From e27d410085ebaf9ab98069a5b175d800259d95a3 Mon Sep 17 00:00:00 2001
From: Alexander <47296670+Marsmaennchen221@users.noreply.github.com>
Date: Mon, 8 May 2023 22:16:44 +0200
Subject: [PATCH] feat: Added `Table.plot_histograms` to plot a histogram for
 each column in the table (#252)

Closes #157.

### Summary of Changes

Added `Table.plot_histograms` to plot a histpogram for each column in
the table
Changed xticks in `Column.plot_histogram` to match
`Table.plot_histograms` (the first and last xtick labels are outside of
the value range)

---------

Co-authored-by: sibre28 <86068340+sibre28@users.noreply.github.com>
Co-authored-by: Lars Reimann <mail@larsreimann.com>
---
 docs/tutorials/data_visualization.ipynb       |  20 ++++++++++++
 src/safeds/data/tabular/containers/_table.py  |  29 ++++++++++++++++++
 .../snapshot_histograms/four_columns.png      | Bin 0 -> 24457 bytes
 .../image/snapshot_histograms/one_column.png  | Bin 0 -> 8359 bytes
 .../containers/_column/test_plot_boxplot.py   |   5 ++-
 .../containers/_column/test_plot_histogram.py |   5 ++-
 .../_table/test_plot_correlation_heatmap.py   |   7 +++--
 .../containers/_table/test_plot_histograms.py |  24 +++++++++++++++
 .../containers/_table/test_plot_lineplot.py   |   5 ++-
 .../_table/test_plot_scatterplot.py           |   5 ++-
 10 files changed, 94 insertions(+), 6 deletions(-)
 create mode 100644 tests/resources/image/snapshot_histograms/four_columns.png
 create mode 100644 tests/resources/image/snapshot_histograms/one_column.png
 create mode 100644 tests/safeds/data/tabular/containers/_table/test_plot_histograms.py

diff --git a/docs/tutorials/data_visualization.ipynb b/docs/tutorials/data_visualization.ipynb
index 739dd1d05..ca1c3ed5f 100644
--- a/docs/tutorials/data_visualization.ipynb
+++ b/docs/tutorials/data_visualization.ipynb
@@ -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": [
diff --git a/src/safeds/data/tabular/containers/_table.py b/src/safeds/data/tabular/containers/_table.py
index c05d47c1a..747b1b32c 100644
--- a/src/safeds/data/tabular/containers/_table.py
+++ b/src/safeds/data/tabular/containers/_table.py
@@ -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
     # ------------------------------------------------------------------------------------------------------------------
diff --git a/tests/resources/image/snapshot_histograms/four_columns.png b/tests/resources/image/snapshot_histograms/four_columns.png
new file mode 100644
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HcmV?d00001

diff --git a/tests/safeds/data/tabular/containers/_column/test_plot_boxplot.py b/tests/safeds/data/tabular/containers/_column/test_plot_boxplot.py
index 8d9212f59..84c0afe87 100644
--- a/tests/safeds/data/tabular/containers/_column/test_plot_boxplot.py
+++ b/tests/safeds/data/tabular/containers/_column/test_plot_boxplot.py
@@ -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:
diff --git a/tests/safeds/data/tabular/containers/_column/test_plot_histogram.py b/tests/safeds/data/tabular/containers/_column/test_plot_histogram.py
index 0ba8e1c33..fe4157b6a 100644
--- a/tests/safeds/data/tabular/containers/_column/test_plot_histogram.py
+++ b/tests/safeds/data/tabular/containers/_column/test_plot_histogram.py
@@ -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:
diff --git a/tests/safeds/data/tabular/containers/_table/test_plot_correlation_heatmap.py b/tests/safeds/data/tabular/containers/_table/test_plot_correlation_heatmap.py
index 6fa0e1da2..5ba397c68 100644
--- a/tests/safeds/data/tabular/containers/_table/test_plot_correlation_heatmap.py
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_correlation_heatmap.py
@@ -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
diff --git a/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py b/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
new file mode 100644
index 000000000..16572de52
--- /dev/null
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
@@ -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
diff --git a/tests/safeds/data/tabular/containers/_table/test_plot_lineplot.py b/tests/safeds/data/tabular/containers/_table/test_plot_lineplot.py
index a370c3146..480d5b147 100644
--- a/tests/safeds/data/tabular/containers/_table/test_plot_lineplot.py
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_lineplot.py
@@ -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(
diff --git a/tests/safeds/data/tabular/containers/_table/test_plot_scatterplot.py b/tests/safeds/data/tabular/containers/_table/test_plot_scatterplot.py
index 0ff0ed090..f23353517 100644
--- a/tests/safeds/data/tabular/containers/_table/test_plot_scatterplot.py
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_scatterplot.py
@@ -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(