Version 1.1.0

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Supported pandas APIs

The following tables show the pandas APIs that have been implemented (or not) in BigQuery DataFrames.

• ‘Y’ means it implements all parameters.

• ‘P’ means it implements only some parameters.

DataFrame

API	Implemented	Missing parameters
add	Y
annotations	Y
array	Y
array_ufunc	Y
bool	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
floordiv	Y
format	Y
ge	Y
getattr	P	name
getattribute	Y
getitem	Y
gt	Y
hash	Y
init	Y
init_subclass	Y
iter	Y
le	Y
len	Y
lt	Y
matmul	Y
mod	Y
module	Y
mul	Y
ne	Y
new	Y
nonzero	Y
or	P	other, self
pow	Y
radd	Y
reduce	Y
reduce_ex	Y
repr	Y
rfloordiv	Y
rmod	Y
rmul	Y
ror	P	other, self
rpow	Y
rsub	Y
rtruediv	Y
setattr	P	name
setitem	Y
sizeof	Y
str	Y
sub	Y
subclasshook	Y
truediv	Y
weakref	Y
abs	Y
add	P	fill_value, level
add_prefix	Y
add_suffix	Y
agg	P	args, axis, kwargs
aggregate	P	args, axis, kwargs
align	P	broadcast_axis, copy, fill_axis, fill_value, level, limit, method
all	P	kwargs, skipna
any	P	kwargs, skipna
apply	P	axis, by_row, engine, engine_kwargs, raw, result_type
applymap	P	kwargs
assign	Y
astype	P	copy, errors
at	Y
axes	Y
bfill	P	axis, downcast, inplace, limit_area
columns	Y
combine	Y
combine_first	Y
copy	P	deep
corr	Y
count	P	axis
cov	P	ddof, min_periods
cummax	P	args, axis, kwargs, skipna
cummin	P	args, axis, kwargs, skipna
cumprod	P	args, axis, kwargs, skipna
cumsum	P	args, axis, kwargs, skipna
describe	P	exclude, include, percentiles
diff	P	axis
div	P	fill_value, level
divide	P	fill_value, level
dot	Y
drop	P	errors, inplace
drop_duplicates	P	ignore_index, inplace
droplevel	Y
dropna	P	subset, thresh
dtypes	Y
duplicated	Y
empty	Y
eq	P	level
equals	Y
eval	P	inplace, kwargs
expanding	P	axis, method
explode	Y
ffill	P	axis, downcast, inplace, limit_area
fillna	P	axis, downcast, inplace, limit, method
filter	Y
first_valid_index	Y
floordiv	P	fill_value, level
from_dict	Y
from_records	Y
ge	P	level
get	Y
groupby	P	axis, group_keys, observed, sort
gt	P	level
head	Y
iat	Y
idxmax	P	axis, numeric_only, skipna
idxmin	P	axis, numeric_only, skipna
iloc	Y
index	Y
info	Y
interpolate	P	axis, downcast, inplace, kwargs, limit, limit_area, limit_direction
isin	Y
isna	Y
isnull	Y
iterrows	Y
itertuples	Y
join	P	lsuffix, rsuffix, sort, validate
kurt	P	axis, kwargs, skipna
kurtosis	P	axis, kwargs, skipna
le	P	level
loc	Y
lt	P	level
map	P	kwargs
max	P	kwargs, skipna
mean	P	kwargs, skipna
median	P	axis, kwargs, skipna
melt	P	col_level, ignore_index
memory_usage	P	deep
merge	P	copy, indicator, left_index, right_index, validate
min	P	kwargs, skipna
mod	P	fill_value, level
mul	P	fill_value, level
multiply	P	fill_value, level
ndim	Y
ne	P	level
nlargest	Y
notna	Y
notnull	Y
nsmallest	Y
nunique	P	axis, dropna
pct_change	P	fill_method, freq, kwargs, limit
pipe	Y
pivot	Y
plot	Y
pow	P	fill_value, level
prod	P	kwargs, min_count, skipna
product	P	kwargs, min_count, skipna
query	P	inplace, kwargs
radd	P	fill_value, level
rank	P	pct
rdiv	P	fill_value, level
reindex	P	copy, fill_value, level, limit, method, tolerance
reindex_like	P	copy, limit, method, tolerance
rename	P	axis, copy, errors, index, inplace, level, mapper
rename_axis	P	axis, columns, copy, index, inplace
reorder_levels	Y
replace	P	inplace, limit, method
reset_index	P	allow_duplicates, col_fill, col_level, inplace, level, names
rfloordiv	P	fill_value, level
rmod	P	fill_value, level
rmul	P	fill_value, level
rolling	P	axis, center, closed, method, on, step, win_type
rpow	P	fill_value, level
rsub	P	fill_value, level
rtruediv	P	fill_value, level
sample	P	axis, ignore_index, replace, weights
select_dtypes	Y
set_index	P	inplace, verify_integrity
shape	Y
shift	P	axis, fill_value, freq, suffix
size	Y
skew	P	axis, kwargs, skipna
sort_index	P	axis, ignore_index, inplace, key, kind, level, sort_remaining
sort_values	P	axis, ignore_index, inplace, key
stack	P	dropna, future_stack, sort
std	P	ddof, kwargs, skipna
sub	P	fill_value, level
subtract	P	fill_value, level
sum	P	kwargs, min_count, skipna
swaplevel	Y
tail	Y
to_csv	P	chunksize, columns, compression, date_format, decimal, doublequote, encoding, errors, escapechar, float_format, index_label, lineterminator, mode, na_rep, quotechar, quoting, storage_options
to_dict	P	index
to_excel	P	columns, engine, engine_kwargs, float_format, freeze_panes, header, index, index_label, inf_rep, merge_cells, na_rep, startcol, startrow, storage_options
to_gbq	P	auth_local_webserver, chunksize, credentials, location, progress_bar, project_id, reauth, table_schema
to_html	Y
to_json	P	compression, date_format, date_unit, default_handler, double_precision, force_ascii, indent, mode, storage_options
to_latex	P	bold_rows, caption, column_format, decimal, encoding, escape, float_format, formatters, index_names, label, longtable, multicolumn, multicolumn_format, multirow, na_rep, position, sparsify
to_markdown	P	storage_options
to_numpy	Y
to_orc	P	engine, engine_kwargs, index
to_parquet	P	engine, kwargs, partition_cols, storage_options
to_pickle	P	compression, protocol, storage_options
to_records	Y
to_string	Y
truediv	P	fill_value, level
unstack	P	fill_value, sort
update	P	errors
value_counts	Y
values	Y
var	P	ddof, kwargs, skipna

