我正在尝试以下列格式从大型CSV文件中提取数据,假设“x”是文本或整数形式的数据。每个分组都有一个唯一的ID,但并不总是每个分组或颜色具有相同的行数。数据用逗号分隔。
id, x
red, x
green, x
blue, x
black, x
id, x
yellow, x
green,
blue, x
black, x
id, x
red, x
green, x
blue, x
black, x
id, x
red, x
green, x
blue, x
id, x
red, x
green, x
blue, x
black, x
我想以列格式重新排列数据。 ID应该是第一列,以及用逗号分隔的任何数据。我的目标是让它读取行中的第一个单词并将其放在适当的列中。
line 0 - ID - red - green - blue - yellow - black
line 1 - x, x, x, , x,
line 2 - , x, x, x, x,
line 3 - x, x, x, , x,
line 4 - x, x, x, , ,
line 5 - x, x, x, , x,
这就是我的尝试......
readfile = open("db-short.txt", "r")
datafilelines = readfile.readlines()
writefile = open("sample.csv", "w")
temp_data_list = ["",]*7
td_index = 0
for line_with_return in datafilelines:
line = line_with_return.replace('\n','')
if not line == '':
if not (line.startswith("ID") or
line.startswith("RED") or
line.startswith("GREEN") or
line.startswith("BLUE") or
line.startswith("YELLOW") or
line.startswith("BLACK") ):
temp_data_list[td_index] = line
td_index += 1
temp_data_list[6] = line
if (line.startswith("BLACK") or line.startswith("BLACK")):
temp_data_list[5] = line
if (line.startswith("YELLOW") or line.startswith("YELLOW")):
temp_data_list[4] = line
if (line.startswith("BLUE") or line.startswith("BLUE")):
temp_data_list[3] = line
if (line.startswith("GREEN") or line.startswith("GREEN")):
temp_data_list[2] = line
if (line.startswith("RED") or line.startswith("RED")):
temp_data_list[1] = line
if (line.startswith("ID") or line.find("ID") > 0):
temp_data_list[0] = line
if line == '':
temp_data_str = ""
for temp_data in temp_data_list:
temp_data_str += temp_data + ","
temp_data_str = temp_data_str[0:-1] + "\n"
writefile.write(temp_data_str)
temp_data_list = ["",]*7
td_index = 0
if temp_data_list[0]:
temp_data_str = ""
for temp_data in temp_data_list:
temp_data_str += temp_data + ","
temp_data_str = temp_data_str[0:-1] + "\n"
writefile.write(temp_data_str)
readfile.close()
writefile.close()
答案 0 :(得分:1)
这假定Python< 2.7(因此不会利用一个with
打开多个文件,使用内置writeheaders
编写标题等。请注意,为了使其正常工作,我删除了CSV中逗号之间的空格。正如@JamesHenstridge所提到的那样,绝对值得阅读csv
模块,以便更有意义。
import csv
with open('testfile', 'rb') as f:
with open('outcsv.csv', 'wb') as o:
# Specify your field names
fieldnames = ('id', 'red', 'green', 'blue', 'yellow', 'black')
# Here we create a DictWriter, since your data is suited for one
writer = csv.DictWriter(o, fieldnames=fieldnames)
# Write the header row
writer.writerow(dict((h, h) for h in fieldnames))
# General idea here is to build a row until we hit a blank line,
# at which point we write our current row and continue
new_row = {}
for line in f.readlines():
# This will split the line on a comma/space combo and then
# Strip off any commas/spaces that end a word
row = [x.strip(', ') for x in line.strip().split(', ')]
if not row[0]:
writer.writerow(new_row)
new_row = {}
else:
# Here we write a blank string if there is no corresponding value;
# otherwise, write the value
new_row[row[0]] = '' if len(row) == 1 else row[1].strip()
# Check new_row - if not blank, it hasn't been written (so write)
if new_row:
writer.writerow(new_row)
使用上面的数据(抛出一些随机逗号分隔的数字),写道:
id,red,green,blue,yellow,black
x,"2,8","2,4",x,,x
x,,,"4,3",x,x
x,x,x,x,,x
x,x,x,x,,
x,x,x,x,,x