From 3917f76d5924b8e9edc650bf97752a298384b0e3 Mon Sep 17 00:00:00 2001 From: Mattia Almansi Date: Fri, 6 Sep 2024 16:47:40 +0200 Subject: [PATCH 1/4] add q04 --- ...ations-europe_climate-monitoring_q04.ipynb | 6058 +++++++++++++++++ 1 file changed, 6058 insertions(+) create mode 100644 In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb diff --git a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb new file mode 100644 index 00000000..658d7d42 --- /dev/null +++ b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb @@ -0,0 +1,6058 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": {}, + "source": [ + "# Insitu precipitation extremes assessment for drought monitoring \n", + "\n", + "Production date: 05/09/2024\n", + "\n", + "Produced by: Ana Oliveira (CoLAB +ATLANTIC)\n", + "\n", + "\n", + "## Use Case: Using gridded precipitation data to monitor droughts over the Iberian Peninsula\n", + "\n", + "## Quality Statement question\n", + "* **How well can we disclose which regions are the most exposed to droughts? What are the observed changes?** \n", + "\n", + "In this Use Case we will access the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations (henceforth, E-OBS) data from the Climate Data Store (CDS) of the Copernicus Climate Change Service (C3S) and and analyse the spatial consistency of the datasets in monitoring drougths over the Iberian Peninsula.\n", + "\n", + "## The Quality Statements of this Use Case are:\n", + "\n", + "* According to Bandhauer et al. (2021) both E-OBS and ERA5 demonstrate accuracy in capturing precipitation patterns, with E-OBS showing good agreement in regions with dense station networks while ERA5 exhibits consistent mesoscale pattern representation. The authors also concluded that E-OBS can capture extreme values of precipitation in areas with high data density but may smooth out extreme events in data-sparse regions, however ERA5 shows improved detection of extreme precipitation events due to advanced physical modeling.\n", + "\n", + "* In Mavromatis & Voulanas (2020) evaluated the effectiveness of the E-OBS dataset for drought monitoring in Greek wine production areas from 1981 to 2012. E-OBS excelled in reproducing annual decreasing precipitation trends across spring, summer, and autumn, and accurately captured monthly variability, especially in the spring and summer. It demonstrated lower error rates compared to other datasets and performed well in various statistical evaluations, including better simulation of wet and dry day probabilities and extreme precipitation indices. For drought monitoring specifically, E-OBS proved superior when using the Standardized Precipitation Index (SPI).\n", + "\n", + "* In Philip et al. (2020) by using E-OBS the authors were able to infer the regional differences in drought conditions and climate variables, particularly in assessing historical trends and spatial patterns across the Netherlands. This show the capacity of the dataset of disclosing which regions are more exposed to drougths and the observed changes.\n", + "\n", + "* In Vicente-Serranto et al. (2022), Kourtis et al. (2023) and Najmi et al. (2023) the authors found that the ERA5 dataset yields reliable results for drought monitoring purposes." + ] + }, + { + "cell_type": "markdown", + "id": "1", + "metadata": {}, + "source": [ + "## Methodology\n", + "\n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.1)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.2)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-2)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-3)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-4)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-5)** \n", + "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-6)**" + ] + }, + { + "cell_type": "markdown", + "id": "2", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1)=\n", + "## 1. Define the AoI, search and download E-OBS\n" + ] + }, + { + "cell_type": "markdown", + "id": "3", + "metadata": {}, + "source": [ + "### Import all the libraries/packages\n", + "\n", + "We will be working with data in NetCDF format. To best handle this data we will use libraries for working with multidimensional arrays, in particular Xarray. We will also need libraries for plotting and viewing data, in this case we will use Matplotlib and Cartopy." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4", + "metadata": {}, + "outputs": [], + "source": [ + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import xarray as xr\n", + "import pymannkendall as mk\n", + "from c3s_eqc_automatic_quality_control import download, utils, diagnostics, plot\n", + "\n", + "# # import libraries\n", + "# from cdo import cdo\n", + "\n", + "# # check cdo\n", + "# cdo = Cdo()\n", + "# help(cdo.sinfov)\n", + "\n", + "plt.rcParams[\"figure.figsize\"] = [15, 5]\n", + "plt.style.use(\"seaborn-v0_8-notebook\")\n", + "\n", + "import warnings\n", + "import os\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "### Data Overview\n", + "\n", + "To search for data, visit the CDS website: http://cds.climate.copernicus.eu. Here you can search for 'in-situ observations' using the search bar. The data we need for this tutorial is the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations. This catalogue entry provides a daily gridded dataset of historical meteorological observations, covering Europe (land-only), from 1950 to the present. This data is derived from in-situ meteorological stations, made available through the European Climate Assessment & Dataset (ECA&D) project, as provided by National Meteorological and Hydrological Services (NMHSs) and other data-holding institutes. \n", + "\n", + "E-OBS comprises a set of spatially continuous Essential Climate Variables (ECVs) from the Surface Atmosphere, following the Global Climate Observing System (GCOS) convention, provided as the mean and spread of the spatial prediction ensemble algorithm, at regular latitude-longitude grid intervals (at a 0.1° and 0.25° spatial resolution), and covering a long time-period, from 1 January 1950 to present-day. In addition to the land surface elevation, E-OBS includes daily air temperature (mean, maximum and minimum), precipitation amount, wind speed, sea-level pressure and shortwave downwelling radiation. \n", + "\n", + "The latest E-OBS version, E-OBSv29.0e, was released in March 2024 and its main difference from the previous E-OBSv28.0e is the amount of input data used.\n", + "\n", + "Having selected the correct dataset, we now need to specify what product type, variables, temporal and geographic coverage we are interested in. In this Use Case, the ensemble mean of total percipitation will be used, considering the last version available. These can all be selected in the “Download data” tab from the CDS. In this tab a form appears in which we will select the following parameters to download, for example:\n", + "\n", + "Product Type: Ensemble mean \n", + "Variable: percipition sum \n", + "Grid resolution: 0.25 \n", + "Period: Full period \n", + "Version: 29.0e \n", + "Format: Zip file (.zip)\n", + "\n", + "At the end of the download form, select `Show API request`. This will reveal a block of code, which you can simply copy and paste into a cell of your Jupyter Notebook …\n", + "\n", + "Download data\n", + "… having copied the API request to a Jupyter Notebook cell, running it will retrieve and download the data you requested into your local directory. However, before you run it, the `terms and conditions` of this particular dataset need to have been accepted directly at the CDS website. The option to view and accept these conditions is given at the end of the download form, just above the `Show API request` option. In addition, it is also useful to define the time period and AoI parameters and edit the request accordingly, as exemplified in the cells below." + ] + }, + { + "cell_type": "markdown", + "id": "6", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.1)=\n", + "### 1.1. Download and prepared E-OBS data" + ] + }, + { + "cell_type": "markdown", + "id": "7", + "metadata": {}, + "source": [ + "**Download Percipitation Data**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-29 10:18:25,975 INFO Welcome to the CDS\n", + "2024-05-29 10:18:25,979 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/insitu-gridded-observations-europe\n", + "2024-05-29 10:18:26,147 INFO Request is queued\n", + "2024-05-29 10:18:27,216 INFO Request is running\n", + "2024-05-29 10:20:20,168 INFO Request is completed\n", + "2024-05-29 10:20:20,171 INFO Downloading https://download-0003-clone.copernicus-climate.eu/cache-compute-0003/cache/data0/dataset-insitu-gridded-observations-europe-6b99598a-05a8-48b3-874b-65fc59619683.zip to dataset-insitu-gridded-observations-europe-6b99598a-05a8-48b3-874b-65fc59619683.zip (5.3M)\n", + "2024-05-29 10:20:21,952 INFO Download rate 3M/s \n" + ] + } + ], + "source": [ + "# Define request\n", + "request = (\n", + " \"insitu-gridded-observations-europe\",\n", + " {\n", + " \"format\": \"zip\",\n", + " \"product_type\": \"ensemble_mean\",\n", + " \"variable\": \"precipitation_amount\",\n", + " \"grid_resolution\": \"0.25deg\",\n", + " \"period\": \"full_period\",\n", + " \"version\": \"29.0e\",\n", + " \"area\": [42.15, -9.50, 36.95, -6.19],#ajust for europe\n", + " },\n", + ")\n", + "\n", + "# Process the request\n", + "p_EOBS = download.download_and_transform(*request)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (latitude: 21, longitude: 13, time: 25933)\n",
+       "Coordinates:\n",
+       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
+       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    rr         (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    E-OBS_version:  29.0e\n",
+       "    Conventions:    CF-1.4\n",
+       "    References:     http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n",
+       "    history:        Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n",
+       "    NCO:            netCDF Operators version 5.1.4 (Homepage = http://nco.sf....
" + ], + "text/plain": [ + "\n", + "Dimensions: (latitude: 21, longitude: 13, time: 25933)\n", + "Coordinates:\n", + " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", + " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + "Data variables:\n", + " rr (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " E-OBS_version: 29.0e\n", + " Conventions: CF-1.4\n", + " References: http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n", + " history: Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n", + " NCO: netCDF Operators version 5.1.4 (Homepage = http://nco.sf...." + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Subset data for the year range 1950 to 2020\n", + "p_EOBS = p_EOBS.sel(time=slice('1950-01-01', '2020-12-31'))\n", + "\n", + "# Inspect data\n", + "p_EOBS" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "10", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (latitude: 21, longitude: 13, time: 25933)\n",
+       "Coordinates:\n",
+       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
+       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    PERC EOBS  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    E-OBS_version:  29.0e\n",
+       "    Conventions:    CF-1.4\n",
+       "    References:     http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n",
+       "    history:        Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n",
+       "    NCO:            netCDF Operators version 5.1.4 (Homepage = http://nco.sf....
" + ], + "text/plain": [ + "\n", + "Dimensions: (latitude: 21, longitude: 13, time: 25933)\n", + "Coordinates:\n", + " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", + " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + "Data variables:\n", + " PERC EOBS (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " E-OBS_version: 29.0e\n", + " Conventions: CF-1.4\n", + " References: http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n", + " history: Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n", + " NCO: netCDF Operators version 5.1.4 (Homepage = http://nco.sf...." + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Specify the old variable name\n", + "old_variable_name = 'rr'\n", + "\n", + "# Specify the new variable name, long name and units\n", + "new_variable_name = 'PERC EOBS'\n", + "new_long_name = 'Daily Percipitation'\n", + "new_units = 'mm'\n", + "\n", + "# Specify the new variable units>\n", + "\n", + "# Change the variable name and long name\n", + "p_EOBS = p_EOBS.rename({old_variable_name: new_variable_name})\n", + "p_EOBS[new_variable_name].attrs['long_name'] = new_long_name\n", + "p_EOBS[new_variable_name].attrs['units'] = new_units\n", + "\n", + "p_EOBS" + ] + }, + { + "cell_type": "markdown", + "id": "11", + "metadata": {}, + "source": [ + "### Download ERA5 data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "12", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 71/71 [00:02<00:00, 31.08it/s]\n" + ] + } + ], + "source": [ + "\n", + "# Define time interval\n", + "start = \"1950-01\"\n", + "stop = \"2020-12\"\n", + "\n", + "# Define request\n", + "collection_id = \"reanalysis-era5-single-levels\"\n", + "request = {\n", + " \"product_type\": \"ensemble_mean\",\n", + " \"format\": 'netcdf',\n", + " \"variable\": \"total_precipitation\",\n", + " \"time\": [f\"{hour:02d}:00\" for hour in range(0, 24, 3)],\n", + " \"area\": [44, -10, 36, 1], #ajust for europe\n", + "\n", + "}\n", + "\n", + "requests = download.update_request_date(request, start, stop)\n", + "\n", + "# Process the request\n", + "ds_ERA5 = download.download_and_transform(collection_id, requests, chunks={\"year\": 1})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "13", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (longitude: 23, latitude: 17, time: 207464)\n",
+       "Coordinates:\n",
+       "  * longitude  (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n",
+       "  * latitude   (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 ... 2020-12-31T21:00:00\n",
+       "Data variables:\n",
+       "    tp         (time, latitude, longitude) float32 dask.array<chunksize=(2920, 17, 23), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.6\n",
+       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
" + ], + "text/plain": [ + "\n", + "Dimensions: (longitude: 23, latitude: 17, time: 207464)\n", + "Coordinates:\n", + " * longitude (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n", + " * latitude (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n", + " * time (time) datetime64[ns] 1950-01-01 ... 2020-12-31T21:00:00\n", + "Data variables:\n", + " tp (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " Conventions: CF-1.6\n", + " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Subset data for the year range 1950 to 2020\n", + "ds_ERA5 = ds_ERA5.sel(time=slice('1950-01-01', '2020-12-31'))\n", + "\n", + "# Inspect data\n", + "ds_ERA5" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "14", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (time: 25933, latitude: 17, longitude: 23)\n",
+       "Coordinates:\n",
+       "  * longitude  (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n",
+       "  * latitude   (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    tp         (time, latitude, longitude) float32 dask.array<chunksize=(365, 17, 23), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.6\n",
+       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 25933, latitude: 17, longitude: 23)\n", + "Coordinates:\n", + " * longitude (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n", + " * latitude (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + "Data variables:\n", + " tp (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " Conventions: CF-1.6\n", + " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Resample to daily frequency and choose the aggregation method (sum in this case)\n", + "p_ERA5 = ds_ERA5.resample(time='1D').sum(dim='time')\n", + "\n", + "p_ERA5" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "15", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (time: 25933, latitude: 17, longitude: 23)\n",
+       "Coordinates:\n",
+       "  * longitude  (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n",
+       "  * latitude   (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    PERC ERA5  (time, latitude, longitude) float32 dask.array<chunksize=(365, 17, 23), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.6\n",
+       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 25933, latitude: 17, longitude: 23)\n", + "Coordinates:\n", + " * longitude (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n", + " * latitude (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + "Data variables:\n", + " PERC ERA5 (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " Conventions: CF-1.6\n", + " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Specify the old variable name\n", + "old_variable_name = 'tp'\n", + "\n", + "# Specify the new variable name, long name and units\n", + "new_variable_name = 'PERC ERA5'\n", + "new_long_name = 'Daily Percipitation'\n", + "new_units = 'mm'\n", + "\n", + "# Specify the new variable units>\n", + "\n", + "# Change the variable name and long name\n", + "p_ERA5 = p_ERA5.rename({old_variable_name: new_variable_name})\n", + "p_ERA5[new_variable_name].attrs['long_name'] = new_long_name\n", + "p_ERA5[new_variable_name].attrs['units'] = new_units\n", + "\n", + "p_ERA5" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of time steps in the subset: 25933\n", + "Number of time steps in the subset: 25933\n" + ] + } + ], + "source": [ + "# Check timesteps\n", + "\n", + "# Inspect the number of time steps in the E-OBS time series\n", + "num_time_steps = len(p_EOBS.time)\n", + "print(f'Number of time steps in the subset: {num_time_steps}')\n", + "\n", + "\n", + "# Inspect the number of time steps in the subset\n", + "num_time_steps2 = len(p_ERA5.time)\n", + "print(f'Number of time steps in the subset: {num_time_steps2}')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "17", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing time steps in dataset 1: []\n", + "Count of missing time steps in dataset 1: 0\n", + "Missing time steps in dataset 2: []\n", + "Count of missing time steps in dataset 2: 0\n" + ] + } + ], + "source": [ + "#Find the missing time steps in each dataset\n", + "# Get the time steps as sets\n", + "time_steps_ds1 = set(p_EOBS['time'].values)\n", + "time_steps_ds2 = set(p_ERA5['time'].values)\n", + "\n", + "# Combine all time steps\n", + "all_time_steps = time_steps_ds1.union(time_steps_ds2)\n", + "\n", + "# Find the missing time steps in each dataset\n", + "missing_time_steps_ds1 = all_time_steps.difference(time_steps_ds1)\n", + "missing_time_steps_ds2 = all_time_steps.difference(time_steps_ds2)\n", + "\n", + "# Print or analyze the missing time steps\n", + "print(f'Missing time steps in dataset 1: {sorted(missing_time_steps_ds1)}')\n", + "print(f'Count of missing time steps in dataset 1: {len(missing_time_steps_ds1)}')\n", + "\n", + "print(f'Missing time steps in dataset 2: {sorted(missing_time_steps_ds2)}')\n", + "print(f'Count of missing time steps in dataset 2: {len(missing_time_steps_ds2)}')" + ] + }, + { + "cell_type": "markdown", + "id": "18", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.2)=\n", + "### 1.2. Merge E-OBS with ERA5" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "19", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (time: 25933, latitude: 21, longitude: 13)\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
+       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
+       "Data variables:\n",
+       "    PERC ERA5  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    Conventions:  CF-1.6\n",
+       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 25933, latitude: 21, longitude: 13)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", + " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", + "Data variables:\n", + " PERC ERA5 (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " Conventions: CF-1.6\n", + " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Interpolate ERA5 to match E-OBS resolution (e.g., from 0.5x0.5 to 0.25x0.25)\n", + "p_ERA5 = p_ERA5.interp_like(p_EOBS)\n", + "\n", + "p_ERA5" + ] + }, + { + "cell_type": "code", + "execution_count": 248, + "id": "20", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:    (latitude: 21, longitude: 13, time: 25933)\n",
+       "Coordinates:\n",
+       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
+       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    PERC EOBS  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
+       "    PERC ERA5  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    E-OBS_version:  29.0e\n",
+       "    Conventions:    CF-1.4\n",
+       "    References:     http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n",
+       "    history:        Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n",
+       "    NCO:            netCDF Operators version 5.1.4 (Homepage = http://nco.sf....
" + ], + "text/plain": [ + "\n", + "Dimensions: (latitude: 21, longitude: 13, time: 25933)\n", + "Coordinates:\n", + " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", + " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + "Data variables:\n", + " PERC EOBS (time, latitude, longitude) float32 dask.array\n", + " PERC ERA5 (time, latitude, longitude) float32 dask.array\n", + "Attributes:\n", + " E-OBS_version: 29.0e\n", + " Conventions: CF-1.4\n", + " References: http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n", + " history: Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n", + " NCO: netCDF Operators version 5.1.4 (Homepage = http://nco.sf...." + ] + }, + "execution_count": 248, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Make sure the coordinates match (round coordinates to some decimal places to deal with precision issues)\n", + "p_EOBS['latitude'] = p_EOBS['latitude'].round(4)\n", + "p_EOBS['longitude'] = p_EOBS['longitude'].round(4)\n", + "\n", + "p_ERA5['latitude'] = p_EOBS['latitude'].round(4)\n", + "p_ERA5['longitude'] = p_EOBS['longitude'].round(4)\n", + "\n", + "# Merge the two datasets using latitude and longitude as coordinates\n", + "merged_p = xr.merge([p_EOBS, p_ERA5], join='left')\n", + "\n", + "# The merged_data contains both E-OBS and ERA5 daily data for the same lat and lon\n", + "merged_p" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'weights' (latitude: 21)>\n",
+       "array([0.79732065, 0.79467956, 0.79202334, 0.78935204, 0.78666571,\n",
+       "       0.78396441, 0.78124818, 0.77851708, 0.77577115, 0.77301045,\n",
+       "       0.77023504, 0.76744496, 0.76464028, 0.76182103, 0.75898728,\n",
+       "       0.75613908, 0.75327649, 0.75039955, 0.74750833, 0.74460287,\n",
+       "       0.74168324])\n",
+       "Coordinates:\n",
+       "  * latitude  (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
+       "Attributes:\n",
+       "    units:          degrees_north\n",
+       "    long_name:      Latitude values\n",
+       "    axis:           Y\n",
+       "    standard_name:  latitude\n",
+       "    positive:       North\n",
+       "    type:           double\n",
+       "    valid_max:      90.0\n",
+       "    valid_min:      -90.0\n",
+       "    out_name:       latitude
" + ], + "text/plain": [ + "\n", + "array([0.79732065, 0.79467956, 0.79202334, 0.78935204, 0.78666571,\n", + " 0.78396441, 0.78124818, 0.77851708, 0.77577115, 0.77301045,\n", + " 0.77023504, 0.76744496, 0.76464028, 0.76182103, 0.75898728,\n", + " 0.75613908, 0.75327649, 0.75039955, 0.74750833, 0.74460287,\n", + " 0.74168324])\n", + "Coordinates:\n", + " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", + "Attributes:\n", + " units: degrees_north\n", + " long_name: Latitude values\n", + " axis: Y\n", + " standard_name: latitude\n", + " positive: North\n", + " type: double\n", + " valid_max: 90.0\n", + " valid_min: -90.0\n", + " out_name: latitude" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weights = np.cos(np.deg2rad(merged_p.latitude))\n", + "weights.name = \"weights\"\n", + "weights" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "id": "22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatasetWeighted with weights along dimensions: latitude" + ] + }, + "execution_count": 249, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_p_weighted = merged_p.weighted(weights)\n", + "merged_p_weighted " + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "id": "23", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:    (time: 25933)\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    PERC EOBS  (time) float64 dask.array<chunksize=(25933,), meta=np.ndarray>\n",
+       "    PERC ERA5  (time) float64 dask.array<chunksize=(25933,), meta=np.ndarray>
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 25933)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + "Data variables:\n", + " PERC EOBS (time) float64 dask.array\n", + " PERC ERA5 (time) float64 dask.array" + ] + }, + "execution_count": 250, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_p = merged_p_weighted.mean((\"longitude\", \"latitude\"))\n", + "mean_p " + ] + }, + { + "cell_type": "markdown", + "id": "24", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-2)=\n", + "### 2. Inspect and View Precipitation data" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "id": "25", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data\n", + "plt.figure(figsize=(10, 6))\n", + "plt.title('Precipitation Comparison')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Total Precipitation (mm)')\n", + "\n", + "# Plot tg data\n", + "plt.plot(mean_p.time, mean_p['PERC EOBS'], label='E-OBS (Precipitation)', color='red')\n", + "plt.plot(mean_p.time, mean_p['PERC ERA5']*1000, label='ERA5 (Precipitation)', color='blue') # total precipitation of ERA5 is in meters (*1000 to mm)\n", + "\n", + "# Add a legend\n", + "plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 252, + "id": "26", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:    (time: 366)\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2000-12-31\n",
+       "Data variables:\n",
+       "    PERC EOBS  (time) float64 dask.array<chunksize=(366,), meta=np.ndarray>\n",
+       "    PERC ERA5  (time) float64 dask.array<chunksize=(366,), meta=np.ndarray>
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 366)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2000-12-31\n", + "Data variables:\n", + " PERC EOBS (time) float64 dask.array\n", + " PERC ERA5 (time) float64 dask.array" + ] + }, + "execution_count": 252, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Specify the year you want to subset (e.g., 2000)\n", + "year_to_subset = '2000'\n", + "\n", + "# Subset the dataset for the specified year\n", + "subset_p = mean_p.sel(time=year_to_subset)\n", + "\n", + "subset_p" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "id": "27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data\n", + "plt.figure(figsize=(10, 6))\n", + "plt.title('EOBS and ERA5 Comparison')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Total Precipitation (mm)')\n", + "\n", + "# Plot tg data\n", + "plt.plot(subset_p.time, subset_p['PERC EOBS'], label='E-OBS (total precipitation)', color='red')\n", + "plt.plot(subset_p.time, subset_p['PERC ERA5']*1000, label='ERA5 (total precipitation)', color='blue')\n", + "\n", + "# Add a legend\n", + "plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "28", + "metadata": {}, + "source": [ + "The graphs show a tendecy of the ERA5 dataset, when compared with E-OBS, smoothing out the more extreme events." + ] + }, + { + "cell_type": "markdown", + "id": "29", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-3)=\n", + "### 3. Calculate Standardized Precipitation Index (SPI)\n", + "\n", + "The Standardized Precipitation Index (SPI) is commonly used to describe meteorological drought across various timescales. It correlates closely with soil moisture on shorter scales and with groundwater and reservoir levels on longer scales. The SPI allows for comparisons between different climatic regions by measuring observed precipitation as a standardized variation from a chosen probability distribution function that best fits the precipitation data. Typically, this data is adjusted to fit either a gamma or a Pearson Type III distribution before being converted into a normal distribution. The SPI values represent the number of standard deviations that the observed precipitation anomaly is from the long-term average. It can be calculated for periods ranging from 1 to 36 months using monthly data. Within the operational community, the SPI is recognized globally as the standard metric for assessing and reporting meteorological drought." + ] + }, + { + "cell_type": "markdown", + "id": "30", + "metadata": {}, + "source": [ + "(work in progress)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import xarray as xr\n", + "from scipy.stats import gamma, norm\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 259, + "id": "32", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the SPI calculation function\n", + "def calc_spi(precip):\n", + " precip = np.array(precip)\n", + " valid_data = precip[precip > 0]\n", + " \n", + " if len(valid_data) < 3: # Ensure there are enough points to fit the distribution\n", + " return np.full_like(precip, np.nan)\n", + " \n", + " shape, loc, scale = gamma.fit(valid_data, floc=0)\n", + " gamma_dist = gamma(shape, loc=0, scale=scale)\n", + " cdf = gamma_dist.cdf(precip)\n", + " spi = norm.ppf(cdf)\n", + " \n", + " return spi\n", + "\n", + "# Resample the dataset to seasonal totals (3 months), keeping spatial dimensions\n", + "annual_precip_EOBS = merged_p['PERC EOBS'].resample(time='1Y').sum()\n", + "\n", + "# Apply the SPI function using apply_ufunc, preserving spatial dimensions\n", + "spi_values_EOBS = xr.apply_ufunc(\n", + " calc_spi,\n", + " annual_precip_EOBS,\n", + " input_core_dims=[['time']],\n", + " output_core_dims=[['time']],\n", + " vectorize=True,\n", + " dask='parallelized',\n", + " output_dtypes=[float],\n", + " keep_attrs=True\n", + ")\n", + "\n", + "# Compute the results\n", + "spi_values_EOBS_compute = spi_values_EOBS.compute()\n", + "\n", + "# Reduce to mean SPI over spatial dimensions\n", + "spi_mean_EOBS = spi_values_EOBS_compute.mean(dim=['latitude', 'longitude'])\n", + "\n", + "# Find and print times where SPI indicates moderate drought (SPI < -1)\n", + "drought_periods = spi_mean_EOBS.where(spi_mean_EOBS < -1, drop=True)\n", + "\n", + "# Convert the time coordinates to a pandas datetime index for better plotting\n", + "spi_mean_EOBS['time'] = pd.to_datetime(spi_mean_EOBS['time'].values)\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(spi_mean_EOBS['time'], spi_mean_EOBS, label='SPI', color='b', linestyle='-')\n", + "\n", + "# Highlight the drought periods using fill_between with appropriate mask\n", + "plt.fill_between(spi_mean_EOBS['time'], spi_mean_EOBS, where=(spi_mean_EOBS < -1), color='r', alpha=0.3, label='Moderate Drought (SPI < -1)', interpolate=True)\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Time')\n", + "plt.ylabel('SPI')\n", + "plt.title('Time Series of EOBS SPI with Moderate Drought Periods Highlighted')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "id": "33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import xarray as xr\n", + "from scipy.stats import gamma, norm\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Define the SPI calculation function\n", + "def calc_spi(precip):\n", + " precip = np.array(precip)\n", + " valid_data = precip[precip > 0]\n", + " \n", + " if len(valid_data) < 3: # Ensure there are enough points to fit the distribution\n", + " return np.full_like(precip, np.nan)\n", + " \n", + " shape, loc, scale = gamma.fit(valid_data, floc=0)\n", + " gamma_dist = gamma(shape, loc=0, scale=scale)\n", + " cdf = gamma_dist.cdf(precip)\n", + " spi = norm.ppf(cdf)\n", + " \n", + " return spi\n", + "\n", + "# Resample the dataset to seasonal totals (3 months), keeping spatial dimensions\n", + "annual_precip_ERA5 = merged_p['PERC ERA5'].resample(time='1Y').sum()\n", + "\n", + "# Apply the SPI function using apply_ufunc, preserving spatial dimensions\n", + "spi_values_ERA5 = xr.apply_ufunc(\n", + " calc_spi,\n", + " annual_precip_ERA5,\n", + " input_core_dims=[['time']],\n", + " output_core_dims=[['time']],\n", + " vectorize=True,\n", + " dask='parallelized',\n", + " output_dtypes=[float],\n", + " keep_attrs=True\n", + ")\n", + "\n", + "# Compute the results\n", + "spi_values_ERA5_compute = spi_values_ERA5.compute()\n", + "\n", + "# Reduce to mean SPI over spatial dimensions\n", + "spi_mean_ERA5 = spi_values_ERA5_compute.mean(dim=['latitude', 'longitude'])\n", + "\n", + "# Find and print times where SPI indicates moderate drought (SPI < -1)\n", + "drought_periods = spi_mean_ERA5.where(spi_mean_ERA5 < -1, drop=True)\n", + "\n", + "# Convert the time coordinates to a pandas datetime index for better plotting\n", + "spi_mean_ERA5['time'] = pd.to_datetime(spi_mean_ERA5['time'].values)\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(spi_mean_ERA5['time'], spi_mean_ERA5, label='SPI', color='b', linestyle='-')\n", + "\n", + "# Highlight the drought periods using fill_between with appropriate mask\n", + "plt.fill_between(spi_mean_ERA5['time'], spi_mean_ERA5, where=(spi_mean_ERA5 < -1), color='r', alpha=0.3, label='Moderate Drought (SPI < -1)', interpolate=True)\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Time')\n", + "plt.ylabel('SPI')\n", + "plt.title('Time Series of ERA5 SPI with Moderate Drought Periods Highlighted')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "34", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-4)=\n", + "### 4. Calculate Consecutive Dry Days (CDD)\n", + "\n", + "Drought is measured by the maximum number of consecutive dry days in each year k, MaxCDD(k), where a dry day is counted when precipitation is less than 1 millimeter. Monthly values are obtained for each month j, year k, by linear interpolation, where MaxCDD(12,k) = MaxCDD(k). For other values of j, MaxCDD(j,k) = (12-j)/12 * MaxCDD(12,k-1) + j/12 * MaxCDD(12,k). Anomalies are measured by the departure in a month’s maximum consecutive dry days from the average across the monthly reference period values from 1950–2020" + ] + }, + { + "cell_type": "markdown", + "id": "35", + "metadata": {}, + "source": [ + "(work in progress)" + ] + }, + { + "cell_type": "code", + "execution_count": 272, + "id": "36", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "\n", + "\n", + "# Define a dry day (precipitation < 1mm)\n", + "dry_day_mask = merged_p['PERC EOBS'] < 1\n", + "\n", + "# Cumulative sum of dry days, resetting when a non-dry day is encountered\n", + "def compute_consecutive_dry_days(dry_days):\n", + " # Convert the mask to float to avoid issues during cumulative operations\n", + " dry_days = dry_days.astype(float)\n", + " # Where it's not a dry day, set to NaN to break the cumulative sum\n", + " dry_days = dry_days.where(dry_days == 1)\n", + " # Forward fill the NaNs with zeros (resetting the count after each non-dry day)\n", + " dry_days = dry_days.fillna(0)\n", + " # Cumulative sum of the adjusted series\n", + " return dry_days.cumsum('time')\n", + "\n", + "# Apply the function across the dataset\n", + "consecutive_dry_days_EOBS = dry_day_mask.groupby('time.year').map(compute_consecutive_dry_days)\n", + "consecutive_dry_days_EOBS" + ] + }, + { + "cell_type": "markdown", + "id": "37", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-5)=\n", + "### 5. Trend Analysis\n", + "Calculate linear regression, to analyze the trends in SPI and CDD indices over time. This involves calculating the slope of the trend line which indicates whether the drought conditions are worsening or improving.\n" + ] + }, + { + "cell_type": "markdown", + "id": "38", + "metadata": {}, + "source": [ + "(work in progress)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "39", + "metadata": {}, + "outputs": [], + "source": [ + "# Time Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "40", + "metadata": {}, + "outputs": [], + "source": [ + "# Spatial Patterns Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "41", + "metadata": {}, + "source": [ + "--------------------------------------------------------------------------------------------------------------" + ] + }, + { + "cell_type": "markdown", + "id": "42", + "metadata": {}, + "source": [ + "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-6)=\n", + "### 6. Main Takeaways" + ] + }, + { + "cell_type": "markdown", + "id": "43", + "metadata": {}, + "source": [ + "**The main takeaways of this Use Case are:**\n", + "\n", + "* Geographical Patterns: The analysis is expected to reveal specific NUTS2 regions within Europe that are more prone to frequent and severe drought conditions. This could be visualized through climatology and trend maps, pinpointing areas where drought risk management should be prioritized.\n", + "\n", + "* Increasing or Decreasing Trends: The linear trend analysis of the Standardized Precipitation Index (SPI) and Consecutive Dry Days (CDD) could show whether drought occurrences are becoming more frequent or severe over time. An upward trend in CDD and downward trend in SPI would indicate worsening conditions.\n", + "\n", + "* Temporal Variability: Insights into how drought patterns have evolved over recent decades. The analysis might highlight seasonal variations in drought conditions, which could be crucial for agricultural planning and water resource management. " + ] + }, + { + "cell_type": "markdown", + "id": "44", + "metadata": {}, + "source": [ + "## If you want to know more\n", + "\n", + "### Key resources\n", + "\n", + "Some key resources and further reading were linked throughout this assessment.\n", + "\n", + "The CDS catalogue entry for the data used were:\n", + "* E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations:\n", + " https://cds.climate.copernicus.eu/cdsapp#!/dataset/insitu-gridded-observations-europe?tab=overview\n", + "\n", + "* ERA5 hourly data on pressure levels from 1940 to present:\n", + " https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-pressure-levels?tab=overview \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 [BOpen](https://www.bopen.eu/)\n", + "\n", + "### References\n", + "\n", + "[[1]](https://library.wmo.int/index.php?lvl=notice_display&id=20130) World Meteorological Organization (WMO) Guidelines on the Calculation of Climate Normals: \n", + "\n", + "[[2]](https://doi.org/10.1029/2017JD028200) Cornes, R., G. van der Schrier, E.J.M. van den Besselaar, and P.D. Jones. 2018: An Ensemble Version of the E-OBS Temperature and Precipitation Datasets, J. Geophys. Res. (Atmospheres), 123.\n", + "\n", + "[[3]](https://doi.org/10.1002/JOC.7269) Bandhauer, Moritz, Francesco Isotta, Mónika Lakatos, Cristian Lussana, Line Båserud, Beatrix Izsák, Olivér Szentes, Ole Einar Tveito, and Christoph Frei. 2022. “Evaluation of Daily Precipitation Analyses in E-OBS (V19.0e) and ERA5 by Comparison to Regional High-Resolution Datasets in European Regions.” International Journal of Climatology 42 (2): 727–47.\n", + "\n", + "[[4]](https://doi.org/10.1002/gdj3.178) Vicente-Serrano, S. M., Domínguez-Castro, F., Reig, F., Tomas-Burguera, M., Peña-Angulo, D., Latorre, B., Beguería, S., Rabanaque, I., Noguera, I., Lorenzo-Lacruz, J., & Kenawy, A. E. (2023). A global drought monitoring system and dataset based on ERA5 reanalysis: A focus on crop-growing regions. Geoscience Data Journal, 10(4), 505-518. \n", + "\n", + "[[5]](https://doi.org/10.3390/su152215999) Kourtis, I. M., Vangelis, H., Tigkas, D., Mamara, A., Nalbantis, I., Tsakiris, G., & Tsihrintzis, V. A. Drought Assessment in Greece Using SPI and ERA5 Climate Reanalysis Data. Sustainability, 15(22), 15999. \n" + ] + } + ], + "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": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 2ad35e413c655cf9c451756165374cb784602915 Mon Sep 17 00:00:00 2001 From: malmans2 Date: Mon, 14 Oct 2024 09:58:36 +0200 Subject: [PATCH 2/4] minor changes --- ...ations-europe_climate-monitoring_q04.ipynb | 180 ++++++++++-------- 1 file changed, 105 insertions(+), 75 deletions(-) diff --git a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb index 658d7d42..0cf43e81 100644 --- a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb +++ b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb @@ -5,21 +5,51 @@ "id": "0", "metadata": {}, "source": [ - "# Insitu precipitation extremes assessment for drought monitoring \n", - "\n", - "Production date: 05/09/2024\n", - "\n", - "Produced by: Ana Oliveira (CoLAB +ATLANTIC)\n", - "\n", - "\n", - "## Use Case: Using gridded precipitation data to monitor droughts over the Iberian Peninsula\n", - "\n", - "## Quality Statement question\n", - "* **How well can we disclose which regions are the most exposed to droughts? What are the observed changes?** \n", - "\n", - "In this Use Case we will access the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations (henceforth, E-OBS) data from the Climate Data Store (CDS) of the Copernicus Climate Change Service (C3S) and and analyse the spatial consistency of the datasets in monitoring drougths over the Iberian Peninsula.\n", + "# Insitu precipitation extremes assessment for drought monitoring " + ] + }, + { + "cell_type": "markdown", + "id": "1", + "metadata": {}, + "source": [ + "Production date: 10/10\n", + "/2024\n", "\n", - "## The Quality Statements of this Use Case are:\n", + "Produced by: Ana Oliveira (CoLAB +ATLANTIC)" + ] + }, + { + "cell_type": "markdown", + "id": "2", + "metadata": {}, + "source": [ + "## 🌍 Use case: Using gridded precipitation data to monitor droughts over the Iberian Peninsula" + ] + }, + { + "cell_type": "markdown", + "id": "3", + "metadata": {}, + "source": [ + "## ❓ Quality assessment question\n", + "* **How well can we disclose which regions are the most exposed to droughts? What are the observed changes?