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- import re
- import pandas as pd
- from crossborder.utils.parse_utils import clean_county_name
- # 配置参数
- EXCEL_PATH = r"D:/Downloads/2025051809262394128.xls"
- OUTPUT_SQL = "../downloads/country_trade04.sql"
- EXCLUDE_REGIONS = ["亚洲", "非洲", "欧洲", "拉丁美洲", "北美洲", "大洋洲", "南极洲",
- "东南亚国家联盟", "欧洲联盟", "亚太经济合作组织",
- "区域全面经济伙伴关系协定(RCEP)成员国", "共建“一带一路”国家和地区"]
- COUNTRY_CODE_MAPPING = {
- # ================= 亚洲 =================
- "阿富汗": "AF",
- "巴林": "BH",
- "孟加拉国": "BD",
- "不丹": "BT",
- "文莱": "BN",
- "缅甸": "MM",
- "柬埔寨": "KH",
- "塞浦路斯": "CY",
- "朝鲜": "KP",
- "中国香港": "HK",
- "印度": "IN",
- "印度尼西亚": "ID",
- "伊朗": "IR",
- "伊拉克": "IQ",
- "以色列": "IL",
- "日本": "JP",
- "约旦": "JO",
- "科威特": "KW",
- "老挝": "LA",
- "黎巴嫩": "LB",
- "中国澳门": "MO",
- "马来西亚": "MY",
- "马尔代夫": "MV",
- "蒙古": "MN",
- "尼泊尔": "NP",
- "阿曼": "OM",
- "巴基斯坦": "PK",
- "巴勒斯坦": "PS",
- "菲律宾": "PH",
- "卡塔尔": "QA",
- "沙特阿拉伯": "SA",
- "新加坡": "SG",
- "韩国": "KR",
- "斯里兰卡": "LK",
- "叙利亚": "SY",
- "泰国": "TH",
- "土耳其": "TR",
- "阿联酋": "AE",
- "也门": "YE",
- "越南": "VN",
- "中国": "CN",
- "中国台湾": "TW",
- "哈萨克斯坦": "KZ",
- "吉尔吉斯斯坦": "KG",
- "塔吉克斯坦": "TJ",
- "土库曼斯坦": "TM",
- "乌兹别克斯坦": "UZ",
- "格鲁吉亚": "GE",
- "亚美尼亚": "AM",
- "阿塞拜疆": "AZ",
- # ================= 非洲 =================
- "阿尔及利亚": "DZ",
- "安哥拉": "AO",
- "贝宁": "BJ",
- "博茨瓦纳": "BW",
- "布隆迪": "BI",
- "喀麦隆": "CM",
- "佛得角": "CV",
- "中非": "CF",
- "乍得": "TD",
- "科摩罗": "KM",
- "刚果共和国": "CG",
- "吉布提": "DJ",
- "埃及": "EG",
- "赤道几内亚": "GQ",
- "埃塞俄比亚": "ET",
- "加蓬": "GA",
- "冈比亚": "GM",
- "加纳": "GH",
- "几内亚": "GN",
- "几内亚比绍": "GW",
- "科特迪瓦": "CI",
- "肯尼亚": "KE",
- "莱索托": "LS",
- "利比里亚": "LR",
- "利比亚": "LY",
- "马达加斯加": "MG",
- "马拉维": "MW",
- "马里": "ML",
- "毛里塔尼亚": "MR",
- "毛里求斯": "MU",
- "摩洛哥": "MA",
- "莫桑比克": "MZ",
- "纳米比亚": "NA",
- "尼日尔": "NE",
- "尼日利亚": "NG",
- "卢旺达": "RW",
- "圣多美和普林西比": "ST",
- "塞内加尔": "SN",
- "塞舌尔": "SC",
- "塞拉利昂": "SL",
- "索马里": "SO",
- "南非": "ZA",
- "苏丹": "SD",
- "坦桑尼亚": "TZ",
- "多哥": "TG",
- "突尼斯": "TN",
- "乌干达": "UG",
- "布基纳法索": "BF",
- "刚果民主共和国": "CD",
- "赞比亚": "ZM",
- "津巴布韦": "ZW",
- "厄立特里亚": "ER",
- "南苏丹": "SS",
- # ================= 欧洲 =================
- "比利时": "BE",
- "丹麦": "DK",
- "英国": "GB",
- "德国": "DE",
- "法国": "FR",
- "爱尔兰": "IE",
- "意大利": "IT",
- "卢森堡": "LU",
- "荷兰": "NL",
- "希腊": "GR",
- "葡萄牙": "PT",
- "西班牙": "ES",
- "阿尔巴尼亚": "AL",
- "奥地利": "AT",
- "保加利亚": "BG",
- "芬兰": "FI",
- "匈牙利": "HU",
- "冰岛": "IS",
- "列支敦士登": "LI",
