{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![logo](./img/LogoLine_horizon_C3S.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Monthly mean tropospheric humidity data from satellite-based Radio Occultation measurements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "In this tutorial we will work with monthly-mean tropospheric humidity data from the Climate Data Store (CDS), demonstrating how the data can be accessed, and inspecting the data to get a quick view on the physical variables available and the data structures used. We will also have a closer look at some **_use cases_** that demonstrate a few useful applications and processing steps. The use cases include some plotting that will learn you about the humidity data and how it can be visualized.\n",
    "\n",
    "Atmospheric humidity plays an important role in the Earth's climate system, both for its strong greenhouse effect but also for its role in the global energy transport. It is central to the hydrological cycle and sets the fundamental conditions for the biosphere, including distribution of rainfall and droughts.\n",
    "\n",
    "The gridded monthly-mean tropospheric humidity dataset, derived from a large number of observed humidity profiles retrieved from satellite-based Radio Occultation (RO) measurements, originate from EUMETSAT's ROM SAF facility. It comprises time series of continuous humidity observations from space, starting in late 2006 and regularly extended up to present. As the dataset encompasses the entire globe, from the surface up to an altitude of 12 kilometers, and have high vertical resolution revealing fine scale details of the variations with height, it is well suited for analysis of the latitudinal and height distributions of humidity. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prerequisites and data acquisition\n",
    "\n",
    "This tutorial is in the form of a Jupyter notebook. It can be run on a cloud environment, or on your own computer. You will not need to install any software for the training as there are a number of free cloud-based services to create, edit, run and export Jupyter notebooks such as this. Here are some suggestions (simply click on one of the links below to run the notebook):"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<style>\n",
    "td, th {\n",
    "   border: 1px solid white;\n",
    "   border-collapse: collapse;\n",
    "}\n",
    "</style>\n",
    "<table align=\"left\">\n",
    "  <tr>\n",
    "    <th>Run the tutorial via free cloud platforms: </th>\n",
    "    <th><a href=\"https://kaggle.com/kernels/welcome?src=https://github.com/ecmwf-projects/copernicus-training-c3s/blob/main/ecv-notebooks/erb-ceres-climatology.ipynb\">\n",
    "        <img src = \"https://kaggle.com/static/images/open-in-kaggle.svg\" alt = \"Kaggle\"></th>\n",
    "    <th><a href=\"https://mybinder.org/v2/gh/ecmwf-projects/copernicus-training-c3s/main?labpath=ecv-notebooks/erb-ceres-climatology.ipynb\">\n",
    "        <img src = \"https://mybinder.org/badge.svg\" alt = \"Binder\"></th>\n",
    "    <th><a href=\"https://colab.research.google.com/github/ecmwf-projects/copernicus-training-c3s/blob/main/ecv-notebooks/erb-ceres-climatology.ipynb\">\n",
    "        <img src = \"https://colab.research.google.com/assets/colab-badge.svg\" alt = \"Colab\"></th>\n",
    "  </tr>\n",
    "</table>\n",
    "\n",
    "<br><br>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are using `cdsapi` to download the data and `nc-time-axis` for improved handling of time coordinates in Xarray datasets.\n",
    "\n",
    "These packages are not yet included by default on most cloud platforms. You can use `pip` to install it, we use an exclamation mark to pass the command to the shell (not to the Python interpreter)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q cdsapi\n",
    "!pip install -q nc-time-axis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import libraries\n",
    "\n",
    "We will work with data stored in multidimensional arrays, with associated meta-data propagated from the data files. For this purpose, we use a few standard Python libraries, in particular `Xarray` but also `Numpy`. We will also need libraries for file handling and plotting. For the latter, we will use `Matplotlib` as well as the `Xarray` built-in plotting tools."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CDS API\n",
    "import cdsapi\n",
    "\n",
    "# OS functions\n",
    "import os\n",
    "\n",
    "# File download and zip archive handling\n",
    "from urllib.request import urlretrieve\n",
    "import zipfile\n",
    "\n",
    "# Libraries for working with multidimensional arrays and time series data\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import cftime\n",
    "\n",
    "# Libraries for plotting and visualising data\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download data using CDS API\n",
    "\n",
    "This section is provides all necessary settings and input data to successfully run the use cases, and produce the figures. \n",
    "\n",
    "#### Set up CDS API credentials\n",
    "\n",
    "We will request data from the [Climate Data Store (CDS)](https://cds.climate.copernicus.eu/). In case you don't have an account yet, please click on \"Login/register\" at the right top and select \"Create new account\". With the process finished you are able to login to the CDS and can search for your preferred data.\n",
    "\n",
    "We will request data from the CDS programmatically with the help of the CDS API. \n",
    "First, we need to manually set the CDS API credentials. \n",
    "To do so, we need to define two variables: URL and KEY. \n",
    "To obtain these, first login to the CDS, then visit https://cds.climate.copernicus.eu/how-to-api and copy the string of characters listed after \"key:\". Replace the `#########` below with this string.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "URL = 'https://cds.climate.copernicus.eu/api'\n",
    "KEY = '##################################'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Search, and download the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### Identify the data in the Climate Data Store\n",
    "\n",
    "The data to use in this tutorial is the [Tropospheric humidity profiles averaged monthly and zonally from 2006 to present derived from satellite observations](https://cds.climate.copernicus.eu/cdsapp#!/dataset/satellite-humidity-profiles?tab=overview). Look up this dataset in the CDS and select the \"Download data\" tab. There, you will find a form where you can specify whether to use observed RO data or the corresponding reanalysis data, as well as the time period to study. Select the following parameters:\n",
    "\n",
    "    Product type: Radio occultation data\n",
    "    Year: All\n",
    "    Month: All\n",
    "    Variable: All available variables\n",
    "    Format: Zip file\n",
    "\n",
    "At the end of the download form, select \"Show API request\". A block of code will appear, which you can simply copy and paste into a cell of your Jupyter Notebook (see two cells below).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#### Download the data\n",
    "\n",
    "Specify a local directory for download of data from the CDS, and for storing all output files that will be generated. Note that the directory must exist.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATADIR = './data/'\n",
    "os.makedirs(DATADIR, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download the data to your local directory using CDS API functions (here you may use a block of code copied from the CDS download form instead of the code provided below).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-12-17 14:42:33,146 INFO [2024-09-28T00:00:00] **Welcome to the New Climate Data Store (CDS)!** This new system is in its early days of full operations and still undergoing enhancements and fine tuning. Some disruptions are to be expected. Your \n",
      "[feedback](https://jira.ecmwf.int/plugins/servlet/desk/portal/1/create/202) is key to improve the user experience on the new CDS for the benefit of everyone. Thank you.\n",
      "2024-12-17 14:42:33,147 INFO [2024-09-26T00:00:00] Watch our [Forum](https://forum.ecmwf.int/) for Announcements, news and other discussed topics.\n",
      "2024-12-17 14:42:33,148 INFO [2024-09-16T00:00:00] Remember that you need to have an ECMWF account to use the new CDS. **Your old CDS credentials will not work in new CDS!**\n",
      "2024-12-17 14:42:33,148 WARNING [2024-06-16T00:00:00] CDS API syntax is changed and some keys or parameter names may have also changed. To avoid requests failing, please use the \"Show API request code\" tool on the dataset Download Form to check you are using the correct syntax for your API request.\n",
      "2024-12-17 14:42:33,374 INFO Request ID is 372a7c33-5ae9-4acf-a61b-5a61e186ba52\n",
      "2024-12-17 14:42:33,449 INFO status has been updated to accepted\n",
      "2024-12-17 14:42:42,065 INFO status has been updated to successful\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1e3d6c83b4604a6ea6a6d4b78275ce16",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "3f1b80d6a683fc2b92642ec8981daff0.zip:   0%|          | 0.00/43.1M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'./data/ro_hum_monthly_lhgrid.zip'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = cdsapi.Client(url=URL, key=KEY)\n",
    "\n",
    "# Name of the zip file where data from the CDS land.\n",
    "zipfilepath = os.path.join(DATADIR, 'ro_hum_monthly_lhgrid.zip')\n",
    "\n",
    "# Download\n",
    "c.retrieve(\n",
    "    'satellite-humidity-profiles',\n",
    "    {\n",
    "        'product_type': 'radio_occultation_data',\n",
    "        'year': [\n",
    "            '2007', '2008', '2009',\n",
    "            '2010', '2011', '2012',\n",
    "            '2013', '2014', '2015',\n",
    "            '2016', '2017', '2018',\n",
    "            '2019', '2020', '2021',\n",
    "            '2022', '2023',\n",
    "        ],\n",
    "        'month': [\n",
    "            '01', '02', '03',\n",
    "            '04', '05', '06',\n",
    "            '07', '08', '09',\n",
    "            '10', '11', '12',\n",
    "        ],\n",
    "        'variable': 'all',\n",
