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python - Best way to convert csv data to dict

I have csv file with following data

val1,val2,val3
1,2,3
22,23,33

So how can I convert data into dict

dict1 = { 'val1': 1, 'val2': 2, 'val3': 3}
dict2 = { 'val1': 22, 'val2': 23, 'val3': 33}
fp = open('file.csv', 'r')
reader = csv.reader(fp)
for row in reader:
    ????

Thanks

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import csv

reader = csv.DictReader(open('myfile.csv'))
for row in reader:
    # profit !

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