## DataFrameGroupBy

API	Implemented	Missing parameters
annotations	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
format	Y
ge	Y
getattribute	Y
getitem	Y
gt	Y
hash	Y
init	P	axis, exclusions, group_keys, grouper, keys, level, obj, observed, selection, sort
init_subclass	Y
le	Y
lt	Y
module	Y
ne	Y
new	Y
reduce	Y
reduce_ex	Y
repr	Y
setattr	Y
sizeof	Y
str	Y
subclasshook	Y
weakref	Y
agg	P	args, engine, engine_kwargs
aggregate	P	args, engine, engine_kwargs
all	P	skipna
any	P	skipna
count	Y
cumcount	Y
cummax	P	axis
cummin	P	axis
cumprod	P	axis
cumsum	P	axis
diff	P	axis
expanding	P	args, kwargs
max	P	engine, engine_kwargs, min_count
mean	P	engine, engine_kwargs
median	Y
min	P	engine, engine_kwargs, min_count
nunique	P	dropna
prod	Y
rolling	P	args, kwargs
shift	P	axis, fill_value, freq, suffix
skew	P	axis, kwargs, skipna
std	P	ddof, engine, engine_kwargs
sum	P	engine, engine_kwargs, min_count
var	P	ddof, engine, engine_kwargs

## Index

API	Implemented	Missing parameters
T	Y
annotations	Y
array	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	P	other
format	Y
ge	P	other
getattribute	Y
getitem	Y
gt	P	other
hash	Y
init	Y
init_subclass	Y
le	P	other
len	Y
lt	P	other
module	Y
ne	P	other
new	P	cls, copy, data, dtype, name, tupleize_cols
or	P	other, self
reduce	Y
reduce_ex	Y
repr	Y
ror	P	other, self
setattr	Y
sizeof	Y
str	Y
subclasshook	Y
weakref	Y
all	P	args, kwargs
any	P	args, kwargs
argmax	P	args, axis, kwargs, skipna
argmin	P	args, axis, kwargs, skipna
astype	P	copy
copy	P	deep
drop	P	errors
drop_duplicates	Y
dropna	Y
dtype	Y
empty	Y
fillna	P	downcast
get_level_values	Y
has_duplicates	Y
is_monotonic_decreasing	Y
is_monotonic_increasing	Y
is_unique	Y
isin	P	level
max	P	args, axis, kwargs, skipna
min	P	args, axis, kwargs, skipna
name	Y
names	Y
ndim	Y
nlevels	Y
nunique	P	dropna
rename	P	inplace
shape	Y
size	Y
sort_values	P	key, return_indexer
to_numpy	P	copy, na_value
to_series	Y
transpose	P	args, kwargs
value_counts	P	bins
values	Y