    "        'format': 'zip',\n",
    "    },\n",
    "    zipfilepath\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#### Unpack and merge data files\n",
    "\n",
    "A zip file should now be available in your local directory. That file will now be unzipped into monthly netCDF files, which will then be merged into a single netCDF file containing all months. After that, the monthly files are deleted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Unzip the data into monthly files (about 200 for the full RO dataset).\n",
    "with zipfile.ZipFile(zipfilepath, 'r') as zip_ref:\n",
    "    filelist = [os.path.join(DATADIR, f) for f in zip_ref.namelist()]\n",
    "    zip_ref.extractall(DATADIR)\n",
    "\n",
    "# Make sure the filelist is in the correct order.\n",
    "filelist.sort(key=lambda x: x.split('_')[3])\n",
    "\n",
    "# Merge monthly netCDF files into a single combined file.\n",
    "merged_netcdf_file = os.path.join(DATADIR, 'hum_mon_lagrid_metop.nc')\n",
    "ds = xr.open_mfdataset(filelist, concat_dim='time', combine='nested')\n",
    "ds.to_netcdf(merged_netcdf_file)\n",
    "\n",
    "# Delete the monthly netCDF files.\n",
    "for f in filelist:\n",
    "    os.remove(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Store as Xarray object and inspect data\n",
    "\n",
    "Now the data should be ready for inspection. The netCDF file format used here is commonly used for array-oriented scientific data. To read and process this data we will make use of the [Xarray](http://xarray.pydata.org/en/stable/) library. Xarray is a Python library designed for working with multi-dimensional arrays that include meta-data. We will read the data from the netCDF file into an [Xarray dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html).\n",
    "\n",
    "After loading, we print the `xarray.Dataset` to explore the contents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 52MB\n",
       "Dimensions:    (time: 204, nv: 2, lat: 36, lon: 1, alt: 251)\n",
       "Coordinates:\n",
       "  * time       (time) object 2kB 2007-01-16 00:00:00 ... 2023-12-16 00:00:00\n",
       "  * alt        (alt) float32 1kB 0.0 200.0 400.0 ... 4.96e+04 4.98e+04 5e+04\n",
       "  * lat        (lat) float32 144B -87.5 -82.5 -77.5 -72.5 ... 77.5 82.5 87.5\n",
       "  * lon        (lon) float32 4B 180.0\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    mission    (time) |S64 13kB ...\n",
       "    year       (time) int32 816B ...\n",
       "    month      (time) int32 816B ...\n",
       "    time_bnd   (time, nv) object 3kB ...\n",
       "    lat_bnd    (time, lat, nv) float32 59kB ...\n",
       "    lon_bnd    (time, lon, nv) float32 2kB ...\n",
       "    WQ         (time, alt, lat, lon) float32 7MB ...\n",
       "    Q          (time, alt, lat, lon) float32 7MB ...\n",
       "    Q_num      (time, alt, lat, lon) float64 15MB ...\n",
       "    Q_obssig   (time, alt, lat, lon) float32 7MB ...\n",
       "    Q_samperr  (time, alt, lat, lon) float32 7MB ...\n",
       "    Q_stdev    (time, alt, lat, lon) float32 7MB ...\n",
       "Attributes: (12/15)\n",
       "    title:                ROM SAF Radio Occultation Data\n",
       "    description:          Reprocessed gridded monthly mean humidity\n",
       "    institution:          DMI (ROM SAF)\n",
       "    history:              Based on EUMETSAT excess phase data\n",
       "    Conventions:          CF-1.6\n",
       "    product_doi:          10.15770/EUM_SAF_GRM_0002\n",
       "    ...                   ...\n",
       "    product_version:      1.0\n",
       "    processing_center:    DMI (ROM SAF)\n",
       "    processing_software:  GPAC 2.3.0\n",
       "    processing_date:      2018-01-12 14:42:37.763\n",
       "    software_name:        ROMCLIM\n",
       "    software_version:     V1.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-eb12c523-67f4-4e03-aa2c-43c6c4e4406c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eb12c523-67f4-4e03-aa2c-43c6c4e4406c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 204</li><li><span>nv</span>: 2</li><li><span class='xr-has-index'>lat</span>: 36</li><li><span class='xr-has-index'>lon</span>: 1</li><li><span class='xr-has-index'>alt</span>: 251</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1805f43d-035a-473e-bf62-d9ee79905a05' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1805f43d-035a-473e-bf62-d9ee79905a05' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2007-01-16 00:00:00 ... 2023-12-...</div><input id='attrs-3fb54756-2cd9-4266-bc17-b10a7458d264' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3fb54756-2cd9-4266-bc17-b10a7458d264' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8596b19-012a-41c3-a4ba-46aa21a06a83' class='xr-var-data-in' type='checkbox'><label for='data-d8596b19-012a-41c3-a4ba-46aa21a06a83' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>reference time for monthly mean</dd><dt><span>valid_range :</span></dt><dd>[    0. 38351.]</dd><dt><span>bounds :</span></dt><dd>time_bnd</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeJulian(2007, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       ...,\n",
       "       cftime.DatetimeJulian(2023, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2023, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2023, 12, 16, 0, 0, 0, 0, has_year_zero=False)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>alt</span></div><div class='xr-var-dims'>(alt)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 200.0 400.0 ... 4.98e+04 5e+04</div><input id='attrs-ffbae061-f52b-456d-9da9-106aad167023' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffbae061-f52b-456d-9da9-106aad167023' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dc0a871-6706-4ff6-b745-4178667f8c5b' class='xr-var-data-in' type='checkbox'><label for='data-6dc0a871-6706-4ff6-b745-4178667f8c5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>MSL altitude</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_range :</span></dt><dd>[ -1000. 150000.]</dd><dt><span>positive :</span></dt><dd>up</dd></dl></div><div class='xr-var-data'><pre>array([    0.,   200.,   400., ..., 49600., 49800., 50000.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-87.5 -82.5 -77.5 ... 82.5 87.5</div><input id='attrs-ffc41527-58ec-481f-acaa-e0b87f559eba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffc41527-58ec-481f-acaa-e0b87f559eba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-477c3e39-b25d-42c9-b684-c4e1204e2d7c' class='xr-var-data-in' type='checkbox'><label for='data-477c3e39-b25d-42c9-b684-c4e1204e2d7c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>valid_range :</span></dt><dd>[-90.  90.]</dd><dt><span>bounds :</span></dt><dd>lat_bnd</dd></dl></div><div class='xr-var-data'><pre>array([-87.5, -82.5, -77.5, -72.5, -67.5, -62.5, -57.5, -52.5, -47.5, -42.5,\n",
       "       -37.5, -32.5, -27.5, -22.5, -17.5, -12.5,  -7.5,  -2.5,   2.5,   7.5,\n",
       "        12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,  52.5,  57.5,\n",
       "        62.5,  67.5,  72.5,  77.5,  82.5,  87.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>180.0</div><input id='attrs-41486784-a41d-4895-8538-81cc1d3a7d0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41486784-a41d-4895-8538-81cc1d3a7d0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f65194e9-3c34-4204-967c-d2a16a62714c' class='xr-var-data-in' type='checkbox'><label for='data-f65194e9-3c34-4204-967c-d2a16a62714c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>valid_range :</span></dt><dd>[  0. 360.]</dd><dt><span>bounds :</span></dt><dd>lon_bnd</dd></dl></div><div class='xr-var-data'><pre>array([180.], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dcba9192-9fb1-4ff3-9ca9-afe086d6c182' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dcba9192-9fb1-4ff3-9ca9-afe086d6c182' class='xr-section-summary' >Data variables: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>mission</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>|S64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c9475721-deaf-4201-9cb7-052ba2584e27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9475721-deaf-4201-9cb7-052ba2584e27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc87e7a7-03b9-4a3f-8d33-e95a2abb4dcb' class='xr-var-data-in' type='checkbox'><label for='data-bc87e7a7-03b9-4a3f-8d33-e95a2abb4dcb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>mission/satellite</dd></dl></div><div class='xr-var-data'><pre>[204 values with dtype=|S64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-10b1e03c-6983-4813-b758-2c268bf476fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10b1e03c-6983-4813-b758-2c268bf476fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e9111ef-f7e5-4a91-8b1f-d147ace237af' class='xr-var-data-in' type='checkbox'><label for='data-2e9111ef-f7e5-4a91-8b1f-d147ace237af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>calendar year</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_range :</span></dt><dd>[1995 2099]</dd></dl></div><div class='xr-var-data'><pre>[204 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-34ac79bb-8abf-47a3-9802-20c78c0d7999' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34ac79bb-8abf-47a3-9802-20c78c0d7999' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0601b453-c578-43d9-9f36-eb5b31fdd1bf' class='xr-var-data-in' type='checkbox'><label for='data-0601b453-c578-43d9-9f36-eb5b31fdd1bf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>calendar month</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_range :</span></dt><dd>[ 1 12]</dd></dl></div><div class='xr-var-data'><pre>[204 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnd</span></div><div class='xr-var-dims'>(time, nv)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cc95a8c9-385e-4267-bad6-25ad44a94919' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc95a8c9-385e-4267-bad6-25ad44a94919' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac684094-dd7a-47b8-9ce0-423ba04af011' class='xr-var-data-in' type='checkbox'><label for='data-ac684094-dd7a-47b8-9ce0-423ba04af011' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[408 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnd</span></div><div class='xr-var-dims'>(time, lat, nv)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4e5c0339-690e-42fd-a446-2b7158a7484e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e5c0339-690e-42fd-a446-2b7158a7484e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e298d2cd-b197-474c-8370-a57bf820c904' class='xr-var-data-in' type='checkbox'><label for='data-e298d2cd-b197-474c-8370-a57bf820c904' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[14688 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnd</span></div><div class='xr-var-dims'>(time, lon, nv)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4f33cfd3-cd29-46ed-9a64-97c2126b08a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f33cfd3-cd29-46ed-9a64-97c2126b08a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13dbe4dc-d675-4489-8f1a-587774cea1b4' class='xr-var-data-in' type='checkbox'><label for='data-13dbe4dc-d675-4489-8f1a-587774cea1b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[408 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WQ</span></div><div class='xr-var-dims'>(time, alt, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fc1f5a5e-667e-40b9-9190-66c8b5dd80cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc1f5a5e-667e-40b9-9190-66c8b5dd80cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dddba3c7-f439-4f20-a315-7823b403a463' class='xr-var-data-in' type='checkbox'><label for='data-dddba3c7-f439-4f20-a315-7823b403a463' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>a priori fraction</dd><dt><span>units :</span></dt><dd>percent</dd><dt><span>valid_range :</span></dt><dd>[  0. 