From 450f5f889aed2429c35d6c0839307ebd5b36eb0c Mon Sep 17 00:00:00 2001
From: Robbi Bishop-Taylor <Robbi.BishopTaylor@ga.gov.au>
Date: Fri, 18 Oct 2024 05:08:24 +0000
Subject: [PATCH] Update notebooks

---
 docs/notebooks/Model_tides.ipynb      | 14 +++++++-------
 docs/notebooks/Validating_tides.ipynb |  6 +++---
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/docs/notebooks/Model_tides.ipynb b/docs/notebooks/Model_tides.ipynb
index 0251342..c682fe3 100644
--- a/docs/notebooks/Model_tides.ipynb
+++ b/docs/notebooks/Model_tides.ipynb
@@ -246,7 +246,7 @@
     }
    ],
    "source": [
-    "tide_df.reset_index([\"x\", \"y\"], drop=True).tide_height.plot();"
+    "tide_df.droplevel([\"x\", \"y\"]).tide_height.plot();"
    ]
   },
   {
@@ -288,7 +288,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 3/3 [00:00<00:00, 20.44it/s]\n"
+      "100%|██████████| 3/3 [00:00<00:00, 25.51it/s]\n"
      ]
     },
     {
@@ -445,7 +445,7 @@
    ],
    "source": [
     "# Print outputs\n",
-    "tide_df_multiple.reset_index([\"x\", \"y\"], drop=True).plot(legend=True)"
+    "tide_df_multiple.droplevel([\"x\", \"y\"]).plot(legend=True)"
    ]
   },
   {
@@ -481,7 +481,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 2/2 [00:00<00:00, 17.67it/s]\n"
+      "100%|██████████| 2/2 [00:00<00:00, 17.93it/s]\n"
      ]
     },
     {
@@ -685,7 +685,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 2/2 [00:00<00:00, 15.74it/s]\n"
+      "100%|██████████| 2/2 [00:00<00:00, 17.45it/s]\n"
      ]
     },
     {
@@ -785,7 +785,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 6/6 [00:00<00:00, 19.79it/s]\n"
+      "100%|██████████| 6/6 [00:00<00:00, 48.50it/s]\n"
      ]
     },
     {
@@ -971,7 +971,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 6/6 [00:00<00:00, 21.22it/s]\n"
+      "100%|██████████| 6/6 [00:00<00:00, 49.25it/s]\n"
      ]
     },
     {
diff --git a/docs/notebooks/Validating_tides.ipynb b/docs/notebooks/Validating_tides.ipynb
index 89fa6e0..c019bfe 100644
--- a/docs/notebooks/Validating_tides.ipynb
+++ b/docs/notebooks/Validating_tides.ipynb
@@ -563,7 +563,7 @@
     }
    ],
    "source": [
-    "gauge_df.reset_index(\"site_code\").sea_level.plot()"
+    "gauge_df.droplevel(\"site_code\").sea_level.plot()"
    ]
   },
   {
@@ -680,7 +680,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 3/3 [00:00<00:00, 21.59it/s]\n"
+      "100%|██████████| 3/3 [00:00<00:00, 25.57it/s]\n"
      ]
     },
     {
@@ -840,7 +840,7 @@
     "joined_df = gauge_df.join(modelled_df).dropna()\n",
     "\n",
     "# Plot measured sea levels and modelled data\n",
-    "joined_df.reset_index([\"site_code\", \"x\", \"y\"])[[\"sea_level\"] + models].plot()"
+    "joined_df.droplevel([\"site_code\", \"x\", \"y\"])[[\"sea_level\"] + models].plot()"
    ]
   },
   {