how to remove duplication from a CSVfile by making some checks?
I have a CSV like:
col-1(ID) col-2(val-List)
1 [1]
1 [1,2,3]
2 [1,2]
2 [1]
3 [10]
3 [10]
and I want to remove duplicate from this file and at the end, I just need a single row which has greater list length, like:
edited:
I want to keep a single row if there are those rows which have the same ID and same length of the inner list.
col-1(ID) col-2(Val-List)
1 [1,2,3]
2 [1,2]
3 [10]
I tried a lot but no luck:
I'm giving try by using CSV module but do not have an idea that how should I maintain the length of previous Val-List and compare with next matching ID.
import csv
list_1 =
with open('test123.csv', 'r', encoding='latin-1') as file:
csvReader = csv.reader(file, delimiter=',')
for row in csvReader:
key = (row[0])
# but how should I use this id to get my desired results?
python
add a comment |
I have a CSV like:
col-1(ID) col-2(val-List)
1 [1]
1 [1,2,3]
2 [1,2]
2 [1]
3 [10]
3 [10]
and I want to remove duplicate from this file and at the end, I just need a single row which has greater list length, like:
edited:
I want to keep a single row if there are those rows which have the same ID and same length of the inner list.
col-1(ID) col-2(Val-List)
1 [1,2,3]
2 [1,2]
3 [10]
I tried a lot but no luck:
I'm giving try by using CSV module but do not have an idea that how should I maintain the length of previous Val-List and compare with next matching ID.
import csv
list_1 =
with open('test123.csv', 'r', encoding='latin-1') as file:
csvReader = csv.reader(file, delimiter=',')
for row in csvReader:
key = (row[0])
# but how should I use this id to get my desired results?
python
Are you sure you want ',' as delimiter? This way it splits also on the commas which are inside your col-2(val-List)
– arudzinska
Nov 19 '18 at 16:36
Yeah, comma delimiter. I tried by checking the inside list which is Val-list. so far it's good to go.
– GigaByte
Nov 19 '18 at 16:45
add a comment |
I have a CSV like:
col-1(ID) col-2(val-List)
1 [1]
1 [1,2,3]
2 [1,2]
2 [1]
3 [10]
3 [10]
and I want to remove duplicate from this file and at the end, I just need a single row which has greater list length, like:
edited:
I want to keep a single row if there are those rows which have the same ID and same length of the inner list.
col-1(ID) col-2(Val-List)
1 [1,2,3]
2 [1,2]
3 [10]
I tried a lot but no luck:
I'm giving try by using CSV module but do not have an idea that how should I maintain the length of previous Val-List and compare with next matching ID.
import csv
list_1 =
with open('test123.csv', 'r', encoding='latin-1') as file:
csvReader = csv.reader(file, delimiter=',')
for row in csvReader:
key = (row[0])
# but how should I use this id to get my desired results?
python
I have a CSV like:
col-1(ID) col-2(val-List)
1 [1]
1 [1,2,3]
2 [1,2]
2 [1]
3 [10]
3 [10]
and I want to remove duplicate from this file and at the end, I just need a single row which has greater list length, like:
edited:
I want to keep a single row if there are those rows which have the same ID and same length of the inner list.
col-1(ID) col-2(Val-List)
1 [1,2,3]
2 [1,2]
3 [10]
I tried a lot but no luck:
I'm giving try by using CSV module but do not have an idea that how should I maintain the length of previous Val-List and compare with next matching ID.
import csv
list_1 =
with open('test123.csv', 'r', encoding='latin-1') as file:
csvReader = csv.reader(file, delimiter=',')
for row in csvReader:
key = (row[0])
# but how should I use this id to get my desired results?
python
python
edited Nov 21 '18 at 10:34
asked Nov 19 '18 at 16:20
GigaByte
13911
13911
Are you sure you want ',' as delimiter? This way it splits also on the commas which are inside your col-2(val-List)
– arudzinska
Nov 19 '18 at 16:36
Yeah, comma delimiter. I tried by checking the inside list which is Val-list. so far it's good to go.
– GigaByte
Nov 19 '18 at 16:45
add a comment |
Are you sure you want ',' as delimiter? This way it splits also on the commas which are inside your col-2(val-List)
– arudzinska
Nov 19 '18 at 16:36
Yeah, comma delimiter. I tried by checking the inside list which is Val-list. so far it's good to go.
– GigaByte
Nov 19 '18 at 16:45
Are you sure you want ',' as delimiter? This way it splits also on the commas which are inside your col-2(val-List)
– arudzinska
Nov 19 '18 at 16:36
Are you sure you want ',' as delimiter? This way it splits also on the commas which are inside your col-2(val-List)
– arudzinska
Nov 19 '18 at 16:36
Yeah, comma delimiter. I tried by checking the inside list which is Val-list. so far it's good to go.
– GigaByte
Nov 19 '18 at 16:45
Yeah, comma delimiter. I tried by checking the inside list which is Val-list. so far it's good to go.
