diff --git a/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-upper-troposphere-humidity_validation_q01.ipynb b/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-upper-troposphere-humidity_validation_q01.ipynb new file mode 100644 index 000000000..f7fd936c4 --- /dev/null +++ b/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-upper-troposphere-humidity_validation_q01.ipynb @@ -0,0 +1,875 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": {}, + "source": [ + "# Studying the influence of atmospheric circulation on upper tropospheric humidity" + ] + }, + { + "cell_type": "markdown", + "id": "1", + "metadata": {}, + "source": [ + "Production date: 04-04-2025\n", + "\n", + "Produced by: CNRS" + ] + }, + { + "cell_type": "markdown", + "id": "2", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## 🌍 Use case: observing the moisture content of the atmosphere and making the link with large scale circulation in the tropics.\n", + "\n", + "## ❓ Quality assessment question:\n", + " - __How well can satellite measurements reproduce the known relationship between large-scale circulation and upper tropospheric humidity (UTH)?__\n", + "\n", + "Water vapor in the mid- to upper troposphere, while representing a small fraction of the total column, has\n", + "a significant impact on the Earth's radiative budget thanks to its radiative and thermodynamical properties. In the tropics, the distribution of upper tropospheric humidity (UTH) is primarily controlled by large-scale transport, with influences by storm systems in the deep tropics [[1]](https://doi.org/abs/10.1029/97GL03563)\n", + "\n", + "The atmospheric circulation is the large-scale movement of air through the Earth's atmosphere, driven by the uneven heating of the planet's surface by the sun. This circulation is responsible for distributing heat and moisture around the globe, shaping weather patterns and climate.\n", + "The movement of the air masses influences the distribution of humidity in the upper troposphere. In regions where air rises, such as the Inter Tropical Convergence Zone, moisture from the lower atmosphere is transported upward, increasing humidity in the upper troposphere.\n", + "Conversely, in regions where air sinks, the upper troposphere becomes drier.\n", + "\n", + "This notebook aims to examine the dependency of upper tropospheric humidity on the global atmospheric circulation. Specifically, it seeks to verify if the UTH dataset can reproduce this dependency in agreement with [[2]](https://doi.org/10.1029/2006GL029118). The analysis will compare the dataset's findings with established results to ensure consistency and reliability in representing the atmospheric dynamics.\n", + "\n", + "The analysis is performed using the dataset __Upper tropospheric humidity gridded data from 1999 to present derived from satellite observations__ [[described here]](https://cds.climate.copernicus.eu/datasets/satellite-upper-troposphere-humidity) available on the Climate Data Store of the Copernicus Climate Change Service. \n", + "\n", + "\n", + "## 📢 Quality assessment statement \n", + "\n", + "```{admonition} These are the key outcomes of this assessment\n", + ":class: note\n", + "\n", + "- The analysis is done with year 2001 using monthly data over the tropical regions. The UTH dataset reproduces the known relationship between the atmospheric moisture and the tropical large-scale atmospheric circulation: ascending motions moisten the upper troposphere, whereas subsiding motions dry it. The amplitude and frequency of moist and dry situations are consistent with the literature [[2]](https://doi.org/10.1029/2006GL029118).\n", + "\n", + "- The tested subset of the UTH dataset shows little month-to-month variability over the year, in agreement with the known link between atmospheric circulation regimes and UTH which is independent on the season. \n", + "\n", + "- Some slight discrepancies with the literature arise and can be explained : \n", + "\n", + " - differences in the amplitude and frequency of the vertical velocity at 500hPa : the quality assessment uses ERA5 reanalyses while the literature relied on former versions of reanalysis (ERA40 and NCEP/NCAR reanalyses, see [[2]](https://doi.org/10.1029/2006GL029118) and [[3]](https://doi.org/10.1007/s00382-003-0369-6)). Differences in the results may arise from differences in their horizontal resolutions, in their vertical description of the atmosphere, in the version of the assimilation system and in the atmospheric model.\n", + " \n", + " - differences in the amplitude of UTH : the retrieval method of the UTH of the CDS data record [[see the ATBD]](https://confluence.ecmwf.int/pages/viewpage.action?pageId=288339045) is not strictly identical to the reference paper [[2]](https://doi.org/10.1029/2006GL029118).\n", + "\n", + "```\n", + "\n", + "\n", + "## 📋 Methodology\n", + "\n", + "The link between upper tropospheric humidity (UTH) and large-scale circulation is examined using only the vertical atmospheric motion in the mid-troposphere at 500hPa (noted $\\omega_{500}$) available from the Climate Data Store and detailed below.\n", + "\n", + "The UTH data over the __tropics__ is downloaded for the full year 2001.\n", + "\n", + "### Upper Tropospheric Humidity\n", + "The Upper Tropospheric Humidity (UTH) is a direct interpretation of the satellite measurements in strong water vapor absorption lines, such as those in the infra-red band at 6.2µm and in the micro-wave in the 183.31GHz line. Indeed, at these wavelengths, the emission to space is explained by water vapor concentration and temperature (see early studies by [[4]](https://doi.org/10.1175/1520-0450%281988%29027%3C0889:EOTUTR%3E2.0.CO;2) and [[5]](https://doi.org/10.1029/93JD01283)).\n", + "Upon some simple assumptions on the local vertical lapse rate of the troposphere and on the behaviour of the absorption spectral lines, the UTH is obtained via a log-linear equation from the satellite measurement (brightness temperature, $TB$ in Kelvins):\n", + "\n", + " $$\n", + " \\text{ln}( \\ UTH \\ ) = a + b \\cdot TB\n", + " $$\n", + "\n", + "Physically, the UTH is a vertical integration of the relative humidity, weighted by the vertical sensitivity of the measurement to water vapor distribution. It is therefore expressed in the unit of %, the S.I. unit of relative humidity, and, as such, is interpreted in the same way.\n", + "\n", + "The computation of the regression parameters $a$ and $b$ is done thanks to a statistically representative dataset (see [[5]](https://doi.org/10.1029/93JD01283), [[6]](https://doi.org/10.1029/2007JD009314), [[7]](https://doi.org/10.1175/2009JCLI2963.1), [[8]](https://acp.copernicus.org/articles/14/11129/2014/)), and the values depend on the definition of UTH itself. It also depends on the spectral domain (infra-red of microwave).\n", + "\n", + "UTH may be prefered over vertically resolved relative humidity profiles, provided for example by reanalyses such as ERA5, when the vertical resolution is not a key parameter and when independence from a modeling framework is sought ([[9]](https://acp.copernicus.org/articles/7/2489/2007/), [[10]](https://doi.org/10.1175/JCLI-D-19-0046.1)).\n", + "\n", + "\n", + "### Method\n", + "\n", + "Both variables (UTH and $\\omega_{500}$) are averaged monthly to smooth out short-term fluctuations caused by convection. The parameter $\\omega_{500}$ is extracted from ERA5 reanalyses (see below). ERA5 data resolution is reduced from 0.25 degree to 1 degree to match the resolution of the UTH data. After collocating the monthly values at this resolution, the UTH values are categorized into bins based on the vertical velocities. The distribution of UTH within each bin is presented as a boxplot profile, providing a clear visualization of how UTH varies with changes in vertical velocity.\n", + "\n", + "The analysis comprises the following steps:\n", + "\n", + "__1. [](data-section-1)__\n", + " - Import the relevant packages.\n", + " - Define the parameters of the analysis and set the dataset requests\n", + "\n", + "__2. [](data-section-2)__\n", + " - Download the variables of interest: Upper tropospheric Humidity is obtained from __Upper tropospheric humidity gridded data from 1999 to present derived from satellite observations__ [[UTH]](https://cds.climate.copernicus.eu/datasets/satellite-upper-troposphere-humidity), Vertical component of wind $\\omega_{500}$ is obtained from __ERA5 hourly data on pressure levels from 1940 to present__ [[ERA5]](https://cds.climate.copernicus.eu/datasets/reanalysis-era5-pressure-levels?tab=overview).\n", + " - ERA5 $\\omega_{500}$ is regridded to align with the resolution of UTH and its unit is converted from hPa/s to hPa/day to be consistent with published references.\n", + " - The datasets are colocated in space and time over the Tropics.\n", + " - Monthly averages are used.\n", + " \n", + "__3. [](Analysis-section-1)__\n", + " - Maps and histograms of UTH and $\\omega_{500}$ are described at the monthly scale for the whole year 2001.