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fix: Warnings raised by underlying seaborn and numpy libraries #425

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47 changes: 36 additions & 11 deletions src/safeds/data/tabular/containers/_table.py
Original file line number Diff line number Diff line change
Expand Up @@ -1774,16 +1774,41 @@ def plot_correlation_heatmap(self) -> Image:
"""
only_numerical = self.remove_columns_with_non_numerical_values()

fig = plt.figure()
sns.heatmap(
data=only_numerical._data.corr(),
vmin=-1,
vmax=1,
xticklabels=only_numerical.column_names,
yticklabels=only_numerical.column_names,
cmap="vlag",
)
plt.tight_layout()
if self.number_of_rows == 0:
warnings.warn(
"An empty table has been used. A correlation heatmap on an empty table will show nothing.",
stacklevel=2,
)

with warnings.catch_warnings():
warnings.filterwarnings(
"ignore",
message=(
"Attempting to set identical low and high (xlims|ylims) makes transformation singular;"
" automatically expanding."
),
)
fig = plt.figure()
sns.heatmap(
data=only_numerical._data.corr(),
vmin=-1,
vmax=1,
xticklabels=only_numerical.column_names,
yticklabels=only_numerical.column_names,
cmap="vlag",
)
plt.tight_layout()
else:
fig = plt.figure()
sns.heatmap(
data=only_numerical._data.corr(),
vmin=-1,
vmax=1,
xticklabels=only_numerical.column_names,
yticklabels=only_numerical.column_names,
cmap="vlag",
)
plt.tight_layout()

buffer = io.BytesIO()
fig.savefig(buffer, format="png")
Expand Down Expand Up @@ -1966,7 +1991,7 @@ def plot_histograms(self) -> Image:
"""
col_wrap = min(self.number_of_columns, 3)

data = pd.melt(self._data, value_vars=self.column_names)
data = pd.melt(self._data.applymap(lambda value: str(value)), value_vars=self.column_names)
grid = sns.FacetGrid(data=data, col="variable", col_wrap=col_wrap, sharex=False, sharey=False)
grid.map(sns.histplot, "value")
grid.set_xlabels("")
Expand Down
Binary file modified tests/resources/image/snapshot_histograms/four_columns.png
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Binary file modified tests/resources/image/snapshot_histograms/one_column.png
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Original file line number Diff line number Diff line change
@@ -1,3 +1,5 @@
import warnings

import pytest
from safeds.data.image.containers import Image
from safeds.data.tabular.containers import Table
Expand All @@ -14,7 +16,9 @@
ids=["normal", "empty"],
)
def test_should_match_snapshot(table: Table, path: str) -> None:
current = table.plot_correlation_heatmap()
with warnings.catch_warnings():
warnings.filterwarnings("ignore", category=UserWarning)
current = table.plot_correlation_heatmap()
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snapshot = Image.from_png_file(resolve_resource_path(path))

# Inlining the expression into the assert causes pytest to hang if the assertion fails when run from PyCharm.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,14 @@
[
(Table({"A": [1, 2, 3]}), "./image/snapshot_histograms/one_column.png"),
(
Table({"A": [1, 2, 3], "B": ["A", "A", "Bla"], "C": [True, True, False], "D": [1.0, 2.1, 4.5]}),
Table(
{
"A": [1, 2, 3, 3, 2, 4, 2],
"B": ["a", "b", "b", "b", "b", "b", "a"],
"C": [True, True, False, True, False, None, True],
"D": [1.0, 2.1, 2.1, 2.1, 2.1, 3.0, 3.0],
},
),
"./image/snapshot_histograms/four_columns.png",
),
],
Expand All @@ -19,9 +26,8 @@
def test_should_match_snapshot(table: Table, path: str) -> None:
current = table.plot_histograms()
snapshot = Image.from_png_file(resolve_resource_path(path))

# Inlining the expression into the assert causes pytest to hang if the assertion fails when run from PyCharm.
assertion = snapshot._image.tobytes() == current._image.tobytes()
assertion = snapshot == current
assert assertion


Expand Down