From b635bc4bf2aeaf51c26cb6781df698fafe5dee9b Mon Sep 17 00:00:00 2001
From: Christina Schmidt <chschmidt@geomar.de>
Date: Wed, 27 Sep 2023 16:31:33 +1000
Subject: [PATCH 1/2] fixed bug in mask_numbered

---
 .../Cross-contour_transport.ipynb             | 206 +++++++++---------
 1 file changed, 108 insertions(+), 98 deletions(-)

diff --git a/DocumentedExamples/Cross-contour_transport.ipynb b/DocumentedExamples/Cross-contour_transport.ipynb
index c6adbede..243162cc 100644
--- a/DocumentedExamples/Cross-contour_transport.ipynb
+++ b/DocumentedExamples/Cross-contour_transport.ipynb
@@ -49,7 +49,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-3bce34c6-4aed-11ee-8426-00000769fe80</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-aca314ec-5cfa-11ee-b703-00000755fe80</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -62,7 +62,7 @@
        "        \n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard: </strong> <a href=\"/proxy/34813/status\" target=\"_blank\">/proxy/34813/status</a>\n",
+       "                    <strong>Dashboard: </strong> <a href=\"/proxy/45237/status\" target=\"_blank\">/proxy/45237/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\"></td>\n",
        "            </tr>\n",
@@ -80,11 +80,11 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2826f7a1</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5b7e03f0</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard:</strong> <a href=\"/proxy/34813/status\" target=\"_blank\">/proxy/34813/status</a>\n",
+       "                    <strong>Dashboard:</strong> <a href=\"/proxy/45237/status\" target=\"_blank\">/proxy/45237/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\">\n",
        "                    <strong>Workers:</strong> 7\n",
@@ -92,10 +92,10 @@
        "            </tr>\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Total threads:</strong> 7\n",
+       "                    <strong>Total threads:</strong> 28\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Total memory:</strong> 32.00 GiB\n",
+       "                    <strong>Total memory:</strong> 251.20 GiB\n",
        "                </td>\n",
        "            </tr>\n",
        "            \n",
@@ -117,11 +117,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c54da112-9f26-4a4a-b248-0eb78a87e2ff</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-dd6a1ad9-6aaa-4029-bd9d-7eaba4703d33</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34143\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34743\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 7\n",
@@ -129,10 +129,10 @@
        "                </tr>\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Dashboard:</strong> <a href=\"/proxy/34813/status\" target=\"_blank\">/proxy/34813/status</a>\n",
+       "                        <strong>Dashboard:</strong> <a href=\"/proxy/45237/status\" target=\"_blank\">/proxy/45237/status</a>\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Total threads:</strong> 7\n",
+       "                        <strong>Total threads:</strong> 28\n",
        "                    </td>\n",
        "                </tr>\n",
        "                <tr>\n",
@@ -140,7 +140,7 @@
        "                        <strong>Started:</strong> Just now\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Total memory:</strong> 32.00 GiB\n",
+       "                        <strong>Total memory:</strong> 251.20 GiB\n",
        "                    </td>\n",
        "                </tr>\n",
        "            </table>\n",
@@ -163,29 +163,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42621\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35735\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/44261/status\" target=\"_blank\">/proxy/44261/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/45533/status\" target=\"_blank\">/proxy/45533/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45389\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41743\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-zo3smng8\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-v7og2hcm\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -208,29 +208,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42213\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39941\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/35411/status\" target=\"_blank\">/proxy/35411/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/41975/status\" target=\"_blank\">/proxy/41975/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34845\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45627\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-zxa9ar_3\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-bw79v_pr\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -253,29 +253,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46175\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36985\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/40179/status\" target=\"_blank\">/proxy/40179/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/36543/status\" target=\"_blank\">/proxy/36543/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46519\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40093\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-9u9d3qpi\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-q290gfz7\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -298,29 +298,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38619\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39267\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/42687/status\" target=\"_blank\">/proxy/42687/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/34769/status\" target=\"_blank\">/proxy/34769/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44695\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45385\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-9c3fuaez\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-q3bpyg71\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -343,29 +343,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34371\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36977\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/40257/status\" target=\"_blank\">/proxy/40257/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/34033/status\" target=\"_blank\">/proxy/34033/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45783\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34169\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-u8ec9_p6\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-djn9kgj0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -388,29 +388,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35247\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37401\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/45983/status\" target=\"_blank\">/proxy/45983/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/34175/status\" target=\"_blank\">/proxy/34175/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38197\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40483\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-_h62984u\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-dcu0ksho\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -433,29 +433,29 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34421\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32887\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Total threads: </strong> 1\n",
+       "                            <strong>Total threads: </strong> 4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"/proxy/42771/status\" target=\"_blank\">/proxy/42771/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"/proxy/33281/status\" target=\"_blank\">/proxy/33281/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Memory: </strong> 4.57 GiB\n",
+       "                            <strong>Memory: </strong> 35.89 GiB\n",
        "                        </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38097\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38353\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /jobfs/94295547.gadi-pbs/dask-worker-space/worker-tcql94hi\n",
+       "                            <strong>Local directory: </strong> /jobfs/96251678.gadi-pbs/dask-worker-space/worker-ych_5d5u\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -482,7 +482,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34143' processes=7 threads=7, memory=32.00 GiB>"
+       "<Client: 'tcp://127.0.0.1:34743' processes=7 threads=28, memory=251.20 GiB>"
       ]
      },
      "execution_count": 2,
@@ -573,8 +573,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 10.4 s, sys: 3.94 s, total: 14.4 s\n",
-      "Wall time: 47.3 s\n"
+      "CPU times: user 10.9 s, sys: 2.41 s, total: 13.3 s\n",
+      "Wall time: 1min 5s\n"
      ]
     }
    ],
@@ -733,7 +733,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "id": "76fbe005-ed16-43d3-b443-a16819602fac",
    "metadata": {},
    "outputs": [
@@ -781,7 +781,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "id": "bdb41806-ce8d-447b-825c-9020ffe6b276",
    "metadata": {},
    "outputs": [],
@@ -799,7 +799,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "id": "5ecb5141-0e70-4dd7-b209-db2f260994bb",
    "metadata": {},
    "outputs": [],
@@ -813,7 +813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "id": "a95b0816-b795-4242-968f-58cfb86e85c6",
    "metadata": {},
    "outputs": [],
@@ -834,7 +834,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "id": "910fea81-3d88-4c41-84d1-1ef8bcefeb52",
    "metadata": {},
    "outputs": [
@@ -868,7 +868,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "c78519e6-0b37-4b9a-bf38-518da3e66f25",
    "metadata": {},
    "outputs": [],
@@ -893,7 +893,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "id": "fd86bf32-0a0d-485a-8abb-49e05db24bed",
    "metadata": {},
    "outputs": [],
@@ -904,7 +904,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "id": "a345555f-6878-433a-8a9e-78e8785ecd16",
    "metadata": {},
    "outputs": [],
@@ -923,7 +923,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "id": "dce023e5-a888-4bd4-87a1-9725cc306628",
    "metadata": {},
    "outputs": [],
@@ -940,7 +940,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "id": "a6a007ad-69ed-4897-b6ab-7e3d0ad258d1",
    "metadata": {},
    "outputs": [],
@@ -953,7 +953,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "id": "b84dab94-95a5-4846-8002-c101c79199e4",
    "metadata": {},
    "outputs": [
@@ -998,7 +998,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "id": "e77f5ab9-6322-46b9-99ac-f76c20218e1d",
    "metadata": {},
    "outputs": [],
@@ -1049,7 +1049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "id": "fd9d5bcb-7cb4-4fa5-b054-5941c848edb1",
    "metadata": {},
    "outputs": [
@@ -1086,7 +1086,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "id": "44a8c118-640e-44c2-89c2-55f4e5bf1b7a",
    "metadata": {},
    "outputs": [],
@@ -1129,7 +1129,8 @@
     "        mask_y_transport[index_j-1, index_i] = 1\n",
     "        mask_y_transport[index_j, index_i] = -1        \n",
     "        mask_y_transport_numbered[index_j-1, index_i] = new_number_count\n",
-    "        new_number_count += 1\n",
+    "        mask_y_transport_numbered[index_j, index_i] = new_number_count+1\n",
+    "        new_number_count += 2\n",
     "    # if point to right is towards Antarctica and point to left is away from Antarctica:\n",
     "    # zonal indices increased by 1 due to halos\n",
     "    # take transport grid point on right of t grid:\n",
@@ -1148,12 +1149,13 @@
     "        mask_x_transport[index_j, index_i-1] = 1\n",
     "        mask_x_transport[index_j, index_i] = -1        \n",