** " + ] + }, + { + "cell_type": "markdown", + "id": "4", + "metadata": {}, + "source": [ + "In this Use Case we will access the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations (henceforth, E-OBS) data from the Climate Data Store (CDS) of the Copernicus Climate Change Service (C3S) and and analyse the spatial consistency of the datasets in monitoring drougths over the Iberian Peninsula." + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "## 📢 Quality assessment statement\n", "\n", "* According to Bandhauer et al. (2021) both E-OBS and ERA5 demonstrate accuracy in capturing precipitation patterns, with E-OBS showing good agreement in regions with dense station networks while ERA5 exhibits consistent mesoscale pattern representation. The authors also concluded that E-OBS can capture extreme values of precipitation in areas with high data density but may smooth out extreme events in data-sparse regions, however ERA5 shows improved detection of extreme precipitation events due to advanced physical modeling.\n", "\n", @@ -32,10 +62,10 @@ }, { "cell_type": "markdown", - "id": "1", + "id": "6", "metadata": {}, "source": [ - "## Methodology\n", + "## 📋 Methodology\n", "\n", "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1)** \n", "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.1)** \n", @@ -49,19 +79,27 @@ }, { "cell_type": "markdown", - "id": "2", + "id": "7", + "metadata": {}, + "source": [ + "## 📈 Analysis and results" + ] + }, + { + "cell_type": "markdown", + "id": "8", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1)=\n", - "## 1. Define the AoI, search and download E-OBS\n" + "### 1. Define the AoI, search and download E-OBS\n" ] }, { "cell_type": "markdown", - "id": "3", + "id": "9", "metadata": {}, "source": [ - "### Import all the libraries/packages\n", + "#### Import all the libraries/packages\n", "\n", "We will be working with data in NetCDF format. To best handle this data we will use libraries for working with multidimensional arrays, in particular Xarray. We will also need libraries for plotting and viewing data, in this case we will use Matplotlib and Cartopy." ] @@ -69,7 +107,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4", + "id": "10", "metadata": {}, "outputs": [], "source": [ @@ -98,10 +136,10 @@ }, { "cell_type": "markdown", - "id": "5", + "id": "11", "metadata": {}, "source": [ - "### Data Overview\n", + "#### Data Overview\n", "\n", "To search for data, visit the CDS website: http://cds.climate.copernicus.eu. Here you can search for 'in-situ observations' using the search bar. The data we need for this tutorial is the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations. This catalogue entry provides a daily gridded dataset of historical meteorological observations, covering Europe (land-only), from 1950 to the present. This data is derived from in-situ meteorological stations, made available through the European Climate Assessment & Dataset (ECA&D) project, as provided by National Meteorological and Hydrological Services (NMHSs) and other data-holding institutes. \n", "\n", @@ -126,7 +164,7 @@ }, { "cell_type": "markdown", - "id": "6", + "id": "12", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.1)=\n", @@ -135,16 +173,16 @@ }, { "cell_type": "markdown", - "id": "7", + "id": "13", "metadata": {}, "source": [ - "**Download Percipitation Data**" + "#### Download Percipitation Data" ] }, { "cell_type": "code", "execution_count": 6, - "id": "8", + "id": "14", "metadata": {}, "outputs": [ { @@ -183,7 +221,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "9", + "id": "15", "metadata": {}, "outputs": [ { @@ -698,7 +736,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "10", + "id": "16", "metadata": {}, "outputs": [ { @@ -1223,16 +1261,16 @@ }, { "cell_type": "markdown", - "id": "11", + "id": "17", "metadata": {}, "source": [ - "### Download ERA5 data" + "#### Download ERA5 data" ] }, { "cell_type": "code", "execution_count": 10, - "id": "12", + "id": "18", "metadata": {}, "outputs": [ { @@ -1269,7 +1307,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "13", + "id": "19", "metadata": {}, "outputs": [ { @@ -1816,7 +1854,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "14", + "id": "20", "metadata": {}, "outputs": [ { @@ -2358,7 +2396,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "15", + "id": "21", "metadata": {}, "outputs": [ { @@ -2912,7 +2950,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "16", + "id": "22", "metadata": {}, "outputs": [ { @@ -2940,7 +2978,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "17", + "id": "23", "metadata": {}, "outputs": [ { @@ -2977,7 +3015,7 @@ }, { "cell_type": "markdown", - "id": "18", + "id": "24", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.2)=\n", @@ -2987,7 +3025,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "19", + "id": "25", "metadata": {}, "outputs": [ { @@ -3493,7 +3531,7 @@ { "cell_type": "code", "execution_count": 248, - "id": "20", + "id": "26", "metadata": {}, "outputs": [ { @@ -4099,7 +4137,7 @@ { "cell_type": "code", "execution_count": 119, - "id": "21", + "id": "27", "metadata": {}, "outputs": [ { @@ -4531,7 +4569,7 @@ { "cell_type": "code", "execution_count": 249, - "id": "22", + "id": "28", "metadata": {}, "outputs": [ { @@ -4553,7 +4591,7 @@ { "cell_type": "code", "execution_count": 250, - "id": "23", + "id": "29", "metadata": {}, "outputs": [ { @@ -5076,7 +5114,7 @@ }, { "cell_type": "markdown", - "id": "24", + "id": "30", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-2)=\n", @@ -5086,7 +5124,7 @@ { "cell_type": "code", "execution_count": 251, - "id": "25", + "id": "31", "metadata": {}, "outputs": [ { @@ -5122,7 +5160,7 @@ { "cell_type": "code", "execution_count": 252, - "id": "26", + "id": "32", "metadata": {}, "outputs": [ { @@ -5651,7 +5689,7 @@ { "cell_type": "code", "execution_count": 253, - "id": "27", + "id": "33", "metadata": {}, "outputs": [ { @@ -5686,7 +5724,7 @@ }, { "cell_type": "markdown", - "id": "28", + "id": "34", "metadata": {}, "source": [ "The graphs show a tendecy of the ERA5 dataset, when compared with E-OBS, smoothing out the more extreme events." @@ -5694,7 +5732,7 @@ }, { "cell_type": "markdown", - "id": "29", + "id": "35", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-3)=\n", @@ -5705,7 +5743,7 @@ }, { "cell_type": "markdown", - "id": "30", + "id": "36", "metadata": {}, "source": [ "(work in progress)" @@ -5714,7 +5752,7 @@ { "cell_type": "code", "execution_count": null, - "id": "31", + "id": "37", "metadata": {}, "outputs": [], "source": [ @@ -5728,7 +5766,7 @@ { "cell_type": "code", "execution_count": 259, - "id": "32", + "id": "38", "metadata": {}, "outputs": [ { @@ -5806,7 +5844,7 @@ { "cell_type": "code", "execution_count": 261, - "id": "33", + "id": "39", "metadata": {}, "outputs": [ { @@ -5889,7 +5927,7 @@ }, { "cell_type": "markdown", - "id": "34", + "id": "40", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-4)=\n", @@ -5900,7 +5938,7 @@ }, { "cell_type": "markdown", - "id": "35", + "id": "41", "metadata": {}, "source": [ "(work in progress)" @@ -5909,7 +5947,7 @@ { "cell_type": "code", "execution_count": 272, - "id": "36", + "id": "42", "metadata": {}, "outputs": [], "source": [ @@ -5937,7 +5975,7 @@ }, { "cell_type": "markdown", - "id": "37", + "id": "43", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-5)=\n", @@ -5947,7 +5985,7 @@ }, { "cell_type": "markdown", - "id": "38", + "id": "44", "metadata": {}, "source": [ "(work in progress)" @@ -5956,7 +5994,7 @@ { "cell_type": "code", "execution_count": null, - "id": "39", + "id": "45", "metadata": {}, "outputs": [], "source": [ @@ -5966,7 +6004,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40", + "id": "46", "metadata": {}, "outputs": [], "source": [ @@ -5975,7 +6013,7 @@ }, { "cell_type": "markdown", - "id": "41", + "id": "47", "metadata": {}, "source": [ "--------------------------------------------------------------------------------------------------------------" @@ -5983,19 +6021,11 @@ }, { "cell_type": "markdown", - "id": "42", + "id": "48", "metadata": {}, "source": [ "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-6)=\n", - "### 6. Main Takeaways" - ] - }, - { - "cell_type": "markdown", - "id": "43", - "metadata": {}, - "source": [ - "**The main takeaways of this Use Case are:**\n", + "### 6. Main Takeaways\n", "\n", "* Geographical Patterns: The analysis is expected to reveal specific NUTS2 regions within Europe that are more prone to frequent and severe drought conditions. This could be visualized through climatology and trend maps, pinpointing areas where drought risk management should be prioritized.\n", "\n", @@ -6006,10 +6036,10 @@ }, { "cell_type": "markdown", - "id": "44", + "id": "49", "metadata": {}, "source": [ - "## If you want to know more\n", + "## ℹ️ If you want to know more\n", "\n", "### Key resources\n", "\n", @@ -6017,10 +6047,10 @@ "\n", "The CDS catalogue entry for the data used were:\n", "* E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations:\n", - " https://cds.climate.copernicus.eu/cdsapp#!/dataset/insitu-gridded-observations-europe?tab=overview\n", + " https://cds.climate.copernicus.eu/datasets/insitu-gridded-observations-europe?tab=overview\n", "\n", "* ERA5 hourly data on pressure levels from 1940 to present:\n", - " https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-pressure-levels?tab=overview \n", + " https://cds.climate.copernicus.eu/datasets/reanalysis-era5-pressure-levels?tab=overview \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 [BOpen](https://www.bopen.eu/)\n", From 5e5a0f1503c171c9663b013671bace2dcfe2537c Mon Sep 17 00:00:00 2001 From: malmans2 Date: Mon, 25 Nov 2024 09:55:16 +0100 Subject: [PATCH 3/4] implement all the requested changes --- ...ations-europe_climate-monitoring_q04.ipynb | 6940 ++++------------- 1 file changed, 1671 insertions(+), 5269 deletions(-) diff --git a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb index 0cf43e81..39a3cd70 100644 --- a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb +++ b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb @@ -5,7 +5,7 @@ "id": "0", "metadata": {}, "source": [ - "# Insitu precipitation extremes assessment for drought monitoring " + "# In-situ precipitation assessment for drought monitoring " ] }, { @@ -13,10 +13,9 @@ "id": "1", "metadata": {}, "source": [ - "Production date: 10/10\n", - "/2024\n", + "Production date: 21/10/2024\n", "\n", - "Produced by: Ana Oliveira (CoLAB +ATLANTIC)" + "Produced by: Ana Oliveira and João Paixão (CoLAB +ATLANTIC)" ] }, { @@ -24,7 +23,7 @@ "id": "2", "metadata": {}, "source": [ - "## 🌍 Use case: Using gridded precipitation data to monitor droughts over the Iberian Peninsula" + "## 🌍 Use case: Adaptation do Climate Extremes." ] }, { @@ -33,7 +32,8 @@ "metadata": {}, "source": [ "## ❓ Quality assessment question\n", - "* **How well can we disclose which regions are the most exposed to droughts? What are the observed changes?** " + "* **User Question: How well can we disclose which regions are the most exposed to droughts? What are the observed changes?**\n", + "\n" ] }, { @@ -41,7 +41,10 @@ "id": "4", "metadata": {}, "source": [ - "In this Use Case we will access the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations (henceforth, E-OBS) data from the Climate Data Store (CDS) of the Copernicus Climate Change Service (C3S) and and analyse the spatial consistency of the datasets in monitoring drougths over the Iberian Peninsula." + "In this Use Case, we will access the E-OBS daily gridded meteorological data for Europe from 1950 to present derived from in-situ observations (henceforth, E-OBS) data from the Climate Data Store (CDS) of the Copernicus Climate Change Service (C3S) and analyse the E-OBS precipitation (RR) drought extremes, over a given Area of Interest (AoI), as a regional example of using E-OBS in the scope of the European State of Climate [[1]](https://climate.copernicus.eu/esotc/2023). The analysis includes drought indicators as defined by the World Meteorological Organization's Expert Team on Sector-Specific Climate Indices (ET-SCI) in conjunction with sector experts [[2]](https://climpact-sci.org/) [[3]](https://library.wmo.int/index.php?lvl=notice_display&id=20130):\n", + "- (i) Standardized Precipitation Index (SPI);\n", + "- (ii) Standardized Precipitation Evapotranspiration Index (SPEI); \n", + "- (iii) the corresponding maps, to disclose where drought extremes are changing the most." ] }, { @@ -51,30 +54,28 @@ "source": [ "## 📢 Quality assessment statement\n", "\n", - "* According to Bandhauer et al. (2021) both E-OBS and ERA5 demonstrate accuracy in capturing precipitation patterns, with E-OBS showing good agreement in regions with dense station networks while ERA5 exhibits consistent mesoscale pattern representation. The authors also concluded that E-OBS can capture extreme values of precipitation in areas with high data density but may smooth out extreme events in data-sparse regions, however ERA5 shows improved detection of extreme precipitation events due to advanced physical modeling.\n", + "```{admonition} These are the key outcomes of this assessment\n", + "- The E-OBS dataset offers a consistent and complete set of gridded meteorological observations over Europe suitable for analysing climate change and extremes, including for precipitation monitoring. [[4]](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2017JD028200)\n", "\n", - "* In Mavromatis & Voulanas (2020) evaluated the effectiveness of the E-OBS dataset for drought monitoring in Greek wine production areas from 1981 to 2012. E-OBS excelled in reproducing annual decreasing precipitation trends across spring, summer, and autumn, and accurately captured monthly variability, especially in the spring and summer. It demonstrated lower error rates compared to other datasets and performed well in various statistical evaluations, including better simulation of wet and dry day probabilities and extreme precipitation indices. For drought monitoring specifically, E-OBS proved superior when using the Standardized Precipitation Index (SPI).\n", + "- Its reliance on observation data indicates a more sensitive depiction of extreme values, being fit for drought monitoring. For example, according to [[5]](https://doi.org/10.1002/joc.7269) both E-OBS and ERA5 demonstrate accuracy in capturing precipitation patterns, with E-OBS showing good agreement in regions with dense station networks. The authors also concluded that E-OBS can capture extreme values of precipitation in areas with high data density but may smooth out extreme events in data-sparse regions.\n", "\n", - "* In Philip et al. (2020) by using E-OBS the authors were able to infer the regional differences in drought conditions and climate variables, particularly in assessing historical trends and spatial patterns across the Netherlands. This show the capacity of the dataset of disclosing which regions are more exposed to drougths and the observed changes.\n", + "- E-OBS is also proved as useful in monitoring drought conditions over the Iberian Peninsula, showing similar results to those reported in the literature over this region, using other observational gridded data [[7]](https://doi.org/10.1016/j.wace.2021.100320). Indeed, SPEI showcases more significant and pronounced trends over the region, and increased sensitivity in drought detection. Furthermore, results agree with the notion that the Iberian Peninsula is a hotspot for climate change impacts related to drought.\n", "\n", - "* In Vicente-Serranto et al. (2022), Kourtis et al. (2023) and Najmi et al. (2023) the authors found that the ERA5 dataset yields reliable results for drought monitoring purposes." + "- In an another example, [[6]](https://rmets.onlinelibrary.wiley.com/doi/10.1002/joc.6950) evaluated the effectiveness of the E-OBS dataset for drought monitoring in Greek wine production areas from 1981 to 2012. E-OBS excelled in reproducing annual decreasing precipitation trends across spring, summer, and autumn, and accurately captured monthly variability, especially in the spring and summer. It demonstrated lower error rates compared to other datasets and performed well in various statistical evaluations, including better simulation of wet and dry day probabilities and extreme precipitation indices. For drought monitoring specifically, E-OBS proved superior when using the Standardized Precipitation Index (SPI).\n", + "```" ] }, { + "attachments": { + "SPI_SPEI_trendAnalysis_EOBS.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "id": "6", "metadata": {}, "source": [ - "## 📋 Methodology\n", - "\n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.1)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.2)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-2)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-3)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-4)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-5)** \n", - "**[](C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-6)**" + "![SPI_SPEI_trendAnalysis_EOBS.png](attachment:SPI_SPEI_trendAnalysis_EOBS.png)" ] }, { @@ -82,7 +83,14 @@ "id": "7", "metadata": {}, "source": [ - "## 📈 Analysis and results" + "## 📋 Methodology\n", + "\n", + "**[](code-section-1)** \n", + "**[](code-section-2)** \n", + "**[](code-section-3)** \n", + "**[](code-section-4)** \n", + "**[](code-section-5)** \n", + "**[](code-section-6)** " ] }, { @@ -90,14 +98,22 @@ "id": "8", "metadata": {}, "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1)=\n", - "### 1. Define the AoI, search and download E-OBS\n" + "## 📈 Analysis and results" ] }, { "cell_type": "markdown", "id": "9", "metadata": {}, + "source": [ + "(code-section-1)= \n", + "### 1. Define the AoI, search and download E-OBS" + ] + }, + { + "cell_type": "markdown", + "id": "10", + "metadata": {}, "source": [ "#### Import all the libraries/packages\n", "\n", @@ -106,37 +122,32 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "10", + "execution_count": 28, + "id": "11", "metadata": {}, "outputs": [], "source": [ - "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import pymannkendall as mk\n", - "from c3s_eqc_automatic_quality_control import download, utils, diagnostics, plot\n", - "\n", - "# # import libraries\n", - "# from cdo import cdo\n", + "import math\n", + "import calendar\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", "\n", - "# # check cdo\n", - "# cdo = Cdo()\n", - "# help(cdo.sinfov)\n", + "from scipy.stats import gamma, norm\n", + "from c3s_eqc_automatic_quality_control import download\n", "\n", "plt.rcParams[\"figure.figsize\"] = [15, 5]\n", - "plt.style.use(\"seaborn-v0_8-notebook\")\n", - "\n", - "import warnings\n", - "import os\n", - "warnings.filterwarnings(\"ignore\")" + "plt.style.use(\"seaborn-v0_8-notebook\")" ] }, { "cell_type": "markdown", - "id": "11", + "id": "12", "metadata": {}, "source": [ "#### Data Overview\n", @@ -145,16 +156,16 @@ "\n", "E-OBS comprises a set of spatially continuous Essential Climate Variables (ECVs) from the Surface Atmosphere, following the Global Climate Observing System (GCOS) convention, provided as the mean and spread of the spatial prediction ensemble algorithm, at regular latitude-longitude grid intervals (at a 0.1° and 0.25° spatial resolution), and covering a long time-period, from 1 January 1950 to present-day. In addition to the land surface elevation, E-OBS includes daily air temperature (mean, maximum and minimum), precipitation amount, wind speed, sea-level pressure and shortwave downwelling radiation. \n", "\n", - "The latest E-OBS version, E-OBSv29.0e, was released in March 2024 and its main difference from the previous E-OBSv28.0e is the amount of input data used.\n", + "The E-OBS version used for this Use Case, E-OBSv28.0e, was released in October 2023 and its main difference from the previous E-OBSv27.0e is the inclusion of new series and some corrections for precipitation stations.\n", "\n", - "Having selected the correct dataset, we now need to specify what product type, variables, temporal and geographic coverage we are interested in. In this Use Case, the ensemble mean of total percipitation will be used, considering the last version available. These can all be selected in the “Download data” tab from the CDS. In this tab a form appears in which we will select the following parameters to download, for example:\n", + "Having selected the correct dataset, we now need to specify what product type, variables, temporal and geographic coverage we are interested in. In this Use Case, the ensemble mean of precipitation (RR) will be used, considering the last version available (v28.0e). These can all be selected in the “Download data” tab from the CDS. In this tab a form appears in which we will select the following parameters to download, for example:\n", "\n", - "Product Type: Ensemble mean \n", - "Variable: percipition sum \n", - "Grid resolution: 0.25 \n", - "Period: Full period \n", - "Version: 29.0e \n", - "Format: Zip file (.zip)\n", + "- Product Type: Ensemble mean \n", + "- Variable: daily precipitation sum, and mean temperature\n", + "- Grid resolution: 0.25 \n", + "- Period: Full period \n", + "- Version: 28.0e \n", + "- Format: Zip file (.zip)\n", "\n", "At the end of the download form, select `Show API request`. This will reveal a block of code, which you can simply copy and paste into a cell of your Jupyter Notebook …\n", "\n", @@ -164,38 +175,34 @@ }, { "cell_type": "markdown", - "id": "12", + "id": "13", "metadata": {}, "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.1)=\n", - "### 1.1. Download and prepared E-OBS data" + "### 1.1. Download and prepare E-OBS data" ] }, { - "cell_type": "markdown", - "id": "13", + "cell_type": "code", + "execution_count": 29, + "id": "14", "metadata": {}, + "outputs": [], "source": [ - "#### Download Percipitation Data" + "# Define region of interest - AoI\n", + "iberian_peninsula=[44, -10, 36, 1]" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "14", + "execution_count": 30, + "id": "15", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-05-29 10:18:25,975 INFO Welcome to the CDS\n", - "2024-05-29 10:18:25,979 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/insitu-gridded-observations-europe\n", - "2024-05-29 10:18:26,147 INFO Request is queued\n", - "2024-05-29 10:18:27,216 INFO Request is running\n", - "2024-05-29 10:20:20,168 INFO Request is completed\n", - "2024-05-29 10:20:20,171 INFO Downloading https://download-0003-clone.copernicus-climate.eu/cache-compute-0003/cache/data0/dataset-insitu-gridded-observations-europe-6b99598a-05a8-48b3-874b-65fc59619683.zip to dataset-insitu-gridded-observations-europe-6b99598a-05a8-48b3-874b-65fc59619683.zip (5.3M)\n", - "2024-05-29 10:20:21,952 INFO Download rate 3M/s \n" + "100%|██████████| 1/1 [00:00<00:00, 81.67it/s]\n" ] } ], @@ -206,22 +213,55 @@ " {\n", " \"format\": \"zip\",\n", " \"product_type\": \"ensemble_mean\",\n", - " \"variable\": \"precipitation_amount\",\n", - " \"grid_resolution\": \"0.25deg\",\n", + " \"variable\": [\"mean_temperature\",\"precipitation_amount\"],\n", + " \"grid_resolution\": \"0_25deg\",\n", " \"period\": \"full_period\",\n", - " \"version\": \"29.0e\",\n", - " \"area\": [42.15, -9.50, 36.95, -6.19],#ajust for europe\n", + " \"version\": \"30_0e\",\n", + " \"area\": iberian_peninsula, #adjust for other regions\n", " },\n", ")\n", "\n", "# Process the request\n", - "p_EOBS = download.download_and_transform(*request)" + "data_EOBS = download.download_and_transform(*request)" + ] + }, + { + "cell_type": "markdown", + "id": "16", + "metadata": {}, + "source": [ + "### 1.2. Inspect and view data\n", + "Now that we have downloaded the data, we can inspect it. We have requested the data in NetCDF format. This is a commonly used format for array-oriented scientific data. To read and process this data we will make use of the Xarray library. Xarray is an open source project and Python package that makes working with labelled multi-dimensional arrays simple and efficient. We will read the data from our NetCDF file into an xarray.Dataset.\n", + "\n", + "To understand better the E-OBS data structure and check the aggregated Daily Mean Precipitation (RR) and the Daily Mean Temperature (TG), we will first need to retrieve the RR variable from the 2 multidimensional netCDF data structures and calculate the descriptive statistics." ] }, { "cell_type": "code", - "execution_count": 7, - "id": "15", + "execution_count": 31, + "id": "17", + "metadata": {}, + "outputs": [], + "source": [ + "# Subset data for the year range 1950 to 2020\n", + "start_date = '1950-01-01'; end_date = '2020-12-31'\n", + "data_EOBS = data_EOBS.sel(time=slice(start_date, end_date))\n", + "\n", + "# Specify the new variable name, long name and units\n", + "new_long_name = 'Daily Precipitation'\n", + "new_units = 'mm'\n", + "\n", + "# Change the variable long name\n", + "data_EOBS['rr'].attrs['long_name'] = new_long_name\n", + "\n", + "# Specify the new variable units\n", + "data_EOBS['rr'].attrs['units'] = new_units" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "18", "metadata": {}, "outputs": [ { @@ -258,6 +298,7 @@ "}\n", "\n", "html[theme=dark],\n", + "html[data-theme=dark],\n", "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", @@ -308,7 +349,7 @@ ".xr-sections {\n", " padding-left: 0 !important;\n", " display: grid;\n", - " grid-template-columns: 150px auto auto 1fr 20px 20px;\n", + " grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n", "}\n", "\n", ".xr-section-item {\n", @@ -316,7 +357,8 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", @@ -328,6 +370,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0);\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -590,26 +636,115 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
<xarray.Dataset>\n",
-       "Dimensions:    (latitude: 21, longitude: 13, time: 25933)\n",
+       "
<xarray.Dataset> Size: 292MB\n",
+       "Dimensions:    (time: 25933, latitude: 32, longitude: 44)\n",
        "Coordinates:\n",
-       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
-       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
-       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "  * latitude   (latitude) float64 256B 36.12 36.38 36.62 ... 43.38 43.62 43.88\n",
+       "  * longitude  (longitude) float64 352B -9.875 -9.625 -9.375 ... 0.625 0.875\n",
+       "  * time       (time) datetime64[ns] 207kB 1950-01-01 1950-01-02 ... 2020-12-31\n",
        "Data variables:\n",
-       "    rr         (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
+       "    rr         (time, latitude, longitude) float32 146MB dask.array<chunksize=(13605, 16, 22), meta=np.ndarray>\n",
+       "    tg         (time, latitude, longitude) float32 146MB dask.array<chunksize=(13605, 16, 22), meta=np.ndarray>\n",
        "Attributes:\n",
-       "    E-OBS_version:  29.0e\n",
+       "    E-OBS_version:  30.0e\n",
        "    Conventions:    CF-1.4\n",
        "    References:     http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n",
-       "    history:        Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n",
-       "    NCO:            netCDF Operators version 5.1.4 (Homepage = http://nco.sf....
  • E-OBS_version :
    30.0e
    Conventions :
    CF-1.4
    References :
    http://surfobs.climate.copernicus.eu/dataaccess/access_eobs.php
    history :
    Fri Aug 30 12:51:50 2024: ncks --no-abc -d time,0,27209 /nobackup_1/users/besselaa/Data/Gridding/EOBSv30.0e/Grid_0.25deg/rr//rr_ensmean_master_rectime.nc /nobackup_1/users/besselaa/Data/Gridding/EOBSv30.0e/Grid_0.25deg/rr//rr_ens_mean_0.25deg_reg_v30.0e.nc\n", + "Fri Aug 30 12:50:32 2024: ncks --no-abc --mk_rec_dmn time /nobackup_1/users/besselaa/Data/Gridding/EOBSv30.0e/Grid_0.25deg/rr//rr_ensmean_master.nc /nobackup_1/users/besselaa/Data/Gridding/EOBSv30.0e/Grid_0.25deg/rr//rr_ensmean_master_rectime.nc\n", + "Fri Aug 30 10:04:23 2024: ncks -O -d time,0,27209 /nobackup_1/users/besselaa/Data/Gridding/EOBSv30.0e/Grid_0.25deg/rr/rr_ensmean_master_untilJul2024.nc /nobackup_1/users/besselaa/Data/Gridding/EOBSv30.0e/Grid_0.25deg/rr/rr_ensmean_master.nc
    NCO :
    netCDF Operators version 5.1.8 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco, Citation = 10.1016/j.envsoft.2008.03.004)
  • " ], "text/plain": [ - "\n", - "Dimensions: (latitude: 21, longitude: 13, time: 25933)\n", + " Size: 292MB\n", + "Dimensions: (time: 25933, latitude: 32, longitude: 44)\n", "Coordinates:\n", - " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", - " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", + " * latitude (latitude) float64 256B 36.12 36.38 36.62 ... 43.38 43.62 43.88\n", + " * longitude (longitude) float64 352B -9.875 -9.625 -9.375 ... 0.625 0.875\n", + " * time (time) datetime64[ns] 207kB 1950-01-01 1950-01-02 ... 2020-12-31\n", "Data variables:\n", - " rr (time, latitude, longitude) float32 dask.array\n", + " rr (time, latitude, longitude) float32 146MB dask.array\n", + " tg (time, latitude, longitude) float32 146MB dask.array\n", "Attributes:\n", - " E-OBS_version: 29.0e\n", + " E-OBS_version: 30.0e\n", " Conventions: CF-1.4\n", " References: http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n", - " history: Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n", - " NCO: netCDF Operators version 5.1.4 (Homepage = http://nco.sf...." + " history: Fri Aug 30 12:51:50 2024: ncks --no-abc -d time,0,27209 /...\n", + " NCO: netCDF Operators version 5.1.8 (Homepage = http://nco.sf...." ] }, - "execution_count": 7, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Subset data for the year range 1950 to 2020\n", - "p_EOBS = p_EOBS.sel(time=slice('1950-01-01', '2020-12-31'))\n", + "# Print the xarray data structure\n", + "data_EOBS" + ] + }, + { + "cell_type": "markdown", + "id": "19", + "metadata": {}, + "source": [ + "We can see from the data structure that our information is already stored in a four-dimensional array with two data variables, corresponding to the RR 'mean' and TG 'mean', with dimensions: 25933 days in 'time', 32 steps in 'latitude', and 44 steps in 'longitude'. In this case, we are not using the toolbox's transformer function to calculate the maximum/minimum statistics directly from the daily data. The following 30-years climatological periods are considered, as per the guidelines from the World Meteorological Organization (WMO):\n", "\n", - "# Inspect data\n", - "p_EOBS" + "- 1951 to 1980\n", + "- 1961 to 1990\n", + "- 1971 to 2000\n", + "- 1981 to 2010\n", + "- 1991 to 2020\n", + "\n", + "Let's inspect the data and compute these descriptive statistics of each period and print them in tabular form." ] }, { "cell_type": "code", - "execution_count": 8, - "id": "16", + "execution_count": 33, + "id": "20", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (latitude: 21, longitude: 13, time: 25933)\n",
    -       "Coordinates:\n",
    -       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
    -       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
    -       "Data variables:\n",
    -       "    PERC EOBS  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
    -       "Attributes:\n",
    -       "    E-OBS_version:  29.0e\n",
    -       "    Conventions:    CF-1.4\n",
    -       "    References:     http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n",
    -       "    history:        Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n",
    -       "    NCO:            netCDF Operators version 5.1.4 (Homepage = http://nco.sf....
    " - ], - "text/plain": [ - "\n", - "Dimensions: (latitude: 21, longitude: 13, time: 25933)\n", - "Coordinates:\n", - " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", - " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", - "Data variables:\n", - " PERC EOBS (time, latitude, longitude) float32 dask.array\n", - "Attributes:\n", - " E-OBS_version: 29.0e\n", - " Conventions: CF-1.4\n", - " References: http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n", - " history: Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n", - " NCO: netCDF Operators version 5.1.4 (Homepage = http://nco.sf...." - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Specify the old variable name\n", - "old_variable_name = 'rr'\n", - "\n", - "# Specify the new variable name, long name and units\n", - "new_variable_name = 'PERC EOBS'\n", - "new_long_name = 'Daily Percipitation'\n", - "new_units = 'mm'\n", - "\n", - "# Specify the new variable units>\n", - "\n", - "# Change the variable name and long name\n", - "p_EOBS = p_EOBS.rename({old_variable_name: new_variable_name})\n", - "p_EOBS[new_variable_name].attrs['long_name'] = new_long_name\n", - "p_EOBS[new_variable_name].attrs['units'] = new_units\n", - "\n", - "p_EOBS" - ] - }, - { - "cell_type": "markdown", - "id": "17", - "metadata": {}, - "source": [ - "#### Download ERA5 data" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "18", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 71/71 [00:02<00:00, 31.08it/s]\n" - ] - } - ], - "source": [ - "\n", - "# Define time interval\n", - "start = \"1950-01\"\n", - "stop = \"2020-12\"\n", - "\n", - "# Define request\n", - "collection_id = \"reanalysis-era5-single-levels\"\n", - "request = {\n", - " \"product_type\": \"ensemble_mean\",\n", - " \"format\": 'netcdf',\n", - " \"variable\": \"total_precipitation\",\n", - " \"time\": [f\"{hour:02d}:00\" for hour in range(0, 24, 3)],\n", - " \"area\": [44, -10, 36, 1], #ajust for europe\n", - "\n", - "}\n", - "\n", - "requests = download.update_request_date(request, start, stop)\n", - "\n", - "# Process the request\n", - "ds_ERA5 = download.download_and_transform(collection_id, requests, chunks={\"year\": 1})\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "19", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (longitude: 23, latitude: 17, time: 207464)\n",
    -       "Coordinates:\n",
    -       "  * longitude  (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n",
    -       "  * latitude   (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 ... 2020-12-31T21:00:00\n",
    -       "Data variables:\n",
    -       "    tp         (time, latitude, longitude) float32 dask.array<chunksize=(2920, 17, 23), meta=np.ndarray>\n",
    -       "Attributes:\n",
    -       "    Conventions:  CF-1.6\n",
    -       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
    " - ], - "text/plain": [ - "\n", - "Dimensions: (longitude: 23, latitude: 17, time: 207464)\n", - "Coordinates:\n", - " * longitude (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n", - " * latitude (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n", - " * time (time) datetime64[ns] 1950-01-01 ... 2020-12-31T21:00:00\n", - "Data variables:\n", - " tp (time, latitude, longitude) float32 dask.array\n", - "Attributes:\n", - " Conventions: CF-1.6\n", - " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Subset data for the year range 1950 to 2020\n", - "ds_ERA5 = ds_ERA5.sel(time=slice('1950-01-01', '2020-12-31'))\n", - "\n", - "# Inspect data\n", - "ds_ERA5" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "20", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (time: 25933, latitude: 17, longitude: 23)\n",
    -       "Coordinates:\n",
    -       "  * longitude  (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n",
    -       "  * latitude   (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
    -       "Data variables:\n",
    -       "    tp         (time, latitude, longitude) float32 dask.array<chunksize=(365, 17, 23), meta=np.ndarray>\n",
    -       "Attributes:\n",
    -       "    Conventions:  CF-1.6\n",
    -       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
    " - ], - "text/plain": [ - "\n", - "Dimensions: (time: 25933, latitude: 17, longitude: 23)\n", - "Coordinates:\n", - " * longitude (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n", - " * latitude (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", - "Data variables:\n", - " tp (time, latitude, longitude) float32 dask.array\n", - "Attributes:\n", - " Conventions: CF-1.6\n", - " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Resample to daily frequency and choose the aggregation method (sum in this case)\n", - "p_ERA5 = ds_ERA5.resample(time='1D').sum(dim='time')\n", - "\n", - "p_ERA5" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "21", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (time: 25933, latitude: 17, longitude: 23)\n",
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    -       "  * longitude  (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n",
    -       "  * latitude   (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
    -       "Data variables:\n",
    -       "    PERC ERA5  (time, latitude, longitude) float32 dask.array<chunksize=(365, 17, 23), meta=np.ndarray>\n",
    -       "Attributes:\n",
    -       "    Conventions:  CF-1.6\n",
    -       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
    " - ], - "text/plain": [ - "\n", - "Dimensions: (time: 25933, latitude: 17, longitude: 23)\n", - "Coordinates:\n", - " * longitude (longitude) float32 -10.0 -9.5 -9.0 -8.5 ... -0.5 0.0 0.5 1.0\n", - " * latitude (latitude) float32 44.0 43.5 43.0 42.5 ... 37.5 37.0 36.5 36.0\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", - "Data variables:\n", - " PERC ERA5 (time, latitude, longitude) float32 dask.array\n", - "Attributes:\n", - " Conventions: CF-1.6\n", - " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Specify the old variable name\n", - "old_variable_name = 'tp'\n", - "\n", - "# Specify the new variable name, long name and units\n", - "new_variable_name = 'PERC ERA5'\n", - "new_long_name = 'Daily Percipitation'\n", - "new_units = 'mm'\n", - "\n", - "# Specify the new variable units>\n", - "\n", - "# Change the variable name and long name\n", - "p_ERA5 = p_ERA5.rename({old_variable_name: new_variable_name})\n", - "p_ERA5[new_variable_name].attrs['long_name'] = new_long_name\n", - "p_ERA5[new_variable_name].attrs['units'] = new_units\n", - "\n", - "p_ERA5" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "22", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of time steps in the subset: 25933\n", - "Number of time steps in the subset: 25933\n" - ] - } - ], - "source": [ - "# Check timesteps\n", - "\n", - "# Inspect the number of time steps in the E-OBS time series\n", - "num_time_steps = len(p_EOBS.time)\n", - "print(f'Number of time steps in the subset: {num_time_steps}')\n", - "\n", - "\n", - "# Inspect the number of time steps in the subset\n", - "num_time_steps2 = len(p_ERA5.time)\n", - "print(f'Number of time steps in the subset: {num_time_steps2}')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "23", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Missing time steps in dataset 1: []\n", - "Count of missing time steps in dataset 1: 0\n", - "Missing time steps in dataset 2: []\n", - "Count of missing time steps in dataset 2: 0\n" - ] - } - ], - "source": [ - "#Find the missing time steps in each dataset\n", - "# Get the time steps as sets\n", - "time_steps_ds1 = set(p_EOBS['time'].values)\n", - "time_steps_ds2 = set(p_ERA5['time'].values)\n", - "\n", - "# Combine all time steps\n", - "all_time_steps = time_steps_ds1.union(time_steps_ds2)\n", - "\n", - "# Find the missing time steps in each dataset\n", - "missing_time_steps_ds1 = all_time_steps.difference(time_steps_ds1)\n", - "missing_time_steps_ds2 = all_time_steps.difference(time_steps_ds2)\n", - "\n", - "# Print or analyze the missing time steps\n", - "print(f'Missing time steps in dataset 1: {sorted(missing_time_steps_ds1)}')\n", - "print(f'Count of missing time steps in dataset 1: {len(missing_time_steps_ds1)}')\n", - "\n", - "print(f'Missing time steps in dataset 2: {sorted(missing_time_steps_ds2)}')\n", - "print(f'Count of missing time steps in dataset 2: {len(missing_time_steps_ds2)}')" - ] - }, - { - "cell_type": "markdown", - "id": "24", - "metadata": {}, - "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-1.2)=\n", - "### 1.2. Merge E-OBS with ERA5" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "25", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (time: 25933, latitude: 21, longitude: 13)\n",
    -       "Coordinates:\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
    -       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
    -       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
    -       "Data variables:\n",
    -       "    PERC ERA5  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
    -       "Attributes:\n",
    -       "    Conventions:  CF-1.6\n",
    -       "    history:      2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw...
    " - ], - "text/plain": [ - "\n", - "Dimensions: (time: 25933, latitude: 21, longitude: 13)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", - " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", - " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", - "Data variables:\n", - " PERC ERA5 (time, latitude, longitude) float32 dask.array\n", - "Attributes:\n", - " Conventions: CF-1.6\n", - " history: 2024-05-27 10:45:47 GMT by grib_to_netcdf-2.28.1: /opt/ecmw..." - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Interpolate ERA5 to match E-OBS resolution (e.g., from 0.5x0.5 to 0.25x0.25)\n", - "p_ERA5 = p_ERA5.interp_like(p_EOBS)\n", - "\n", - "p_ERA5" - ] - }, - { - "cell_type": "code", - "execution_count": 248, - "id": "26", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (latitude: 21, longitude: 13, time: 25933)\n",
    -       "Coordinates:\n",
    -       "  * latitude   (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
    -       "  * longitude  (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
    -       "Data variables:\n",
    -       "    PERC EOBS  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
    -       "    PERC ERA5  (time, latitude, longitude) float32 dask.array<chunksize=(25933, 21, 13), meta=np.ndarray>\n",
    -       "Attributes:\n",
    -       "    E-OBS_version:  29.0e\n",
    -       "    Conventions:    CF-1.4\n",
    -       "    References:     http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n",
    -       "    history:        Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n",
    -       "    NCO:            netCDF Operators version 5.1.4 (Homepage = http://nco.sf....
