How to drop rows with ALL zero values but not zeros WITH non zero values
I have a csv file with these values:
0,0,0,0,October 29 2018 16:35:04
0,1,2,0,October 30 2018 11:40:04
0,0,0,0,November 25 2018 04:20:13
I wanted to remove the rows with zero values on the first 4 columns:
0,0,0,0,October 29 2018 16:35:04 #remove this
0,1,2,0,October 30 2018 11:40:04 #this should stay
0,0,0,0,November 25 2018 04:20:13 #remove this
python pandas
add a comment |
I have a csv file with these values:
0,0,0,0,October 29 2018 16:35:04
0,1,2,0,October 30 2018 11:40:04
0,0,0,0,November 25 2018 04:20:13
I wanted to remove the rows with zero values on the first 4 columns:
0,0,0,0,October 29 2018 16:35:04 #remove this
0,1,2,0,October 30 2018 11:40:04 #this should stay
0,0,0,0,November 25 2018 04:20:13 #remove this
python pandas
add a comment |
I have a csv file with these values:
0,0,0,0,October 29 2018 16:35:04
0,1,2,0,October 30 2018 11:40:04
0,0,0,0,November 25 2018 04:20:13
I wanted to remove the rows with zero values on the first 4 columns:
0,0,0,0,October 29 2018 16:35:04 #remove this
0,1,2,0,October 30 2018 11:40:04 #this should stay
0,0,0,0,November 25 2018 04:20:13 #remove this
python pandas
I have a csv file with these values:
0,0,0,0,October 29 2018 16:35:04
0,1,2,0,October 30 2018 11:40:04
0,0,0,0,November 25 2018 04:20:13
I wanted to remove the rows with zero values on the first 4 columns:
0,0,0,0,October 29 2018 16:35:04 #remove this
0,1,2,0,October 30 2018 11:40:04 #this should stay
0,0,0,0,November 25 2018 04:20:13 #remove this
python pandas
python pandas
asked Nov 14 '18 at 1:27
LearningNoobLearningNoob
536
536
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add a comment |
2 Answers
2
active
oldest
votes
IIUC use df[...]
:
print(df[~(df[df.columns[:4]]==0).all(1)])
Slightly better (thanks to @jpp), use iloc
:
print((df.iloc[:, :4] == 0).all(1))
Both Output:
0 1 2 3 4
1 0 1 2 0 October 30 2018 11:40:04
Columns for output maybe incorrect, because i don't know the actual ones.
add a comment |
There's many ways to do what you're asking, but you have a couple of tasks:
- read a .csv, you can do this with
csv.reader
- go over all its contents, you can do this with a simple
for
loop - check some conditions, you'll need to check if the integer value is 0,
int(row[col]) == 0
- write lines that meet the conditions to a new .csv, you can do this with csv.writer
Here's a working script that does these things, without requiring external libraries, other than the standard csv
one:
from csv import reader, writer
with open('input.csv', 'r') as input_file:
with open('output.csv', 'w', newline='') as output_file:
csv_in = reader(input_file)
csv_out = writer(output_file)
for row in csv_in:
if not all([int(row[col]) == 0 for col in range(0, 4)]):
csv_out.writerow(row)
add a comment |
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
oldest
votes
active
oldest
votes
IIUC use df[...]
:
print(df[~(df[df.columns[:4]]==0).all(1)])
Slightly better (thanks to @jpp), use iloc
:
print((df.iloc[:, :4] == 0).all(1))
Both Output:
0 1 2 3 4
1 0 1 2 0 October 30 2018 11:40:04
Columns for output maybe incorrect, because i don't know the actual ones.
add a comment |
IIUC use df[...]
:
print(df[~(df[df.columns[:4]]==0).all(1)])
Slightly better (thanks to @jpp), use iloc
:
print((df.iloc[:, :4] == 0).all(1))
Both Output:
0 1 2 3 4
1 0 1 2 0 October 30 2018 11:40:04
Columns for output maybe incorrect, because i don't know the actual ones.
add a comment |
IIUC use df[...]
