Data Science Asked on November 27, 2021
I have a data frame like this.
df=pd.DataFrame({'sub1':[10,20,30,40],'sub2':[5,10,15,20],'sub3':[1,2,3,4]})
and a dictionary like this.
stud={}
stud['name']="abc"
stud['id'] ="AB10"
stud['address']="some_address"
I convert that data frame to dictionary and combine with the stud dictionary.I wrote the following code.Then this stud dictionary should be made in a json format and sent as a web service.
stud={}
stud['name']="abc"
stud['id'] ="AB10"
stud['address']="some_address"
for i in range(0,len(df)):
data_sample={}
data_sample_row=df.iloc[i]
a=data_sample_row.to_dict()
stud['data_sample']=a
str_details=str(stud)
I would like to get the result as shown below.
"{'name':'abc','id':'AB10','address':'some_address','data_sample':{'sub1':10,'sub2':5,'sub3':1}}"
"{'name':'abc','id':'AB10','address':'some_address','data_sample':{'sub1':20,'sub2':10,'sub3':2}}"
"{'name':'abc','id':'AB10','address':'some_address','data_sample':{'sub1':30,'sub2':15,'sub3': 3}}"
"{'name':'abc','id':'AB10','address':'some_address','data_sample':{'sub1': 40,'sub2':20,'sub3': 4}}"
I would like to send this as a parameter in requests.post as following.
response=requests.post(url="some_url",data=str_details)
If I don’t convert to string, gives me an error,
JSONDecodeError: Expecting value: line 2 column 1 (char 1)
If I pass json=str_details, as argument gives me the same error, How to resolve this and get the desired results.
To build your data use sth like:
import copy, json
def make_objects(ref_obj, df):
objects = []
for i in range(len(df[df.columns[0]].values)):
cobj = copy.deepcopy(ref_obj)
cobj['data_sample'] = {}
for col in df:
cobj['data_sample'][col] = int(df[col].values[i]) if df[col].dtype == np.int64 else (float(df[col].values[i]) if df[col].dtype == np.float64 else df[col].values[i])
objects.append(cobj)
return objects
df = pd.DataFrame({'sub1':[10,20,30,40],'sub2':[5,10,15,20],'sub3':[1,2,3,4]})
objects = make_objects({'name':"abc",'id':"AB10",'address':"some_address"}, df)
# in case you want to json-encode the returned objects
json_output = json.dumps(objects)
Answered by Nikos M. on November 27, 2021
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