100.]</dd></dl></div><div class='xr-var-data'><pre>[1843344 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q</span></div><div class='xr-var-dims'>(time, alt, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d4aed314-9a58-44a8-9881-e8007490b80c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4aed314-9a58-44a8-9881-e8007490b80c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1f5ef2e-46b2-4044-9525-d90cac8384e0' class='xr-var-data-in' type='checkbox'><label for='data-b1f5ef2e-46b2-4044-9525-d90cac8384e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: area: mean</dd><dt><span>long_name :</span></dt><dd>monthly mean humidity (sampling error corrected)</dd><dt><span>units :</span></dt><dd>g/kg</dd><dt><span>valid_range :</span></dt><dd>[ 0. 50.]</dd></dl></div><div class='xr-var-data'><pre>[1843344 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q_num</span></div><div class='xr-var-dims'>(time, alt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f98d1aad-890a-4a67-b2bd-9354055d59a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f98d1aad-890a-4a67-b2bd-9354055d59a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47a16545-d69c-4e95-be3b-8c3c702929e6' class='xr-var-data-in' type='checkbox'><label for='data-47a16545-d69c-4e95-be3b-8c3c702929e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>monthly data number</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_range :</span></dt><dd>[     0 999999]</dd></dl></div><div class='xr-var-data'><pre>[1843344 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q_obssig</span></div><div class='xr-var-dims'>(time, alt, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c3a6ef50-a878-45f9-b950-15ecaa7b3d65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3a6ef50-a878-45f9-b950-15ecaa7b3d65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e6b6d9c-4c33-49fb-8154-aaef6d5ed9ed' class='xr-var-data-in' type='checkbox'><label for='data-2e6b6d9c-4c33-49fb-8154-aaef6d5ed9ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>measurement uncertainty of the mean</dd><dt><span>units :</span></dt><dd>g/kg</dd><dt><span>valid_range :</span></dt><dd>[ 0. 10.]</dd></dl></div><div class='xr-var-data'><pre>[1843344 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q_samperr</span></div><div class='xr-var-dims'>(time, alt, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-38d4bc3b-5b16-4cd4-a279-f51fc38f05a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38d4bc3b-5b16-4cd4-a279-f51fc38f05a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-424c374e-a147-4c8a-a1ca-e72d685cb44d' class='xr-var-data-in' type='checkbox'><label for='data-424c374e-a147-4c8a-a1ca-e72d685cb44d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sampling error of the mean</dd><dt><span>units :</span></dt><dd>g/kg</dd><dt><span>valid_range :</span></dt><dd>[-10.  10.]</dd></dl></div><div class='xr-var-data'><pre>[1843344 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q_stdev</span></div><div class='xr-var-dims'>(time, alt, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-aadda2b8-43da-4e64-a3e3-fbd8d694e9fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aadda2b8-43da-4e64-a3e3-fbd8d694e9fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d7400d3-a1c3-4731-95a7-dee63058bafe' class='xr-var-data-in' type='checkbox'><label for='data-8d7400d3-a1c3-4731-95a7-dee63058bafe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: area: standard_deviation</dd><dt><span>long_name :</span></dt><dd>monthly standard deviation of humidity</dd><dt><span>units :</span></dt><dd>g/kg</dd><dt><span>valid_range :</span></dt><dd>[ 0. 10.]</dd></dl></div><div class='xr-var-data'><pre>[1843344 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1541603-d17c-4b71-86ec-f36abc3e7048' class='xr-section-summary-in' type='checkbox'  ><label for='section-d1541603-d17c-4b71-86ec-f36abc3e7048' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4ff92d7d-241a-4383-aff2-475c2995e522' class='xr-index-data-in' type='checkbox'/><label for='index-4ff92d7d-241a-4383-aff2-475c2995e522' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([2007-01-16 00:00:00, 2007-02-16 00:00:00, 2007-03-16 00:00:00,\n",
       "             2007-04-16 00:00:00, 2007-05-16 00:00:00, 2007-06-16 00:00:00,\n",
       "             2007-07-16 00:00:00, 2007-08-16 00:00:00, 2007-09-16 00:00:00,\n",
       "             2007-10-16 00:00:00,\n",
       "             ...\n",
       "             2023-03-16 00:00:00, 2023-04-16 00:00:00, 2023-05-16 00:00:00,\n",
       "             2023-06-16 00:00:00, 2023-07-16 00:00:00, 2023-08-16 00:00:00,\n",
       "             2023-09-16 00:00:00, 2023-10-16 00:00:00, 2023-11-16 00:00:00,\n",
       "             2023-12-16 00:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=204, calendar=&#x27;julian&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>alt</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-39bbdcfb-0247-4560-a57c-12919d9059ed' class='xr-index-data-in' type='checkbox'/><label for='index-39bbdcfb-0247-4560-a57c-12919d9059ed' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([    0.0,   200.0,   400.0,   600.0,   800.0,  1000.0,  1200.0,  1400.0,\n",
       "        1600.0,  1800.0,\n",
       "       ...\n",
       "       48200.0, 48400.0, 48600.0, 48800.0, 49000.0, 49200.0, 49400.0, 49600.0,\n",
       "       49800.0, 50000.0],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;alt&#x27;, length=251))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ae05205d-ea88-4ec1-9753-38d74ca99c51' class='xr-index-data-in' type='checkbox'/><label for='index-ae05205d-ea88-4ec1-9753-38d74ca99c51' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-87.5, -82.5, -77.5, -72.5, -67.5, -62.5, -57.5, -52.5, -47.5, -42.5,\n",
       "       -37.5, -32.5, -27.5, -22.5, -17.5, -12.5,  -7.5,  -2.5,   2.5,   7.5,\n",
       "        12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,  52.5,  57.5,\n",
       "        62.5,  67.5,  72.5,  77.5,  82.5,  87.5],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5db6baaa-1a22-4d1e-86c4-54b5c40a8a8f' class='xr-index-data-in' type='checkbox'/><label for='index-5db6baaa-1a22-4d1e-86c4-54b5c40a8a8f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([180.0], dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-790a3ba8-a066-48a1-86e5-3f6a8760e207' class='xr-section-summary-in' type='checkbox'  ><label for='section-790a3ba8-a066-48a1-86e5-3f6a8760e207' class='xr-section-summary' >Attributes: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>ROM SAF Radio Occultation Data</dd><dt><span>description :</span></dt><dd>Reprocessed gridded monthly mean humidity</dd><dt><span>institution :</span></dt><dd>DMI (ROM SAF)</dd><dt><span>history :</span></dt><dd>Based on EUMETSAT excess phase data</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>product_doi :</span></dt><dd>10.15770/EUM_SAF_GRM_0002</dd><dt><span>product_name :</span></dt><dd>Reprocessed Humidity Grid</dd><dt><span>product_acronym :</span></dt><dd>RHGMET</dd><dt><span>product_id :</span></dt><dd>GRM-29-L3-H-R1</dd><dt><span>product_version :</span></dt><dd>1.0</dd><dt><span>processing_center :</span></dt><dd>DMI (ROM SAF)</dd><dt><span>processing_software :</span></dt><dd>GPAC 2.3.0</dd><dt><span>processing_date :</span></dt><dd>2018-01-12 14:42:37.763</dd><dt><span>software_name :</span></dt><dd>ROMCLIM</dd><dt><span>software_version :</span></dt><dd>V1.2</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 52MB\n",
       "Dimensions:    (time: 204, nv: 2, lat: 36, lon: 1, alt: 251)\n",
       "Coordinates:\n",
       "  * time       (time) object 2kB 2007-01-16 00:00:00 ... 2023-12-16 00:00:00\n",
       "  * alt        (alt) float32 1kB 0.0 200.0 400.0 ... 4.96e+04 4.98e+04 5e+04\n",
       "  * lat        (lat) float32 144B -87.5 -82.5 -77.5 -72.5 ... 77.5 82.5 87.5\n",
       "  * lon        (lon) float32 4B 180.0\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    mission    (time) |S64 13kB ...\n",
       "    year       (time) int32 816B ...\n",
       "    month      (time) int32 816B ...\n",
       "    time_bnd   (time, nv) object 3kB ...\n",
       "    lat_bnd    (time, lat, nv) float32 59kB ...\n",
       "    lon_bnd    (time, lon, nv) float32 2kB ...\n",
       "    WQ         (time, alt, lat, lon) float32 7MB ...\n",
       "    Q          (time, alt, lat, lon) float32 7MB ...\n",
       "    Q_num      (time, alt, lat, lon) float64 15MB ...\n",
       "    Q_obssig   (time, alt, lat, lon) float32 7MB ...\n",
       "    Q_samperr  (time, alt, lat, lon) float32 7MB ...\n",
       "    Q_stdev    (time, alt, lat, lon) float32 7MB ...\n",
       "Attributes: (12/15)\n",
       "    title:                ROM SAF Radio Occultation Data\n",
