建材Ⅲ": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "原材料供应链服务": 1, "焦煤": 1, "果蔬加工": 1, "农业综合Ⅲ": 1, "肉鸡养殖": 1, "水产养殖": 1, "贸易Ⅲ": 1, "商业物业经营": 1, "其他石化": 1, "其他酒类": 1, "保健品": 1, "烘焙食品": 1, "熟食": 1, "医疗研发外包": 1, "铝": 1, "铅锌": 1, "铜": 1, "黄金": 1, "钼": 1, "钨": 1}}
{"industry": "啤酒", "ups": {"保险Ⅲ": 1, "煤化工": 1, "磷肥及磷化工": 1, "原材料供应链服务": 1, "农业综合Ⅲ": 1, "生猪养殖": 1, "其他种植业": 1, "其他石化": 1, "调味发酵品Ⅲ": 1, "烘焙食品": 1, "铜": 1}}
{"industry": "其他酒类", "ups": {"其他种植业": 3, "商业地产": 2, "港口": 2, "营销代理": 1, "锂电池": 1, "环保设备Ⅲ": 1, "工程机械整机": 1, "纯碱": 1, "农药": 1, "空调": 1, "水泥制造": 1, "高速公路": 1, "原材料供应链服务": 1, "其他农产品加工": 1, "种子": 1, "综合乘用车": 1, "超市": 1, "白酒Ⅲ": 1, "调味发酵品Ⅲ": 1, "烘焙食品": 1, "黄金": 1, "综合Ⅲ": 1}}
{"industry": "保健品", "ups": {"特钢Ⅲ": 2, "冶钢辅料": 2, "无机盐": 2, "磷肥及磷化工": 2, "配电设备": 1, "数字芯片设计": 1, "住宅开发": 1, "租赁": 1, "板材": 1, "铁矿石": 1, "火力发电": 1, "固废治理": 1, "能源及重型设备": 1, "粘胶": 1, "氯碱": 1, "钾肥": 1, "炭黑": 1, "水泥制造": 1, "焦炭Ⅲ": 1, "动力煤": 1, "其他种植业": 1, "贸易Ⅲ": 1, "铅锌": 1, "黄金": 1, "稀土": 1, "综合Ⅲ": 1}}
{"industry": "其他食品", "ups": {}}
{"industry": "肉制品", "ups": {"果蔬加工": 2, "其他种植业": 2, "畜禽饲料": 1, "白酒Ⅲ": 1, "烘焙食品": 1, "熟食": 1}}
{"industry": "预加工食品", "ups": {}}
{"industry": "烘焙食品", "ups": {"调味发酵品Ⅲ": 2, "电子化学品Ⅲ": 1, "热力服务": 1, "食品及饲料添加剂": 1, "园林工程": 1, "动物保健Ⅲ": 1, "果蔬加工": 1, "粮油加工": 1, "其他农产品加工": 1, "其他种植业": 1, "种子": 1}}
{"industry": "零食", "ups": {"其他种植业": 4, "消费电子零部件及组装": 1, "航海装备Ⅲ": 1, "其他专用设备": 1, "民爆制品": 1, "磷肥及磷化工": 1, "膜材料": 1, "家电零部件Ⅲ": 1, "园林工程": 1, "动物保健Ⅲ": 1, "果蔬加工": 1, "其他农产品加工": 1, "畜禽饲料": 1, "其他养殖": 1, "肉鸡养殖": 1, "种子": 1, "其他汽车零部件": 1, "贸易Ⅲ": 1, "炼油化工": 1, "白酒Ⅲ": 1, "烘焙食品": 1, "熟食": 1, "乳品": 1, "软饮料": 1}}
{"industry": "熟食", "ups": {"纯碱": 1, "氯碱": 1, "氮肥": 1, "果蔬加工": 1, "贸易Ⅲ": 1}}
{"industry": "乳品", "ups": {"其他养殖": 2, "住宅开发": 1, "无机盐": 1, "其他农产品加工": 1, "畜禽饲料": 1, "肉鸡养殖": 1, "生猪养殖": 1, "其他种植业": 1, "种子": 1, "轮胎轮毂": 1, "油气及炼化工程": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "肉制品": 1, "软饮料": 1}}
