我有一个列表,看起来像这样,是从格式不佳的csv文件中提取的:
DF = [['Customer Number: 001 '],
['Notes: Bought a ton of stuff and was easy to deal with'],
['Customer Number: 666 '],
['Notes: acted and looked like Chris Farley on that hidden decaf skit from SNL'],
['Customer Number: 103 '],
['Notes: bought a ton of stuff got a free keychain'],
['Notes: gave us a referral to his uncles cousins hairdresser'],
['Notes: name address birthday social security number on file'],
['Customer Number: 007 '],
['Notes: looked a lot like James Bond'],
['Notes: came in with a martini']]
我想最终得到一个像这样的新结构:
['Customer Number: 001 Notes: Bought a ton of stuff and was easy to deal with',
'Customer Number: 666 Notes: acted and looked like Chris Farley on that hidden decaf skit from SNL',
'Customer Number: 103 Notes: bought a ton of stuff got a free keychain',
'Customer Number: 103 Notes: gave us a referral to his uncles cousins hairdresser',
'Customer Number: 103 Notes: name address birthday social security number on file',
'Customer Number: 007 Notes: looked a lot like James Bond',
'Customer Number: 007 Notes: came in with a martini']
之后我可以进一步拆分,剥离等。
所以,我使用了以下事实:
Customer Number
Notes
总是更长Notes
的数量永远不会超过5 编写一个显然是荒谬的解决方案,即使它有效。
DF = [item for sublist in DF for item in sublist]
DF = DF + ['stophere']
DF2 = []
for record in DF:
if (record[0:17]=="Customer Number: ") & (record !="stophere"):
DF2.append(record + DF[DF.index(record)+1])
if len(DF[DF.index(record)+2]) >21:
DF2.append(record + DF[DF.index(record)+2])
if len(DF[DF.index(record)+3]) >21:
DF2.append(record + DF[DF.index(record)+3])
if len(DF[DF.index(record)+4]) >21:
DF2.append(record + DF[DF.index(record)+4])
if len(DF[DF.index(record)+5]) >21:
DF2.append(record + DF[DF.index(record)+5])
有人会介意为这类问题推荐更稳定,更智能的解决方案吗?
答案 0 :(得分:13)
只需跟踪我们何时找到新客户:
from pprint import pprint as pp
out = []
for sub in DF:
if sub[0].startswith("Customer Number"):
cust = sub[0]
else:
out.append(cust + sub[0])
pp(out)
输出:
['Customer Number: 001 Notes: Bought a ton of stuff and was easy to deal with',
'Customer Number: 666 Notes: acted and looked like Chris Farley on that '
'hidden decaf skit from SNL',
'Customer Number: 103 Notes: bought a ton of stuff got a free keychain',
'Customer Number: 103 Notes: gave us a referral to his uncles cousins '
'hairdresser',
'Customer Number: 103 Notes: name address birthday social security number '
'on file',
'Customer Number: 007 Notes: looked a lot like James Bond',
'Customer Number: 007 Notes: came in with a martini']
如果客户可以稍后重复,并且您希望将它们组合在一起,请使用dict:
from collections import defaultdict
d = defaultdict(list)
for sub in DF:
if sub[0].startswith("Customer Number"):
cust = sub[0]
else:
d[cust].append(cust + sub[0])
print(d)
输出:
pp(d)
{'Customer Number: 001 ': ['Customer Number: 001 Notes: Bought a ton of '
'stuff and was easy to deal with'],
'Customer Number: 007 ': ['Customer Number: 007 Notes: looked a lot like '
'James Bond',
'Customer Number: 007 Notes: came in with a '
'martini'],
'Customer Number: 103 ': ['Customer Number: 103 Notes: bought a ton of '
'stuff got a free keychain',
'Customer Number: 103 Notes: gave us a referral '
'to his uncles cousins hairdresser',
'Customer Number: 103 Notes: name address '
'birthday social security number on file'],
'Customer Number: 666 ': ['Customer Number: 666 Notes: acted and looked '
'like Chris Farley on that hidden decaf skit '
'from SNL']}
根据您的评论和错误,您似乎在实际客户之前有线路,因此我们可以将它们添加到列表中的第一个客户:
# added ["foo"] before we see any customer
DF = [["foo"],['Customer Number: 001 '],
['Notes: Bought a ton of stuff and was easy to deal with'],
['Customer Number: 666 '],
['Notes: acted and looked like Chris Farley on that hidden decaf skit from SNL'],
['Customer Number: 103 '],
['Notes: bought a ton of stuff got a free keychain'],
['Notes: gave us a referral to his uncles cousins hairdresser'],
['Notes: name address birthday social security number on file'],
['Customer Number: 007 '],
['Notes: looked a lot like James Bond'],
['Notes: came in with a martini']]
from pprint import pprint as pp
from itertools import takewhile, islice
# find lines up to first customer
start = list(takewhile(lambda x: "Customer Number:" not in x[0], DF))
out = []
ln = len(start)
# if we had data before we actually found a customer this will be True
if start:
# so set cust to first customer in list and start adding to out
cust = DF[ln][0]
for sub in start:
out.append(cust + sub[0])
