logistics/laji copy.ipynb at c89ad5f15927f4df0bc71645d8281c83c024da3e

210 KiB

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In [53]:

from login_for_cookie import Vc
import requests
import pandas as pd
import re  
cookie = Vc()
header = {"cookie":cookie}
bank_flow_df = pd.read_clipboard()

In [ ]:

result = []
for idx,row in bank_flow_df.iterrows():
    print(idx)
    url = "https://cp.maso.hk/index.php?main=store_trade_finance_management&navlist=finance_list&s_payment_serial_number=%s"% row["确认单号"]
    response = requests.get(url,headers=header)
    text = response.text
    dfs = pd.read_html(text)
    result.append(dfs[1])

In [ ]:

result

In [56]:

result[0]
new_list = []
for df in result:
    for idx,row in df.iterrows():
        
        currency_pattern = re.compile(r"EUR|USD|GBP|JPY|CNY|AUD|CAD|CHF|DKK|HKD|INR|KRW|MXN|NOK|NZD|RUB|SEK|SGD|THB|TRY|ZAR")
        id = row[0]
        currency = re.findall(currency_pattern,row[5])
        if len(currency) == 0:
            continue
        amount = row[6]
        detail = row[7]
        temp_tuple = (currency[0],amount,detail,id)
        new_list.append(temp_tuple)

In [ ]:

new_list

In [58]:

import pandas as pd
# 正数大概率没有可以处理的包裹
# 初始化结果列表
result_list = []

for i in new_list:
    try:
        id = i[3]
        currency = i[0]
        amount = float(i[1])    
        
        # 判断收入或支出
        if amount > 0:
            type = 'income'
        else:
            type = 'expense'
        if i[2] == "--":
            detail = "--"
        else:
            
            text_split = i[2].split()
            text_split = text_split[3:]
            if len(text_split) > 3:
                if text_split[1] == "备用金":
                    temp_dict = [{'支付手续费':text_split[0], '支付平台':text_split[1], '支付平台流水':text_split[2] +text_split[3] }]
                else:
                    num = (len(text_split))//3
                    temp_dict = []
                    for j in range(num):
                        temp_dict.append({'支付手续费':text_split[j*3], '支付平台':text_split[1+j*3], '支付平台流水':text_split[2+j*3] })
            else :
                temp_dict = [{'支付手续费':text_split[0], '支付平台':text_split[1], '支付平台流水':text_split[2] if len(text_split) > 2 else "--"}]
    
            detail = temp_dict
    except Exception as e:
        print(e)
    # 计算累计总价（假设 total_price 是所有 amount 的累加）
    if isinstance(detail,list):
        commission = sum(float(item["支付手续费"]) for item in detail)
    else:
        commission = 0
    # 将当前记录添加到结果列表
    result_list.append([id,currency, amount, type, detail, commission])
# 最后一次性创建 DataFrame
result_df = pd.DataFrame(result_list, columns=["id",'currency', 'amount', 'type', 'detail', 'commission'])
result_df.to_clipboard()

In [59]:

nsum = 0
total_commission = 0
isum = 0
for idx,row in result_df.iterrows():
    row
    # if i[2] =="--":
    #     continue
    # if "SAIR" in str(i[2]):
    #     print(i)
    #     continue
    if row["currency"] == "CNY":
        rate = 1
        real_rate = 1
    if row["currency"] == "USD":
        rate = 7
        real_rate = 7.16
    if row["currency"] == "EUR":
        rate = 8
        real_rate = 7.75    
    if row["currency"] == "GBP":
        rate = 9
        real_rate = 9.1
    if row["currency"] == "JPY":
        rate = 0.05
        real_rate = 0.0485
    if row["currency"] == "AUD":
        rate = 5
        real_rate = 4.65
    if row["currency"] == "CAD":
        rate = 5
        real_rate = 5.2
    if row["currency"] == "HKD":
        rate = 1
        real_rate = 0.92
    if row["amount"] > 0:
        nprice = row["amount"]*rate
        nsum += nprice
    if row["amount"] < 0:
        isum += row["amount"]*rate
        total_commission += row["commission"]*rate
print(isum,nsum,total_commission)

