def f(*args, **kwargs):
df = LuxDataFrame(*args, **kwargs)
for attr in self._metadata:
# if attr in self._default_metadata:
# default = self._default_metadata[attr]
# else:
# default = None
df.__dict__[attr] = getattr(self, attr, None)
return df
def recommendation(self):
from lux.core.frame import LuxDataFrame
if self.name is None:
self.name = " "
ldf = LuxDataFrame(self)
if self._recommendation is not None and self._recommendation == {}:
ldf.maintain_metadata()
ldf.maintain_recs()
return ldf._recommendation
def _ipython_display_(self):
from IPython.display import display
from IPython.display import clear_output
import ipywidgets as widgets
from lux.core.frame import LuxDataFrame
series_repr = super(LuxSeries, self).__repr__()
ldf = LuxDataFrame(self)
# Default column name 0 causes errors
if self.name is None:
ldf = ldf.rename(columns={0: " "})
self._ldf = ldf
try:
# Ignore recommendations when Series a results of:
# 1) Values of the series are of dtype objects (df.dtypes)
is_dtype_series = (all(
isinstance(val, np.dtype) for val in self.values)
and len(self.values) != 0)
# 2) Mixed type, often a result of a "row" acting as a series (df.iterrows, df.iloc[0])
# Tolerant for NaNs + 1 type
mixed_dtype = len(set([type(val) for val in self.values])) > 2
if ldf._pandas_only or is_dtype_series or mixed_dtype:
print(series_repr)
ldf._pandas_only = False
else:
if not self.index.nlevels >= 2:
ldf.maintain_metadata()
if lux.config.default_display == "lux":
self._toggle_pandas_display = False
else:
self._toggle_pandas_display = True
# df_to_display.maintain_recs() # compute the recommendations (TODO: This can be rendered in another thread in the background to populate self._widget)
ldf.maintain_recs(is_series="Series")
# Observers(callback_function, listen_to_this_variable)
ldf._widget.observe(ldf.remove_deleted_recs,
names="deletedIndices")
ldf._widget.observe(ldf.set_intent_on_click,
names="selectedIntentIndex")
self._widget = ldf._widget
self._recommendation = ldf._recommendation
# box = widgets.Box(layout=widgets.Layout(display='inline'))
button = widgets.Button(
description="Toggle Pandas/Lux",
layout=widgets.Layout(width="140px", top="5px"),
)
ldf.output = widgets.Output()
# box.children = [button,output]
# output.children = [button]
# display(box)
display(button, ldf.output)
def on_button_clicked(b):
with ldf.output:
if b:
self._toggle_pandas_display = not self._toggle_pandas_display
clear_output()
if self._toggle_pandas_display:
print(series_repr)
else:
# b.layout.display = "none"
display(ldf._widget)
# b.layout.display = "inline-block"
button.on_click(on_button_clicked)
on_button_clicked(None)
except (KeyboardInterrupt, SystemExit):
raise
except Exception:
warnings.warn(
"\nUnexpected error in rendering Lux widget and recommendations. "
"Falling back to Pandas display.\n"
"Please report the following issue on Github: https://github.com/lux-org/lux/issues \n",
stacklevel=2,
)
warnings.warn(traceback.format_exc())
display(self.to_pandas())
def pandas_to_lux(df):
from lux.core.frame import LuxDataFrame
values = df.values.tolist()
ldf = LuxDataFrame(values, columns=df.columns)
return ldf
def f(*args, **kwargs):
df = LuxDataFrame(*args, **kwargs)
for attr in self._metadata:
df.__dict__[attr] = getattr(self, attr, None)
return df
def __repr__(self):
from IPython.display import display
from IPython.display import clear_output
import ipywidgets as widgets
from lux.core.frame import LuxDataFrame
series_repr = super(LuxSeries, self).__repr__()
ldf = LuxDataFrame(self)
try:
if ldf._pandas_only:
print(series_repr)
ldf._pandas_only = False
else:
if self.index.nlevels >= 2:
warnings.warn(
"\nLux does not currently support series "
"with hierarchical indexes.\n"
"Please convert the series into a flat "
"table via `pandas.DataFrame.reset_index`.\n",
stacklevel=2,
)
print(series_repr)
return ""
if len(self) <= 0:
warnings.warn(
"\nLux can not operate on an empty series.\nPlease check your input again.\n",
stacklevel=2,
)
print(series_repr)
return ""
ldf.maintain_metadata()
if lux.config.default_display == "lux":
self._toggle_pandas_display = False
else:
self._toggle_pandas_display = True
# df_to_display.maintain_recs() # compute the recommendations (TODO: This can be rendered in another thread in the background to populate self._widget)
ldf.maintain_recs()
# Observers(callback_function, listen_to_this_variable)
ldf._widget.observe(ldf.remove_deleted_recs, names="deletedIndices")
ldf._widget.observe(ldf.set_intent_on_click, names="selectedIntentIndex")
if len(ldf.recommendation) > 0:
# box = widgets.Box(layout=widgets.Layout(display='inline'))
button = widgets.Button(
description="Toggle Pandas/Lux",
layout=widgets.Layout(width="140px", top="5px"),
)
ldf.output = widgets.Output()
# box.children = [button,output]
# output.children = [button]
# display(box)
display(button, ldf.output)
def on_button_clicked(b):
with ldf.output:
if b:
self._toggle_pandas_display = not self._toggle_pandas_display
clear_output()
if self._toggle_pandas_display:
print(series_repr)
else:
# b.layout.display = "none"
display(ldf._widget)
# b.layout.display = "inline-block"
button.on_click(on_button_clicked)
on_button_clicked(None)
else:
warnings.warn(
"\nLux defaults to Pandas when there are no valid actions defined.",
stacklevel=2,
)
print(series_repr)
except (KeyboardInterrupt, SystemExit):
raise
except:
warnings.warn(
"\nUnexpected error in rendering Lux widget and recommendations. "
"Falling back to Pandas display.\n\n"
"Please report this issue on Github: https://github.com/lux-org/lux/issues ",
stacklevel=2,
)
print(series_repr)
return ""
