diff --git a/fundamentals/02.2_manipulating_dimensions.ipynb b/fundamentals/02.2_manipulating_dimensions.ipynb
index 9cf4bd15..f158badd 100644
--- a/fundamentals/02.2_manipulating_dimensions.ipynb
+++ b/fundamentals/02.2_manipulating_dimensions.ipynb
@@ -36,7 +36,7 @@
     "    dims=(\"x\", \"y\"),\n",
     "    coords={\n",
     "        \"x\": [-3.2, 2.1, 5.3, 6.5],\n",
-    "        \"y\": pd.date_range(\"2009-01-05\", periods=6, freq=\"M\"),\n",
+    "        \"y\": pd.date_range(\"2009-01-05\", periods=6, freq=\"ME\"),\n",
     "    },\n",
     ")\n",
     "arr"
diff --git a/fundamentals/03.2_groupby_with_xarray.ipynb b/fundamentals/03.2_groupby_with_xarray.ipynb
index cb1ba252..ab743e9b 100644
--- a/fundamentals/03.2_groupby_with_xarray.ipynb
+++ b/fundamentals/03.2_groupby_with_xarray.ipynb
@@ -526,7 +526,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "resample_obj = ds_anom.resample(time=\"5Y\")\n",
+    "resample_obj = ds_anom.resample(time=\"5YE\")\n",
     "resample_obj"
    ]
   },
@@ -593,7 +593,7 @@
     ":::{admonition} Solution\n",
     ":class: dropdown\n",
     "```python\n",
-    "resampled = ds.resample(time='Y').mean().sst.sel(lon=300, lat=50)\n",
+    "resampled = ds.resample(time='YE').mean().sst.sel(lon=300, lat=50)\n",
     "resampled.plot();\n",
     "```\n",
     ":::\n",
diff --git a/fundamentals/05_intro_to_dask.ipynb b/fundamentals/05_intro_to_dask.ipynb
index d6877ad2..cf7065d5 100644
--- a/fundamentals/05_intro_to_dask.ipynb
+++ b/fundamentals/05_intro_to_dask.ipynb
@@ -160,7 +160,7 @@
     "A crucal difference with Dask is that we must specify the `chunks` argument.\n",
     "\"Chunks\" describes how the array is split up over many sub-arrays.\n",
     "\n",
-    "![Dask Arrays](http://docs.dask.org/en/latest/_images/dask-array-black-text.svg)\n",
+    "![Dask Arrays](https://docs.dask.org/en/latest/_images/dask-array.svg)\n",
     "_source:\n",
     "[Dask Array Documentation](http://docs.dask.org/en/latest/array-overview.html)_\n",
     "\n",
diff --git a/overview/xarray-in-45-min.ipynb b/overview/xarray-in-45-min.ipynb
index 658be41b..2b8c3616 100644
--- a/overview/xarray-in-45-min.ipynb
+++ b/overview/xarray-in-45-min.ipynb
@@ -593,7 +593,7 @@
    "source": [
     "### Broadcasting: expanding data\n",
     "\n",
-    "Our longitude and latitude length DataArrays are both 1D with different dimension names. If we multiple these DataArrays together the dimensionality is expanded to 2D by _broadcasting_:"
+    "Our longitude and latitude length DataArrays are both 1D with different dimension names. If we multiply these DataArrays together the dimensionality is expanded to 2D by _broadcasting_:"
    ]
   },
   {
@@ -822,7 +822,7 @@
    "outputs": [],
    "source": [
     "# resample to monthly frequency\n",
-    "ds.resample(time=\"M\").mean()"
+    "ds.resample(time=\"ME\").mean()"
    ]
   },
   {