-16659742.720000004 419510.17 3720.1500000000015

In [11]:

result_df

Out[11]:

	id	currency	amount	type	detail	commission
0	2539410	CNY	-27.37	expense	[{'支付手续费': '0.00', '支付平台': 'LLP', '支付平台流水': '2...	0.00
1	2539409	CNY	-292.11	expense	[{'支付手续费': '0.00', '支付平台': 'LLP', '支付平台流水': '2...	0.00
2	2539408	CNY	-8085.36	expense	[{'支付手续费': '0.00', '支付平台': 'LLP', '支付平台流水': '2...	0.00
3	2539398	USD	-1650.00	expense	[{'支付手续费': '0.00', '支付平台': 'LLP', '支付平台流水': '2...	0.00
4	2539397	CNY	-5316.00	expense	[{'支付手续费': '0.00', '支付平台': 'LLP', '支付平台流水': '2...	0.00
...	...	...	...	...	...	...
245	2541577	USD	-41.50	expense	[{'支付手续费': '0.00', '支付平台': 'Airwallex', '支付平台流...	0.00
246	2541576	USD	-307.49	expense	[{'支付手续费': '0.01', '支付平台': 'Airwallex', '支付平台流...	0.01
247	2541575	USD	-2554.52	expense	[{'支付手续费': '0.05', '支付平台': 'Airwallex', '支付平台流...	0.05
248	2541563	USD	32.26	income	[{'支付手续费': '0.00', '支付平台': 'Airwallex', '支付平台流...	0.00
249	2541562	USD	-50806.55	expense	[{'支付手续费': '0.95', '支付平台': 'Airwallex', '支付平台流...	0.95

250 rows × 6 columns

In [60]:

#反向处理,按照流水为主键用LIST的方式存储记录ID

capital_flow_df = pd.DataFrame(columns=['流水号','平台','资金记录ID',"金额","手续费","币种"])
for idx,row in result_df.iterrows():
    if isinstance(row["detail"],list)==False:
        continue
    for i in row["detail"]:
        temp_df = pd.DataFrame({'流水号':i['支付平台流水'],'平台':i['支付平台'],'资金记录ID':row['id'],"金额":row['amount'],"手续费":float(i['支付手续费']),"币种":row["currency"]},index=[0])
        capital_flow_df = pd.concat([temp_df,capital_flow_df])
capital_flow_df_g = capital_flow_df.groupby(['流水号','平台',"币种"]).agg({'资金记录ID':list,'金额':sum,'手续费':sum}).reset_index()
capital_flow_df_g.to_clipboard()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\125592908.py:9: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  capital_flow_df = pd.concat([temp_df,capital_flow_df])
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\125592908.py:10: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  capital_flow_df_g = capital_flow_df.groupby(['流水号','平台',"币种"]).agg({'资金记录ID':list,'金额':sum,'手续费':sum}).reset_index()

In [ ]:

tail_result = []

for idx,row in capital_flow_df_g.iterrows():
    print(row["流水号"])
    if row["流水号"] == "--":
        continue   
    url = "https://cp.maso.hk/index.php?main=fin_settle_express&navlist=settle&s_payment_serial_number=%s"% row["流水号"]
    response = requests.get(url,headers=header)
    text = response.text
    dfs = pd.read_html(text)
    tail_result.append(dfs[1])

In [66]:

import re
import pandas as pd

def payment_handle(x):
    """
    处理支付信息字符串，提取支付明细和总额
    
    示例输入: "支付平台 支付流水 支付金额 支付手续费 Airwallex 0087ca62 GBP2845.40 GBP0.52"
    """
    if not x or len(x.split()) <= 4:  # 处理空值或无效数据
        return [], 0, 0
    
    # 分割字符串并跳过前4个标题字段
    parts = x.split()[4:]  
    num_records = len(parts) // 4  # 计算完整记录数
    records = []
    total_amount = 0.0
    total_commission = 0.0
    
    for i in range(num_records):
        start_idx = i * 4
        # 提取四个字段
        platform = parts[start_idx]
        serial = parts[start_idx + 1]
        amount_str = parts[start_idx + 2]
        commission_str = parts[start_idx + 3]
        
        # 使用正则提取金额数字和币种
        amount_match = re.search(r'([A-Z]+)?(\d+\.?\d*)', amount_str)
        commission_match = re.search(r'(\d+\.?\d*)', commission_str)
        
