how can I Filter single column in a dataframe on multiple values
Put all 61 MRNs into a list-
mrnList = [val1, val2, ...,val61]
Then filter these MRNs like-
df_filtered = df[df['MRN'].isin(mrnList)]
Keep note of your MRN value's datatype while making mrnList.
Returning a single column of Pandas dataframe *as a dataframe* after filtering on another column
Specify the condition(s) and the column(s) to return in on go with .loc
:
df_filter = df.loc[df['price'] > 15, ['food']]
Output:
>>> df_filter
food
1 ham
2 eggs
>>> type(df_filter)
pandas.core.frame.DataFrame
Filtering single-column data frames
Use the drop
argument to the select functions:
single.c[single.c$col1 > 2, , drop = FALSE]
# col1
#r3 3
#r4 4
#r5 5
From documentation for [
:
drop
For matrices and arrays. If TRUE the result is coerced to the lowest
possible dimension (see the examples). This only works for extracting
elements, not for the replacement. See drop for further details.
Filtering a single column to two unique values
Use .isin()
function, much easier and nicer to read
df[df['Time Type'].isin(['Full Time', 'Part Time'])]
filtering data in dataframe based on a column
Do you mean by something like?
>>> x = df.loc[(df['#3'].eq(10) & df['#3'].shift(-1).eq(21)) | (df['#3'].shift().eq(10) & df['#3'].eq(21))]
>>> x.groupby(np.arange(len(x)) // 2).apply(lambda x: pd.DataFrame(x.drop(["#1", "#3"], axis=1).to_numpy().flatten()).T).reset_index(drop=True).rename(lambda x: f'#{x + 1}', axis=1)
#1 #2 #3 #4
0 Bob Eng Jack Tel
1 Rams Mal Venk Mar
>>>
Pandas Filtering Multiple Conditions on Single Column
I think using pd.to_datetime
and pd.Series.between
should work for you:
filtered_df = df[pd.to_datetime(df['Login Date'].str.split(' ').str[0], format="%Y/%m/%d").between(semester_start, semester_end)]
Filter rows based on one column from a list of dataframes
idx <- "->"
# Base R
lapply(dfs, function(df) df[df$v1 == "->",])
lapply(dfs, function(df) df[df$v1 %in% idx,])
# tidyverse
library("purrr")
library("dplyr")
map(dfs, filter, v1 == "->")
map(dfs, filter, v1 %in% !! idx)
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