       "    description:          Reprocessed gridded monthly mean humidity\n",
       "    institution:          DMI (ROM SAF)\n",
       "    history:              Based on EUMETSAT excess phase data\n",
       "    Conventions:          CF-1.6\n",
       "    product_doi:          10.15770/EUM_SAF_GRM_0002\n",
       "    ...                   ...\n",
       "    product_version:      1.0\n",
       "    processing_center:    DMI (ROM SAF)\n",
       "    processing_software:  GPAC 2.3.0\n",
       "    processing_date:      2018-01-12 14:42:37.763\n",
       "    software_name:        ROMCLIM\n",
       "    software_version:     V1.2"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data from the merged netCDF file into an Xarray dataset.\n",
    "ds = xr.open_dataset(merged_netcdf_file)\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset has one _data variable_ called **_Q_**, which is the monthly mean specific humidity, and four _coordinates_ **_time_**, **_alt_**, **_lat_**, and **_lon_**. The _dimensions_ show that the longitude is collapsed into a single grid point, while there are 36 latitudes and 251 altitudes. Hence, the grid is a purely zonal latitude-altitude grid, with data averaged over all longitudes.\n",
    "\n",
    "We now remove the longitude dimension since that is not really used. We also convert altitudes to kilometers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove the longitude dimension, which has size one\n",
    "ds = ds.drop_vars(['lon', 'lon_bnd'])\n",
    "ds = ds.squeeze()\n",
    "\n",
    "# Convert altitudes to kilometer\n",
    "ds.coords['alt'] = ds['alt'] / 1000.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While an Xarray `Dataset` may contain multiple variables, an Xarray `DataArray` holds a single multi-dimensional variable and its coordinates. Let us now extract data arrays from the datasets, in order to simplify the data processing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract Xarray data arrays from Xarray datasets\n",
    "da_year  = ds['year']\n",
    "da_month = ds['month']\n",
    "da_mean  = ds['Q']\n",
    "da_stdev = ds['Q_stdev']\n",
    "da_num   = ds['Q_num']\n",
    "\n",
    "da_time = ds['time']\n",
    "da_lat  = ds['lat']\n",
    "da_alt  = ds['alt']\n",
    "\n",
    "# # Extract dimensions as integers\n",
    "Ntime = ds.sizes['time']\n",
    "Nalt  = ds.sizes['alt']\n",
    "Nlat  = ds.sizes['lat']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now inspect the data array containing the humidity monthly means:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;Q&#x27; (time: 204, alt: 251, lat: 36)&gt; Size: 7MB\n",
       "[1843344 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) object 2kB 2007-01-16 00:00:00 ... 2023-12-16 00:00:00\n",
       "  * lat      (lat) float32 144B -87.5 -82.5 -77.5 -72.5 ... 72.5 77.5 82.5 87.5\n",
       "  * alt      (alt) float32 1kB 0.0 0.2 0.4 0.6 0.8 ... 49.2 49.4 49.6 49.8 50.0\n",
       "Attributes:\n",
       "    cell_methods:  time: area: mean\n",
       "    long_name:     monthly mean humidity (sampling error corrected)\n",
       "    units:         g/kg\n",
       "    valid_range:   [ 0. 50.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Q'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 204</li><li><span class='xr-has-index'>alt</span>: 251</li><li><span class='xr-has-index'>lat</span>: 36</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-3581de2c-68cd-44a5-8314-e31038119bb4' class='xr-array-in' type='checkbox' checked><label for='section-3581de2c-68cd-44a5-8314-e31038119bb4' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[1843344 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-a954dda0-0c39-4b26-b1b2-5fe8726e66ce' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a954dda0-0c39-4b26-b1b2-5fe8726e66ce' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2007-01-16 00:00:00 ... 2023-12-...</div><input id='attrs-443c84bc-add8-4674-ae96-7435cfc0c645' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-443c84bc-add8-4674-ae96-7435cfc0c645' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46eef684-8556-4c5a-a84d-6bbc51d83ee5' class='xr-var-data-in' type='checkbox'><label for='data-46eef684-8556-4c5a-a84d-6bbc51d83ee5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>reference time for monthly mean</dd><dt><span>valid_range :</span></dt><dd>[    0. 38351.]</dd><dt><span>bounds :</span></dt><dd>time_bnd</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeJulian(2007, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       ...,\n",
       "       cftime.DatetimeJulian(2023, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2023, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2023, 12, 16, 0, 0, 0, 0, has_year_zero=False)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-87.5 -82.5 -77.5 ... 82.5 87.5</div><input id='attrs-69a3623d-c4af-4dcd-943f-0593c7208986' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69a3623d-c4af-4dcd-943f-0593c7208986' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d962232-26a2-4e47-a041-3564ff5d91d7' class='xr-var-data-in' type='checkbox'><label for='data-5d962232-26a2-4e47-a041-3564ff5d91d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>valid_range :</span></dt><dd>[-90.  90.]</dd><dt><span>bounds :</span></dt><dd>lat_bnd</dd></dl></div><div class='xr-var-data'><pre>array([-87.5, -82.5, -77.5, -72.5, -67.5, -62.5, -57.5, -52.5, -47.5, -42.5,\n",
       "       -37.5, -32.5, -27.5, -22.5, -17.5, -12.5,  -7.5,  -2.5,   2.5,   7.5,\n",
       "        12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,  52.5,  57.5,\n",
       "        62.5,  67.5,  72.5,  77.5,  82.5,  87.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>alt</span></div><div class='xr-var-dims'>(alt)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.2 0.4 0.6 ... 49.6 49.8 50.0</div><input id='attrs-38aa165d-8b04-458f-a0b1-e153a63410b6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38aa165d-8b04-458f-a0b1-e153a63410b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d52a4c2-38da-40b5-beee-62f8a9c9571d' class='xr-var-data-in' type='checkbox'><label for='data-6d52a4c2-38da-40b5-beee-62f8a9c9571d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0. ,  0.2,  0.4, ..., 49.6, 49.8, 50. ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-df6f4a3b-c88b-42b7-8201-4bcbb0601f3c' class='xr-section-summary-in' type='checkbox'  ><label for='section-df6f4a3b-c88b-42b7-8201-4bcbb0601f3c' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2c86f80d-8c3b-4161-b6fd-95453ea6ee22' class='xr-index-data-in' type='checkbox'/><label for='index-2c86f80d-8c3b-4161-b6fd-95453ea6ee22' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([2007-01-16 00:00:00, 2007-02-16 00:00:00, 2007-03-16 00:00:00,\n",
       "             2007-04-16 00:00:00, 2007-05-16 00:00:00, 2007-06-16 00:00:00,\n",
       "             2007-07-16 00:00:00, 2007-08-16 00:00:00, 2007-09-16 00:00:00,\n",
       "             2007-10-16 00:00:00,\n",
       "             ...\n",
       "             2023-03-16 00:00:00, 2023-04-16 00:00:00, 2023-05-16 00:00:00,\n",
       "             2023-06-16 00:00:00, 2023-07-16 00:00:00, 2023-08-16 00:00:00,\n",
       "             2023-09-16 00:00:00, 2023-10-16 00:00:00, 2023-11-16 00:00:00,\n",
       "             2023-12-16 00:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=204, calendar=&#x27;julian&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9dbee894-9f6e-4b8e-b11a-179c5cef4cb7' class='xr-index-data-in' type='checkbox'/><label for='index-9dbee894-9f6e-4b8e-b11a-179c5cef4cb7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-87.5, -82.5, -77.5, -72.5, -67.5, -62.5, -57.5, -52.5, -47.5, -42.5,\n",
       "       -37.5, -32.5, -27.5, -22.5, -17.5, -12.5,  -7.5,  -2.5,   2.5,   7.5,\n",
       "        12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,  52.5,  57.5,\n",
       "        62.5,  67.5,  72.5,  77.5,  82.5,  87.5],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>alt</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ba20e0a1-3fee-459c-89a6-f7eecaa4f380' class='xr-index-data-in' type='checkbox'/><label for='index-ba20e0a1-3fee-459c-89a6-f7eecaa4f380' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([                0.0, 0.20000000298023224,  0.4000000059604645,\n",
       "        0.6000000238418579,   0.800000011920929,                 1.0,\n",
       "        1.2000000476837158,   1.399999976158142,   1.600000023841858,\n",
       "        1.7999999523162842,\n",
       "       ...\n",
       "         48.20000076293945,  48.400001525878906,  48.599998474121094,\n",
       "         48.79999923706055,                49.0,   49.20000076293945,\n",
       "        49.400001525878906,  49.599998474121094,   49.79999923706055,\n",
       "                      50.0],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;alt&#x27;, length=251))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f827a222-0630-48cc-8b13-57867caec39c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f827a222-0630-48cc-8b13-57867caec39c' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: area: mean</dd><dt><span>long_name :</span></dt><dd>monthly mean humidity (sampling error corrected)</dd><dt><span>units :</span></dt><dd>g/kg</dd><dt><span>valid_range :</span></dt><dd>[ 0. 50.]</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'Q' (time: 204, alt: 251, lat: 36)> Size: 7MB\n",
       "[1843344 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) object 2kB 2007-01-16 00:00:00 ... 2023-12-16 00:00:00\n",
       "  * lat      (lat) float32 144B -87.5 -82.5 -77.5 -72.5 ... 72.5 77.5 82.5 87.5\n",
       "  * alt      (alt) float32 1kB 0.0 0.2 0.4 0.6 0.8 ... 49.2 49.4 49.6 49.8 50.0\n",
       "Attributes:\n",
       "    cell_methods:  time: area: mean\n",
       "    long_name:     monthly mean humidity (sampling error corrected)\n",
       "    units:         g/kg\n",
       "    valid_range:   [ 0. 50.]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "da_mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, we find that this Xarray object only contains the humidity monthly means, along with the relevant coordinate variables and attributes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use case 1: Global latitude-height distribution of tropospheric humidity\n",
