I want to reshape some data in a CSV file without header but I keep getting this error
AttributeError: 'DataFrame' object has no attribute 'reshape'
This is my script, I want to reshape the data in 2nd column only
import pandas as pd
df = pd.read_csv("test.csv", header=None, usecols=[1])
start = 0
for i in range(0, len(df.index)):
if (i + 1)%10 == 0:
result = df.iloc[start:i+1].reshape(2,5)
start = i + 1
print result
Here is the CSV
1,52.1
2,32.2
3,44.6
3,99.1
5,12.3
3,43.2
7,79.4
8,45.5
9,56.3
0,15.4
1,35.7
2,23.7
3,66.7
4,33.8
1,12.9
7,34.8
1,21.6
3,43.7
6,44.2
9,55.8
Output should be like this
[[ 52.1 32.2 44.6 99.1 12.3]
[ 43.2 79.4 45.5 56.3 15.4]]
[[ 35.7 23.7 66.7 33.8 12.9]
[ 34.8 21.6 43.7 44.2 55.8]]
Any ideas? Thank you
pandas.dataframe
doesn't have a built-in reshape
method, but you can use .values
to access the underlying numpy array object and call reshape
on it:
start = 0
for i in range(0, len(df.index)):
if (i + 1)%10 == 0:
result = df.iloc[start:i+1].values.reshape(2,5)
start = i + 1
print result
#[[ 52.1 32.2 44.6 99.1 12.3]
# [ 43.2 79.4 45.5 56.3 15.4]]
#[[ 35.7 23.7 66.7 33.8 12.9]
# [ 34.8 21.6 43.7 44.2 55.8]]
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