{"industry": "软饮料", "ups": {"水务及水治理": 1, "其他化学制品": 1, "磷肥及磷化工": 1, "畜禽饲料": 1, "其他养殖": 1, "肉鸡养殖": 1, "乳品": 1}}
{"industry": "电信运营商", "ups": {}}
{"industry": "通信工程及服务", "ups": {"电工仪器仪表": 1, "光伏发电": 1, "工控设备": 1, "IT服务Ⅲ": 1, "底盘与发动机系统": 1, "通信终端及配件": 1}}
{"industry": "通信应用增值服务", "ups": {}}
{"industry": "其他通信设备", "ups": {"楼宇设备": 1, "工控设备": 1, "通信应用增值服务": 1}}
{"industry": "通信网络设备及器件", "ups": {"军工电子Ⅲ": 2, "原材料供应链服务": 2, "蓄电池及其他电池": 1, "电机Ⅲ": 1, "输变电设备": 1, "LED": 1, "面板": 1, "消费电子零部件及组装": 1, "被动元件": 1, "证券Ⅲ": 1, "热力服务": 1, "航海装备Ⅲ": 1, "金属制品": 1, "其他橡胶制品": 1, "厨房小家电": 1, "动力煤": 1, "铜": 1, "钨": 1}}
{"industry": "通信线缆及配套", "ups": {"电机Ⅲ": 3, "锂电池": 1, "蓄电池及其他电池": 1, "硅料硅片": 1, "光学元件": 1, "光伏发电": 1, "地面兵装Ⅲ": 1, "航海装备Ⅲ": 1, "汽车电子电气系统": 1}}
{"industry": "通信终端及配件", "ups": {}}
{"industry": "化学制剂", "ups": {"磷肥及磷化工": 4, "聚氨酯": 3, "氯碱": 2, "煤化工": 2, "其他化学制品": 2, "焦炭Ⅲ": 2, "炼油化工": 2, "医疗研发外包": 2, "中药Ⅲ": 2, "铜": 2, "游戏Ⅲ": 1, "电子化学品Ⅲ": 1, "住宅开发": 1, "棉纺": 1, "铁矿石": 1, "风力发电": 1, "火力发电": 1, "纺织化学制品": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "氮肥": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "IT服务Ⅲ": 1, "水泥制品": 1, "涂料": 1, "公路货运": 1, "动力煤": 1, "粮食种植": 1, "其他种植业": 1, "种子": 1, "贸易Ⅲ": 1, "保健品": 1, "血液制品": 1, "线下药店": 1, "医药流通": 1, "铝": 1, "铅锌": 1, "黄金": 1, "钼": 1, "钨": 1}}
{"industry": "原料药", "ups": {"住宅开发": 1, "纯碱": 1, "焦炭Ⅲ": 1, "其他种植业": 1, "白酒Ⅲ": 1}}
{"industry": "其他生物制品", "ups": {"氯碱": 3, "电网自动化设备": 2, "面板": 2, "动力煤": 2, "果蔬加工": 2, "贸易Ⅲ": 2, "游戏Ⅲ": 1, "输变电设备": 1, "线缆部件及其他": 1, "风电整机": 1, "光伏电池组件": 1, "住宅开发": 1, "资产管理": 1, "板材": 1, "钢铁管材": 1, "冶钢辅料": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "金属制品": 1, "能源及重型设备": 1, "纯碱": 1, "氮肥": 1, "IT服务Ⅲ": 1, "厨房小家电": 1, "房屋建设Ⅲ": 1, "基建市政工程": 1, "国际工程": 1, "铁路运输": 1, "跨境物流": 1, "原材料供应链服务": 1, "化妆品制造及其他": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "其他种植业": 1, "底盘与发动机系统": 1, "医药流通": 1, "中药Ⅲ": 1, "综合Ⅲ": 1}}