- "马耳他": "MT",
- "挪威": "NO",
- "波兰": "PL",
- "罗马尼亚": "RO",
- "瑞典": "SE",
- "瑞士": "CH",
- "爱沙尼亚": "EE",
- "拉脱维亚": "LV",
- "立陶宛": "LT",
- "白俄罗斯": "BY",
- "摩尔多瓦": "MD",
- "俄罗斯": "RU",
- "乌克兰": "UA",
- "斯洛文尼亚": "SI",
- "克罗地亚": "HR",
- "捷克": "CZ",
- "斯洛伐克": "SK",
- "北马其顿": "MK",
- "波斯尼亚和黑塞哥维那": "BA",
- "梵蒂冈": "VA",
- "塞尔维亚": "RS",
- "黑山": "ME",
- # ================= 美洲 =================
- "安提瓜和巴布达": "AG",
- "阿根廷": "AR",
- "巴哈马": "BS",
- "巴巴多斯": "BB",
- "伯利兹": "BZ",
- "玻利维亚": "BO",
- "巴西": "BR",
- "加拿大": "CA",
- "智利": "CL",
- "哥伦比亚": "CO",
- "哥斯达黎加": "CR",
- "古巴": "CU",
- "多米尼克": "DM",
- "多米尼加": "DO",
- "厄瓜多尔": "EC",
- "萨尔瓦多": "SV",
- "格林纳达": "GD",
- "危地马拉": "GT",
- "圭亚那": "GY",
- "海地": "HT",
- "洪都拉斯": "HN",
- "牙买加": "JM",
- "墨西哥": "MX",
- "尼加拉瓜": "NI",
- "巴拿马": "PA",
- "巴拉圭": "PY",
- "秘鲁": "PE",
- "圣卢西亚": "LC",
- "圣文森特和格林纳丁斯": "VC",
- "苏里南": "SR",
- "特立尼达和多巴哥": "TT",
- "美国": "US",
- "乌拉圭": "UY",
- "委内瑞拉": "VE",
- "圣基茨和尼维斯": "KN",
- # ================= 大洋洲 =================
- "澳大利亚": "AU",
- "斐济": "FJ",
- "基里巴斯": "KI",
- "马绍尔群岛": "MH",
- "密克罗尼西亚联邦": "FM",
- "瑙鲁": "NR",
- "新西兰": "NZ",
- "帕劳": "PW",
- "巴布亚新几内亚": "PG",
- "萨摩亚": "WS",
- "所罗门群岛": "SB",
- "汤加": "TO",
- "图瓦卢": "TV",
- "瓦努阿图": "VU",
- # ================= 特殊地区 =================
- "法属圭亚那": "GF",
- "瓜德罗普": "GP",
- "留尼汪": "RE",
- "圣马丁": "MF",
- "荷属圣马丁": "SX",
- "法属波利尼西亚": "PF",
- "新喀里多尼亚": "NC",
- "库克群岛": "CK",
- "关岛": "GU",
- "波多黎各": "PR",
- "美属萨摩亚": "AS",
- "百慕大": "BM",
- "开曼群岛": "KY",
- "福克兰群岛(马尔维纳斯)": "FK",
- "格陵兰": "GL",
- "法属南方领地": "TF",
- "赫德岛和麦克唐纳岛": "HM",
- "托克劳": "TK",
- "纽埃": "NU",
- "诺福克岛": "NF",
- "北马里亚纳群岛": "MP",
- "皮特凯恩": "PN",
- "圣赫勒拿": "SH",
- "斯瓦尔巴群岛和扬马延岛": "SJ",
- "东帝汶": "TL",
- # ==== 欧洲特殊地区 ====
- "加那利群岛": "IC", # 西班牙特殊领土代码
- "塞卜泰(休达)": "XC", # 休达官方代码
- "梅利利亚": "XL", # 梅利利亚官方代码
- "安道尔": "AD",
- "直布罗陀": "GI",
- "摩纳哥": "MC",
- "圣马力诺": "SM",
- "法罗群岛": "FO", # 丹麦自治领
- "奥兰群岛": "AX", # 芬兰自治省
- "格恩西": "GG", # 英国皇家属地
- "马恩岛": "IM",
- "泽西": "JE",
- # ==== 非洲特殊地区 ====
- "西撒哈拉": "EH", # 争议地区代码
- "斯威士兰": "SZ", # 正式国名为"Eswatini"但保留旧映射
- "马约特": "YT", # 法国海外省
- # ==== 美洲特殊地区 ====
- "英属印度洋领地": "IO",
- "阿鲁巴": "AW",
- "库拉索": "CW",
- "马提尼克": "MQ", # 法国海外省
- "蒙特塞拉特": "MS",
- "法属圣马丁": "MF",
- "特克斯和凯科斯群岛": "TC",
- "英属维尔京群岛": "VG",
- "博纳尔,圣俄斯塔休斯和萨巴": "BQ",
- "圣巴泰勒米": "BL", # 法国海外集体
- "美属维尔京群岛": "VI",
- "安圭拉": "AI",
- "圣皮埃尔和密克隆": "PM",
- # ==== 大洋洲特殊地区 ====
- "瓦利斯和富图纳": "WF",
- "科科斯(基林)群岛": "CC",
- "圣诞岛": "CX",
- "美国本土外小岛屿": "UM",
- # ==== 特殊标记 ====
