diff --git a/requirements.txt b/requirements.txt
index bd56376c3..a98d0f03e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -22,6 +22,6 @@ statsmodels>=0.13.2, <1
 # type checking
 typeguard>=3, <5
 imagehash==4.3.1
-wordcloud>=1.9.1
+wordcloud>=1.9.3
 dacite>=1.8
 numba>=0.56.0, <1
\ No newline at end of file
diff --git a/src/ydata_profiling/visualisation/plot.py b/src/ydata_profiling/visualisation/plot.py
index be2286c58..a2df1fd5d 100644
--- a/src/ydata_profiling/visualisation/plot.py
+++ b/src/ydata_profiling/visualisation/plot.py
@@ -592,13 +592,14 @@ def plot_timeseries_gap_analysis(
                 label=label,
                 color=color,
                 alpha=0.65,
+                x_compat=True,
             )
             _format_ts_date_axis(serie, ax)
             ax.yaxis.set_major_locator(MaxNLocator(integer=True))
             for gap in gaps_:
                 ax.fill_between(x=gap, y1=min_, y2=max_, color=color, alpha=0.25)
     else:
-        series.plot(ax=ax)
+        series.plot(ax=ax, x_compat=True)
         _format_ts_date_axis(series, ax)
         ax.yaxis.set_major_locator(MaxNLocator(integer=True))
 
@@ -677,11 +678,11 @@ def _plot_timeseries(
         colors = create_comparison_color_list(config)
 
         for serie, color, label in zip(series, colors, labels):
-            ax = serie.plot(color=color, label=label, alpha=0.75)
+            ax = serie.plot(color=color, label=label, alpha=0.75, x_compat=True)
             _format_ts_date_axis(serie, ax)
 
     else:
-        ax = series.plot(color=config.html.style.primary_colors[0])
+        ax = series.plot(color=config.html.style.primary_colors[0], x_compat=True)
         _format_ts_date_axis(series, ax)
 
     return plot
diff --git a/tests/issues/test_issue1631.py b/tests/issues/test_issue1631.py
new file mode 100644
index 000000000..88ed22002
--- /dev/null
+++ b/tests/issues/test_issue1631.py
@@ -0,0 +1,27 @@
+"""
+Test for issue 1631:
+/~https://github.com/ydataai/ydata-profiling/issues/1631
+"""
+import pandas as pd
+
+from ydata_profiling import ProfileReport
+
+
+def test_issue1631(test_output_dir):
+    data = {
+        "value": [1, 2, 3, 4],
+        "datetime": [
+            "2022-10-01 00:10:00",
+            "2022-10-02 00:20:00",
+            "2022-10-03 00:30:00",
+            "2022-10-04 00:40:00",
+        ],
+    }
+    df = pd.DataFrame(data)
+    df["datetime"] = pd.to_datetime(df["datetime"], errors="raise")
+    df.set_index("datetime", inplace=True)
+    profile = ProfileReport(df, tsmode=True, type_schema={"value": "timeseries"})
+    output_file = test_output_dir / "issue1631.html"
+    profile.to_file(output_file)
+
+    assert output_file.exists()
diff --git a/tests/issues/test_issus915.py b/tests/issues/test_issue915.py
similarity index 100%
rename from tests/issues/test_issus915.py
rename to tests/issues/test_issue915.py