{"industry": "血液制品", "ups": {"电网自动化设备": 2, "其他农产品加工": 2, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "面板": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "固废治理": 1, "水务及水治理": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "铁路运输": 1, "动力煤": 1, "肉鸡养殖": 1, "综合Ⅲ": 1}}
{"industry": "疫苗", "ups": {}}
{"industry": "其他医疗服务", "ups": {}}
{"industry": "医疗研发外包", "ups": {"原材料供应链服务": 4, "磷肥及磷化工": 3, "焦炭Ⅲ": 3, "游戏Ⅲ": 2, "氮肥": 2, "调味发酵品Ⅲ": 2, "黄金": 2, "大众出版": 1, "配电设备": 1, "板材": 1, "电能综合服务": 1, "风力发电": 1, "火力发电": 1, "水力发电": 1, "燃气Ⅲ": 1, "地面兵装Ⅲ": 1, "煤化工": 1, "其他化学原料": 1, "无机盐": 1, "聚氨酯": 1, "食品及饲料添加剂": 1, "农药": 1, "公路货运": 1, "焦煤": 1, "果蔬加工": 1, "其他农产品加工": 1, "贸易Ⅲ": 1, "炼油化工": 1, "油品石化贸易": 1, "油气开采Ⅲ": 1, "化学制剂": 1, "铝": 1, "铅锌": 1}}
{"industry": "医院", "ups": {"棉纺": 1, "IT服务Ⅲ": 1, "其他种植业": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "铜": 1}}
{"industry": "诊断服务", "ups": {}}
{"industry": "体外诊断", "ups": {}}
{"industry": "医疗耗材", "ups": {"消费电子零部件及组装": 3, "其他种植业": 3, "其他化学制品": 2, "其他黑色家电": 2, "综合Ⅲ": 2, "营销代理": 1, "电机Ⅲ": 1, "光伏辅材": 1, "硅料硅片": 1, "品牌消费电子": 1, "辅料": 1, "棉纺": 1, "其他纺织": 1, "印染": 1, "光伏发电": 1, "航海装备Ⅲ": 1, "大气治理": 1, "纯碱": 1, "IT服务Ⅲ": 1, "彩电": 1, "家电零部件Ⅲ": 1, "高速公路": 1, "其他农产品加工": 1, "摩托车": 1, "其他汽车零部件": 1, "贸易Ⅲ": 1, "白酒Ⅲ": 1, "保健品": 1}}
{"industry": "医疗设备", "ups": {"大气治理": 1, "照明设备Ⅲ": 1}}
{"industry": "线下药店", "ups": {}}
{"industry": "医药流通", "ups": {"住宅开发": 2, "游戏Ⅲ": 1, "鞋帽及其他": 1, "风力发电": 1, "氯碱": 1, "煤化工": 1, "聚氨酯": 1, "其他化学制品": 1, "涂料油墨": 1, "氮肥": 1, "钾肥": 1, "磷肥及磷化工": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "粮食种植": 1, "轮胎轮毂": 1, "跨境电商": 1, "超市": 1, "炼油化工": 1, "油气及炼化工程": 1, "调味发酵品Ⅲ": 1, "医疗研发外包": 1, "医疗耗材": 1, "中药Ⅲ": 1}}