:
print(df[~(df[df.columns[:4]]==0).all(1)])
Slightly better (thanks to @jpp), use iloc
:
print((df.iloc[:, :4] == 0).all(1))
Both Output:
0 1 2 3 4
1 0 1 2 0 October 30 2018 11:40:04
Columns for output maybe incorrect, because i don't know the actual ones.
IIUC use df[...]
:
print(df[~(df[df.columns[:4]]==0).all(1)])
Slightly better (thanks to @jpp), use iloc
:
print((df.iloc[:, :4] == 0).all(1))
Both Output:
0 1 2 3 4
1 0 1 2 0 October 30 2018 11:40:04
Columns for output maybe incorrect, because i don't know the actual ones.
edited Nov 14 '18 at 1:40
answered Nov 14 '18 at 1:31
U9-ForwardU9-Forward
14.8k31338
14.8k31338
add a comment |
add a comment |
There's many ways to do what you're asking, but you have a couple of tasks:
- read a .csv, you can do this with
csv.reader
- go over all its contents, you can do this with a simple
for
loop - check some conditions, you'll need to check if the integer value is 0,
int(row[col]) == 0
- write lines that meet the conditions to a new .csv, you can do this with csv.writer
Here's a working script that does these things, without requiring external libraries, other than the standard csv
one:
from csv import reader, writer
with open('input.csv', 'r') as input_file:
with open('output.csv', 'w', newline='') as output_file:
csv_in = reader(input_file)
csv_out = writer(output_file)
for row in csv_in:
if not all([int(row[col]) == 0 for col in range(0, 4)]):
csv_out.writerow(row)
add a comment |
There's many ways to do what you're asking, but you have a couple of tasks:
- read a .csv, you can do this with
csv.reader
- go over all its contents, you can do this with a simple
for
loop - check some conditions, you'll need to check if the integer value is 0,
int(row[col]) == 0
- write lines that meet the conditions to a new .csv, you can do this with csv.writer
Here's a working script that does these things, without requiring external libraries, other than the standard csv
one:
from csv import reader, writer
with open('input.csv', 'r') as input_file:
with open('output.csv', 'w', newline='') as output_file:
csv_in = reader(input_file)
csv_out = writer(output_file)
for row in csv_in:
if not all([int(row[col]) == 0 for col in range(0, 4)]):
csv_out.writerow(row)
add a comment |
There's many ways to do what you're asking, but you have a couple of tasks:
- read a .csv, you can do this with
csv.reader
- go over all its contents, you can do this with a simple
for
loop - check some conditions, you'll need to check if the integer value is 0,
int(row[col]) == 0
- write lines that meet the conditions to a new .csv, you can do this with csv.writer
Here's a working script that does these things, without requiring external libraries, other than the standard csv
one:
from csv import reader, writer
with open('input.csv', 'r') as input_file:
with open('output.csv', 'w', newline='') as output_file:
csv_in = reader(input_file)
csv_out = writer(output_file)
for row in csv_in:
if not all([int(row[col]) == 0 for col in range(0, 4)]):
csv_out.writerow(row)
There's many ways to do what you're asking, but you have a couple of tasks:
- read a .csv, you can do this with
csv.reader
- go over all its contents, you can do this with a simple
for
loop - check some conditions, you'll need to check if the integer value is 0,
int(row[col]) == 0
- write lines that meet the conditions to a new .csv, you can do this with csv.writer
Here's a working script that does these things, without requiring external libraries, other than the standard csv
one:
from csv import reader, writer
with open('input.csv', 'r') as input_file:
with open('output.csv', 'w', newline='') as output_file:
csv_in = reader(input_file)
csv_out = writer(output_file)
for row in csv_in:
if not all([int(row[col]) == 0 for col in range(0, 4)]):
csv_out.writerow(row)
answered Nov 14 '18 at 1:45
GrismarGrismar
1,057613
1,057613
add a comment |
add a comment |
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