这是我当前的字符串值:
"""
|name, model, os
|A,"I PAD (10.0"", 2020, Wi-Fi)",OS_A
"""
我希望输出如下,并最终保存为csv:
name | model | os |
---|---|---|
A | I PAD (10.0"", 2020, Wi-Fi) | OS |
我被绊倒了,因为在模型字段中,字符串中有逗号和双引号。我目前的想法是正则表达式任何有问题的文本,但有其他解决方案吗?
这是我当前的字符串值:
"""
|name, model, os
|A,"I PAD (10.0"", 2020, Wi-Fi)",OS_A
"""
我希望输出如下,并最终保存为csv:
name | model | os |
---|---|---|
A | I PAD (10.0"", 2020, Wi-Fi) | OS |
我被绊倒了,因为在模型字段中,字符串中有逗号和双引号。我目前的想法是正则表达式任何有问题的文本,但有其他解决方案吗?
https://onlinegdb.com/cslea1uYz
import csv
string =
"""
|name, model, os
|A,"I PAD (10.0"", 2020, Wi-Fi)",OS_A
|B,"I PAD (10.0"", 2020, Wi-Fi)",OS_B
|C,"I PAD (10.0"", 2020, Wi-Fi)",OS_C
|D,"I PAD (10.0"", 2020, Wi-Fi)",OS_D
"""
reader = csv.reader(string.splitlines(), quotechar= " )
with open( output.csv , w , newline=None) as file:
writer = csv.writer(file, quotechar= " )
for row in reader:
if not row: continue
row = (i.strip( | ) for i in row)
writer.writerow(row)
假设您的输入数据格式一致,我们可以使用创造性的可迭代解压缩来容忍中间列中的和
。只要外部列不包含逗号,我们就可以使用pandas.to_csv()
来编写csv
import pandas as pd
input_string =
|name, model, os
|A,"I PAD (10.0"", 2020, Wi-Fi)",OS_A
|B,"I PAD (10.0"", 2020, Wi-Fi)",OS_B
lines = [line.strip().strip( | ).split( , ) for line in input_string.strip().split(
)]
(name,*model,os) = lines[0]
header= (name, , .join(model),os)
lines= [(name, , .join(model).strip( " ),os) for (name,*model,os) in lines[1:]]
pd.DataFrame(lines,columns=header).to_csv( data.csv ,index=False)
输出数据帧
:
name model os
0 A I PAD (10.0"", 2020, Wi-Fi) OS_A
1 B I PAD (10.0"", 2020, Wi-Fi) OS_B
csv.read_csv
与quotechar
的结合看起来非常强大,代码读起来也很好:
import csv
string =
"""
|name, model, os
|A,"I PAD (10.0"", 2020, Wi-Fi)",OS_A
|B,"I PAD (10.0"", 2020, Wi-Fi)",OS_B
|C,"I PAD (10.0"", 2020, Wi-Fi)",OS_C
|D,"I PAD (10.0"", 2020, Wi-Fi)",OS_D
"""
reader = csv.reader([line.lstrip( | ) for line in string.splitlines()], quotechar= " )
header = None
while not header:
header = next(reader)
pd.DataFrame(reader, columns=header).to_csv( name.csv ,index=False)
但这确实与outut“”
字符有关:
name model os
0 A I PAD (10.0", 2020, Wi-Fi) OS_A
1 B I PAD (10.0", 2020, Wi-Fi) OS_B
2 C I PAD (10.0", 2020, Wi-Fi) OS_C
3 D I PAD (10.0", 2020, Wi-Fi) OS_D
如果我理解你的问题,这应该能让你找到你想要的。
import pandas as pd
from io import StringIO
import re
string =
|name, model, os
|A,"I PAD (10.0"", 2020, Wi-Fi)",OS_A
|B,"I PAD (10.0"", 2020, Wi-Fi)",OS_B
|C,"I PAD (10.0"", 2020, Wi-Fi)", OS_C
string = re.sub("[|]", "", string)
string = re.sub(" ", "", string)
df = pd.read_csv(StringIO(string))
print(df)
下面是输出:
name model os
0 A IPAD(10.0",2020,Wi-Fi) OS_A
1 B IPAD(10.0",2020,Wi-Fi) OS_B
2 C IPAD(10.0",2020,Wi-Fi) OS_C
这假设了与输入的一致性,所以如果所有输入字符串都有点不同,那么您可能需要添加一些内容。
如果您喜欢保留一个空格,请使用string=re.sub(“+”,“”,string)
。
这是PySpark的解决方案,我用Spark 3.4和Python 3.11执行这个例子。
创建一个包含以下内容的输入.csv
文件。
名称、型号、操作系统
A、 “I PAD(10.0英寸,2020,Wi-Fi)”,操作系统_A
PySpark代码:
import pyspark
from pyspark.sql import SparkSession
from pyspark.sql.functions import concat,lit,substring
# Create SparkSession
spark=SparkSession.builder.getOrCreate()
file_df=spark.read.csv("input.csv",header=True,quote= " ,escape= " )
file_df.show(truncate=False)
#+----+--------------------------+----+
#|name| model | os |
#+----+--------------------------+----+
#|A |I PAD (10.0", 2020, Wi-Fi)|OS_A|
#+----+--------------------------+----+
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