{"industry": "中药Ⅲ", "ups": {"其他农产品加工": 3, "果蔬加工": 2, "住宅开发": 1, "焦炭Ⅲ": 1, "啤酒": 1, "肉制品": 1, "乳品": 1, "软饮料": 1}}
{"industry": "城商行Ⅲ", "ups": {}}
{"industry": "股份制银行Ⅲ", "ups": {}}
{"industry": "国有大型银行Ⅲ", "ups": {}}
{"industry": "农商行Ⅲ", "ups": {}}
{"industry": "铝", "ups": {"电网自动化设备": 2, "原材料供应链服务": 2, "贸易Ⅲ": 2, "大众出版": 1, "营销代理": 1, "电池化学品": 1, "配电设备": 1, "输变电设备": 1, "风电整机": 1, "光伏电池组件": 1, "逆变器": 1, "面板": 1, "特钢Ⅲ": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "航空装备Ⅲ": 1, "固废治理": 1, "水务及水治理": 1, "氟化工": 1, "钾肥": 1, "耐火材料": 1, "房屋建设Ⅲ": 1, "国际工程": 1, "港口": 1, "铁路运输": 1, "焦炭Ⅲ": 1, "动力煤": 1, "其他农产品加工": 1, "肉鸡养殖": 1, "汽车电子电气系统": 1, "其他石化": 1, "油品石化贸易": 1, "钨": 1, "综合Ⅲ": 1}}
{"industry": "铅锌", "ups": {"磷肥及磷化工": 4, "氯碱": 2, "其他化学制品": 2, "复合肥": 2, "焦炭Ⅲ": 2, "大众出版": 1, "游戏Ⅲ": 1, "电子化学品Ⅲ": 1, "铁矿石": 1, "风力发电": 1, "粘胶": 1, "纯碱": 1, "煤化工": 1, "无机盐": 1, "纺织化学制品": 1, "聚氨酯": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "氮肥": 1, "钾肥": 1, "农药": 1, "水泥制品": 1, "公路货运": 1, "动力煤": 1, "粮食种植": 1, "炼油化工": 1, "保健品": 1, "医疗研发外包": 1, "铜": 1, "黄金": 1, "钼": 1, "钨": 1}}
{"industry": "铜", "ups": {"焦炭Ⅲ": 6, "氮肥": 4, "原材料供应链服务": 4, "黄金": 4, "其他化学原料": 3, "磷肥及磷化工": 3, "农药": 3, "公路货运": 3, "贸易Ⅲ": 3, "炼油化工": 3, "铅锌": 3, "大众出版": 2, "配电设备": 2, "非运动服装": 2, "氯碱": 2, "食品及饲料添加剂": 2, "钾肥": 2, "改性塑料": 2, "动力煤": 2, "焦煤": 2, "油品石化贸易": 2, "医疗研发外包": 2, "钼": 2, "营销代理": 1, "游戏Ⅲ": 1, "电池化学品": 1, "输变电设备": 1, "电子化学品Ⅲ": 1, "消费电子零部件及组装": 1, "板材": 1, "铁矿石": 1, "风力发电": 1, "航海装备Ⅲ": 1, "粘胶": 1, "纯碱": 1, "煤化工": 1, "无机盐": 1, "纺织化学制品": 1, "民爆制品": 1, "其他化学制品": 1, "复合肥": 1, "其他塑料制品": 1, "橡胶助剂": 1, "玻纤制造": 1, "水泥制品": 1, "其他建材Ⅲ": 1, "仓储物流": 1, "其他农产品加工": 1, "其他种植业": 1, "种子": 1, "其他汽车零部件": 1, "定制家居": 1, "其他石化": 1, "油气开采Ⅲ": 1, "调味发酵品Ⅲ": 1, "保健品": 1, "通信终端及配件": 1, "化学制剂": 1, "原料药": 1, "铝": 1, "钴": 1, "稀土": 1}}