        # 解析金额数值
        amount_val = float(amount_match.group(2)) if amount_match else 0.0
        commission_val = float(commission_match.group(1)) if commission_match else 0.0
        currency = amount_match.group(1) if amount_match else 'UNKNOWN'
        
        # 累加总额
        total_amount += amount_val
        total_commission += commission_val
        
        # 构建记录
        records.append({
            '支付平台': platform,
            '支付流水': serial,
            '支付金额': amount_val,
            '支付手续费': commission_val,
            '币种': currency
        })
    
    return records, total_amount, total_commission,currency

# 示例用法
tail_df = pd.DataFrame(columns=['物流结算号','付款账户','确认时间',"支付时间","支付平台信息","支付总金额","支付总手续费","币种"])

for temp_df in tail_result:
    if len(temp_df) < 3 or temp_df[0][2] == "没有记录":  # 跳过空DataFrame
        continue
        
    subtail_df = temp_df.iloc[2:].copy()  # 跳过前三行标题
    subtail_df[0] =subtail_df[0].str.extract(r'(\d+)').astype(float)
    # 应用处理函数
    try:
        subtail_df[["支付平台信息","支付总金额","支付总手续费","币种"]] = subtail_df[19].apply(
            lambda x: pd.Series(payment_handle(x))
        )
    except:
        print("处理支付信息出错")
        print(subtail_df[19].apply(
            lambda x: pd.Series(payment_handle(x))
        ))
    
    # 选择需要的列
    result_df = subtail_df[[0,3,16,18,19,"支付平台信息","支付总金额","支付总手续费","币种"]]
    result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
    tail_df = pd.concat([tail_df, result_df], axis=0)
    tail_df = tail_df.drop_duplicates(subset=["物流结算号"],keep="last")
    tail_df.to_clipboard()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:75: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  tail_df = pd.concat([tail_df, result_df], axis=0)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1371936810.py:74: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",16:"确认时间",18:"支付时间"},inplace=True)

In [67]:

tail_flow_df  = pd.DataFrame(columns=['流水号','平台',"金额","手续费","币种"])
for idx, row in tail_df.iterrows():
    if isinstance(row["支付平台信息"],list)==False:
        continue
    for i in row["支付平台信息"]:
        temp_df = pd.DataFrame({'流水号':i['支付流水'],'平台':i['支付平台'],"金额":i['支付金额'],"手续费":float(i['支付手续费']),"币种":i["币种"]},index=[0])
        tail_flow_df = pd.concat([temp_df,tail_flow_df])
tail_flow_df_g = tail_flow_df.groupby(['流水号','平台',"币种"]).agg({'金额':sum,'手续费':sum}).reset_index()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\3213097610.py:7: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  tail_flow_df = pd.concat([temp_df,tail_flow_df])
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\3213097610.py:8: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  tail_flow_df_g = tail_flow_df.groupby(['流水号','平台',"币种"]).agg({'金额':sum,'手续费':sum}).reset_index()
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\3213097610.py:8: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  tail_flow_df_g = tail_flow_df.groupby(['流水号','平台',"币种"]).agg({'金额':sum,'手续费':sum}).reset_index()

In [68]:

tail_flow_df_g.to_clipboard()

In [69]:

head_result = []

for idx,row in capital_flow_df_g.iterrows():
    if row["流水号"] == "--":
        continue   
    url = "https://cp.maso.hk/index.php?main=bol&navlist=finance_record_settle&s_payment_serial_number=%s"% row["流水号"]
    response = requests.get(url,headers=header)
    text = response.text
    dfs = pd.read_html(text)
    head_result.append(dfs[2])

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\4018039065.py:9: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)

In [71]:

def payment_handle(x):
    """
    处理支付信息字符串，提取支付明细和总额
    
    示例输入: "支付平台 支付流水 支付金额 支付手续费 Airwallex 0087ca62 GBP2845.40 GBP0.52"
    """
    if not x or len(x.split()) <= 4:  # 处理空值或无效数据
        return [], 0, 0
    
