opencharts/medium-2t-probability.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "id": "755e5ec3",
            "metadata": {
                "tags": [
                    "open_data",
                    "probabilities"
                ]
            },
            "source": [
                "<div class=\"output_png output_subarea output_execute_result\">\n",
                "<img 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\" width=\"500px\"/>\n",
                "</div>\n",
                "\n",
                "# \tProbabilities: 2m temperature"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "224f7469-7ad8-4910-8a7f-583df109f649",
            "metadata": {},
            "source": [
                "This notebook will provide you guidance how to explore and plot ECMWF open dataset to produce the map from the ECMWF open charts web product.  \n",
                "The original product can be found on this link: https://charts.ecmwf.int/products/medium-2t-probability  \n"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "374a552c-6803-4965-9b32-d80c18c345a7",
            "metadata": {},
            "source": [
                "<div class=\"output_png output_subarea output_execute_result\">\n",
                "<center>\n",
                "<img 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\"/></center>\n",
                "</div>"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "ead0d413",
            "metadata": {},
            "source": [
                "The full list of available Open data products can be found [here](https://www.ecmwf.int/en/forecasts/datasets/open-data), and more information can be found in the [User documentation](https://confluence.ecmwf.int/display/DAC/ECMWF+open+data%3A+real-time+forecasts).  \n",
                "\n",
                "Access to ECMWF Open data is governed by the Creative Commons CC-BY-4.0 licence and associated [Terms of Use](https://apps.ecmwf.int/datasets/licences/general/).  \n",
                "\n",
                "<sub> In applying this licence, ECMWF does not waive the privileges and immunities granted to it by virtue of its status as an intergovernmental organisation nor does it submit to any jurisdiction </sub>\n",
                "\n",
                "To find out how to obtain the access to the full forecast dataset at higher resolution please visit our [Access page](https://www.ecmwf.int/en/forecasts/accessing-forecasts)."
            ]
        },
        {
            "cell_type": "markdown",
            "id": "e0ed2744",
            "metadata": {},
            "source": [
                "## Retrieve Data\n",
                "This product takes in input 1 parameter:\n",
                "\n",
                "* [2 metre temperature](https://apps.ecmwf.int/codes/grib/param-db/?id=167)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "96f51623-95e0-41aa-b9d5-a80d3c3fde06",
            "metadata": {},
            "source": [
                "In this example, we will use: \n",
                "- [**ecmwf.opendata**](https://github.com/ecmwf/ecmwf-opendata) Client to download the data\n",
                "- [**ecmwf.data**](https://github.com/ecmwf/ecmwf-data) library to read and process the data \n",
                "- [**magpye**](https://magpye.readthedocs.io) to plot the result"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "5d84c0eb-32dc-4bb7-83f8-42d9c9a3e448",
            "metadata": {},
            "source": [
                "First we need to install them in the current Jupyter kernel:  \n",
                "<div class=\"alert alert-block alert-info\">\n",
                "<b>Note:</b> If you are running the notebook on MyBinder or already have the libraries installed, go directly to importing the libraries.\n",
                "</div>\n",
                "<div class=\"alert alert-block alert-info\">\n",
                "<b>Note:</b> If you don't have these libraries installed, click on three dots below, uncomment the code and run the next cell.\n",
                "</div>"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "5c1b0e50-36d1-496e-bf1c-5577844cc9fd",
            "metadata": {
                "jupyter": {
                    "source_hidden": true
                },
                "tags": []
            },
            "outputs": [],
            "source": [
                "#!pip install ecmwf-data ecmwf-opendata magpye"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "id": "4395a25e",
            "metadata": {},
            "outputs": [],
            "source": [
                "import ecmwf.data as ecdata\n",
                "from magpye import GeoMap\n",
                "from ecmwf.opendata import Client"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "7c429eff",
            "metadata": {},
            "outputs": [],
            "source": [
                "client = Client(\"ecmwf\", beta=True)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "db6fd2e8",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "'medium-2t-probability.grib'"
                        ]
                    },
                    "execution_count": 4,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "parameters = ['2t']\n",
                "filename = 'medium-2t-probability.grib'\n",
                "filename"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "52985b87",
            "metadata": {},
            "source": [
                "To calculate the probability of 2m Temperature < 0℃ , we need to retrieve all the ensemble members at the given time.  \n",
                "We need to put both **cf** and **pf** as type **type** to download all 50 ensemble members as well as control forecast."