{"industry": "白银", "ups": {"电池化学品": 1, "配电设备": 1, "输变电设备": 1, "钾肥": 1, "原材料供应链服务": 1, "动力煤": 1, "其他种植业": 1, "种子": 1, "铅锌": 1, "黄金": 1, "钴": 1, "钼": 1}}
{"industry": "黄金", "ups": {"磷肥及磷化工": 4, "氯碱": 2, "聚氨酯": 2, "其他化学制品": 2, "游戏Ⅲ": 1, "电子化学品Ⅲ": 1, "钟表珠宝": 1, "铁矿石": 1, "风力发电": 1, "煤化工": 1, "纺织化学制品": 1, "食品及饲料添加剂": 1, "涂料油墨": 1, "氮肥": 1, "复合肥": 1, "钾肥": 1, "农药": 1, "水泥制品": 1, "涂料": 1, "公路货运": 1, "原材料供应链服务": 1, "焦炭Ⅲ": 1, "动力煤": 1, "粮食种植": 1, "炼油化工": 1, "保健品": 1, "医疗研发外包": 1, "铅锌": 1, "铜": 1, "钼": 1, "钨": 1}}
{"industry": "磁性材料", "ups": {"焦炭Ⅲ": 2, "贸易Ⅲ": 2, "营销代理": 1, "配电设备": 1, "板材": 1, "氯碱": 1, "磷肥及磷化工": 1, "农药": 1, "玻纤制造": 1, "公路货运": 1, "原材料供应链服务": 1, "焦煤": 1, "炼油化工": 1, "油气开采Ⅲ": 1, "医疗研发外包": 1, "黄金": 1}}
{"industry": "其他金属新材料", "ups": {"棉纺": 2, "其他纺织": 2, "IT服务Ⅲ": 2, "其他种植业": 2, "营销代理": 1, "印染": 1, "其他化学制品": 1, "其他黑色家电": 1, "种子": 1, "贸易Ⅲ": 1, "医疗研发外包": 1, "医疗耗材": 1, "铜": 1, "综合Ⅲ": 1}}
{"industry": "钴", "ups": {"电池化学品": 1, "无机盐": 1, "橡胶助剂": 1}}
{"industry": "锂", "ups": {}}
{"industry": "钼", "ups": {"大众出版": 1, "电子化学品Ⅲ": 1, "铁矿石": 1, "粘胶": 1, "纯碱": 1, "无机盐": 1, "纺织化学制品": 1, "其他化学制品": 1, "食品及饲料添加剂": 1, "复合肥": 1, "磷肥及磷化工": 1, "农药": 1, "水泥制品": 1, "焦炭Ⅲ": 1, "保健品": 1, "铅锌": 1, "铜": 1, "黄金": 1}}
{"industry": "其他小金属", "ups": {"钛白粉": 2, "航空装备Ⅲ": 1, "氯碱": 1, "钾肥": 1, "铝": 1, "钨": 1}}
{"industry": "钨", "ups": {"锂": 1}}
{"industry": "稀土", "ups": {"钾肥": 2, "铜": 2, "热力服务": 1, "涤纶": 1, "氯碱": 1, "氮肥": 1, "贸易Ⅲ": 1, "培训教育": 1, "炼油化工": 1, "其他石化": 1}}
{"industry": "综合Ⅲ", "ups": {"其他种植业": 5, "贸易Ⅲ": 5, "氯碱": 4, "其他化学制品": 4, "原材料供应链服务": 4, "动力煤": 4, "冶钢辅料": 3, "粘胶": 3, "无机盐": 3, "磷肥及磷化工": 3, "水泥制造": 3, "焦炭Ⅲ": 3, "保健品": 3, "铜": 3, "棉纺": 2, "其他纺织": 2, "特钢Ⅲ": 2, "铁矿石": 2, "制冷空调设备": 2, "纯碱": 2, "钾肥": 2, "农药": 2, "IT服务Ⅲ": 2, "铅锌": 2, "黄金": 2, "钨": 2, "大众出版": 1, "影视动漫制作": 1, "锂电池": 1, "电机Ⅲ": 1, "电网自动化设备": 1, "配电设备": 1, "输变电设备": 1, "线缆部件及其他": 1, "其他能源设备Ⅲ": 1, "半导体材料": 