\n", + " \n", + "__4. [](Plot-and-results)__\n", + " - The composite of UTH is shown as a function of $\\omega_{500}$. The final results are compared with the appropriate references and the sources of differences are discussed." + ] + }, + { + "cell_type": "markdown", + "id": "3", + "metadata": {}, + "source": [ + "## 📈 Analysis and results" + ] + }, + { + "cell_type": "markdown", + "id": "4", + "metadata": {}, + "source": [ + "(data-section-1)=\n", + "### Choose the parameters to use and setup code" + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "#### **Import packages**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "6", + "metadata": {}, + "outputs": [], + "source": [ + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import xarray as xr\n", + "from scipy.stats import linregress\n", + "from xhistogram.xarray import histogram\n", + "\n", + "import math\n", + "import numpy as np \n", + "from c3s_eqc_automatic_quality_control import diagnostics, download, plot\n", + "\n", + "plt.style.use(\"seaborn-v0_8-notebook\")\n", + "\n", + "import os\n", + "os.environ[\"CDSAPI_RC\"] = os.path.expanduser(\"~/helene_brogniez/.cdsapirc\")" + ] + }, + { + "cell_type": "markdown", + "id": "7", + "metadata": {}, + "source": [ + "#### **Define parameters**" + ] + }, + { + "cell_type": "markdown", + "id": "8", + "metadata": {}, + "source": [ + "This use case is developed for one year of data (2001) and for the tropical belt, restricted to 30$^\\circ$S-30$^\\circ$N." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9", + "metadata": {}, + "outputs": [], + "source": [ + "# Time\n", + "start = \"2001-01\"\n", + "stop = \"2001-12\"\n", + "\n", + "# Region:\n", + "lat_min = -30\n", + "lat_max = 30\n", + "lon_min = -180\n", + "lon_max = 180" + ] + }, + { + "cell_type": "markdown", + "id": "10", + "metadata": {}, + "source": [ + "#### **Set the data request**" + ] + }, + { + "cell_type": "markdown", + "id": "11", + "metadata": {}, + "source": [ + "Two datasets are requested :\n", + "- Upper Tropospheric Humidity (UTH)\n", + "- Vertical atmospheric velocity at 500hPa ($\\omega_{500}$)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "12", + "metadata": {}, + "outputs": [], + "source": [ + "chunks = {\"year\": 1, \"month\": 1} # nb of years, nb of months\n", + "requests = dict()\n", + "\n", + "requests[\"satellite-upper-troposphere-humidity\"] = {\n", + " \"sensor_on_satellite\": \"amsu_b_on_noaa_16\",\n", + " \"year\": [\"2001\"],\n", + " \"month\": [\n", + " \"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\"\n", + " ],\n", + " \"day\": [\n", + " \"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\",\n", + " \"13\", \"14\", \"15\",\n", + " \"16\", \"17\", \"18\",\n", + " \"19\", \"20\", \"21\",\n", + " \"22\", \"23\", \"24\",\n", + " \"25\", \"26\", \"27\",\n", + " \"28\", \"29\", \"30\",\n", + " \"31\"\n", + " ],\n", + " \"variable\": \"all\",\n", + " \"area\": [30, -180, -30, 180]\n", + "}\n", + "\n", + "requests[\"reanalysis-era5-pressure-levels\"] = {\n", + " \"product_type\": [\"reanalysis\"],\n", + " \"variable\": [\"vertical_velocity\"],\n", + " \"pressure_level\": [\"500\"],\n", + " \"year\": [\"2001\"],\n", + " \"month\": [\n", + " \"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\"\n", + " ],\n", + " \"day\": [\n", + " \"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\",\n", + " \"13\", \"14\", \"15\",\n", + " \"16\", \"17\", \"18\",\n", + " \"19\", \"20\", \"21\",\n", + " \"22\", \"23\", \"24\",\n", + " \"25\", \"26\", \"27\",\n", + " \"28\", \"29\", \"30\",\n", + " \"31\"\n", + " ],\n", + " \"time\": [\n", + " \"00:00\", \"01:00\", \"02:00\",\n", + " \"03:00\", \"04:00\", \"05:00\",\n", + " \"06:00\", \"07:00\", \"08:00\",\n", + " \"09:00\", \"10:00\", \"11:00\",\n", + " \"12:00\", \"13:00\", \"14:00\",\n", + " \"15:00\", \"16:00\", \"17:00\",\n", + " \"18:00\", \"19:00\", \"20:00\",\n", + " \"21:00\", \"22:00\", \"23:00\"\n", + " ],\n", + " \"data_format\": \"netcdf\",\n", + " \"download_format\": \"unarchived\",\n", + " \"area\": [30, -180, -30, 180]\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "13", + "metadata": {}, + "source": [ + "(data-section-2)=\n", + "### Download the datasets and perform space-time aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "14", + "metadata": {}, + "source": [ + "The datasets are now downloaded." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "15", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 12/12 [00:06<00:00, 1.73it/s]\n", + "100%|██████████| 12/12 [00:00<00:00, 21.19it/s]\n" + ] + } + ], + "source": [ + "datasets = {}\n", + "\n", + "for collection_id in requests :\n", + " request = requests[collection_id]\n", + " datasets[collection_id] = download.download_and_transform(\n", + " collection_id,\n", + " download.update_request_date(request | {'area': [lat_max, lon_min, lat_min, lon_max]}, #[N, W, S, E]\n", + " start, \n", + " stop, \n", + " stringify_dates=True),\n", + " chunks=chunks,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "16", + "metadata": {}, + "source": [ + "#### **Temporal and spatial aggregation**\n", + "\n", + "All data records are provided at different spatial and temporal resolutions : \n", + "- Upper Tropospheric Humidity : 1$^\\circ$ / 1-day\n", + "- Vertical atmospheric velocity at 500hPa ($\\omega_{500}$) : 0.25$^\\circ$ / 1-hour\n", + " \n", + "Since this is a cross-variable analysis, the study requires to process all the datasets at the same horizontal and temporal resolutions. \n", + "\n", + "Note that for the UTH data record, two manipulations of the latitude $\\times$ longitude grid are done : first a reversal of the latitudes since the data is stored South-to-North (North-to-South for ERA5 $\\omega_{500}$), and second a change of the longitude values since they range from 0° to 360° (-180° to 180° for ERA5 $\\omega_{500}$) .\n", + "\n", + "The common spatial aggregation is thus 1$^\\circ$ and the data records are processed at the monthly scale. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "17", + "metadata": {}, + "outputs": [], + "source": [ + "# coarsen datasets to 1° grid / 1-month\n", + "ds_tmp = (datasets[\"satellite-upper-troposphere-humidity\"].resample(time='1ME').mean())\n", + "ds_uth = ds_tmp.reindex(latitude=list(reversed(ds_tmp.latitude))) # latitudes original stored from -90° to + 90°\n", + "\n", + "with xr.set_options(keep_attrs=True):\n", + " ds_uth[\"longitude\"]= (ds_uth[\"longitude\"] + 180) % 360 - 180. # change original 0-360 longitudes into -180 +180 longitudes\n", + "\n", + "ds_omega500 = (datasets[\"reanalysis-era5-pressure-levels\"].resample(time='1ME').mean().coarsen(latitude=4, longitude=4, boundary=\"pad\").mean())" + ] + }, + { + "cell_type": "markdown", + "id": "18", + "metadata": {}, + "source": [ + "#### **Change of unit for vertical velocity**\n", + "Most scientific studies focusing on the large-scale atmospheric circulation use __hPa/day__ as the unit for the upward atmospheric wind (see [[3]](https://doi.org/10.1007/s00382-003-0369-6)), since it offers a more meaningful unit at the considered time scale." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "19", + "metadata": {}, + "outputs": [], + "source": [ + "## from Pa/s to hPa/day\n", + "with xr.set_options(keep_attrs=True):\n", + " ds_omega500[\"w\"] *= 24 * 36\n", + "\n", + "## and the unit in the dataset is changed accordingly\n", + "ds_omega500.attrs[\"units\"] = \"hPa / day\"" + ] + }, + { + "cell_type": "markdown", + "id": "20", + "metadata": {}, + "source": [ + "#### **Organisation of the data**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "21", + "metadata": {}, + "outputs": [], + "source": [ + "## Creation of a dataframe that keeps also the information of each month to study the month-to-month variability\n", + "series = {}\n", + "months = None\n", + "datasets = [\n", + " (ds_omega500[\"w\"], \"w\"),\n", + " (ds_uth[\"uth_mean_ascend_descend\"], \"uth_mean_ascend_descend\")\n", + "]\n", + "\n", + "for da, name in datasets:\n", + " # sort and stack the data\n", + " stacked = da.sortby(list(da.dims)).stack(index=sorted(da.dims))\n", + " # convert into a serie\n", + " s = stacked.to_series().reset_index()\n", + " # extraction of the month\n", + " s[\"month\"] = s[\"time\"].dt.month\n", + " # storage\n", + " series[name] = s[da.name]\n", + " if months is None:\n", + " months = s[\"month\"]\n", + "\n", + "# Creation of the dataframe\n", + "df_monthly = pd.DataFrame(series)\n", + "df_monthly[\"month\"] = months.values\n", + "# Supression of missing values\n", + "df_monthly = df_monthly.dropna()" + ] + }, + { + "cell_type": "markdown", + "id": "22", + "metadata": {}, + "source": [ + "(Analysis-section-1)=\n", + "### Overview of the geophysical variables of interest" + ] + }, + { + "cell_type": "markdown", + "id": "23", + "metadata": {}, + "source": [ + "#### **Upper Tropospheric Humidity**\n", + "\n", + "The Upper Tropospheric Humidity (UTH, in %) is a single-layer geophysical variable provided by EUMETSAT on a 1°$\\times$1° regular grid. \n", + "\n", + "The UTH data record of the CDS relies on measurements from the 183.31±1 GHz channels of the Advanced Microwave Sounding Unit-B (AMSU-B) and the Microwave Humidity Sounder (MHS) on board the NOAA- and MetOp- satellite series. The present use case analyses the AMSU-B data of the NOAA-16 satellite.