## pandas module

API	Implemented	Missing parameters
ArrowDtype	Y
BooleanDtype	Y
DataFrame	Y
Float64Dtype	Y
Index	Y
Int64Dtype	Y
NA	Y
NamedAgg	Y
Series	Y
StringDtype	Y
builtins	Y
cached	Y
doc	Y
file	Y
loader	Y
name	Y
package	Y
path	Y
spec	Y
annotations	Y
concat	P	copy, keys, levels, names, sort, verify_integrity
cut	P	duplicates, include_lowest, ordered, precision, retbins, right
get_dummies	P	sparse
merge	P	copy, indicator, left_index, right_index, validate
option_context	Y
options	Y
pandas	Y
qcut	P	precision, retbins
read_csv	P	cache_dates, chunksize, comment, compression, converters, date_format, date_parser, dayfirst, decimal, delim_whitespace, delimiter, dialect, doublequote, dtype_backend, encoding_errors, escapechar, false_values, float_precision, infer_datetime_format, iterator, keep_date_col, keep_default_na, lineterminator, low_memory, memory_map, na_filter, na_values, nrows, on_bad_lines, parse_dates, quotechar, quoting, skip_blank_lines, skipfooter, skipinitialspace, skiprows, storage_options, thousands, true_values, verbose
read_gbq	P	auth_local_webserver, credentials, dialect, location, progress_bar_type, project_id, query, reauth, use_bqstorage_api
read_json	P	chunksize, compression, convert_axes, convert_dates, date_unit, dtype_backend, encoding_errors, keep_default_dates, nrows, precise_float, storage_options, typ
read_parquet	P	columns, dtype_backend, filesystem, filters, kwargs, storage_options, use_nullable_dtypes
read_pickle	Y
to_datetime	P	cache, dayfirst, errors, exact, infer_datetime_format, origin, yearfirst