            ]
        },
        {
            "cell_type": "markdown",
            "id": "5e9a3248-51d5-4983-95ab-e529b3f1f1f4",
            "metadata": {},
            "source": [
                "Setting date to 0 will download today's data. \n",
                "Removing date and time altogether from the request will download the latest data.  \n",
                "Try commenting out date and time to download latest forecast!"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "51a980a6",
            "metadata": {},
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "                                                                                      \r"
                    ]
                },
                {
                    "data": {
                        "text/plain": [
                            "<ecmwf.opendata.client.Result at 0x7fbdd95dd340>"
                        ]
                    },
                    "execution_count": 5,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "client.retrieve(\n",
                "    date=0,\n",
                "    time=0,\n",
                "    step=12,\n",
                "    stream=\"enfo\",\n",
                "    type=['cf', 'pf'],\n",
                "    levtype=\"sfc\",\n",
                "    param=parameters,\n",
                "    target=filename\n",
                ")"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "65f5dd51",
            "metadata": {},
            "source": [
                "## Reading and processing the data\n",
                "Now we can use **ecmwf.data** to read the file."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "id": "5e7ceda3",
            "metadata": {},
            "outputs": [],
            "source": [
                "data = ecdata.read(filename)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "cfc536bc",
            "metadata": {},
            "source": [
                "The **describe()** function will give us the overview of the dataset.  "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "61e65089",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "  \n",
                            "                <table>\n",
                            "                <tr><th>parameter</th><th>typeOfLevel</th><th>level</th><th>date</th><th>time</th><th>step</th><th>number</th><th>paramId</th><th>class</th><th>stream</th><th>type</th><th>experimentVersionNumber</th></tr>\n",
                            "                <tr><th style='text-align: right;'>2t</th><td style='text-align: left;'>heightAboveGround</td><td style='text-align: left;'>2</td><td style='text-align: left;'>20220427</td><td style='text-align: left;'>0</td><td style='text-align: left;'>12</td><td style='text-align: left;'>0,1,...</td><td style='text-align: left;'>167</td><td style='text-align: left;'>od</td><td style='text-align: left;'>enfo</td><td style='text-align: left;'>cf,pf</td><td style='text-align: left;'>0001</td></tr>\n",
                            "                </table>"
                        ],
                        "text/plain": [
                            "<IPython.core.display.HTML object>"
                        ]
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "data.describe()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "6c03429c",
            "metadata": {},
            "source": [
                "We can use **ls()** function to list all the fields in the file we downloaded."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "f955b02e",
            "metadata": {
                "scrolled": true,
                "tags": []
            },
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: center;\">\n",
                            "      <th></th>\n",
                            "      <th>centre</th>\n",
                            "      <th>shortName</th>\n",
                            "      <th>typeOfLevel</th>\n",
                            "      <th>level</th>\n",
                            "      <th>dataDate</th>\n",
                            "      <th>dataTime</th>\n",
                            "      <th>stepRange</th>\n",
                            "      <th>dataType</th>\n",
                            "      <th>number</th>\n",
                            "      <th>gridType</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>Message</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>4</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>23</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>24</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>15</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>20</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>35</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>6</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>37</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>7</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>39</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>11</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>30</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>16</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>11</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>28</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>12</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>32</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>13</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>38</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>14</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>27</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>15</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>50</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>19</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>17</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>33</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>18</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>34</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>19</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>42</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>20</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>48</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>21</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>44</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>22</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>18</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>23</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>25</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>24</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>12</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>25</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>8</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>26</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>26</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>27</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>41</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>28</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>49</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>29</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>40</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>30</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>43</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>31</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>cf</td>\n",
                            "      <td>0</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>32</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>17</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>33</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>14</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>34</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>9</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>35</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>46</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>36</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>47</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>37</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>45</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>38</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>13</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>39</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>29</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>40</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>22</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>41</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>3</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>42</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>21</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>43</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>10</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>44</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>31</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>45</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>2</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>46</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>1</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>47</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>7</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>48</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>6</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>49</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>36</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>50</th>\n",
                            "      <td>ecmf</td>\n",
                            "      <td>2t</td>\n",
                            "      <td>heightAboveGround</td>\n",
                            "      <td>2</td>\n",
                            "      <td>20220427</td>\n",
                            "      <td>0</td>\n",
                            "      <td>12</td>\n",
                            "      <td>pf</td>\n",
                            "      <td>5</td>\n",
                            "      <td>regular_ll</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "        centre shortName    typeOfLevel      level  dataDate  dataTime  \\\n",
                            "Message                                                                  \n",