    "\n",
    "### Monthly mean humidity\n",
    "\n",
    "This use case is about visualizing humidity data from a selected month. With the built-in Xarray method `plot()`, you can easily plot a certain time step of the loaded array. Let's generate some plots for January 2007."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1662ecad0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# January 2007\n",
    "plot_date = \"2007-01\"\n",
    "\n",
    "da_mean_plot_date = da_mean.sel(time=plot_date).squeeze()\n",
    "da_stdev_plot_date = da_stdev.sel(time=plot_date).squeeze()\n",
    "\n",
    "da_mean_plot_date.plot(\n",
    "    xlim=[-90.0, 90.0], ylim=[0.0, 12.0], vmin=0.0, vmax=15.0, extend='max', cmap='PuBuGn'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An alternative to the built-in Xarray plotting functions is to use [Matplotlib](https://matplotlib.org/) plotting tools that operate on Numpy arrays. Here, we repeat the monthly mean humidity plot using Matplotlib. The _contourf_ function gives a less \"noisy\" plot than _pcolormesh_, and have access to more plot options, but may require some experimentation. It is also possible to save the plot as a png file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the figure panel\n",
    "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
    "\n",
    "# Plot the data with pcolormesh\n",
    "# im = plt.pcolormesh(X, Y, Z[imon,:,:,0], vmin=0.0, vmax=15.0, cmap='PuBuGn')   # 'RdBu_r'\n",
    "\n",
    "# ... or plot with contour/contourf, manually defining the set of contours\n",
    "clevels = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0]\n",
    "im = plt.contour(\n",
    "    da_lat, da_alt, da_mean_plot_date, levels=clevels, linewidths=0.4, colors='k'\n",
    ")\n",
    "im = plt.contourf(\n",
    "    da_lat, da_alt, da_mean_plot_date, levels=clevels, vmin=0.0, vmax=15.0,\n",
    "    extend='max', cmap='PuBuGn'\n",
    ")\n",
    "\n",
    "# Set figure title, axes ticks and labels, grid, etc.\n",
    "ax.set_title('Humidity', fontsize=16)\n",
    "ax.set_xlabel('latitude  /  deg N', fontsize=12)\n",
    "ax.set_ylabel('altitude  /  km', fontsize=12)\n",
    "ax.set_xlim(xmin=-90.0, xmax=90.0)\n",
    "ax.set_ylim(ymin=0.0, ymax=12.0)\n",
    "ax.xaxis.set_ticks([-90, -60, -30, 0, 30, 60, 90])\n",
    "ax.xaxis.grid(True, linewidth=0.4, linestyle='-', color='0.8')\n",
    "\n",
    "# Specify the colorbar\n",
    "cbar = fig.colorbar(im, fraction=0.05, pad=0.04)\n",
    "cbar.set_label('monthly mean humidity  /  g/kg')\n",
    "\n",
    "# Save the figure as a png file\n",
    "# fig.savefig(f'{DATADIR}hum_mon_lagrid_metop.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We find that the humidity has a peak in the lower troposphere near the equator. As we will se below (Use case 3) this peak moves seasonally back and forth in the north-south direction, as the Inter-Tropical Convergence Zone (ITCZ) moves through the seasons. We will also see (Use case 4) that the ENSO phenomenon in the Pacific has a dominating impact on the global humidity.\n",
    "\n",
    "### Monthly standard deviation\n",
    "\n",
    "Similarly, we can plot the monthly standard deviation as measure of the variability of the humidity within a month:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the figure panel\n",
    "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
    "\n",
    "# Plot the data with pcolormesh\n",
    "# im = plt.pcolormesh(X, Y, Z[imon,:,:,0], vmin=0.0, vmax=4.0, cmap='PuBuGn')   # 'RdBu_r'\n",
    "\n",
    "# ... or plot with contour/contourf\n",
    "im = plt.contour(\n",
    "    da_lat, da_alt, da_stdev_plot_date, levels=15, linewidths=0.4, colors='k'\n",
    ")\n",
    "im = plt.contourf(\n",
    "    da_lat, da_alt, da_stdev_plot_date, levels=15, vmin=0.0, vmax=4.0,\n",
    "    extend='max', cmap='PuBuGn'\n",
    ")\n",
    "# Set figure title, axes ticks and labels, grid, etc.\n",
    "ax.set_title('Humidity variability', fontsize=16)\n",
    "ax.set_xlabel('latitude  /  deg N', fontsize=12)\n",
    "ax.set_ylabel('altitude  /  km', fontsize=12)\n",
    "ax.set_xlim(xmin=-90.0, xmax=90.0)\n",
    "ax.set_ylim(ymin=0.0, ymax=12.0)\n",
    "ax.xaxis.set_ticks([-90, -60, -30, 0, 30, 60, 90])\n",
    "ax.xaxis.grid(True, linewidth=0.4, linestyle='-', color='0.8')\n",
    "\n",
    "# Specify the colorbar\n",
    "cbar = plt.colorbar(im, fraction=0.05, pad=0.04)\n",
    "cbar.set_label('monthly standard deviation of humidity  /  g/kg')\n",
    "\n",
    "# Save the figure\n",
    "# fig.savefig(f'{DATADIR}hum_mon_lagrid_metop.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The zonal standard deviation plot has a pronounced two-peaked structure. This is largely a consequence of the fact that the standard deviation in a zonal grid not only measures the variability in time, but also the variability in longitude. Near the edge of the ITCZ, between say 15-25 degrees latitude, we find regions that are dry as well as regions that are humid at the same latitude, while nearer the equator humid conditions prevail at almost all longitudes. Just like the humidity distribution, the variability distribution moves seasonally back and forth over the equator as the ITCZ moves."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Use case 2: Climate normal and anomalies\n",
    "\n",
    "### WMO standard reference periods\n",
    "\n",
    "The World Meteorological Organization (WMO) defines standard reference periods for which climate normals are computed. Since 2021, the WMO recommends basing climate normals on the 1991-2020 reference period, replacing the previously used time period 1981-2010. \n",
    "\n",
    "Climate normals can be considered as the typical climate for the period the normals are based on. It is important that the reference periods are long enough that year-to-year variations are reasonably averaged out in the computed normals.\n",
    "\n",
    "### Climate normals for a reference period\n",
    "\n",
    "Many observational data records are not available for the full 30-year reference period recommended by the WMO. We have to work with shorter reference periods, limited by the availability of data.\n",
    "\n",
    "To compute a climate normal we first define a certain reference period, and limit the data arrays to that period:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;Q&#x27; (time: 192, alt: 251, lat: 36)&gt; Size: 7MB\n",
       "[1734912 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) object 2kB 2007-01-16 00:00:00 ... 2022-12-16 00:00:00\n",
       "  * lat      (lat) float32 144B -87.5 -82.5 -77.5 -72.5 ... 72.5 77.5 82.5 87.5\n",
       "  * alt      (alt) float32 1kB 0.0 0.2 0.4 0.6 0.8 ... 49.2 49.4 49.6 49.8 50.0\n",
       "Attributes:\n",
       "    cell_methods:  time: area: mean\n",
       "    long_name:     monthly mean humidity (sampling error corrected)\n",
       "    units:         g/kg\n",
       "    valid_range:   [ 0. 50.]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Q'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 192</li><li><span class='xr-has-index'>alt</span>: 251</li><li><span class='xr-has-index'>lat</span>: 36</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b460985c-6099-4b8a-a7b7-25d297cbd1d9' class='xr-array-in' type='checkbox' checked><label for='section-b460985c-6099-4b8a-a7b7-25d297cbd1d9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[1734912 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-b6362cd0-2857-441c-9c9e-dd5cb73e868d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b6362cd0-2857-441c-9c9e-dd5cb73e868d' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2007-01-16 00:00:00 ... 2022-12-...</div><input id='attrs-ab9a88ab-9329-442f-a80b-2658c475a44c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab9a88ab-9329-442f-a80b-2658c475a44c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-850a24c6-9246-4024-996e-434ac64077b3' class='xr-var-data-in' type='checkbox'><label for='data-850a24c6-9246-4024-996e-434ac64077b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>reference time for monthly mean</dd><dt><span>valid_range :</span></dt><dd>[    0. 38351.]</dd><dt><span>bounds :</span></dt><dd>time_bnd</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeJulian(2007, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2007, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2008, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2009, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2010, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2011, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2012, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2013, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2014, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2015, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2016, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2017, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2018, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2019, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2020, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2021, 12, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 1, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 2, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 3, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 4, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 5, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 6, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 7, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 8, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 9, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 10, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 11, 16, 0, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(2022, 12, 16, 0, 0, 0, 0, has_year_zero=False)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-87.5 -82.5 -77.5 ... 82.5 87.5</div><input id='attrs-ffd827f4-790c-46be-894c-eea613ebfed7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffd827f4-790c-46be-894c-eea613ebfed7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4ea91a1-a029-4b9a-8b91-b52212dce0b8' class='xr-var-data-in' type='checkbox'><label for='data-b4ea91a1-a029-4b9a-8b91-b52212dce0b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>valid_range :</span></dt><dd>[-90.  90.]</dd><dt><span>bounds :</span></dt><dd>lat_bnd</dd></dl></div><div class='xr-var-data'><pre>array([-87.5, -82.5, -77.5, -72.5, -67.5, -62.5, -57.5, -52.5, -47.5, -42.5,\n",