\n", + "\n", + "For the 183GHz microwave channel the UTH is retrieved under all situations, except where measurements are influenced by surface (high orography or extremely dry atmospheric conditions), or when there is a deep convective storm with large ice particules (see [[2]](https://doi.org/10.1029/2006GL029118), [[6]](https://doi.org/10.1029/2007JD009314)).\n", + "\n", + "The map below shows the UTH for July 2001." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.projected_map(\n", + " ds_uth.isel(time=6).compute()[\"uth_mean_ascend_descend\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"YlGnBu\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\n", + " \"orientation\": \"horizontal\",\n", + " \"pad\": 0.1, \n", + " \"label\": \"UTH [%]\"\n", + " },\n", + " show_stats=False\n", + " )\n", + "plt.title(\"July 2001 - monthly average\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "25", + "metadata": {}, + "source": [ + "*Figure 1: Monthly average of UTH (in % of relative humidity) for July 2001.*" + ] + }, + { + "cell_type": "markdown", + "id": "26", + "metadata": {}, + "source": [ + "As expected (see [[5]](https://doi.org/10.1029/93JD01283), [[8]](https://acp.copernicus.org/articles/14/11129/2014/)) high UTH values are associated to monsoonal regions of strong storms that bring upward a high amount of moisture : in the Eastern Pacific, over West Africa and in the Indian Ocean and Indonesia (known as the Warm Pool).\n", + "On the other side of the UTH range, a drier atmosphere is visible in the continental desert regions, and more generally in both hemispheres, North and South of the Monsoonal regions." + ] + }, + { + "cell_type": "markdown", + "id": "27", + "metadata": {}, + "source": [ + "#### **Atmospheric vertical velocity at 500 hPa**\n", + "\n", + "The map below shows the $\\omega_{500}$ for the same month of July 2001, overlayed with contours of UTH of the same month." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "28", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'July 2001 - monthly average')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, subplot_kw=dict(projection=ccrs.PlateCarree()))\n", + "\n", + "ds_omega500.isel(time=6, pressure_level=0)[\"w\"].plot(\n", + " ax=ax,\n", + " transform=ccrs.PlateCarree(),\n", + " cmap=\"coolwarm\",\n", + " robust=True,\n", + " center=False,\n", + " vmin=-150,\n", + " vmax=+150,\n", + " alpha=0.8,\n", + " extend=\"both\",\n", + " cbar_kwargs={\n", + " \"orientation\": \"horizontal\",\n", + " \"pad\": 0.1,\n", + " \"label\": \"vertical velocity at 500hPa $\\\\omega_{500}$ [hPa/day]\",\n", + " },\n", + ")\n", + "\n", + "line_c = ds_uth.isel(time=6)[\"uth_mean_ascend_descend\"].plot.contour(\n", + " ax=ax,\n", + " center=False,\n", + " linewidths=2,\n", + " levels=5,\n", + ")\n", + "ax.clabel(line_c, [15,45], inline=1, fontsize=10)\n", + "ax.coastlines()\n", + "ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True)\n", + "ax.set_title(\"July 2001 - monthly average\")" + ] + }, + { + "cell_type": "markdown", + "id": "29", + "metadata": {}, + "source": [ + "*Figure 2: Monthly average of the vertical velocity at 500hPa (in hPa/day) for July 2001, from the ERA5 reanalyses. The overlaid contours are UTH from Figure 1.*" + ] + }, + { + "cell_type": "markdown", + "id": "30", + "metadata": {}, + "source": [ + "Negative values of $\\omega_{500}$ indicate ascending motions, while positive values indicate descending motions. \n", + "\n", + "The contours of UTH, overlayed on the map, help to interpret the structures.\n", + "\n", + "From the general atmospheric circulation, ascending motions ($\\omega_{500}$ < 0) are regions where storms form by convection. These regions form the moist Inter-Tropical Convergence Zone (ITCZ), a region of strong convergence of the surface winds of the Hadley cells. The convective storms moisten the troposphere by bringing upward the moisture from the boundary layer.\n", + "\n", + "Descending motions ($\\omega_{500}$ > 0) are dry regions that are free of storm clouds and are mainly located over the subtropics (near 20°S - 20°S). In these subsidence regions, the air sinks and warms adiabatically without changing its water vapour content, thus decreasing the rate of relative humidity. \n", + "\n", + "Therefore, $\\omega_{500}$ serves to define __large-scale circulation regimes__, as stated in [[3]](https://doi.org/10.1007/s00382-003-0369-6), extremely useful to decompose the dynamical structure of the tropical atmosphere and to analyze its properties (for the purpose of studying trends in precipitation [[11]](https://doi.org/10.1256/qj.04.176) or for the purpose of studying cloud radiative forcing [[3]](https://doi.org/10.1007/s00382-003-0369-6), among other applications). Many studies use this framework to assess global climate models ([[2]](https://doi.org/10.1029/2006GL029118), [[3]](https://doi.org/10.1007/s00382-003-0369-6), [[11]](https://doi.org/10.1256/qj.04.176)).\n", + "\n", + "The following density histogram illustrates the probability density function (PDF) of $\\omega_{500}$ for the full year 2001." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "31", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:18: SyntaxWarning: invalid escape sequence '\\o'\n", + "<>:18: SyntaxWarning: invalid escape sequence '\\o'\n", + "/data/wp5/.tmp/ipykernel_851463/2054132186.py:18: SyntaxWarning: invalid escape sequence '\\o'\n", + " plt.xlabel('circulation regimes - $\\omega_{500}$ [hPa/day]')\n" + ] + }, + { + "data": { + "image/png": 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iIiKygskyEREREZEVTJaJiIiIiKxgskxEREREZAWTZSIiIiIiK5gsExERERFZwWSZiIiIiMgKJstERERERFYwWSYiIiIissLpZNloNLojDiIiIiKiGsfL2QbNmjXD5MmT8eCDD+LGG290R0xERET1SkZsHFacuOLpMIhIgdMjyw8++CA2b96Mdu3aoU+fPnj33XdRUlJSpSDWrl2LmJgY+Pr6Ii4uDt9//73N+gcOHEBcXBx8fX3RqlUrrFu3zqz89OnTGDt2LFq2bAlJkrBq1SqLPhYvXgxJksxuERERVXodRERERFS3OJ0sL1u2DCkpKfjyyy8RERGBmTNnIjIyEjNmzMCPP/7odAAJCQmYO3cu/vvf/+LkyZPo06cPhg4ditTUVMX6Fy5cwLBhw9CnTx+cPHkSTz75JObMmYNt27aZ6pSUlKBVq1ZYsWKFzQS4ffv2yMjIMN2Sk5Odjp+IiIiI6q5KXeCnUqkwbNgwfPzxx0hLS8OSJUtw+PBh9OrVCx06dMCqVauQl5fnUF+vvPIKpk6dimnTpqFt27ZYtWoVmjdvjjfeeEOx/rp16xAdHY1Vq1ahbdu2mDZtGqZMmYKVK1ea6nTr1g0vvfQSJk6cCB8fH6vP7eXlhYiICNOtcePGTv0ciIiIiKhuq/JqGBkZGUhNTUVWVhZ8fHzQrFkzPP3002jZsiW++OILm23Lyspw/PhxDB482Oz44MGDcfjwYcU2SUlJFvWHDBmCY8eOQa/XOxX7uXPnEBUVhZiYGEycOBHnz593qj1Q/vpPnDhhup06dcrpPoiIiIioZqpUslxQUID169eje/fu6NixIxITE7Fo0SKkpaVh9+7duHTpEkaOHIk5c+bY7Ofq1aswGo0IDw83Ox4eHo7MzEzFNpmZmYr1DQYDrl696vBr6N69O9577z3s2bMHb775JjIzM9GrVy9kZ2c73AcArF+/HnFxcaZb3759nWpPRERERDWX06th3H///di2bRskSUJ8fDz+97//oUePHmZ1goKCMHv2bLz//vsO9SlJktljIYTFMXv1lY7bMnToUNP92NhY9OzZE61bt8a7776L+fPnO9zPzJkzMWLECNPjoqIiJsxEREREdYTTyfKZM2fwyiuv4O6770aDBg2s1mvfvj327dtns6+wsDCo1WqLUeSsrCyL0eMKERERivW9vLzQqFEjB1+FpYCAAMTGxuLcuXNOtYuMjERkZKTpcUFBQaVjICIiIqKaxelpGJ9++immTJmimCgbDAbTKhaBgYF2R1i9vb0RFxeHxMREs+OJiYno1auXYpuePXta1N+7dy+6du0KjUbjzEsxU1pairNnz5olvkRERFUnAOHiGxFVG6eT5ZiYGJw8eVKx7KeffkJMTIxT/c2fPx9vvfUWNm3ahLNnz2LevHlITU3FrFmzAAALFy7E/fffb6o/a9YspKSkYP78+Th79iw2bdqEjRs34vHHHzfVKSsrw6lTp3Dq1CmUlZUhLS0Np06dwh9//GGq8/jjj+PAgQO4cOECfvzxR4wbNw4FBQWYPHmyU/ETERFVN8cnHRJRVTk9DUPY+B9taWmpzaXalMTHxyM7OxtLly5FRkYGOnTogF27dqFFixYA/llto0JMTAx27dqFefPmYc2aNYiKisJrr72GsWPHmuqkp6ejc+fOpscrV67EypUr0bdvX+zfvx8AcOnSJUyaNAlXr15F48aN0aNHD/zwww+m5yUiInINCXDimhoiqlkcSpZ//fVXnDlzxvR4//79uHTpklkdnU6HLVu2oFWrVk4HMXv2bMyePVux7J133rE41rdvX5w4ccJqfy1btrSZ1APA1q1bnYqRiIiIiOofh5LlhIQELFmyBED5ihMLFixQrBcSEoK3337bddEREREREXmQQ8ny3Llz8cADD0AIgVatWuHTTz81m+YAlF+sFxER4dTybURERERENZlDyXJwcDCCg4MBABcuXEBkZCS8vb3dGhgRERERkac5lCzn5OQgJCQEKpUKDRo0QFFRkc36oaGhLgmOiIiIiMiTHEqWGzdujKSkJNxyyy0ICwuzO9XCaDS6JDgiIiIiIk9yKFnetGkTWrdubbrPeclEREREVB84lCxfu1HHAw884K5YiIiIiIhqFKd38FPy119/4euvv0ZOTo4ruiMiIiIiqhGcTpYfe+wxzJ071/R4+/btuPHGGzF48GDccMMNOH78uCvjIyIiIiLyGKeT5e3bt6Nr166mx08++SSGDRuGn3/+GbfccgsWLVrk0gCJiIiIiDzF6WQ5IyMD0dHRAIA///wTv/32GxYtWoQOHTpgzpw5OHbsmMuDJCIiIiLyBKeT5eDgYGRlZQEAEhMTERoairi4OADlu/hptVrXRkhERERE5CEOrYZxrdtuuw1PP/00Ll++jJUrV2LUqFGmst9++8006kxEREREVNs5PbL86quvIiIiAgsWLEB0dDSef/55U9n777+PPn36uDRAIiIiIiJPcXpkuWnTpvj2228Vy/bs2QNfX98qB0VEREREVBM4nSzbEhQU5MruiIiIiIg8yulkWZZlvPXWW/jkk09w6dIl6HQ6izrnz593SXBERERERJ7kdLL8xBNP4OWXX0bv3r3Rp08feHt7uyMuIiIiIiKPczpZ3rx5MxYvXoynn37aHfEQEREREdUYTq+GodPp0Lt3b3fEQkRERERUozidLN9zzz348ssv3RELEREREVGN4vQ0jB49emDRokW4fPkyBg0ahJCQEIs6Y8aMcUVsREREREQe5XSyfN999wEAUlJSkJCQYFEuSRKMRmPVIyMiIiIi8jCnk+ULFy64Iw4iIiIiohrH6WS5RYsW7oiDiIiIiKjGcfoCvwq7d+/Gs88+ixkzZiA1NRUA8N133yE9Pd1lwREREdV+AhAuvhFRtXF6ZPnKlSsYOXIkfvzxR0RGRiIjIwOzZs1CdHQ0Nm3ahICAAKxZs8YdsRIRERERVSunR5bnzp2Lq1evIjk5GX/99RfENf/DHThwIL755huXBkhERFS7SYDk4hskT78oonrD6ZHlnTt34s0330S7du0sVr1o3rw5Ll265LLgiIiIiIg8yemRZYPBgICAAMWy