From d4f8e76605d3d9c72fa99740aee6de164d2404a0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Alexander=20Gr=C3=A9us?= <alexgreus51@gmail.com>
Date: Fri, 28 Apr 2023 14:48:54 +0200
Subject: [PATCH 1/5] feat: Added `Table.plot_histograms` to plot a histpogram
 for each column in the table

Co-authored-by: sibre28 <86068340+sibre28@users.noreply.github.com>
---
 src/safeds/data/tabular/containers/_column.py |  2 +-
 src/safeds/data/tabular/containers/_table.py  | 27 +++++++++++++++++++
 2 files changed, 28 insertions(+), 1 deletion(-)

diff --git a/src/safeds/data/tabular/containers/_column.py b/src/safeds/data/tabular/containers/_column.py
index 1feaaa162..cc61c0150 100644
--- a/src/safeds/data/tabular/containers/_column.py
+++ b/src/safeds/data/tabular/containers/_column.py
@@ -589,7 +589,7 @@ def plot_histogram(self) -> Image:
         """
         fig = plt.figure()
         ax = sns.histplot(data=self._data)
-        ax.set_xticks(ax.get_xticks())
+        ax.set_xticks(ax.get_xticks()[1:-1])
         ax.set(xlabel=self.name)
         ax.set_xticklabels(
             ax.get_xticklabels(),
diff --git a/src/safeds/data/tabular/containers/_table.py b/src/safeds/data/tabular/containers/_table.py
index b7a77ed39..91d038f43 100644
--- a/src/safeds/data/tabular/containers/_table.py
+++ b/src/safeds/data/tabular/containers/_table.py
@@ -1185,6 +1185,33 @@ 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.
+        """
+        fig = plt.figure()
+        data = pd.melt(self._data, value_vars=self.column_names)
+        grid = sns.FacetGrid(data=data, col="variable", sharey=False, sharex=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()[1:-1])
+            axes.set_xticklabels(axes.get_xticklabels(), rotation=45, horizontalalignment="right")
+        grid.tight_layout()
+
+        buffer = io.BytesIO()
+        fig.savefig(buffer, format="png")
+        plt.close()
+        buffer.seek(0)
+        return Image(buffer, ImageFormat.PNG)
+
     # ------------------------------------------------------------------------------------------------------------------
     # Conversion
     # ------------------------------------------------------------------------------------------------------------------

From d944dbff2ae67513a26a8b3545aae1a047de5ac0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Alexander=20Gr=C3=A9us?= <alexgreus51@gmail.com>
Date: Fri, 28 Apr 2023 16:30:50 +0200
Subject: [PATCH 2/5] refactor: Changed xticks back to before as the changes
 would remove the first and last labels for categorical data. This however
 brings back the bug that with numerical data the range of the x values will
 be larger than needed

Co-authored-by: sibre28 <86068340+sibre28@users.noreply.github.com>
---
 src/safeds/data/tabular/containers/_column.py | 2 +-
 src/safeds/data/tabular/containers/_table.py  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/safeds/data/tabular/containers/_column.py b/src/safeds/data/tabular/containers/_column.py
index cc61c0150..1feaaa162 100644
--- a/src/safeds/data/tabular/containers/_column.py
+++ b/src/safeds/data/tabular/containers/_column.py
@@ -589,7 +589,7 @@ def plot_histogram(self) -> Image:
         """
         fig = plt.figure()
         ax = sns.histplot(data=self._data)
-        ax.set_xticks(ax.get_xticks()[1:-1])
+        ax.set_xticks(ax.get_xticks())
         ax.set(xlabel=self.name)
         ax.set_xticklabels(
             ax.get_xticklabels(),
diff --git a/src/safeds/data/tabular/containers/_table.py b/src/safeds/data/tabular/containers/_table.py
index 91d038f43..43bdbbbbe 100644
--- a/src/safeds/data/tabular/containers/_table.py
+++ b/src/safeds/data/tabular/containers/_table.py
@@ -1202,7 +1202,7 @@ def plot_histograms(self) -> Image:
         grid.set_ylabels("")
         grid.set_titles("{col_name}")
         for axes in grid.axes.flat:
-            axes.set_xticks(axes.get_xticks()[1:-1])
+            axes.set_xticks(axes.get_xticks())
             axes.set_xticklabels(axes.get_xticklabels(), rotation=45, horizontalalignment="right")
         grid.tight_layout()
 

From e892cdc0a3ff7ae587c1ac6c5bb6c879ae6d9ffb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Alexander=20Gr=C3=A9us?= <alexgreus51@gmail.com>
Date: Mon, 8 May 2023 21:23:23 +0200
Subject: [PATCH 3/5] test: Added test for `Table.plot_histograms` docs: Added
 `Table.plot_histograms` to "Data Visualization" Tutorial

