迭代pandas数据帧中字典列表的字典

时间:2018-02-06 07:02:35

标签: python pandas

如何迭代pandas数据框中字典列表的字典,其中一列是Response。

Response = {"query":"hi","intents":[{"intent":"greeting","score":0.941468239},{"intent":"sentinel","score":7.298465E-06},{"intent":"analyticsPage","score":3.77489937E-06},{"intent":"KaaraServices","score":0.0251461584},{"intent":"goodBye","score":0.357869864},{"intent":"servicesPage","score":2.3839857E-05},{"intent":"PredAnalytics","score":3.21742641E-06},{"intent":"ykaara","score":0.006888155},{"intent":"creator","score":0.061054837}],"entities":[]}, 

我想获得最高分的意图。

3 个答案:

答案 0 :(得分:2)

您可以将'intents'的值(dicts列表)转换为DataFrame,然后使用argmax

df = pd.DataFrame(Response["intents"])

它的输出是:

          intent     score
0       greeting  0.941468
1       sentinel  0.000007
2  analyticsPage  0.000004
3  KaaraServices  0.025146
4        goodBye  0.357870
5   servicesPage  0.000024
6  PredAnalytics  0.000003
7         ykaara  0.006888
8        creator  0.061055

然后是最大值:

df.iloc[df['score'].argmax(),:]

这将返回:

intent    greeting
score     0.941468
Name: 0, dtype: object

答案 1 :(得分:0)

我确定还有特定的pandas方法,但另一个选择是提取字典并将其排序为通用字典。

from operator import itemgetter

# Get pandas frame from somewhere
response = getresponse()

# Convert list of dictionary to dictionary
d = {}
for item in response["intents"]:
    d[item["intent"]] = item["score"]

# Sort dictionary, get highest scoring element
sorted(d.items(), key=itemgetter(1), reverse=True)[0]

答案 2 :(得分:0)

试试这个: -

Response = {"query":"hi","intents":[{"intent":"greeting","score":0.941468239},{"intent":"sentinel","score":7.298465E-06},\
{"intent":"analyticsPage","score":3.77489937E-06},{"intent":"KaaraServices","score":0.0251461584},\
{"intent":"goodBye","score":0.357869864},{"intent":"servicesPage","score":2.3839857E-05},\
{"intent":"PredAnalytics","score":3.21742641E-06},{"intent":"ykaara","score":0.006888155},\
{"intent":"creator","score":0.061054837}],"entities":[]},
max_score = []
for i in Response:
    for j in i['intents']:
        max_score.append(j['score'])
print(max(max_score)) #your expected outpu
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