    # 分割字符串并跳过前4个标题字段
    parts = x.split()[4:]  
    num_records = len(parts) // 4  # 计算完整记录数
    records = []
    total_amount = 0.0
    total_commission = 0.0
    
    for i in range(num_records):
        start_idx = i * 4
        # 提取四个字段
        platform = parts[start_idx]
        serial = parts[start_idx + 1]
        amount_str = parts[start_idx + 2]
        commission_str = parts[start_idx + 3]
        
        # 使用正则提取金额数字和币种
        amount_match = re.search(r'([A-Z]+)?(\d+\.?\d*)', amount_str)
        commission_match = re.search(r'(\d+\.?\d*)', commission_str)
        
        # 解析金额数值
        amount_val = float(amount_match.group(2)) if amount_match else 0.0
        commission_val = float(commission_match.group(1)) if commission_match else 0.0
        currency = amount_match.group(1) if amount_match else 'UNKNOWN'
        
        # 累加总额
        total_amount += amount_val
        total_commission += commission_val
        
        # 构建记录
        records.append({
            '支付平台': platform,
            '支付流水': serial,
            '支付金额': amount_val,
            '支付手续费': commission_val,
            '币种': currency
        })
    
    return records, total_amount, total_commission,currency

# 示例用法
head_df = pd.DataFrame(columns=['结算号','付款账户','结算时间',"确认结算时间","支付平台信息","支付总金额","支付总手续费","币种"])

for temp_df in head_result:
    if len(temp_df) < 2 or temp_df[1][1] == "无记录":  # 跳过空DataFrame
        continue
        
    subtail_df = temp_df.iloc[1:].copy()  # 跳过前三行标题
    subtail_df[0] =subtail_df[0].str.extract(r'(\d+)').astype(float)
    # 应用处理函数
    try:
        subtail_df[["支付平台信息","支付总金额","支付总手续费","币种"]] = subtail_df[17].apply(
            lambda x: pd.Series(payment_handle(x))
        )
    except:
        print("处理支付信息出错")
        print(subtail_df[17].apply(
            lambda x: pd.Series(payment_handle(x))
        ))
    
    # 选择需要的列
    result_df = subtail_df[[0,3,5,12,17,"支付平台信息","支付总金额","支付总手续费","币种"]]
    result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
    head_df = pd.concat([head_df, result_df], axis=0)
    head_df = head_df.drop_duplicates(subset=["物流结算号"],keep="last")
    head_df.to_clipboard()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:72: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  head_df = pd.concat([head_df, result_df], axis=0)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\975717243.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",4:"付款账户",5:"结算时间",12:"确认结算时间"},inplace=True)

In [73]:

head_flow_df  = pd.DataFrame(columns=['流水号','平台',"金额","手续费"])
for idx, row in head_df.iterrows():
    if isinstance(row["支付平台信息"],list)==False:
        continue
    for i in row["支付平台信息"]:
        temp_df = pd.DataFrame({'流水号':i['支付流水'],'平台':i['支付平台'],"金额":i['支付金额'],"手续费":float(i['支付手续费']),"币种":i['币种']},index=[0])
        head_flow_df = pd.concat([temp_df,head_flow_df])
head_flow_df_g = head_flow_df.groupby(['流水号','平台','币种']).agg({'金额':sum,'手续费':sum}).reset_index()
head_flow_df_g.to_clipboard()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1693534846.py:7: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  head_flow_df = pd.concat([temp_df,head_flow_df])
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1693534846.py:8: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  head_flow_df_g = head_flow_df.groupby(['流水号','平台','币种']).agg({'金额':sum,'手续费':sum}).reset_index()
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1693534846.py:8: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  head_flow_df_g = head_flow_df.groupby(['流水号','平台','币种']).agg({'金额':sum,'手续费':sum}).reset_index()

In [74]:

expend_result = []
for idx,row in capital_flow_df_g.iterrows():
    if row["流水号"] == "--":
        continue   
    url = "https://cp.maso.hk/index.php?main=odr_cost&navlist=expend_batch&s_payment_serial_number=%s"% row["流水号"]
    response = requests.get(url,headers=header)
    text = response.text
    dfs = pd.read_html(text)
    expend_result.append(dfs[1])

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1641200776.py:8: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.
  dfs = pd.read_html(text)

In [75]:

def payment_handle(x):
    """
    处理支付信息字符串，提取支付明细和总额
    
    示例输入: "支付平台 支付流水 支付金额 支付手续费 Airwallex 0087ca62 GBP2845.40 GBP0.52"
    """
    if not x or len(x.split()) <= 4:  # 处理空值或无效数据
        return [], 0, 0
    