# ln will either be 0 if start is empty else we start at first customer
for sub in islice(DF, ln, None):
if sub[0].startswith("Customer Number"):
cust = sub[0]
else:
out.append(cust + sub[0])
哪个输出:
['Customer Number: 001 foo',
'Customer Number: 001 Notes: Bought a ton of stuff and was easy to deal with',
'Customer Number: 666 Notes: acted and looked like Chris Farley on that '
'hidden decaf skit from SNL',
'Customer Number: 103 Notes: bought a ton of stuff got a free keychain',
'Customer Number: 103 Notes: gave us a referral to his uncles cousins '
'hairdresser',
'Customer Number: 103 Notes: name address birthday social security number '
'on file',
'Customer Number: 007 Notes: looked a lot like James Bond',
'Customer Number: 007 Notes: came in with a martini']
我认为你会考虑在任何客户真正属于第一个客户之前的线路。
答案 1 :(得分:4)
您的基本目标是将笔记分组并与客户关联。由于列表已经排序,您只需使用itertools.groupby
,就像这样
from itertools import groupby, chain
def build_notes(it):
customer, func = "", lambda x: x.startswith('Customer')
for item, grp in groupby(chain.from_iterable(DF), key=func):
if item:
customer = next(grp)
else:
for note in grp:
yield customer + note
# In Python 3.x, you can simply do
# yield from (customer + note for note in grp)
在这里,我们将实际的列表列表展平为一系列字符串,chain.from_iterable
。然后我们将其中包含Customer
的行和不包含Customer
的行分组。如果该行有item
,则True
将为False
,否则为item
。如果True
为item
,那么我们会获取客户信息,当False
为print(list(build_notes(DF)))
时,我们会对分组的备注进行迭代,并通过连接一次返回一个字符串客户信息与笔记。
所以,当你运行代码时,
['Customer Number: 001 Notes: Bought a ton of stuff and was easy to deal with',
'Customer Number: 666 Notes: acted and looked like Chris Farley on that hidden decaf skit from SNL',
'Customer Number: 103 Notes: bought a ton of stuff got a free keychain',
'Customer Number: 103 Notes: gave us a referral to his uncles cousins hairdresser',
'Customer Number: 103 Notes: name address birthday social security number on file',
'Customer Number: 007 Notes: looked a lot like James Bond',
'Customer Number: 007 Notes: came in with a martini']
你得到了
{{1}}
答案 2 :(得分:3)
DF = [['Customer Number: 001 '],
['Notes: Bought a ton of stuff and was easy to deal with'],
['Customer Number: 666 '],
['Notes: acted and looked like Chris Farley on that hidden decaf skit from SNL'],
['Customer Number: 103 '],
['Notes: bought a ton of stuff got a free keychain'],
['Notes: gave us a referral to his uncles cousins hairdresser'],
['Notes: name address birthday social security number on file'],
['Customer Number: 007 '],
['Notes: looked a lot like James Bond'],
['Notes: came in with a martini']]
custnumstr = None
out = []
for df in DF:
if df[0].startswith('Customer Number'):
custnumstr = df[0]
else:
out.append(custnumstr + df[0])
for e in out:
print e
答案 3 :(得分:3)
您也可以使用OrderedDict,其中键是客户,值是注释列表:
from collections import OrderedDict
DF_dict = OrderedDict()
for subl in DF:
if 'Customer Number' in subl[0]:
DF_dict[subl[0]] = []
continue
last_key = list(DF_dict.keys())[-1]
DF_dict[last_key].append(subl[0])
for customer, notes in DF_dict.items():
for a_note in notes:
print(customer,a_note)
结果:
Customer Number: 001 Notes: Bought a ton of stuff and was easy to deal with
Customer Number: 666 Notes: acted and looked like Chris Farley on that hidden decaf skit from SNL
Customer Number: 103 Notes: bought a ton of stuff got a free keychain
Customer Number: 103 Notes: gave us a referral to his uncles cousins hairdresser
Customer Number: 103 Notes: name address birthday social security number on file
Customer Number: 007 Notes: looked a lot like James Bond
Customer Number: 007 Notes: came in with a martini
如果您想计算给定客户的笔记数量,计算笔记,或者只选择给定客户的笔记,那么将值放在这样的字典中会非常有用。
替代方案,没有在每次迭代中调用list(DF_dict.keys())[-1]
:
last_key = ''
for subl in DF:
if 'Customer Number' in subl[0]:
DF_dict[subl[0]] = []
last_key = subl[0]
continue
DF_dict[last_key].append(subl[0])
新的更短版本,使用defaultdict:
from collections import defaultdict
DF_dict = defaultdict(list)
for subl in DF:
if 'Customer Number' in subl[0]:
customer = subl[0]
continue
DF_dict[customer].append(subl[0])
答案 4 :(得分:2)
只要格式与您的示例相同,这应该可以。
final_list = []
for outer_list in DF:
for s in outer_list:
if s.startswith("Customer"):
cust = s
elif s.startswith("Notes"):
final_list.append(cust + s)
for f in final_list:
print f
答案 5 :(得分:2)
只要您可以指望第一个元素是客户,您就可以这样做。
只需遍历每个项目。如果该项目是客户,请将当前客户设置为该字符串。另外,这是一个注释,因此您将客户和注释附加到结果列表中。
customer = ""
results = []
for record in DF:
data = record[0]
if "Customer" in data:
customer = data
elif "Notes" in data:
result = customer + data
results.append(result)
print(results)