1, "数字芯片设计": 1, "电子化学品Ⅲ": 1, "LED": 1, "住宅开发": 1, "印染": 1, "保险Ⅲ": 1, "金融控股": 1, "租赁": 1, "证券Ⅲ": 1, "板材": 1, "电能综合服务": 1, "火力发电": 1, "热力服务": 1, "水力发电": 1, "燃气Ⅲ": 1, "航空装备Ⅲ": 1, "大气治理": 1, "固废治理": 1, "工程机械整机": 1, "金属制品": 1, "其他通用设备": 1, "能源及重型设备": 1, "其他专用设备": 1, "非金属材料Ⅲ": 1, "锦纶": 1, "其他化学纤维": 1, "钛白粉": 1, "纺织化学制品": 1, "聚氨酯": 1, "食品及饲料添加剂": 1, "复合肥": 1, "其他橡胶制品": 1, "炭黑": 1, "其他黑色家电": 1, "厨房小家电": 1, "水泥制品": 1, "涂料": 1, "基建市政工程": 1, "高速公路": 1, "种子": 1, "电动乘用车": 1, "摩托车": 1, "汽车经销商": 1, "底盘与发动机系统": 1, "轮胎轮毂": 1, "商用载货车": 1, "炼油化工": 1, "油气及炼化工程": 1, "白酒Ⅲ": 1, "医疗研发外包": 1, "医院": 1, "医疗耗材": 1, "钼": 1, "稀土": 1}}

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领域知识图谱的数据集,当前还比较缺失,而作为构建难度最大的产业链图谱领域更为空白。产业链作为产业经济学中的一个概念,是各个产业部门之间基于一定的技术经济关联,并依据特定的逻辑关系和时空布局关系客观形成的链条式关联关系形态。从本质上来说,产业链的本质是用于描述一个具有某种内在联系的企业群结构,产业链中大量存在着上下游关系和相互价值的交换,上游环节向下游环节输送产品或服务,下游环节向上游环节反馈信息。
作者已经先后发布两大领域的实体图谱数据:
1、情报领域【武器装备知识图谱】地址https://github.com/liuhuanyong/QAonMilitaryKG
2、医疗领域【医疗知识图谱】地址 https://github.com/liuhuanyong/QASystemOnMedicalKG
当前,为了进一步推动产业发展,本文围绕金融领域,推出面向上市公司的产业链图谱。
项目地址:
# 一、项目构成
产业链知识图谱包括A股上市公司、行业和产品共3类实体包括上市公司所属行业关系、行业上级关系、产品上游原材料关系、产品下游产品关系、公司主营产品、产品小类共6大类。
通过数据处理、抽取最终建成图谱规模数十万其中包括上市公司4,654家行业511个产品95,559条、上游材料56,824条上级行业480条下游产品390条产品小类52,937条所属行业3,946条。
# 二、项目构建
1、实体构建
1上市公司
目前上市公司已经达到四千多家,是我国重要的公司代表与行业标杆,本图谱选取上市公司作为基础实体之一。通过交易所公开信息中,可以得到上市公司代码、全称、简称、注册地址、挂牌等多个信息。
2行业分类
行业是产业链图谱中另一个核心内容,也是承载产业、公司及产品的一个媒介,通过这一领携作用,可以生产出大量的行业指数、热点行业等指标。
目前关于行业,已经陆续出现多个行业规范,代表性的有申万三级行业分类、国民经济行业分类等。中国上市公司所属行业的分类准则是依据营业收入等财务数据为主要分类标准和依据,所采用财务数据为经过会计事务所审计并已公开披露的合并报表数据。
2021年6月申万发布了2021版的行业分类规范将1级行业从28个调整至31个、2级行业从104个调整至134个、3级行业从227个调整至346个新增1级行业美容护理等新增2级行业并将上市公司进行了归属。本图谱选用申万行业作为基础数据。
3业务产品
业务产品主要指公司主营范围、经营的产品,用于对一个公司的定位。可以从公司的经营范围、年报等文本中进行提取得到。
2、关系构建
1公司所属行业
通过公开的上市公司行业分类表,可以得到上市公司所对应的行业分类数据。
2行业上级关系
通过公开的行业三级分类情况,可以通过组合的形式得到行业之间的上级关系数据。