       "       -37.5, -32.5, -27.5, -22.5, -17.5, -12.5,  -7.5,  -2.5,   2.5,   7.5,\n",
       "        12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,  52.5,  57.5,\n",
       "        62.5,  67.5,  72.5,  77.5,  82.5,  87.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>alt</span></div><div class='xr-var-dims'>(alt)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.2 0.4 0.6 ... 49.6 49.8 50.0</div><input id='attrs-511120a5-b054-4d62-9851-a8b8d625f9b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-511120a5-b054-4d62-9851-a8b8d625f9b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aceaf85f-d515-46d9-ad27-1a41f2e5e152' class='xr-var-data-in' type='checkbox'><label for='data-aceaf85f-d515-46d9-ad27-1a41f2e5e152' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0. ,  0.2,  0.4, ..., 49.6, 49.8, 50. ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ee9351ef-d626-401b-b530-2d1655874bd1' class='xr-section-summary-in' type='checkbox'  ><label for='section-ee9351ef-d626-401b-b530-2d1655874bd1' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5fb5865e-89c8-4f16-bf90-67b9e7ef3578' class='xr-index-data-in' type='checkbox'/><label for='index-5fb5865e-89c8-4f16-bf90-67b9e7ef3578' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([2007-01-16 00:00:00, 2007-02-16 00:00:00, 2007-03-16 00:00:00,\n",
       "             2007-04-16 00:00:00, 2007-05-16 00:00:00, 2007-06-16 00:00:00,\n",
       "             2007-07-16 00:00:00, 2007-08-16 00:00:00, 2007-09-16 00:00:00,\n",
       "             2007-10-16 00:00:00,\n",
       "             ...\n",
       "             2022-03-16 00:00:00, 2022-04-16 00:00:00, 2022-05-16 00:00:00,\n",
       "             2022-06-16 00:00:00, 2022-07-16 00:00:00, 2022-08-16 00:00:00,\n",
       "             2022-09-16 00:00:00, 2022-10-16 00:00:00, 2022-11-16 00:00:00,\n",
       "             2022-12-16 00:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=192, calendar=&#x27;julian&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7ec689ec-d991-41cb-b931-9be7048db053' class='xr-index-data-in' type='checkbox'/><label for='index-7ec689ec-d991-41cb-b931-9be7048db053' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-87.5, -82.5, -77.5, -72.5, -67.5, -62.5, -57.5, -52.5, -47.5, -42.5,\n",
       "       -37.5, -32.5, -27.5, -22.5, -17.5, -12.5,  -7.5,  -2.5,   2.5,   7.5,\n",
       "        12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,  52.5,  57.5,\n",
       "        62.5,  67.5,  72.5,  77.5,  82.5,  87.5],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>alt</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2304d110-d7c8-4784-a50d-993b9a564c3e' class='xr-index-data-in' type='checkbox'/><label for='index-2304d110-d7c8-4784-a50d-993b9a564c3e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([                0.0, 0.20000000298023224,  0.4000000059604645,\n",
       "        0.6000000238418579,   0.800000011920929,                 1.0,\n",
       "        1.2000000476837158,   1.399999976158142,   1.600000023841858,\n",
       "        1.7999999523162842,\n",
       "       ...\n",
       "         48.20000076293945,  48.400001525878906,  48.599998474121094,\n",
       "         48.79999923706055,                49.0,   49.20000076293945,\n",
       "        49.400001525878906,  49.599998474121094,   49.79999923706055,\n",
       "                      50.0],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;alt&#x27;, length=251))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-487f7273-8c59-4981-bf10-64c77c9597b1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-487f7273-8c59-4981-bf10-64c77c9597b1' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: area: mean</dd><dt><span>long_name :</span></dt><dd>monthly mean humidity (sampling error corrected)</dd><dt><span>units :</span></dt><dd>g/kg</dd><dt><span>valid_range :</span></dt><dd>[ 0. 50.]</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'Q' (time: 192, alt: 251, lat: 36)> Size: 7MB\n",
       "[1734912 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) object 2kB 2007-01-16 00:00:00 ... 2022-12-16 00:00:00\n",
       "  * lat      (lat) float32 144B -87.5 -82.5 -77.5 -72.5 ... 72.5 77.5 82.5 87.5\n",
       "  * alt      (alt) float32 1kB 0.0 0.2 0.4 0.6 0.8 ... 49.2 49.4 49.6 49.8 50.0\n",
       "Attributes:\n",
       "    cell_methods:  time: area: mean\n",
       "    long_name:     monthly mean humidity (sampling error corrected)\n",
       "    units:         g/kg\n",
       "    valid_range:   [ 0. 50.]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select a reference time period. Whole years.\n",
    "year_ref_from = 2007\n",
    "year_ref_to   = 2022\n",
    "\n",
    "Ntime_ref = 12*(year_ref_to - year_ref_from + 1)\n",
    "\n",
    "# Select data from the reference period (for computing the normals)\n",
    "da_mean_ref = da_mean.sel(time=slice(f'{year_ref_from}-01', f'{year_ref_to}-12')).squeeze()\n",
    "da_mean_ref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then compute two types of normal: a) the long-term climatological mean and b) the mean annual cycle (i.e., the climatologies for the particular months). For the latter, we use the Xarray method `groupby()` to group the data by month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Normals: long-term mean and mean seasonal cycle over the reference period\n",
    "da_longnorm = da_mean_ref.mean(dim='time', skipna=True, keep_attrs=True)\n",
    "da_seasnorm = da_mean_ref.groupby('time.month').mean(skipna=True, keep_attrs=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the long-term climatological mean (using the built-in Xarray plot tool)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1660b1a90>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "da_longnorm.plot(xlim=[-90.0, 90.0], ylim=[0.0, 12.0], vmin=0.0, vmax=15.0,\n",
    "                 extend='max', cmap='PuBuGn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the 12 monthly climatological means, representing the mean annual cycle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.02, 'Humidity mean annual cycle')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x1200 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monstrng = ['January', 'February', 'March', 'April', 'May', 'June', 'July',\n",
    "            'August', 'September', 'October', 'November', 'December']\n",
    "\n",
    "fig, axes = plt.subplots(nrows=4, ncols=3, figsize=(14, 12))\n",
    "\n",
    "for irow in range(4):\n",
    "    da_seasnorm.sel(month=3*irow+1).plot(\n",
    "        ax=axes[irow, 0], ylim=[0.0, 12.0], cmap=\"PuBuGn\", add_colorbar=True, vmin=0.0, vmax=15.0,\n",
    "        extend=\"max\")\n",
    "\n",
    "    da_seasnorm.sel(month=3*irow+2).plot(\n",
    "        ax=axes[irow, 1], ylim=[0.0, 12.0], cmap=\"PuBuGn\", add_colorbar=True, vmin=0.0, vmax=15.0,\n",
    "        extend=\"max\")\n",
    "\n",
    "    da_seasnorm.sel(month=3*irow+3).plot(\n",
    "        ax=axes[irow, 2], ylim=[0.0, 12.0], cmap=\"PuBuGn\", add_colorbar=True, vmin=0.0, vmax=15.0,\n",
    "        extend=\"max\")\n",
    "\n",
    "    axes[irow, 0].set_title(monstrng[3*irow+0])\n",
    "    axes[irow, 1].set_title(monstrng[3*irow+1])\n",
    "    axes[irow, 2].set_title(monstrng[3*irow+2])\n",
    "\n",
    "    axes[irow, 0].set_ylabel(\"altitude  [km]\")\n",
    "    axes[irow, 1].set_ylabel(\"\")\n",
    "    axes[irow, 2].set_ylabel(\"\")\n",
    "\n",
    "for ax in axes.flat:\n",
    "    ax.axes.get_xaxis().set_ticklabels([])\n",
    "    ax.axes.get_yaxis().set_ticklabels([])\n",
    "    ax.set_xlabel(\"\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.suptitle(\"Humidity mean annual cycle\", fontsize=16, y=1.02)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anomalies with respect to a normal\n",
    "\n",
    "With the normals thus defined, we can compute the anomalies with respect to the long-term climatological means as well as the anomalies with respect to the mean annual cycle. It is commonly the latter that is loosely referred to as \"anomalies\". Alternatively, we can express the anomalies in fractional terms, as the difference in percent relative to the normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Anomalies: relative to long-term mean and relative to mean seasonal cycle\n",
    "da_amean    = da_mean - da_longnorm\n",
    "da_desamean = da_mean.groupby('time.month') - da_seasnorm\n",
    "\n",
    "# Percentage anomalies\n",
    "da_famean    = 100.0 * (da_amean / da_longnorm)\n",
    "da_desfamean = 100.0 * (da_desamean.groupby('time.month') / da_seasnorm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last data array ('da_desfamean') contains the fractional anomalies with respect to the mean seasonal cycle, or 'deseasonalized' anomalies. Let us now plot these anomalies for a full year:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.48, 1.02, 'Humidity anomalies during 2007')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x1200 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pltyear = 2007\n",
    "\n",
    "itime0 = 12*(pltyear - year_ref_from)\n",
    "\n",
    "fig, axes = plt.subplots(nrows=4, ncols=3, figsize=(14, 12))\n",
    "\n",
    "for irow in range(4):\n",
    "    for icol in range(3):\n",
    "        # da_desfamean[itime0+3*irow+icol, :, :].plot(\n",
    "        da_desfamean.sel(time=f\"{pltyear}-{3*irow+icol+1:02d}\").plot(\n",
    "            ax=axes[irow, icol], ylim=[0.0, 12.0],\n",
    "            vmin=-30.0, vmax=30.0, cmap=\"coolwarm_r\",\n",
    "            add_colorbar=True, extend=\"both\", cbar_kwargs={'label': \"Humidity relative anomaly [%]\"})\n",
    "        axes[irow, icol].set_title(monstrng[3*irow+icol])\n",
    "        axes[irow, icol].set_ylabel(\"altitude  [km]\")\n",
    "\n",
    "for icol in range(3):\n",
    "    axes[3, icol].set_xlabel(\"latitude  [deg N]\")\n",
    "\n",
    "for ax in axes.flat:\n",
    "    ax.axes.get_xaxis().set_ticklabels([])\n",
    "    ax.axes.get_yaxis().set_ticklabels([])\n",