– GigaByte
Nov 19 '18 at 16:45
add a comment |
1 Answer
1
active
oldest
votes
Why not let pandas
do the work?
import pandas
# Read in the CSV
df = pandas.read_csv('test123.csv', encoding='latin-1')
# Compute the list lengths
df['lst_len'] = df['col-2(val-List)'].map(lambda x: len(list(x)))
# Sort in reverse order by list lengths
df = df.sort_values('lst_len', ascending=False)
# Drop duplicates, preserving first (longest) list by ID
df = df.drop_duplicates(subset='col-1(ID)')
# Remove extra column that we introduced, write to file
df = df.drop('lst_len', axis=1)
df.to_csv('clean_test123.csv', index=False)
Are you sure this performs the logic to keep only the row that has the longestcol-2(Val-List)
? As I understood this is what OP wants.
– arudzinska
Nov 19 '18 at 16:41
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
|
show 4 more comments
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1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
Why not let pandas
do the work?
import pandas
# Read in the CSV
df = pandas.read_csv('test123.csv', encoding='latin-1')
# Compute the list lengths
df['lst_len'] = df['col-2(val-List)'].map(lambda x: len(list(x)))
# Sort in reverse order by list lengths
df = df.sort_values('lst_len', ascending=False)
# Drop duplicates, preserving first (longest) list by ID
df = df.drop_duplicates(subset='col-1(ID)')
# Remove extra column that we introduced, write to file
df = df.drop('lst_len', axis=1)
df.to_csv('clean_test123.csv', index=False)
Are you sure this performs the logic to keep only the row that has the longestcol-2(Val-List)
? As I understood this is what OP wants.
– arudzinska
Nov 19 '18 at 16:41
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
|
show 4 more comments
Why not let pandas
do the work?
import pandas
# Read in the CSV
df = pandas.read_csv('test123.csv', encoding='latin-1')
# Compute the list lengths
df['lst_len'] = df['col-2(val-List)'].map(lambda x: len(list(x)))
# Sort in reverse order by list lengths
df = df.sort_values('lst_len', ascending=False)
# Drop duplicates, preserving first (longest) list by ID
df = df.drop_duplicates(subset='col-1(ID)')
# Remove extra column that we introduced, write to file
df = df.drop('lst_len', axis=1)
df.to_csv('clean_test123.csv', index=False)
Are you sure this performs the logic to keep only the row that has the longestcol-2(Val-List)
? As I understood this is what OP wants.
– arudzinska
Nov 19 '18 at 16:41
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
|
show 4 more comments
Why not let pandas
do the work?
import pandas
# Read in the CSV
df = pandas.read_csv('test123.csv', encoding='latin-1')
# Compute the list lengths
df['lst_len'] = df['col-2(val-List)'].map(lambda x: len(list(x)))
# Sort in reverse order by list lengths
df = df.sort_values('lst_len', ascending=False)
# Drop duplicates, preserving first (longest) list by ID
df = df.drop_duplicates(subset='col-1(ID)')
# Remove extra column that we introduced, write to file
df = df.drop('lst_len', axis=1)
df.to_csv('clean_test123.csv', index=False)
Why not let pandas
do the work?
import pandas
# Read in the CSV
df = pandas.read_csv('test123.csv', encoding='latin-1')
# Compute the list lengths
df['lst_len'] = df['col-2(val-List)'].map(lambda x: len(list(x)))
# Sort in reverse order by list lengths
df = df.sort_values('lst_len', ascending=False)
# Drop duplicates, preserving first (longest) list by ID
df = df.drop_duplicates(subset='col-1(ID)')
# Remove extra column that we introduced, write to file
df = df.drop('lst_len', axis=1)
df.to_csv('clean_test123.csv', index=False)
edited Nov 19 '18 at 16:50
answered Nov 19 '18 at 16:24
rvd
43117
43117
Are you sure this performs the logic to keep only the row that has the longestcol-2(Val-List)
? As I understood this is what OP wants.
– arudzinska
Nov 19 '18 at 16:41
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
|
show 4 more comments
Are you sure this performs the logic to keep only the row that has the longestcol-2(Val-List)
? As I understood this is what OP wants.
– arudzinska
Nov 19 '18 at 16:41
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
Are you sure this performs the logic to keep only the row that has the longest
col-2(Val-List)
? As I understood this is what OP wants.– arudzinska
Nov 19 '18 at 16:41
Are you sure this performs the logic to keep only the row that has the longest
col-2(Val-List)
? As I understood this is what OP wants.– arudzinska
Nov 19 '18 at 16:41
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
yeah I want to keep the row which has longest col-2(Val-List)
– GigaByte
Nov 19 '18 at 16:46
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
Understood and edited accordingly.
– rvd
Nov 19 '18 at 16:50
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
I tried this and its working but now having one exception which i haven't explained above.
– GigaByte
Nov 19 '18 at 17:00
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
can you please check the edit and suggest me a solution in above script?
– GigaByte
Nov 19 '18 at 17:08
|
show 4 more comments
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Are you sure you want ',' as delimiter? This way it splits also on the commas which are inside your col-2(val-List)
– arudzinska
Nov 19 '18 at 16:36
Yeah, comma delimiter. I tried by checking the inside list which is Val-list. so far it's good to go.
– GigaByte
Nov 19 '18 at 16:45