---
 docs/tutorials/data_visualization.ipynb       |  20 ++++++++++++++++++
 src/safeds/data/tabular/containers/_table.py  |   2 +-
 tests/resources/image/snapshot_histograms.png | Bin 0 -> 12791 bytes
 .../containers/_table/test_plot_histograms.py |  11 ++++++++++
 4 files changed, 32 insertions(+), 1 deletion(-)
 create mode 100644 tests/resources/image/snapshot_histograms.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 f4a2e01d6..dca580222 100644
--- a/src/safeds/data/tabular/containers/_table.py
+++ b/src/safeds/data/tabular/containers/_table.py
@@ -1322,7 +1322,6 @@ def plot_histograms(self) -> Image:
         plot: Image
             The plot as an image.
         """
-        fig = plt.figure()
         data = pd.melt(self._data, value_vars=self.column_names)
         grid = sns.FacetGrid(data=data, col="variable", sharey=False, sharex=False)
         grid.map(sns.histplot, "value")
@@ -1333,6 +1332,7 @@ def plot_histograms(self) -> Image:
             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")
diff --git a/tests/resources/image/snapshot_histograms.png b/tests/resources/image/snapshot_histograms.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ba2221b5ee64af7859606518346576f418a3037
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literal 0
HcmV?d00001

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..f25d2f5a4
--- /dev/null
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
@@ -0,0 +1,11 @@
+from safeds.data.image.containers import Image
+from safeds.data.tabular.containers import Table
+
+from tests.helpers import resolve_resource_path
+
+
+def test_should_match_snapshot() -> None:
+    table = Table({"A": [1, 2, 3], "B": ["A", "A", "Apple"]})
+    current = table.plot_histograms()
+    snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_histograms.png"))
+    assert snapshot._image.tobytes() == current._image.tobytes()

From f73554b600df8de47f29dc3ae5c3981079eb0724 Mon Sep 17 00:00:00 2001
From: Lars Reimann <mail@larsreimann.com>
Date: Mon, 8 May 2023 22:00:44 +0200
Subject: [PATCH 4/5] test: fix pytest hanging when run from PyCharm

---
 .../data/tabular/containers/_column/test_plot_boxplot.py   | 5 ++++-
 .../data/tabular/containers/_column/test_plot_histogram.py | 5 ++++-
 .../containers/_table/test_plot_correlation_heatmap.py     | 7 +++++--
 .../data/tabular/containers/_table/test_plot_histograms.py | 5 ++++-
 .../data/tabular/containers/_table/test_plot_lineplot.py   | 5 ++++-
 .../tabular/containers/_table/test_plot_scatterplot.py     | 5 ++++-
 6 files changed, 25 insertions(+), 7 deletions(-)

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
index f25d2f5a4..2e6f79ca6 100644
--- a/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
@@ -8,4 +8,7 @@ def test_should_match_snapshot() -> None:
     table = Table({"A": [1, 2, 3], "B": ["A", "A", "Apple"]})
     current = table.plot_histograms()
     snapshot = Image.from_png_file(resolve_resource_path("./image/snapshot_histograms.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
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(

From cde920aee1a7ac257b0c616aeda752477b9319f1 Mon Sep 17 00:00:00 2001
From: Lars Reimann <mail@larsreimann.com>
Date: Mon, 8 May 2023 22:13:07 +0200
Subject: [PATCH 5/5] feat: wrap diagrams if more than 3

---
 src/safeds/data/tabular/containers/_table.py    |   4 +++-
 tests/resources/image/snapshot_histograms.png   | Bin 12791 -> 0 bytes
 .../image/snapshot_histograms/four_columns.png  | Bin 0 -> 24457 bytes
 .../image/snapshot_histograms/one_column.png    | Bin 0 -> 8359 bytes
 .../containers/_table/test_plot_histograms.py   |  16 +++++++++++++---
 5 files changed, 16 insertions(+), 4 deletions(-)
 delete mode 100644 tests/resources/image/snapshot_histograms.png
 create mode 100644 tests/resources/image/snapshot_histograms/four_columns.png
 create mode 100644 tests/resources/image/snapshot_histograms/one_column.png

diff --git a/src/safeds/data/tabular/containers/_table.py b/src/safeds/data/tabular/containers/_table.py
index dca580222..747b1b32c 100644
--- a/src/safeds/data/tabular/containers/_table.py
+++ b/src/safeds/data/tabular/containers/_table.py
@@ -1322,8 +1322,10 @@ def plot_histograms(self) -> Image:
         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", sharey=False, sharex=False)
+        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("")
diff --git a/tests/resources/image/snapshot_histograms.png b/tests/resources/image/snapshot_histograms.png
deleted file mode 100644
index 9ba2221b5ee64af7859606518346576f418a3037..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py b/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
index 2e6f79ca6..16572de52 100644
--- a/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
+++ b/tests/safeds/data/tabular/containers/_table/test_plot_histograms.py
@@ -1,13 +1,23 @@
+import pytest
 from safeds.data.image.containers import Image
 from safeds.data.tabular.containers import Table
 
 from tests.helpers import resolve_resource_path
 
 
-def test_should_match_snapshot() -> None:
-    table = Table({"A": [1, 2, 3], "B": ["A", "A", "Apple"]})
+@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("./image/snapshot_histograms.png"))
+    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()