求指点
D:\PythonProject\pythonProject\Scripts\python.exe E:\qycache\xuexi\pythonProject\房地产\process(版本2.3).py
D:\PythonProject\pythonProject\lib\site-packages\numpy\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:
D:\PythonProject\pythonProject\lib\site-packages\numpy\.libs\libopenblas.EL2C6PLE4ZYW3ECEVIV3OXXGRN2NRFM2.gfortran-win_amd64.dll
D:\PythonProject\pythonProject\lib\site-packages\numpy\.libs\libopenblas64__v0.3.21-gcc_10_3_0.dll
warnings.warn("loaded more than 1 DLL from .libs:"
Traceback (most recent call last):
File "D:\PythonProject\pythonProject\lib\site-packages\pandas\core\indexes\base.py", line 3652, in get_loc
return self._engine.get_loc(casted_key)
File "pandas\_libs\index.pyx", line 147, in pandas._libs.index.IndexEngine.get_loc
File "pandas\_libs\index.pyx", line 176, in pandas._libs.index.IndexEngine.get_loc
File "pandas\_libs\hashtable_class_helper.pxi", line 7080, in pandas._libs.hashtable.PyObjectHashTable.get_item
File "pandas\_libs\hashtable_class_helper.pxi", line 7088, in pandas._libs.hashtable.PyObjectHashTable.get_item
KeyError: '状态_x'
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "E:\qycache\xuexi\pythonProject\房地产\process(版本2.3).py", line 59, in <module>
df_changed = df_duplicates != df_duplicates['状态_y']]
File "D:\PythonProject\pythonProject\lib\site-packages\pandas\core\frame.py", line 3761, in __getitem__
indexer = self.columns.get_loc(key)
File "D:\PythonProject\pythonProject\lib\site-packages\pandas\core\indexes\base.py", line 3654, in get_loc
raise KeyError(key) from err
KeyError: '状态_x'
进程已结束,退出代码1
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
# coding=utf-8
# import pandas as pd
# may_df = pd.read_csv('may.csv')
# june_df = pd.read_csv('june.csv')
#
# merged = pd.merge(may_df,june_df,on="states",how = 'outer',suffixes=('_ahead','behind'),indicator=True)
# # find change
# changed_rows = merged!='both']
# # find new lines
# new_rows = merged=='right_only']
# print(new_rows)
#
import pandas as pd
from tqdm import tqdm
# # 读取两张表
# df1 = pd.read_csv('may.csv')
# df2 = pd.read_csv('june.csv')
#
# # 筛选出location、project_name、building、unit、high和room相同的行
# cols = ['location', 'project_name', 'building', 'unit', 'high', 'room']
# df1_grouped = df1.groupby(cols).first().reset_index()
# df2_grouped = df2.groupby(cols).first().reset_index()
#
# # 将df1_grouped和df2_grouped合并,并比较states列的值
# df = pd.DataFrame(columns=df1.columns)
# for index, row1 in tqdm(df1_grouped.iterrows(), total=len(df1_grouped)):
# for _, row2 in df2_grouped.iterrows():
# if row1['location'] == row2['location'] and \
# row1['project_name'] == row2['project_name'] and \
# row1['building'] == row2['building'] and \
# row1['unit'] == row2['unit'] and \
# row1['high'] == row2['high'] and \
# row1['room'] == row2['room'] and \
# row1['states'] != row2['states']:
# df = df.append(row1)
#
# # 输出结果
# print(df)
import pandas as pd
from tqdm import tqdm
# 读取两张表
df1 = pd.read_excel('D:\一介书生资料库\爬虫:八爪鱼\各市县整体市场\shujuchuli\七月三亚.xlsx')
df2 = pd.read_excel('D:\一介书生资料库\爬虫:八爪鱼\各市县整体市场\shujuchuli\八月三亚.xlsx')
# 筛选出location、project_name、building、unit、high和room相同的行,并选择指定的列
cols = ['区域', '项目名称', '楼盘', '单元', '楼层', '房间', '建筑面积', '房型', '挂牌清水价', '挂牌装修价']
df1_grouped = df1.groupby(cols).first().reset_index()
df2_grouped = df2.groupby(cols).first().reset_index()
# 合并两张表格
df_merged = pd.concat(, df2_grouped])
# 找到发生变化的行
df_duplicates = df_merged, keep=False)]
df_changed = df_duplicates'状态_x'] != df_duplicates['状态_y']]
# 输出结果
df_changed.to_excel('D:\pydata\data.xlsx', index=False)
print(df_changed)
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[1]