    # 分割字符串并跳过前4个标题字段
    parts = x.split()[4:]  
    num_records = len(parts) // 4  # 计算完整记录数
    records = []
    total_amount = 0.0
    total_commission = 0.0
    
    for i in range(num_records):
        start_idx = i * 4
        # 提取四个字段
        platform = parts[start_idx]
        serial = parts[start_idx + 1]
        amount_str = parts[start_idx + 2]
        commission_str = parts[start_idx + 3]
        
        # 使用正则提取金额数字和币种
        amount_match = re.search(r'([A-Z]+)?(\d+\.?\d*)', amount_str)
        commission_match = re.search(r'(\d+\.?\d*)', commission_str)
        
        # 解析金额数值
        amount_val = float(amount_match.group(2)) if amount_match else 0.0
        commission_val = float(commission_match.group(1)) if commission_match else 0.0
        currency = amount_match.group(1) if amount_match else 'UNKNOWN'
        
        # 累加总额
        total_amount += amount_val
        total_commission += commission_val
        
        # 构建记录
        records.append({
            '支付平台': platform,
            '支付流水': serial,
            '支付金额': amount_val,
            '支付手续费': commission_val,
            '币种': currency
        })
    
    return records, total_amount, total_commission,currency

# 示例用法
expend_df = pd.DataFrame(columns=['结算号','付款账户','结算时间',"确认结算时间","支付平台信息","支付总金额","支付总手续费","币种"])

for temp_df in expend_result:
    if len(temp_df) < 2 or temp_df[1][1] == "无记录":  # 跳过空DataFrame
        continue
        
    subtail_df = temp_df.iloc[1:].copy()  # 跳过前三行标题
    subtail_df[0] =subtail_df[0].str.extract(r'(\d+)').astype(float)
    # 应用处理函数
    try:
        subtail_df[["支付平台信息","支付总金额","支付总手续费","币种"]] = subtail_df[13].apply(
            lambda x: pd.Series(payment_handle(x))
        )
    except:
        print("处理支付信息出错")
        print(subtail_df[17].apply(
            lambda x: pd.Series(payment_handle(x))
        ))
    
    # 选择需要的列
    result_df = subtail_df[[0,3,4,7,17,"支付平台信息","支付总金额","支付总手续费","币种"]]
    result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
    expend_df = pd.concat([expend_df, result_df], axis=0)
    expend_df = expend_df.drop_duplicates(subset=["物流结算号"],keep="last")
    expend_df.to_clipboard()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:72: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  expend_df = pd.concat([expend_df, result_df], axis=0)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\1571627553.py:71: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  result_df.rename(columns={0:"物流结算号",3:"付款账户",4:"支付金额",7:"添加时间"},inplace=True)

In [77]:

expend_df_flow  = pd.DataFrame(columns=['流水号','平台',"金额","手续费"])
for idx, row in expend_df.iterrows():
    if isinstance(row["支付平台信息"],list)==False:
        continue
    for i in row["支付平台信息"]:
        temp_df = pd.DataFrame({'流水号':i['支付流水'],'平台':i['支付平台'],"金额":i['支付金额'],"手续费":float(i['支付手续费']),"币种":i['币种']},index=[0])
        expend_df_flow = pd.concat([temp_df,expend_df_flow])
expend_df_flow_g = expend_df_flow.groupby(['流水号','平台','币种']).agg({'金额':sum,'手续费':sum}).reset_index()
expend_df_flow_g.to_clipboard()

C:\Users\joker\AppData\Local\Temp\ipykernel_46936\2501565041.py:7: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.
  expend_df_flow = pd.concat([temp_df,expend_df_flow])
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\2501565041.py:8: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  expend_df_flow_g = expend_df_flow.groupby(['流水号','平台','币种']).agg({'金额':sum,'手续费':sum}).reset_index()
C:\Users\joker\AppData\Local\Temp\ipykernel_46936\2501565041.py:8: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "sum" instead.
  expend_df_flow_g = expend_df_flow.groupby(['流水号','平台','币种']).agg({'金额':sum,'手续费':sum}).reset_index()

In [ ]:

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