- "布维岛": "BV", # 挪威属地
- "南乔治亚岛和南桑德韦奇岛": "GS",
- "国家(地区)不明": "XX" # 自定义代码
- }
- # 在代码中添加例外处理
- def get_country_code(chinese_name):
- """带异常处理的国家编码查询"""
- code = COUNTRY_CODE_MAPPING.get(chinese_name.strip(), None)
- # 特殊处理逻辑
- if not code:
- if chinese_name.endswith("(地区)"):
- return "N/A" # 标记为地区
- elif "国家联盟" in chinese_name:
- return "ORG" # 标记为国际组织
- return code
- def parse_excel_to_sql():
- """主处理函数"""
- # 读取Excel文件(注意需要xlrd 1.2.0版本)
- try:
- df = pd.read_excel(EXCEL_PATH, engine='xlrd', header=None, dtype=str)
- except ImportError:
- raise ImportError("需要xlrd库支持.xls文件,请安装:pip install xlrd==1.2.0")
- except Exception as e:
- raise ValueError(f"读取Excel文件失败:{str(e)}")
- # 解析年份月份
- year_month = None
- data_start = None
- for idx, row in df.iterrows():
- cell_value = str(row[1])
- if "进出口商品国别" in cell_value:
- match = re.search(r"(\d{4})年(\d{1,2})月", cell_value)
- if match:
- year = match.group(1)
- month = match.group(2).zfill(2)
- year_month = f"{year}-{month}"
- # 调整起始行计算公式
- data_start = idx + 6 # 原为+3,改为+4
- break
- if not year_month or data_start is None:
- raise ValueError("无法解析年份月份信息,请检查Excel文件格式")
- # 读取数据区域
- try:
- df_data = pd.read_excel(EXCEL_PATH, engine='xlrd', skiprows=data_start, header=None)
- except Exception as e:
- raise ValueError(f"读取数据区域失败:{str(e)}")
- # 列映射配置(根据实际Excel结构调整)
- COL_MAPPING = {
- "country_name": 1,
- "monthly_total": 2,
- "monthly_export": 4,
- "monthly_import": 6,
- "ytd_total": 3,
- "ytd_export": 5,
- "ytd_import": 7,
- "yoy_total": 8,
- "yoy_export": 9,
- "yoy_import": 10
- }
- # 生成SQL语句
- sql_statements = []
- for index, row in df_data.iterrows():
- try:
- # 获取国家名称
- country_name = str(row[COL_MAPPING["country_name"]]).strip()
- country_name = clean_county_name(country_name)
- # 跳过空行和区域数据
- if not country_name or country_name in EXCLUDE_REGIONS:
- continue
- # 获取国家代码
- country_code = get_country_code(country_name)
- # 新增:排除地区和组织代码
- if country_code in ['N/A', 'ORG', 'XX'] or not country_code:
- print(f"跳过地区/组织:{country_name}")
- continue
- if not country_code:
- print(f"警告:第{index + data_start + 1}行 未找到国家代码 [{country_name}]")
- continue
- # 数值处理函数(万元转元)
- # 修改后的数值处理函数
- def convert_value(val):
- """增强版数值转换,处理所有异常情况"""
- try:
- # 处理特殊字符
- cleaned = re.sub(r'[^0-9\.\-\+]', '', str(val))
- # 处理空值和纯符号
- if cleaned in ('', '-', '+'):
- return 0.0
- # 处理科学计数法
- if 'e' in cleaned.lower():
- return float(cleaned)
- # 验证数值有效性
- parts = cleaned.split('.')