3NxceHt7VzkoIiIiIqKawOlkuXv37ti0aZNi2datW7kVNhERERHVGU5Pw3juuedw++2347bbbsO4ceMgSRI+++wzLF++HDt37sTBgwfdEScRERERUbVzemS5Z8+e2LdvHyRJwmOPPQYhBJ5//nlkZGTgm2++QZcuXdwRJxERERFRtXN6ZBkoT5gPHDgArVaL3NxchISEwN/f39WxERERERF5VKWS5Qp+fn7w8/NzVSxERERERDWKQ8nylClTnOrU2gWARERERES1iUPJ8tGjR80eZ2ZmIjs7G0FBQWjSpAmysrJQUFCARo0aITIy0i2BEhERERFVN4cu8EtOTjbdXnrpJQQGBmLPnj3Iy8vD77//jry8POzevRuBgYF44YUX3B0zEREREVG1cHo1jP/85z9YunQpBg0aZHZ88ODBWLx4Mf7v//7PZcEREREREXmS08nyuXPnEBoaqlgWGhqKP//8s8pBERERERHVBE4ny+3atcOKFStQWFhodrywsBArVqxAu3btXBYcEREREZEnOb103Ouvv4477rgDzZs3x+233266wG/fvn0wGo3YvXu3O+IkIiIiIqp2To8s9+rVC+fOncOsWbOQn5+P7777Dvn5+Zg1axbOnTuH3r17uyNOIiIiIqJqV6lNScLDw7FixQpXx0JEREREVKM4PbJMRERERFRfMFkmIiIiIrKCyTIRERERkRVMlomIiIiIrGCyTERERERkBZNlIiIiIiIrHFo6TqVSQZIkhzs1Go2VDoiIiIiIqKZwKFl+8cUXTcmywWDA6tWroVarMXLkSISHhyMzMxOff/45ZFnGI4884taAiYiIiIiqi0PJ8uOPP266/8QTT6BTp0747LPPoFarTcdfffVVjBw5EleuXHF9lEREREREHuD0nOV33nkHDz30kFmiDABqtRoPPfQQ3n33XZcFR0RERETkSU4ny1qtFn/99Zdi2V9//QWdTlfVmIiIiIiIagSHpmFca9SoUXjiiSfg5+eHUaNGITg4GPn5+di+fTsWLlyIUaNGuSFMIiIiIqLq53SyvGbNGpSUlGDKlCmYMmUKNBoN9Ho9gPJEevXq1S4PkoiIiIjIE5xOlhs0aIBPPvkEv/76K3788UdkZmYiMjIS3bp1Q9u2bd0RIxERkdskJydDq9W68RmEG/smIndzOlmucNNNN+Gmm25yZSxERETVTqvV4tcrBdD4+Ho6FCKqgSqVLOv1emzcuBFHjx7FxYsXsWbNGtxwww1ISEjAzTffzBFmIiKqVTQ+vmjWvrPL+/390Dcu75OIqpfTyfL58+cxcOBAXLlyBR07dkRSUhIKCwsBAN999x12796Nt99+2+WBEhERERFVN6eXjpszZw4aN26MCxcuYP/+/RDin7lYffv2xXfffefSAImIiIiIPMXpkeX9+/djy5YtCAsLg9FoNCuLiIhARkaGy4IjIiIiIvIkp0eWvby8zEaTr3X58mUEBgZWOSgiIiIioprA6WS5b9++ePnll01rKwOAJEkQQmDDhg0YMGCASwMkIiIiIvIUp6dhvPDCC+jVqxfatm2LkSNHQpIkrFmzBr/88gvOnTuHI0eOuCNOIiIiIqJq5/TI8k033YRjx46hd+/e2LJlC9RqNXbs2IF//etfOHLkCFq3bu2OOImIiIiIql2l1llu1aoV3n33XVfHQkREVO3S09ORV+jGHfysXOdDRLWD0yPLS5cuxUcffaRYlpaWhqVLl1Y5KCIiouqi1+tRDG/k6Ix2b5qfkjFpUB9MGtQHmp+S7daHN3cFJKrtnB5ZXrx4MSRJwrfffovVq1fDy+ufLi5duoQlS5bg6aefdmmQRERE7iRpvBHSpqPdeoHafy5uD4y+AaV22lxN5nU8RLWd0yPLQHnC/PHHH+P2229HVlaWq2MiIiIiIqoRKpUsDxkyBD/88AOys7PRpUsXHD161NVxERERERF5XKWSZQC44YYb8OOPP6Jz58647bbb8M4777gwLCIiIiIiz6vUahgVGjRogC+++AJPPvkkpkyZgv79+7sqLiIiomqRkZEBncoPmck/2q/8x6+mu9l/nEamymi7vlEPGA1VjJCIPKlKyTJQvnvf8uXL0bFjR0ydOtUVMREREVUbrVYLuVEj6PR2El8AZUaj2X27bfwaALVs5ThRnA8AbttkzM/PD7GxsW7pm8gdnE6WZVlWPD5x4kR0794dqampVQ6KiIiougghAC9vqFu0s1tXVVT6z/2IGLttDJkXqhxftZMNkBo1xZ8FZS7vWl+qw02NXd4tkVtVeWT5WjExMYiJiXFll0RERNVAgso30G4tlbe/2X1H2tRKajWate/s8m4vnT7p8j6J3M2hZHnEiBF4+eWXccMNN2DEiBE260qShM8//9wlwREREREReZJDyXJhYSGMf8/TKigogCRJbg2KiIioupR/vgnIBvvTDmT9P9MwND/+AOON7SGpKr2wFBHVAg4ly/v27TPd379/v7tiISIiqrGCt32CIW88a3o8ce1ipG7dgJ3Tn0D+2HEejIyI3Mmlc5aJiIhqJwnw8rZaGvxxAma8OA9qYX6Re3ROOma8OA8bVGrkj493d5BE5AEOJcuffvqpU52OGTOmUsEQERHVNEKWMXz9MotEuYJayBi2fhk+HDueUzKI6iCHkuVx4xz/ekmSJNP8ZketXbsWL730EjIyMtC+fXusWrUKffr0sVr/wIEDmD9/Pk6fPo2oqCj85z//waxZs0zlp0+fxtNPP43jx48jJSUFr776KubOnVvl5yUiovrHf9+3iM5Jt1mnRU46/Pfvg7b/gGqKioiqi0PJ8oUL7lsnMiEhAXPnzsXatWvRu3dvrF+/HkOHDsWZM2cQHR2tGMuwYcMwffp0fPDBBzh06BBmz56Nxo0bY+zYsQCAkpIStGrVCuPHj8e8efNc8rxERFQ/+WbaTpSvrad1cyxEVP0cSpZbtGjhtgBeeeUVTJ06FdOmTQMArFq1Cnv27MEbb7yB5cuXW9Rft24doqOjsWrVKgBA27ZtcezYMaxcudKULHfr1g3dunUDACxYsMAlz0tERPWTLiLKpfVqi7Q0x/6T4Iy8vHykF+ld3i+RO3n0Ar+ysjIcP37cIqEdPHgwDh8+rNgmKSkJgwcPNjs2ZMgQbNy4EXq9HhqNxi3Pa01GRgYyMjJMj4uKipxqT0REniXLMiBkQKf897uk5y1IDY2yORUjJTQKJT26QbLSR22UW+rclEpHFJcZoBdMlql2qVSy/MEHH2DdunX4/fffodPpLMoLCgoc6ufq1aswGo0IDw83Ox4eHo7MzEzFNpmZmYr1DQYDrl69isjISLc8rzXr16/HkiVLnGpDREQ1hyzLUEkShLBSQVJhx9THMXPl44oX+RklFXZOfRyQVNb7qIWCGke4vM+Si+dc3ieRuzmdLH/wwQeYNm0aHnjgARw+fBhTpkyB0WjEl19+iZCQENx///1OB3H9JidCCJsbnyjVVzru6udVMnPmTLNdDYuKitC3b1+n+iAiIs+TfAOslhVMvBcb1BqMXrsUEQVXTMdTQqOwa8ZCFIyPB7frIqqbnE6WX375ZTz11FNYsGABNmzYgNmzZ6NLly4oLCzE4MGDERgY6HBfYWFhUKvVFqO5WVlZFqO+FSIiIhTre3l5oVGjRm57XmsiIyPNRrMdHVUnIqKaRALsDJbkT5iIPTe2xuQHhwEAEuY8i/P3z+BycUR1nNO/4efOnUPv3r2hVquhVqtNyWGDBg3wxBNP4LXXXnO4L29vb8TFxSExMdHseGJiInr16qXYpmfPnhb19+7di65duzo0X7myz0tERIRrEmNdXDcmykT1gNO/5cHBwSgtLQUANG3aFGfOnDGVGY1GZGdnO9Xf/Pnz8dZbb2HTpk04e/Ys5s2bh9TUVNO6yQsXLjSb2jFr1iykpKRg/vz5OHv2LDZt2oSNGzfi8ccfN9UpKyvDqVOncOrUKZSVlSEtLQ2nTp3CH3/84fDzEhERERE5PQ2ja9eu+PnnnzFkyBCMGDECS5YsgSzL0Gg0WLFiBbp37+5Uf/Hx8cjOzsbSpUuRkZGBDh06YNeuXabl6jIyMpCammqqHxMTg127dmHevHlYs2YNoqKi8Nprr5mWjQOA9PR0dO7c2fR45cqVWLlyJfr27Yv9+/c79LxERERERE4nywsXLkRKSgoAYOnSpUhJScG8efNgNBrRrVs3bNiwwekgZs+ejdmzZyuWvfPOOxbH+vbtixMnTljtr2XLlqaL/ir7vERERERETifLPXr0QI8ePQAAISEh+Pzzz1FaWorS0lIEBQW5PEAiIiIiIk9xyZUJPj4+TJSJiIjqkUY/HcM9NzbEPTc2RKOfjnk6HCK3qdSmJD/88AM+/vhjXLx40WJTEkmS8Pnnn7skOCIiIiIiT3I6Wf7f//6HefPmoUmTJmjdujW8vb3dERcRERERkcc5nSyvXLkSDz/8MFatWgUV15ckIqI6QcChvaqvrSMcbENEtZrTyXJJSQlGjhzJRJmIiOoUR1ZRSu/QBcuPXb62kRsjIqKawOmMd8KECfjqq6/cEQsREVGdYnsDbSKqDZweWV61ahWmTp2Ku+++GwMHDkRISIhFnTFjxrgiNiIiomoiuWnraqbLRLWd08nymTNncPDgQaSmpmLr1q0W5ZIkwWg0uiQ4IiIiIiJPcjpZnjp1KoKCgvDll1+iTZs2XA2DiIioDiq4kmmz3Dc323S/ODfbbn0AMJRqka8vqHJsRNXJ6WT5119/xaeffoo77rjDHfEQERFRDaA1yDbLS43C7L69+gBggIrfPlOt43SyfPPNNyMrK8sdsRAREVEN4dso3Ga5d3Co2X179QFAl/JrleMiqm5OX82wdu1avPrqq0hMTITBYHBHTERERERENYLTI8t9+/aFXq/HHXfcAZVKBT8/P7NySZKQn5/vsgCJiIiIiDzF6WT58ccfd0ccREREREQ1jlPJcllZGTp06IBOnTqhdevW7oqJiIiIPEyXfdlmeVl+jtl9e/UBQDaUQavVVjk2ourkVLLs7e2Ne+65B7t372ayTEREVBfJ5atalBbZXuKtrLjQdF919Bh0zaLtbuwiZBmlpaVVj5GoGjk9DeOmm27CxYsX3RELEREReZoQgFoDyb+B1SrBO3bijrdeMj2e+PbLSP3sQ+x8cC7y7xxuvW+1F4QQ1suJaiCnk+Xly5dj7ty5aNeuHeLi4twRExEREXmSJEEVorwUXNDHCZj+6kKohfm6ytG5GZjx6kK86ROAgvHxVvo96+pIidzO6WT5P//5D65evYpbbrkFYWFhaNKkCSRJMpVLkoSffvrJpUESERGR5wlZxrD1yywS5QpqIWPo+mXYOna83SkZRLWF08lyXFwcunbt6o5YiIiIqIYQCgmx375vEJ2TbrNdi5x0+O7/Frrb+yuWcwc/qm2cTpbfeecdN4RBRERENYnSzGKfDNuJcgXfjHRwzQuqK5xOlq+VlpaGnJwchIaGomnTpq6KiYiIqPrxwjMzoqTQ4pi2UahCTUva0FDF9hAyR5ap1qnUhKLNmzejVatWiI6ORqdOnRAdHY1WrVrhww8/dHV8RERE5AmSyuJW0uc2pIZG2myWEhqFkj59FNvjmmuciGoLp0eWt2zZgvvuuw+DBw/GM888g4iICGRmZmLr1q247777oFKpMHHiRHfESkRE9VhycrIbN7QQTOSuo7R0nARg58z/YsaKOYoX+RklFXbNfBKqwGBrvbo2SKJqUKml4x588EFs3LjR7PjkyZMxdepULFu2jMkyERG5nFarxa9XCqDx8fV0KPVa/vh4bAAwes0SRBRcMR1PCY3CrplPIt/asnFEtZTTyfLvv/+Ol19+WbEsPj4emzdvrnJQRERESjQ+vmjWvrNL+/z90Dcu7a8+yB8fjz1tWmHyg8MAAAlznsX5+2dwuTiqk5xOlsPCwnD69GkMGjTIouz06dMICwtzSWBERETXOn36NHLKgLy8fJv1mpz7DWOffAwAsG3Zy8i64cbqCK/+uSYx1sV1Y6JMdZbTyXJ8fDz++9//ws/PDxMmTEDDhg2Rl5eHjz76CE899RT+/e9/uyNOIiKq5/Lz81Ei+UCXfdVmPd/8PNP9gvw85Nipz3m0RGSL08nysmXL8Ndff+Hf//43Zs+eDS8vLxgMBgghMHbsWDz//PPuiJOIiOo5WZYhBYdAHRphs54qr/if+w0joG4SbbO+4UqaS+IjorrJ6WTZx8cH27ZtQ3JyMr7//nvk5uYiNDQUt956K2JjY90RIxERUTm1N7xb2f6s0RSX/XO/aWu79UvP/OCS0Iiobqr0piSxsbFMjomIiIioTqtUsmw0GvHjjz/i0qVL0Ol0FuX3339/lQMjIiIizxHaItsVSkvM7tutDwBChuBOiVTLOJ0snzhxAmPGjMHFixcV3/CSJDFZJiKqp9y5cUhZWRmEUe+WvsmSkG1vSy1k2ey+vfrleDEl1T5OJ8v//ve/0aBBA+zduxft2rWDt7e3O+IiIqJayJ0bhxh9AwGOSlYbydvPdrnGx+y+vfrlFasaFVH1czpZPn36ND766CMMGDDAHfEQEVEt546NQwDgj19+AiBg0BbbrHdtudfhw9C3asM1gCtB0tgZDPPSmN23W7+81yrFROQJTifLbdq0QWFhoTtiISKiWi49PR15Bg2ktHSX9y1KdQDyoE85a7VOyL5DGPzhG6bHE95YitStb+LLCVORd3tv5UaykSPWRGSV08nyq6++ikcffRQdO3bETTfd5I6YiIioltLr9SjWS0CpI/NXnSOEgCogGLjm6/9rhXy9H7M2LINayGbHo3MzMGvDMqxTLULewH6WDa30R0QEVCJZfvjhh5GZmYkOHTogKioKISEhZuWSJOGnn35yVXxERFTLSCoVghrb3jikMrIAwEsDdYzlsqVClnFXwr0WiXIFtZBxZ8Jb+HDqQxZTMgznjrs8ViKqO5xOluPi4iBJnHNEREQ1h/++bxGdY3vqR4ucdPjv3wdtf15zQ0SOczpZfuedd9wQBhERkT1/zysus1zf3zct1aEefNNSoVVoT0RkTaV38CMiIvIEofDtpjYyyqG22ogoxfbkvIzYOKw4ccXTYRC5HZNlIiKqVSSFC/K0AwYjNTTK5lSMlNAoaAcM4jJyROQUJstERFQ7GA0QhTkwXkhWLP4yfhpmrXtO8SI/o6TCjvhpkFNOWzY06AGjwdXRElEdwWSZiIhqCQHJP8hqad7AflgHYOzmtYgouGo6nhIahR3x05SXjQMAv0DTdGgiousxWSYiIpfJz8+HQSNQcCXT9Z0LWF06rkLh9FjsuaUHJj84DACQMOdZnL9/BiSVCmorbQypZ1wfKxHVGUyWiYjIZYxGIwwaFbQG5fWOrxVx5mfcPXsSAODDtVuQ2e5m2w0qrsuzspayRT0Aui5xkCQH2pAlt+xqyCF8qn2YLBMRkUtJkgq+jcLt1vMODjW7b69N4d95lpDtJL7XJnlC2K9P1YgrkVDtw2SZiIhqGXsJl3Tdfdv1mb5ZwSX2iAAwWSYiolpGUlubffy3a5eGU6ns12e6TEQ2cLFJIiIiIiIrOLJMREQuo9VqIWvKoMu+bLduWX6O2X1H2hARVTcmy0RE5DKyLENIahgcWEnBeE0doxD22zg4h5bbMBORKzFZJiIil5IkFbwa2l8NQx0UanbfkTZERNWNc5aJiIiIiKxgskxERB5x7frHmiNHuB4yEdVITJaJiKjaBX6UgIGP3G96PP71pzF+YGcEfpTgwaiIiCxxzjIREVWrwI8SMHX5HKiv24I6OicdU5fPwUYARRPiPRMcmQhtkRs65bcHVPtwZJmIiKqNkGXcsW6ZRaJcQS1kDFm3jFMyPMxt27RwV0CqhTiyTERUDyUnJ0Or1bq837KyMgij3mq577ffIjon3WYfLXLS4bNvH8oGDHB1eOQwCZJfoFv6JaptmCwTEdVDWq0Wv14pgMbH16X9Gn0DARvrJftk2E6Ur61X5qqgiIiqgMkyEVE9pfHxRbP2nV3a5x+//AQAMBqNiuXaiAiH+tFFRFjtg4ioOjFZJiKqh06fPo1cr0AUSD4u7VfIMiQhYDQoT8UouvVWpIZG2ZyKkRIahaLevSFZ6YOIqDoxWSYiqofKysqglQCD7OKPAdXf141LytePS2oVdk5/AjNenKd4kZ9RUmHX9CcgqfnxREQ1A/8aERHVU5JKjcDIaJf2qTt9uPyOl7fVOvnxd2ODSo3Ra5YgouCK6XhKaBR2zXwS+eO5bBwR1RxMlomI6iGtVgvhY0RpSbFL+xUlRRClOuiP7bFZ72pMCHb+ezamvrAEAPDh+Kn4Y0A/SCoJsNbWqAc4NYOIqhmTZSKiekiWZciQoJetr1xRKUKGKjQC8A2wX9fX33RX264NJH87S5UFNARcHC4RkT1MlomI6ikJErz8bCe1EcnHcfd9dwAAPnx/NzJj4+x3rPGGV9uedqt5Gf+5uNCrZSy82naxWb8sO83+cxMRuRiTZSIicjlJrbZfSaUyu+9QGyKiasbtromIiIiIrGCyTERERERkBZNlIiIiIiIrOGeZiIisEvI/G4dojhyBaN8Zksr+OItwZKvqa/qGLDvWBgAEl8QgourDkWUiIlIU+FECBj5yv+nx+NefxviBnRH4UYIHoyIiql4cWSYiIguBHyVg6vI5FltSR+ekY+ryOdgIoGiC9Z323LoahiQ5Vo+IyAWYLBMRkRkhy7hj3TKLRLmCWsgYsm4ZPhk33qEpGdZkxMZhxYkr9isSEXkQp2EQEZEZ32+/RXROus06LXLS4bNvn/UKQrj+RkTkARxZJiIiMz4ZthPla+uVWSlzR2rLyRdE5AlMlomI6iG9Xg8BGUa93qJM2yTcoT50TcIV2wOA5JZ5xUyXiaj6MVkmIqqHDAYDIASMuhKLsqIetyA1NBLRORlW26eERqGoezdICu2JiOoSJstERDVUcnIytFqtW/o2Go1AUS6MaecUy78cPxWzNihf5GeUVNgxfgrkjD8tG8pGzjEmojqlRlzgt3btWsTExMDX1xdxcXH4/vvvbdY/cOAA4uLi4Ovri1atWmHdunUWdbZt24Z27drBx8cH7dq1w/bt283KFy9eDEmSzG4REREufV1ERFWh1Wrx65UC/FlQ5vKbEAKSXwNApVa85Q24Detm/heZQWFmMaWERmLdzP8ib8Btym01Ph76aRERuYfHR5YTEhIwd+5crF27Fr1798b69esxdOhQnDlzBtHR0Rb1L1y4gGHDhmH69On44IMPcOjQIcyePRuNGzfG2LFjAQBJSUmIj4/Hs88+i9GjR2P79u2YMGECDh48iO7du5v6at++Pb7++mvTY7Wja3wSEVWD9PR0FBdqERLZ3D1P4KWBqkV7q8UFD7bH7riueGD6SADA1oeW4Py9UyCpVNZHWs7/VP4v10ImojrC48nyK6+8gqlTp2LatGkAgFWrVmHPnj144403sHz5cov669atQ3R0NFatWgUAaNu2LY4dO4aVK1eakuVVq1Zh0KBBWLhwIQBg4cKFOHDgAFatWoUtW7aY+vLy8uJoMhHVWHq9HsXwhqxzcBtoZ6g1AABJ422zmuT9z0hx6S3dofLxdX0sREQ1mEeT5bKyMhw/fhwLFiwwOz548GAcPnxYsU1SUhIGDx5sdmzIkCHYuHEj9Ho9NBoNkpKSMG/ePIs6FQl2hXPnziEqKgo+Pj7o3r07li1bhlatWjn1GjIyMpCR8c9FMEVFRU61JyKyRdJ4I6RNR5t1Gv10DHdMGAQA2P1RIrI7drXb79WfDpXfsTe3+NpyzkUmonrIo8ny1atXYTQaER5uvkxReHg4MjMzFdtkZmYq1jcYDLh69SoiIyOt1rm2z+7du+O9995DmzZtcPnyZTz33HPo1asXTp8+jUaNGjn8GtavX48lS5Y4XJ+IyFH5+fko0xci7/efbNbzSf3nIr2i1HPI89PY79xoBAwGCLvJrzC7b78+EVHd4vFpGIDlepxCCJtrdCrVv/64vT6HDh1quh8bG4uePXuidevWePfddzF//nyHY585cyZGjBhhelxUVIS+ffs63J6IyJqcnBwYGzZFfmGhzXoBJf8s31ZUUmK3fnmjILhn6xAiorrFo8lyWFgY1Gq1xShyVlaWxchwhYiICMX6Xl5ephFha3Ws9QkAAQEBiI2NxblzyssoWRMZGYnIyEjT44KCAqfaExFZI8syhMYbquZtbdaT8v9ZXs43PQ9S3xshqewsdpTxV3lbe/Ukldl9u/W5cQgR1TEeTZa9vb0RFxeHxMREjB492nQ8MTERI0eOVGzTs2dPfPnll2bH9u7di65du0Kj0ZjqJCYmms1b3rt3L3r16mU1ltLSUpw9exZ9+vSpyksiInIZ499TJaDXWa0TvGMnhrz1kunxxHXPITVhI3Y+OBf5dw633rleB1GUB+OFZJsxXAr0xvPbvv3ngJ36MJQBRoPtOkREtYjHp2HMnz8f9913H7p27YqePXtiw4YNSE1NxaxZswCUr2SRlpaG9957DwAwa9YsrF69GvPnz8f06dORlJSEjRs3mq1y8eijj+K2227DCy+8gJEjR+Lzzz/H119/jYMHD5rqPP7447jrrrsQHR2NrKwsPPfccygoKMDkyZOr9wdARGSFLMuAWg3ZqLwaRsjOXZjxv/9abBwSnZuBGa8uxHpZRt7wYVb7lwKCXRovAEh+gZzdQUR1iseT5fj4eGRnZ2Pp0qXIyMhAhw4dsGvXLrRo0QJA+WoTqamppvoxMTHYtWsX5s2bhzVr1iAqKgqvvfaaadk4AOjVqxe2bt2KRYsW4amnnkLr1q2RkJBgtsbypUuXMGnSJFy9ehWNGzdGjx498MMPP5iel4ioRpAkqILDLA4LWcad772uuMMeAKiFjOHvvY4PJ95rfeqElwbqlh1cGS2MqWdd2h8Rkad5PFkGgNmzZ2P27NmKZe+8847Fsb59++LEiRM2+xw3bhzGjRtntXzr1q1OxUhE5BkS4GW5FrL/N18jOifdZssWOenwP3gI2v4D3BUcEVGdVyOSZSIico5vpu1E+dp6WlsVuNMeVSNRnA8AOHLkiMv79vPzQ2xsrMv7JWKyTERUC+kiolxaj6hayAZIjZriz4Iyl3arL9XhpsYu7ZLIhMkyEVENJYQoX4hNYSOQkn63IzU0yuZUjJTQKJT07QeJG4lQTaJWo1n7zi7t8tLpky7tj+ha9hbMJCIiDynfcElAyLLFDQB2zFgAo6T8Z9woqbBzxoLyfqy0JyIi+5gsExHVUvljJ2D9E6uQGWT+/XNKaBTWP7EK+WMneCgyIqK6g9MwiIhqOll5nWUAyB89Frtbt8AD08s3ctr60BKcv3dK+XJxNtoREZFjOLJMRFTLXbuOcmmXLg5sSU1ERI7iyDIRUY0mQdJYrrNsxktjdt9u/b/7JSIi+5gsExFVUXJyMrRam6sZV55Rb7dKRmwcVpy44p7nJ3KDtDTH1gl3VF5ePtKL7P+uEFUGk2Uioir6888/cUkrQ63xcW3HAcGKy8YR1Xa5pa6dT19cZoBeMFkm92CyTERURXq9HjrhjYDI1q7t+I+zEEV5MF5Idm2/AGAoA4wG1/dL5ICgxhE2yxv9dAx3TBgEANj9USKyO3a1Wb/k4jmXxUZ0PSbLREQuIKlUdhOA0JNHMHTiEADAzvnPIXf6v21ejJcFASkg2KVxVpD8AgEOWhMR2cVkmYioivLz82HwUaOgsNBqHZ9PPkWXtc+ZHg9/ZRFS31mLr2f8B6Xjxljv3EsDdUysK8MFABhTz7q8TyJHFVzJtFnum5ttul+cm223vqFUi3x9gUtiI7oek2UioirKyclBWWgA8q9mKZYHf7UHk197CmphvnNedE46Jr8wHxu0xcgfOsSyIUd+qY4qyM+3WR5QVGS6X1xUZLe+Xm9E0TVtiFyJi3ESEVWRXq8HIGDUl1ncDKU6DH9vtUWiXEEtZAx7fw0MpTqLtlzdjeoqWQibt2v/nygcqi9QWlrqqZdDdRxHlomIqkiWZUDtVT4P+DoBhw4jOjfDZvsWOekI/Ok0Snr1NC+QmC1TXSRB8m9gu4qvv9l9u/XVXhBcOYbchMkyEVEVCSEgSRKkwIYWZX65tr8+ruCbmw+tQvu/n6Aq4VnBxII8RxUSbrs8MNTsvr36kDgHn9yH0zCIiKrINKIlSRY3bWSUQ33oIqIs2xPVU0L+Z9qSz7EjZo+JqhtHlomIXEAU5kC++JvF8aKYCKQ2jLQ5FSMlNApFMeGQrm9v0JevheyWxJnJOHmOkK1vShL0yUcYvHap6fGE159G6uZ12DljAQrGTbDWI4xG1250QlSBI8tERC4g+SnPqZRUKnw5cTqMkvKfW6Okwo74aYrrLXMtZKqrhJVb0CcfYcYLcxFRcNWsfnROOma8MBdBn3yk2I7/+SN34sgyEZEreHlD3epmxaLCVjdjQ0gTjF6zBBEFV0zHU0KjsGvmkygcHw+1QjvjxV/dFCyRh6ks3/FCljF8wwrbK8dsWIEPx8Xb3MyHyNWYLBMRVYP88fF4e+x4+O/7Fr6XM6CLiEJJv9v5oU/1kIDIvWxx1O/gYUTnpNts2SInHX67voC293UrxxjKylelIXIDJstERNVEUqmgHTAQ2orHHo2GyFMkxdlFvlmWCbQS36zLKLn+oJrpDLkP311ERERUfSRA1dByKbjSlv9yqHlpy39ZtOf27eRO/P6PiIiIPK7k9v5IDbW91GJKaPn0JaLqxJFlIqoXkpOTodVq7VesNC5bQeQwhY12JEnCzhkLMeOFRxUv8jNKKuyasRCSJCm0F9zBj9yGyTIR1QvHjh1Dts4ASWX7z56QBXzPnIdPbj5KGwZD164VJJUDs4uFcMNOe/zwp/olf3w8NgAYvXap5coxMxYif3y8lZa8AoDch8kyEdUL+fn50DUIhyowxGqdkH2HcOdHm8w2EEltGIkdE6Yg7/be1jvPuWK9jIgs2dhoJ3/CROy5sTUmPzgMAJAw51mcv38GV44hj2GyTET1gizLEGoNNK07KZY32PYJpm9YbvH1b3RuBmZuWI43G65C4dhxim31F34pv+PynfY4Wkb11DWJsS6uGxNl8ii++4ioXtDr9YAQEIYyi5tcpsMwO5shDN2wAnKZTrE9ERHVXRxZJqJ6oaysDKIoB/qUMxZl/ieSHdoMwfvzj1HSJday0KgHjAZXhUpUtwlAVtiUxKxKYY7ZfXv1YSjjBX7kNkyWiajekPyCAC8fi+N+OXkOtffNyUOJQnv4NuC1eESOcvl0JXBTEnIrvruIqF6QZRkqLy+oW7SzKCu9IdOhPsradFBsb7jIDRGInKG0Kcm1pAahZvft1eemJOROTJaJqF5RGgAu7tcPqaFRNqdipIRGobhvP15yR1QVRhnQCLdMwyByF17gR0T1hxBAmc7iJhnKsGPq4zBKyn8SjZIKO6c+DslQptieiBwlALXmn3XJbd1MTRyoy2kY5EZ8dxFRvSL0yiNQecOHY73RiOHvvIoW14wwp4RGYecD85A3fDhgpS0ROUcKaWKzPKPnQCw/9s9ost1vdDgVityIyTIR1Shu3ZZakiBpvK0W548dh82jx8D/++/hm3UZuvAIlNx6KySVyuaHNadmEDnH9esm87eQ3IfJMhHVKH/++Scu5RZC7WV/W2qvn3+HJicP+tAQGG5u49C21JJfoO1yALo7hqNicoVjH+n8oCYiqquYLBNRjZKamoqCMiPUGoUl2v4WfOwM7ty5DdG5/6xikdowAjuGj0V+V8vVKkwMeleGSkRE9QCTZSKqUQwGA0RIBIRfgGJ5yIEfMHPzGwrbUmdi5uY3sN7vP8jr20OhYyPXQiYiIqcxWSaiGkWn0wGhGqj/1cWiTMgy7pwz2+a21MO3vYctD86ymBOpv3LJLfESUU1Q/j/hI0eOuKV3Pz8/xMYq7N5J9QKTZSKqUYxGIwBAVpgH7Pfddw5tS+373ffQ9uvnjvCIqKaSVPizwPUr1uhLdbipscu7pVqEyTIR1ShCCEgAJC+NRZlfVpZDffhdyYJOoT0R1WXumWdVnHMF6foit/RNtQOTZSKqUSqSZaUVJnQRUQ71UV6PK1QQ1SsqL+TojC7vVgtv6PW8OLg+Y7JMRDWPEBC6YovDxT1uQWpoJKJzMqw2TQmNQnH3bpAU2hNR3SSK8wEhQ1fq+h01S/NzkJHrprXfqVZgskxETnPrxiEAIEnlt+sPq9XYMfX/MHPl44oX+Zm2pVar3RcbEdU8shFSaCRKhet/92W/QBjyC13eL9UeTJaJyGlarRa/XimAxsfXTc8gWd08pGDSfdjg5Y1h65dZbEu9a+aTKBgfzwkYRDWc0Lp4DrAQgFoN3xs62awWkXwcd993BwDgw/d3IzM2zm7XJScPuCJCqsWYLBNRpWh8fNGsfWeX9/v7oW/s1skfH48Px46H/75v4Xs5A7qIKJT0u90NW+gSkau55T+zCt9EEbkKk2UiqpUklQraAQNRMRmEH5VEtYX1b46IaiImy0TkNkKWkb9zL8SlS5CaNUPw8MGOjf4K2fVf0xIREVUCk2UictqRI0dQqCtF+q/JVusEHj2DUdu3ILww23QstWEEvrprHIq6tbP9BEbXL//EkWciIqoMJstE5LTi4mIYQiJg8PJWLG94+ASmvb/WYsWK6NxMTHt/Ld7wmo/cXpbbWQMAAkoBCDd8Tct0mai+E/I/f5M0R45AtO/Max3ILibLROQ0IQTg7QdNy/aWZbKMEf/3mOLSbgCgFjLu+uxDfHj3/YofUqUnvnV5vEREgR8lYODqxabH419/Gqmb12H3rCdRNCHec4FRjcf/ThGR04wV0yR8Ayxu/kdOIDrX+qYhANAiJx3+x04qticicrXAjxIwdfkchBdcNTsenZOOqcvnIPCjBA9FRrUBR5aJ6ih3bhxiNBohSRKELCzKfDNtJ8oVfDIyUKLQnrMliKiyjArbUgtZxh3rltn8tmvIumVIGDlK8dsuAZnbXddzTJaJ6ih3bhwihABKdZCvplmUlQT6OdSHNtBPsT2EABRyaCIie4zC8o+H3/79iL5mAyMlLXLS4XPgALT9+imUSuV/86jeYrJMVIe5c+MQydsH8PW3KCu+tTdSG0banIqREhqF4t69lC+s4VbVRFRJKoWLjv2yLjvU1jfrMkqtXLRM9RuTZaI6Kj09HXmF7pmGAQCQJKibRCsW7Zz1X8xYMUfxa0+jpMKumU/CK6KlYlvD2SRXRklE9YhsKLM4pm0S7lBbXZNwxfYw6KHX63HkyJGqhmfBz88PsbGxLu+XXIvJMpGHuWtu8eXLl5HvEwJZZ3/NYiHL0Bz9Cd5XrqCscWPou3Ws0nJK+ePjsQHAsPXL0OKarz9TQqOwa+aTyB/PK8+JyPWEwhrtxbfeitTQKJtTMcq/7eoNSXGNdwHhF4Q/CxQS6SrQl+pwU2OXdkluwmSZyMPcNbc4t7AIRr0KCIuwWc93z37c+e7r120eEonEe2ZCN6Sf7SexMY8vf9wEfDhmHPz3fwvfzAzoIpuipG+/8iSc8/+IyB1UltO4JJUaO6Y9gZkvzbP6bdfOaU9A8tLY6Ffl8iltl06fdGl/5D5MlolqAHfMLf7z2EHIRgMKMi9ZrRN8+CQeeOdVhc1DMvDAmqVYX1yI/F5KcUmA0WD/OjyVCiX9B6LkmkNMk4nILQQginIVi/KGDMB6/XKM2fgSIq5ZPi4lNAo7Jz+KvCEDACtthWyE0Je6JWSqHZgsE9VVQkAKDIEUqjyyLGQZd372oc3llIZ/vgUfDh9qOSUj72p5/xLXeSOiGsLO36O8O4fjq5imeHDOvQCALdMX4vyESXannEle3lwNo55jskxURxnLyqCSVBBBypPi/A4ddmjzEL8z56Ht1dO8QFKVj+Joi1wVLhFRlaka2r6YTxUcZrpfdmtfqBtF2u3TmHK6ynFR7cZkmaguU6kgvJXnQvtmZyset6h3NRsl1/chwW2bh3CsmoiIahImy0Qe5ugSb0KWYUw6CXXWFRibNIa6Z2f7K1YIAVVgiGJRafMYh+IrjY6x2ofkF+hQH85hukxENYwA0tJsb2zirLy8fKQXcWfA2oDJMpGH6fV6FMPb5hJvlVqxwksDGAyQc5SnWhR1bOvQ5iFFN98E6fo+OH2PiGoSowxoBORc2xuQpDVrhmXf/PLPATv1AQAGAyCMyC21vwynM4rLDNALJsu1AZNlIg/Lz8+HURNkda6dz2dfYvKapVZXrHjX1x+lo+6ybCgAeHnB2kitpFJjxwNzMXPVQuvLKU1+FJLCUkxQqZgwE1ENIgC1jaXfqsLLq3y5S98Am9Ua/3wc46aMBgBsf/hpZNw/xea3f0ajEfkl+S4NldyDyTKRh+Xk5KDUW4+c33+2KBOywP0bX7G5YsWAja/i/ZuiIamuS4qNBgiDAdBY3741b9QorFepMPztVy02D9n54DzkjRih3JAzJYioBpLsJLSVJsvQGa2PEARs+xR91j1vejx69VKkfvgWdk/7PxSPHaPYxiAEjIqboFBNw2SZyAHu2mUPKJ+GIYUGA/5BFmUBJ35GdG6mzfYtcjMQ8HsqSrpct2VqQHD5SkpKI8PXyBs1Gh+MGImAgwfhm3UZuiYRKL61t80REebKRFTTuO/vkgQII+SMPxVLAxP3Y+ra5yy//ctJx9SXHsNbxbkoGtTPop1ckAOtwT2fK+RaTJaJHOCuXfaA8q/iJC8N1K1utijz/zHZoT78DRJKr2tvSDsHAFAFBDvUh27oXdD9fd92eg0wXSaimkdyz0XHEgC1F0r1lqPAQpYx/sM3bX77d8eWt/DBbQoDEN6+KM7PwpEjR1wfMwA/Pz/Exsbar0h2MVkmckB6ejqKC7UIiWxut66zq1YIISAJAciWf2x14ba3qjbVaxKh2J6IiFxBgqpFO4ujfvv2ObRefWDKVWj79TM7bszLguzbAH8WlLkyUACAvlSHm5SX2KdKYLJM5ABHVqwAyletGLR5vdkfT4dXrSi03Gq1qPPNjq1Y0TkW0vXteQEeEVGVieJ8QDbCmHrWosznnGMblnj//guKWplfxC2K8gCDHs3ad3ZFmGYunT7p8j7rMybLRA6SNN4IadPRarnYvAWTbKxasSW0CaR7Jlm0u3rqUPnV1gpbtUpqB1esUHPFCiIit5CNkEIjoTT9TBvWyKEudI3DLNpLAcGQdcUuCJDcjckykQPy8/Nh0AgUXFG+2E7IMu5c/azNeWu3rX4OOwb2tZySIRvLlyXyUl72KG/kSKyXVBjz1guIKLhqOp4SGoWdD8xD3giFZeMATismInIVtRfUMZbzf3Ut2iN1wyuIzrG+YUlKaBR0Y+6B+rq//fLff89dvdkJwA1PXI3JMtUpu3btQnGx/f+pC1lAf+I3qLNzYWzUEJouN1ouvXaNjIwMoIk38q4oL2Dvd+Qkoq1s/lEhOicdZbv3Qtvtuq/chCgfBVZb/3XMGz0aG0dyxQoiIo+x8u3fzplPYsaKOVa//ds180nlb//+Zm+zEyHL8Dp4GJrMy9BHhMNway+7u7dywxPXYrJMdUpxcTEuaAG1t/VVKwL3J2HoR+9YzCv+asIDKOrXU7GNrPIC8rKg1+sUy0P+OudQfN5/nUNBpP91RwVgMDi0agVXrCAiqmZCALC+O2DuwH5Yr1uOMRtfsvz2b/KjyBvYT3mnQIMBMBoQ1Nj6hdxi8xYMWvU0wq/p92JoFA48vEhxWl+FkouOfSaRY5gsU40mZBlnP9qJkpRL8G/RDG0nDLf7P2q1ty8iuvRR7m/zFkza8ILivOJpG17AlvDVin+A/vj9JFShkYC3j2K/2iaOXXasa9wEkl8D85gCtH//MSYiohpJsv25k3fncGwcNhQBh3+A75Us6JqEo7hnd9ufVxU7A1ohNm/BpGcftvi8ap6TjknPPowtgM2EmVyHyTLVWCf+twlNnn0K7bL/mc916eEoZD31LLo8OkWxTUZGBkr9w5B14TeLMiHLGPe67XnFfVY/h209Oln+gRMAfP2hbnajYltts