## Series

API	Implemented	Missing parameters
T	Y
add	Y
and	Y
annotations	Y
array	Y
array_ufunc	Y
bool	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
floordiv	Y
format	Y
ge	Y
getattr	P	name
getattribute	Y
getitem	P	key
gt	Y
hash	Y
init	P	copy, data, dtype, fastpath, index, name
init_subclass	Y
invert	Y
iter	Y
le	Y
len	Y
lt	Y
matmul	Y
mod	Y
module	Y
mul	Y
ne	Y
new	Y
nonzero	Y
or	Y
pow	Y
radd	Y
rand	Y
reduce	Y
reduce_ex	Y
repr	Y
rfloordiv	Y
rmatmul	Y
rmod	Y
rmul	Y
ror	Y
rpow	Y
rsub	Y
rtruediv	Y
setattr	Y
sizeof	Y
str	Y
sub	Y
subclasshook	Y
truediv	Y
weakref	Y
abs	Y
add	P	axis, fill_value, level
add_prefix	Y
add_suffix	Y
agg	P	args, axis, kwargs
aggregate	P	args, axis, kwargs
all	P	axis, bool_only, kwargs, skipna
any	P	axis, bool_only, kwargs, skipna
apply	P	args, convert_dtype, kwargs
argmax	P	args, axis, kwargs, skipna
argmin	P	args, axis, kwargs, skipna
astype	P	copy, errors
at	Y
between	Y
bfill	P	axis, downcast, inplace, limit_area
clip	P	axis, inplace, kwargs
copy	P	deep
corr	Y
count	Y
cov	P	ddof, min_periods
cummax	P	args, axis, kwargs, skipna
cummin	P	args, axis, kwargs, skipna
cumprod	P	args, axis, kwargs, skipna
cumsum	P	args, axis, kwargs, skipna
diff	Y
div	P	axis, fill_value, level
divide	P	axis, fill_value, level
divmod	P	axis, fill_value, level
dot	Y
drop	P	errors, inplace
drop_duplicates	P	ignore_index, inplace
droplevel	Y
dropna	Y
dt	Y
dtype	Y
dtypes	Y
duplicated	Y
empty	Y
eq	P	axis, fill_value, level
equals	Y
expanding	P	axis, method
explode	Y
ffill	P	axis, downcast, inplace, limit_area
fillna	P	axis, downcast, inplace, limit, method
filter	Y
floordiv	P	axis, fill_value, level
ge	P	axis, fill_value, level
get	Y
groupby	P	group_keys, observed, sort
gt	P	axis, fill_value, level
head	Y
iat	Y
idxmax	P	args, axis, kwargs, skipna
idxmin	P	args, axis, kwargs, skipna
iloc	Y
index	Y
interpolate	P	axis, downcast, inplace, kwargs, limit, limit_area, limit_direction
is_monotonic_decreasing	Y
is_monotonic_increasing	Y
isin	Y
isna	Y
isnull	Y
kurt	P	axis, kwargs, numeric_only, skipna
kurtosis	P	axis, kwargs, numeric_only, skipna
le	P	axis, fill_value, level
loc	Y
lt	P	axis, fill_value, level
map	Y
mask	P	axis, inplace, level
max	P	axis, kwargs, numeric_only, skipna
mean	P	axis, kwargs, numeric_only, skipna
median	P	axis, kwargs, numeric_only, skipna
min	P	axis, kwargs, numeric_only, skipna
mod	P	axis, fill_value, level
mode	P	dropna
mul	P	axis, fill_value, level
multiply	P	axis, fill_value, level
name	Y
ndim	Y
ne	P	axis, fill_value, level
nlargest	Y
notna	Y
notnull	Y
nsmallest	Y
nunique	P	dropna
pad	P	axis, downcast, inplace
pct_change	P	fill_method, freq, kwargs, limit
pipe	Y
plot	Y
pow	P	axis, fill_value, level
prod	P	axis, kwargs, min_count, numeric_only, skipna
product	P	axis, kwargs, min_count, numeric_only, skipna
radd	P	axis, fill_value, level
rank	P	pct
rdiv	P	axis, fill_value, level
rdivmod	P	axis, fill_value, level
reindex	P	axis, copy, fill_value, level, limit, method, tolerance
reindex_like	P	copy, limit, method, tolerance
rename	P	axis, copy, errors, inplace, level
rename_axis	P	axis, copy, index, inplace
reorder_levels	Y
replace	P	inplace, limit, method
reset_index	P	allow_duplicates, inplace, level
rfloordiv	P	axis, fill_value, level
rmod	P	axis, fill_value, level
rmul	P	axis, fill_value, level
rolling	P	axis, center, closed, method, on, step, win_type
round	P	args, kwargs
rpow	P	axis, fill_value, level
rsub	P	axis, fill_value, level
rtruediv	P	axis, fill_value, level
sample	P	axis, ignore_index, replace, weights
shape	Y
shift	P	axis, fill_value, freq, suffix
size	Y
skew	P	axis, kwargs, numeric_only, skipna
sort_index	P	ignore_index, inplace, key, kind, level, sort_remaining
sort_values	P	ignore_index, inplace, key
std	P	axis, ddof, kwargs, numeric_only, skipna
str	Y
struct	Y
sub	P	axis, fill_value, level
subtract	P	axis, fill_value, level
sum	P	axis, kwargs, min_count, numeric_only, skipna
swaplevel	P	copy
tail	Y
to_csv	P	chunksize, columns, compression, date_format, decimal, doublequote, encoding, errors, escapechar, float_format, index_label, lineterminator, mode, na_rep, quotechar, quoting, storage_options
to_dict	Y
to_excel	P	columns, engine, engine_kwargs, float_format, freeze_panes, header, index, index_label, inf_rep, merge_cells, na_rep, startcol, startrow, storage_options
to_frame	Y
to_json	P	compression, date_format, date_unit, default_handler, double_precision, force_ascii, indent, mode, storage_options
to_latex	P	bold_rows, caption, column_format, decimal, encoding, escape, float_format, formatters, index_names, label, longtable, multicolumn, multicolumn_format, multirow, na_rep, position, sparsify
to_list	Y
to_markdown	P	storage_options
to_numpy	Y
to_pickle	P	compression, protocol, storage_options
to_string	Y
to_xarray	Y
transpose	P	args, kwargs
truediv	P	axis, fill_value, level
unique	Y
unstack	P	fill_value, sort
value_counts	P	bins
values	Y
var	P	axis, ddof, kwargs, numeric_only, skipna
where	P	axis, inplace, level

