如何从 jsonline 文件中的每一行中提取元素?

How to extract elements from each line in a jsonline file?

我有一个 jsonl 文件,其中每行包含一个句子和在该句子中找到的标记。我希望从 JSON 行文件的每一行中提取标记,但我的循环仅 returns 最后一行的标记。

这是输入。

{"text":"This is the first sentence.","_input_hash":2083129218,"_task_hash":-536378640,"spans":[],"meta":{"score":0.5,"pattern":65},"answer":"accept","tokens":[
{"text":"This","id":0},
{"text":"is","id":1},
{"text":"the","id":2},
{"text":"first","id":3},
{"text":"sentence","id":4},
{"text":".","id":5}]}
{"text":"This is the second sentence.","_input_hash":2083129218,"_task_hash":-536378640,"spans":[],"meta":{"score":0.5,"pattern":65},"answer":"accept","tokens":[
{"text":"This","id":0},
{"text":"is","id":1},
{"text":"the","id":2},
{"text":"second","id":3},
{"text":"sentence","id":4},
{"text":".","id":5}]}

我试过运行下面的代码:

with jsonlines.open('path/to/file') as reader:
        for obj in reader:
        data = obj['tokens'] # just extract the tokens
        data = [(i['text'], i['id']) for i in data] # elements from the tokens

data

实际结果:

[('This', 0), ('is', 1), ('the', 2), ('first', 3), ('sentence', 4), ('.', 5)]

我想得到的结果是什么:

附加问题

有些标记包含 "label" 而不是 "id"。我如何将其合并到代码中?一个例子是:

{"text":"This is the first sentence.","_input_hash":2083129218,"_task_hash":-536378640,"spans":[],"meta":{"score":0.5,"pattern":65},"answer":"accept","tokens":[
{"text":"This","id":0},
{"text":"is","id":1},
{"text":"the","id":2},
{"text":"first","id":3},
{"text":"sentence","id":4},
{"text":".","id":5}]}
{"text":"This is coded in python.","_input_hash":2083129218,"_task_hash":-536378640,"spans":[],"meta":{"score":0.5,"pattern":65},"answer":"accept","tokens":[
{"text":"This","id":0},
{"text":"is","id":1},
{"text":"coded","id":2},
{"text":"in","id":3},
{"text":"python","label":"Programming"},
{"text":".","id":5}]}
f=open('data.csv','w')
print('Sentence','Word','ID',file=f)
with jsonlines.open('path/to/file') as reader:
        for sentence_no,obj in enumerate(reader):
            data = obj['tokens']
            for i in data:
                print(sentence_no+1,i['text'], i['id']+1,file=f)

代码中有issues/changes

  • 您每次都在循环中重新分配变量 data,因此您只会看到最后 json 行的结果,而不是每次都想扩展列表

  • 您想在 reader 迭代器上使用 enumerate 来获取元组的第一项

然后代码变为

import jsonlines

data = []
#Iterate over the json files
with jsonlines.open('file.txt') as reader:
    #Iterate over the each line on the reader via enumerate
    for idx, obj in enumerate(reader):

        #Append the data to the result
        data.extend([(idx+1, i['text'], i['id']+1) for i in obj['tokens']])  # elements from the tokens

print(data)

或者通过在列表理解本身中制作双 for-loop 来更紧凑

import jsonlines

#Open the file, iterate over the tokens and make the tuples
result = [(idx+1, i['text'], i['id']+1) for idx, obj in enumerate(jsonlines.open('file.txt')) for i in obj['tokens']]

print(result)

输出将是

[
(1, 'This', 1), 
(1, 'is', 2), 
(1, 'the', 3), 
(1, 'first', 4), 
(1, 'sentence', 5), 
(1, '.', 6), 
(2, 'This', 1), 
(2, 'is', 2), 
(2, 'the', 3), 
(2, 'second', 4), 
(2, 'sentence', 5), 
(2, '.', 6)
]