5uQ+t4Gu6tWaIeOsJy3VphjtQ0REXmYLDs0oCGpVCi5tRdKKh7ba2A0ALIRab9brqghZBmTHPi82hrXQTEhLyssQEq+7amB5Dgmy1Rlzo7+OjKv2PDtMUxYv9LiD0Wz7HREzpuOLb/+Bq/+XS3a5eXlQWj1MCpcYRxw5oJD62Fix5coahtzXYkAjEZIjaIU20kAdsx8EjNfeNT6qhUzFkLVuJliWyIiqrkkG9eUVJpKDQgZuguWyXLgWcc+r7x2f4Xiti0tyoS2CNpS+7sDVubb2/qIyXI9UZlfCEe2eL66LRGxb61Bu2subrv4UCSSpz2EsLGDFNv88ssvKPUOhMrK6g9CFrg/4T2b/6PulfA+3m/b2uKiPCEEpAahitMl/IpKLI4p8SvUotg3wPxgQAggBCSFCzwqFEyYiA2ShGHrl5Un3X9LCY3CrplPomB8vJXEmOkyEVHNJkHVMNx+NScYU04D3v6QFPr10/7uUB/+Oj1KFNpLvgGQ0/+wuTtgZT6/Acd3BqxLiTiT5VrOXQktAPz888/INwD+AQGK5T7fn8Dkt15RmE+VgaiXnsa7uXko7dPFop1Wp4MU2BjCP0ix34CfziA6V3mJtgotcjMQ8FcWim9ua16gK4ak8YG6RXuLNqWtCm32aarX+iaL9nLRQYfa5o+Px4djx8N/37fwvZwBXUQUSvrdXmv/QBARkXuUb3ZigOq661gAQBcR6VAfuohIxfbGq+UDNt98971iu+CT5zBzi+U23RWf3+svXUR+5xssG8oCDfx97SbLlZlGWZMxWa7ltFotfr1SAI2P8uoP8s5vMfF/S6z+QmwtM0I1vL9i28tXsiFCwmGQLdddELLA3Z98YHP0d8Anm7GlZ1fLJdn8g8qXSmvQULGtb5H9r44AwLewBMXX9/H3L6bSdImSO0ch9fWldtfDLBk+yiK5dWbsV1KpoB0wEBWvguPGRERkQTZCaqi8EkZxl44O7d5a3Plmxc8YyS8AokgDvY9lIi1kgTu/+tzm5/fwr77AO7c8Y/ntrbYIubm5dkesh7z0tNVplLvSM6wO1Dk6al3dasRw19q1axETEwNfX1/ExcXh+++V/ydU4cCBA4iLi4Ovry9atWqFdevWWdTZtm0b2rVrBx8fH7Rr1w7bt2+v8vPWREeOHEHa2Z+Q/muyxS3tzM/o8+4bNn8hbn13HdLO/KzY3lCmgyxJ0Ac0srj5/HbJodFfn9/TLNpCUkNSe0EKDFG86ZpazutVomsabdleXf6WlhRuKlX5vGGjlauajZIKu2YshEqlsmhLRETkUrIMqFSQGoZb3FSNIrHjgbk2P692Tn4UqkaRiu1lbXH5utBe3ha3Bucc+/wO/OOSRVvJSwNZ44PjqVcUb8f+ykKHN9fYzDs6vLUGx/7Ksmh75M9L+PPPP6v8Y3UHj48sJyQkYO7cuVi7di169+6N9evXY+jQoThz5gyio6Mt6l+4cAHDhg3D9OnT8cEHH+DQoUOYPXs2GjdujLFjxwIAkpKSEB8fj2effRajR4/G9u3bMWHCBBw8eBDdu3ev1PPWVNnZ2ZAaR0OvcPFB4C/nHPqFkP64jOL2/7IsDCgtT2oVRoD9Coocis+3oAgl17WvSGjVjZsrttHd2RSprz9vf0ekO0dbrCxhPJv095Mop7j5duYV54+Pt/KMTJmJiMi1bF04mHfncKwHMPzd/1l8Xu2c/Cjy7hxuvV9JAhpGQBXW1KLMT/erQ7H56wzQXtdeTv8TMBQiJy9fuU3y73YvTIzOyUDp4WMo6dDG7LixKA9FugKHYqtuHk+WX3nlFUydOhXTpk0DAKxatQp79uzBG2+8geXLl1vUX7duHaKjo7Fq1SoAQNu2bXHs2DGsXLnSlCyvWrUKgwYNwsKFCwEACxcuxIEDB7Bq1Sps2bKlUs9bk0l+AVBFWSa7/j+dd6i9v1ENXUvLOb6Gs0kQkBST2tJWbSyOKSlrdaNFe8PZJJupp/T3CPAMGytL7JqxsNLzgDmvmIiIagbbFw4W3DcFH97zgOLnlc1PLFE+aq1SmJJYGt3aochKo1tbtDde/A1SSBMojxsDvrl5DvXtm5MPiyE3bz+U5l9xqH1182iyXFZWhuPHj2PBggVmxwcPHozDhw8rtklKSsLgwYPNjg0ZMgQbN26EXq+HRqNBUlIS5s2bZ1GnIsGuzPNak5GRUb4V8t8KC8svIisoqJ7/Hel0OqgK84HzyRZlEsrgSBS5KEWJQnu5uBiSrELpj7ssygr8BE6HNEHzvCyr/aaGhOOyrxbSde3F3/3qfvzKatvC6CC8cu8jGPrlVkTn/bPzUWpIOL66ayLyooMAhfamvn+wjPl6RQEAWjUCUAoc2W2zrigugiRLDvXrLHf1XRtjdmffjLl6+mbM1dN3bYzZnX3X9Zid+byq6BuyBOnXo5Z9hXo59Pmd1VBt0V7WlkCCGpJUptguN8DfsbwjwB+60uv6MBog63TVlj9VPI9wZFMw4UFpaWkCgDh06JDZ8eeff160adNGsc0NN9wgnn/+ebNjhw4dEgBEenq6EEIIjUYjNm/ebFZn8+bNwtvbu9LPa80zzzxTvg8mb7zxxhtvvPHGG2+16nbx4kW7uZ7Hp2EAsFi7VthZz1ap/vXHHenT2edVMnPmTIwYMcL0WJZlqFQqtG7d2um+KuPUqVPo27cvDhw4gE6dOrn9+cj1eA5rP57D2o3nr/bjOaz9qvscCiFQWFiIqCjlzcau5dFkOSwsDGq1GpmZ5hehZWVlITxceQ5PRESEYn0vLy80atTIZp2KPivzvNZERkYiMtKx9RDdITAw0PRvUJDyusVUs/Ec1n48h7Ubz1/tx3NY+3niHAYHBztUz6NXNHl7eyMuLg6JiYlmxxMTE9GrVy/FNj179rSov3fvXnTt2hUajcZmnYo+K/O8RERERFT/eHwaxvz583Hfffeha9eu6NmzJzZs2IDU1FTMmjULQPlKFmlpaXjvvfcAALNmzcLq1asxf/58TJ8+HUlJSdi4caNplQsAePTRR3HbbbfhhRdewMiRI/H555/j66+/xsGDBx1+XiIiIiIijyfL8fHxyM7OxtKlS5GRkYEOHTpg165daNGiBYDy1SZSU1NN9WNiYrBr1y7MmzcPa9asQVRUFF577TXTsnEA0KtXL2zduhWLFi3CU089hdatWyMhIcG0xrIjz1tbREZG4plnnvHoVBCqGp7D2o/nsHbj+av9eA5rv5p8DiUhHFkzg4iIiIio/uEuDEREREREVjBZJiIiIiKygskyEREREZEVTJaJiIiIiKxgskxEREREZAWTZSIiIiIiK5gsExERERFZwWSZiIiIiMgKJstERERERFYwWa5Fnn/+efTq1Qv+/v4ICQlRrCNJksVt3bp1ZnWSk5PRt29f+Pn5oWnTpli6dCm4kaP7OXL+UlNTcddddyEgIABhYWGYM2cOysrKzOrw/NUcLVu2tPh9W7BggVkdR84pedbatWsRExMDX19fxMXF4fvvv/d0SKRg8eLFFr9vERERpnIhBBYvXoyoqCj4+fmhX79+OH36tAcjpu+++w533XUXoqKiIEkSPvvsM7NyR85ZaWkpHnnkEYSFhSEgIAAjRozApUuXqvFVMFmuVcrKyjB+/Hj8+9//tlnv7bffRkZGhuk2efJkU1lBQQEGDRqEqKgoHD16FK+//jpWrlyJV155xd3h13v2zp/RaMTw4cNRXFyMgwcPYuvWrdi2bRsee+wxUx2ev5pn6dKlZr9vixYtMpU5ck7JsxISEjB37lz897//xcmTJ9GnTx8MHToUqampng6NFLRv397s9y05OdlU9uKLL+KVV17B6tWrcfToUURERGDQoEEoLCz0YMT1W3FxMTp27IjVq1crljtyzubOnYvt27dj69atOHjwIIqKinDnnXfCaDRW18sABNU6b7/9tggODlYsAyC2b99ute3atWtFcHCw0Ol0pmPLly8XUVFRQpZlF0dKSqydv127dgmVSiXS0tJMx7Zs2SJ8fHxEfn6+EILnr6Zp0aKFePXVV62WO3JOybNuueUWMWvWLLNjN910k1iwYIGHIiJrnnnmGdGxY0fFMlmWRUREhFixYoXpmE6nE8HBwWLdunXVFCHZcn1+4sg5y8vLExqNRmzdutVUJy0tTahUKrF79+5qi50jy3XQww8/jLCwMHTr1g3r1q2DLMumsqSkJPTt2xc+Pj6mY0OGDEF6ejr++usvD0RLFZKSktChQwdERUWZjg0ZMgSlpaU4fvy4qQ7PX83ywgsvoFGjRujUqROef/55sykWjpxT8pyysjIcP34cgwcPNjs+ePBgHD582ENRkS3nzp1DVFQUYmJiMHHiRJw/fx4AcOHCBWRmZpqdSx8fH/Tt25fnsoZy5JwdP34cer3erE5UVBQ6dOhQrefVq9qeiarFs88+iwEDBsDPzw/ffPMNHnvsMVy9etX01XBmZiZatmxp1iY8PNxUFhMTU90h098yMzNN56JCw4YN4e3tjczMTFMdnr+a49FHH0WXLl3QsGFDHDlyBAsXLsSFCxfw1ltvAXDsnJLnXL16FUaj0eIchYeH8/zUQN27d8d7772HNm3a4PLly3juuefQq1cvnD592nS+lM5lSkqKJ8IlOxw5Z5mZmfD29kbDhg0t6lTn7yhHlj1M6YKF62/Hjh1zuL9FixahZ8+e6NSpEx577DEsXboUL730klkdSZLMHou/Lw67/jjZ5+rzp3QOhBBmx3n+3MuZczpv3jz07dsXN998M6ZNm4Z169Zh48aNyM7ONvXnyDklz1L6neL5qXmGDh2KsWPHIjY2FgMHDsTOnTsBAO+++66pDs9l7VOZc1bd55Ujyx728MMPY+LEiTbrXD+S6IwePXqgoKAAly9fRnh4OCIiIiz+N5aVlQXA8n93ZJ8rz19ERAR+/PFHs2O5ubnQ6/Wmc8Pz535VOac9evQAAPzxxx9o1KiRQ+eUPCcsLAxqtVrxd4rnp+YLCAhAbGwszp07h1GjRgEoH4mMjIw01eG5rLkqVjKxdc4iIiJQVlaG3Nxcs9HlrKws9OrVq9piZbLsYWFhYQgLC3Nb/ydPnoSvr69pqbKePXviySefRFlZGby9vQEAe/fuRVRUVJWS8vrKleevZ8+eeP7555GRkWH6w7F37174+PggLi7OVIfnz72qck5PnjwJAKbz58g5Jc/x9vZGXFwcEhMTMXr0aNPxxMREjBw50oORkSNKS0tx9uxZ9OnTBzExMYiIiEBiYiI6d+4MoHxO+oEDB/DCCy94OFJS4sg5i4uLg0ajQWJiIiZMmAAAyMjIwC+//IIXX3yx+oKttksJqcpSUlLEyZMnxZIlS0RgYKA4efKkOHnypCgsLBRCCPHFF1+IDRs2iOTkZPHHH3+IN998UwQFBYk5c+aY+sjLyxPh4eFi0qRJIjk5WXz66aciKChIrFy50lMvq96wd/4MBoPo0KGDGDBggDhx4oT4+uuvRbNmzcTDDz9s6oPnr+Y4fPiweOWVV8TJkyfF+fPnRUJCgoiKihIjRoww1XHknJJnbd26VWg0GrFx40Zx5swZMXfuXBEQECD++usvT4dG13nsscfE/v37xfnz58UPP/wg7rzzTtGgQQPTuVqxYoUIDg4Wn376qUhOThaTJk0SkZGRoqCgwMOR11+FhYWmzzoApr+ZKSkpQgjHztmsWbNEs2bNxNdffy1OnDgh+vfvLzp27CgMBkO1vQ4my7XI5MmTBQCL2759+4QQQnz11VeiU6dOIjAwUPj7+4sOHTqIVatWCb1eb9bPzz//LPr06SN8fHxERESEWLx4MZcdqwb2zp8Q5Qn18OHDhZ+fnwgNDRUPP/yw2TJxQvD81RTHjx8X3bt3F8HBwcLX11fceOON4plnnhHFxcVm9Rw5p+RZa9asES1atBDe3t6iS5cu4sCBA54OiRTEx8eLyMhIodFoRFRUlBgzZow4ffq0qVyWZfHMM8+IiIgI4ePjI2677TaRnJzswYhp3759ip97kydPFkI4ds60Wq14+OGHRWhoqPDz8xN33nmnSE1NrdbXIQnBrb+IiIiIiJRwNQwiIiIiIiuYLBMRERERWcFkmYiIiIjICibLRERERERWMFkmIiIiIrKCyTIRERERkRVMlomIiIiIrGCyTERERERkBZNlIiIiIiIrmCwTEREREVnBZJmIHLZ48WIEBgbW+Of87LPPsHbtWpf0VRvU1ddV0/Tr1w+SJEGSJDz33HOm4w888AA6dOhgs+3ixYtNbSVJQuPGjTFgwAB8//33lY5nz549CAgIgE6nUyy/evUqJEnCO++8U+nnsGbBggWm13LnnXe6vH+imoTJMhE5bNq0adi3b5+nw7DLWrJcW+J3Vl19XTVR7969kZSUhAcffNDptn5+fkhKSkJSUhLeeOMNZGdnY8CAAUhOTq5ULDt27MDAgQPh6+tbqfZV8dBDDyEpKQmdO3eu9ucmqm5eng6AiGqPZs2aoVmzZlbLhRAoKyuDj49PNUblOHvxu5u7fj6efl31SUhICHr06FGptiqVyqztLbfcgpYtW2L9+vVYvXq10/3t3LkTCxcurFQsVdW8eXM0b94cQUFBHnl+ourEkWUiMpOUlITBgwcjKCgIDRo0QPfu3ZGYmAjA8uv+iq+fd+3ahY4dO8LHxwdffPGF3X6A8q+0r//69tixY5AkCfv377cZ34gRIxAVFYWAgAB06tQJ77//vllM7777Lk6fPm36mviBBx5QjB8oH4Xu3LkzfH19ERERgYceeghFRUVmdSpe5/79+9G5c2cEBATglltuwfHjx23+LG39fCpeS//+/REQEIDg4GDcfffdyMrKMutj/fr1aNGiBfz9/TFgwAD8+OOPFl+tWzsve/bsQWxsLPz8/NCnTx9cuHABOTk5iI+PR1BQEFq3bo2EhATFn7GtuE6fPo1hw4ahUaNG8Pf3x4033ogXX3zR5s/CGV9++SVUKpXiz1eWZfj7+2PBggUuez5Xcfb9ER0djbCwMFy4cMF0zN77u8Lp06fx119/Yfjw4aZjb775Jlq2bGl6r/zxxx8W7ez1/8UXX0CSJJw7d86sXX5+Pvz9/fHaa685/PMgqis4skxEJocOHUL//v3Ro0cPvPXWWwgJCcGxY8eQmppqtU16ejoeffRRLFq0yDTaVJl+HJWSkoLevXtj1qxZ8PX1xaFDhzB16lQIIXD//ffjqaeewpUrV/Drr79i8+bNAIDGjRsr9vXFF19gzJgxGD9+PJYtW4bz589j4cKF+O233/D111+b1c3MzMScOXOwYMECBAUFYcGCBRg9ejT+/PNPaDQap34+QHnS0q9fPwwbNgwJCQkoLi7GokWLMGLECPzwww+m+GbNmoVp06Zh3LhxOHnyJO6++26Hfk4ZGRl44okn8NRTT8HLywtz5szBPffcg8DAQPTp0wfTpk3Dm2++iXvvvRc9evRAixYtHI5rxIgRaNKkCTZu3Ijg4GD88ccfuHTpkkNx2WMwGDBv3jxMmjQJcXFxFuUqlQo33HADjh075pLnc5XKvD8KCgqQk5ODqKgo0zF77+8KX375Jbp06WJqu2PHDsyYMQMPPPAAJk6ciGPHjmHixIkWz2mv/+HDh6Np06bYtGkTli9fbmq3ZcsWyLKMe++911U/MqLaQxAR/a1Xr16iXbt2wmAwKJY/88wzIiAgwPR48uTJAoD48ccfnepHCCH69u0rhg8fbnbs6NGjAoDYt2+f1ee8lizLQq/XixkzZoiePXuaxdW+fXu78Xfu3FnccsstZnU+/PBDixgmT54sJEkSv/zyi+lYYmKiACC+//57q6/R2s9HCCFuu+020atXLyHLsunYL7/8IiRJEjt37hRCCNGtWzfRv39/i9cAQLz99ttWX1dFvGfOnDEde/311wUA8cQTT5iO5ebmCrVaLVatWuVwXFeuXBEAxBdffGH1dVfFe++9JwCIU6dOWa0zbNgw0aZNG7c8vy1K71khHHt/VJwjvV4v9Hq9uHDhghgzZowAIHbv3q34fNbe30II0bt3b/HMM8+YHnfv3l306dPHrM7ChQst3iuO9L9o0SIRFRVl9vvbrVs3ER8f7/DPhKgu4TQMIgIAlJSU4IcffsDkyZOhVqsdbhcWFoZbbrmlyv04Kjc3F3PmzEGLFi2g0Wig0WiwYcMG/P777071U1RUhFOnTmHChAlmx8ePHw8vLy+LVQqioqLQvn170+N27doBgN0R1et/PkD5z+jQoUMYP348jEYjDAYDDAYDbrzxRkRGRuLo0aMwGo04efIkRowYYdZ25MiRDr2+qKgotG3b1vS4TZs2AICBAweajoWEhKBJkya4ePGiw3E1atQILVq0wMKFC/Huu+86NKIshDD1ZTAYYDQardZ95513EBsbi44dOwIoH31dtWoV8vLyTHWKi4shy7LpccuWLdGuXTt06tQJnTp1Mrtg7uzZs+jWrRvatGmD/v37IyMjw6EyZzny/iguLja9Z2NiYrBv3z6sXr0aQ4YMMdVx5P2dnZ2NH374AXfddRcAwGg04vjx4xg9erRZTOPGjbOI05H+p06dioyMDOzevRsA8Msvv+Do0aOYOnVqpX8+RLUZk2UiAlD+ISrLstlXwo5o0qSJS/px1AMPPIAtW7bg8ccfx969e3H06FFMmTLF6vJZ1uTl5UEIgYiICLPjXl5eaNSoEXJycsyOh4SEmD329vYGALvPe/3PByj/GRmNRsybN8+UsFTc0tPTcfHiRVy5cgUGg8FiColSf0qsxat0vOI1OBKXJEnYs2cP2rZti4ceegjNmzdHXFwcvvvuO6uxHDhwwKyvAQMGKNYzGo04dOgQbr31VtOxpKQkzJ8/3+yiyMuXL5umjVT44osvcOrUKZw6dQqxsbGm47NmzcKCBQvw+++/Y/jw4WZznW2VOcuR94efnx+OHj2KY8eO4a+//sLVq1fx0EMPmbVz5P29a9cuNGnSBF26dAEA03vl+vdGeHi4RZyO9N+yZUsMGjQIGzduBABs3LgRLVq0sHreiOo6zlkmIgDlH/YqlQrp6elOtZMkqVL9+Pr6oqyszOzY9Qnq9XQ6HXbu3ImXX34ZjzzyiOn4taOMjgoJCYEkSbh8+bLZcYPBgOzsbISGhjrdp5Lrfz7XPveTTz6JUaNGWZSHhYWhcePG8PLywpUrV8zKrr8A0JUciQsAbrzxRnz88cfQ6/U4fPgwnnzySdx1111IS0tTXO85Li4OR48eNT1u0KCB4vOnpaWhtLQULVu2NB37+uuv0bBhQ/j5+QEof/2//fab4nzc612+fBlnz57FmDFjAADTp09H06ZN8e6779oscxeVSoWuXbtaLXf0/b1jxw4MHz7c9N6qeK9c/964/r3tzO/P9OnTcffddyMtLQ2bN2/GQw89BJWK42tUP/GdT0QAgICAAPTs2RPvvfeeza/JXdVPs2bN8Ntvv0EIYTp27WoZSkpLS2E0Gk2jdgBQWFhotsIEYD5aak1gYCA6deqEjz76yOz4tm3bYDAY0KdPH5vtq6LiZ3T27Fl07drV4tayZUuo1Wp07twZn3/+uVnbzz77zKNxXUuj0aBv375YsGABCgoKrP4HqUGDBmb93HjjjYr1Kt4vFf+J0mq12LZtG/R6vanOm2++CUmSMGnSJLO248aNQ8eOHbFw4UJT/UuXLqF58+ampDIoKAgajQbZ2dk2yzzFkfe3wWDAnj17TFMwAECtVqNLly7Yvn27WX+ffPKJ0/1XGDlyJBo2bIi7774b2dnZlVpXmqiu4MgyEZmsWLEC/fv3x8CBAzF79mw0bNgQJ06cQFhYGKZMmeLSfsaNG4eNGzfikUcewahRo3Do0CF8+umnNvsNDg5Gt27dsGLFCtNo2ooVKxAcHGw2qta2bVts2rQJW7ZswQ033ICwsDCLRA8oX3Jt1KhRmDRpEiZPnmxaDWPAgAHo16+fw6+3Ml566SX0798f8fHxmDhxIho2bIhLly4hMTERDz74IPr164dFixZh5MiRmD59OsaPH4+TJ0+alvly1yifvbhCQ0Px2GOPIT4+Hq1bt0Z+fj6WL1+Oli1bonXr1lV67ubNmyM0NBRvv/02br75Zrz//vsYNmwYNm7ciFdffRVeXl549tlnMWPGDNMcbAA4ePAgmjVrhsLCQtx7771YsWIFnnrqKbP/iF1LkiSbZZ7iyPv7u+++Q2lpqdnccwD473//i5EjR+LBBx80rYbx4YcfOt1/BY1Gg8mTJ+Oll17C4MGDER0d7d4XT1SDcWSZiExuvfVW7N+/37Q28ZgxY7B9+3aL+aGu6OeOO+7Aiy++iC+++AKjRo3CmTNn8MYbb9jt+8MPP0Tr1q0xefJkzJkzB+PGjTNbUgsov0Bp/PjxeOSRR9CtWzcsXrxYsa8RI0Zg27Zt+PXXXzFy5EgsWbIE9957r1tHbyv06tULBw8eRFFRER588EEMGzYMS5cuhb+/P/71r3+Z4nvjjTewZ88ejBw5El999ZVpZ8Lg4GCPxBUREYGIiAgsX74cQ4cOxcyZM9G8eXPs3bu3yhd0enl5YdOmTdDr9bj77rvh5eWFF198EUuWLMHixYvx7LPP4tFHH8Xrr79u1q5iQ5YGDRpg+vTpOHz4MIDy5PvSpUumxLiwsBB6vR6hoaE2yzzJ3vt7x44duP322+Hv72/WbsSIEVi3bh2++eYbjBo1ComJidiyZYvT/V+r4oJBXthH9Z0krP33moiIapy33noL06dPx4ULFxRHy+ub4uJiGI1GBAUFwWAwYPr06WjSpAleeOEFAMBtt92GefPmYfTo0Xj11Vdx8uRJvPfee3bLlPTr1w8BAQH4/PPPoVarPTIK3aZNG8ydOxezZ892+3M9/fTTWLt2LdLS0ix2nZRlGbIsY8CAAWjQoAF27Njh9niIPIXJMhFRDZWTk4MlS5agf//+aNCgAY4ePYrnn38e/fv3r5bR79rg/PnzGDNmDGRZhsFgQI8ePfDaa6+ZLjQ8ffo0Jk+ejIKCAjRt2hSbN282rdRiq0xJv379cODAAQDAs88+i0WLFrn/BXrAb7/9ht9++w2TJ0/GQw89hOeee86izoIFC0z/IRk+fDiTZarTmCwTEdVQhYWFmDRpEo4cOYLc3Fw0btwYo0ePxgsvvKC46gS512+//YbCwkIAQNOmTREZGenhiNyjX79++OGHH3DHHXdg8+bNCAgIsKiTlpZmWpc6JCTENHWIqC5iskxEREREZAUv8CMiIiIisoLJMhERERGRFUyWiYiIiIisYLJMRERERGQFk2UiIiIiIiuYLBMRERERWcFkmYiIiIjICibLRERERERWMFkmIiIiIrKCyTIRERERkRX/Dzx9J0YYTMlQAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nb=25 ## number of bins for the histogram\n", + "nm=12 ## number of months : 12 (1 year)\n", + "pdf = []\n", + "for i in range(nm):\n", + " data = ds_omega500.isel(time=i, pressure_level=0).compute().w.data.flatten()\n", + " entries, bin_edges, _ = plt.hist(data, bins=nb, range=(-150,100), color=\"skyblue\", edgecolor='grey', linewidth=1.2, density=True, alpha=0.5)\n", + " pdf.append(entries)\n", + "\n", + "pdf=np.array(pdf)\n", + "mean_pdf = pdf.mean(axis=0,keepdims=True) ## mean of monthly pdfs\n", + "std_pdf = pdf.std(axis=0,keepdims=True) ## standard deviation from monthly pdfs\n", + "bin_centers = 0.5 * (bin_edges[:-1] + bin_edges[1:])\n", + "\n", + "plt.plot(bin_centers, mean_pdf[0,], \"o\")\n", + "plt.errorbar(bin_centers, mean_pdf[0,], yerr = std_pdf, fmt ='o', color=\"red\")\n", + "\n", + "plt.ylabel('normalized density')\n", + "plt.xlabel('circulation regimes - $\\omega_{500}$ [hPa/day]')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "32", + "metadata": {}, + "source": [ + "*Figure 3: Probability density functions (PDF) of the monthly $\\omega_{500}$ for the year 2001 in the tropics (30°N - 30°S). Each light-blue PDF is for one given month. The red marks and vertical bars show the average PDF for year 2001 and the associated standard deviation, considered as the uncertainty, within each 10-hPa bin.*" + ] + }, + { + "cell_type": "markdown", + "id": "33", + "metadata": {}, + "source": [ + "Overall the distribution of $\\omega_{500}$ is negatively skewed, with a peak around 20 hPa/day. This peak, compliant with [[3]](https://doi.org/10.1007/s00382-003-0369-6), shows that the tropics are dominated by a weak subsiding motion found in the subtropics and in the western parts of the ocean basins.\n", + "The negative tail reflects the magnitude of vertical motions within clouds.\n", + "The small vertical bars highlight the small temporal variability in the occurrence of each bins of $\\omega_{500}$ throughout the year." + ] + }, + { + "cell_type": "markdown", + "id": "34", + "metadata": {}, + "source": [ + "(Plot-and-results)=\n", + "### Plot and description of the results" + ] + }, + { + "cell_type": "markdown", + "id": "35", + "metadata": {}, + "source": [ + "#### Variation of UTH with the vertical velocity at 500hPa\n", + "\n", + "For a given latitude$\\times$longitude$\\times$month the UTH is associated a value of $\\omega_{500}$, defining a circulation regime, and each bin of $\\omega_{500}$ groups all UTH for this particular regime.\n", + "\n", + "The entire year 2001 is considered, and month-to-month variability is presented. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "36", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:25: SyntaxWarning: invalid escape sequence '\\o'\n", + "<>:25: SyntaxWarning: invalid escape sequence '\\o'\n", + "/data/wp5/.tmp/ipykernel_851463/1413871535.py:25: SyntaxWarning: invalid escape sequence '\\o'\n", + " xlabel=\"circulation regimes - $\\omega_{500}$ [hPa/day]\",\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bin_edges = np.array(range(-150, 120, 10))\n", + "bin_labels = pd.Series(bin_edges).rolling(2).mean()[1:].astype(int).astype(str)\n", + "bin_centers = 0.5 * (bin_edges[:-1] + bin_edges[1:])\n", + "\n", + "nm=12 ## number of months : 1 year\n", + "total_bin_means = []\n", + "\n", + "for i in range(nm):\n", + " df_extract = df_monthly.loc[df_monthly[\"month\"]==i]\n", + " grouper = pd.cut(df_extract[\"w\"], bin_edges)\n", + " ## mean within each bin\n", + " bin_means = df_extract.groupby(grouper, observed=False)[\"uth_mean_ascend_descend\"].mean()\n", + " total_bin_means.append(bin_means)\n", + " ax = df_extract.groupby(grouper, observed=False).boxplot(\n", + " subplots=False,\n", + " column=\"uth_mean_ascend_descend\",\n", + " showfliers=False,\n", + " patch_artist=True,\n", + " showmeans=True,\n", + " medianprops={\"linewidth\": 1, \"color\": \"grey\"},\n", + " meanprops={\"marker\": \"D\", \"markeredgecolor\": \"grey\", \"markerfacecolor\": \"green\", \"markersize\": 3},\n", + " whiskerprops={\"color\": \"grey\"},\n", + " capprops={\"color\": \"grey\"},\n", + " boxprops={\"color\": \"grey\", \"facecolor\": \"lightgrey\", \"alpha\":0.3},\n", + " xlabel=\"circulation regimes - $\\omega_{500}$ [hPa/day]\",\n", + " ylabel=\"UTH [%]\",\n", + " grid=True,\n", + " positions=range(len(bin_labels)),\n", + " )\n", + " ax.set(xticklabels=[])\n", + " \n", + "df_total_bin_means = pd.DataFrame(total_bin_means)\n", + "mean_of_means = df_total_bin_means.mean(axis=0)\n", + "\n", + "_= ax.set_xticklabels(ax.get_xticks(), rotation=45)\n", + "_= ax.set_xticks(range(len(bin_labels)))\n", + "_= ax.set_xticklabels(bin_labels)\n", + "\n", + "for pos, mean_val in enumerate(mean_of_means):\n", + " ax.scatter(pos, mean_val, color='red', s=100, marker='o', facecolors='none', linewidth=1.0, zorder=3)" + ] + }, + { + "cell_type": "markdown", + "id": "37", + "metadata": {}, + "source": [ + "*Figure 4: Evolution of UTH upon different circulation regimes of the tropics, defined by 10-hPa bins of $\\omega_{500}$, for each month of year 2001. For each bin of $\\omega_{500}$, a box-and-whiskers diagram is used to show the month-to-month variability: the gray boxes are the interquartiles and the median are in grey. The green symbols represent the mean of the UTH of each bin of the given months. The red circles are the mean of the means (ie the annual mean) within each bin.*" + ] + }, + { + "cell_type": "markdown", + "id": "38", + "metadata": {}, + "source": [ + "Overall the results are in agreement with Figure 1 of [[2]](https://doi.org/10.1029/2006GL029118), which associates the retrieved monthly UTH from NOAA-16 to the vertical velocity at 500hPa, but for only 2 months of data which are November and December 2001. In agreement with this study, the UTH shows a sharp transition from convergence regions to subsidence regions. The UTH value remains stable at around 20% over regions where $\\omega_{500}$ exceeds 30 hPa/day.\n", + "\n", + "Figure 4 shows that there is little month-to-month variability within a given circulation regime, the largest variability being observed in the extreme ascending regimes, for $\\omega_{500}$ > 55 hPa/day. This is essentially explained by the small occurrence of such regimes, as visible on Figure 1.