     "        mask_x_transport_numbered[index_j, index_i-1] = new_number_count\n",
-    "        new_number_count += 1"
+    "        mask_x_transport_numbered[index_j, index_i] = new_number_count+1\n",
+    "        new_number_count += 2"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "id": "bd99120e-ff5a-423e-a9af-cf8bbf8082f6",
    "metadata": {},
    "outputs": [
@@ -1191,7 +1193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "id": "e60e7a18-e049-496e-9077-c7758372ab56",
    "metadata": {},
    "outputs": [],
@@ -1219,13 +1221,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "id": "439dc694-1436-4843-85c4-25f6853b02e9",
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x576 with 2 Axes>"
       ]
@@ -1252,7 +1254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "id": "a8538013-8bd3-4cc8-804a-528ae89d6c37",
    "metadata": {},
    "outputs": [],
@@ -1284,7 +1286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "id": "c8043e3a-d4b2-4ee7-969d-db569336e4be",
    "metadata": {},
    "outputs": [],
@@ -1309,7 +1311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "id": "c9d42b7d-967a-4d47-bac2-e664032f6ecb",
    "metadata": {},
    "outputs": [
@@ -1317,8 +1319,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 49.4 s, sys: 37.9 s, total: 1min 27s\n",
-      "Wall time: 6min 50s\n"
+      "CPU times: user 25.8 s, sys: 3.52 s, total: 29.4 s\n",
+      "Wall time: 55 s\n"
      ]
     }
    ],
@@ -1345,7 +1347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 33,
    "id": "7f0b74fb-b530-4dbb-94ba-5b40f5b2803e",
    "metadata": {},
    "outputs": [],
@@ -1366,7 +1368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "id": "e7cb043a-e3c2-4fb1-9dd6-82e2f92ba645",
    "metadata": {},
    "outputs": [
@@ -1374,8 +1376,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 3.07 s, sys: 182 ms, total: 3.25 s\n",
-      "Wall time: 3.18 s\n"
+      "CPU times: user 4 s, sys: 219 ms, total: 4.22 s\n",
+      "Wall time: 4.17 s\n"
      ]
     }
    ],
@@ -1398,13 +1400,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 35,
    "id": "6b0aba54-80b5-4812-9c70-e2963137db41",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x288 with 1 Axes>"
       ]
@@ -1432,7 +1434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 36,
    "id": "f726f72d-baeb-4230-9e6e-988245694331",
    "metadata": {},
    "outputs": [],
@@ -1466,7 +1468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 37,
    "id": "05958ea6-d747-4dff-868e-529930e7a0cb",
    "metadata": {},
    "outputs": [
@@ -1474,8 +1476,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 260 ms, sys: 50.7 ms, total: 311 ms\n",
-      "Wall time: 543 ms\n"
+      "CPU times: user 305 ms, sys: 39.4 ms, total: 345 ms\n",
+      "Wall time: 923 ms\n"
      ]
     }
    ],
@@ -1492,7 +1494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 38,
    "id": "616aad75-af80-44bf-8bf3-c591035cd469",
    "metadata": {},
    "outputs": [
@@ -1500,8 +1502,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 4min 42s, sys: 14.8 s, total: 4min 57s\n",
-      "Wall time: 9min 29s\n"
+      "CPU times: user 5min 13s, sys: 17.9 s, total: 5min 31s\n",
+      "Wall time: 10min 9s\n"
      ]
     }
    ],
@@ -1579,7 +1581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 39,
    "id": "c31b7d6b-b0ce-427a-b4ef-7097326a9d0b",
    "metadata": {},
    "outputs": [],
@@ -1619,7 +1621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 40,
    "id": "5c992571-c6fd-48d9-92e2-481c813c3424",
    "metadata": {},
    "outputs": [],
@@ -1629,13 +1631,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 41,
    "id": "58dec990-919e-4ec7-8ff4-cc18e763a527",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x576 with 2 Axes>"
       ]
@@ -1673,6 +1675,14 @@
    "source": [
     "We can see that there is a net northward transport across the Antarctic Circumpolar Current in the top 500m - this is the Ekman wind-driven transport. We could then choose to extract the density (or salt and temperature) along this same path, do this by interpolating density to the north and eastern edge of t-cells. Then we could bin the transports in each depth level into the corresponding density, to determine the transport across the contour in density space. An example of this calculation can be found in https://github.com/claireyung/Topographic_Hotspots_Upwelling-Paper_Code/blob/main/Analysis_Code/Save_and_bin_along_contours.ipynb. "
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d47d6e63-e147-4c7f-876a-b2057ec59d4a",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {

From 1ec7c69ecf4f96765bfddc1ecd1e72900e5413a5 Mon Sep 17 00:00:00 2001
From: Christina Schmidt <chschmidt@geomar.de>
Date: Fri, 20 Oct 2023 16:04:00 +1100
Subject: [PATCH 2/2] add comment about contour number not monotonically
 increasing

---
 DocumentedExamples/Cross-contour_transport.ipynb | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/DocumentedExamples/Cross-contour_transport.ipynb b/DocumentedExamples/Cross-contour_transport.ipynb
index 243162cc..b8d36ecb 100644
--- a/DocumentedExamples/Cross-contour_transport.ipynb
+++ b/DocumentedExamples/Cross-contour_transport.ipynb
@@ -15,6 +15,8 @@
     "\n",
     "**Note:** updated 4Sep23 to modify the calculation of the transport masks to include cases where the contour borders a grid cell on three sides. Previously these options were not included in the calculation and thus there was missing transport.\n",
     "\n",
+    "**Alert:** After including the additional cases the contour number doesn't always monotonically increase along the contour. At the moment, the two indices that are set at the same time are adjacent numbers, whereas if you were following the contour you'd expect their numbers to be 2 apart with the other coordinate in between.\n",
+    "\n",
     "First, we load useful packages:"
    ]
   },