- if len(parts) > 2: # 多个小数点
- return 0.0
- if '-' in cleaned and not cleaned.startswith('-'): # 负号位置错误
- return 0.0
- return float(cleaned)
- except:
- return 0.0
- def safe_convert(val):
- """安全转换函数,处理特殊字符和空值"""
- # 处理空值和特殊占位符
- if pd.isna(val) or str(val).strip() in ('', '-', 'NA'):
- return 'null' # 返回Python的None,对应SQL的NULL
- # 清理非数字字符
- cleaned = re.sub(r'[^0-9\.\-]', '', str(val))
- try:
- return round(float(cleaned), 2)
- except:
- return 'null'
- # 数据转换
- values = {
- "year_month": year_month,
- "country_code": country_code,
- "country_name": country_name.replace("'", "''"), # 处理单引号
- "monthly_total": convert_value(row[COL_MAPPING["monthly_total"]]),
- "monthly_export": convert_value(row[COL_MAPPING["monthly_export"]]),
- "monthly_import": convert_value(row[COL_MAPPING["monthly_import"]]),
- "ytd_total": convert_value(row[COL_MAPPING["ytd_total"]]),
- "ytd_export": convert_value(row[COL_MAPPING["ytd_export"]]),
- "ytd_import": convert_value(row[COL_MAPPING["ytd_import"]]),
- "yoy_total": safe_convert(row[COL_MAPPING["yoy_total"]]),
- "yoy_export": safe_convert(row[COL_MAPPING["yoy_export"]]),
- "yoy_import": safe_convert(row[COL_MAPPING["yoy_import"]])
- }
- # 构建SQL语句
- sql = f"""INSERT INTO t_yujin_crossborder_country_trade (
- `year_month`, country_code, country_name,
- monthly_total, monthly_import, monthly_export,
- ytd_total, ytd_import, ytd_export,
- yoy_import_export, yoy_import, yoy_export
- ) VALUES (
- '{values["year_month"]}',
- '{values["country_code"]}',
- '{values["country_name"]}',
- {values["monthly_total"]},
- {values["monthly_import"]},
- {values["monthly_export"]},
- {values["ytd_total"]},
- {values["ytd_import"]},
- {values["ytd_export"]},
- {values["yoy_total"]},
- {values["yoy_export"]},
- {values["yoy_import"]}
- );"""
- sql_statements.append(sql)
- except Exception as e:
- print(f"第{index + data_start + 1}行处理失败:{str(e)}")
- continue
- # 写入SQL文件
- try:
- with open(OUTPUT_SQL, "w", encoding="utf-8") as f:
- f.write("\n".join(sql_statements))
- print(f"成功生成 {len(sql_statements)} 条SQL语句,保存至:{OUTPUT_SQL}")
- except Exception as e:
- print(f"文件写入失败:{str(e)}")
- if __name__ == "__main__":
- try:
- parse_excel_to_sql()
- except Exception as e:
- print(f"程序执行失败:{str(e)}")
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