                            "0        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "1        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "2        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "3        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "4        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "5        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "6        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "7        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "8        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "9        ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "10       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "11       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "12       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "13       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "14       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "15       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "16       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "17       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "18       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "19       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "20       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "21       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "22       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "23       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "24       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "25       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "26       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "27       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "28       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "29       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "30       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "31       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "32       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "33       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "34       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "35       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "36       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "37       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "38       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "39       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "40       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "41       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "42       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "43       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "44       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "45       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "46       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "47       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "48       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "49       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "50       ecmf      2t     heightAboveGround    2    20220427      0      \n",
                            "\n",
                            "        stepRange dataType number   gridType   \n",
                            "Message                                        \n",
                            "0           12       pf       4    regular_ll  \n",
                            "1           12       pf      23    regular_ll  \n",
                            "2           12       pf      24    regular_ll  \n",
                            "3           12       pf      15    regular_ll  \n",
                            "4           12       pf      20    regular_ll  \n",
                            "5           12       pf      35    regular_ll  \n",
                            "6           12       pf      37    regular_ll  \n",
                            "7           12       pf      39    regular_ll  \n",
                            "8           12       pf      11    regular_ll  \n",
                            "9           12       pf      30    regular_ll  \n",
                            "10          12       pf      16    regular_ll  \n",
                            "11          12       pf      28    regular_ll  \n",
                            "12          12       pf      32    regular_ll  \n",
                            "13          12       pf      38    regular_ll  \n",
                            "14          12       pf      27    regular_ll  \n",
                            "15          12       pf      50    regular_ll  \n",
                            "16          12       pf      19    regular_ll  \n",
                            "17          12       pf      33    regular_ll  \n",
                            "18          12       pf      34    regular_ll  \n",
                            "19          12       pf      42    regular_ll  \n",
                            "20          12       pf      48    regular_ll  \n",
                            "21          12       pf      44    regular_ll  \n",
                            "22          12       pf      18    regular_ll  \n",
                            "23          12       pf      25    regular_ll  \n",
                            "24          12       pf      12    regular_ll  \n",
                            "25          12       pf       8    regular_ll  \n",
                            "26          12       pf      26    regular_ll  \n",
                            "27          12       pf      41    regular_ll  \n",
                            "28          12       pf      49    regular_ll  \n",
                            "29          12       pf      40    regular_ll  \n",
                            "30          12       pf      43    regular_ll  \n",
                            "31          12       cf       0    regular_ll  \n",
                            "32          12       pf      17    regular_ll  \n",
                            "33          12       pf      14    regular_ll  \n",
                            "34          12       pf       9    regular_ll  \n",
                            "35          12       pf      46    regular_ll  \n",
                            "36          12       pf      47    regular_ll  \n",
                            "37          12       pf      45    regular_ll  \n",
                            "38          12       pf      13    regular_ll  \n",
                            "39          12       pf      29    regular_ll  \n",
                            "40          12       pf      22    regular_ll  \n",
                            "41          12       pf       3    regular_ll  \n",
                            "42          12       pf      21    regular_ll  \n",
                            "43          12       pf      10    regular_ll  \n",
                            "44          12       pf      31    regular_ll  \n",
                            "45          12       pf       2    regular_ll  \n",
                            "46          12       pf       1    regular_ll  \n",
                            "47          12       pf       7    regular_ll  \n",
                            "48          12       pf       6    regular_ll  \n",
                            "49          12       pf      36    regular_ll  \n",
                            "50          12       pf       5    regular_ll  "
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "data.ls()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "03234d2c",
            "metadata": {},
            "source": [
                "First we convert to Celsius and then make a mask of temperature <0℃. (Of course we could have made a mask data<273.15 as well)\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "81d6531c",
            "metadata": {},
            "outputs": [],
            "source": [
                "t_mask = (data - 273.15) < 0"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "0607e807",
            "metadata": {},
            "source": [
                "Now we can calculate the probability:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "2a6df14f",
            "metadata": {},
            "outputs": [],
            "source": [
                "prob_t = (ecdata.mean(t_mask) * 100)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "d48c59e5",
            "metadata": {},
            "source": [
                "## Plotting the data\n",
                "And finally, we can plot the data on the map. "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "03f7aa46",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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\n",
                        "text/plain": [
                            "<IPython.core.display.Image object>"
                        ]
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "fig = GeoMap(area_name='europe')\n",
                "\n",
                "fig.coastlines(land_colour=\"cream\",resolution=\"medium\")\n",
                "fig.contour_shaded(prob_t, style=\"probability_blue\")\n",
                "\n",
                "fig.coastlines(resolution=\"medium\")\n",
                "fig.gridlines()\n",
                "\n",
                "fig.title([\"Probabilities: 2m temperature < 0 ℃\", \n",
                "           \"START TIME: <grib_info key='base-date' format='%a %d %B %Y %H'/>\",\n",
                "           \"VALID TIME: <grib_info key='valid-date' format='%a %d %B %Y %H' />, STEP: <grib_info key='step'/>\"])\n",
                "fig.legend()\n",
                "fig.footer(\"© European Centre for Medium-Range Weather Forecasts (ECMWF) Source: www.ecmwf.int Licence: CC-BY-4.0 and ECMWF Terms of Use (https://apps.ecmwf.int/datasets/licences/general/)\", logo='ecmwf')\n",
                "\n",
                "fig.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "ea69aa8f-33ac-4220-a3fe-07db32e164a4",
            "metadata": {},
            "source": [
                "Note that plot produced using open data dataset will slightly differ from one from Open Charts. This is due to different resolution of the data.  \n",
                "Open data is on 0.4x0.4 resolution, while high resolution data is 0.1x0.1 grid."
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3 (ipykernel)",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.13"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 5
}