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20 changes: 20 additions & 0 deletions docs/tutorials/data_visualization.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -210,6 +210,26 @@
}
}
},
{
"cell_type": "markdown",
"source": [
"## Histogram of all columns"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"titanic_numerical.plot_histograms()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
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29 changes: 29 additions & 0 deletions src/safeds/data/tabular/containers/_table.py
Original file line number Diff line number Diff line change
Expand Up @@ -1313,6 +1313,35 @@ def plot_scatterplot(self, x_column_name: str, y_column_name: str) -> Image:
buffer.seek(0)
return Image(buffer, format_=ImageFormat.PNG)

def plot_histograms(self) -> Image:
"""
Plot a histogram for every column.

Returns
-------
plot: Image
The plot as an image.
"""
col_wrap = min(self.number_of_columns, 3)

data = pd.melt(self._data, 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("")
grid.set_ylabels("")
grid.set_titles("{col_name}")
for axes in grid.axes.flat:
axes.set_xticks(axes.get_xticks())
axes.set_xticklabels(axes.get_xticklabels(), rotation=45, horizontalalignment="right")
grid.tight_layout()
fig = grid.fig

buffer = io.BytesIO()
fig.savefig(buffer, format="png")
plt.close()
buffer.seek(0)
return Image(buffer, ImageFormat.PNG)

# ------------------------------------------------------------------------------------------------------------------
# Conversion
# ------------------------------------------------------------------------------------------------------------------
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Original file line number Diff line number Diff line change
Expand Up @@ -11,7 +11,10 @@ def test_should_match_snapshot() -> None:
table.get_column("A").plot_boxplot()
current = table.get_column("A").plot_boxplot()
snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_boxplot.png"))
assert snapshot._image.tobytes() == current._image.tobytes()

# 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()
assert assertion


def test_should_raise_if_column_contains_non_numerical_values() -> None:
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Original file line number Diff line number Diff line change
Expand Up @@ -8,7 +8,10 @@ def test_should_match_snapshot_numeric() -> None:
table = Table({"A": [1, 2, 3]})
current = table.get_column("A").plot_histogram()
snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_histogram_numeric.png"))
assert snapshot._image.tobytes() == current._image.tobytes()

# 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()
assert assertion


def test_should_match_snapshot_str() -> None:
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Original file line number Diff line number Diff line change
Expand Up @@ -7,5 +7,8 @@
def test_should_match_snapshot() -> None:
table = Table({"A": [1, 2, 3.5], "B": [0.2, 4, 77]})
current = table.plot_correlation_heatmap()
legacy = Image.from_png_file(resolve_resource_path("./image/snapshot_heatmap.png"))
assert legacy._image.tobytes() == current._image.tobytes()
snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_heatmap.png"))

# 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()
assert assertion
Original file line number Diff line number Diff line change
@@ -0,0 +1,24 @@
import pytest
from safeds.data.image.containers import Image
from safeds.data.tabular.containers import Table

from tests.helpers import resolve_resource_path


@pytest.mark.parametrize(
("table", "path"),
[
(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]}),
"./image/snapshot_histograms/four_columns.png",
),
],
)
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()
assert assertion
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,10 @@ def test_should_match_snapshot() -> None:
table = Table({"A": [1, 2, 3], "B": [2, 4, 7]})
current = table.plot_lineplot("A", "B")
snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_lineplot.png"))
assert snapshot._image.tobytes() == current._image.tobytes()

# 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()
assert assertion


@pytest.mark.parametrize(
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Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,10 @@ def test_should_match_snapshot() -> None:
table = Table({"A": [1, 2, 3], "B": [2, 4, 7]})
current = table.plot_scatterplot("A", "B")
snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_scatterplot.png"))
assert snapshot._image.tobytes() == current._image.tobytes()

# 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()
assert assertion


@pytest.mark.parametrize(
Expand Down