    "    ax.set_xlabel(\"\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "fig.suptitle(\"Humidity anomalies during \"+str(pltyear), fontsize=16, x=0.48, y=1.02)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is emphasized that the percentages in the anomaly plots are the deviations of the specific humidity from the selected normal. It has nothing to do with relative humidity.\n",
    "\n",
    "We find that the anomalies are mostly within about 10-15% of the normal seasonal cycle, occasionally and regionally extending to 20-30% or more. Some years (e.g., 2008) are globally drier and some years (e.g., 2016) are more humid. An important factor for the global humidity is the equatorial Pacific with the El Niño Southern Oscillation (ENSO) cycles, which is further explored in Use case 4 below. \n",
    "\n",
    "You can change normal, from mean seasonal cycle to long-term climatology by using the variable 'da_famean' instead of 'da_desfamean'. You may also need to change the span of the colorbar from 30% to 100% to accommodate the larger deviations from the normal. Doing this for any year reveal the strong seasonal cycle of the specific humidity, where the change of sign of the anomaly in a hemisphere occurs in May and November. The seasonal variations of the humidity is further explored in Use case 3 below.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use case 3: Seasonal variations of tropospheric humidity\n",
    "\n",
    "We will now take a closer look at the seasonal humidity variations; first height-resolved and then vertically averaged over atmospheric layers.\n",
    "\n",
    "### Averaging humidity in latitude zones\n",
    "The data are already averaged over longitude and within 5-degree latitude bands. The averaging has been done at fixed altitudes. Let us now average in six larger latitude zones, including globally, but still keep the data height resolved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dictionary defining the latitude zones\n",
    "latzones = {\n",
    "    '90°S-60°S': [0,  0,  6],  # [-90,-60],\n",
    "    '60°S-30°S': [1,  6, 12],  # [-60,-30],\n",
    "    '30°S-30°N': [2, 12, 24],  # [-30, 30],\n",
    "    '30°N-60°N': [3, 24, 30],  # [ 30, 60],\n",
    "    '60°N-90°N': [4, 30, 36],  # [ 60, 90],\n",
    "    '90°S-90°N': [5,  0, 36]}  # [-90, 90]}\n",
    "\n",
    "# Define a new data array to hold the latitude zone averages (Ntime x Nalt x Nlatzone)\n",
    "da_mean_latzone = da_mean[:, :, 0:6].copy().rename({'lat': 'latzone'})\n",
    "\n",
    "# Define a new data array to hold the cos-lat-weighted humidity data (Ntime x Nalt x Nlat)\n",
    "da_mean_weighted = da_mean.copy()\n",
    "\n",
    "# Compute averages in five latitude zones and globally\n",
    "latweight = np.cos(np.deg2rad(da_lat)).rename('latweight')\n",
    "latweight = latweight.expand_dims(dim={\"time\": len(da_mean['time']), \"alt\": len(da_mean['alt'])})   # broadcast the latweight array\n",
    "latweight_masked = latweight.where(da_mean.notnull())   # weights are NaN where da_mean is NaN\n",
    "for izon in latzones:\n",
    "    i = latzones[izon][0]   # latzone\n",
    "    k = latzones[izon][1]   # from lat\n",
    "    n = latzones[izon][2]   # to lat\n",
    "    da_mean_weighted[:, :, k:n] = da_mean[:, :, k:n] * latweight_masked[:, :, k:n] / \\\n",
    "                                  latweight_masked[:, :, k:n].sum(dim='lat', skipna=True)\n",
    "    da_mean_latzone[:, :, i] = da_mean_weighted[:, :, k:n].mean(dim='lat', skipna=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Xarray object 'da_mean_latzone' contains monthly mean humidity in six wide latitude zones instead of the 5-degree latitude bands. Following the example in Use case 2 above, we now compute the anomalies of that data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select a reference time period. Whole years.\n",
    "year_ref_from = 2007\n",
    "year_ref_to   = 2022\n",
    "\n",
    "Ntime_ref = 12*(year_ref_to - year_ref_from + 1)\n",
    "\n",
    "# Select data from the reference period (for computing the normals)\n",
    "da_mean_latzone_ref = da_mean_latzone.where((da_year >= year_ref_from) &\n",
    "                                            (da_year <= year_ref_to), drop=True)\n",
    "\n",
    "# Normals: long-term mean and mean seasonal cycle over the reference period\n",
    "da_longnorm = da_mean_latzone_ref.mean(dim='time', skipna=True, keep_attrs=True)\n",
    "da_seasnorm = da_mean_latzone_ref.groupby('time.month').mean(skipna=True, keep_attrs=True)\n",
    "\n",
    "# Anomalies relative to a) long-term mean and b) mean seasonal cycle\n",
    "da_amean_latzone    = da_mean_latzone - da_longnorm\n",
    "da_desamean_latzone = da_mean_latzone.groupby('time.month') - da_seasnorm\n",
    "\n",
    "# Fractional anomalies\n",
    "da_famean_latzone    = 100.0 * (da_amean_latzone / da_longnorm)\n",
    "da_desfamean_latzone = 100.0 * (da_desamean_latzone.groupby('time.month') / da_seasnorm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonal cycles in height-resolved data\n",
    "\n",
    "We can now plot the height-resolved anomalies as time series. Let us do this for the fractional anomalies (anomalies expressed in percent) in three latitude zones: northern mid-latitudes, low latitudes, and southern mid-latitudes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Start/end times as instances of cftime\n",
    "date_from = da_mean['time'][0].values\n",
    "date_to   = da_mean['time'][-1].values\n",
    "\n",
    "# Northern mid-latitudes (30°N-60°N)\n",
    "izon = 3\n",
    "da_famean_latzone[:, :, izon].plot(figsize=(12, 4), x='time', y='alt',\n",
    "                                   xlim=[date_from, date_to], ylim=[0.0, 12.0],\n",
    "                                   vmin=-100.0, vmax=100.0, extend='both', cmap='RdBu_r',\n",
    "                                   cbar_kwargs={'label': \"Humidity anomaly  [%]\"})\n",
    "plt.title('Northern mid-latitudes: 30°N-60°N', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Altitude  [km]')\n",
    "plt.xlabel('')\n",
    "\n",
    "# Low latitudes (30°S-30°N)\n",
    "izon = 2\n",
    "da_famean_latzone[:, :, izon].plot(figsize=(12, 4), x='time', y='alt',\n",
    "                                   xlim=[date_from, date_to], ylim=[0.0, 12.0],\n",
    "                                   vmin=-100.0, vmax=100.0, extend='both', cmap='RdBu_r',\n",
    "                                   cbar_kwargs={'label': \"Humidity anomaly  [%]\"})\n",
    "plt.title('Low latitudes: 30°S-30°N', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Altitude  [km]')\n",
    "plt.xlabel('')\n",
    "\n",
    "# Southern mid-latitudes (30°S-60°S)\n",
    "izon = 1\n",
    "da_famean_latzone[:, :, izon].plot(figsize=(12, 4), x='time', y='alt',\n",
    "                                   xlim=[date_from, date_to], ylim=[0.0, 12.0],\n",
    "                                   vmin=-100.0, vmax=100.0, extend='both', cmap='RdBu_r',\n",
    "                                   cbar_kwargs={'label': \"Humidity anomaly  [%]\"})\n",
    "plt.title('Southern mid-latitudes: 30°S-60°S', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Altitude  [km]')\n",
    "plt.xlabel('')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We find that the seasonal variation of humidity is stronger at northern mid-latitudes than at southern mid-latitudes, while they are almost absent at low latitudes.\n",
    "\n",
    "\n",
    "### Averaging humidity anomalies in vertical layers\n",
    "\n",
    "Specific humidity normally falls off rapidly with height. This is also the case for anomalies, while the fractional anomalies do not exhibit any underlying strong height dependence. We will now average the fractional anomalies in 4 kilometer thick vertical layers (0-4 km, 4-8 km, and 8-12 km) allowing us to do line plotting. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dictionary defining the vertical layers\n",
    "layers = {\n",
    "    '0-4km':  [0,  0, 20],   # {'bounds': [0,4000],     'colour': '#ca313e'},\n",
    "    '4-8km':  [1, 20, 40],   # {'bounds': [4000,8000],  'colour': '#eace24'},\n",
    "    '8-12km': [2, 40, 60]}   # {'bounds': [8000,12000], 'colour': '#428ed0'}}\n",
    "\n",
    "# Define a new data array to hold the layer averages of anomalies\n",
    "da_famean_latzone_layer = da_famean_latzone[:, 0:3, :].copy().rename({'alt': 'layer'})\n",
    "\n",
    "# Define a new Xarray data array to hold the layer averages of deseasonalized anomalies\n",
    "da_desfamean_latzone_layer = da_desfamean_latzone[:, 0:3, :].copy().rename({'alt': 'layer'})\n",
    "\n",
    "# Compute averages in three vertical layers\n",
    "for ilay in layers:\n",
    "    i = layers[ilay][0]\n",
    "    k = layers[ilay][1]\n",
    "    n = layers[ilay][2]\n",
    "    da_famean_latzone_layer[:, i, :] = da_famean_latzone[:, k:n, :].mean(dim='alt',\n",
    "                                                                         skipna=True)\n",
    "    da_desfamean_latzone_layer[:, i, :] = da_desfamean_latzone[:, k:n, :].mean(dim='alt',\n",
    "                                                                               skipna=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonal cycles in height layers\n",
    "\n",
    "We can now plot the vertically averaged fractional anomalies as time series. Let us again do this for three latitude zones: northern mid-latitudes, low latitudes, and southern mid-latitudes.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Start/end times as instances of cftime\n",
    "date_from = da_mean['time'][0].values\n",
    "date_to   = da_mean['time'][-1].values\n",
    "\n",
    "# Vertically averaged global-mean humidity anomalies, flip to get the 8-12 km layer first\n",
    "izon = 3   # 30°N-60°N\n",
    "da_hum_nmid = da_famean_latzone_layer[:, :, izon].squeeze()\n",
    "da_hum_nmid = np.flip(da_hum_nmid)\n",
    "izon = 2   # 30°S-30°N\n",
    "da_hum_low = da_famean_latzone_layer[:, :, izon].squeeze()\n",
    "da_hum_low = np.flip(da_hum_low)\n",
    "izon = 1   # 30°S-60°S\n",
    "da_hum_smid = da_famean_latzone_layer[:, :, izon].squeeze()\n",
    "da_hum_smid = np.flip(da_hum_smid)\n",
    "\n",
    "# Define figure\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 15))\n",
