From 8d34eedd50998ab99f636b1f838c5becd4a6fd39 Mon Sep 17 00:00:00 2001
From: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com>
Date: Mon, 21 Oct 2024 11:03:19 -0600
Subject: [PATCH 1/5] address Xarray resample changes in notebook 4

---
 notebooks/4-taylor-diagrams.ipynb | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/notebooks/4-taylor-diagrams.ipynb b/notebooks/4-taylor-diagrams.ipynb
index ec53e57f..9dfa4ae4 100644
--- a/notebooks/4-taylor-diagrams.ipynb
+++ b/notebooks/4-taylor-diagrams.ipynb
@@ -56,6 +56,7 @@
    "source": [
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
+    "import pandas as pd\n",
     "import xarray as xr\n",
     "\n",
     "import cftime\n",
@@ -144,7 +145,9 @@
    "source": [
     "# Change hourly data to monthly\n",
     "era5 = era5.rename({'initial_time0_hours': 'time'}) # Changing dimension name for convenience\n",
-    "era5_resampled = era5.resample(time='MS', loffset='15D').mean() # loffsest to set resampling to the center of each month as in CMIP5 data\n",
+    "era5_resampled = era5.resample(time='MS').mean() # loffsest to set resampling to the center of each month as in CMIP5 data\n",
+    "offset = pd.tseries.frequencies.to_offset("15D")\n",
+    "era5_resampled["time"] = resampled_ds.get_index("time") + offset\n",
     "\n",
     "era5_resampled"
    ]

From b2b6b782ed2967bc3d48913d61b125aefcf6d744 Mon Sep 17 00:00:00 2001
From: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com>
Date: Mon, 21 Oct 2024 11:07:31 -0600
Subject: [PATCH 2/5] formatting

---
 notebooks/4-taylor-diagrams.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/notebooks/4-taylor-diagrams.ipynb b/notebooks/4-taylor-diagrams.ipynb
index 9dfa4ae4..41b92c79 100644
--- a/notebooks/4-taylor-diagrams.ipynb
+++ b/notebooks/4-taylor-diagrams.ipynb
@@ -145,8 +145,8 @@
    "source": [
     "# Change hourly data to monthly\n",
     "era5 = era5.rename({'initial_time0_hours': 'time'}) # Changing dimension name for convenience\n",
-    "era5_resampled = era5.resample(time='MS').mean() # loffsest to set resampling to the center of each month as in CMIP5 data\n",
-    "offset = pd.tseries.frequencies.to_offset("15D")\n",
+    "era5_resampled = era5.resample(time='MS').mean() \n",
+    "offset = pd.tseries.frequencies.to_offset("15D") # use offsest to adjust to the center of each month as in CMIP5 data\n",
     "era5_resampled["time"] = resampled_ds.get_index("time") + offset\n",
     "\n",
     "era5_resampled"

From 5af94624f749776ef424a3de80877acd634f0e0b Mon Sep 17 00:00:00 2001
From: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com>
Date: Mon, 21 Oct 2024 11:10:14 -0600
Subject: [PATCH 3/5] formatting

---
 notebooks/4-taylor-diagrams.ipynb | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/notebooks/4-taylor-diagrams.ipynb b/notebooks/4-taylor-diagrams.ipynb
index 41b92c79..06e3e0c2 100644
--- a/notebooks/4-taylor-diagrams.ipynb
+++ b/notebooks/4-taylor-diagrams.ipynb
@@ -145,9 +145,9 @@
    "source": [
     "# Change hourly data to monthly\n",
     "era5 = era5.rename({'initial_time0_hours': 'time'}) # Changing dimension name for convenience\n",
-    "era5_resampled = era5.resample(time='MS').mean() \n",
-    "offset = pd.tseries.frequencies.to_offset("15D") # use offsest to adjust to the center of each month as in CMIP5 data\n",
-    "era5_resampled["time"] = resampled_ds.get_index("time") + offset\n",
+    "era5_resampled = era5.resample(time='MS').mean()\n",
+    "offset = pd.tseries.frequencies.to_offset('15D') # use offsest to adjust to the center of each month as in CMIP5 data\n",
+    "era5_resampled['time'] = resampled_ds.get_index('time') + offset\n",
     "\n",
     "era5_resampled"
    ]

From 6d7de40e75742de1fd4a6aecd783d6015dc48efc Mon Sep 17 00:00:00 2001
From: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com>
Date: Mon, 21 Oct 2024 11:21:15 -0600
Subject: [PATCH 4/5] oops

---
 notebooks/4-taylor-diagrams.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/4-taylor-diagrams.ipynb b/notebooks/4-taylor-diagrams.ipynb
index 06e3e0c2..ec678ff7 100644
--- a/notebooks/4-taylor-diagrams.ipynb
+++ b/notebooks/4-taylor-diagrams.ipynb
@@ -147,7 +147,7 @@
     "era5 = era5.rename({'initial_time0_hours': 'time'}) # Changing dimension name for convenience\n",
     "era5_resampled = era5.resample(time='MS').mean()\n",
     "offset = pd.tseries.frequencies.to_offset('15D') # use offsest to adjust to the center of each month as in CMIP5 data\n",
-    "era5_resampled['time'] = resampled_ds.get_index('time') + offset\n",
+    "era5_resampled['time'] = era5_resampled.get_index('time') + offset\n",
     "\n",
     "era5_resampled"
    ]

From 4a0a8086ccadec2507f5a7130b60524869191fa8 Mon Sep 17 00:00:00 2001
From: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com>
Date: Mon, 21 Oct 2024 12:34:14 -0600
Subject: [PATCH 5/5] Fix to address pydata/xarray#9043

---
 notebooks/7-animation.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/notebooks/7-animation.ipynb b/notebooks/7-animation.ipynb
index 24585bd6..41e6f5d3 100644
--- a/notebooks/7-animation.ipynb
+++ b/notebooks/7-animation.ipynb
@@ -341,8 +341,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vmin = t.min()\n",
-    "vmax = t.max()\n",
+    "vmin = t.min().values\n",
+    "vmax = t.max().values\n",
     "levels = 30\n",
     "\n",
     "# create initial plot that we will update\n",