## Series.dt methods

API	Implemented	Missing parameters
annotations	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
format	Y
ge	Y
getattribute	Y
gt	Y
hash	Y
init	P	orig
init_subclass	Y
le	Y
lt	Y
module	Y
ne	Y
new	P	cls, data
reduce	Y
reduce_ex	Y
repr	Y
setattr	P	key
sizeof	Y
str	Y
subclasshook	Y
weakref	Y
date	Y
day	Y
dayofweek	Y
floor	P	args, kwargs
hour	Y
minute	Y
month	Y
normalize	P	args, kwargs
quarter	Y
second	Y
strftime	P	args, kwargs
time	Y
tz	Y
unit	Y
year	Y

## Series.str methods

API	Implemented	Missing parameters
annotations	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
format	Y
ge	Y
getattribute	Y
gt	Y
hash	Y
init	Y
init_subclass	Y
le	Y
lt	Y
module	Y
ne	Y
new	Y
reduce	Y
reduce_ex	Y
repr	Y
setattr	P	key
sizeof	Y
str	Y
subclasshook	Y
weakref	Y
capitalize	Y
cat	P	na_rep, sep
center	Y
contains	P	na
endswith	P	na
extract	P	expand
find	Y
fullmatch	P	na
get	Y
isalnum	Y
isalpha	Y
isdecimal	Y
isdigit	Y
islower	Y
isnumeric	Y
isspace	Y
isupper	Y
len	Y
ljust	Y
lower	Y
lstrip	P	to_strip
match	P	na
pad	Y
repeat	Y
replace	P	n
rjust	Y
rstrip	P	to_strip
slice	P	step
startswith	P	na
strip	P	to_strip
upper	Y
zfill	Y

## SeriesGroupBy

API	Implemented	Missing parameters
annotations	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
format	Y
ge	Y
getattribute	Y
getitem	Y
gt	Y
hash	Y
init	P	axis, exclusions, group_keys, grouper, keys, level, obj, observed, selection, sort
init_subclass	Y
le	Y
lt	Y
module	Y
ne	Y
new	Y
reduce	Y
reduce_ex	Y
repr	Y
setattr	Y
sizeof	Y
str	Y
subclasshook	Y
weakref	Y
agg	P	args, engine, engine_kwargs
aggregate	P	args, engine, engine_kwargs
all	P	skipna
any	P	skipna
count	Y
cumcount	Y
cummax	P	axis
cummin	P	axis
cumprod	P	axis
cumsum	P	axis
diff	P	axis
expanding	P	args, kwargs
max	P	engine, engine_kwargs, min_count
mean	P	engine, engine_kwargs
median	Y
min	P	engine, engine_kwargs, min_count
nunique	P	dropna
prod	Y
rolling	P	args, kwargs
shift	P	axis, fill_value, freq, suffix
skew	P	axis, kwargs, skipna
std	P	ddof, engine, engine_kwargs
sum	P	engine, engine_kwargs, min_count
var	P	ddof, engine, engine_kwargs

## Window

API	Implemented	Missing parameters
annotations	Y
class	Y
delattr	Y
dict	Y
dir	Y
doc	Y
eq	Y
format	Y
ge	Y
getattribute	Y
gt	Y
hash	Y
init	P	axis, center, closed, method, min_periods, obj, on, selection, step, win_type, window
init_subclass	Y
le	Y
lt	Y
module	Y
ne	Y
new	Y
reduce	Y
reduce_ex	Y
repr	Y
setattr	Y
sizeof	Y
str	Y
subclasshook	Y
weakref	Y
count	P	numeric_only
max	P	args, engine, engine_kwargs, kwargs, numeric_only
mean	P	engine, engine_kwargs, numeric_only
min	P	engine, engine_kwargs, numeric_only
std	P	ddof, engine, engine_kwargs, numeric_only
sum	P	engine, engine_kwargs, numeric_only
var	P	ddof, engine, engine_kwargs, numeric_only