    "\n",
    "# Plot humidity, 30°N-60°N\n",
    "ax1.set_prop_cycle(color=['#0334BB', 'green', '#CC0000'])\n",
    "da_hum_nmid[:, 0:3].plot.line(ax=ax1, x='time', xlim=[date_from, date_to], ylim=[-75.0, 125.0],\n",
    "                              yticks=[-50, 0, 50, 100], linewidth=1.8, add_legend=True)\n",
    "ax1.legend(['8-12 km', '4-8 km', '0-4 km'], loc='upper left', bbox_to_anchor=(1.0, 1.0))\n",
    "ax1.set_title('Northern mid-latitudes: 30°N-60°N', fontsize=14, fontweight='bold')\n",
    "ax1.set_xlabel('')\n",
    "ax1.set_ylabel('Humidity anomaly  [%]')\n",
    "ax1.grid(which='major', axis='y')\n",
    "\n",
    "# Plot humidity, 30°S-30°N\n",
    "ax2.set_prop_cycle(color=['#0334BB', 'green', '#CC0000'])\n",
    "da_hum_low[:, 0:3].plot.line(ax=ax2, x='time', xlim=[date_from, date_to], ylim=[-75.0, 125.0],\n",
    "                             yticks=[-50, 0, 50, 100], linewidth=1.8, add_legend=True)\n",
    "ax2.legend(['8-12 km', '4-8 km', '0-4 km'], loc='upper left', bbox_to_anchor=(1.0, 1.0))\n",
    "ax2.set_title('Low latitudes: 30°S-30°N', fontsize=14, fontweight='bold')\n",
    "ax2.set_xlabel('')\n",
    "ax2.set_ylabel('Humidity anomaly  [%]')\n",
    "ax2.grid(which='major', axis='y')\n",
    "\n",
    "# Plot humidity, 30°S-60°S\n",
    "ax3.set_prop_cycle(color=['#0334BB', 'green', '#CC0000'])\n",
    "da_hum_smid[:, 0:3].plot.line(ax=ax3, x='time', xlim=[date_from, date_to], ylim=[-75.0, 125.0],\n",
    "                              yticks=[-50, 0, 50, 100], linewidth=1.8, add_legend=True)\n",
    "ax3.legend(['8-12 km', '4-8 km', '0-4 km'], loc='upper left', bbox_to_anchor=(1.0, 1.0))\n",
    "ax3.set_title('Southern mid-latitudes: 30°S-60°S', fontsize=14, fontweight='bold')\n",
    "ax3.set_xlabel('')\n",
    "ax3.set_ylabel('Humidity anomaly  [%]')\n",
    "ax3.grid(which='major', axis='y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same picture emerges: the seasonal variation of humidity is stronger in the northern hemisphere than in the southern hemisphere, while they are almost absent at low latitudes.\n",
    "\n",
    "Let us now look at the global variation with season:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select global means (90°S-90°N)\n",
    "izon = 5\n",
    "\n",
    "# Vertically averaged global-mean humidity anomalies, flip to get the 8-12 km layer first\n",
    "da_hum = da_famean_latzone_layer[:, :, izon].squeeze()\n",
    "da_hum = np.flip(da_hum, 1)\n",
    "\n",
    "# Define figure\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 4.4))\n",
    "\n",
    "# Plot humidity\n",
    "ax.set_prop_cycle(color=['#0334BB', 'green', '#CC0000'])\n",
    "da_hum[:, 0:3].plot.line(ax=ax, x='time', xlim=[date_from, date_to], ylim=[-30.0, 30.0],\n",
    "                         yticks=[-20, -10, 0, 10, 20], linewidth=1.8, add_legend=True)\n",
    "plt.legend(['8-12 km', '4-8 km', '0-4 km'], loc='upper left', bbox_to_anchor=(1.0, 1.0))\n",
    "plt.title('Global: 90°S-90°N', fontsize=14, fontweight='bold')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Humidity anomaly / %')\n",
    "plt.grid(which='major', axis='y')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We find a seasonal variation also in global data, dominated by the northern hemisphere seasons. Let us now see which humidity variations that remain if we plot the de-seasonalized anomalies:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select global means (90°S-90°N)\n",
    "izon = 5\n",
    "\n",
    "# Vertically averaged global-mean humidity anomalies, flip to get the 8-12 km layer first\n",
    "da_hum = da_desfamean_latzone_layer[:, :, izon].squeeze()\n",
    "da_hum = np.flip(da_hum, 1)\n",
    "\n",
    "# Define figure\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 4.4))\n",
    "\n",
    "# Plot humidity\n",
    "ax.set_prop_cycle(color=['#0334BB', 'green', '#CC0000'])\n",
    "da_hum[:, 0:3].plot.line(ax=ax, x='time', xlim=[date_from, date_to], ylim=[-30.0, 30.0],\n",
    "                         yticks=[-20, -10, 0, 10, 20], linewidth=1.8, add_legend=True)\n",
    "plt.legend(['8-12 km', '4-8 km', '0-4 km'], loc='upper left', bbox_to_anchor=(1.0, 1.0))\n",
    "plt.title('Global: 90°S-90°N', fontsize=14, fontweight='bold')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Humidity anomaly / %')\n",
    "plt.grid(which='major', axis='y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We find a semi-annual variation in global humidity on the order of 5-10% on top of the mean seasonal variation. Several minima and maxima can be identified which coincide with different phases of the El Niño Southern Oscillation (ENSO) cycles. This is further explored in Use case 4 below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use case 4:  Global humidity and the El Niño Southern Oscillation\n",
    "\n",
    "To proceed with this Use case you first need to go through Use case 3, as those time series are used here.\n",
    "\n",
    "The El Niño-Southern Oscillation (ENSO) is a recurring phenomenon in the central and eastern tropical Pacific Ocean. On periods ranging from about three to seven years, the surface waters across a large swath of the tropical Pacific Ocean warm or cool by anywhere from 1°C to 3°C, compared to normal. The phase of the ENSO cycle is commonly quantified by indices describing the sea-surface temperatures (SSTs) in central parts of the Pacific, e.g., the NINO 3.4 index which can be thought of as the equatorial SSTs averaged from the dateline to the South American coast (5°S-5°N, 120°W-170°W).\n",
    "\n",
    "The NINO 3.4 index is generated and distributed by NOAA's Climate Prediction Center (https://www.cpc.ncep.noaa.gov).\n",
    "Let us download the file https://www.cpc.ncep.noaa.gov/data/indices/oni.ascii.txt, extract monthly data for the duration of the humidity time series, and store that data as a Numpy array. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download the ENSO data file from NOAA's Climate Prediction Center\n",
    "url = 'https://www.cpc.ncep.noaa.gov/data/indices/oni.ascii.txt'\n",
    "ensofile = DATADIR + 'enso.dat'\n",
    "urlretrieve(url, ensofile)\n",
    "\n",
    "# List the seasons used in the ENSO data file\n",
    "seastrng = ['DJF', 'JFM', 'FMA', 'MAJ', 'AMJ', 'MJJ',\n",
    "            'JJA', 'JAS', 'ASO', 'SON', 'OND', 'NDJ']\n",
    "\n",
    "# Read data from the file\n",
    "f = open(ensofile, 'r')\n",
    "seas_enso = np.genfromtxt(f, dtype=str,   skip_header=1, usecols=(0))\n",
    "f.seek(0)\n",
    "year_enso = np.genfromtxt(f, dtype=int,   skip_header=1, usecols=(1))\n",
    "f.seek(0)\n",
    "data_enso = np.genfromtxt(f, dtype=float, skip_header=1, usecols=(2, 3))\n",
    "f.close()\n",
    "\n",
    "# Locate the month in the ENSO record that coincide with the start the humidity data record\n",
    "i0 = -1\n",
    "for i in range(len(year_enso)):\n",
    "    if year_enso[i] == da_year[0] and seas_enso[i] == seastrng[da_month[0].values-1]:\n",
    "        i0 = i\n",
    "\n",
    "# The ENSO 3.4 index during the humidity data record\n",
    "mean_enso = data_enso[i0:i0+Ntime, 0].squeeze()\n",
    "anom_enso = data_enso[i0:i0+Ntime, 1].squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select global mean humidity anomalies from Use case 3. Use the de-seasonalized anomalies of data vertically averaged in latitude zones:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select global means (90°S-90°N)\n",
    "izon = 5\n",
    "\n",
    "# Vertically averaged global-mean humidity anomalies, flip to get the 8-12 km layer first\n",
    "da_hum = da_desfamean_latzone_layer[:, :, izon].squeeze()\n",
    "da_hum = np.flip(da_hum, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now plot the ENSO data along with the global humidity anomalies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ENSO index')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate positive-only and negative-only ENSO time series\n",
    "x = np.arange(Ntime)\n",
    "yzero = np.zeros(Ntime)\n",
    "ypos = np.where(anom_enso >= 0.0, anom_enso, yzero)\n",
    "yneg = np.where(anom_enso < 0.0,  anom_enso, yzero)\n",
    "\n",
    "# Define figure\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 8))\n",
    "\n",
    "# Plot global humidity\n",
    "ax1.set_prop_cycle(color=['#0334BB', 'green', '#CC0000'])\n",
    "ax1.plot(x, da_hum[:, 0:3], linewidth=1.8)\n",
    "ax1.set_xlim(xmin=0, xmax=Ntime)\n",
    "ax1.set_ylim(ymin=-15.0, ymax=20.0)\n",
    "ax1.set_yticks([-15, -10, -5, 0, 5, 10, 15, 20])\n",
    "ax1.grid(which='major')\n",
    "ax1.legend(['8-12 km', '4-8 km', '0-4 km'])\n",
    "ax1.set_ylabel('Humidity  [%]')\n",
    "ax1.set_title('Global humidity anomaly', fontsize=14, fontweight='bold')\n",
    "\n",
    "# Plot ENSO\n",
    "ax2.plot(x, anom_enso, 'black', linewidth=1.6)\n",
    "ax2.set_xlim(xmin=0, xmax=Ntime)\n",
    "ax2.set_ylim(ymin=-2.55, ymax=3.4)\n",
    "ax2.set_yticks([-2.55, -1.70, -0.85, 0.0, 0.85, 1.70, 2.55, 3.40])\n",
    "ax2.grid(which='major')\n",
    "ax2.fill_between(x, ypos, color='#CC0000')\n",
    "ax2.fill_between(x, yneg, color='#0334BB')\n",
    "ax2.set_ylabel('NINO 3.4  [K]')\n",
    "ax2.set_title('ENSO index', fontsize=14, fontweight='bold')\n",
    "\n",
    "# Save the figure\n",
    "# fig.savefig(f'{DATADIR}ERA5_global_2016_anomaly_eur.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a close correspondence between the phase of ENSO and global humidity anomalies, where the humidity seems to lag ENSO by about 2-4 months. It appears that the ENSO is a major governing factor for global humidity. The details of the causality, e.g., which parts of the globe that contribute to this relation and what the relevant correlations and time lags are, is something that could be further studied with this and other humidity datasets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## 5. References\n",
    "\n",
    "Gleisner, H., K.B. Lauritsen, J.K. Nielsen, and S. Syndergaard, (2020): Evaluation of the 15-year ROM SAF monthly mean GPS radio occultation climate data record, Atmos. Meas. Tech., 13, 3081–3098, DOI: https://doi.org/10.5194/amt-13-3081-2020\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TM-TESTING",
   "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}