- 2.27.0 (latest)
 - 2.26.0
 - 2.25.0
 - 2.24.0
 - 2.23.0
 - 2.22.0
 - 2.21.0
 - 2.20.0
 - 2.19.0
 - 2.18.0
 - 2.17.0
 - 2.16.0
 - 2.15.0
 - 2.14.0
 - 2.13.0
 - 2.12.0
 - 2.11.0
 - 2.10.0
 - 2.9.0
 - 2.8.0
 - 2.7.0
 - 2.6.0
 - 2.5.0
 - 2.4.0
 - 2.3.0
 - 2.2.0
 - 1.36.0
 - 1.35.0
 - 1.34.0
 - 1.33.0
 - 1.32.0
 - 1.31.0
 - 1.30.0
 - 1.29.0
 - 1.28.0
 - 1.27.0
 - 1.26.0
 - 1.25.0
 - 1.24.0
 - 1.22.0
 - 1.21.0
 - 1.20.0
 - 1.19.0
 - 1.18.0
 - 1.17.0
 - 1.16.0
 - 1.15.0
 - 1.14.0
 - 1.13.0
 - 1.12.0
 - 1.11.1
 - 1.10.0
 - 1.9.0
 - 1.8.0
 - 1.7.0
 - 1.6.0
 - 1.5.0
 - 1.4.0
 - 1.3.0
 - 1.2.0
 - 1.1.0
 - 1.0.0
 - 0.26.0
 - 0.25.0
 - 0.24.0
 - 0.23.0
 - 0.22.0
 - 0.21.0
 - 0.20.1
 - 0.19.2
 - 0.18.0
 - 0.17.0
 - 0.16.0
 - 0.15.0
 - 0.14.1
 - 0.13.0
 - 0.12.0
 - 0.11.0
 - 0.10.0
 - 0.9.0
 - 0.8.0
 - 0.7.0
 - 0.6.0
 - 0.5.0
 - 0.4.0
 - 0.3.0
 - 0.2.0
 
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 | 
|---|---|---|
T | 
      Y | |
add | 
      Y | |
and | 
      Y | |
annotations | 
      Y | |
array | 
      P | copy | 
array_ufunc | 
      Y | |
bool | 
      Y | |
class | 
      Y | |
delattr | 
      Y | |
delitem | 
      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 | |
invert | 
      Y | |
iter | 
      Y | |
le | 
      Y | |
len | 
      Y | |
lt | 
      Y | |
matmul | 
      Y | |
mod | 
      Y | |
module | 
      Y | |
mul | 
      Y | |
ne | 
      Y | |
neg | 
      Y | |
new | 
      Y | |
nonzero | 
      Y | |
or | 
      Y | |
pos | 
      Y | |
pow | 
      Y | |
radd | 
      Y | |
rand | 
      Y | |
reduce | 
      Y | |
reduce_ex | 
      Y | |
repr | 
      Y | |
rfloordiv | 
      Y | |
rmod | 
      Y | |
rmul | 
      Y | |
ror | 
      Y | |
rpow | 
      Y | |
rsub | 
      Y | |
rtruediv | 
      Y | |
rxor | 
      Y | |
setattr | 
      P | name | 
setitem | 
      Y | |
sizeof | 
      Y | |
str | 
      Y | |
sub | 
      Y | |
subclasshook | 
      Y | |
truediv | 
      Y | |
weakref | 
      Y | |
xor | 
      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 | 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 | |
insert | 
      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 | |
pivot_table | 
      P | dropna, fill_value, margins, margins_name, observed, sort | 
plot | 
      Y | |
pow | 
      P | fill_value, level | 
prod | 
      P | kwargs, min_count, skipna | 
product | 
      P | kwargs, min_count, skipna | 
quantile | 
      P | axis, interpolation, method | 
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 | |
transpose | 
      P | args, copy | 
truediv | 
      P | fill_value, level | 
unstack | 
      P | fill_value, sort | 
update | 
      P | errors | 
value_counts | 
      Y | |
values | 
      Y | |
var | 
      P | ddof, kwargs, skipna | 
| 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 | 
head | 
      Y | |
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 | |
quantile | 
      P | interpolation | 
rolling | 
      P | args, kwargs | 
shift | 
      P | axis, fill_value, freq, suffix | 
size | 
      Y | |
skew | 
      P | axis, kwargs, skipna | 
std | 
      P | ddof, engine, engine_kwargs | 
sum | 
      P | engine, engine_kwargs, min_count | 
var | 
      P | ddof, engine, engine_kwargs | 
| API | Implemented | Missing parameters | 
|---|---|---|
T | 
      Y | |
annotations | 
      Y | |
array | 
      P | copy | 
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 | copy, 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 | 
| API | Implemented | Missing parameters | 
|---|---|---|
ArrowDtype | 
      Y | |
BooleanDtype | 
      Y | |
DataFrame | 
      Y | |
Float64Dtype | 
      Y | |
Index | 
      Y | |
Int64Dtype | 
      Y | |
MultiIndex | 
      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 | 
| API | Implemented | Missing parameters | 
|---|---|---|
T | 
      Y | |
add | 
      Y | |
and | 
      Y | |
annotations | 
      Y | |
array | 
      P | copy | 
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 | |
neg | 
      Y | |
new | 
      Y | |
nonzero | 
      Y | |
or | 
      Y | |
pos | 
      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 | |
rxor | 
      Y | |
setattr | 
      Y | |
sizeof | 
      Y | |
str | 
      Y | |
sub | 
      Y | |
subclasshook | 
      Y | |
truediv | 
      Y | |
weakref | 
      Y | |
xor | 
      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 | |
autocorr | 
      Y | |
between | 
      Y | |
bfill | 
      P | axis, downcast, inplace, limit_area | 
case_when | 
      Y | |
clip | 
      P | axis, inplace, kwargs | 
combine | 
      P | fill_value | 
combine_first | 
      Y | |
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 | 
hasnans | 
      Y | |
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 | 
quantile | 
      P | interpolation | 
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 | 
update | 
      Y | |
value_counts | 
      P | bins | 
values | 
      Y | |
var | 
      P | axis, ddof, kwargs, numeric_only, skipna | 
where | 
      P | axis, inplace, level | 
| 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 | 
| 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 | 
split | 
      P | expand, n | 
startswith | 
      P | na | 
strip | 
      P | to_strip | 
upper | 
      Y | |
zfill | 
      Y | 
| 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 | 
head | 
      Y | |
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 | |
quantile | 
      P | interpolation | 
rolling | 
      P | args, kwargs | 
shift | 
      P | axis, fill_value, freq, suffix | 
size | 
      Y | |
skew | 
      P | axis, kwargs, skipna | 
std | 
      P | ddof, engine, engine_kwargs | 
sum | 
      P | engine, engine_kwargs, min_count | 
var | 
      P | ddof, engine, engine_kwargs | 
| 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 |