3公司主营产品关系
上市公司的经营产品数据可以从两个方面来获得,一个是从公司简介中的经营范围中结合制定的规则进行提取,另一个是从公司每年发布的半年报、年报中进行提取。这些报告中会有按经营业务、经营产品、经营地域等几个角度对公司的营收占比进行统计,也可以通过制定规则的方式进行提取。第二种方法中,由于已经有统计数据,所以我们可以根据占比数据大小,对主营产品这一关系进行赋值。
4产品之间的上下游关系
产品之间的上下游关系,是展示产品之间传导逻辑关系的一个重要方法,包括上游原材料以及下游产品两大类。我们可以多种来获取:
一种是基于规则模式匹配的方式进行抽取,如抽取上游原材料这一关系可以由诸如"a是b的原料/原材料/主要构件/重要原材料/ 上游原料"的模式进行抽取",而下游产品,则同理可以通过"A是B的下游成品/产品"等模式进行提取。
另一种是基于序列标注的提取。还有一种是基于现有结构化知识图谱的提取,例如已经结构化好的百科知识三元组,可以通过设定谓词及其扩展进行过滤。
5产品之间的小类关系
对于一个产品而言其是有大小层级分类的在缺少大类产品名称的时候可以通过计算小类产品来得到相应指标。与产品之间的上下游数据类似可以通过启发式规则的方式进行提取如“A是一种B”也可以通过字符之间的组成成分进行匹配生成如“螺纹钢”是“精细螺纹钢”的一个大类。
# 三、项目运行
1、data文件夹下包括了本项目的数据信息
1)company.json:公司实体数据
2)industry.json:行业实体数据
3)product.json:产品实体数据
4)company_industry.json:公司-行业关系数据
5)industry_industry.json:行业-行业关系数据
6)product_product.json:产品-产品数据
7)company_product.json:公司-产品数据
2、项目运行:
python build_graph.py
# 四、项目总结
产业链图谱是众多领域知识图谱中较为棘手的一种本项目通过现有的数据借助数据处理、结构化提取方式设计、构建并形成了一个节点100,718关系边169,153的十万级别产业链图谱。就产业链图谱的构建而言我们需要至少从以上三个方面加以考虑
其一,产业链的主观性与标准性。产业链的主观性较强,不同的人对产业链的构建、产业链节点、关系的类型,产业链的颗粒度问题都有不同的理解。不同的设定会直接导致不同的应用结果。正如我们所看到的,目前存在不同的行业标准,不同的网站、机构也将公司归为不同的行业。
其二,产业链的动态性和全面性。产业链需要具备足够大的复用性和扩展性,几千家上市公司实际上是冰山一角。国内有几千万家公司,而且不断会有新增,如何将新增的公司融入到这个额产业链中,也是一个很大挑战。此外,产业本身是动态的, 随着行业的发展,不断会有新的行业出现。如何捕捉这种行业的变化,使得整个图谱变得与时俱进,也是需要考量的点。
其三产业链的定量推理特性。单纯定性的构建产业链知识图谱如果没有足够的参数仅有知识表达是无法进行推理的推理要求知识图谱Schema具备节点间推理传导的必备参数以及影响推理传导的其他关键参数。对于必备参数来说从公司到产品必须有主营占比、市场占比、产能占比等数据从产品到产品必须有成本占比和消耗占比等数据。
项目地址:
# 参考数据来源
1、申万行业http://www.swsindex.com
2、深交所: http://www.szse.cn
3、上交所: http://www.sse.com.cn
If any question about the project or me ,see https://liuhuanyong.github.io/
如有自然语言处理、知识图谱、事理图谱、社会计算、语言资源建设等问题或合作,可联系我:
1、我的github项目介绍https://liuhuanyong.github.io
2、我的csdn博客https://blog.csdn.net/lhy2014
3、about me:刘焕勇lhy_in_blcu@126.com.
4、我的技术公众号:老刘说NLP,扫码一键关注:
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