From b7d94058304f280b619b25e2bff88d111362a08c Mon Sep 17 00:00:00 2001
From: Andrew <15331990+ahuang11@users.noreply.github.com>
Date: Tue, 11 Jun 2024 15:29:01 -0700
Subject: [PATCH 1/5] Change note

I think it's more impressive if it works on the website
---
 overview/xarray-in-45-min.ipynb | 11 +----------
 1 file changed, 1 insertion(+), 10 deletions(-)

diff --git a/overview/xarray-in-45-min.ipynb b/overview/xarray-in-45-min.ipynb
index 867561db..6686447f 100644
--- a/overview/xarray-in-45-min.ipynb
+++ b/overview/xarray-in-45-min.ipynb
@@ -1106,16 +1106,7 @@
    "source": [
     "import hvplot.xarray\n",
     "\n",
-    "ds.air.hvplot(groupby=\"time\", clim=(270, 300), widget_location='bottom')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "```{note}\n",
-    "The time slider will only work if you're executing the notebook, rather than viewing the website\n",
-    "```"
+    "ds.isel(time=slice(0, 10)).air.hvplot(groupby=\"time\", clim=(270, 300), widget_location='bottom', dynamic=False)"
    ]
   },
   {

From 7ce74b2fd0615f826a7deede1f7226ee9ffcca22 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 11 Jun 2024 22:30:26 +0000
Subject: [PATCH 2/5] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 overview/xarray-in-45-min.ipynb | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/overview/xarray-in-45-min.ipynb b/overview/xarray-in-45-min.ipynb
index 6686447f..032ad197 100644
--- a/overview/xarray-in-45-min.ipynb
+++ b/overview/xarray-in-45-min.ipynb
@@ -1106,7 +1106,9 @@
    "source": [
     "import hvplot.xarray\n",
     "\n",
-    "ds.isel(time=slice(0, 10)).air.hvplot(groupby=\"time\", clim=(270, 300), widget_location='bottom', dynamic=False)"
+    "ds.isel(time=slice(0, 10)).air.hvplot(\n",
+    "    groupby=\"time\", clim=(270, 300), widget_location='bottom', dynamic=False\n",
+    ")"
    ]
   },
   {

From 93dcdbd462c3fc22f58c7f49003941f0487b8465 Mon Sep 17 00:00:00 2001
From: Andrew <15331990+ahuang11@users.noreply.github.com>
Date: Mon, 1 Jul 2024 16:04:08 -0700
Subject: [PATCH 3/5] Change to line plot

---
 overview/xarray-in-45-min.ipynb | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/overview/xarray-in-45-min.ipynb b/overview/xarray-in-45-min.ipynb
index 032ad197..ec45424d 100644
--- a/overview/xarray-in-45-min.ipynb
+++ b/overview/xarray-in-45-min.ipynb
@@ -1105,9 +1105,16 @@
    "outputs": [],
    "source": [
     "import hvplot.xarray\n",
+    "import xarray as xr\n",
     "\n",
-    "ds.isel(time=slice(0, 10)).air.hvplot(\n",
-    "    groupby=\"time\", clim=(270, 300), widget_location='bottom', dynamic=False\n",
+    "ds = xr.tutorial.open_dataset(\"air_temperature\")\n",
+    "ds.mean(\"time\").hvplot(\n",
+    "    groupby=\"lat\",\n",
+    "    hover=\"vline\",\n",
+    "    responsive=True,\n",
+    "    dynamic=False,\n",
+    "    ylim=(240, 310),\n",
+    "    min_height=350,\n",
     ")"
    ]
   },

From e5f2b8d04e34ef1e706350cf27547b9f1de418f3 Mon Sep 17 00:00:00 2001
From: Andrew <15331990+ahuang11@users.noreply.github.com>
Date: Mon, 1 Jul 2024 16:04:34 -0700
Subject: [PATCH 4/5] Remove import

---
 overview/xarray-in-45-min.ipynb | 2 --
 1 file changed, 2 deletions(-)

diff --git a/overview/xarray-in-45-min.ipynb b/overview/xarray-in-45-min.ipynb
index ec45424d..e36377b0 100644
--- a/overview/xarray-in-45-min.ipynb
+++ b/overview/xarray-in-45-min.ipynb
@@ -1105,9 +1105,7 @@
    "outputs": [],
    "source": [
     "import hvplot.xarray\n",
-    "import xarray as xr\n",
     "\n",
-    "ds = xr.tutorial.open_dataset(\"air_temperature\")\n",
     "ds.mean(\"time\").hvplot(\n",
     "    groupby=\"lat\",\n",
     "    hover=\"vline\",\n",

From 38e88b58f4599f68ad322b4a2dfda5083d2703c1 Mon Sep 17 00:00:00 2001
From: Andrew <15331990+ahuang11@users.noreply.github.com>
Date: Mon, 1 Jul 2024 16:06:33 -0700
Subject: [PATCH 5/5] Groupby two dims instead

---
 overview/xarray-in-45-min.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/overview/xarray-in-45-min.ipynb b/overview/xarray-in-45-min.ipynb
index e36377b0..35a84cd6 100644
--- a/overview/xarray-in-45-min.ipynb
+++ b/overview/xarray-in-45-min.ipynb
@@ -1106,8 +1106,8 @@
    "source": [
     "import hvplot.xarray\n",
     "\n",
-    "ds.mean(\"time\").hvplot(\n",
-    "    groupby=\"lat\",\n",
+    "ds.groupby(\"time.season\").mean().hvplot(\n",
+    "    groupby=[\"season\", \"lat\"],\n",
     "    hover=\"vline\",\n",
     "    responsive=True,\n",
     "    dynamic=False,\n",