\n", + "\n", + "Caution must be taken though when comparing the occurence of circulation regimes between the present use case and the literature : the use case is based on ERA5 vertical velocity while the literature ([[2]](https://doi.org/10.1029/2006GL029118) and [[3]](https://doi.org/10.1007/s00382-003-0369-6)) rely on former versions of ECMWF reanalysis ERA40 ([[11]](https://doi.org/10.1256/qj.04.176)) and NCEP/NCAR reanalyses ([[12]](https://doi.org/10.1175/1520-0477%281996%29077<0437:TNYRP>2.0.CO;2)). Therefore, differences in the present results and the literature may arise from differences in their horizontal resolutions, in their vertical description of the atmosphere, in the version of the assimilation system and in the atmospheric model\n", + " \n", + "Here, the UTH reaches a plateau of maximum value of approximately 45-50% when upward motions reach -60 hPa/day. The reference reports slightly lower values, which still fall within the UTH distribution observed in this study. The discrepancies between these results and those presented in [[2]](https://doi.org/10.1029/2006GL029118) can arise from the following reasons:\n", + "\n", + "- The retrieval method for UTH is similar, based on a simple linear equation ([[2]](https://doi.org/10.1029/2006GL029118), [[4]](https://doi.org/10.1175/1520-0450%281988%29027%3C0889:EOTUTR%3E2.0.CO;2)) (see also the __\"Methodology\"__ section):\n", + "\n", + " $$\n", + " \\text{ln}(UTH) = a + b \\cdot TB\n", + " $$\n", + "\n", + "however, the regression coefficients $a$ and $b$ used to obtain the UTH from the TB measured by the instrument are not identical between the UTH dataset of the CDS [[see the ATBD]](https://confluence.ecmwf.int/pages/viewpage.action?pageId=288339045) and the UTH of the reference paper [[2]](https://doi.org/10.1029/2006GL029118), which may explain some of the differences in the binned UTH per $\\omega_{500}$. Firstly, those parameters are computed using offline radiative transfer codes that have some discrepancies in the water vapor absorption channels (see for instance [[[14]](https://journals.ametsoc.org/view/journals/bams/81/4/1520-0477_2000_081_0797_aiorcf_2_3_co_2.xml), [[15]](https://www.wcrp-climate.org/resources/wcrp-publications/1095-pub-2017)). Secondly, the dataset used to compute the regression coefficients, and considered as a reference dataset, is built from different sources : a collection of 5000 representative profiles for the CDS dataset [[see the ATBD, pages 9 and 10]](https://confluence.ecmwf.int/pages/viewpage.action?pageId=288339045), and an extraction of profiles from ERA40 reanalyses (see explanations in [[2]](https://doi.org/10.1029/2006GL029118)).\n", + "\n", + "- The results in [[2]](https://doi.org/10.1029/2006GL029118) are based on only two months of data (November and December 2001) using former versions of reanalyses (ERA40) for $\\omega_{500}$, which can lead to discrepancies in the amplitudes and occurences when compared to our more comprehensive dataset, even if limited to only one year." + ] + }, + { + "cell_type": "markdown", + "id": "39", + "metadata": {}, + "source": [ + "## ℹ️ If you want to know more\n", + "### Key resources\n", + "Some key resources and further reading were linked throughout this assessment.\n", + "\n", + "The CDS catalogue entries for the data used is:\n", + "- Upper tropospheric humidity gridded data from 1999 to present derived from satellite observations:\n", + "https://cds.climate.copernicus.eu/datasets/satellite-upper-troposphere-humidity\n", + "\n", + "- ERA5 hourly data on pressure levels from 1940 to present:\n", + "https://cds.climate.copernicus.eu/datasets/reanalysis-era5-pressure-levels\n", + "\n", + "Code libraries used:\n", + "- [C3S EQC custom functions](https://github.com/bopen/c3s-eqc-automatic-quality-control/tree/main/c3s_eqc_automatic_quality_control), `c3s_eqc_automatic_quality_control`, prepared by [B-Open](https://www.bopen.eu/)\n", + "\n", + "And more resources on tropical atmosphere, large-scale circulation and upper tropospheric humidity :\n", + "\n", + "- https://www.nature.com/scitable/knowledge/library/tropical-weather-84224797/\n", + "\n", + "- Additonal scientific articles on Upper Tropospheric Humidity :\n", + "\n", + " - IPCC Assessment Report 4, 2007 : 3.4.2.2 Upper Tropospheric Water Vapor, in WG1: The Physical Science Basis, https://archive.ipcc.ch/publications_and_data/ar4/wg1/en/ch3s3-4-2-2.html\n", + " - Shi, L., Schreck III, C. J., John, V. O., Chung, E.-S., Lang, T., Buehler, S. A., and Soden, B. J., 2022: Assessing the consistency of satellite-derived upper tropospheric humidity measurements, Atmos. Meas. Tech., 15, 6949–6963, https://doi.org/10.5194/amt-15-6949-2022\n", + " - Chung E., B. Soden, B.J. Sohn, and L. Shi, 2014: Upper-tropospheric moistening in response to anthropogenic warming, Proc. Natl. Acad. Sci. U.S.A. 111 (32) 11636-11641, https://doi.org/10.1073/pnas.1409659111 \n", + "\n", + "### References\n", + "\n", + "[[1]](https://doi.org/abs/10.1029/97GL03563) Pierrehumbert R. T (1998), Lateral mixing as a source of subtropical water vapor, Geophys. Res. Lett., 25, 151-154, doi:10.1029/97GL03563 \n", + "\n", + "[[2]](https://doi.org/10.1029/2006GL029118) Brogniez, H., and R. T. Pierrehumbert (2007), Intercomparison of tropical tropospheric humidity in GCMs with AMSU-B water vapor data, Geophys. Res. Lett., 34, L17812, doi:10.1029/2006GL029118.\n", + "\n", + "[[3]](https://doi.org/10.1007/s00382-003-0369-6) Bony, S., Dufresne, JL., Le Treut, H. et al. (2004), On dynamic and thermodynamic components of cloud changes. Climate Dynamics 22, 71–86. doi:10.1007/s00382-003-0369-6\n", + "\n", + "[[4]](https://doi.org/10.1175/1520-0450%281988%29027%3C0889:EOTUTR%3E2.0.CO;2) Schmetz J. and O. Turpeinen (1988), Estimation of the Upper Tropospheric Relative Humidity Field from METEOSAT Water Vapor Image Data, J. Appl. Meteor. Clim., 27, 8, 889-899. doi:10.1175/1520-0450(1988)027%3C0889:EOTUTR%3E2.0.CO;2.\n", + "\n", + "[[5]](https://doi.org/10.1029/93JD01283) Soden B. and F. Bretherton (1993), Upper tropospheric relative humidity from the GOES 6.7 μm channel: Method and climatology for July 1987, J. Geophys. Res, 98, D9, 16,669-16,688. doi:/10.1029/93JD01283.\n", + "\n", + "[[6]](https://doi.org/10.1029/2007JD009314) Buehler, S. A., M. Kuvatov, V. O. John, M. Milz, B. J. Soden, D. L. Jackson, and J. Notholt (2008), An upper tropospheric humidity data set from operational satellite microwave data, J. Geophys. Res., 113, D14110, doi:10.1029/2007JD009314.\n", + "\n", + "[[7]](https://doi.org/10.1175/2009JCLI2963.1) Brogniez H., R. Roca and L. Picon (2009), A study of the free tropospheric humidity interannual variability using Meteosat data and an advection–condensation transport model, J. Clim., 22, 24, 6773–6787, doi:10.1175/2009JCLI2963.1.\n", + "\n", + "[[8]](https://acp.copernicus.org/articles/14/11129/2014/) Schröder, M., R. Roca, L. Picon, A. Kniffka, and H. Brogniez (2014) Climatology of free tropospheric humidity: extension into the SEVIRI era, evaluation and exemplary analysis, Atmos. Chem. Phys., 14, 11129-11148, doi:10.5194/acp-14-11129-2014.\n", + "\n", + "[[9]](https://acp.copernicus.org/articles/7/2489/2007/) Chung E.S., B. J. Sohn, J. Schmetz and M. Koening (2007) Diurnal variation of upper tropospheric humidity and its relations to convective activities over tropical Africa, Atmos. Chem. Phys., 7, 2489–2502, doi:10.5194/acp-7-2489-2007.\n", + "\n", + "[[10]](https://doi.org/10.1175/JCLI-D-19-0046.1) Tivig M., V. Grützun, V. O. John and S. Buehler (2020), Trends in upper-tropospheric humidity: expansion of the subtropical dry zones? J. Clim. 33, 6, 2149–2161, doi:10.1175/JCLI-D-19-0046.1.\n", + "\n", + "[[11]](https://doi.org/10.1256/qj.04.176) Uppala S. and co authors (2005), The ERA-40 re-analysis, Q. J. R. Meteorol. Soc., 31, 2961– 3012, doi: 10.1256/qj.04.176.\n", + "\n", + "[[12]](https://doi.org/10.1175/1520-0477%281996%29077<0437:TNYRP>2.0.CO;2) Kalnay E and co authors (1996) The NCEP/NCAR 40-year reanalysis project. Bull. Am. Meteorol. Soc., 77, 437–471, doi:10.1175/1520-0477(1996)077<0437:TNYRP>2.0.CO;2.\n", + "\n", + "[[13]](https://iopscience.iop.org/article/10.1088/1748-9326/5/2/025205/meta) Allan R., B. Soden, V. John, W. Ingram and P. Good (2010) Current changes in tropical precipitation, Environ. Res. Lett., 5, 025205, doi:10.1088/1748-9326/5/2/025205.\n", + "\n", + "[[14]](https://journals.ametsoc.org/view/journals/bams/81/4/1520-0477_2000_081_0797_aiorcf_2_3_co_2.xml) Soden, B., and coauthors (2000), An Intercomparison of Radiation Codes for Retrieving Upper-Tropospheric Humidity in the 6.3-μm Band: A Report from the First GVaP Workshop. Bull. Amer. Meteor. Soc., 81, 797–808. doi:10.1175/1520-0477%282000%29081<0797:AIORCF>2.3.CO;2 \n", + "\n", + "[[15]](https://www.wcrp-climate.org/resources/wcrp-publications/1095-pub-2017) Schroeder, M., M. Lockhoff, L. Shi, T. August, R. Bennartz, E. Borbas, H. Brogniez, X. Calbet, S. Crewell, S. Eikenberg, F. Fell, J. Forsythe, A. Gambacorta, K. Graw, S.-P. Ho, H. Hoeschen, J. Kinzel, E. R. Kursinski, A. Reale, J. Roman, N. Scott, S. Steinke, B. Sun, T. Trent, A. Walther, U. Willen, Q. Yang, 2017: GEWEX water vapor assessment (G-VAP). WCRP Report 16/2017, World Climate Research Programme, Geneva, Switzerland, 216 pp." + ] + } + ], + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}