我想将字典列表转换为嵌套的JSON。我想动态填充字段,我想将特定类别的所有信号分组。我尝试了不同的方法,但是无法生成所需的确切格式。需要一些逻辑帮助来生成JSON
我的输入
signal_list = [
{'sig_id': 667, 'sig_name': 'RotorSpeed', 'Category': 'Gbox'},
{'sig_id': 672, 'sig_name': 'GeneratorSpeed', 'Category': 'Genarator'},
{'sig_id': 673, 'sig_name': 'NacelleSpeed', 'Category': 'Nacelle'},
{'sig_id': 668, 'sig_name': 'RotorDirection', 'Category': 'Gbox'}
]
我尝试过的代码:
d = defaultdict(list)
for t in signals:
field_list = d[t['Category']]
new_d = {'sig_name': t['sig_name'], 'sig_id': t['sig_id'], 'Category': t['Category']}
field_list.append(defaultdict(list, new_d))
当前输出
[
{
"Gbox":[
{
"sig_name":"RotorSpeed",
"sig_id":667
},
{
"sig_name":"RotorDirection",
"sig_id":668
}
]
},
{
"Genarator":[
{
"sig_name":"GeneratorSpeed",
"sig_id":672
}
]
},
{
"Signals":[
{
"sig_name":"NacelleSpeed",
"SignalID":673
}
]
}
]
(必填)我的输出应如下所示
[
{
"Category":"Gbox",
"Signals":[
{
"sig_name":"RotorSpeed",
"sig_id":667
},
{
"sig_name":"RotorDirection",
"sig_id":668
}
]
},
{
"Category":"Genarator",
"Signals":[
{
"sig_name":"GeneratorSpeed",
"sig_id":672
}
]
},
{
"Category":"Nacelle",
"Signals":[
{
"sig_name":"NacelleSpeed",
"SignalID":673
}
]
}
]
答案 0 :(得分:0)
请参阅itertools
文档,尤其是groupby
函数。
import json
import itertools
dta = signal_list = [
{'sig_id': 667, 'sig_name': 'RotorSpeed', 'Category': 'Gbox'},
{'sig_id': 672, 'sig_name': 'GeneratorSpeed', 'Category': 'Genarator'},
{'sig_id': 673, 'sig_name': 'NacelleSpeed', 'Category': 'Nacelle'},
{'sig_id': 668, 'sig_name': 'RotorDirection', 'Category': 'Gbox'}
]
# this key is simply to be used on each dictionary to get the 'Category'
key = lambda dct: dct.get('Category')
# group works best with a sorted iterable. So let's sort by "Category' since that's
# your grouping key.
a = itertools.groupby(sorted(dta, key=key), key)
# groupby returns a generator like object that has tuples of (key, value)
# the value is also a generator like object that just has each item from the iterable
# that matches your grouping key. To get all the items we just turn them into a list
b = [{"Category": k, "Signals": list(v)} for k,v in a]
# using json to print it out in a nice format
print(json.dumps(b, indent=1))
输出:
[
{
"Category": "Gbox",
"Signals": [
{
"sig_id": 667,
"sig_name": "RotorSpeed",
"Category": "Gbox"
},
{
"sig_id": 668,
"sig_name": "RotorDirection",
"Category": "Gbox"
}
]
},
{
"Category": "Genarator",
"Signals": [
{
"sig_id": 672,
"sig_name": "GeneratorSpeed",
"Category": "Genarator"
}
]
},
{
"Category": "Nacelle",
"Signals": [
{
"sig_id": 673,
"sig_name": "NacelleSpeed",
"Category": "Nacelle"
}
]
}
]
如果我的理解正确,您想从列表中的每个词典中删除“类别”键。你可以这样做。如果要删除多个键,只需编辑该功能并在内部进行某种循环:)
def remove_key(dct:dict, key):
"""
Simply takes a dictionary, copies it and remove the key of interest
from the copy and returns the copy.
"""
# This function will be used in a list comprehension so it has to
# return the dictionary and not just pop the key
dct_ = dct.copy()
_ = dct_.pop(key)
return dct_
b = [{"Category": k, "Signals": [remove_key(dct, 'Category') for dct in v]} for k,v in a]
print(json.dumps(b, indent=1))
输出
[
{
"Category": "Gbox",
"Signals": [
{
"sig_id": 667,
"sig_name": "RotorSpeed"
},
{
"sig_id": 668,
"sig_name": "RotorDirection"
}
]
},
{
"Category": "Genarator",
"Signals": [
{
"sig_id": 672,
"sig_name": "GeneratorSpeed"
}
]
},
{
"Category": "Nacelle",
"Signals": [
{
"sig_id": 673,
"sig_name": "NacelleSpeed"
}
]
}
]