    " - ], - "text/plain": [ - "\n", - "Dimensions: (latitude: 21, longitude: 13, time: 25933)\n", - "Coordinates:\n", - " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", - " * longitude (longitude) float64 -9.375 -9.125 -8.875 ... -6.875 -6.625 -6.375\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", - "Data variables:\n", - " PERC EOBS (time, latitude, longitude) float32 dask.array\n", - " PERC ERA5 (time, latitude, longitude) float32 dask.array\n", - "Attributes:\n", - " E-OBS_version: 29.0e\n", - " Conventions: CF-1.4\n", - " References: http://surfobs.climate.copernicus.eu/dataaccess/access_eo...\n", - " history: Thu Feb 22 12:07:03 2024: ncks --no-abc -d time,0,27027 /...\n", - " NCO: netCDF Operators version 5.1.4 (Homepage = http://nco.sf...." - ] - }, - "execution_count": 248, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# # Make sure the coordinates match (round coordinates to some decimal places to deal with precision issues)\n", - "p_EOBS['latitude'] = p_EOBS['latitude'].round(4)\n", - "p_EOBS['longitude'] = p_EOBS['longitude'].round(4)\n", - "\n", - "p_ERA5['latitude'] = p_EOBS['latitude'].round(4)\n", - "p_ERA5['longitude'] = p_EOBS['longitude'].round(4)\n", - "\n", - "# Merge the two datasets using latitude and longitude as coordinates\n", - "merged_p = xr.merge([p_EOBS, p_ERA5], join='left')\n", - "\n", - "# The merged_data contains both E-OBS and ERA5 daily data for the same lat and lon\n", - "merged_p" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "id": "27", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.DataArray 'weights' (latitude: 21)>\n",
    -       "array([0.79732065, 0.79467956, 0.79202334, 0.78935204, 0.78666571,\n",
    -       "       0.78396441, 0.78124818, 0.77851708, 0.77577115, 0.77301045,\n",
    -       "       0.77023504, 0.76744496, 0.76464028, 0.76182103, 0.75898728,\n",
    -       "       0.75613908, 0.75327649, 0.75039955, 0.74750833, 0.74460287,\n",
    -       "       0.74168324])\n",
    -       "Coordinates:\n",
    -       "  * latitude  (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n",
    -       "Attributes:\n",
    -       "    units:          degrees_north\n",
    -       "    long_name:      Latitude values\n",
    -       "    axis:           Y\n",
    -       "    standard_name:  latitude\n",
    -       "    positive:       North\n",
    -       "    type:           double\n",
    -       "    valid_max:      90.0\n",
    -       "    valid_min:      -90.0\n",
    -       "    out_name:       latitude
    " - ], - "text/plain": [ - "\n", - "array([0.79732065, 0.79467956, 0.79202334, 0.78935204, 0.78666571,\n", - " 0.78396441, 0.78124818, 0.77851708, 0.77577115, 0.77301045,\n", - " 0.77023504, 0.76744496, 0.76464028, 0.76182103, 0.75898728,\n", - " 0.75613908, 0.75327649, 0.75039955, 0.74750833, 0.74460287,\n", - " 0.74168324])\n", - "Coordinates:\n", - " * latitude (latitude) float64 37.12 37.38 37.62 37.88 ... 41.62 41.88 42.12\n", - "Attributes:\n", - " units: degrees_north\n", - " long_name: Latitude values\n", - " axis: Y\n", - " standard_name: latitude\n", - " positive: North\n", - " type: double\n", - " valid_max: 90.0\n", - " valid_min: -90.0\n", - " out_name: latitude" - ] - }, - "execution_count": 119, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "weights = np.cos(np.deg2rad(merged_p.latitude))\n", - "weights.name = \"weights\"\n", - "weights" - ] - }, - { - "cell_type": "code", - "execution_count": 249, - "id": "28", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DatasetWeighted with weights along dimensions: latitude" - ] - }, - "execution_count": 249, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "merged_p_weighted = merged_p.weighted(weights)\n", - "merged_p_weighted " - ] - }, - { - "cell_type": "code", - "execution_count": 250, - "id": "29", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
    <xarray.Dataset>\n",
    -       "Dimensions:    (time: 25933)\n",
    -       "Coordinates:\n",
    -       "  * time       (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
    -       "Data variables:\n",
    -       "    PERC EOBS  (time) float64 dask.array<chunksize=(25933,), meta=np.ndarray>\n",
    -       "    PERC ERA5  (time) float64 dask.array<chunksize=(25933,), meta=np.ndarray>
    " - ], - "text/plain": [ - "\n", - "Dimensions: (time: 25933)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n", - "Data variables:\n", - " PERC EOBS (time) float64 dask.array\n", - " PERC ERA5 (time) float64 dask.array" - ] - }, - "execution_count": 250, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mean_p = merged_p_weighted.mean((\"longitude\", \"latitude\"))\n", - "mean_p " - ] - }, - { - "cell_type": "markdown", - "id": "30", - "metadata": {}, - "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-2)=\n", - "### 2. Inspect and View Precipitation data" - ] - }, - { - "cell_type": "code", - "execution_count": 251, - "id": "31", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the data\n", - "plt.figure(figsize=(10, 6))\n", - "plt.title('Precipitation Comparison')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Total Precipitation (mm)')\n", - "\n", - "# Plot tg data\n", - "plt.plot(mean_p.time, mean_p['PERC EOBS'], label='E-OBS (Precipitation)', color='red')\n", - "plt.plot(mean_p.time, mean_p['PERC ERA5']*1000, label='ERA5 (Precipitation)', color='blue') # total precipitation of ERA5 is in meters (*1000 to mm)\n", - "\n", - "# Add a legend\n", - "plt.legend()\n", - "\n", - "# Show the plot\n", - "plt.grid(True)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 252, - "id": "32", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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    <xarray.Dataset>\n",
    -       "Dimensions:    (time: 366)\n",
    -       "Coordinates:\n",
    -       "  * time       (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2000-12-31\n",
    -       "Data variables:\n",
    -       "    PERC EOBS  (time) float64 dask.array<chunksize=(366,), meta=np.ndarray>\n",
    -       "    PERC ERA5  (time) float64 dask.array<chunksize=(366,), meta=np.ndarray>
    " + " \n", + " 2\n", + " 1971-2000\n", + " 10892252\n", + " 1.649149\n", + " 147.699997\n", + " 0.0\n", + " 4.281535\n", + " \n", + " \n", + " 3\n", + " 1981-2010\n", + " 10891258\n", + " 1.610303\n", + " 147.699997\n", + " 0.0\n", + " 4.284586\n", + " \n", + " \n", + " 4\n", + " 1991-2020\n", + " 10892252\n", + " 1.619957\n", + " 174.600006\n", + " 0.0\n", + " 4.376774\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " period number mean maximum minimum st.deviation\n", + "0 1951-1980 10892252 1.750003 135.500000 0.0 4.383260\n", + "1 1961-1990 10891258 1.710895 147.699997 0.0 4.355820\n", + "2 1971-2000 10892252 1.649149 147.699997 0.0 4.281535\n", + "3 1981-2010 10891258 1.610303 147.699997 0.0 4.284586\n", + "4 1991-2020 10892252 1.619957 174.600006 0.0 4.376774" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = data_EOBS\n", + "\n", + "years_start = [1951, 1961, 1971, 1981, 1991]\n", + "years_stop = [1980, 1990, 2000, 2010, 2020]\n", + "periods = list(zip(years_start, years_stop))\n", + "\n", + "# List to store the results as dictionaries for each row\n", + "table_data = []\n", + "\n", + "# Loop through each period for the 'rr' variable\n", + "for start, stop in periods:\n", + " # Select the data for each period\n", + " period_data = ds['rr'].sel(time=slice(f\"{start}-01-01\", f\"{stop}-12-31\"))\n", + "\n", + " # Summary statistics: maximum and minimum\n", + " mean = (period_data).mean(dim=['time', 'latitude', 'longitude']).compute()\n", + " max_value = (period_data).max(dim=['time', 'latitude', 'longitude']).compute()\n", + " min_value = (period_data).min(dim=['time', 'latitude', 'longitude']).compute()\n", + " std = (period_data).std(dim=['time', 'latitude', 'longitude']).compute()\n", + " n_observations = (period_data).count(dim=['time', 'latitude', 'longitude']).compute().item()\n", + "\n", + " # Append row data to the list\n", + " table_data.append({\n", + " 'period': f\"{start}-{stop}\",\n", + " 'number': n_observations,\n", + " 'mean': mean.item(),\n", + " 'maximum': max_value.item(),\n", + " 'minimum': min_value.item(),\n", + " 'st.deviation': std.item()\n", + " })\n", + "\n", + "# Convert list of dictionaries to DataFrame for tabular display\n", + "summary_table = pd.DataFrame(table_data)\n", + "\n", + "summary_table" + ] + }, + { + "cell_type": "markdown", + "id": "21", + "metadata": {}, + "source": [ + "As we can see from the descriptive statistics, the two most recent climatological periods are characterized by mean lower precipitation - in the Iberian Peninsula, the annual daily mean RR between 1991 and 2020 is almost 0.15mm above the equivalent in 1951 to 1980. Nevertheless, when we check the annual daily maximum RR in each period, the most recent period shows a positive deviation of circa 40.0mm. To further explore these findings, let's compare also TG.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    periodnumbermeanmaximumminimumst.deviation
    01951-19801089225213.03037234.860001-21.3500006.920749
    11961-19901089125813.16789235.380001-19.0900006.949373
    21971-20001089225213.34865735.459999-19.0900006.910661
    31981-20101089125813.78586236.259998-19.0900007.055634
    41991-20201089225214.07662836.259998-17.3899997.108184
    \n", + "
    " ], "text/plain": [ - "\n", - "Dimensions: (time: 366)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2000-12-31\n", - "Data variables:\n", - " PERC EOBS (time) float64 dask.array\n", - " PERC ERA5 (time) float64 dask.array" + " period number mean maximum minimum st.deviation\n", + "0 1951-1980 10892252 13.030372 34.860001 -21.350000 6.920749\n", + "1 1961-1990 10891258 13.167892 35.380001 -19.090000 6.949373\n", + "2 1971-2000 10892252 13.348657 35.459999 -19.090000 6.910661\n", + "3 1981-2010 10891258 13.785862 36.259998 -19.090000 7.055634\n", + "4 1991-2020 10892252 14.076628 36.259998 -17.389999 7.108184" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = data_EOBS\n", + "\n", + "years_start = [1951, 1961, 1971, 1981, 1991]\n", + "years_stop = [1980, 1990, 2000, 2010, 2020]\n", + "periods = list(zip(years_start, years_stop))\n", + "\n", + "# List to store the results as dictionaries for each row\n", + "table_data = []\n", + "\n", + "# Loop through each period for the 'rr' variable\n", + "for start, stop in periods:\n", + " # Select the data for each period\n", + " period_data = ds['tg'].sel(time=slice(f\"{start}-01-01\", f\"{stop}-12-31\"))\n", + "\n", + " # Summary statistics: maximum and minimum\n", + " mean = (period_data).mean(dim=['time', 'latitude', 'longitude']).compute()\n", + " max_value = (period_data).max(dim=['time', 'latitude', 'longitude']).compute()\n", + " min_value = (period_data).min(dim=['time', 'latitude', 'longitude']).compute()\n", + " std = (period_data).std(dim=['time', 'latitude', 'longitude']).compute()\n", + " n_observations = (period_data).count(dim=['time', 'latitude', 'longitude']).compute().item()\n", + "\n", + " # Append row data to the list\n", + " table_data.append({\n", + " 'period': f\"{start}-{stop}\",\n", + " 'number': n_observations,\n", + " 'mean': mean.item(),\n", + " 'maximum': max_value.item(),\n", + " 'minimum': min_value.item(),\n", + " 'st.deviation': std.item()\n", + " })\n", + "\n", + "# Convert list of dictionaries to DataFrame for tabular display\n", + "summary_table = pd.DataFrame(table_data)\n", + "\n", + "summary_table" + ] + }, + { + "cell_type": "markdown", + "id": "23", + "metadata": {}, + "source": [ + "In the case of daily mean air temperature, the two most recent climatological periods are characterized by higher mean and maximum TG values - in the Iberian Peninsula, the annual daily mean TG between 1991 and 2020 is 1.0°C above the equivalent in 1951 to 1980, while the annual daily maximum increased circa 1.5°C. To further explore these findings, let's inspect the maps and time series of the data.\n" + ] + }, + { + "cell_type": "markdown", + "id": "24", + "metadata": {}, + "source": [ + "To do this, we need to create a set of weights based on latitude values. The weighted method is used to create a weighted dataset. Any subsequent aggregation operations (such as mean, sum, etc.) will take these weights into account. These weights can be used to account for the varying area of grid cells in latitude-longitude grids to ensure that calculations properly account for varying areas represented by grid cells at different latitudes.\n", + "\n", + "Now we will proceed with plotting an example from the last time step of the time series to visualise the spatial level of detail of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "25", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Compute last years' mean\n", + "p_last_year = data_EOBS.isel(time=slice(-365,None))\n", + "p_last_year_mean = p_last_year.mean(['time'])\n", + "\n", + "def plot_maps(da1, da2=None, **kwargs):\n", + " # Set up the number of subplots depending on whether one or two datasets are passed\n", + " if da2 is None:\n", + " fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(6, 6), subplot_kw={'projection': ccrs.PlateCarree()})\n", + " axes = [ax]\n", + " datasets = [da1]\n", + " else:\n", + " fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12, 6), subplot_kw={'projection': ccrs.PlateCarree()})\n", + " datasets = [da1, da2]\n", + " \n", + " for i, da in enumerate(datasets):\n", + " # Get longitude and latitude extents\n", + " lon_min, lon_max = np.min(da.longitude), np.max(da.longitude)\n", + " lat_min, lat_max = np.min(da.latitude), np.max(da.latitude)\n", + "\n", + " # Plot using PlateCarree projection on the given axis\n", + " facet = da.plot.pcolormesh(\n", + " ax=axes[i], # Use the current axis\n", + " transform=ccrs.PlateCarree(), # Coordinate transform for plotting\n", + " **kwargs\n", + " )\n", + "\n", + " # Set extent, add coastlines, and gridlines\n", + " axes[i].set_extent([lon_min, lon_max, lat_min, lat_max], crs=ccrs.PlateCarree())\n", + " axes[i].coastlines(lw=1)\n", + " gl = axes[i].gridlines(draw_labels=True)\n", + " gl.top_labels = gl.right_labels = False\n", + "\n", + "# Plot the selected time step\n", + "plot_maps(p_last_year_mean['rr'], cmap='coolwarm',\n", + " cbar_kwargs={'label': 'Precipitation (mm)', 'fraction':0.03})\n", + "\n", + "start_plot = pd.to_datetime(p_last_year.time.min().values).strftime('%Y-%m-%d')\n", + "end_plot = pd.to_datetime(p_last_year.time.max().values).strftime('%Y-%m-%d')\n", + "plt.title(f'Mean Precipitation from {start_plot} to {end_plot} (E-OBS)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "26", + "metadata": {}, + "source": [ + "We will also plot the spatial weighted average of RR to check for its temporal variability in this area." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the weighted mean of the time series\n", + "weights = np.cos(np.deg2rad(data_EOBS.latitude))\n", + "weights.name = \"weights\"\n", + "\n", + "merged_p_weighted = data_EOBS['rr'].weighted(weights)\n", + "mean_p = merged_p_weighted.mean((\"longitude\", \"latitude\"))\n", + "\n", + "# Plot the data\n", + "plt.figure(figsize=(20, 6))\n", + "plt.title('E-OBS Daily Amount of Precipitation - Weighted Average Spatial Mean')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Total Precipitation (mm)')\n", + "\n", + "# Plot prec data\n", + "plt.plot(mean_p.time, mean_p, label='E-OBS (Precipitation)', color='blue')\n", + "\n", + "# Add a legend\n", + "plt.legend()\n", + "\n", + "# Show the plot\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "28", + "metadata": {}, + "source": [ + "These time series plots show that the E-OBS data product has very significative inter-annual variability in the RR values, with very few cases of RR surpassing 20mm. Some years with RR < 5mm are also apparent in the last decades. To move forward with the drought analysis, we will now calculate the two above-mentioned sector-specific drought indicators." + ] + }, + { + "cell_type": "markdown", + "id": "29", + "metadata": {}, + "source": [ + "(code-section-2)= \n", + "### 2. Calculate Standardized Precipitation Index (SPI)\n", + "\n", + "The Standardized Precipitation Index (SPI) is commonly used to describe meteorological drought across various timescales. It correlates closely with soil moisture on shorter scales and with groundwater and reservoir levels on longer scales. The SPI allows for comparisons between different climatic regions by measuring observed precipitation as a standardized variation from a chosen probability distribution function that best fits the precipitation data. Typically, this data is adjusted to fit either a gamma or a Pearson Type III distribution before being converted into a normal distribution. The SPI values represent the number of standard deviations that the observed precipitation anomaly is from the long-term average. It can be calculated for periods ranging from 1 to 36 months using monthly data. Within the operational community, the SPI is recognized globally as the standard metric for assessing and reporting meteorological drought. An SPI below -2 corresponds to a precipitation deficit found in only 2.3% of cases (severe drought), while an SPI above 2 means excess rainfall in the top 2.3% of cases (extremely wet). Values between -1 and 1 occur around 68% of the time, reflecting near-normal conditions.\n", + "\n", + "We will proceed to calculate SPI for 6-month periods." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "30", + "metadata": {}, + "outputs": [], + "source": [ + "# Define function to caluclate SPI\n", + "def calc_spi(precip):\n", + " precip = np.array(precip)\n", + " valid_data = precip[precip > 0]\n", + " \n", + " if len(valid_data) < 3: # Ensure there are enough points to fit the distribution\n", + " return np.full_like(precip, np.nan)\n", + " \n", + " shape, loc, scale = gamma.fit(valid_data, floc=0)\n", + " gamma_dist = gamma(shape, loc=0, scale=scale)\n", + " cdf = gamma_dist.cdf(precip)\n", + " \n", + " spi = norm.ppf(cdf)\n", + " \n", + " return spi" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "31", + "metadata": {}, + "outputs": [], + "source": [ + "# Compute sum and resample the dataset to seasonal totals (e.g. 3 months, 6 months, 1 year), keeping spatial dimensions\n", + "time_scale = '6M'\n", + "annual_precip_EOBS = data_EOBS['rr'].resample(time=time_scale).sum()\n", + "\n", + "\n", + "# Apply the SPI function using apply_ufunc, preserving spatial dimensions\n", + "spi_values_EOBS = xr.apply_ufunc(\n", + " calc_spi,\n", + " annual_precip_EOBS,\n", + "\n", + " input_core_dims=[['time']],\n", + " output_core_dims=[['time']],\n", + " vectorize=True,\n", + " dask='parallelized',\n", + " dask_gufunc_kwargs={'allow_rechunk': True},\n", + " output_dtypes=[float],\n", + " keep_attrs=True\n", + ")\n", + "\n", + "# Compute the results\n", + "spi_values_EOBS_compute = spi_values_EOBS.compute()" + ] + }, + { + "cell_type": "markdown", + "id": "32", + "metadata": {}, + "source": [ + "To inspect the SPI calculation results, we will first have a look at the time series over the Iberian Peninsula, highlighting the Moderate and Severe events detected." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " ] }, - "execution_count": 252, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "# Select the time period\n", + "start_date_plot_spi = '1950-01-01'\n", + "end_date_plot_spi = '2020-12-31'\n", + "\n", + "# Reduce to mean SPI over spatial dimensions\n", + "spi_values_EOBS_weighted = spi_values_EOBS_compute.weighted(weights)\n", + "spi_mean_EOBS = spi_values_EOBS_weighted.mean(dim=['latitude', 'longitude'])\n", + "\n", + "#select dates\n", + "spi_mean_EOBS = spi_mean_EOBS.sel(time= slice(start_date_plot_spi, end_date_plot_spi))\n", + "\n", + "#interpolate to daily data for visualization\n", + "time = spi_mean_EOBS['time']\n", + "time = pd.date_range(time.min().values, time.max().values, freq='d')\n", + "spi_mean_EOBS = spi_mean_EOBS.interp(time=time)\n", + "\n", + "# Find and print times where SPI indicates moderate drought (SPI < -1)\n", + "drought_periods = spi_mean_EOBS.where(spi_mean_EOBS < -1, drop=True)\n", + "\n", + "# Convert the time coordinates to a pandas datetime index for better plotting\n", + "time = pd.to_datetime(time.values)\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(time, spi_mean_EOBS, label='SPI', color='b', linestyle='-')\n", + "\n", + "# Highlight the drought periods using fill_between with appropriate mask\n", + "alpha=0.5 #transparency\n", + "plt.fill_between(time, spi_mean_EOBS, where=((spi_mean_EOBS < -1) & (spi_mean_EOBS > -1.5)),\n", + " color='orange', alpha=alpha, label='Moderate Drought (SPI [-1.5, -1[)')\n", + "plt.fill_between(time, spi_mean_EOBS, where=(spi_mean_EOBS < -1.5),\n", + " color='r', alpha=alpha, label='Severe Drought (SPI [-2, -1.5[)')\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Time')\n", + "plt.ylabel('SPI')\n", + "plt.title('Time Series of E-OBS SPI with Moderate Drought Periods Highlighted')\n", + "plt.axhline(y=-1.5, color='r', linestyle='--')\n", + "plt.axhline(y=-1, color='orange', linestyle='--')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "34", + "metadata": {}, + "source": [ + "As we can see from this plot, SPI shows a tendency towards lower values in the last two decades. In particular, we observe 5 instances of Moderate drought since 1985, and 1 Severe Drought event after 2005, agreeing with the overall notion that drought events are already becoming more frequent, and severe, recently. These findings agree with those reported in the literature [[7]](https://doi.org/10.1016/j.wace.2021.100320)." + ] + }, + { + "cell_type": "markdown", + "id": "35", + "metadata": {}, + "source": [ + "(code-section-3)= \n", + "### 3. Calculate Standardized Precipitation Evapotranspiration Index (SPEI)\n", + "\n", + "Extending the above-calculated SPI, the Standardized Precipitation Evapotranspiration Index (SPEI) adds additional information by incorporating temperature data to account for both precipitation and evapotranspiration (ET), making it sensitive to climate-driven changes in water demand. This allows SPEI to better reflect drought conditions under warming scenarios, as it considers not only rainfall deficits but also increased evaporation due to higher temperatures. While several ET estimation algorithm exist, here we use the Thornthwaite method, which is based on temperature and solar radiation, by latitude and season. The interpretation of SPEI values is similar to SPI in terms of probabilistic distribution, where values follow a standard normal distribution. The functions for Evapotranspiration computation were based on the *\"climate_indices\"* Python library, from James Adams [[8]](https://github.com/monocongo/climate_indices)." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "36", + "metadata": {}, + "outputs": [], + "source": [ + "# To define the month-days, we simplify by only using non leap year's month-days\n", + "_MONTH_DAYS_NONLEAP = np.array([31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31])\n", + "\n", + "# Angle values used within the _sunset_hour_angle() function defined below\n", + "# Valid range for latitude, in radians\n", + "_LATITUDE_RADIANS_MIN = np.deg2rad(-90.0)\n", + "_LATITUDE_RADIANS_MAX = np.deg2rad(90.0)\n", + "\n", + "# Valid range for solar declination angle, in radians\n", + "_SOLAR_DECLINATION_RADIANS_MIN = np.deg2rad(-23.45)\n", + "_SOLAR_DECLINATION_RADIANS_MAX = np.deg2rad(23.45)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "37", + "metadata": {}, + "outputs": [], + "source": [ + "# Define usefull functions to compute the evapotranspiration\n", + "def _sunset_hour_angle(latitude_radians: float, solar_declination_radians: float,) -> float:\n", + "\n", + " # validate the latitude argument\n", + " if not _LATITUDE_RADIANS_MIN <= latitude_radians <= _LATITUDE_RADIANS_MAX:\n", + " raise ValueError(\n", + " \"latitude outside valid range [{0!r} to {1!r}]: {2!r}\".format(\n", + " _LATITUDE_RADIANS_MIN, _LATITUDE_RADIANS_MAX, latitude_radians\n", + " )\n", + " )\n", + "\n", + " # validate the solar declination angle argument\n", + " if not _SOLAR_DECLINATION_RADIANS_MIN <= solar_declination_radians <= _SOLAR_DECLINATION_RADIANS_MAX:\n", + " raise ValueError(\n", + " f\"solar declination angle outside the valid range [{str(_SOLAR_DECLINATION_RADIANS_MIN)}\\\n", + " to {str(_SOLAR_DECLINATION_RADIANS_MAX)}]: {str(solar_declination_radians)} (actual value)\"\n", + " )\n", + "\n", + " # calculate the cosine of the sunset hour angle (*Ws* in FAO 25)\n", + " # from latitude and solar declination\n", + " cos_sunset_hour_angle = -math.tan(latitude_radians) * math.tan(solar_declination_radians)\n", + "\n", + " # If the sunset hour angle is >= 1 there is no sunset, i.e. 24 hours of daylight\n", + " # If the sunset hour angle is <= 1 there is no sunrise, i.e. 24 hours of darkness\n", + " return math.acos(min(max(cos_sunset_hour_angle, -1.0), 1.0))\n", + "\n", + "def _solar_declination(\n", + " day_of_year: int,\n", + ") -> float:\n", + " if not 1 <= day_of_year <= 366:\n", + " raise ValueError(\"Day of the year must be in the range [1-366]: \" \"{0!r}\".format(day_of_year))\n", + "\n", + " return 0.409 * math.sin(((2.0 * math.pi / 365.0) * day_of_year - 1.39))\n", + "\n", + "def _daylight_hours(sunset_hour_angle_radians: float,) -> float:\n", + " if not 0.0 <= sunset_hour_angle_radians <= math.pi:\n", + " raise ValueError( f\"sunset hour angle outside valid range [0.0 to \\\n", + " {str(math.pi)}] : {str(sunset_hour_angle_radians)} (actual value)\"\n", + " )\n", + "\n", + " # calculate daylight hours from the sunset hour angle\n", + " return (24.0 / math.pi) * sunset_hour_angle_radians\n", + "\n", + "def _monthly_mean_daylight_hours(latitude_radians: float,) -> np.ndarray:\n", + "\n", + " # allocate an array of daylight hours for each of the 12 months of the year\n", + " monthly_mean_dlh = np.zeros((12,))\n", + "\n", + " # keep a count of the day of the year\n", + " day_of_year = 1\n", + "\n", + " # loop over each calendar month to calculate the daylight hours for the month\n", + " for i, days_in_month in enumerate(_MONTH_DAYS_NONLEAP):\n", + " cumulative_daylight_hours = 0.0 # cumulative daylight hours for the month\n", + " for _ in range(1, days_in_month + 1):\n", + " daily_solar_declination = _solar_declination(day_of_year)\n", + " daily_sunset_hour_angle = _sunset_hour_angle(latitude_radians, daily_solar_declination)\n", + " cumulative_daylight_hours += _daylight_hours(daily_sunset_hour_angle)\n", + " day_of_year += 1\n", + "\n", + " # calculate the mean daylight hours of the month\n", + " monthly_mean_dlh[i] = cumulative_daylight_hours / days_in_month\n", + "\n", + " return monthly_mean_dlh\n", + "\n", + "def pet_thornthwaite(mean_monthly_temps, latitude_map_degrees):\n", + " if np.isnan(mean_monthly_temps).any():\n", + " return np.zeros(12)\n", + "\n", + " #print(mean_monthly_temps[0], latitude_degrees[0])\n", + " # Ensure the array is writable by creating a copy\n", + " mean_monthly_temps = np.copy(mean_monthly_temps)\n", + "\n", + " mean_monthly_temps[mean_monthly_temps < 0] = 0.0\n", + "\n", + " heat_index = np.sum(np.power(mean_monthly_temps / 5.0, 1.514))\n", + " a = (6.75e-07 * heat_index**3) - (7.71e-05 * heat_index**2) + (1.792e-02 * heat_index) + 0.49239\n", + "\n", + " if len(np.unique(latitude_map_degrees)) == 1:\n", + " latitude_radians = np.radians(latitude_map_degrees[0])\n", + " else: print('Latitudes must be all the same in this mapping structure')\n", + "\n", + " mean_daylight_hours = np.array(_monthly_mean_daylight_hours(latitude_radians))\n", + " adjust = (mean_daylight_hours / 12.0) * (_MONTH_DAYS_NONLEAP / 30.0)\n", + "\n", + " # calculate the Thornthwaite equation\n", + " pet = np.full(mean_monthly_temps.shape, np.nan)\n", + " pet = 16*adjust*((10*mean_monthly_temps/heat_index)**a)\n", + "\n", + " return pet" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "38", + "metadata": {}, + "outputs": [], + "source": [ + "# t_EOBS_mean = data_EOBS.drop_vars('rr').resample(time='M').mean()\n", + "# Resample daily temperature to montly mean for evapotranspiration computation\n", + "t_EOBS_mean = data_EOBS.drop_vars('rr').resample(time='M').mean()" + ] + }, + { + "cell_type": "markdown", + "id": "39", + "metadata": {}, + "source": [ + "Considering the amount of data, for faster computation, we must parallelise the pixel wise calculation of PET. For this, we create a latitude mapping - i.e., we save latitude in a xr.DataArray with the same structure as \"t_EOBS_mean\" for a later use." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "40", + "metadata": {}, + "outputs": [], + "source": [ + "# Make a copy of the original dataset\n", + "latitude_matrix = t_EOBS_mean.copy()\n", + "\n", + "# Helper function to replace temperature values with the corresponding latitude\n", + "def replace_with_latitude(temp_array, latitudes):\n", + " # This function will broadcast latitude values across the temperature data\n", + " return np.broadcast_to(latitudes[:, np.newaxis], temp_array.shape)\n", + "\n", + "# Apply the function across the dataset using apply_ufunc\n", + "latitude_matrix['tg'] = xr.apply_ufunc(\n", + " replace_with_latitude, # Function to apply\n", + " t_EOBS_mean['tg'], # Temperature values\n", + " t_EOBS_mean.coords['latitude'], # Latitude values\n", + " input_core_dims=[['latitude', 'longitude'], ['latitude']], # Dimensions in function\n", + " output_core_dims=[['latitude', 'longitude']], # Output dimensions\n", + " vectorize=True, # Vectorization for efficiency\n", + " dask='parallelized', # Parallelize if using Dask\n", + " output_dtypes=[float], # Specify output dtype\n", + " dask_gufunc_kwargs={'allow_rechunk': True} # Allow rechunking\n", + ")\n", + "\n", + "# Compute the result if using Dask for parallelism\n", + "latitude_matrix['tg'] = latitude_matrix['tg'].compute()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "41", + "metadata": {}, + "outputs": [], + "source": [ + "# Rename variables to merge E-OBS precipitation and temperature again\n", + "latitude_matrix=latitude_matrix.rename({'tg':'lats'})\n", + "ds_monthly = xr.merge([t_EOBS_mean, latitude_matrix], join='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "42", + "metadata": {}, + "outputs": [], + "source": [ + "# Helper function to apply Thornthwaite method by grouping by year and month\n", + "def apply_thornthwaite(group):\n", + " # Group data by year and month, then apply the Thornthwaite method\n", + " temp = group['tg']\n", + " lats = group['lats']\n", + " \n", + " # Call the Thornthwaite function\n", + " et_func = xr.apply_ufunc(\n", + " pet_thornthwaite,\n", + " temp,\n", + " lats,\n", + " input_core_dims=[['time'], ['time']],\n", + " output_core_dims=[['time']],\n", + " vectorize=True,\n", + " dask='parallelized',\n", + " dask_gufunc_kwargs={'allow_rechunk': True},\n", + " output_dtypes=[float],\n", + " keep_attrs=True\n", + " )\n", + "\n", + " # Compute the results\n", + " et = et_func.compute()\n", + "\n", + " return et\n", + "\n", + "# Apply Thornthwaite grouped by year and month\n", + "et_monthly = ds_monthly.groupby('time.year').map(apply_thornthwaite)\n", + "et_monthly = et_monthly.rename('et')" + ] + }, + { + "cell_type": "markdown", + "id": "43", + "metadata": {}, + "source": [ + "Having calculated ET, we can now plot the last time step of the data to visualise the spatial structure of SPEI." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "44", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# Specify the year you want to subset (e.g., 2000)\n", - "year_to_subset = '2000'\n", - "\n", - "# Subset the dataset for the specified year\n", - "subset_p = mean_p.sel(time=year_to_subset)\n", - "\n", - "subset_p" + "# Selecting the last year of the series as an example\n", + "et_last_year = et_monthly.isel(time=slice(-12,None))\n", + "et_last_year_mean = et_last_year.mean(['time'])\n", + "\n", + "# Plot the selected time step\n", + "plot_maps(et_last_year_mean, cmap='coolwarm',\n", + " cbar_kwargs={'label': 'Evapotranspiration (mm)', 'fraction':0.03})\n", + "\n", + "start_plot = pd.to_datetime(p_last_year.time.min().values).strftime('%Y-%m-%d')\n", + "end_plot = pd.to_datetime(p_last_year.time.max().values).strftime('%Y-%m-%d')\n", + "plt.title(f'Mean Monthly Precipitation from {start_plot} to {end_plot} (E-OBS)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "45", + "metadata": {}, + "source": [ + "As with SPI, also the SPEI index requires the definition of the time scale for aggregating the variables and calculate its values as seasonal or annual summaries (e.g., 3 months, 6 months, 1 year). Here, we selected 6 months as the target time scale, and proceed to calculate the precipitation and evapotranspiration sums over this period. We will inspect the resulting time series." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "46", + "metadata": {}, + "outputs": [], + "source": [ + "# Compute sum and resample the dataset to seasonal totals (e.g. 3 months, 6 months, 1 year), keeping spatial dimensions\n", + "time_scale = '6M'\n", + "\n", + "precip_EOBS = data_EOBS['rr'].resample(time=time_scale).sum()\n", + "et_EOBS = et_monthly.resample(time=time_scale).sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "47", + "metadata": {}, + "outputs": [], + "source": [ + "# Helper functions to calculate SPEI\n", + "def calc_spei(precip):\n", + "\n", + " count_nonzero_non_nan = np.sum((precip != 0) & ~np.isnan(precip))\n", + " if count_nonzero_non_nan < 3:\n", + " return np.full_like(precip, np.nan)\n", + "\n", + " precip = np.array(precip)\n", + "\n", + " shape, loc, scale = gamma.fit(precip)\n", + " gamma_dist = gamma(shape, loc=loc, scale=scale)\n", + " cdf = gamma_dist.cdf(precip)\n", + " \n", + " spi = norm.ppf(cdf)\n", + " \n", + " return spi\n", + "\n", + "# Apply the SPI function using apply_ufunc, preserving spatial dimensions\n", + "spi_values_EOBS = xr.apply_ufunc(\n", + " calc_spei,\n", + " precip_EOBS-et_EOBS,\n", + " input_core_dims=[['time']],\n", + " output_core_dims=[['time']],\n", + " vectorize=True,\n", + " dask='parallelized',\n", + " dask_gufunc_kwargs={'allow_rechunk': True},\n", + " output_dtypes=[float],\n", + " keep_attrs=True\n", + ")\n", + "\n", + "# Compute the results\n", + "spei_values_EOBS_compute = spi_values_EOBS.compute()" + ] + }, + { + "cell_type": "markdown", + "id": "48", + "metadata": {}, + "source": [ + "As with SPI, we will also plot the SPEI time series over the Iberian Peninsula, highlighting the Moderate and Severe events detected." ] }, { "cell_type": "code", - "execution_count": 253, - "id": "33", + "execution_count": 49, + "id": "49", + "metadata": {}, + "outputs": [], + "source": [ + "start_date_plot_spei = '1950-01-01'\n", + "end_date_plot_spei = '2020-12-31'" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "50", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] }, "metadata": {}, @@ -5704,76 +1828,142 @@ } ], "source": [ - "# Plot the data\n", - "plt.figure(figsize=(10, 6))\n", - "plt.title('EOBS and ERA5 Comparison')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Total Precipitation (mm)')\n", + "# Reduce to mean SPI over spatial dimensions (weighted latitude)\n", + "spei_EOBS_weighted = spei_values_EOBS_compute.weighted(weights)\n", + "spei_mean_EOBS = spei_EOBS_weighted.mean(dim=['latitude', 'longitude'])\n", "\n", - "# Plot tg data\n", - "plt.plot(subset_p.time, subset_p['PERC EOBS'], label='E-OBS (total precipitation)', color='red')\n", - "plt.plot(subset_p.time, subset_p['PERC ERA5']*1000, label='ERA5 (total precipitation)', color='blue')\n", + "#select dates\n", + "spei_mean_EOBS = spei_mean_EOBS.sel(time= slice(start_date_plot_spei, end_date_plot_spei))\n", "\n", - "# Add a legend\n", + "#interpolate to daily data for visualization\n", + "time = spei_mean_EOBS['time']\n", + "time = pd.date_range(time.min().values, time.max().values, freq='d')\n", + "spei_mean_EOBS = spei_mean_EOBS.interp(time=time)\n", + "\n", + "# Find and print times where SPI indicates moderate droughst (SPI < -1)\n", + "drought_periods = spei_mean_EOBS.where(spei_mean_EOBS < -1, drop=True)\n", + "\n", + "# Convert the time coordinates to a pandas datetime index for better plotting\n", + "time = pd.to_datetime(time.values)\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(time, spei_mean_EOBS, label='SPEI', color='b', linestyle='-')\n", + "\n", + "# Highlight the drought periods using fill_between with appropriate mask\n", + "alpha=0.5 #transparency\n", + "plt.fill_between(time, spei_mean_EOBS, where=((spei_mean_EOBS < -1) & (spei_mean_EOBS > -1.5)),\n", + " color='orange', alpha=alpha, label='Moderate Drought (SPEI [-1.5, -1[)')\n", + "plt.fill_between(time, spei_mean_EOBS, where=(spei_mean_EOBS < -1.5),\n", + " color='r', alpha=alpha, label='Severe Drought (SPEI [-2, -1.5[)')\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Time')\n", + "plt.ylabel('SPEI')\n", + "plt.title('Time Series of E-OBS SPEI with Moderate Drought Periods Highlighted')\n", + "plt.axhline(y=-1.5, color='r', linestyle='--')\n", + "plt.axhline(y=-1, color='orange', linestyle='--')\n", "plt.legend()\n", + "plt.grid(True)\n", "\n", "# Show the plot\n", - "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "34", - "metadata": {}, - "source": [ - "The graphs show a tendecy of the ERA5 dataset, when compared with E-OBS, smoothing out the more extreme events." - ] - }, - { - "cell_type": "markdown", - "id": "35", + "id": "51", "metadata": {}, "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-3)=\n", - "### 3. Calculate Standardized Precipitation Index (SPI)\n", - "\n", - "The Standardized Precipitation Index (SPI) is commonly used to describe meteorological drought across various timescales. It correlates closely with soil moisture on shorter scales and with groundwater and reservoir levels on longer scales. The SPI allows for comparisons between different climatic regions by measuring observed precipitation as a standardized variation from a chosen probability distribution function that best fits the precipitation data. Typically, this data is adjusted to fit either a gamma or a Pearson Type III distribution before being converted into a normal distribution. The SPI values represent the number of standard deviations that the observed precipitation anomaly is from the long-term average. It can be calculated for periods ranging from 1 to 36 months using monthly data. Within the operational community, the SPI is recognized globally as the standard metric for assessing and reporting meteorological drought." + " As we can see from this plot, SPEI also shows a tendency towards lower values in the last two decades. However, this index shows a higher frequency of severe drought periods. This is due to the evapotranspiration factor, providing a more sensitive assessment of the severity and impact of low precipitation periods. In particular, we observe 17 instances of Moderate drought since 1980, and 7 Severe Drought events after 1990. These findings also agree with findings reported in the literature [[7]](https://doi.org/10.1016/j.wace.2021.100320)." ] }, { "cell_type": "markdown", - "id": "36", + "id": "52", "metadata": {}, "source": [ - "(work in progress)" + "(code-section-4)= \n", + "### 4. Comparing SPI and SPEI Climatologies\n", + "To further compare the E-OBS SPI and SPEI calculated results, let's analyse the spatial patterns of their climatologies. With the subsets per period already selected, now it is time to calculate the climatological mean over each Time of Interest (ToI). Here, we calculate the pixel-wise annual mean SPI and SPEI values." ] }, { "cell_type": "code", - "execution_count": null, - "id": "37", + "execution_count": 62, + "id": "53", "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", - "import xarray as xr\n", - "from scipy.stats import gamma, norm\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt" + "# Define the periods\n", + "periods = [\n", + " ('1951-01-01', '1980-12-31'),\n", + " ('1961-01-01', '1990-12-31'),\n", + " ('1971-01-01', '2000-12-31'),\n", + " ('1981-01-01', '2010-12-31'),\n", + " ('1991-01-01', '2020-12-31')\n", + "]\n", + "\n", + "# Helper function to plot the climatology maps\n", + "def compute_climatology(data):\n", + " # Calculate the mean data for each period\n", + " mean_data_clim = []\n", + " for start, end in periods:\n", + " mean_data = data.sel(time=slice(start, end)).mean(dim='time')\n", + " mean_data_clim.append(mean_data)\n", + " return mean_data_clim\n", + "\n", + "def plot_climatology(data, subtitle='Mean Precipitation', cb_label='Precipitation (mm)', **kwargs):\n", + " # Create subplots\n", + " fig, axes = plt.subplots(nrows=1, ncols=len(periods), figsize=(24, 5), subplot_kw={\"projection\": ccrs.PlateCarree()})\n", + "\n", + " # Plot each clim\n", + " for i, (ax, subdata, (start, end)) in enumerate(zip(axes, data, periods)):\n", + " lon_min, lon_max = np.min(subdata.longitude), np.max(subdata.longitude)\n", + " lat_min, lat_max = np.min(subdata.latitude), np.max(subdata.latitude)\n", + "\n", + " facet = subdata.plot.pcolormesh(\n", + " ax=ax,\n", + " transform=ccrs.PlateCarree(),\n", + " cmap='viridis', # You can change the colormap\n", + " add_colorbar=False, # Disable the colorbar for now, we will add it later\n", + " **kwargs\n", + " )\n", + "\n", + " # Set extent, add coastlines, and gridlines\n", + " ax.set_extent([lon_min, lon_max, lat_min, lat_max], crs=ccrs.PlateCarree())\n", + " ax.coastlines(lw=1)\n", + " gl = ax.gridlines(draw_labels=True)\n", + "\n", + " if i == 0: gl.left_labels = True\n", + " else: gl.left_labels = False\n", + " gl.top_labels = gl.right_labels = False\n", + " \n", + " # Title for each subplot\n", + " ax.set_title(f'{subtitle} {start[:4]}-{end[:4]}')\n", + "\n", + " plt.subplots_adjust(wspace=0.05)#, right=0.85) \n", + "\n", + " cbar_ax = fig.add_axes([0.91, 0.23, 0.01, 0.53]) # Adjust the position as needed\n", + " cbar = fig.colorbar(facet, cax=cbar_ax, orientation='vertical')\n", + " cbar.set_label(cb_label)\n", + "\n", + " # Show the plot\n", + " #plt.tight_layout()\n", + " plt.show()" ] }, { "cell_type": "code", - "execution_count": 259, - "id": "38", + "execution_count": 52, + "id": "54", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " + "
    " ] }, "metadata": {}, @@ -5781,77 +1971,22 @@ } ], "source": [ - "# Define the SPI calculation function\n", - "def calc_spi(precip):\n", - " precip = np.array(precip)\n", - " valid_data = precip[precip > 0]\n", - " \n", - " if len(valid_data) < 3: # Ensure there are enough points to fit the distribution\n", - " return np.full_like(precip, np.nan)\n", - " \n", - " shape, loc, scale = gamma.fit(valid_data, floc=0)\n", - " gamma_dist = gamma(shape, loc=0, scale=scale)\n", - " cdf = gamma_dist.cdf(precip)\n", - " spi = norm.ppf(cdf)\n", - " \n", - " return spi\n", - "\n", - "# Resample the dataset to seasonal totals (3 months), keeping spatial dimensions\n", - "annual_precip_EOBS = merged_p['PERC EOBS'].resample(time='1Y').sum()\n", - "\n", - "# Apply the SPI function using apply_ufunc, preserving spatial dimensions\n", - "spi_values_EOBS = xr.apply_ufunc(\n", - " calc_spi,\n", - " annual_precip_EOBS,\n", - " input_core_dims=[['time']],\n", - " output_core_dims=[['time']],\n", - " vectorize=True,\n", - " dask='parallelized',\n", - " output_dtypes=[float],\n", - " keep_attrs=True\n", - ")\n", - "\n", - "# Compute the results\n", - "spi_values_EOBS_compute = spi_values_EOBS.compute()\n", - "\n", - "# Reduce to mean SPI over spatial dimensions\n", - "spi_mean_EOBS = spi_values_EOBS_compute.mean(dim=['latitude', 'longitude'])\n", - "\n", - "# Find and print times where SPI indicates moderate drought (SPI < -1)\n", - "drought_periods = spi_mean_EOBS.where(spi_mean_EOBS < -1, drop=True)\n", - "\n", - "# Convert the time coordinates to a pandas datetime index for better plotting\n", - "spi_mean_EOBS['time'] = pd.to_datetime(spi_mean_EOBS['time'].values)\n", - "\n", - "# Create the plot\n", - "plt.figure(figsize=(12, 6))\n", - "plt.plot(spi_mean_EOBS['time'], spi_mean_EOBS, label='SPI', color='b', linestyle='-')\n", - "\n", - "# Highlight the drought periods using fill_between with appropriate mask\n", - "plt.fill_between(spi_mean_EOBS['time'], spi_mean_EOBS, where=(spi_mean_EOBS < -1), color='r', alpha=0.3, label='Moderate Drought (SPI < -1)', interpolate=True)\n", - "\n", - "# Add labels and title\n", - "plt.xlabel('Time')\n", - "plt.ylabel('SPI')\n", - "plt.title('Time Series of EOBS SPI with Moderate Drought Periods Highlighted')\n", - "plt.legend()\n", - "plt.grid(True)\n", - "\n", - "# Show the plot\n", - "plt.show()" + "# Plotting SPI\n", + "mean_spi = compute_climatology(spi_values_EOBS_compute)\n", + "plot_climatology(mean_spi, subtitle='Mean SPI', cb_label='SPI', vmax=0.5, vmin=-0.5)" ] }, { "cell_type": "code", - "execution_count": 261, - "id": "39", + "execution_count": 53, + "id": "55", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " + "
    " ] }, "metadata": {}, @@ -5859,161 +1994,399 @@ } ], "source": [ - "import numpy as np\n", - "import xarray as xr\n", - "from scipy.stats import gamma, norm\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Define the SPI calculation function\n", - "def calc_spi(precip):\n", - " precip = np.array(precip)\n", - " valid_data = precip[precip > 0]\n", - " \n", - " if len(valid_data) < 3: # Ensure there are enough points to fit the distribution\n", - " return np.full_like(precip, np.nan)\n", - " \n", - " shape, loc, scale = gamma.fit(valid_data, floc=0)\n", - " gamma_dist = gamma(shape, loc=0, scale=scale)\n", - " cdf = gamma_dist.cdf(precip)\n", - " spi = norm.ppf(cdf)\n", - " \n", - " return spi\n", - "\n", - "# Resample the dataset to seasonal totals (3 months), keeping spatial dimensions\n", - "annual_precip_ERA5 = merged_p['PERC ERA5'].resample(time='1Y').sum()\n", - "\n", - "# Apply the SPI function using apply_ufunc, preserving spatial dimensions\n", - "spi_values_ERA5 = xr.apply_ufunc(\n", - " calc_spi,\n", - " annual_precip_ERA5,\n", - " input_core_dims=[['time']],\n", - " output_core_dims=[['time']],\n", - " vectorize=True,\n", - " dask='parallelized',\n", - " output_dtypes=[float],\n", - " keep_attrs=True\n", - ")\n", - "\n", - "# Compute the results\n", - "spi_values_ERA5_compute = spi_values_ERA5.compute()\n", - "\n", - "# Reduce to mean SPI over spatial dimensions\n", - "spi_mean_ERA5 = spi_values_ERA5_compute.mean(dim=['latitude', 'longitude'])\n", - "\n", - "# Find and print times where SPI indicates moderate drought (SPI < -1)\n", - "drought_periods = spi_mean_ERA5.where(spi_mean_ERA5 < -1, drop=True)\n", - "\n", - "# Convert the time coordinates to a pandas datetime index for better plotting\n", - "spi_mean_ERA5['time'] = pd.to_datetime(spi_mean_ERA5['time'].values)\n", - "\n", - "# Create the plot\n", - "plt.figure(figsize=(12, 6))\n", - "plt.plot(spi_mean_ERA5['time'], spi_mean_ERA5, label='SPI', color='b', linestyle='-')\n", - "\n", - "# Highlight the drought periods using fill_between with appropriate mask\n", - "plt.fill_between(spi_mean_ERA5['time'], spi_mean_ERA5, where=(spi_mean_ERA5 < -1), color='r', alpha=0.3, label='Moderate Drought (SPI < -1)', interpolate=True)\n", - "\n", - "# Add labels and title\n", - "plt.xlabel('Time')\n", - "plt.ylabel('SPI')\n", - "plt.title('Time Series of ERA5 SPI with Moderate Drought Periods Highlighted')\n", - "plt.legend()\n", - "plt.grid(True)\n", - "\n", - "# Show the plot\n", - "plt.show()" + "# Plotting SPEI\n", + "mean_spei = compute_climatology(spei_values_EOBS_compute)\n", + "plot_climatology(mean_spei, subtitle='Mean SPEI', cb_label='SPEI', vmax=0.5, vmin=-0.5)" ] }, { "cell_type": "markdown", - "id": "40", + "id": "56", + "metadata": {}, + "source": [ + "From both the SPI and SPEI plots, we observe a noticeable decline in these indices over time across most of the region, indicating an increase in dry conditions. The spatial pattern is also consistent - on average, both indices denote drier conditions in southern and inland locations of the Iberian Peninsula, since 1981. The temporal distribution in these plots shows that higher SPI and SPEI values representing wetter conditions are more frequent in earlier climatology periods (1951-1980 and 1961-1990), while lower values, indicative of drought, are reached in the two most recent periods (1981-2010 and 1991-2020). These maps highlight the tendency for drier conditions. The most notorious SPI/SPEI decrease is in the North east of Portugal. On the contrary, the Pyrenees area shows an actual increase of SPI/SPEI, so wetter conditions are more frequent in the past 30 years." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "57", "metadata": {}, + "outputs": [], "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-4)=\n", - "### 4. Calculate Consecutive Dry Days (CDD)\n", + "start_clim1 = '1960-01-01'; end_clim1 = '1989-12-31'\n", + "start_clim2 = '1990-01-01'; end_clim2 = '2020-12-31'\n", "\n", - "Drought is measured by the maximum number of consecutive dry days in each year k, MaxCDD(k), where a dry day is counted when precipitation is less than 1 millimeter. Monthly values are obtained for each month j, year k, by linear interpolation, where MaxCDD(12,k) = MaxCDD(k). For other values of j, MaxCDD(j,k) = (12-j)/12 * MaxCDD(12,k-1) + j/12 * MaxCDD(12,k). Anomalies are measured by the departure in a month’s maximum consecutive dry days from the average across the monthly reference period values from 1950–2020" + "SPEI_climatology1 = spei_values_EOBS_compute.sel(time=slice(start_clim1, end_clim1)).mean(dim=['time'])\n", + "SPEI_climatology2 = spei_values_EOBS_compute.sel(time=slice(start_clim2, end_clim2)).mean(dim=['time'])" ] }, { "cell_type": "markdown", - "id": "41", + "id": "58", "metadata": {}, "source": [ - "(work in progress)" + "(code-section-5)= \n", + "### 5. Calculate Linear Trends\n", + "\n", + "To quantify drought changes over the Iberian Peninsula we will now use the Mann-Kendall test to assess the presence of a statistically significant monotonic trend over time. Additionally, the Sen Slope estimator will be applied to quantify the magnitude of the trend, providing an estimate of the rate of change. We will calculate these trend parameters for SPI and SPEI over this area, considering both the frequency of dry days and the magnitude of both indices (average and minimum). " ] }, { "cell_type": "code", - "execution_count": 272, - "id": "42", + "execution_count": 67, + "id": "59", "metadata": {}, "outputs": [], "source": [ - "import xarray as xr\n", - "\n", - "\n", - "# Define a dry day (precipitation < 1mm)\n", - "dry_day_mask = merged_p['PERC EOBS'] < 1\n", - "\n", - "# Cumulative sum of dry days, resetting when a non-dry day is encountered\n", - "def compute_consecutive_dry_days(dry_days):\n", - " # Convert the mask to float to avoid issues during cumulative operations\n", - " dry_days = dry_days.astype(float)\n", - " # Where it's not a dry day, set to NaN to break the cumulative sum\n", - " dry_days = dry_days.where(dry_days == 1)\n", - " # Forward fill the NaNs with zeros (resetting the count after each non-dry day)\n", - " dry_days = dry_days.fillna(0)\n", - " # Cumulative sum of the adjusted series\n", - " return dry_days.cumsum('time')\n", - "\n", - "# Apply the function across the dataset\n", - "consecutive_dry_days_EOBS = dry_day_mask.groupby('time.year').map(compute_consecutive_dry_days)\n", - "consecutive_dry_days_EOBS" + "# Helper function to apply Mann-Kendall and Sen's Slope for a specifi column of a dataframe df\n", + "def apply_mk_sen(df, column):\n", + " np.float = np.float64\n", + " mk_result = mk.original_test(df[column])\n", + " sen_slope = mk.sens_slope(df[column]).slope\n", + " return mk_result, sen_slope\n", + "\n", + "# Calculate the adjusted intercept - this is for visualization purposes\n", + "def calculate_adjusted_intercept(intercept, slope, start_year):\n", + " return intercept - slope * start_year\n", + "\n", + "def show_mk_sen_results(df1, df2, name1='P_EOBS_1', name2='P_EOBS_2', min=False):\n", + " \"\"\"\n", + " This function applies the Mann-Kendall and Sen Slope tests for two datasets and plots results side by side.\n", + " df1, df2 -> DataFrames for the two datasets\n", + " name1, name2 -> Names for variables in df1 and df2\n", + " min -> Boolean to specify whether to calculate minimum or maximum for stats\n", + " \"\"\"\n", + "\n", + " def process_df(df, name, min):\n", + " maxmin = 'Min' if min else 'Max'\n", + " \n", + " count_name = f'Count_{name}'\n", + " mean_name = f'Mean_{name}'\n", + " maxmin_name = f'{maxmin}_{name}'\n", + "\n", + " # Apply the Mann-Kendall and Sen's Slope tests\n", + " mk_count, sen_slope_count = apply_mk_sen(df, count_name)\n", + " mk_mean, sen_slope_mean = apply_mk_sen(df, mean_name)\n", + " mk_maxmin, sen_slope_maxmin = apply_mk_sen(df, maxmin_name)\n", + "\n", + " # Adjust intercept for the year range\n", + " start_year = df['Year'].min()\n", + " adjusted_intercept_count = calculate_adjusted_intercept(mk_count.intercept, sen_slope_count, start_year)\n", + " adjusted_intercept_mean = calculate_adjusted_intercept(mk_mean.intercept, sen_slope_mean, start_year)\n", + " adjusted_intercept_max = calculate_adjusted_intercept(mk_maxmin.intercept, sen_slope_maxmin, start_year)\n", + "\n", + " return (mk_count, sen_slope_count, adjusted_intercept_count,\n", + " mk_mean, sen_slope_mean, adjusted_intercept_mean,\n", + " mk_maxmin, sen_slope_maxmin, adjusted_intercept_max,\n", + " count_name, mean_name, maxmin_name, maxmin)\n", + "\n", + " # Process both dataframes\n", + " results1 = process_df(df1, name1, min)\n", + " results2 = process_df(df2, name2, min)\n", + "\n", + " # Create a 2x3 grid of subplots\n", + " fig, axs = plt.subplots(3, 2, figsize=(15, 15)) # 3 rows, 2 columns\n", + "\n", + " def plot_results(df, results, ax_col):\n", + " (mk_count, sen_slope_count, adjusted_intercept_count,\n", + " mk_mean, sen_slope_mean, adjusted_intercept_mean,\n", + " mk_maxmin, sen_slope_maxmin, adjusted_intercept_max,\n", + " count_name, mean_name, maxmin_name, maxmin) = results\n", + "\n", + " # Plot 'Count' variable\n", + " axs[0, ax_col].bar(df['Year'], df[count_name], label='Count', color='black')\n", + " axs[0, ax_col].plot(df['Year'], sen_slope_count * df['Year'] + adjusted_intercept_count,\n", + " label=\"Sen's Slope\", linestyle='--', color='red')\n", + " axs[0, ax_col].set_title(f'{count_name} with MK and Sen\\'s Slope')\n", + " axs[0, ax_col].set_xlabel('Year')\n", + " axs[0, ax_col].set_ylabel(f'Count {count_name}')\n", + " axs[0, ax_col].legend(loc='upper right')\n", + " axs[0, ax_col].text(0.05, 0.95, f\"Slope: {sen_slope_count:.3f} dry days/year\\nP-value: {mk_count.p:.3f}\\nTau: {mk_count.Tau:.3f}\\nIntercept: {mk_count.intercept:.3f} Events\",\n", + " transform=axs[0, ax_col].transAxes, verticalalignment='top', color='red')\n", + "\n", + " # Plot 'Mean'\n", + " axs[1, ax_col].plot(df['Year'], df[mean_name], label='Mean', color='black')\n", + " axs[1, ax_col].plot(df['Year'], sen_slope_mean * df['Year'] + adjusted_intercept_mean,\n", + " label=\"Sen's Slope\", linestyle='--', color='red')\n", + " axs[1, ax_col].set_title(f'{mean_name} with MK and Sen\\'s Slope')\n", + " axs[1, ax_col].set_xlabel('Year')\n", + " axs[1, ax_col].set_ylabel(f'{mean_name}')\n", + " axs[1, ax_col].legend(loc='upper right')\n", + " axs[1, ax_col].text(0.05, 0.95, f\"Slope: {sen_slope_mean:.3f} idx/year\\nP-value: {mk_mean.p:.3f}\\nTau: {mk_mean.Tau:.3f}\\nIntercept: {mk_mean.intercept:.3f} idx\",\n", + " transform=axs[1, ax_col].transAxes, verticalalignment='top', color='red')\n", + "\n", + " # Plot 'Max/Min'\n", + " axs[2, ax_col].plot(df['Year'], df[maxmin_name], label=f'{maxmin}', color='black')\n", + " axs[2, ax_col].plot(df['Year'], sen_slope_maxmin * df['Year'] + adjusted_intercept_max,\n", + " label=\"Sen's Slope\", linestyle='--', color='red')\n", + " axs[2, ax_col].set_title(f'{maxmin_name} with MK and Sen\\'s Slope')\n", + " axs[2, ax_col].set_xlabel('Year')\n", + " axs[2, ax_col].set_ylabel(f'{maxmin_name}')\n", + " axs[2, ax_col].legend(loc='upper right')\n", + " axs[2, ax_col].text(0.05, 0.95, f\"Slope: {sen_slope_maxmin:.3f} idx/year\\nP-value: {mk_maxmin.p:.3f}\\nTau: {mk_maxmin.Tau:.3f}\\nIntercept: {mk_maxmin.intercept:.3f} idx\",\n", + " transform=axs[2, ax_col].transAxes, verticalalignment='top', color='red')\n", + "\n", + " # Plot results for both datasets side by side\n", + " plot_results(df1, results1, 0)\n", + " plot_results(df2, results2, 1)\n", + "\n", + " # Adjust layout\n", + " plt.tight_layout()\n", + " plt.show()" ] }, { "cell_type": "markdown", - "id": "43", + "id": "60", + "metadata": {}, + "source": [ + "To use the Mann-Kendall method on drought frequency, we discretize the SPI/SPEI values by creating \"dry_events\". We chose a threshold of -0.5 (and below) to create a singular dry event day (pixel wise and per timestep). This threshold grants a minimum statistical significance of number of events. You can experiment with this value, possibly to evaluate the more extreme dry conditions (e.g. -1 or below). " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "61", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    YearCount_speiMean_speiMin_spei
    01950129-0.283698-1.087246
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    2195200.143075-0.468173
    31953188-0.474460-1.157757
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    " + ], + "text/plain": [ + " Year Count_spei Mean_spei Min_spei\n", + "0 1950 129 -0.283698 -1.087246\n", + "1 1951 0 0.404486 0.131531\n", + "2 1952 0 0.143075 -0.468173\n", + "3 1953 188 -0.474460 -1.157757\n", + "4 1954 0 -0.212683 -0.468797" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# chosen SPI/SPEI maximum value for a drier event. Change this value to analyse different intervals, which will result in less or more total events.\n", + "dryindex_threshold=-0.5\n", + "\n", + "df_spi = pd.DataFrame({\n", + " 'Date': spi_mean_EOBS['time'].values,\n", + " 'Year': spi_mean_EOBS['time'].dt.year.values,\n", + " 'daily_weighted': spi_mean_EOBS.values,\n", + " 'dry_events': spi_mean_EOBS.where(spi_mean_EOBS <= -0.5, np.nan).values\n", + "})\n", + "\n", + "# Group by year to calculate the required statistics\n", + "df_spi_events_stats = df_spi.groupby('Year').agg(\n", + " Count_spi=('dry_events', 'count'),\n", + " Mean_spi=('daily_weighted', 'mean'),\n", + " Min_spi=('daily_weighted', 'min')\n", + ").reset_index()\n", + "\n", + "df_spei = pd.DataFrame({\n", + " 'Date': spei_mean_EOBS['time'].values,\n", + " 'Year': spei_mean_EOBS['time'].dt.year.values,\n", + " 'daily_weighted': spei_mean_EOBS.values,\n", + " 'dry_events': spei_mean_EOBS.where(spei_mean_EOBS <= -0.5, np.nan).values\n", + "})\n", + "\n", + "# Group by year to calculate the required statistics\n", + "df_spei_events_stats = df_spei.groupby('Year').agg(\n", + " Count_spei=('dry_events', 'count'),\n", + " Mean_spei=('daily_weighted', 'mean'),\n", + " Min_spei=('daily_weighted', 'min')\n", + ").reset_index()\n", + "\n", + "df_spei_events_stats.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "62", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-5)=\n", - "### 5. Trend Analysis\n", - "Calculate linear regression, to analyze the trends in SPI and CDD indices over time. This involves calculating the slope of the trend line which indicates whether the drought conditions are worsening or improving.\n" + "# Plot linear trend of SPI and SPEI\n", + "show_mk_sen_results(df_spi_events_stats, df_spei_events_stats, name1='spi', name2='spei', min=True)" ] }, { "cell_type": "markdown", - "id": "44", + "id": "63", "metadata": {}, "source": [ - "(work in progress)" + "From the above plots, we can see that the Mann-Kendall test results indicate that SPEI exhibits significantly more dry events, compared to SPI. Indeed, only SPEI denotes a significant upward trend in the frequency of dry days, with a linear change of 0.93 dry days per year. Likewise, only SPEI shows statistically significant magnitude changes, with SPEI index decreasing by 0.006 (mean) and 0.011 (minimum) per index value per year. Despite non-significant results, SPI also shows lower values and a decreasing Sen's slope estimates. Finally, let's inspect the spatial patterns of these trends to understand which regions show greater drought exposure." ] }, { "cell_type": "code", - "execution_count": null, - "id": "45", + "execution_count": 70, + "id": "64", "metadata": {}, "outputs": [], "source": [ - "# Time Analysis" + "# Helper function to calculate trend and significance\n", + "def calculate_trend_and_significance(data_array):\n", + " # Ensure the input array is a DataArray\n", + " if not isinstance(data_array, xr.DataArray):\n", + " raise ValueError(\"Input must be an xarray DataArray\")\n", + "\n", + " # Rechunk the time dimension to a single chunk\n", + " data_array = data_array.chunk({\"time\": -1})\n", + "\n", + " # Get the time dimension name\n", + " time_dim = 'time'\n", + "\n", + " # Calculate the slope using np.polyfit\n", + " def polyfit_slope(y):\n", + " x = np.arange(len(y))\n", + " return np.polyfit(x, y, 1)[0]\n", + "\n", + " slope = xr.apply_ufunc(\n", + " polyfit_slope,\n", + " data_array,\n", + " vectorize=True,\n", + " input_core_dims=[[time_dim]],\n", + " dask=\"parallelized\",\n", + " output_dtypes=[float]\n", + " )\n", + "\n", + " # Apply Mann-Kendall test\n", + " def mann_kendall_p(x):\n", + " return mk.original_test(x).p\n", + "\n", + " significance = xr.apply_ufunc(\n", + " mann_kendall_p,\n", + " data_array,\n", + " vectorize=True,\n", + " input_core_dims=[[time_dim]],\n", + " dask=\"parallelized\",\n", + " output_dtypes=[float]\n", + " )\n", + " return slope, significance" ] }, { "cell_type": "code", - "execution_count": null, - "id": "46", + "execution_count": 74, + "id": "65", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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99pkCKKdPn1YURVHGjx+vVK5cWenUqZPSp08fRVHSur8EBAQob775pvN36d2LbqXWfS8mJsZl+jfffKMAyubNm92WUeuxoShp2/LWMnz00UcKoPzf//2fS7oXXnghwz7ryfECKG+//bbz76y6+aTv3ydOnFAUJe04DQ4OVh544AHnMaCFzWZTEhISlICAAOX999/PkP+LL77okn7q1KkKoFy4cME5zdPuew6HQylfvrxSvHhxxWazKYry33b/9ddfXdKmr7vPP//cZfrXX3+tAMr333/vMn3btm0KoMyePTvLeVutVmXDhg0KoOzevVtRlLR9AVBmzpzptuxffvmlYjAYlC+//FJ1OT09z02ZMkWxWq1KSkqKsn37dqV+/foKoCxfvtyZFo3d9/z9/ZX+/ftnmK6l+17lypWVOnXqZOjW9vDDDyvFihVzdm3Lat90131PURRlzZo1mR47t/vggw8UQDl06JBz2rVr1xSTyaQMHTrUOS0wMFAZPHiw27wy4+nxX61aNcVqtSpWq1U5f/688sYbbyiA0rVrV2e6rM69gNK6dWtnOq3d9y5dupRl9+307nvpZYqNjVU+/vhjRa/Xu5xT091+bunatasSEBDgsi/Y7XalatWqLucWRUnrvmc2m5VTp045pyUnJyuFCxdWXnjhBec0te57iqIoxYsXV7p37+52uYUQ4m4lLaWEEPeksLAwNm7cyLZt25g8eTKdO3fm8OHDjBgxgho1ajhbR6xatQqbzcbTTz/t8nTXbDYTHR3Nb7/95pKvTqfL0NKgZs2amrqaxMTEcPr0aX788UeGDRtGtWrV+Omnn+jUqZPbN0slJiaydetWunTpQmBgoHO6wWCgV69enD17NkO3rSeffNLl7yZNmlCqVCnWr18PwJ9//sm1a9fo3bt3hqfaDz74INu2bcvQzedW6V2ZihYtmun35cqVY9u2bRk+o0aNcqa5/Ym64qZrXGYURcnQksrPz885r61bt/LDDz9QsWLFDG/0KleuHLt372bDhg2MHTuWNm3asG3bNl566SUaN25MSkqKS77py3nu3Dm3ZWrTpg2As7XUmjVraNu2LW3atHG26tq8eTOJiYnOtNnVqVMnl79r1qwJqHd70npsZGbDhg0EBQVlGJT9iSeeyDR9To4XLf78809u3rzJiy++mGWrOoCEhASGDx9O+fLlMRqNGI1GAgMDSUxM5MCBAxnSZ3fdurNhwwaOHj1K7969MRgMAPTp0wedTufSHehWjz/+uMvfy5YtIyQkhI4dO7ocO7Vr1yYyMtLlfHX8+HF69uxJZGQkBoMBHx8foqOjAZzLXLhwYcqVK8e0adOYPn06O3fuzLRlS/r58emnn1ZdTk/Pc8OHD8fHxwez2UzdunU5ffo0n3zyibNFkFZxcXEkJSVleU5y5+jRoxw8eNB53rx13cbExHDhwgVNXWPd0XoOefLJJzGZTC6t0r7++mtSU1Pp06ePc1qDBg2YP38+48ePZ8uWLZpbPHl6/O/btw8fHx98fHyIiorivffe48knn+TTTz91SXfruffWT3ZelqB2fUlMTHSWKTw8nAEDBtC9e/csWzvdKr3VcXh4uHOaXq+nW7dumaavXbs2JUuWdP5tNpupWLGix+eCokWLqm57IYS4W8nb94QQ97R69eo5x5qwWq0MHz6cGTNmMHXqVKZOneocf6J+/fqZ/v72rgP+/v6YzWaXaSaTKUMlRlb8/Px45JFHnK+IPn36NA899BAfffQRAwYMoFq1ahl+c/36dRRFyXSclqioKIAMXTYiIyMzpI2MjHSmS19ud2/+unbtGgEBAZl+l95N6PZ1kc5sNjvXe1ZuHeMJ4IsvvuCZZ55x3gCcOHEiy98mJiYSGxub4e1cer0+w3zbt2/Pfffdx5AhQ1wqpvR6Pc2bN6d58+bOPPv27cuSJUv4/PPPefHFF12W59blzkqpUqUoV64ca9eupXv37mzevJmhQ4dSvnx5Xn75ZQ4dOsTatWvx8/OjSZMmbvNSc/ubANPfbKhWxnRqx0Zmrl69SkRERIbpmU2DnB8vatLHtFF7u1bPnj359ddfGTVqFPXr1yc4OBidTkdMTEym6yun6zYz6eMEPfroo84uXIUKFeKBBx7g+++/Z9asWS7dzvz9/QkODnbJ49KlS8TFxWX5Brf0CoWEhASaNWuG2Wxm/PjxVKxYEX9/f86cOcNjjz3mXA6dTsevv/7KuHHjmDp1KkOHDqVw4cI8+eSTTJgwgaCgoGwtqyfnuVdeeYWnnnoKvV5PSEgIZcqUcVvBmBW1c5I76efDYcOGMWzYsEzTuKus1ULrOaRw4cJ06tSJBQsW8M4772AwGJg/fz4NGjRwWW9Llixh/PjxfPbZZ4waNYrAwEAeffRRpk6dmun5/3Zaj/9y5cqxePFidDodZrOZMmXK4O/vnyG/zM692aW2Lf38/Jzd5y5evMh7773H119/Tc2aNZ1vTs2Kp+ewzN64ajKZPD4XmM3mHJ0/hBCiIJNKKSGE+JePjw9vv/02M2bMcI4NlP609LvvvqNUqVJ5XqaSJUvy/PPPM3jwYPbt25dppVT6QNkXLlzI8F36E+Vbn/pCWqB+u4sXL1K+fHmX9B9++KFzYOHbZRWk3/r7a9euZZlGzbZt21z+LlOmDAB169YlNDSUn3/+mUmTJmV6g/rzzz/jcDg0DYLr7+/vbBnlTkBAACNGjGDJkiUZxo5KX87b13Nm0sdP2rBhAw6HgxYtWhAUFERUVBRr1qxh7dq1NGvWzFnRkR9kdmxkJiwsjL/++ivD9Mz2t7yQPu7QreNH3e7GjRssW7aMt99+2+WGNTU1NUf7rydu3LjB999/D2RdAb5o0SKXitDM9vv0gddXrlyZaR7plUjr1q3j/Pnz/Pbbb87WUUCm4xmVKlXKWWF2+PBhvvnmG8aMGYPFYlEdmFsrd+e5EiVK5EplRnrlQXa2afpxPWLECB577LFM0+T0hQ6enEP69OnDt99+y5o1ayhZsiTbtm3j448/zlDmmTNnMnPmTE6fPs3PP//MG2+8weXLl7PcP7Li7vjX8oAht6ldX26vAGvbti1169Zl7NixPPnkk9x3331Z5h0WFpZhMHS48+ewa9euaXoZghBC3I2k+54Q4p6UWQUO/NdtJb2FUfv27TEajRw7dsz55Pj2T26Ij48nISFBU5luFxAQQMOGDfnhhx9cnrQ6HA6++uorSpQoQcWKFV1+s3DhQpe///zzT06dOuV8k1rTpk0JCQlh//79WS53Vq0xIG1AYyBHbxO6fX7pN5W+vr689tprHDhwgGnTpmX43eXLlxkxYgQRERH069dPdT4JCQkcPXrUpSuI1v0jXfqbC6tWrao6vzZt2nDp0iVmzpxJo0aNnBUFrVu35scff2Tbtm2auu5l52m8Fp4u+62io6OJj4/n//7v/1ymL168OPcK6IEmTZpQqFAh5syZk2X3T51Oh6IoGSoBP/vsM9VB4d3xZPssWrSI5ORk3nnnHdavX5/hEx4enmUXvls9/PDDXL16Fbvdnukxm15xkl6hdfsyf/LJJ27zr1ixIiNHjqRGjRrs2LFD07LdKifnuZzy9fWlbNmy2TonVapUiQoVKrB79+4sz4dqrcbU9gdPziHt2rWjePHifPHFF3zxxReYzeYsu8hCWqXfSy+9RNu2bVW3W06O/7xSqlQp/Pz8NG9Lk8nERx99REpKCuPHj3ebNjo6mnXr1rm0fHM4HHz77bfZLq9aS0qbzcaZM2c0bXshhLgbSUspIcQ9qX379pQoUYKOHTtSuXJlHA4Hu3bt4r333iMwMJBXXnkFSHu1+7hx43jrrbc4fvw4Dz74IKGhoVy6dIm//vqLgIAAxo4dm+PyHDp0iPbt29OjRw+io6MpVqwY169fZ/ny5cydO5cWLVq47c41adIk2rZtS8uWLRk2bBi+vr7Mnj2bvXv38vXXX2doVfH333/Tr18/unbtypkzZ3jrrbcoXry4syVGYGAgH374Ib179+batWt06dKFokWLcuXKFXbv3s2VK1cyPJm/VYkSJShbtixbtmzh5ZdfzvB9cnIyW7ZsyfS3WbXMutXw4cPZvXu389/u3btTqFAh9uzZw7Rp04iPj2fZsmUUKlTI5XcOh8M5X4fDwblz5/jggw+4fv26y2vBq1WrRuvWrXnooYcoV64cKSkpbN26lffee4+IiAj69u3rku+WLVswGAzOrn7utGrVCp1Ox+rVq132nTZt2tC7d2/n/9XUqFGDxYsXs2TJEsqWLYvZbKZGjRqqv1Oj9djITO/evZkxYwZPPfUU48ePp3z58vzf//0fq1atArS9Uj43BQYG8t5779GvXz/atGnDc889R0REBEePHmX37t3MmjWL4OBgmjdvzrRp0wgPD6d06dJs2LCBefPmZestbek82T7z5s0jNDSUYcOGZdol6emnn2b69Ons3r2bWrVqZTnPHj16sHDhQmJiYnjllVdo0KABPj4+nD17lvXr19O5c2ceffRRmjRpQmhoKP379+ftt9/Gx8eHhQsXZmgtuGfPHl566SW6du1KhQoV8PX1Zd26dezZs8elVdmCBQt49tln+fzzz92OK5XT81xOtWjRIkOF6a1++eWXTCuXunTpwieffMJDDz1E+/bteeaZZyhevDjXrl3jwIED7NixQ7XSokaNGvzwww98/PHH1K1bN0Nrni1bthAWFqbpGDYYDM59Ijg4mMcee8zlXHfjxg1atmxJz549qVy5MkFBQWzbto2VK1dm2dIrXU6Of3duPfferk6dOh61DPX19aVx48ZZ5peZ6OhoYmJi+OKLL3jjjTecLW9v99Zbb/HLL7/QunVr3nrrLfz8/JgzZ45zDMXsnMOqV68OwNy5cwkKCnJ2c0x/0LJnzx6SkpLcvq1WCCHual4dZl0IIbxkyZIlSs+ePZUKFSoogYGBio+Pj1KyZEmlV69eyv79+zOk/+mnn5SWLVsqwcHBislkUkqVKqV06dJFWbt2rTNN+lt/bpfZm9Nud/36dWX8+PFKq1atlOLFiyu+vr5KQECAUrt2bWX8+PFKUlKSM21mb99TFEXZuHGj0qpVKyUgIEDx8/NTGjVqpPzyyy8uadLfHrZ69WqlV69eSkhIiOLn56fExMQoR44cyVCuDRs2KB06dFAKFy6s+Pj4KMWLF1c6dOigfPvtt26XR1EUZdSoUUpoaKiSkpLiMt3d2/eADG+3yorD4VAWLlyotGjRQgkJCVF8fX2VMmXKKAMGDHB5G1K6zN4AVbRoUSU6Olr58ccfXdJ+8sknymOPPaaULVtW8ff3V3x9fZVy5cop/fv3V86cOZMh72bNmmV4U6E7derUUQBl06ZNzmnnzp1zvo3s9jfFZbYPnTx5UmnXrp0SFBSkAM43e6W/fe/2bZTVfnM7T46N29++pyhpb6x87LHHlMDAQCUoKEh5/PHHlRUrViiAsnTpUmc6T44Xsvn2vXQrVqxQoqOjlYCAAMXf31+pWrWqMmXKFOf3Z8+eVR5//HElNDRUCQoKUh588EFl7969SqlSpZTevXtnyH/btm0u+aev81vfrpXV9rnd7t27FcDtm9IOHjyoAM63gGa17hRFUaxWq/Luu+8qtWrVUsxmsxIYGKhUrlxZeeGFF1yO8T///FNp3Lix4u/vrxQpUkTp16+fsmPHDpd95NKlS8ozzzyjVK5cWQkICFACAwOVmjVrKjNmzHC+IfDW9aK2b2XnPKf2JjZF0f72vV9//VUBlL/++stlevo+l9Un3e7du5Vu3bopRYsWVXx8fJTIyEilVatWLm8Czarc165dU7p06aKEhIQoOp3OJV+Hw6GUKlUqw1te3Tl8+LCzfGvWrHH5LiUlRenfv79Ss2ZNJTg4WPHz81MqVaqkvP3220piYqLbfD09/qtVq6ZaVndv3wOc+6Un23zevHmKwWBQzp8/n2FeWR0b//zzj6LX651vOlWUjOcWRUm7ljZs2FAxmUxKZGSk8tprrylTpkxRACUuLs6ZrlSpUkqHDh0yzCez8+LMmTOVMmXKKAaDIcOxMmrUKCU8PDzDtVIIIe4VOkXx8HVGQgghCqz58+fTp08ftm3bdsfHATl//jxlypRhwYIFdO/e/Y7Oy5uOHTtGhQoVWLVqlaYxrO5FEydOZOTIkZw+fVp10HEh7qSaNWvStGlTty0989qvv/5Ku3bt2LdvH5UrV/Z2cQqElJQUSpYsydChQxk+fPgdn1+7du04efIkhw8fztV87XY75cuXp2fPnpreDiiEEHcj6b4nhBDijoiKimLw4MFMmDCBrl275nnXrbwyfvx4WrduLRVS/5o1axYAlStXxmq1sm7dOj744AOeeuopqZASXjd16lQeffRR3nrrrXyzP44fP55nn31WKqQ8YDabGTt2LGPGjOGll17K8k2w2TFkyBDq1KnDfffdx7Vr11i4cCFr1qxxDvifm7766isSEhJ47bXXcj1vIYQoKKRSSgghxB0zcuRI/P39OXfunNs3HhVUNpuNcuXKMWLECG8XJd/w9/dnxowZnDx5ktTUVEqWLMnw4cMZOXKkt4smBA8++CDTpk3jxIkT+aJS6vr160RHR7u8WVFo8/zzzxMXF8fx48dzZTy9dHa7ndGjR3Px4kV0Oh1Vq1blf//7H0899VSuzSOdw+Fg4cKFORq/TgghCjrpvieEEEIIIYQQQggh8tzd2ZdCCCGEEEIIIYQQQuRrUiklhBBCCCGEEEIIIfKcVEoJIYQQQgghhBBCiDwnlVJCCCGEEEIIIYQQIs9JpZQQQgghhBBCCCGEyHNSKSWEEEIIIYQQQggh8pxUSgkhhBBCCCGEEEKIPCeVUkIIIYQQQgghhBAiz0mllBBCCCGEEEIIIYTIc1IpJYQQQgghhBBCCCHynFRKCSGEEEIIIYQQQog8J5VSQgghhBBCCCGEECLPSaWUEEIIIYQQQgghhMhzUiklhBBCCCGEEEIIIfKcVEoJIYQQQgghhBBCiDwnlVJCCCGEEEIIIYQQIs9JpZQQQgghhBBCCCGEyHNSKSWEEEIIIYQQQggh8pxUSgkhhBBCCCGEEEKIPCeVUkIIIYQQQgghhBAiz0mllBBCCCGEEEIIIYTIc1IpJYQQQgghhBBCCCHynFRKCSGEEEIIIYQQQog8J5VSQgghhBBCCCGEECLPSaWUEEIIIYQQQgghhMhzUiklhBBCCCGEEEIIIfKcVEoJIYQQQgghhBBCiDwnlVJCCCGEEEIIIYQQIs8ZvV2A3JaSkoLFYvF2MYQQQtwDfH19MZvN3i6GELlCYighhBB5QeIncau7qlIqJSWFMmXKcPHiRW8XRQghxD0gMjKSEydOSGAlCjyJoYQQQuQViZ/Ere6qSimLxcLFixc5c+YMwcHBXitHXFwcmzZtomnTpoSEhHitHHfSvbCMIMt5N7kXlhH+W86o0pW5cvkKXR9pz9vjp/JQTGeXdMkOk6b8EizaggVfg101TSGfBE15BSvX3H6fnJzKodPnqR4VQqDJx21agzVZ0zz1inr5URwuf8YnJlG1Qy8sFosEVaLAyw8x1L12nr6bl/NeWEaQ5bybpC9j5ZKR+JtNvDZyDLv3HWDl91+j17uOeJNq8FPNL0kJ1DRfky5VU7pCqZdV0/jdPK+aJt4K228YaGC8RpDO5ibhDU3lUuwa4icARXH+92ZyKhVfmSrxk3C6qyql0gUHB3u1UsrhcODv7+/1cuSU1Wrlxo0bhIeHZ/jubllGNbKcd497YRnhv+UMDAxi+S9LMZnMdHqkCyaT60XfYNcWBCi5WCkV6KvTlFeQw333IYPBB39/f4ICA1QrpYxWbUMnZqdSSoi7kTfPkXfTefry5cuEhYVhMBgyfHc3LWdW7oVlBFnOu8l/8VMgZh8jGzZt4flnnqJQJsvra/RXzU+vuVLKV1O6IJ9E1TT+dvVyYQV/q4EgYzLB7iql7NoqyzRXSjkU9TTiniUDnd/Dbty4QVJSUqbfKYpCr169KF68OFu2bMnjkgkhcsO2rX9Sp269DBVSQgghss/hcHD58mUcjswrqvfs2UPx4sV57LHH8rhkQojcsP/gYW7Gx9O0UQNvF0WIe4JUSt2jFi1aRHh4OMHBwXz66afO6UeOHGHBggV06tSJJUuWYLFY6NKlC1u3bvViaYUQnnI4HGzftpX6DZp4uyhCCHHXuH79Os2bNyciIoLatWtz40ZaF5eUlBRWr17NO++8Q7169bDZbPz8889MmDAhy8orIUT+tGnrX5jNZmrVqO7toghxT7gru++JjJKSkrDZbPy4fB2LF85n5fKldOj0GFdjY3n++ecx+oex4PNP+G3dagDKVazi/O25c+fo0/cF3pv9P/74bTWrV/xEsWKR9H3mKRb9tJHq9Vpk6Gt9qweqBtzx5RNCuDp54hjx8Tep37BxjvKxOXLv2YVep+3GzGR130TdarMC4JsSj8mh0iVQyb3m4nqba1N2gyXzlqZCiLuHzWYjNTWVq1evsmDeXGbN+ZTklBTGjnyTt8dPpPdTPWnauBGT353BtevXCQgIwGq1On8/cuRIihQtSmBgID8vXcqRI0eoWKkSPbp3Z8feo0REFs9y3tXKF8uLRRRC3EKnONj819/Uq10Ts48x2133bUrGrruZMei03Y4b7OpvRjUkqI8DZXAYgEIo8TdQHClZJ9TaLU+nLU50JCfd8n9tXQPFvUMqpe5yqamptGzZks2bNzunRRUvwbhJM3jk8e40rlMRgGefehyAie9+SMtW7fENKMznc2Zw4thhWrfvyNCBTxMTXROAug2aEBiU1r/6vXcGY7HreaR7P9rEdCWsSEQeL6EQIjP7/tmN2Wymeo3a3i6KEEIUSN9++y29evUiNTXtBkqv19PhwfaMfGMYp8+cA2DpshUsXbaChx96kFdeGkCpilU5deoUUyZP5sGHHuKnn37iheefByAoKIhWrVtjtaTdXPbv+yQVKlalS4+nuL9uA4xGCcuF8DaH3cHWv3cw4NmnvV0UIe4ZcvW7y61cuZLNmzczbdo0ihcvjt4cSuWqNdLGjOreicTE/96G1a//IDp27gKAxQHP9n/V+V3Z8pU4fvQQ0z6cT8u2HbCmJHLp5C7eGDebbxbNY870Ucya+gZVa9Zn0oeLKRx+d1dOXb58GR8fH0JDQ71dFCEytX/vHmrfXw9fk7a37AkhhHA1ceJEKlWqxBtvvEFQUBBRYcEUCQ/n1/Ub6PPCi850/v5+vP3WG0QULYJFr6dMmTLM+eQTAAIDA/lj40YaNmzIR7NnExISQnJyMseOHuWpp/sy79M5rFj2E4GBQQx69XWefLqvtxY3T9jtdk6dOkXp0qXdtrIXwluOnTxFfEICjRvU83ZRhLhnyNXgLqUoCj/99BOPPPIIAMuXL+eJJ56gWo3aGAwGrFYLp04ec6afOftzXhn6Zpb5zfnyR9ZuPkSrdg+j0/3XXaZClZq8Pe0LfvztCKOmzOPiuVOMfa0PNpubtzkUYOfOnWPRokVERUVRpEgROnXqxP79+71dLCEy2PvPLho1aebtYgghRIFz6dIlBgwYwK5du9izZw/169fn4Ycfpsi/byM+efq0M23dOrXZt30rEUWLZJpXy5YtWb1mDV8tXEhISIjLdx06Pcay1RtZ9O0y2rSPYfL40Wze9PsdWy5vSk1N5cCBA7Rs2ZJy5cpRpkwZpk+fftfGi6Lg+mPrNgIDAqhdo5q3iyLEPUNaSt2Ftm3bxrBhw/j99/8Cm6NHj7qk8fPzZ+Nf+1EUBYfDkekri28VFl7U7fchoeG0e7g7RYoWY3Dfh5k3azwvDB6T7WXIjw4fPkylSpUAqFSpEi+99BIffPABdevW5auvvuLxxx/3cgmF+I/NbueRx7p7uxhCCFFgJCUlMWPGDCZPnkxCwn8tyS0W17Fc+vbuRd/evbDb7ej1epeHdbczGAyULVs2y+/1ej01a99PtRq1uHzpIq+/+iLfLl1NZLGonC9QPvLII4+wcuVKAN58800uXrzIa6+9xv/93//x3XffUahQIS+XUIg0/7dmHd0e7YjJ19fbRRHiniEtpe4ip06d4sknn6RBgwZcv36dlStXYrfbOXbsGCdPnsz0NzqdTrVCyhN1GjTn+cFj+erTd/nsg3GcP5v5fL3NYrHw6aef8vbbb3PhwoVM0xw4cICNGzcCsHHjRoYPHw7AkCFD2LFjBy+99BJ79uzhkUceoWvXrkyfPh271kEBhbjDGjZqSngR95XJQggh0t5WumDBAipVqsTYsWN57rnnuHr1KlevXuXy5ctUrVo1098ZDAa3FVKeMBgMTHlvFiazmZde6M36X1dlqAzLL/bt28cbb7zBjz/+iJLJyyQSExOdb23euHEjy5Ytc1ZIHT58mAkTJjBv3jzWrl3L33//zQMPPMCpU6fkLYUiX7hx8ya9n+jm7WIIcU+RllIF2L59+1ixYgU+Pj4cOHCAL7/8ktDQUD777DOeeeYZZ2WTuyd0d0LPZwdzLfYSX34ylS8/mcp3XbtSu3ZtatWqRbFixbDb7cTFxbFz504aN25Mw4YNiYuL459//uHw4cPEx8eTmppKamoqer2esLAw5yuX69atS9myZdmwYQOff/45Z86cITw8nMqVK9O6dWs6duxI8eLFmThxIsuXL+fFF19Ep9Nx9OhREhMTcTgcHDhwgDVr1mCxWPDz82PatGnUqVOHIkWKEBYWxtmzZ0lKSuKPP/6gbNmyTJ8+ncGDB3P8+HEAevfujb+/PwBms5mFCxdSpkwZhg4dytChQ3nzzTfp378/RYsWxWKxkJKSQmpqKikpKS6f0NBQKlWqJAObilx14MABAGrVvt/LJREF1ezZs5k2bRoXLlygWrVqzJw5k2bNsu4KumHDBoYMGcK+ffuIiori9ddfp3///s7v9+3bx+jRo9m+fTunTp1ixowZDB482CWPMWPGMHbsWJdpERERXLx4MVeXTQhIG+Jg7ty5xMfH43A4WLRoEbt376ZLly5MnjyZcuXKeaVcoYXDeH/254wcPphB/fswqH8fhg8fTuXKlSlfvjz+/v6kpqayf/9+fHx8iI6OJioqigMHDnDgwAHOnTvnjJ9SU1MJDw/HZrNx8+ZNSpYsSd26dUlNTeXLL79k2bJl+Pn5ERkZSdOmTWnXrh0tW7bk7Nmz9OjRg4YNG9K6dWtOnjzJuXPnUBSFhIQEVq1axbFjxwgICGDKlCmUL1+eMmXKUKRIWvfF2NhYdu7cSVBQUIb46amnnqJChQrO5W3ZsiV//vknMTExlC5dmmLFirFs2TLKly+Pj4+PM166PYZyOBxUqlSJsLAwr2wncXdKrxQtEh5GhbJlvFwaUVBJDJU9cjdcgM2YMYN58+YBcN999zFy5EgGDx5MYGCgV8ul0+kYNHwyqanJLF0yj59++onVq1c7K5Yy4+Pjg9VqxWg0EhgYiMlkwmQykZqays2bNylUqBBWq5WrV68CaU8UY2JiiImJ4erVq86WSwMHDiQwMJCbN28C8OeffwJQtGhRZ9Pw9Eqr1q1bU7p0aebOncvevXuJjY1lz549mM1mzGYzX331FQ0aNGD//v2sXr2agIAAAgICCAoKcim7Xq9n4sSJ+Pn5MXr0aCZOnMjEiRM1rat69eoxfPhwzp49S2hoKHXr1qV69eoer3MhIK2b7osvvsiYMWNo3DTa28URBdCSJUsYPHgws2fPpmnTpnzyySc89NBD7N+/n5IlS2ZIf+LECWJiYnjuuef46quv2LRpEy+++CJFihRxdmlOSkqibNmydO3alVdffTVDHumqVavG2rVrnX/nZiteIW517tw5Z9Dv6+tL27ZtmT17Nk2aNPFyyaBa9ZrMX/QDTeultc5atGgRZ86cyTK9Xq933kwHBgZiNpsxmUz4+vpy8eJFTCYTQUFBnD9/3tmau2TJkjz11FPo9XpOnz7N//73P6ZNm0ZgYKCz2+KWLVt4//338fX1pUSJEhgMBnx9fWnVqhWTJ0/mwQcf5K+//uLHH3/kwoULnDt3joSEBPz9/enatSt9+/blzJkzzvgJ0m6SblelShXWrl1L586d2bdvH3Xr1tW8rj788EMcDge+vr4UL16cli1bej0GFgXXe++9R4MGDXju6Se9XRRRQEkMlX1SKVWAnTuX9jri9CdRudWEPLe8/MZUWj/4OL0fa0pAQAAXLlzg0qVLGI1GTCYTJUuWpGnTpuzatYvy5cvz008/UbZs2SxbDimKwsmTJzl9+jQVKlQgKsp1vIUbN26wZMkS9u/fT61atahbty6RkZGYzWaCg4OzLOfrr7+e5XdxcXEAhIWFZRig9HajRo1i5MiRHDhwgJMnTxIbG4vJZHIGiOmVXWazmUuXLvHggw/y999/07VrV/z8/EhOTgagTZs2jBo1iubNm7ud393mypUrbN68mc2bN5OUlET//v2pUqWKt4tVYBw7dow2bdpQunRpAMx+ft4tkCiQpk+fTt++fenXrx8AM2fOZNWqVXz88cdMmjQpQ/o5c+ZQsmRJZs6cCaTdYP7999+8++67zoCqfv361K9fH4A33ngjy3kbjUYiIyNzeYmEyCh9cO1ChQpx7dq1fPcWuEKFQli+5g+iwgOoXbs28fHxnDlzhpSUFHx9fSlSpAhnzpyhfv36OBwO3n//fZ566ikKFy6cZZ5JSUns378fq9VKgwYNXG5YFEXh77//ZvHixURFRVGiRAliYmK4efMmkZGRWd7ctGrVilatWmX6XVxcHGfOnNEUP5UrV469e/cSFxfHvn37OH36NA6Hwxkz3R5DjRs3jm+//ZZBgwah0+nQ6XQ4HA4KFy7M4MGDGTRokOo87yY2m41//vmHTZs2ceDAASpWrMgrr7zi7WIVGIqiMHr0aBYvXkyDBg2IbtrI20USBZTEUNknlVIFlN1uZ9WqVYSFhVGpUiW6devGwIEDOXXqFDt27GDkyJHOptTe4utrok6D5gQHpz0hK1GiBCVKlHB+f+LECXbt2gXA0qVLXZp0Z0an01GmTBnKlMm8SW2hQoV4/vnnc6fw2aTT6ahatWqW40+kmzNnjvP/U6dO5bXXXiM5OZlly5YxYcIEoqOjqVu3Lm3atCEsLAw/Pz/8/f0pX748DzzwQL4LoDOT3lXyypUr7Nmzh02bNnHx4kXKlStH3759adSoEdu3b+f48eNMnTqVnTt3AhAVFcX58+f54IMP+Oabb3jkkUfw8fHx8tLkbydOnOCBBx4gODiYTz75hIMHD3q7SCKHUlJSsjWezNWrV7l+/brLtGLFilGsWDHV31osFrZv354h6GnXrp2z1entNm/eTLt27VymtW/fnnnz5mG1Wj06do8cOUJUVBQmk4mGDRsyceLEPO9+Lu4NixcvBuD999+nf//+1K9fn1KlSrFx40YqVarEU0895eUSQqnSZalWPu24DQoKyhBXpI9z2b59e2fljDv+/v7Uq5f5K+51Op3LjU+621uG32khISE0bdqUpk2bZpnG4XA4x/ts3rw58+fPp3Tp0hw/fpz333+fiRMn8u677/Lwww9TrVo1Z/wUGhpKs2bNNJ0L84Nr165x9OhRjh8/zvbt29m5cydms5nmzZszYMAAEhIS2L9/P7/88guff/458fHxzl4HANu3b2fSpElERUXlu4fW+c2bb77J5MmTnRUDouDLTgyVk/gJJIbKKamUKgBOHDuaYdrWrVtRFIWrV6/SoUMHAL777jvn9/fXrk3z5hn7r/rqtL1JQtG7v4A59GlNwA16O0a9+9f5/rY3OdPpcdfSnryVLl+VsyklOPtP5uluZXVoa4qYmKqeLjFVvWJHb1MIAJZtB4fK0RIeZFXNL9icdoKs+sCT/O/n+pQqWwmdTscf+xMBKFYthg8XPsRfv//Myp+/Yf6Cr0hMiCc1JQWr9b+Ta8MmLahdpw6KorBl0+9UrVGLpg+0oHTZcpS4r5RLa7Pq5fOu1lxRFCwWC8vnvc9b0z/m4LGTzu9qVi7PnoNH+f333/niiy9cfteodnXmTniThrWqc1+xovy0ZgNfL1tNt27d0Ol0BAcH07RpU+bPn39HK1ttNpuzK0BBoSgKQ4cOdQbqvr6+HDx4kIuJIeisWb/NKMWm7Vi6maStAtTkk3Gw2wxpjFm3WLyVwew+AEhWkoCrpPgXxmB2v63sem0XdJM1QTWN0ZLk8rdN4zr0VEpKCsEhxbGmXvP4t7d2v0n39ttvM2bMGNXfxsbGYrfbM3SxcTcuwcWLFzNNb7PZiI2N1RzMNWzYkAULFlCxYkUuXbrE+PHjadKkCfv27ZNxY0S2XduzMdPp33z1JQDPPPMMAJ9++qnzu7o1q/JQ7cwDeR+jegtUh079vGBwpMVNBp0Dgy7rF6TsOXI5y+/sOjMAnbs+w+6jsarzBLAr6mVLtpk05ZVkdX9udaSmxURbDlvRm9zfHBbxv6lpnoH6tFjpux9+xsfHh9DQUGwOOHr8NGBk0CtDeab7Y3y58GvW//4HK//v/0hJTSElJdXZxbF82TLcX7sWNSuXZ8OfW0lNTSWmbSuqV65IudKlCA3577oZUUV7V8LckJKSwo01Cxjz+bfMW7Yeqy1t3wgvFEShQH+OnbvE8uXLnRWSAAFmEwMfb0+7+jWoU7EMcQlJfPzjGj7/6Qf+97//AWndel555RWee+65O1r+pKQk/Pz8ClQl2Pbt25k2bRpjxoyhd+/ebNiwgQsUxwf3FbKWFPVb6ESLtljS31f9/gHAHKB+PdUXVX/hUmqqHS4mQJFiYMg6dlP02mIcfZK249eQ8l8MZUhK0fSb7MhuDJWT+AkkhsopqZQqoEqVKsX9deqw49/WJQCFQ0OpU6cOzZs354EHsn7KlF+EFC7CwhX77slWMHq9ntLlKmf6nU6nI7rVQ0S3eshlus1qZdXy79n+1x9cv3aVbxZ9SXxCPC1atuXX1StY/FVaRY+Pjy9NHojmoYcfoWXr9nd0Oc6cOcOff/7JoUOHnC29Dh065HxSt+SDieh1OkpGRfLSmKmZLus/K74mqmi4SxDzaLsWPNI2mm9WrKX/qMncuHGDFStWsGzZMvr06ZOjMicnJ/PVV19x+PBhIG2w+vj4eM6ePcuGDRuwWq288sorjBkzBrPZnKN53WmxsbFMmjSJH3/8ke+++46iRYs6u5yKgstisWBNvUb9tt9hMAZo/p3dlsi2NV3YsGGDy7gqnrYMuP2GQlEUtzcZmaXPbLo7Dz303/muRo0aNG7cmHLlyvHll18yZMgQzfkIoUXfHo/y0ijXrhTVK5WnQe2aPNezi5dK5Zkhw9+m7YMdqVWnHuqPBO4uRYtm/WbZokXCeW3wIF4bPMg5TVEULl66xPuzP8Fms7N3/wG+++lnypcpTbGIIox4Z4rzvFXqvuJ0at+WRzu0p2jl++9YBUtKSgo7duzg77//5uLFi1y4cIGvv/6a1NRUAB6LbkD/R9qQYrGSYrHSbdTMDHl8MPgZerZtir/5v4pEP5Mv4/p1ZVCX9rR/axYHDx5k3759jB8/Plcqpfbt28eyZcu4efMmJlPafK9du8b27dvZu3cvderUYdasWflifDZ3FEVh3bp1PP/889SqVYsRI0aQlJSk/kOR72Unhsqt+AkkhsouqZQqoIoWLcrw4a/z/fc/8NNPP2F3OLh2/Tq/rluHn78fvZ4qGIP0Rd2X1hUvkzcKi9sYfXzo8EgPOjzSAwCTPgWrxYKvyYSiKFy+dJETx49y6MA+1qxazhtDB2I2m2nUqBERERGEhoYSEhKS6b/prY+uXbtGamoqERERzgFR08eSSEpKIjY2ltjYWLZt28bkyZM5efIkkLY/BgUFYTQa6datGwsXLmTaGy/T7oGGzvJv++eA8/+NalfHbrfz6cS3KB6RecsnnU7HkuVrXKa99NJLDB48mMaNG9O8eXNKlSpFVFQUtWvXJjQ0VNN6bNWqFQcPHqREiRKEhoaSkpJCYGAgRYoUYfjw4SQlJfHee+/xxx9/8Oyzz3L9+nUaNGhAlSpVCA8P1zSPvPDDDz/Qs2dPdDodU6dOdfY9F3cPo28gRh/tlVK6f1u41q5d2+04elkJDw/HYDBkeKJ3+fLlTAcoBoiMjMw0vdFozNHTuYCAAGrUqMGRI0eynYcQWWnVpAHvjRzKZ4t/4MDRE/gYjew9dJS9h47yyIOtqVC2lLeLqMpgMFD7/rTudhJCuafT6SgWGcnkcW87pzmS4/H18UGn05GUnMKJU6c5cuIkf2zZxv+++YEPP5tP+fKjqFatWpaxU0hIiHMQd4vFwokTJyhevDi+vr4uXW/sdjvXr18nNjaWS5cu8dFHH7F06VIsFgsmk4lixYphMBho1KgR1qsXOHHhCpNe6MF9EWkxx55jp53lLhpaiHLFi9KqbnX6dcx8PC+A4+cuuXTlP336NGazmdKlS9OiRQvq1KlDsWLFKFOmDNWqVVMdFiK9pdnTTz/N8ePHqVWrFhaLBUVRKFy4MPXq1WPgwIF88cUXNG/enOnTp3Pz5k0qVqxItWrVqFy5cr4ZeDkxMZGHH36Y3377jXr16vHNN9/g6+srlVJ3GU9iqJzGTyAxVE5JpVQBYbVa2b9/P/v27ycsLIyjR4/x3vTpGI1Gqlatyv11avPbht85efIk165dV62VFQWfTqfD99+nVDqdjojIYkREFqNRk2b07tufc2fPsHbVck4d28+VK1c4fPgwcXFxXL9+nRs3bjhr4iGtafeECRNo27Ytx48fp0yZMty4cYPr168TGhpKcnKycyD2dE888QQzZsygcePGGU62s4Y+m6G8R379nh9W/UaDmlWpXbWipmWcP/Vtvv3rMB988AE1a9akevXqBAUFsXHjRqZOnep8o6Ner6d+/fq0bt2at956C39/f5d8rl69yocffkidOnWwWCy0adOG5cuXZ9lNr3379kRHR7Np0yaX9d2kSRM6depEzZo1qV279h0dUDA5OZnPP/+cxYsXU6FCBQoXLsyRI0c4deoUp0+f5vr163Tr1o1Zs2Z5ffw4cWfodHp0Ou3jx3mSNjO+vr7UrVuXNWvW8Oijjzqnr1mzhs6dO2f6m8aNG/PLL7+4TFu9ejX16tXLUSvY1NRUDhw44PY1ykJodeFyLLv2H+TIidN0btuC1j2f5/qNm5QuEUXTerVp2bQh49//BAC7Q737iyj4TLdc//39zFSrXJFqlSvyyEPtmPjW62zYvJUte49w4sQJjhw5wvXr150xVErKf12PypYty/Tp04mOjubgwYOYTCbKlSvH/v378fPzw8/Pj+vXr7vEXMWLF2fSpElER0dTq1YtlyEXktf9L0NZa5YryQ8Th3L9ZgIdmtxPcIB6N9KG1Sqwbds2xo4dy759+2jTpg2VKlXi2LFjrF+/ns8++8z58DEiIoIHHniAQYMGER2d8c29a9euZerUqQwcOBC9Xs/PP/9Mx44dM51vv379iImJyTDQepEiRejUqRMtWrSgcuXK1K5dO8sXG+WGnTt3MmvWLA4fPkyTJk24evUqR44c4fTp05w9exaz2czy5ct56KGH5H7pLuVJDJXT+AkkhsopqZTK52w2G18tXMj8Lxdw/Phx5/RikZEUKVKE5597jk/mzsVht1O5UiUKh4by1YIvvVhikV8UL3Efvfv2z3RMKYfDwc2bN4mLi+Pq1assWrQIgIkTJ2IwGHj33XeJiori6aef5urVq/j7+xMeHu78REVFedykNTw0hOd7POLRb4IDAxg6dChDhw7N9PuEhATOnj3LH3/8wfr165kxYwY//fQTjz32GBUqVGDp0qXUqVOHnTt3smvXLurUqcNvv/3Gfffd53a+zZs3d75m++rVq5w/f56//vqLpUuXMmbMGGcFXZ8+ffjss89ydeB5m83G2rVrGTx4MEePHqVdu3b88MMPJCcn06pVK5o0aUKPHj0oX748jzzyyB0N6oR36fQ659M7relzasiQIfTq1Yt69erRuHFj5s6dy+nTp+nfvz8AI0aM4Ny5cyxYsACA/v37M2vWLIYMGcJzzz3H5s2bmTdvHl9//bUzT4vFwv79+53/P3fuHLt27SIwMJDy5csDMGzYMDp27EjJkiW5fPky48eP5+bNm/Tu3TvHyyTuXQeOHGfOwm9Z+NMKZ6XAdyvWcP3GTQY81Y3T5y+wfN1GWjZNa9X77SfTadYgb8cREvmPr68PbaMf4Kn+mb/BLiUlhbi4OOLi4ti7dy8Ajz32GM2aNWPjxo3MmzeP0aNHU7hwYZKTkwkLC3OJocqWLevs+qbVgw1rebwc9erVy3DDm85ut3PlyhX279/PmjVrWLVqFa1bt6Znz540adKE8+fPc+jQITp06EDv3r2pXDltyIm//vrLbct0o9HIoEGDWLNmDYMGDeLNN9/kwIEDrFy5kp9++ol58+YBaZVUy5cvzzC4fk6dP3+e6dOnM2PGDEqWLEmpUqWYOnUqFStWpF69ejRp0oSSJUvSqlUrKlWqlKvzFvmLJzFUbsRPIDFUTsjdTB5QFIXDhw8zdepULl26xJgxY7J8A4rFYiEuLo6iRYty+fJlXn31VRYvXkz9evUYPXIkVapU5sWBL7F9xw6e69eXvs/2oUqVyvR6ujd79+3LN01jRf6m1+sJCQkhJCSE0qVLU65cOTZs2ED79u0JCQmhS5eCMaZGYGAglStXpnLlyvTr149du3Yxbtw4PvnkE65cuUKlSpVYsWIFKSkpzjdQaH2b0Lp160hJSaFw4cIULlyY6tWr8+yzz2K32zl9+jTLli3jlVdeYf369fTo0YMePXpQs2ZNj5+4JSUlsW7dOj766CNWr17tbCLfsGFD9uzZQ9WqVblx4wY3b95UrUwTdxedXo/OgwpPT9JmpXv37ly9epVx48Zx4cIFqlevzooVKyhVKq0704ULFzh9+r+uJGXKlGHFihW8+uqrfPTRR0RFRfHBBx+4dCc9f/48derUcf797rvv8u677xIdHc1vv/0GwNmzZ3niiSeIjY2lSJEiNGrUiC1btjjnK+5dCQkJ/Pjjj85uQW+++WaWrVyvXLlCcHAwPj4+rF27lsd6DSAoMICBT3fn+Se78MdfO3lx5AQC/P0Y8HQ3oooWoXO/V5jyUdqN8pETp2nZpGGmeQuRzmw2ExkZ6fxs2LCB1157jZCQEB588EEmTJjg7SKqMhgMzvK3atWKd955h8mTJ/Pjjz+yaNEijEYjZcqU4ZtvvgGgevXqgLZxbtq3b8/06dN59tlnKVSoEJGRkbRs2ZIpU6Zw8+ZN9u3bx5AhQ2jatCnt27enR48edO7c2WUsHy0UReHYsWMsWLCA7777jgMH0oaJ0Ov1TJo0iSFDhmA0Gjl48CDly5eXh3j3GE9iqNyIn0BiqJyQo/MOslgsLFiwgAkTJnD48GFCQ0MpVqwYTZo0cb6CuGnTpkRERLBq1Srmzp3Lhg0bSElJoUKFChw/fhydTsfYMW/zZM+eznwXf72IPXv2UKtW2lOTJo0bM/+Lz+n9TB/sdrt03RP3rNq1a/PDDz+gKAo3btygUKFCXLhwgQEDBjifZmqVWRN2SAvkypQpw6BBg6hXrx7z589n7ty5TJ48mYoVKxIdHU2VKlUICQnh5s2bnDx5kt27d1OzZk2effZZihQpwrZt29i0aZPzX4vFQt26dWnWrBkbNmygUKFCbN682XkcFypUiEKFsn6Tnrg76fWg9+DpXW412HvxxRd58cUXM/1u/vz5GaZFR0ezY8eOLPMrXbq0S9eVzCxevNijMoq736FDh5g6dSoLFizAZrPRoEEDJk6cyC+//ELPnj2pW7cuDRo04OzZs3z55ZcsWrSIkydPEhwcTGBgIOfPn6dqhbL88vmHhASnPYzo3rE9TerWQqfTUTwibbDsRR9OZsBbE1mx7ndSUj17hbgQdwuj0cjIkSMZOXIkqamp2O12/Pz8+Prrr3nyySfZsWMHTz31lKa8fH19efXVVzP9Ljg4mMaNG7N69Wrmz5/P119/zVNPPYWfnx/R0dE0aNCAqKgo9Ho9ly5d4p9//uHKlSuMGDGC0NBQIiMjWbx4Mfv27WP9+vWcOnUKf39/unfv7qyUWrp0KQ8//LBznumtvMS9xZMYKhc7PEgMlU1SKXUHHDt2DIAHHniAI0eO0LlzZ6ZPn06TJk0ICAhg7NixfPXVV3z44Ycuv2vUqBETJkwgIiKC33//naFDh9KlSxduxl13SWcwGFxqTAGaPfAAsz74AJvdJhVS4p6n0+kICQkBICoqiqVLl7Jp0yZiY7W9Nlurxo0b07hxYz788EPWrl3L0qVL2bx5M19//TUJCQmYzWZKlChB5cqVmT17Nu+//77zt6VKlaJmzZpMmzaN1q1bU7VqVRRFYePGjVSvXl2OY5HnY0oJ4W3pgXf9+vU5evQokZGRTJw4kXbt2lGzZk22bdvG66+/zujRo10GJQ4ODqZnz55ER0c7x0/s0qULlQIyxkT3Rbl2aQ/09+ejCSOZ/NFnPP145uPkCHEvubVrYc+ePXnwwQc5dOgQly9fzrV5BAUFMWjQIAYNGsTJkyf55ptv2LBhA3PnzuXy5csoikJYWBhVqlQhLi6Odu3aOX/r7+9P5cqVeeSRR2jTpg3R0dEEBQUxbtw4zp8/n+tdAkXBlNdjSomckUqpO+DUqVMYDAbsdjvLly/nwQcfdBlzZsKECUyYMIFr166xefNmLl26ROPGjalSpYozzZNP/vf2vNsrpbISE/OQeiIh7lHVqlVjw4YNdyRvX19fYmJiiImJcU6zWq0YjUbnDdHBgwf5888/2blzJ48++iitWmV8a45Op8uyhZa493hjTCkhvCm9UsrhcPDAAw/w/fffU7RoUef3DRo04LfffsPhcLB371527NhBWFgYrVq1cr4F7VbX9mzUNN+gwAAmDM98/CAh7nWFCxemSpUquVopdavSpUvz+uuv8/rrrwNpx7/D4XB2t7NYLKxYsYK9e/dit9sZPHhwpq3HS5QoQYkSJe5IGUXB440xpUT2SaWUhy4e3On2+1XrNrDg2594eXBas9UOHTow7MXneG3g8xnS6h1WGpYqDKUKgz2O2L2bM82zkKL+JhiL1teG+2gbTycVzwZgdMdksKqmUdB2Mgg2JKsnAor4O1TTOBT1WnFLcgKXb0KJ0GSMZvdvQTDo1LeTlnUBYNSQl1b7j55XTZOSnAjAqbMXuXz1ZpbpTIq29W/yy3oQzHRat7kti+PidnqV4yQh1QZA3LE92Ezut2Wqr/q4BgmGEE3lumn795jTRVKj6WPUaPoYANsOxbmku57ij5rTsZmPo3Irox1CgX+OQrKbw+DmTW2vPlZpMewUEKD+lpBrxbSdf4qFqZzPrHEYOMRha3n0evfdGn302o6l4v5XVNOYTYkuf8frEjTlnV06nYdjSsmTPpHP3dixNsvvHA4HL47/gCf6PAfAH3/8QUREBJc2/oSfOWNMUs6aQrlKIYAd9qwhMUMKMGt8k57dpC2GUszq161Uo/q5XCtffe52JzSRoppGr/GcicrlKEmfwmEgyj8WPz/31xsj2mIjX7t6DGJw2DTlpcWVfVtV0ySkpJX95uHtKCb3t1VGq4bym7TtP4qG1tTJ6xdqykun4Tix2PVAEKnbV5JsyDowsPtpGxcqJSBcNU28339vFq5Vozq1aqSNa3Ut9grXYv+7Zl+3q8ecAOfi3ccLiiVtPew/F4BVF+w27c149fsMrfGTn5/62xQBLkeUVU0TFaz+Vmib4yawjZNFGmJys718dNqOpWLJxzSl80n57/7CmqAtBs0JT2IoiZ+8TyqlcuDYiVNs372HJg3qEVm0CL9v3sqb46dg9vvvglKyRBTP9CgYg0YLIYTIP6SllLhbpVosrP7jLwL8zDxQrxZxNxOY9MmXbPvnAE8Avj5p4en4l/tmWiElhBBCuCMtpQoWqZTKhrgbN3lz/BR+XPZ/zmk6nQ5FUahfpxYzJr1DbIqDNd/+j0CzessGIYQQ4nZ6nR69B0/vPEkrhLf83++bGTx+JpeuXgP+i58C/MyMHTYIgF8/n0GQr+zPQgghsseTGEriJ++TSikPnTx9ho49+xB79RrtW0UzsN8zfPz5Alo2a0LlCuWpV7smSalWYk9d9HZRhRBCFGQetpRCnvSJfG7crHlM/2Ix/mYzX0wayeGTp4mLT6BBjao0q18LU0AQ2y+pdzETQggh3PIkhpL4yeukUspDN+Ljif336d6qdRtYtS5t4OTXBvWnSsUK3iyaEEKIu4h03xN3m38Op409kpSSQp8R4wFo06Q+k4YOACDeknvjKQohhLh3Sfe9giVHbdUmTZqETqdj8ODBzmljxoyhcuXKBAQEEBoaSps2bdi61XWgwEOHDtG0aVNKlCjBuHHjXL4rXbo0Op2OLVu2uEwfPHgwLVq0yElxc0xRFH7dsMllWumSJfj8w/eoXKG8l0olhBDibpT+OmNPPqJguNfiJ4CTJ0+yZdc+l2mv9O7Gh6OHeKlEQggh7lYSPxUs2d4C27ZtY+7cudSsWdNlesWKFZk1axb//PMPf/zxB6VLl6Zdu3ZcufLfWxIGDhxIr169WLp0Kb/88gubNrlW9JjNZoYPH57dot0xH374IdM+/BiAls2aMHPiGP5cuZSH2rR0vvZdCCGEyA3pT/k8+Yj8716Mn1JTU2nUqBHxiUlUKlOSXp0fZO/yhYx9+TmKFVF/C5cQQgjhCYmfCpZsVUolJCTw5JNP8umnnxIa6voazp49e9KmTRvKli1LtWrVmD59Ojdv3mTPnj3ONHFxcdSpU4eaNWsSFRXFjRs3XPJ44YUX2LJlCytWrMhO8e6IUaNG8corr/Bg65ZcOLCDRXNn0f3RTlIZJYQQ4o7Q6/Uef0T+di/GT+fOnaNYsWJcunSJDQs/Zut38/hw9FBKRBb1dtGEEELcpSR+KliytQUGDhxIhw4daNOmjdt0FouFuXPnUqhQIWrVquWcPm7cONq2bYu/vz96vZ727du7/K506dL079+fESNG4HA4slPEXHf58mUAnn2ym5dLIoQQ4l6g0+k8/oj87V6Mn3Q6HdevX6ds2bJUr1DG28URQghxD5D4qWDxeKDzxYsXs2PHDrZt25ZlmmXLltGjRw+SkpIoVqwYa9asITz8v+bZMTExXLlyhZs3b1KkSJFM8xg5ciRffPEFCxcupFevXh6VMS4uLteDsVdffZW1a9eycv0f3F+njtu0yanWtH8tVrfp9IpN07z1ivqyWO0WTXml2JI1pUtV3NdXWlLT8rGlJqnmpSjqB7qC1oHoNK4znfo6c6gsI4D13+WzWxLV89MwT63lt+vUB3vV6xRNeelQL1f69kxNdf/WI7uSqmmeNg37o7bSg9Hu/jhKp3acJP07gG6SRX0bWOzqy5liUN/30/LSlAxHqvpyGu0+qmkMjngAzPoE9/Pz0XbOUDRuKD+D+uXEx+GrLTOryj5rS1s2h9X9MgLY9dquBck69e3pcLgeH8nJ8pYwoV1BiJ8g92Mof39/evfuzcaNGzl45hIloyKyTJv077GfaFVA5dql03A51XiZ1HT9BrDo1M/TyYr6eSElNe0ak5qqLSbLLXbUr21aYk4t/ltG9fVhQFtsZNVwbTYo2i66Og3LqXOo55UeUyRZ1dMaberz1Bgmaoqh9HZtbQ90DvXcEhxpeSXa3cfrdqu2g86iIeZJQtvxYdEQGwEoKmGP8m9MYVTiVfMyazi5aI1zfbXeA2lYt7YU9ePN9u89jVXlHk7LvQhAQqq2ndZo+a/8CRr3E3Hv8KhS6syZM7zyyiusXr0as9mcZbqWLVuya9cuYmNj+fTTT+nWrRtbt26laNH/mmqbTKYsAyqAIkWKMGzYMEaPHk337t09KSabNm3C39/fo99oMX36dAD2nrqoKf3RS3G5Xoas3VBPcgfcvHjAK/PNawmX9qknugtcOHvK20W4445cVg824PodL0d2hKoncSoTsNt9gqAcFSV7NAbbxGpLZo3do5pGWzUqqFc7Z5SUpK1iMrvk7Xt3j4ISP8GdiaEeffRRHn30Ua4AVy6p3zTtj9NystCyv2sNc7U9/NB2bdB+/bh49qTmtAXV+bOnvV2EPHEoNrcqGHPzxei5fy/0T3LW5y8AErRWNuTusZSbwu071ROZ7nw5MrimniROQ5p0V88fzX5ZbnE2G79JStIaEGafvH2vYPHozLd9+3YuX75M3bp1ndPsdju///47s2bNIjU1FYPBQEBAAOXLl6d8+fI0atSIChUqMG/ePEaMGOFR4YYMGcLs2bOZPXu2R79r2rQpwcHBHv1GzahRo/j777+ZMmUKq1atIi4ujkGDBhEZGZkhbXx8PDt27KB8RAj+vlmvYoPG1k06h/qBazdqOzum+gRqSpekd5/OkprMxbMnCYuqgI9J7aKnfoHy1WsLCH3Rts5MNvVbTIOG9ZpksXH0UhzlixZyuy0BHAb1JzUWg8rF/F9WnXqLEjsGTXlpaalmSU3m0rkTRBQvg6/JL8t0Oo2PnX00PE321dhqz0fDk1FQb3mYZLFx+HIClYoE4u/rft3Z9erbMsE3RFO5Eu3ajjmror49b6aq7z+KNQH71d2cTqlNqpL1vC9f1FYNY9XQsgzA5Ke+zgqFatv/Q0PcH2tGJZ4ijp3YQ+qA0f36DTFr238CfNRvlI23PTVMSNBSwZl9Or1ngZK8PCb/KijxE+R+DHXq1Cm6dOnCSy+9REREBMuWLSM6OpquXbtmSJseP1UN0RNgdL/v623qx7bOpi22cPhoOzfZTOq1+akm9XN+cqqV4xevcl/xYphNWcdvWo9+X7u2Vps+Gq67xlRt1wadyvpPtMG+BAPVA6wEqFzeFI3juSgatpPdoC0edhhzp/LHGVuEB6jGFjoNLRANNm3bUq+hp4KWYwTQ1CQ6waHnH0sgNUyJBLppgezQeD9iDSismibZXEhTXjYNMRtAvOL+vGZNTeLq+aPEm+/Hrnd/rF+4pB4bpaZoa2lk9NF2pBcKUV/OwhpO3Xp7PH6JO/EvWg2Db0CW6cJMNzWVK8AWpymd/paWh/EJ2XkU6BlPYiiJn7zPozNy69at+eeff1ym9enTh8qVKzN8+HAMhsxPxoqikJqq9Xn1fwIDAxk1ahRjxoyhY8eOmn8XEhKSqwHV0aNHmTVrFoUKFSI6Oto5/fvvv6dr165Mnz4dH5+MJwp/XyOB5qxPIAYNzXgB9HYNzTUzmX+m8zRpC7wc+qxPUrfyMfnj6+c+ANNpqJQy6TVWNmmsiPGzql8sjA7tN3tq2xLAblCvSDIata1/i049nU3j4aulUiqdr8kPs1/W215rpZSvTv14N2vc/321Hicat6e/r4FAk/t1Z9dQwWhXrYxNY9VYKYVDfXvqFfV5pq+tVCWQZCXrgO5mqrYrsCVF202dn159//e1a1tngTpt5zOMgeAT4j6JWVvlp0ml0hnA57b+QjaN+2Z26dGj9yBS0mf/hbriDiso8RPkfgz1yiuvcPToUd5//31OnDgBwMKFC/nuu+944403aNmyZYbfBBh1BKncqGmJBnQa+x87NJ5yrCb1uRrN2ptQmE0m/P3cPAjS2AHIpPV6alU/n/tojBm01pcHGCDY6H45NDyTAcDhq36Osxu1ZWY3atzoGmmJLfQaugMaNK5Yg4Z7A81dMT3orhuodxBscFcppbH7noZjSe+nsYJLry2dxc2DulvZ9UHYDSFu0yQ7NHTltWl7qOejsVLWD/U4S0Mo6WTwDcBozvpcbzZrK3+AVVucdWtjAMWm7b4vJzyJoSR+8j6PKqWCgoKoXr26y7SAgADCwsKoXr06iYmJTJgwgU6dOlGsWDGuXr3K7NmzOXv2bKZPxLR4/vnnmTFjBl9//TUNGzbMVh45VaxYMYoVK8aFCxfo3bs3VatWxWKx8NVXXzFr1ix69+5NvXr1vFI2IYQQdyfpvnf3uFfjJ4D69euzYMECTpw4wZIlS9ixYwcAU6ZMwcfHJ9NKKSGEECInpPtewZKbHZcxGAwcPHiQL7/8ktjYWMLCwqhfvz4bN26kWrVq2crTx8eHd955h549e+ZmUT0SEBDA3LlzmTJlClOnTnWO7bBr1y5OnjxJjRo1vFY2IYQQdyeplLp33K3xE0D//v1Zs2YNLVu2pFu3bnTr1o29e/cyZcoUGjRo4NWyCSGEuDtJpVTBkuNKqd9++835f7PZzA8//JCj/E6ePJlh2hNPPMETTzyRo3xz6uGHH+bhhx92mda8eXO+//57GjRowPLlyylRokSG3504fZZ1f2zm8Q7tCSmUu+NcCSGEuHt5+ppieaVxwXKvxE9Go5GlS5e6TKtcuTLh4eG8/fbb+Pv7M2zYsEx/u2jFr5SMLMoD98vDPyGEENp5EkNJ/OR90oEyB55//nnatGnDnj17+O677zJ8rygKMz75nBET3uX1d6Z4oYRCCCEKKr1e5/FHiILAaDTy6aefAjB+/HiUTMZ+On3hMv3HziBmwAgOHL/73wwrhBAi90j8VLBIpVQOJCYmsnbtWiBtwNIBAwYQGhrK448/DkDX5wax+KflADgcWl+RKoQQQoBOr/f4I0RBsWHDBgDef/99du7cSZkyZXjwwQcB6D9uBtUfedaZVqf5PXRCCCGE5zGU8C7ZAjkQFhZG165dKVOmDF9//TVz5szBYrHQpEkTAOJupL1K86HW0bz5ygBvFlUIIUQBk9703JOPEAXFc889B8DevXt5+eWXOXnyJO3btwdg/7G0llGFCwUz4eVnqVy2pNfKKYQQouCR+KlgydWBzu9FY8aMISYmhgEDBtC+fXtmz57NV199BUBQQAC/fvc/alSp6OVSCiGEKGhkoHNxN6tatSpDhw7lvffeIygoiK+++oqwsDBSU1NRFIXendvx/hsvoZcn2EIIITwkA50XLFIplUNVq1bl+PHj3Lhxg8DAQNq3b8+lS5eoVasWH00bT/mSxXFk9WOjKS+LCoDBYdOUzteQ6vZ7u84KgFmfgp9KwKjHrjo/BwZN5bJr3GWNdvflB/C/eUE1jc0KoMOccBl/lSztpgDV/PR+YappABRf9ZOjBV9NeaU41Pczy7/7hVUxold8skznp0vRNE+9kuVe/18ah/p+AaBobNDp0LvfNxy6f7vQOuzoHO7Xr9XXnGvl8jNoW2dBBvVj01evnsaiT+QScF8xPYqPu+MqSFO54q6rH0sAdrt6F2WLRX2/AIhPcJ/OrFPABIkpeuxW99shLEBboGFX1M9BVofrsZHksGrKO7t0Ho5zIEGVKGjeffddxo4di8FgYOPGjbz44ou8++67jB74DJ2b1UOn15PVmcWO+nlaW2ShncGmfj43WRNU01htaedyP0s8Afqs89RpuJZ6JJOxu25nsCRrykp//bL7fBQfoAj6G7HosbjPzOyvaZ46P5V8AJ1ZPRYDcOhDVNPYNcTpzthCA4MlUT1NinoaAH1yvHoiDds7LTMNR0p6XlYL2NzEIr5+2map4frpn3xNU15ajksAP3/36yzRbuEiUL5oPGphoI8xRHV+V+O03bMkp2g7zrVszsRk9TjA6NARACRbfdDpsr6XKGLWFudajNq2uV333/pIsNz5KghPYiiJn7xPHj/lAr1eT2hoKKtXr2b9+vVMnz4dgGJFi7ikW73+d3bs2QukDYI+9O2JfL9sVZ6XVwghRP4n3ffEvSAgIACz2cybb75JrVq1AGjTuJ5LC6nY63F88cMKklPSKsn/2L6HZ96aQnxiklfKLIQQIn+T+KlgkUqpXLRu3ToiIiJo0KBBhu/+3rWHpwcOIabHM+zYs5dfVv3K/75byi9r1nmhpEIIIfK79KbnnnyEKIgSExP5+++/nQOd367/2+8xeOIH9Bs5heSUVDq88Do/rN2I1aatxa0QQoh7i8RPBYt038slFy9e5NNPP6Vz584uta3JKSn8sGwlXy75HoCi4WHE9HjG+f3oIQPzuqhCCCEKAD069B48vdPLG8pEATV27FhMJhN16tTh7Nmzzuk7Dxxhx77DrPlzGwDLN2wm8oHOAJS7L4rChbR1QxZCCHFv8SSGkvjJ+6RSKpd88MEHGAwGPvjgA+e0Q8eO80jPPlisaf2mK1cox7eff8xH8xYwZ/5XDOzzFGVLyRtlhBBCZCQDnYt7QXx8PO+//z5vvvkm5cqV4+zZs2lDHEyZxWffLnOm+3ziCEoWK0qbPq8CsObTad4qshBCiHxOBjovWKRSKpccOnSIuLg45s+fzzPPPAPAS8NHY7Fa6fbIw5QpWYJnenTls68W8/nCJZQrXZLXBj7n3UILIYTIt6RSStwLTp48icViYfny5XTunNYKasaX3zgrpEYO6E3NSmUpd19xnh4+HoAPRw4mPLSQ18oshBAif5NKqYJFKqVyyfvvv09qaipDhgwhNDSU0NBQSpcsQY9ODzGgTy98fIzs2L2X92Z/yvNPP8HLzz+Lv5/6m2OEEELcmzwdfFMG6hQFUfXq1fn88895+eWXmT59Oo8//jg/r9vEEx3a8EKPztSpUgGAx18eSVJKKt9/OJ42jeuBXdvbhIUQQtx7PImhJH7yPqmUyiUlSpRgyZIlBAYG8s477zB9+nTeHfsWUUXCnGnOX7oEwEt9exNeOBQUGaBTCCFE5vR6NL/OOD29EAWNTqejT58+HD9+nEWLFvH444/zQrdOPP9YO5d05y/F0qJBnbQKKSGEEMINT2IoiZ+8TyqlclFAQAA//fQTW7duBaBQUBA2m41de/dz/cZNalarAsDa3/+g5+OPeLGkQggh8jtpKSXuJcOGDcNisQDwxMNtALgUe41tew9SpWwpoiLCWbNpG4qiyL4uhBDCLWkpVbBIpVQu69y5M9HR0WzYsIGDF67TuXNnbLa0JuYVKqQ1QQ8pXpaIKnW5eHCnpjz1evUm6opOWxWvovGg87WnuP3eZk9NS6ekYlLc5+nQGVTnp8ehsVzJmtJpYfULUU1j09uBBGzmIKy+7pfDYfRVzc+hV18XoG2doWjKCotd/TC3OtLml2D1J1kfmGU6u8o6SBdsUN+eWteFTuuCorJ99Gn52A0mbEYf9zk5rKpz81FStRVL43UuVTGppkmxq+9jVkfashkMChiyXnf+ftrWv+JQLxeAyaR+DtJ6zVd7sJW+9RQl7ePOlQRt3aQtZvX1EeBrcfnb5tC2DoUQ6goVKsSIESPYsGEDPuXq8mTfvixb9t9A58WKFUPRGQi6vx16vZ6b21ep5qnYNR6jirYYBId6C3ejJVE1jcGaNj+jLRkfiyXrhBpjO63lN9jcx3YAODSuC78A99/b9ZAMmMygd3/NReWa7KR1fWhgsKlfw21GP9U0yr8X+VTfQIwm99dLvYb9x5Civv8AYM/F3hZaLs7psb5O77ZZic6qYR8DDKnqy6kzuDk2bi2aQdvtrN7h/n5K9+/28TckYza639fCg1T2f8Cg11Yus6+24MjuUI+HbRp2C51NgVTwMTow+GT9g+uWYE3lsmo8fgP0Cc7/a70fFfcOqZS6g77//ntnhRTAkSNHAGjbtq1zmqIo7Dt4GINBT4moYgQFZl0hIIQQ4t4hA52Le9WJEydcKqQALly4wHPPPYf+lhvia3E3OXXhEsEB/pQrWTyviymEECKfkoHOCxbpQXkHvfPOO6xcuZLevXsD8Pbbb7Ny5UpKlCgBwO9/bqXd40/S9rEnaNW5Ox9++oU3iyuEECIf0es8/whxN6hUqRL//PMPCxcuxN/fn1KlSjFz5kwmTZoEQFxcHG/NmEuVDk/Rotcg7n+sL8kpGluvCiGEuOtJ/FSwSKXUHeTv70/79u2ZMGECwcHBfPTRR0yfPp327dtTsWJFuvcdwN4DB53pH384xoulFUIIkZ+kP+Xz5JMbZs+eTZkyZTCbzdStW5eNGze6Tb9hwwbq1q2L2WymbNmyzJkzx+X7ffv28fjjj1O6dGl0Oh0zZ87MlfmKu1v16tXp2bMnAwYM4NSpU3z11Vf07t2bpk2bUqJECWYt/IGU1LTuPQ+3bIKfWVtXYyGEEHc/b8RPIDFUdkmlVB4oXrw4u3bt4tlnnyUoKIigoCBq1KgBgJ+fmTcGD+Twtt+pVKGcl0sqhBAiv/BGpdSSJUsYPHgwb731Fjt37qRZs2Y89NBDnD59OtP0J06cICYmhmbNmrFz507efPNNXn75Zb7//ntnmqSkJMqWLcvkyZOJjIzMlfmKe8eUKVNYtGgRVatWRa/XU7ZsWUJCQgBoen8NVs+bzsJpo71bSCGEEPmKNyqlJIbKPqmUyiNlypRh0KBBlCtXjqpVq7J582aiikWyYvECXnmhLwa9gUkzZ/HpgkXeLqoQQoh8QKfToffgk/72mF27drFjxw7n58KFC5rnOX36dPr27Uu/fv2oUqUKM2fO5L777uPjjz/ONP2cOXMoWbIkM2fOpEqVKvTr149nn32Wd99915mmfv36TJs2jR49emDKYiBgT+cr7h0Gg4EnnniCdu3aUb58eXQ6HefOnWNQr8dZNmcKDWtVZePfuxk4djqnzl/0dnGFEELkA57EULkRP4HEUDkhA53noe+//56pU6cSEhKCj48PvyycR6n70saXeuXNt1m2ai1Fw8N57umeXi6pEEIIb9PpPBzo/N+gKjo62mX622+/zZgxY1R/b7FY2L59O2+88YbL9Hbt2vHnn39m+pvNmzfTrl07l2nt27dn3rx5WK1WfHzU38qTnfmKe89LL71EXFwcRqORIUOG8HbPtP1uz6FjdB44ArvdQb0alenzmAyFIIQQ9zpPYqicxk8gMVROSaVUHvn1118ZPHgwAJcvX8ZgMHBw6wZ+WPZ/bNi0hWWr1gJgMqm/8l0IIcTdT6fT9qbuW9ND2vgEgbe8ybVYsWKafh8bG4vdbiciIsJlekREBBcvZt4C5eLFi5mmt9lsxMbGapp3duYr7i2tWrUiLi6ON954gwkTJgCw7sv3+XPnPj5a9AN2uwMAk6+2V5MLIYS4u3kSQ+U0fgKJoXJKKqXyyLx58wDQ6/WsWbOGWbNmsWbNGmw2mzNNWOFQ3n79VW8VUQghRD6i1+vQe9BSKj1t7dq1CQ4OzvZ8dbdFcYqiZJimlj6z6bk9X3FvOHv2LOvXrwfA19eXCRMm8Nlnn2UYK6NDdGM6tmzqjSIKIYTIZzyJoXIrfgKJobJLKqXyyKZNmwBwOBx06NCBqKgojEYjNpuNoMBAxgwfwqMPP4if2ezlkgohhMgPdLeMc6A1fU6Eh4djMBgyPFm7fPlyhidw6SIjIzNNbzQaCQsLu2PzFfeOW7sfjBs3Dr1eT5kyZZzT2japz6Qhz1Oh9H3eKJ4QQoh8yJMYKjcqbySGyhmplLqDbh7ZicOUtoqXfTYdu82Ooiis37yNdz6Yix4YPuBZenftRER4GGAHa2KGfPQ2i+q8dAZtTdZ9NR50Dp3B7fdWe1qZfOwp+NoUt2nt+rzfzaxGP9U0Dg3lsioWIAGbjz9Wk/t1bNerbwObhjRaOTS+p8DqcL8tAWyOtLxSbXr0hqzT63TaKk19dDb1ROrFSktm0JAXoKjs28n2ZACSTCEoZvf7h5Z1a0PbtnQo2raTTVFfIXqdQ3OaYLMNgynrc0dAKW0bwN/XqildmOmmetlQLz9AssP9fmZJTuDySShf5Ca+Zvfnn+sp/prmeSVevev09dvOs0mJdk15Z1f6AJyepM8JX19f6taty5o1a3j00Ued09esWUPnzp0z/U3jxo355ZdfXKatXr2aevXqaRoLIbvzFXe35N3rSN992kXCX/+bQUhQANduxPPWRwv49a/dNKpRiRF9utK6fq20G4qUhAz56Kzq8ROAotd2PtRyNlcc6ucF3b9xk8GWisHdcau574m264xOQ9nQa8vLYXR/znSQVnbFx4Ri0HbuV6Wo56NpGbXOTsv6/zeNgh6Hynaw+qjHpgZzgKayaVlOTeUHFB/165/dCljAHhCM3c2pXdEY8zt8Mh+w+U4ypbqPUyzWtP0rLOU8gYr75QgzqQ+ArffRFj+ZE65oSqflPGUNKKSaJiHVxs44qKA7TKCb+5I438zf9Ha7q9YQTenSzwkACbl0SnDHkxgqp/ETSAyVU1IplUeKRxQFYN6SHxkx5QMa31+TjyeOIiqiiJdLJoQQIj/S6TXfazrT59SQIUPo1asX9erVo3HjxsydO5fTp0/Tv39/AEaMGMG5c+dYsGABAP3792fWrFkMGTKE5557js2bNzNv3jy+/vprZ54Wi4X9+/c7/3/u3Dl27dpFYGAg5cuX1zRfce/yMRqpWrYkcfGJdBo8juPnLvLJWy/x5IPRBaprghBCiLzjSQyVG/ETSAyVE1IplUcURWHCrM+Y8dn/iGnZjM+mvp3lax2FEEKIvO6+B9C9e3euXr3KuHHjuHDhAtWrV2fFihWUKlUKgAsXLriM5VOmTBlWrFjBq6++ykcffURUVBQffPABjz/+uDPN+fPnqVOnjvPvd999l3fffZfo6Gh+++03TfMV97Zdh47Tb9z7HDp1jrVzJtCweiV0ivtWkkIIIe5ded19DySGygmplMoDVquNg8dOMOOz/wEw7IWnMfnKW/aEEEJkLbsDnefUiy++yIsvvpjpd/Pnz88wLTo6mh07dmSZX+nSpZ0Dd2Z3vuLedeX6Dd7/eikHT56lYqniNKxeydtFEkIIkc9lZ6Dz3CAxVPbkqLHapEmT0Ol0DB48GACr1crw4cOpUaMGAQEBREVF8fTTT3P+/HmX3x06dIimTZtSokQJxo0b5/Jd6dKl0el0bNmyxWX64MGDadGiRU6K6xUOh4P2vfrTontfIK0ZelCAtv7iQggh7l3przP25CMKBomftFn62xbKderHt2v+AKD5/dW9XCIhhBAFgcRPBUu2K6W2bdvG3LlzqVmzpnNaUlISO3bsYNSoUezYsYMffviBw4cP06lTJ5ffDhw4kF69erF06VJ++eUX55vp0pnNZoYPH57douUrl69eY/eBw7zarxfLv5jFwfVLKVuyhLeLJYQQIp/T6XUef0T+J/GTdmv/2kVE4RD+b9Y4tv5vBjOGPuftIgkhhCgAJH4qWLJVKZWQkMCTTz7Jp59+SmhoqHN6oUKFWLNmDd26daNSpUo0atSIDz/8kO3bt7v0n4yLi6NOnTrUrFmTqKgobty44ZL/Cy+8wJYtW1ixYkU2Fyv/CAkOAqBcqRI0ur+m828hhBDCHb3O84/I3yR+8kzhoEB8fYw0q1ONamVLysDmQgghNJH4qWDJVqXUwIED6dChA23atFFNe+PGDXQ6HSEhIc5p48aNo23btvj7+6PX62nfvr3Lb0qXLk3//v0ZMWIEDkcevDPyDjKbTIQWCubilaveLooQQogCJH2QTk8+In+T+MkzkeGFuRB7TdN4GkIIIUQ6iZ8KFo8HOl+8eDE7duxg27ZtqmlTUlJ444036NmzJ8HBwc7pMTExXLlyhZs3b1KkSJFMfzty5Ei++OILFi5cSK9evTwqY1xcnFeDsfj4eACSLHYA7q9diySrg4RUm2tCrW8EsNtV0ygaq3jtNm31kIrO/TyTLda0f1Otqnk5VPK6E3Sob3+Dw6aaJn05kyzqaR169aDZrtO2X1oN6mlSFW3b3GZRn6fdkgiAYk1wu+ZsGvZFgFR7knoifaqmvAxom6eicjylpqQAkJKqPl8H6uvWjo+mcjk0bieron46tjrU52lLTVv3DkuC+3LZtZ0LbBqOE4BUR6JqGi3HJYBFZZ7Wf5cx/V93HBrOUQB6m/q61Tlcj3Gd9aamvLNLpwe9B4+OcuuVxuLOKAjxE3g3hkqPnxL/PQUUL1GCEveV5GxcMoUC/V3Sajmz6uzazr+KQ2M6DXVjioZYIH35Em25VNmmMbbAoT4/vdaQzeZ+nSX+u+7T/s2dk5OW7aTxkotdQ2xq0VlU0/wXD6untdrUr0dWq7Z9wqBh31Y0HSWgZY7/7bMqeWnY/wEUxQvnGJXVkWhNK1P6/Zs7Nr369tYr2uIni8ZtjoZ1a9OrzzN9+dTubZIVDbE8YLVpuGkBdPr/9n9LsvsYNTd4EkNJ/OR9HlVKnTlzhldeeYXVq1djNpvdprVarfTo0QOHw8Hs2bMzfG8ymbIMqACKFCnCsGHDGD16NN27d/ekmGzatAl/f3/1hHfYodi0m7RBrw4FYOf5O3sD4w3HL94bLcCOXorzdhHyhO3qHrffa7u9hzt/qcm+s2fPersIeSL1yj+5ko/WbemNbR534VCu5eWXjd/YkrQFbNmlw7OndzqNNyAi7xWU+AnyRwy1LyHtJse/fB2mT6/DIRsQl52c8vdLpvfH5cfWbFrXmbZ0/6Rk5+yaF1JyKU2akxcuZ78o2eKd9Zp+bOaceqWOtxy6kl+jWC01xjfUk/zr6GW1tHfuHi/pDsdP4FkMJfGT93l0td6+fTuXL1+mbt26zml2u53ff/+dWbNmkZqaisFgwGq10q1bN06cOMG6detcnvJ5YsiQIcyePTvToMydpk2bZnueuSE+Pp4dO3ZQKTwAf18DU+Z8welzF/nonRHONAPemsCh4yfZ8NVHuTJPu9GkLZ1eW+sOneL+xJdksXHkcjyVwv3w93F/gXIY1OdpMWoLgG0ay6+FltNPSmoqp89doHSxoviZfHM8T7XWPM50WlrqaFwX12whqmlsqUncvHgA3/Aa6H0Ds0zno/ERqp9RvfrKpLWllMaWdkbcP/FJSU3l7NmzlChRHLNJ7XjR0lJKW2Dm0Jgu1aFl/1J/SmZNTeLq+aOERZXHx5T1caUo2h4LGTVuc5MuWT0vjU8Ni91Xyu336efYqBIlMZnc3+Br3U7Jdvf5ANgcrnn5JsRryju7dHrPnt7Jk778q6DET+DdGCr92K4WaCfACJeuXufx1yYyfUg/GlSvBMD5K9foNnwSY/t2pW2DWu4z1NgaQ/FVP/4BFJ36+USnoTVMol3H3iQfapgSCdRnXUbFoC1Mdxi1xSeKXkP5tXaVVFm3iba0CowafikEGFTy1DpPDTGU5tZBRvUYyhpQWDVNksXOoSsJlI8Mxc/XfZ4Gh3pFjNGi7WZdb1G/5mrpaaFV+j5bPcBKgJvdSNHYNEXTvq3heAOwG7Udvwar+xbdiTaF/TfIvX1W4/lH83bS0oLVqL5eExx6/kkNoGohCDBmfbzYzNquAzaDtntQ5ZYgJT5BvXV9TnkSQ0n85H0eVUq1bt2af/5xffrep08fKleuzPDhw10CqiNHjrB+/XrCwsKyXbjAwEBGjRrFmDFj6Nixo+bfhYSEeLVSKp2/r4FAkxGzAXbt2UOAr4E9Bw+z4PtlrFjzKwBBvrlzFNh8tG1Ku4YKIgCdQ1u5/H0MBJncz1vLPFN9tZ3QrHpt6bTQaWqwnMbP5Iu/X87nrWg862kJqmx6bUGoj1X74Pp630AMpkJZfm80aKtU8PVRr3Ay67Xts0adtnkaNbbjMptM+Pu5f8KoqVJQ4+lTa6WI4lAPqjzZZ31M/pj8sq5gdGislPLR0BQcwE/DzYKPou3J6K1j6LhjMpnx83NfoW3Tup1s6hXjutsqpXxyq+uNuOsVlPgJ8kcMFWCEYB8whwVy/PhxLpw/BxXvY9XmHfR5ewYAYSY9wQaVmzStlVIao2Etp01PztOBeofbZVDUboz/paFnd1p+GoZ60F4ppS1ZgEEhWPUGX2OLMQ0xlNbue4qGdZaqEt/eys/XhwCz+7jMaFdfaT4auzpq2TV0uty/RgUYINiYdb6KxoZUikFDBaPWoUlUHo6nM2qqsFRyb5/VWiml0hDgPxrSGbTfVwYYdQT7ZL1OLBr3f6vWSvFbjl+HLf+2lBPe4VGlVFBQENWrV3eZFhAQQFhYGNWrV8dms9GlSxd27NjBsmXLsNvtXLx4EYDChQvj6+t5S5Pnn3+eGTNm8PXXX9OwYUOPf58fRISHcfbCJfoMG80vazc4py/7ZJoXSyWEECI/0+t06D3ovudJWpG3JH7KHl8fHwoXCmLu9ysZ/v4X3ExMa0VS/r5iRNep6uXSCSGEyK88iaEkfvK+XG2sdvbsWX7++WfOnj1L7dq1KVasmPPz559/ZitPHx8f3nnnHVJStPfrzm/M/waT6RVSEeGFWfW/OTSrp9LsXAghxD1Lp/P8IwomiZ+y5mfyZeehY84Kqecee5BtX82UtyUJIYTIksRPBUuOR4D87bffnP8vXbp0jl/be/LkyQzTnnjiCZ544okc5etNjzzYilfGTgVgwFPdGP7iswQF+IOtYAeKQggh7hxPAyUJqgoWiZ+0ef6xB3l7zkIq3BfF+6+/QPP7/21xZtf66g0hhBD3Gk9iKImfvC9/v5bkLrHxrx0AfP/JdFo0qufl0gghhCgI9Hodeo1jaqSnF+Ju88O6P2l+f3V+fG8kJpWBpIUQQgjwLIaS+Mn7pFIqD5SIjAD+68YnhBBCqJGWUkLAfRHhJCSnSIWUEEIIzaSlVMEilVJ5IPZ6HADhhUO9WxAhhBAFhl6X9vEkvRB3m9i4m9wXWcTbxRBCCFGAeBJDSfzkfVIplQeOnz6LwWCgzH1R3i6KEEKIAkKn16HzIFLyJK0QBcXRMxdo3aC2t4shhBCiAPEkhpL4yfukUuoOUvR6FL0BX5MJh8PB+dhrlCgWCYDFauXvQ6f5YskPlCoexbABz+ZJmQy2VE3pfFJuuv3eYk0bkNU34RqmFPeDsyo+6t0WdUHaBnh1mAya0lkMZtU0iqJ+ArLpbABYDb5YVfLUK3bV/LSkye28jDqHahrHv2nMRhs+PpYs02lZZwA61Lengra8tKZzqLxM1PFvPjrFgU5RWSc69ReT6nXa1r/qvP7lp+FdqA5FPZHj333WoFMwuNn27r5zSYe25bRruJzYdLnb/caADSPuBzsOsN3QlFchrqqmcRhc13+8IUFT3tkl3ffEvUrRG1D+vUkw+fpw9so1FP1/55gLV67yx859LFqxjrEvPk3NimUzzUfr+ReN6XQW9RfU6BPi1NMoRqAI3LgOStZxmdY3DBpCwjSlc/gHqacxahxqQuV6pOjT4gAFHWqhg86Re9tJp+H6DYDNpppEb8s6HnLOz552jTTaUvCxus9Ty/6oc2i75mqi9aLgyUsWFMVtep3WvLQsp8a8DCRpSqe2btPCIl1a2VRiJJ2G/QebxpcxGLTd2ygmP/U0vur3Pw4bkAzo/jvPZsZoSdRULrV7xv8K99/2tCdo22Y5Id33ChaplMoDndu1YuKHn9Jz4Ov4+ZnYvmd/hjRD+/eR1xsLIYRwku57QsCAbh0ZPXsB128msHLTNiy33fg/36VDlpVSQggh7k3Sfa9gkUqpPBAUGMBXH0ymXc/nXKb7+/kxYtDzPNvjMamQEkII4UJaSgkBL3bvyI2ERKbN/9ZlettG9/POwN5UK1/aOwUTQgiRb0lLqYJFKqXyyP01qjLylReY8MFczmz7FbPJpLlbkhBCiHuPTg96jT1R0tMLcbfxMRoZ9fyTvL/wR17u+Qhv9+/l7SIJIYTI5zyJoSR+8j7ZBHmobs1qKIrCPweOeLsoQggh8rn0p3yefIS4G+l0OupXq8TOg0e9XRQhhBAFgMRPBYtUSuWh2tUqYzQa2LE345hSQgghxK10Op3HHyHuVg1rVGbXoeNYtQwwLIQQ4p4m8VPBIpVSeSgoIIDGdWvz2+Zt3i6KEEKIfE7PfwN1avp4u8BC3EHtmtTlatxN/jlywttFEUIIkc95FEN5u7BCtkFei2nZjHWbtnLxSqy3iyKEECIfk+57QvynfrWKRISFsnD5Om8XRQghRD4n8VPBIpVSeeyRB9tgt9vZtG2nt4sihBAiH5NKKSH+4+vjQ8foRqzbtsvbRRFCCJHPSfxUsEilVB4rEhZKyeLF2LXvoLeLIoQQIh/T6z3/CHE3q1e1IkdPnyc+McnbRRFCCJGPSfxUsBi9XYC7WaFytQgJCckwvVXb9vyydi2vjp6sKZ9A63X1NAkXNeVlSIzTlE6fkuj2e6PDAISiv34ZPRb3mfkFqM7P1+irqVwWo7+mdFa9STWNXcPu78CgaX4AOsWhOa3qfHXq87XozJryMhlUtg+APm3gWJPeiq+b9DqdommeRp1dNY0ObXnlNofeiF3vftvrNWxLH3uqpvkZFG2D8iqoP6ax6bUcJ8kA+OpSMbvZj2waT/8ORduV2qZoOZ605bXv6AW336ckp52f7Bix4eM2rWJUP/+k56XGoriu/wSdtvNWdnn69E6e9Im7hX+NaAIziZ/aFq2ObsIHrDiZSMfG5VXz8UvSNlSCzzX35xyn+DjVJI6EePU0Bj8IKoItNharJSHLdDqTtnOM0aAxnPfVEDcY3J9T06nFPGnhgg4dCjrF/fVe7ft0ipaTnMZ3uytG9XVmsCarp7Glld1oScJH7TquYTl1DvX4KS2hhuXU52KclZ6VTofbxXRoi4V1dvXl1Nu0xVm5tf/o7XogUFteGvYfTccboLNbtc1Tr35v4NBwP+VQFEBB0etR3NTGKBruRQDsGpfTZvwvXari/j4zN3gSQ0n85H1SKeUFiqIQGKjtpCeEEOLelD4Apyfphbib6fV6iaGEEEKo8iSGkvjJ+6SxmhccO3aMunXrersYQgghhBAFxrFjxwAkhhJCCCHuItJSyguCgoKIjZW37wkhhMiadN8TwlVQUBAAsbGxBAdLCCuEECJz0n2vYJGWUl7QoUMHVq9ezdYtm71dFCGEEPmUvH1PCFe1atWiePHivPnmm94uihBCiHxM4qeCRSqlvGDAgAHUqlWLkW+NwJKqbRA/IYQQ95b08RA8+QhxNzOZTMyaNYv169fzzdLl3i6OEEKIfErip4JFKqW8QK/XM3r0aE6dOsnxE8e9XRwhhBD5kLSUEiKjTp06UatWLf5v3W/eLooQQoh8SuKngkUqpbykYsWKAFy4oPE1xEIIIe4pOp3i8UeIu51er6dChQqcv3DJ20URQgiRT0n8VLBIpZSXVK1aleLFi7N2zWpvF0UIIUQ+pPOw6bk86RP3ipiYGHbtO8ClK/LSGCGEEBl5EkNJ/OR98uoSL9HpdISHF2Xnju3Y7A4MBkOWaU3WBNX8jAnXtc03KV5TOuXqZfff680QGIqSkoziSHE/TzfLlk5vdZ9HOqPDkmvp9Dq7ahqbkjbml489FV+V5Ea7+jxtBl/VNAA2vXo6Hdpq9fU4NOSVlsZHb8NXb81RXloZNKx/0L6cDtzvZ+nfKwooivurj05RX06jI+v1dCuDxnSKLneeERgdtrT5YseALct0Do3PJLSmS3Wo77MOJXeW0fLvOo23BZFiDXKb1qjPeh3cSstTMqvdx+XvRLu2vLPLW2/fmz17NtOmTePChQtUq1aNmTNn0qxZsyzTb9iwgSFDhrBv3z6ioqJ4/fXX6d+/v0ua77//nlGjRnHs2DHKlSvHhAkTePTRR53fjxkzhrFjx7r8JiIigosXL+bOQom7SrFixQDYuXc/7VtFZ5nOkJqoLcP4OE3JHAnqMVTqefV91mIOgqCK2JJSsKUkZZnOoGh8em/Tdp3R2zTEUHr1mA1Iu5i6obPpAF90dpszxsiSxvLja1Yvltbya6AlFnCuB4cNnT3nsYXD4KOaJi2hehLFmDvbEsDh+DeN2gA8do2xnU19TF2dxry0lB/U70d0/+aj6I0oBvd5Kj7qMY+i13abrXWfVQzq+dl8/NXT6G3ATVL8CmMwZ70cmvZ/wKHTVn6rweT8f7LvnW8X462370kMlT3SUsqLXn/jTY4ePcL6db96uyhCCCHyGW+MKbVkyRIGDx7MW2+9xc6dO2nWrBkPPfQQp0+fzjT9iRMniImJoVmzZuzcuZM333yTl19+me+//96ZZvPmzXTv3p1evXqxe/duevXqRbdu3di6datLXtWqVePChQvOzz///JPzBRJ3pfbt29OsUQOmzfrE20URQgiRD3ljTCmJobJPKqW8qF79BlSrXoPP583FrvVpgBBCiHuCXqd4/AHYtWsXO3bscH48Gbtw+vTp9O3bl379+lGlShVmzpzJfffdx8cff5xp+jlz5lCyZElmzpxJlSpV6NevH88++yzvvvuuM83MmTNp27YtI0aMoHLlyowYMYLWrVszc+ZMl7yMRiORkZHOT5EiRTxfaeKeoNPpeO7pJ9h78DAb/tzi7eIIIYTIZ/I6fgKJoXJCKqW8bPgbb7Fj+980qFuLd6dO9nZxhBBC5BPZbSkVHR1N3bp1nZ9PPtHWmsRisbB9+3batWvnMr1du3b8+eefmf5m8+bNGdK3b9+ev//+G6vV6jbN7XkeOXKEqKgoypQpQ48ePTh+XN5OK7LWpnlTmjVqwBPPv0zLR3pw8MgxbxdJCCFEPpGX8RNIDJVTMqaUlzVs1Jgp06bz+rBXOX5cAiohhBBpsjum1IYNGwgMDHROTx9/R01sbCx2u52IiAiX6e7GJbh48WKm6W02G7GxsRQrVizLNLfm2bBhQxYsWEDFihW5dOkS48ePp0mTJuzbt4+wsDBN5Rf3Fr1ez6czJlO5cSsOHD5KUnKyt4skhBAin8jOmFLZjZ9AYqicylFLqUmTJqHT6Rg8eLBz2g8//ED79u0JDw9Hp9Oxa9euDL87dOgQTZs2pUSJEowbN87lu9KlS6PT6diyxbU59uDBg2nRokVOiptvlSpVGoBXXh3q3YIIIYTIN/R49va99At67dq1uf/++50fT4IqSOsadStFUTJMU0t/+3S1PB966CEef/xxatSoQZs2bVi+fDkAX375pUdlLygkfsodIYWCaflAYzq0bcn9Nat7uzhCCCHyCY9iqH9/k9P4CSSGyq5sV0pt27aNuXPnUrNmTZfpiYmJNG3alMmTs+6KNnDgQHr16sXSpUv55Zdf2LRpk8v3ZrOZ4cOHZ7doBU5AQFqN7I24OO8WRAghRL6hQ/H4kxPh4eEYDIYMT/QuX76c4SldusjIyEzTG41G59O5rNJklSdAQEAANWrU4MiRI9lZlHxN4qfcFeDvz/UbN71dDCGEEPlIXsZPIDFUTmWrUiohIYEnn3ySTz/9lNDQUJfvevXqxejRo2nTpk2Wv4+Li6NOnTrUrFmTqKgobty44fL9Cy+8wJYtW1ixYkV2ilfglC5TBh8fHw4fOujtogghhMgn8vrte76+vtStW5c1a9a4TF+zZg1NmjTJ9DeNGzfOkH716tXUq1cPHx8ft2myyhMgNTWVAwcOZOspZX4m8VPuq1KxPAcPH3U+XRZCCCHy+u17EkPlTLYqpQYOHEiHDh3cBk7ujBs3jrZt2+Lv749er6d9+/Yu35cuXZr+/fszYsQIHA5HtuZRkPj4+FCmTFmOHTvq7aIIIYTIJzzquvfvJ6eGDBnCZ599xueff86BAwd49dVXOX36NP379wdgxIgRPP300870/fv359SpUwwZMoQDBw7w+eefM2/ePIYNG+ZM88orr7B69WqmTJnCwYMHmTJlCmvXrnXpujZs2DA2bNjAiRMn2Lp1K126dOHmzZv07t075wuVj0j8lPsqlS/LtbgbXL0e5+2iCCGEyCfyOn4CiaFywuOBzhcvXsyOHTvYtm1btmcaExPDlStXuHnzZpavKxw5ciRffPEFCxcupFevXh7lHxcX59VgLD4+3uXfrCQnJzn/X65cWQIC/F2mpUtItanO02rXdjTpFG2bXNGb3X6fqDe5/Ot2nviqprFbNRWLlBRtCVNtKappHDr1OtmU1FQAklMtqmmNDvWy2fTanuTa9er7r1WnbR+3KurlsqQmu/ybFR25d1wZNJafXGhSC5CamuLyrzsGRcMx51DfJwAMDvW8ABQN+6NdwzpL31fT992s2NBWLpti0JROy/pwkDtXfWtq2nnSlprxfJlhnjq7pjx1OvX9zOZwPX/aUhI05Z1dOp2iqVy3ps+p7t27c/XqVcaNG8eFCxeoXr06K1asoFSpUgBcuHCB06dPO9OXKVOGFStW8Oqrr/LRRx8RFRXFBx98wOOPP+5M06RJExYvXszIkSMZNWoU5cqVY8mSJTRs2NCZ5uzZszzxxBPExsZSpEgRGjVqxJYtW5zzvRsUhPgJvBtDaY2fABJT0s45gcGFKFu2LPFJKfj5u56HNJzKAdBriFMAHAY/1TQWc5BqmiTfgLR/TQFu0xl81WMsAB+dtnTY1a8zDpvG87TK6Sbx37g0waHh+bdD23VG0VB+RdFWfi0N6xSHeqJEm/Lvv6C2UrScorXMEwAt6bRecjWsjESb679Z0no/omFbag8TtV773M8zfV9N1LAMWuaoaIz50ZhOsauvELuGmDPJkhYXJae6vz/QKdo2gJb7KXC9B0pOVo/Fc8qTGCo34ieQGConPKqUOnPmjLO2zmx2X2mhxmQyZRlQARQpUoRhw4YxevRounfv7lHemzZtwt/fP0flyw07duzQnPaFF14A4OSxQxm+O6kpB/VAyaN0gdpG6v/Hv6TG+aqI05ouNnfm56GTF654Zb557fK5u/8NkOfOnvV2EfLE2XtgOeMuHvDq/JOS1CvFciK7b9/LqRdffJEXX3wx0+/mz5+fYVp0dLTq9a5Lly506dIly+8XL17sURkLmoISP0H+iKE8iZ/MhSOZPn06l5LsXDp9+bZvNYa5xhLa0qnXN0FQRW15AYfuq6U5ba7Q8oLCXH6J4T+p7ivePKLtWVAu0n6jul/TsGZaTtLaHqRok/tdWvcm5NaL27VVBHvD3mSNlby5Rus215JO+0Fy7OJVzWlz252OnyB7b9/LDRJDZY9HZ5bt27dz+fJl6tat65xmt9v5/fffmTVrFqmpqRgM2p52aDFkyBBmz57N7NmzPfpd06ZNCQ4OzrVyeCo+Pp4dO3Zw//33ExSUdQRz+VRad70jR4/x8utvMm3CGKpXqZIhXXCsekWBPiFOW+FMGiulbO5PagmKkX8codTQXSdQp1Irr+FJny2wsKZipfqFaEpnMWqtpHMvJdXCyfOXKB8Zip+vj/vEGp7U2A0qefzLouFpbLKi7abB6lA/zK2pSVy/cIjwqPL4utlH9BofW2lvBaVO++CD7tOlpqZw4ewpokqUxGRyf1OopUWYj8aWUlrTaXkiZdOrB3HJqRZOXrhMiRLFMZuyPvZsaNsXHRp7eSfZ1ffZBIu2QC/ZorLP2hLQxe0kJbAOisH9XWKQn7ZgLyrgmmqaMiWKOv9/8+ZN+vbtqynv7NKjoPfgpsKTtCJvFZT4CbwbQ2mNnwDiD20H4I1pH2KxWJj+VsY3GJsuahsWwRF3XVM6nY/6OVixuG+lCpBoMLM3uCxVrx8hwJZ1LZDeR9t5Wh8Sqp4IUPwD1dMYNd6QO9yfWxPtOvYmm6jhE0+ghtbfmmbpo142RUMazXlpaAGSZHVw4JqFqiFGAnzc39kqGu58dRpb/ehU4nSt80vLTD1dou3/2bvv8CiKN4Dj371L7/TQQ0dApEkV6fWHdKki2AAbAiKIFClSRaQJKCCCSFFRAaUjRWlSlQ7SW+ghpOfu9vdHSDRC7ubCJZuE9/M890Du5mbf3dvbfW92dkbn6F0o62fF184pWrOqnXNNFsffE+UeUKrlTI57Sh2K9eVJr2h8zfbrVNp/FL9Lqr9tot0df38jdcct53Gx0dy88jd+ecrg5pFyo7Gfu1oLdY64y0rlgor9M7lHejSiOJNDSf5kPKcapRo0aMChQ4eSPffSSy9RunRpBg0a5NKECsDPz49hw4YxYsQInnvuOeX3BQUFGdoolcjf35+goKAUX4+8nnCw2vrb79y4fp1KT5ZNGtTs3wLcHH9RTCje/6bwoxYARw1N9/lpFgI0B8s2KTSKeKidON291BK0GPdHuxL9X94e7vh62d92KomExay2/c0KjWo2Xe3qo2ZT22YAHp7eeHqnfNIzK94KpVpOhWqjlGo5T08vvL3tN+ipNEp5qNySAHgobgqVRql4s/rVOy9PT3y8U96P4hWvUlpRO65bLI73R7Om2liseJux2R+bW5DdMiYPtWOZl7fjBDnxeH779m1at27N+fPnlepOLaN6SgnXyyz5E2SMHMpR/gSAp5mY2Dh++mUdg3p3x9/zwW3opZgb2axqP740s+PjtG5Vvy3F1xJNgCXlHgMmxZzNhOMfqwC6SvwKOSegdvsY4GeyEWByTU5gU4hNV0x5rB4KtwJq6t9LX3cNfwd1urJRSmUMHFc2St2vEV83CLCzjVVvgzKp3BqmehuxaqOU4sfpa9YJcPBdUUmtbQ4aKROp/rbRPBznUBZd7VgA4Obhi5tXysd6T4XvCICfphZ/4jF9/vz5vP7660rveRRG9ZQSqePUQOf+/v6UK1cu2cPX15ccOXJQrlw5ICFZP3jwIEePHgXgxIkTHDx48IGpDFX17NmTwMBAlixZkqr3ZwZbftvOMzWrPbRBSgghRMZx6tQp6tSpw4ULF1i1apXR4YhMQvKntLHrwCGiYmJoULOq0aEIIYSww2azMW7cOF555RVeeuklo8MRGUyqZt+zZ+XKlVSsWJH//e9/AHTq1ImKFSsye/bsVNXn7u7O6NGjiYlJ+wHRjBB2N5x9B/+kbu1aRocihBDCjp9++okqVaoQFxfHtm3bkhoT0sz9QTpVH0qj6IoMS/In523a8Qd5c+WkTPEiRocihBAiBXfD79GmTRs++OADhgwZwuTJk9N+oZI/ZSqPPFrdli1bkv3do0cPevToker6zp0798BznTt3pnPnzqmuMyP7fecubDYbv6zdwLnzFxnyXj+jQxJCCPEvFouFaZMnMveLmbRt25b58+cTEBBAeLjSyLap5uw0xa6a0likD8mfHt3GHX+QJ2d2KrV8gV/mTSFf7pQHgBdCCJH+jpz4mx79BhN2L5JVq1bRokWLNM+fwLkcSvIn47m8p5RwzuZt2wHYtn0ns+bONzgaIYQQ/2a1Wnmz10vMn/c5H3/8Md9//326jbejoTv9EOJxcSn0OsdPn+PgsZOcu3SFn9ZvMTokIYQQ/7Jt116avfAafr4+7Nu3jxYtWqTbsiV/ylykUcpAuq6zbPmPSX8P7PuWgdEIIYT4r++WfsNvWzfTtn1HpkyZwmeffYZNdfDVR5Q4SKczDyEeF7/u2JPs7y4tmxoUiRBCiP+KjYvj7aEfUSBvMGVLlqB169acOXMm3ZYv+VPmIo1SBjpx6p+piqs9XZm3e7/G36fPMmLsRHb+sdfAyIQQQgD4BwTg6+vHd8sWc/nyZd5++226du1KfLzijKePwJnxpJLGRRDiMbHsl/VJ//95zqd4eniwdNU6Rk2fQ2S02mx6Qggh0obNplMof15OnT3PspWrOXToEBUrVmT79u3psnzJnzKXRx5TSqTelt/++VLu3rOPgqWfSvr73r0IalStAoBmdd2PH5uv2m0nFm/75eLjbHAthtjcRYh5yDTMyZZpdrybWcxeSnHFu3kqlbNqrtm1rfenA443exLnZj9GTWF6W6tJbYbFaN3HcRmL2jaLsylsf2tswr+6GyY95fKqB203LA7LeOkpT4P9byZdbSrpeJP9fSMxJjNWzA7iK1qsmMPlnfv7pFJcNsUppTUUpopW6l6cUMbdGouHnU1n1tSOK7Emx/siqMUWb1W7DnIv2v42M1kSJkCPjdew2uxvN81PbZ/V9YfX07xFG+rUbcTWLZuIi7pD9uzZ6dOnDwcPHqR+/fpKdaeWCR2TE13KnSkrRGYWHx/Pjv1/Jf3d4rXk43F2a9uCkAI+YHFt47Hm7ziH0nLndVjGZDNDLLgVDMHNlPKBWndTyxlsZsXZm82Oz0eqdTnKeRIPqTYPb2xuDo5NCvkTAArbw+Lpp1RVvIevwzK6yfH2iiceiMHi5onF3X6+5RYb4bA+tyi1sXa0WMc5lO6hlidavf0dF9ITPkMN3e6Y0JpNLWczhNVBbPd3Qy0uFs1kP080K6ynTfE3i8XkoVQuEsefU1ic4/3aEp8Qe6zNDYs15X02u6b2Wab0PfHy8WHl119w6NhJNm/fRenKNZg7dy5169ZNmtAjLTmTQ0n+ZDxplDLQhs1bAXih4/MsWvZd0vPDBr3Lq91fMCosIYQQ/+Lr50fzFq0oUzwfAFWrVmXo0KHMnDkzTZfrbJdy6X4uHhe7d+9O+n/j2tVZ/9suACqWKcXssUMIKZDPqNCEEEL8y5NPlOTJJ0qSq0xV2rdvz8SJExk+fHiaL9eZHEryJ+PJ7XsGiYiIYPeefQDY/nWF6MT+XfR6uTtmhatZQggh0l/u3Llp2LBhmi9Hbt8T4uFWrlwJQL48ubhz9x4A/V95gU2LP6dESCEjQxNCCGFHgwYNeOqppxwXfESSP2Uu0ihlkBUrViT9f/G3ywF4vk1LfH3VbpURQgiRfnRdZ/HixYSEhFCwYEHeffddOnbsmKbLlNn3hHi4jz/+GIAr126w568juLmZad887RuKhRBCOO/ajVt06NCBgIAAatWqxfnz59N8mZI/ZS5y+55Bxo0bl+zvsR8O4YVOzxsUjRBCiEQ3rl9jzx+72LN7B38e3M+J40eTXmvfvj2ffvopNWrUwMfHh2XLlqVZHCYt4eFMeSGyusjIyGR/FytUgJVzp5A3d06DIhJCCAEQH2/hz6PH2PHHfnbsPcDp8xc4f/EykNDLfNy4cTz77LMUKVKEnDnT9pjtTA4l+ZPxpFHKIOHhCQMZjh42mE7t2+DtpTYYoRBCiLQRduc2oz4czLo1PwNQtGhxihQrntQoNXDgQCZMmJBUPvE4nlacvXonV/rE42Dv3n9mJz73+y/4envJkAdCCGGwFWs3MnT8p1y7cRNfHx+qViyf1CAFsGfPHgoVSri9Oq3zJ3Auh5L8yXjSKGWA2NhYbt++Td83e/HSC52NDkcIIR57kZGRvPRiB04eP/bPk5rGpg1rAShbrvwDPVzTmrPjHMiYCOJxsH37djw8PDi7bRXeXmqzWwkhhEg7365czVuDRyb9HR8fz5ETp5L+Xrvky6QGqfTiTA4l+ZPxZEwpAyxfvpzIyEha/6+50aEIIYQA5n3xGefPnmXIh2OSnjtzOiGhqvJ0db76ZjkmU/qeMmVMKSGSs9lsfPXVV7Rt21YapIQQIgO4HXaXwWMm0aFlc4oUKgBAXHw812/eAmDJ7E+pVL5suscl+VPmIj2lDPDll19Sr149ihcrYnQoQgjx2Lt9M5SF87/ghe6v0OWFHgQFZWPXjt8oWDiEZ+vUp1TpMobEJT2lhEhux44dnDp1irlz54L8iBBCCMNNnfMVNpvOhwPeRtM0Js2ci7u7O1WeKkeD2jXxM2gSL+kplblIo1Q6s1gs7Ny5k5EjRzouLIQQIs0tmTMWd3cPXun5BgDNW7SieYtWBkcFGs51Z5ZxOkVW9/vvv+Pv70+tWrUIP/y70eEIIcRj7eqVK3y5+Hv6vNadXDmyAzB+6HsGR5XAmRxK8ifjSaNUOjt06BBRUVFUr14di8lD6T2RuYs7LOMRqDZgnNVNbUD1CJ9cdl+Pio4BLhLmG0yst/0WcD2D3iWqKxyC4jUbAHEmT8wmb7tlTdgc1mfBXS023XFsJs3x8gA8zfEOy2hmCwBumgV3zZJiOR9TZIqv/Zt3fITDMl5xivusSW2b4eDrFG+LU6tHkUVTi8tNU1uubnJ8ONZ0lc88Yd9xs8bhnvJHiYcepRRXnOIkDCrfJ9UrUe5u9stpesLrQb42NA+r3bJNK9jfMTZt2sTaH+YxZswYalQ2pkdUSqSnlBDJ7dy5k6pVq2I2m7GZHR+DLfmLKdXrFnBbqZzu7viWwbgA+/kTQFycFa7FEJMtH+6eKR/7E491jgNTywdMuv3jpTN1aVY7JxhAt+mAFZunN1Z3++cHtXMb6Aqfucq5FMBksx8/gDnOcc7jHpewTT0i7+AZa//zMt274ziwyHuOywBYHMev+fgqVeVmc7xfuFlNgD9aXAyaNeXPS3mftSrsiwpxAWBSnOjA0X6WmHvHxwIOcufYGIeL03yDlMJSpXKLmbeb45w/zs3CPSCn5128vFPej54olt9+PXFx9HvzFQICAxk27hP8/f0dLjs9SU+pzCVjthZkYT///DN+fn5UqVLF6FCEEOKxtmrVKpo3b07Dhg3p27ev0eE8QMaUSls3b97k/fffp0GDBpQsWZIjR44AMHXqVHbt2mVwdOK/oqKi2LRpE/Xr1zc6FCGEeKzFxMTQpEkTNm/ezDfffJPhGqRAxpRKa67OoaRRKp19++23tGrVCi/F3gdCCCFcLz4+nu7du9OsWTNWrFiBh4daz9X0lHiVz5mHULN//35KlCjB4sWLCQ4O5vTp08TGxgJw+fJlPv30U4MjFP+1Zs0aIiMjef75540ORQghHmufffYZO3bsYOPGjTRq1MjocB5K8qe0kxY5lDRKpaOjR49y+PBhOnToYHQoQgjx2LJYLPTt25c7d+4wfPjwDNkgBQk3Yjp3pU+o6tevHzVq1OD06dMsWLAA/V+3nFSrVk16SmVA3377LRUrVqREiRJGhyKEEI+tvXv3MnnyZJo0aULt2rWNDidFzuVQwhlpkUPJmFLp6LvvviMgIIDGjRsbHYoQQjy2Pv74Y2bPns3MmTOpVKmS0eGkSMaUSjt79uzhhx9+wN3dHet/xjbJlSsX169fNygy8TCRkZH8/PPPDBs2zOhQhBDisXXr1i2ee+45ChYsyKxZs4wOxy4ZUyrtpEUOJY1S6Uhu3RNCCGMdOnSIDz/8kPfee4/XX3/d6HCEQXx9fQkPf/hkCxcuXCBHjhzpHJGwZ/Xq1URFRcmte0IIYaC3336b2NhYfvrpJ/Lly2d0OMIgaZFDye176eTIkSMcPXpUbt0TQgiDJI4jVbJkSUaOHGl0OA7JQOdpp0mTJnz00UfcunUr6TlN04iOjmbq1Kk0b97cwOjEf3377bdUrlyZYsXUZtMTQgjhWsuXL2fJkiVMnz49UzRISf6UdtIih5KeUunk22+/JTAwMMMOBieEEFndmDFj+Ouvv9i9ezeeno6ndjeaCR2TE4mSM2UfdxMmTKBWrVqUKFGCevXqoWkaQ4cO5ejRo2iaxkcffWR0iOK+iIgIfvnlF0aMGGF0KEII8Vi6du0ar7/+Om3atKFLly5Gh6PEmRxK8ifnpEUOJT2l0kFUVBQLFiygdevWmeKHkBBCZCX37t2jd+/ejBw5kuHDh1O5cmWjQ1Ki4eTse5JUKcufPz8HDx7k7bff5urVqxQrVoxbt27RtWtX9u7dS+7cuY0OUdz39ddfEx0dLbfuCSGEATZs2ED16tUxmUzMnj0bTcscw4I7lUNJ/uSUtMihpKdUOvjwww8JDQ1l8ODBRocihBCPldu3b1OvXj3OnDnDjBkzeOONN4wOSZmzXcolqXJOUFAQI0eOzBS3cj6uLl++zPvvv0+PHj0oUqSI0eEIIcRjZc6cOfTq1Yt69eoxd+7cTHXBxpkcSvIn57k6h5JGqTR0/fzfHNt3g08//ZQBfd7AT4vj8slDSa+7cuNb3H2UylnNalOfa7rNwesJX14TNsxY7Za1/2piGbWt4cpJO1Xqst3vTGjFHQvudss62g7OcNMsDsv4mO1/RonKFHd833dYGGw9B56mWLxN5hTLeVhjlJbpZo1TKqdC11KOJzXyFyhAUFCQ3TLHT19yWI/q99diUvvOqVCZHcRqStgPLWZP4txS7plpNdnfnxPF6Wq9O+Ntjj8ns+LsJjn97O8/1th4YsLAzzMes2fKZe/cuk6LFp25fPkyu3btomzZskrLzyikUSrt3b17l0OHDnH16lXy5ctHuXLlCAwMNDqsx174qQPYPN14f8QEPN3MDHvleW7/9VuyMmZrvMuWZ/NUy6EwOz7OmRTOfyZrwnfVzRKLmynl9dBd3CNB0xWOEQ7yP2fpJjO62cGNGTbF/EmhnHvUbaWqNKvjujSL48/S3WoCfDDFRGAyOagzXiE3UtwWusLnpFkUvyPRkQoLdAf80axWNN1OjKr7rMp6Wh3nwi6V+PVwc3e8Hp6OJ63S3VyX/wF4adEOy/ibwhyWidJiuAn42e7ia3t4Xq/rOgsWbKB379707t2bGTNmYDJlrhuspFEq7bkyh5JGqTT2y7oNuLu788qLXY0ORQghHgu6rrPh5yV8NmEg7m4aa9asyXQNUiCNUmnJZrMxdOhQpk+fTmTkPz/IfH19eeutt/joo48wKzRAiLT1w5pNvNWjE0EB/kaHIoQQj4Wr164xdORY1m3aTI8ePTJlgxRIo1RaSoscShql0ljuXLmIiYlh6qw5lCxejJLFi1KuzBOZ5n5cIYTIbBbMGsOCWWNp0LwjS76aTq5cuYwOKVUSxzpwprxQ89577zF9+nTef/992rZtS+7cubl+/TrLly9n4sSJxMXF8cknnxgd5mMvT64crNm8nVw5spMvdy6qVyovDVRCCJFGbty8RdPWHTCbzXz//fe0a9fO6JBSzZkcSvIn56RFDiWNUmmsdYtmHPjrEJ99MS/puXJlSjPvs6nkz5fXwMiEECLr+fv4n3z9xQS69Xqfl98aTq5c3kaHlGrSUyrtfPXVV4wePZpBgwYlPZcvXz4qVKiAj48PkyZNkkapDGDmRx/wxtCxvDdmctJzY957i94vdDAwKiGEyJqGjhqLrsO6n76jQs26RofzSKSnVNpJixzqkfrijRs3Dk3T6Nu3b9Jzuq4zYsQI8uXLh7e3N3Xr1uXIkSPJ3nfixAlq1apFgQIFGDVqVLLXQkJC0DSNXbt2JXu+b9++1K1b91HCNYTZbKbvGz2T9Yw6fPQ4s79cYGBUQgiR9Vji45k4vDchRZ+gW6/3jQ7nkSUmVM48hBqr1UqlSpUe+lrlypWxKow38ygkf1JTtcKTNKtbK9lzQz6ewe2wuwZFJIQQWdMv6zbwy7oNjB72Prly5jA6nEcm+VPaSYscKtWNUnv27OGLL76gfPnyyZ6fOHEikydPZsaMGezZs4fg4GAaNWrEvXv3ksq8+eabdOvWjRUrVrBq1Sq2b9+erA4vL69kLW+Z3cIl3+Ll5cmOjav5avZ0Pps8gddf7WF0WEIIkaV8M3cip08cYuDoWbi7u3aAUSMY1Sg1c+ZMihQpgpeXF5UrV+a3336zW37r1q1UrlwZLy8vihYtyuzZsx8os3z5csqUKYOnpydlypThxx9/fOTlPor27duzdOnSh762dOlS2rZtm2bLlvxJXXhEJAt/+Jl3Xu7KpiVzmD9pFMs+m0j2IBmMXgghXOX6jZsMHTWWJg3q0bJ5U6PDcQmjGqUkh0pdDpWqRqmIiAi6du3KnDlzyJYtW9Lzuq4zZcoUhgwZQtu2bSlXrhwLFiwgKiqKxYsXJ5ULCwujYsWKlC9fnnz58nH3bvIrXr169WLXrl2sXr06NeFlKDGxsSz4Zikd2rSiUMECNKxXh1b/a0a+4GCjQxNCiCzh5vUrfDLyLb6aOYZuvd6nVNnKRofkEkY0Si1btoy+ffsyZMgQDhw4QO3atWnWrBkXLlx4aPmzZ8/SvHlzateuzYEDB/jggw/o06cPy5cvTyqzc+dOOnbsSLdu3fjzzz/p1q0bHTp0YPfu3ale7qN69tlnWb9+PfXq1WPq1KksWbKEqVOnUrduXTZs2EDdunX54Ycfkh6uIvmTc7758RdiYmN5tVNbKpQpRctGdWn4THWjwxJCiCzBZrOxbuNmWjzfBU3TGPPhkCwz7rERjVKSQ6U+h0rVmFJvvvkm//vf/2jYsCEfffRR0vNnz54lNDSUxo0bJz3n6elJnTp12LFjB7169QJg1KhRNGrUiOjoaFq0aEGTJk2S1R8SEkLv3r0ZPHgwTZs2zZQj/if6adVqbt8Jk9n3hBDCxXRdZ960ESz7agoenl68M+RTWnXsaXRYLmRDw5np2R99KvfJkyfzyiuv8OqrrwIwZcoU1q1bx6xZsxg3btwD5WfPnk2hQoWYMmUKAE888QR79+5l0qRJSQOkTpkyhUaNGjF48GAABg8ezNatW5kyZQpLlixJ1XIfVY8ePQC4fPkyW7duTfF1AE3TXHY7n+RP6iwWC18s/p42TRqQL0/mnKxACCEyqguXLvFW//c4cfJvalR9mqkfjyE4T26jw3IhZ3KoR8+fQHKo/74O6jmU041SS5cuZf/+/ezZs+eB10JDQwHIkydPsufz5MnD+fPnk/5u3rw5N27cIDw8PMVZkYYOHcr8+fP55ptv6Natm1MxhoWFYbO5ZudKjcSu9tGxsfyyYROdnm9PnuC8REbHpqq+eEu8wzImm1rCbDWptX7HW+zHGh0bByT0BHPEptAhz6a4K+q4rvVepU08LjYagNj7/9pjwvFnoBq/rrLNdLW6wsLCHJZJ3GdjY2PsL9Nm//VE8ZY4h2XcbBaluiwmx3UlLNP+Nou5v8/++1aYFMtGRzksY8bx9xLArKutpwqVTzzxO5n4HU2J1aR2zIhR7FAbr7CatnjFU46DFbXFRQDw2/rv2LHpe3q/M5RGz3XBx9cPW1zyzzcsLHXHXRXh4eFpVjekfva9gwcP4ufnl/R83rx5yZvX8cQacXFx7Nu3j/ffTz4eV+PGjdmxY8dD37Nz585kDSkATZo0Yd68ecTHx+Pu7s7OnTvp16/fA2USk7DULPdRnT17Nk3qtScz5E9gbA6VeHyOirOy9cBB3Lx86PliZyJiHzzAaAp5jzle7ftjsijmFgrV2RQKRVoSykTG69j7MaS7uMeCpiusgEqZhIJ2X/1nHR3vS5rNNcsE0BRPuZrN8bbVrI7Pf5HWhHoibCrTn7s7LqJ5KtQDuklhu6J4G7vuOK4IPeH8HWFzsE1U91mVQ4zqbmFzzbxdEbo52b92Kewblji142hUjFqeEmtxvJ7xNsc5c2I+PP3zL8mXLx9jRw6n3BNPACT7rary+yG10jp/gtTNvpfa/Akkh3pUTn2LL168yDvvvMP69evx8vJKsdx/u/3puv7Ac56ennan6c6VKxcDBgxg+PDhdOzY0Zkw2b59Oz4+Pk69Jy2cu3qTd/r2B+DYucsGR5M2Ll3Kmuv1X6GXzhkdQqpdPKNe9sqltOnmmZHs37/f6BDSxbmr140OIc1VKluISpMTZuWy3TlMxJ0Hy2y9lHbLj4py3Hj5KDRdV/sR+a/yAHXq1En2/IcffsiIESMcvv/mzZtYrdaHNowkNpr8V2ho6EPLWywWbt68Sd68eVMsk1hnapb7qAoXLpwm9aYks+RPkDFyqBM3IwkoWILJkycTCRy4ktY/YFw5Bp36hYijYa67aJFRHbuT3uuo0jikWk6hEem+Q5YA5bJ2qbVJuZYTbdCH4v3TLo7UcvG8FIesQY4LqezW0WoXLyFtznOOvPzKK0n/f9jv1LT87ZrW+RM4l0M9av4EkkM9Kqcapfbt28f169epXPmf8TqsVivbtm1jxowZnDhxAkjYwP9uVbx+/foDG0pF//79mTlzJjNnznTqfbVq1SIgwEUnh1S4d+8e+/fvZ83Pqzhz5gyzPv7ooffnqlzlA7WeFjZNrTeDTVP7yOPc7E+jHhMbx/kroRQoUAAvT/tnUKvCiV+lZxAkdMRUKqe75paFuNhorl8+Q3CBEDw87W8TlcjUu5E6rq1wAee/UylJ3GcdfZ5uCldgADTd8XqadNXefWpJYbzZ/n4YGxPDpUuXyFugMJ6eKf8oBLCqXCVT5KZ42da527RSFhsbw2WF9YzX1X6ExdrUtn+MxXE5XbF3X5Xi9j/L8PBwDhw4wOLFi5k+fToeHsYMap7mPaWcHOcgsezWrVsfuNLn1HIVGkYclf/v8yp1OrvcRxUXF8fSpUv57bffuH37NtmzZ+fZZ5+lY8eOLt+nMkv+BMbmUInnIq/IG7wxbBxj+vWidpWnHlpWc9CjG8BkVf1RqEalt7NudpxnRVp0jt6FMkEmfN1csY8r1qHwfdJNiuc/B+f5yHgbx+5YlNZRsyqeJxXuHHAUV1JdKr2uFOKKsJk4FOvLk27h+GkO8hqV2FTWEcCisM3Mip+lwj4bobtxSM+mtp4qVLaFao9NF50mInQ3Dtmy8aRHBH4OeqJZvR03zsV7q03IEO/uuosAOUJKOSyza9cuYmNjiYyMpHnz5i5btjPSpaeUEzmUq/InkBwqtTmUU41SDRo04NChQ8mee+mllyhdujSDBg2iaNGiBAcHs2HDBipWrJgU8NatW5kwYYLTwfn5+TFs2DBGjBjBc889p/y+oKAgQxulEm34dTP9enbHz/vhP7BMircvmVWO25raicem+AM/xt3+j/ZEXp6eeHvbb6yxKuxmKrf4OVXORY1SiTw8vfHy9rVbRuXAZ1JseFBJfIOCgpTqcoajz9PdUbft+1QanFRvObWY1Q5scWa1fdbT0wtvb/sJgEV3TVdwAHdNLcF0VaNUIkfradIVbxGwqpWzWBx/TjaF2yUAgoLsH1O+//57cuXKxSuvvELu3MaNf5DW4/UkXOVT3y8Sr/RVqFAhVefAnDlzYjabH7iyZq9hJDg4+KHl3dzcyJEjh90yiXWmZrmP6vr16zRo0IAjR45QuHBhgoOD2b9/P/PmzePjjz9m48aNLt23Mkv+BBkjh/r+l/UQH0OTauUxmx/+PTMpJNuKIxYoU2lX182qC9XxddPwd3dBkKo/PBQuYOqqxzXF9nKVdVRdpNIPTCd7Rthfnvrx10+zEmBykNcrNbKoNqSqlFNslFK9TVxXXE8VKttCtfHLxT+8/Uw2AhwMcWBV+DkV66nYEcCFF0Ec/Ta4e/cuEyZMoG/fvjRr1ixNfkuoSI/xDp3JoR41fwLJoR41h3Jqj/D396dcuXLJHr6+vuTIkYNy5cqhaRp9+/Zl7Nix/Pjjjxw+fJgePXrg4+NDly5dnAosUc+ePQkMDEwayCszyZ4tiFZNGzsuKIQQQsnKlSuZOHEiAFWrVjU4mrSV3rPveXh4ULlyZTZs2JDs+Q0bNlCzZs2HvqdGjRoPlF+/fj1VqlTB3d3dbpnEOlOz3Ec1YMAAbt26xY4dOzh79iw7d+5M+vf27du89957Ll2e5E/O2fLHAV7v3Aazak8PIYQQdkVERNC2bVvu3EkY6yCrzLKXkvSefU9yqEfLoVzXHeC+gQMHEh0dzRtvvMGdO3eoVq0a69evx98/dfcgu7u7M3r06FQnZUZI/LK3atoIDw/1+9GFEEKkbMaMGbzzzju89NJLRoeSLjRszvWUckFvu/79+9OtWzeqVKlCjRo1+OKLL7hw4QK9e/cGEmZ9uXz5MgsXLgSgd+/ezJgxg/79+/Paa6+xc+dO5s2bl6wh5J133uHZZ59lwoQJtGrVihUrVrBx40Z+//135eW62urVq/n000+pXr16suerVavG2LFj6d+/f5os1x7Jn/7h4+VFl+fkop4QQrjClStXaNGiBadOneKnn34iIiLC6JDSnDM5lKvuVpAcKvU51CM3Sm3ZsiXZ35qmMWLECOVBwf7r3LlzDzzXuXNnOnfunKr6jLB8+XJKlCjB/xrXNzoUIYTIEgYNGsTEiRPp378/Q4YM4bfffjM6pDSX2jGlHkXHjh25desWo0aN4urVq5QrV47Vq1cnDWp59epVLlz4Z0KEIkWKsHr1avr168dnn31Gvnz5mDZtWtJUxgA1a9Zk6dKlDB06lGHDhlGsWDGWLVtGtWrVlJfralFRUUld4/8rR44c6TIIq+RPD0rc7s/Vr4Wfj/3beIUQQjh28uRJGjRoACRMZFGoUCG2bt1qcFRpLzVjSj0qyaFSn0O5vKfU4y4yMpIlS5YwfPhwAlN5dVMIIcQ/5s+fz8SJE5k8eTL9+vVL02mKBbzxxhu88cYbD33tq6++euC5OnXqOJzVsn379rRv3z7Vy3W1ypUrM3XqVJo0aZLsFjGr1crUqVOTDUgu0s/y5cspVKgQbRvXcVxYCCGEXREREbRu3RpfX19+/fVX8uXLJzlUGpMcKnU5lDRKudicOXPSZUYBIYR4HOzfv5/XX3+dV199lX79+hkdTrrSdCdv33Oi7ONu7NixNGrUiKJFi9K6dWuCg4O5du0aP/30E9euXXtgbAaR9qKjo1m4cCFDhw4lT47sRocjhBCZmq7rvPrqq1y8eJE9e/aQL18+o0NKV87kUJI/OSctcihplHKh2NhYPv74Y4ctmUIIIRy7ffs27dq1o1y5ckyfPt3ocNKdEbfvPS5q167N9u3bGTNmDEuWLOHOnTtkz56dZ555hiFDhlCpUiWjQ3zsfPnll3IFXwghXGTq1KksW7aM7777jtKlSxsdTroz4va9x0Va5FDSKOVCX331FVevXuXll19+6NgOQggh1NhsNl544QXCw8PZsmULXl5eRoeU7hKmM3aiUcqJsiKh+/kPP/xgdBgCiIuLY8KECTz33HNGhyKEEJneb7/9xnvvvce777772HaWcCaHkvzJea7OoaRRykXi4+MZP348zz//PIULF+bcuXO4x0XhqcWm+B6TLV6pbpvJ8Qx+Vne1Wf4sZg+lco5ajBNfN+lWzLrFUWUO6ajFb9NNSuXidce7tllz3FVTJ2F5Gq5pRddVNgZgw/F6njh98VHDSRITnTAgnRUzVjuHBd2sFr/Z5mCfAEyaVS04RSYHXW8Tu+aqXDkpU9x1XZwP/X1NqZxJYeYPlf0i9v6JNdrqjdXqm2I5i03t8B9vU5uS3U3h+2QxqX1/AcaMGcPatWtZs2ZNmg3UmNHJ7XvicfH1119z8eJFXn75ZS5duoQpNhKzg93ZFJdyfuUs3ayYDrs5zlU0m+NzW8LhUkOzWrB3WNQ1tWOmblI7TlvdHOeANoUyACar/fO8zWQF4gANHEw9bzOr5YCawnpqVrXcWiWj06yO9wubRYNo0D290M0OalXIjTTV86SDbQqA6g9tm8K5I/H8YrWAvd8vKnGpUokLsPsl+jd3B/u2zQxWsLl7YXOzv+1UvicmhWMBgGes2rAvqt+Ta9eu0aFDB2rWrMn48eOV3pMVye17mYs0SrnI4sWLOXfuHCtWrDA6FCGEyNTi4uIYM2YMAwYMoEmTJkaHYxi5fc+1WrZsqVxW0zQ5n6cTi8XCuHHjaNu2LcWKFePSpUtGhySEEJnWF198QWRkJMuWLcPN7fH9qS+377lWWudQj++e6mJffPEFzZo1o3z58jImghBCPII///yT2NjYx7pBCqSnlKuFh4ejufIqvnCJzZs3c/r0aRYvXmx0KEIIkent2rWLp556iuDgYKNDMZT0lHKttM6hpFHKBSwWC3/99RfDhg0zOhQhhMjUzp0+xoh3OlCqVCmeffZZo8MxlIwp5VpbtmwxOgTxEAcOHMDHx4cqVarI7MVCCJFKNpuNwYMHs3r1ahYuXGh0OIaTMaVcK61zKGmUcoGVK1cSERFBo0aNjA5FCCEyrdArF+j7UlMK5s/Lzz//jLviWHlZlYYNTWGssX+XFyKzWbRoEQ0bNsTkxJhzQgghkvto6udMn/8Nn3zyCd26dTM6HMM5k0NJ/mQ8yQBc4OzZs/j6+lKxYkWjQxFCiExr1qQP8PDw4tdff6VQoUJGh2M8nYSBapUfRgecsd28eZO//vrrgef/+usv2rdvT9myZWnQoAGrVq0yILrH19mzZ6ldu7bRYQghRKZ19ORppn25iPHjx9O/f3+jw8kYnMqhjA4240vrHEoapR6R1Wpl1apVFChQwOhQhBAi0zp+eD+//7qKDt37kDNnTqPDyRASx0Nw5iFSNnjwYHr06JHsufPnz1O7dm1WrFiBt7c3hw8fpk2bNmzbts2YIB8zmzdvJiIiQnIoIYRIJZvNxsRZ88iZPYh+/foZHU6GIfmTa6V1DiWNUo9o2rRpbNu2jZkzZxodihBCZEqhVy4w+I22lCpbieeef9nocDKMxJljnHmIlG3fvp2uXbsme+7TTz8lIiKCX375hb1793Lu3DmqV6/OhAkTDIry8XH37l1efPFF6tWrx/PPP290OEIIkSmNmfY5v2zaxqRh7z32wx78m+RPrpXWOZQ0SqVSWFgYI0eOZNCgQbzzzjvUr1/f6JCEECJT+nzyMNzcPRg7/Vs8vbyNDifjcPYqn1zps+vy5cuUK1cu2XOrVq2iQoUKNG7cGABvb2/efvvth3ZRF66zdetWGjduzL1795g/fz5ms9nokIQQItM5cfos0778hmHv9KZFw7pGh5OxSP7kUmmdQ8lA504K37eO0xcu0/iV/kRERfNa+xZ80KE+4fvWJZWJjEvYsc3xkbiR8tSJms2qtlAPxz/SNDdPpapMutoyTVb75dxs8QB4xkfibY63WzbOzcvxAhXzUd2FU1G6a/bjBrBpcQCYiccN++V1hTZe3c7+8G8qLfZWXW2juWkWhVL6/eXaHxRQdXYKlf1M9aqE6jazOtiJbPc/HytmLA4OfftO3na4vMolsyvFFWv1UCoXZ3N8OLbpjvcxS3zC5xdrc8dmZ9kmTe0EbNXVtr9Zc/x5epge3Bd1XWf/rl9p16UnuXNmA1T218dE4lgHzpQXKdI0Ldl0xteuXePs2bP07ds3Wbn8+fNz8+bNdI7u8RC5ZQnvz1zEjO9WU754Yb4b3Zdc53YSdW4nADEWDfDCHB2BOdbBeSQuxvECPRTyD0D3VGsM12wK13ItjnML7f56muKiMVlTPhbrbmrnD5u7Yg5ocxybblPLLRzVZUr6ked4vBbladsV8mbNQf7qFJVjamIRXXfND1vVPFdlYgCFfTFhmU40CmvYj1FT7O+gsq1UG6tVv+du9nsR6VYTxJGwfi74uWEzK/7MVjx3my1xDzz3+84/cDObeaNz64e+/lhzJoeS/MmhtM6hpFHKSacvXKbJq++SLcCfbYtmkD9PLqNDEkKITMsSH8/dsNvkzS8Dm/+Xs+McyJgI9pUqVYqNGzcmXdH7+eef0TQt6e9EV69eJVcuObenhcGzEhqkxvTuyjsd/5cswRVCCOGcazdvEZwrB54eag3YjxNncijJnxxL6xxKGqWccP36dTr0Hc6N22Fs/Xq6NEgJIcQjcvfwwMPTi8iIe0aHkuFouq7cOzGxvEhZnz59ePHFF7lz5w7BwcHMmjWL4sWL07Bhw2Tl1q1bx5NPPmlQlFmTxWJh4cKFTP92Nc1qVKJvpxZGhySEEJmev68v9yKjjA4jQ3Imh5L8ybG0zqGkUUpBWFgYH3/8MRMnTsRiSbi15Le9f9Lpfw0dvFMIIYQjOXPl4XroJaPDyHicHedArvTZ1bVrVy5evMiMGTMICwujcuXKzJw5Eze3f1Kh69evs2rVKkaOHGlgpFnLli1b6Nu3L3/++ScAx8/Ld10IIVwhOGd2wsLvEREVjZ+PjMmZjDM5lORPDqV1DiWNUg+xe/duli5dSpUqVTh37hyTJk0iJiaGwYMHo984z/mr12hcq6rRYQohRJZQuGgpzpw6ZnQYGY7cvud677//Pu+//36Kr+fOnZtr166lY0RZS1xcHJMmTULXdUqXLs3MmTP59ddfqVy5Ml9//TU/L5hNsxqVjA5TCCGyhJJFCwNw/PRZqjxZxuBoMha5fc/10jKHkkaph1i4cCEzZ84EwMPDg169ejF48GDy5s2bbEBzIYQQj65ClZrMnzWR2NgYPD3VBix9HDg7TbFMaSyMdvPmTYYMGZL0d7ly5fjxxx9p1aoVmqbRtqCknUII4SrlShbD39eHLbv2SaPUfziTQ0n+ZDzFKRIeL+PGjaNFi4TxDubOncu0adPImzevwVEJIUTWVPPZxsRER3Fgz+9Gh5KxJHY9d+YhhIHy5cvHihUr8Pb2Jjg4mAMHDtC6dWsZ0FwIIdKAh7s7datVZv1vu4wOJeOR/ClTkUaphwgICOCnn36ifv36TJs2zehwhBAiSytaogyFQoqzbOFMdBlsUohMrWXLlqxZs4bQ0FDWrZPe5UIIkZZaNqzDnkNH2X3wsNGhCJFq0iiVArPZTPfu3dm3bx83btwwOhwhhMiyNE3jzQGj2f37Jn7fvMbocDKMxJljnHkIkRE8++yzFClShLVr1xodihBCZGltGtelwhMleX/idKxWq9HhZBiSP2Uu0ihlR8WKFdF1naNHjxodihBCZGnP1GtGtWcaMHXCYGJiYowOJ2PQdSe7n0tSJTIGTdOoWLEihw/LlXshhEhLZrOZCYP6cPDYSb788kujw8k4nMqhJH8ymow4ed/DBjD/89eE8U0KxIWmaoBzzWpBs9Psp1ksSvWYTGbHZdzV6jJb45TKOZqFwGyNT1iubsFksz9WhNnmeDfztt1TisvDlM67rDUWAHdbHB42+224Ns3x52RVjV93XE7T1A6gJhxfNUks46ZbcNdT3kfMtni1ZSrcm22z9+X4F6vJQ6mcK7lrjr9P+07eVqor1qoWf7zN8f6j8plb9YTvo65r2PSUt7Guq43x4mZSnLlEYZBIs734NXj3g/F0blmDSZMmMXToUKXlZmm67lyiJEmVMEjU1qUPPHfi4B5qPlkq2Wua1f45REs8z8bGgObgfBOvkM8ojmWluSmem22Oz6eaQhmT1QR4odmsaJqdY6xFLWczK5YzxTlu8HfTwpXqcnS8MVs0wANTbDRmq4NjkyvHc1HMLTArnHMV9jHt/rlUs1rQdAefvco+a1HLs5SobguTQjndBDbA5Ga/S4Pq+HF28pOkIh6ealWZ3dWW6Wa/nH4/9bN5eGF1t78eVjfXTcriipnfqj5Vlk4tGvPBBx/Qvn17smXL5oLIMjlncijJnwwnPaXsuHDlGj5enuTMFmh0KEIIkeUVLlKCzi++wZgxYzh+/LjR4RhOw5Y0pbHSAxmoU2QMuq5z8dpNCufNbXQoQgjxWPiwT09iY2Pp37+/0aFkCE7lUJI/GU4apVIQb7GwcMU6qj1VVmaNEUKIdPJsg+bExMTw4YcfGh2K8RKv8jnzECID+HbTDsIjo6lRrpTRoQghxGMhd45seHl58dVXX3Hs2DGjwzGe5E+Zity+l4Jv1/zKibMXmDN6oNGhCCHEY2Pj2h8B5PY9SLqC50x5IYxmsVgZ/eW3PPdMFaqXK2l0OEII8Vi4ey+CGzduULNmTUqVkgsCzuRQkj8Zz6meUrNmzaJ8+fIEBAQQEBBAjRo1WLPmn5mSrl27Ro8ePciXLx8+Pj40bdqUU6dOJavjxIkT1KpViwIFCjBq1Khkr4WEhKBpGrt27Ur2fN++falbt66Tq5Z64RGRjJ/zDc2frc5TpYun23KFEOJx93T1OgD4+PgYHEkG4NQg5zbXjssiXO5xyaHmrtzI2SvXGfRi23RbphBCPO6yBQZQsWJFihYtikllnLCsTvKnTMWpPbZAgQKMHz+evXv3snfvXurXr0+rVq04cuQIuq7TunVrzpw5w4oVKzhw4ACFCxemYcOGREZGJtXx5ptv0q1bN1asWMGqVavYvn17smV4eXkxaNAg16xdKr3/yWzu3L3HuHd7p0n9G3cfoEy73vz197k0qV8IITKrSlWfwcvLi4ULFxodiuGcnc5YpjTO2B6HHOr4+csMmf0Nvds0pmLJIi6v/15UDM99OIMBc793ed1CCJHZNW/enJUrV3Lnzh2jQzGc5E+Zi1ONUs899xzNmzenZMmSlCxZkjFjxuDn58euXbs4deoUu3btYtasWTz99NOUKlWKmTNnEhERwZIlS5LqCAsLo2LFipQvX558+fJx9+7dZMvo1asXu3btYvXq1a5ZQyftP3qSb1ZtYPy7vQnJH+ySOqNjY7kQep3dh09QqUsfWvf/iAuhN/D1ct3MDUIIkRX4+QXwxhtv8Omnn3L+/HmjwzGWzeb8Q2RYj0MONXT2YgrlycXoXl1cUp/NZuNmeATHLlzl89XbyN15ABsPHmfTAZkIQQgh/uutt94iPj6eESNGGB2K8SR/ylRS3bfParWydOlSIiMjqVGjBrGxsUDCVbpEZrMZDw8Pfv/996TnRo0aRaNGjfDx8cFkMtGkSZNk9YaEhNC7d28GDx6MzYAdZNfBI5jNJp5vWveR69p77BR+tdqRq34XyrR7nQa9PuDk+csAbPp8LMUKuKbRSwghspJhw4aRPXt2XnjhBaxWx9OrZ1ky0HmWlRVzqLh4C3uOnqJN3Wr4eKlN5Z4Si9VG5/Fz8W3Th4Ld3qfS22Po+/m3ALStVZHdU953RchCCJGlBAcHM3bsWKZNm8b69euNDsdYkj9lKk43Sh06dAg/Pz88PT3p3bs3P/74I2XKlKF06dIULlyYwYMHc+fOHeLi4hg/fjyhoaFcvXo16f3Nmzfnxo0bXLlyhR9//BGz2fzAMoYOHcrZs2f55ptvHm3tUmHDjj3UrPgknh4ej1xX34+/SPZ3kXx5mPDOS9zespRqMiONEEI8VFBQEAsXLuT3339n5syZRodjHBlTKsvJyjnUgZNnuHn3HvWrPPnIdY1a8jM/7TyY9Leflyctqj7JvulD+GbgK3i4yzw9QgjxMH369KFhw4a89tpr3Lt3z+hwjCP5U6bi9Fm9VKlSHDx4kLCwMJYvX0737t3ZunUrZcqUYfny5bzyyitkz54ds9lMw4YNadas2QN1eHp6kitXrhSXkStXLgYMGMDw4cPp2LGjsyESFhbm9BXCyLiE8s9Ur8qqzTu4G2NJ9SBxt6PiAMifPz+t6lanb5dWuLv9s6ljgJh40KyaUn02k+PWW4vJolSX1aS2TA372y8qzpLsX3ssFtcNtmfT0rfXRHRswmcZc/9fe2ya4/W0mdS+clb9wR8aD1L7LE04/oxiY2MAiLl/tT4lZpvafuZo/wHQFdvELSa1z9yqxdt9PXEd42KjHS/T5vhzsuhqn6XF6srP3PGxwBoXmezflGgKdd0vqFjMcX02TW2ZYWE65cuXZ9CgQcyePZtnn32WwoULJ72emGQZnWyFh4enaf3OjnMgYyJkfFk1h4qxaBQuHELJEsU5eS2M8paHHzg0m/3jfuT9149eC6do0aIsHNCDEvnyJCsT7sxurnic1q2KeYrCeV6zOQ4w4v56RjjYHrru2sGKdV3hgK4pHvQdrGbk/Rw3UiXXVYlLlYviB7U8PXH9HH2WCctU2B9dehhXrEwh/4i4H3uEbsZuiqf6USqEpvq9VNqvFURaEv9VyLV0x7mpblXLmbGp5blKKVRYGABTpkyhQ4cOjBgxgmHDhiUrkhFyqLTOn8C5HEryJ+Npuv5on0LDhg0pVqwYn3/+edJzd+/eJS4ujly5clGtWjWqVKnCZ5995rCukJAQ+vbtS9++fYmIiKB48eK8//77nDt3joMHD7Jlyxa77w8PDycwMJDFixfLzE1CCCHSVFRUFF26dOHu3bsEBAS4rN7Ec1noqi8I8FU/l4VHRhH8XE+XxyPSjuRQQgghHjdplT9B6nIoyZ+M98j9n3VdTxoLIVFgYCAAp06dYu/evYwePdrpev38/Bg2bBgjRozgueeec+q9tWrVcnqHCjv9FwC79v/JkPFT+Hb2ZHJkz/ZAOUe9O77/eQ2rNv3Gu+++S4i/mey+3imWNcdFqAVncnwFw+qW8nL+TX9IV/+HcdTrJyrOwqnr9yieJwhvD3f7dSnE72a130PHWTaT/ZhArWdTdGw8Z0JvEZIvD16e9m/p1BUuD+kKy0yIzfE2syn3lHLc7hwTG8ulS5conC/Y7nqalLu3qrR1q8VvUe1dptkvFxsbw+VLl8iTvwgenva/LzYUvnOKV7BjrGq3AlttrrnSZ42LJOr6Ebxzl8Ps4ZtiObNiryV3xZ5qmuZ431DZFwFKFw5M+v/Jkyfp3r07NWrU4MMPPyQwMJB79+6xf/9+KlWqhL+/v1KdaSHNr/TpunNdyuVKX6aTVXKoqMPbAHhtxGRKFM7PwJce3kNLs9MDKyI6mlfGzOLdd9/lyp87aVe9nP2FRkc5Dsys2NPITXHIBtVeOA5E2EwcivPjSa8ofE12vuMK+ROAFhejtmCVHETxLgHdwbaItJk4FOPDk94x+Jpdc2xSybNcSaUHcKRV41C0F096RuJn77MEUOk5Y8SAywr7RYRu5pAlwOF6OtovnKF7qE0IpXoXAg7KRVp0joZZKZ3DCx93B70YVZbpwm0Bats2sNhT/5TXdYYMGcK2bdv46KOPqFu3LkCGyKHSo6eUUzmU5E+Gc6pR6oMPPqBZs2YULFiQe/fusXTpUrZs2cLatWsB+O6778iVKxeFChXi0KFDvPPOO7Ru3ZrGjRunKriePXvy6aefsmTJEqpVq6b8vqCgIKcTKotnQiPGhfPnOXfuHP7envh5PtiwYa9R4dzFywwcMZaiRYsCkN3XG3/PlBMKN8XuprrCLXdWD8XGJrPaR67SKALg7eGOn5f9ZM6qcOB2t7j2JGw1O04wVdcRwMvTAx9v+ydHVzZKOWpgAbAp3v5mUriVLpGj9TQpdFcGtURONbm0mNR+LFg0xw2RAB6e3nh5p9xYA2BVaJSyKN1uB1aL2oC/jm5rcZbZwxc3r5SPg+qNUmrdz00qjVIKZSDhGJ6oatWqfPzxx3Tr1o2VK1cyb9486tSpA4C/v3+ysukttbd4q8rot+/duXOHPn36sHLlSgBatmzJ9OnT7X4muq4zcuRIvvjiC+7cuUO1atX47LPPKFu2bFKZ2NhYBgwYwJIlS4iOjqZBgwbMnDmTAgUKJJUJCQl5YHbGQYMGMX78eNeupAtl5RzKzV3DYrGy/89DFMkVSIB7SrfvpVzH8CkLuXw5YTKY1lXLEmB2cLxwcMt2QhnF87xi44+rf2T6mmz211PxGKMpXjxQuv9HcVOoNj74mnUCXNUolb5tUk4dU/0cfZYAKjmUYp7lUir72f1Vc7SeLm2UUvyVajMr/p5SLOfjbsLfwe8qpd9TLm+Ucvw5/ff8O2nSJDp37kybNm1o164d8+bNS2qIMjKHSuv8CTL27XuSPz3IqT3i2rVrdOvWjVKlStGgQQN2797N2rVradSoEQBXr16lW7dulC5dmj59+tCtW7dkUxk7y93dndGjRxMTo3gF6BHpus7C71fS+NmaZA8KdPyG/7x3wMiMmwwLIURm1aJFC44fP07t2rVp3bo1s2bNMjqk9OHsdMbpfIW9S5cuHDx4kLVr17J27VoOHjxIt27d7L5n4sSJTJ48mRkzZrBnzx6Cg4Np1KhRsrEt+vbty48//sjSpUv5/fffiYiIoEWLFg/MxDhq1CiuXr2a9Bg6dGiarKerZPUcas32PYTevE3nZvWcfu+OP48y98e1SX+bFce/FEIIkTIfHx9++uknli1bxsaNG6levTonT540Oqz0IflTpsqfnOopNW/ePLuv9+nThz59+qQ6mHPnzj3wXOfOnencuXOq63TG/kNHOXLiFEPf6e3U+2w2Gx+Mm8y2XXvw8fbGwz2hx0bozZv458/j4N1CCCEcyZMnD8uXL2fs2LF8+eWXTJo0iY4dOxIfH0+5cuWoVasWLVq0wNfXfi+4TMXZaYrT8UrfsWPHWLt2Lbt27UrqhTNnzhxq1KjBiRMnKFXqwRlmdV1nypQpDBkyhLZt2wKwYMEC8uTJw+LFi+nVqxd3795l3rx5fP311zRs2BCARYsWUbBgQTZu3EiTJk2S6vP39yc4ODgd1tY1snoONf/HtVQpU5KnShVz6n3Hzl6k46BxAFR7sjQA2/48TrOnimNWvf1OCCHEQ2maRocOHahQoQLt2rWjc+fOTJ48me7du+Pm5kb16tVp3LgxTz31lOPKMhNncijJnwwnZ/v7Dp84xcv9h1AspBD1alZ16r1jps7iyyXfAxAVHU3rZgk7wrSvlrk8TiGEeFyZTCaGDh3Kt99+C0DlypXJmTMna9asoVOnThQoUIAPP/wQi0VxxpuMztnpjO+PnXDw4EH279+f9Lh69arLQ9u5cyeBgYHJbgurXr06gYGB7Nix46HvOXv2LKGhocluR/P09KROnTpJ79m3bx/x8fHJyuTLl49y5co9UO+ECRPIkSMHFSpUYMyYMcTFOZ4lVbiezWZj0Kdz2LBrP707tHDqvZeu3aRh78HcCU8YY7NO5YRxpAbNXsKRc5dcHqsQQjyuSpYsyb59+5Ju0ypWrBi3b99mxIgRVKhQgTp16rB//36Do3QhyZ8yVf70yAOdZwVRUVE83/Md8uXJw6LpEzErDgYOEBEVxayvFif9/duKJeTPX4C/Lt3iXqT9KdmFEEI4r0iRIly4cIGBAwcm3X9/7tw5pk+fzqhRo/jhhx/466+/0Fw8nkO6S2VPqcQxtxJ9+OGHjBgxwoWBQWhoKLlz537g+dy5cxMaGprieyCh19u/5cmTJ2l8g9DQUDw8PMiWLdsDZf5d7zvvvEOlSpXIli0bf/zxB4MHD+bs2bPMnTv3kdZLOO/TTz9l9ne/MHlAbzo0qeP4Df8y98e1xMYmJMOvtGnCc89WZ09Ywmth9ySHEkIIV/Lw8KBRo0Zs3bqV4cOHExQURHx8PCtXrmT06NFUrlyZX3/9lXr1nL8NO8NJRU8pyZ+MI41SwPXr17l5O4ypo4aQN08up95rNpmwWK180Od1XuzQmuxBgUTEJAy+eejE36zYsJVWjZxL0oQQQjgnJCSETz75hDlz5nD48GFGjhxJ7969M1z35PSwdetW/Pz8kv7Omzev8ntHjBjByJEj7ZbZs2cPwEMb/XRdd9gY+N/XVd7z3zL9+vVL+n/58uXJli0b7du3T7r6J9LPoUOHeKpkUV5r39zp91qtNvJkz8aisQOpWLoY4ffHLs/u70ufaQvYP3dsugyIK4QQjyt3d3fatWtHwYIFqVatGvXr12fTpk3Uq1cv81/cc5LkT8blT9IoBRQoUICgAH/2HzpK4zq1nHqvt5cXXp6e+Hh7JQ2Ofu3mTRKnu79267arwxVCCJGC8+fP88EHHzBy5EgWLFjA6dOnM++PWt3JwTfvdz+vUKGC07OnJXrrrbfo1KmT3TIhISH89ddfXLt27YHXbty48cCVvESJDYShoaHJEr3r168nvSc4OJi4uDju3LmT7Grf9evXqVmzZooxVa9eHYC///5bGqXSWfny5Vm6ZDGR0TH4Opil9r+yBfhxNzKSiqUTxqHSdR3QuH0vkujIaOItVjw9Mun3VwghMpGqVauyZs0a3njjDRo0aMD8+fPp0aOH0WGlnjM5lORPhudP0igFuLm5UbL0E5y6eouc5WrYLXvp5OFkf9tsNvz9/bh44w4xbj7MXfA136/4mbFjx/HR8CHUrlGViBTq8tPVvigmhelhladgVe3GqNowrmkumf5VV52O2SAJ04ra/7yUtoLiVL82J24hdSVdM9mdclZHbf+xKe9AjqlMgetqJhx/N90UV9HDpDa+kU33cFjGYnO8LXTFoQLdFOPyMKvdZ+6uOa7PTaEMwMnT9m/biY6OSvG1CxcucPfuXSDhlr74+Hg8PT2Vlpvh/GucA+XyjyhnzpzkzJnTYbkaNWpw9+5d/vjjD6pWTRiHcffu3dy9ezfF5KdIkSIEBwezYcMGKlasCEBcXBxbt25lwoQJQMI4Ye7u7mzYsIEOHToACbPSHT58mIkTJ6YYz4EDBwDnrmoK13jiiSeIjYvnSmDxpM81JeH7NyT72zcwiLB7kYTbTITevM3ozxfTvdebPFe3Bu+90BqTnw/xKdTlblU4n9rUzrnKVHIoV/YsUP1Ou7m7bpGq8Ts6N99/XUdDd9EmUZm23WXxA7pCLqDfz3d0kxndwayRmsKvLt3dcS4AoKns/8o5v8I208wQr7aeKnSz431W/bNUK+fot4Zust1frslhWUe/CQA0m2LOrPgbyGRL6Wj4j7ADvzoscy/u4ftOfHw8R44cSRoW4cyZM0pxZVjO5FCSPxmeP0mj1H2XLl1iz5491K1bl5iYGJ588knatm1Lw4YNsdlsLFy4kIiICEzxMWgaXLh4iZOnz7B7zz5u3LxFqZLF6fLSa/y+czf93n4TgMoVstgsBkIIkYGdPHmS6tWrU6hQIfr06UODBg0yb4MUZOjZ95544gmaNm3Ka6+9xueffw5Az549adGiRbKZY0qXLs24ceNo06YNmqbRt29fxo4dS4kSJShRogRjx47Fx8eHLl26ABAYGMgrr7zCu+++S44cOciePTsDBgzgySefTJpNZufOnezatYt69eoRGBjInj176NevHy1btqRQoULptg1EgkuXEgYkHzZsGNeuXSNHjhw0bNiQ559/nsKFC/Pnn3+ydu1agoKC8LxzkZt3wjhz8Qp7Dx/nwNGTVC1fhu/WbGb41DmUL5cw0PnAlzvj7/F43TYihBBG6t27NwsXLqRNmza0atWKt956y+iQHk0GnX1P8qeHk0ap+0aMGMEPP/xAUFAQXl5ebNu2jblz5xISEkJgYCCHDx/GaueqRP/3hwIwauj7dGzfnmMya4wQQqSLEydO0K9fP9asWUPhwoXZv38/vr6+Rof16GxO3r7nTFkX+Oabb+jTp0/STC8tW7ZkxowZycqcOHEiqecawMCBA4mOjuaNN97gzp07VKtWjfXr1+Pv759U5tNPP8XNzY0OHToQHR1NgwYN+Oqrr5ImIfH09GTZsmWMHDmS2NhYChcuzGuvvcbAgQPTYa3FfzVt2pRu3bpx69YtnnrqKa5evcrQoUMZNGgQTZs2Zd26dXh5eRGZwuQvf/x1lD/+OkpI/rx88dEgTqTUvVwIIYRLxcfHM2fOHIYNG8bt27eZMWMGb775ptFhuYYzOZTkT+mw1vZJo9R9r732Gq+99lrS37quc+DAAcaPH8/u3bvZtWsX06ZN4+uvv6Z40SKEFC5EtmxBfPfDCiChMapZ40YE58lNVHSsUashhBCPlT179vDMM8+QO3dupk2bRosWLbJGgxRk6J5SANmzZ2fRokV2y+j/iUnTNEaMGGF3NhsvLy+mT5/O9OnTH/p6pUqV2LVrl9PxirRRsGBBFi5cmOy5e/fusXDhQiZNmkTPnj155513KF26NAC1Kj1JnpzZsdl0ftq4DTezmS2LZlCicEHiNTeIiDFiNYQQ4rGi6zqdOnXihx9+4MUXX6RNmza0bNnS6LBcJ4P2lALJnx5GGqVSoGkalSpV4ttvv016rk2bNnz99de8/25fmjSsD8CwQe+xZdtvtGjWBHd3193TL4QQ4kEnT55g3ZqfadigPi+99BI//fQTAPv37ydXLudmT83wdN3JMaXSN6kSIiX+/v68+eabSVfcdV2nbNmyeGHhx8/G4emRMG7O5t37yZktkCdLJgx0Hh+XvlerhRDicREfb2HBj7/w9+UbNGvXkcaNG7N37146duzIggULjA7P9ZzJoSR/MpxMaeKE1q1b06xxQ/oO/ICz584DkC0okDYtW0iDlBBCpLEzZ07zfNuW/LF7NwB58uRh8uTJfPbZZ1lzxjWb7vxDiAxI0zS+/PJLDp08w/uTZic9X69apaQGKSGEEGnn3XFTGDRxBldu3ATgf//7H5MnT2bQoEEGR5ZGJH/KVKSnlBM0TWPyuI9o3LIdH038hHkzp6WqnpjYWDZt3kqDciHkzBbk2iCFECKL2vLrJqxWK9M+m03o5fOMHz8+aZaYLMmA2feESCtVq1ZlTL+evDfxM7q3aUaFJ0qkqp4/T5zmXmQU9YrkdnGEQgiRdf24fgv9XurMO691Z39oFH379pUc6t9lhaGkp5ST/Px8GfDOm6zftJmjx084/X5d15n46TR6v/MuY2bOT4MIhRAi67h58wZ//XmQ/fv3sv333wjKlg0vLy+jw0ofiYN0OvMQIgN7uV0LihcuwMdzv0nV+69cv0ntbn1o3vt9bt695+LohBAi64iLj+fo32fZe+gYy9f9SkRUNAWCH6PGfMmfMhXpKZUKdWrXAuDipcuUKV0qxXLh9+5x9NgxIiIjqVzxKfz9/OjVpz9r1m8EYMmqdXRt2ZQqTz6RLnELIURmcPHCBT6f/RlbtvzKjevXk5739vZm0uSpBkaWzjL4QOdCOMvNzUzdqhXZ/ddRu+UsViunzody+uIVCufNQ+mihdh/7BT1evRLKjPsy++Z1e+ltA5ZCCEyDavVypJV61n402oOHD2BxfLPzPH1qlfm+eYNeGyaXzLwQOfiQdIolQpWa8LXWdO0h76uk7Bjd+z+CmfOnAHAzc2NBnWfTTYlcmxcPNdv30njaIUQIuOLiIhgy+ZNrFvzC1s2/0q27Nlo2aoNTz1VgcKFQzCZzeTPXwBfX1+io6OMDjd9yO17Iguy2mxoPDx/StT9g3Fs2f7PDEGF8uamUc0qycrsP3kuLcITQohMRdd1jp46w08btvDTul85feEyjZ+pxth336BsiaIEBfjj4+VJ4fx50TSNe3FWx5VmBXL7XqYijVJOKlCyHOt+mwdAjboNKVAyeS8nXdd5++23adSoUbLnLRYL6zb+muy5AH8/6tevT7zZbHeZZlu8w7isJrWB1m0mtY9c1+zf2Wm1mJLKOSprtlkUFujaFmoTrjngmu4fpMy6BTfbo9/tatPsf9ZG0wHdzo8Fe6/9m0l33QnPZFWry+TgOxCvJ+yHHqY4PE32P4d43cPh8qw2tc9S09T2bTeT4++Jp9lxXXHWOCIAP/cYPDxS/r6bFa+VuZscH38APHE8jXvRYg8OaHzu3DkGDhzIqlWriImJ4emnn2b8+HH06tULX1/fh9YTFhbGudPO3z6d6Tg7+KYM1CkyOFvRp/nj+DnKPlWJgEqNHnj92O7dQCgXrl5P9vyFq9eZt3x1suc6N62Lzevhx4hEmiX2kWNORjGHckS33j+XaibsnVY1W+b/8ajpNjRX3RrjIN8EwE0tH9ZTuLCcbHEq+YcpoR7d5IaucI52uEyL2jlXifIPcoUy96vSLPF290vdQ/H2ege/fZyhWdW2mdlBuYR0x4xbbATuNvv7h83D2+HyVHNmpd9JQGClhsnr13W++OILJk+ezMmTJwkKCqJVq1Z88/rrVKtWLeWKwsIgdKvSMjM1Z3IoyZ8MJ41STpo2bRrvvPMOHTp0IHv27GzYsIHQ0FCuXr3KpUuXWLduHRaLhUaNGrFmzRqWLFnCiBEjktXRsmVLXnvtNZ577jkaduhBlzYtaPu/JuSQQc+FEI+RkydP0qRJE2JjYxk9ejTt27cnJCTE6LAyDF23oTtx9c6ZskKkt+vXr1OnTh1CQ0OZOXMm+/bt48KFC1y9epXQ0FD++usvDh06xOTJk1m6dClXrlzhww8/5M8//0yqI3v27HzxxRdMnz6d0V9+y7Fzl+ja9FlqlX8ixd7rQgiR1ei6zrBhwxgzZgzPP/88U6ZMoUGDBnh4OL6o+rhwJoeS/Ml40ijlBF3XGThwIAA2m428efOi3+/hExgYSN68ealVqxbt2rXDYrGQO3duPvzwQ3r06EHTpk05fvw4AQEBrFy5kpUrVwJw5MQphoz/lCHjP01azoZlX/FU2dLpv4JCCJFO9u7dS9OmTcmdOzdr166lVKmUx+d7bOlO9pSSMRFEBjZ//nyOHz9Os2bNePHFFzl//jyQMLxBcHAwRYoUoV+/hDGjSpQowdNPP03Lli2ZOnVq0vO3b9+mffv2SXUuXL2Zhas3J/3drl4NFo7om34rJYQQ6cxms/Hqq68yf/58Ro4cybBhw6RR/mGcyaEkfzKcNEo5QdM0xowZw5IlS/j777+ZOnUqzZs3J1++fHh7/9ONMywsjK1b/+kWWbhwYXbu3Em7du349ddfefvtt3nmmWc4sW8H+/86woZtO4iM+meMFE9PaeUWQmRduq7TqVMnihYtyrp168iWLZvRIWVMMqaUyELatWvH7t27OXToENWrV2fRokWUKlWKHDlyYDIl3Jb13/xJ0zT69u1Lvnz56N69Ozlz5mT8+PHous4fq5ay5+gpdh0+mVQ+sR4hhMiqFi9ezPz581m0aBFdu3Y1OpyMS8aUylSkUcpJ7777Lu+++67T7wsKCmLt2rXUq1ePNWvWMGHCBOqVLZz0+q07Yfh4e+H9uEx1LoR47FgsFmbPns2mTZs4ffo0EyZMkAYpO3SbDd2JsVicKStEeitevDg//PBDqt7boUMH/P39ad68OdHR0bz66qu0LZRwAS/eYuHW3QiCcwS5MFohhMhYDh06xNy5c1m0aBHlypWTBikHnMmhJH8ynlxSSkfu7u7MmjWLv//+m02bNiV7LUe2IGmQEkJkWbNmzaJo0aK8/fbbhIaG0r59e+rVq2d0WBlb4nTGzjyEyKKaNWtG27ZtmT17drLn3d3cpEFKCJFlHT9znt7DJ1K+fHmWLVtG+fLlGTBggNFhZXySP2Uq0lMqnZUrV47AwEAOHTpEtSL1jQ5HCCHS3L179/hk8mRKlizJe++9x8SJE40OKXOw6eDM1TuZPUZkcc888wyrV6/GqjgrqxBCZHZf/7SGVb/+Rs2aNZkzZw5lypQxOqTMwZkcSvInw0mjVDrTNI0yZcpw7NgxaCmNUkKIrO/EyZPous7SpUupUKGC0eFkHs5evZMrfSKLK1u2LDExMZw/f55go4MRQoh0cOTvs9SpWolftmw3OpTMxZkcSvInw0mjlAFCQkK4cOGC0WEIIUS6yJ0rFwDXrl0zOJLMRcaUEiK5kJAQAC5cuECwDEAhhHgM5MmZnTMXLhsdRqYjY0plLtIoZYCCBQuyc+dOdM2sVN5qdjzNp9XkrlRXnFlt3CoN+y3GFlPC61bNjNVkfzcy2RS62WfwqUw13YbmYGYGXXOcITvaVolsKnXpanXpOD7QWknYF3XNZHc9NN2itEw3W7zDMkr7BWAzqX1PHO2z5vsxabqO5uCKiElhm7lpatvCrKmtp4bjWTc9TArb1RQHJMTnoTku70i0Ve2YEaulHL9/3ifw9PTi6NGjNGnS5JFjEkI8ngoWLAjA+fPnqVLK8SQJJrPa+UP1Fg9doT5H5xcAXUv814RuspP/uHpGKIXcIiPTFfIBm1ktH1apy6RwDnWmg4WmkvfEx6lVZlE4v7tyNko9YbvqZjO6nd8lulkxN1XJ7VT3f8X92hQbbf91qwZ4Y4qLweTgdi7N5jgHtHr6KsVlcfex+3qJYkVZvXUnuq6jZfDfS0KkVuY+O2VSuXPn5ubNm0aHIYQQaUrXdW7dvE5kxD0Cg7Il3LYs1Nl05x9CZGHe3t74+flJDiWEyPKiomO4fus2AX6+3IuI5OrVq0aHlLlI/pSpSE8pA/j7+xMREYHFYsHNTT4CIUTWs3njGsaPfJ/r1/5JokqVKmVgRJmPrtvQnegp4UxZITIrf39/wsLCjA5DCCHSRHhEJP1HfcyKDVuw3e/FmTtHdgICAgyOLHNxJoeS/Ml40iJigDVr1lCuXDlpkBJCZEn79+zivbdfpladhgwcOgabzUbOXLnp0amF0aFlLs5evZMrfSKLO3jwIFevXpUJE4QQWZKu67w6cAR7/jrCRwPeomC+PFitNqpXLI+fn5/R4WUuzuRQkj8ZTlpF0tnFixdZuXIlM2fONDoUIYRIE5PGDaNs+Yp8MmN+ssZ3GQvBSbrNuTFl5EqfyOJmzZpFgQIFaNWqFTF7VxsdjhBCuNT6bTvZtH03yz6bSMNnqhsdTubmTA4l+ZPhnBpTatasWZQvX56AgAACAgKoUaMGa9asSXo9IiKCt956iwIFCuDt7c0TTzzBrFmzktVx4sQJatWqRYECBRg1alSy10JCQtA0jV27diV7vm/fvtStW9fJVcuYVq9ejaZpdOrUyehQhBDC5W7euMaxw3/StXsv6Q36iHSb7vRDZFySQz0aXddZuXIlnTp1kmOLECJLWr9tByWLFpYGKReQ/ClzcapRqkCBAowfP569e/eyd+9e6tevT6tWrThy5AgA/fr1Y+3atSxatIhjx47Rr18/3n77bVasWJFUx5tvvkm3bt1YsWIFq1atYvv27cmW4eXlxaBBg1ywahnTpk2bePrppwkMDDQ6FCGEcLlbN64DkL9AIYMjyQJ0W8KsYKoPudKXoUkO9WiOHTtGaGgoDRs2NDoUIYRIE9du3aZw/rxGh5E1OJNDSf5kOKcapZ577jmaN29OyZIlKVmyJGPGjMHPzy/pqtzOnTvp3r07devWJSQkhJ49e/LUU0+xd+/epDrCwsKoWLEi5cuXJ1++fNy9ezfZMnr16sWuXbtYvTrrdcsODw9n48aNklAJIbKsu3fDAAgICjI0jqxA13WnHyLjkhzq0fzwww94eHjwzDPPGB2KEEKkibC74QTJgOYuIflT5uJUo9S/Wa1Wli5dSmRkJDVq1ADgmWeeYeXKlVy+fBld19m8eTMnT56kSZMmSe8bNWoUjRo1wsfHB5PJlOw1SOh+3rt3bwYPHpw040BWMXr0aGJjY+nVq5fRoQghRJoIDw8DIDAwm7GBZAXO9JJKfIhMQXIo51y9epUJEybQu3dvfH19jQ5HCCHSRFj4PbIF+hsdRtYg+VOm4vRN+YcOHaJGjRrExMTg5+fHjz/+SJkyZQCYNm0ar732GgUKFMDNzQ2TycTcuXOTXdVq3rw5N27cIDw8nFy5cj10GUOHDmX+/Pl88803dOvWzemVCgsLMzQZu3fvXrJ/Ac6dO8eKFSsYPXo0fn5+hIWFERETp1SfhuPWW5tJrYU3XrEZ0tEyY2ITYo+OdbwOblbHZVTW0dV0zeqwTHRcfLJ/7dfneONaVD8ns+NyVt1xTAAajr8LsbExAMTExtot52ZTW6ZKOc3mePsD6CazUjmrg88zcV91tI4AFhzHb9XV4tJRG9w73ub4e6KbLA7LxMVGJ/v3UanEBaBpCftZfEwUxYoVw8PdTGx0RLIyYWHuLonpYcdYI4SHh6dp/c6OcyBjImR8kkPZl9J3e/z48ZQsWZIBAwYQFhYGQFS84/3dpLoaNrXjtModHio1Rd4/lEda7ZfWbKm+dpxChS6uz47EdUv41zXL1XXHW9emKR4HFfIxhTRR+bMEMFkVtoOu+NNMZTV1133eEffjinSwT+qKE5oodUxRPaUpzqFicvAZJd9n7VMJzaapHYCstn9yO7/AbOQvUICI2AfzPdP9Y9+jygg5VFrnT+BcDiX5k/GcbpQqVaoUBw8eJCwsjOXLl9O9e3e2bt1KmTJlmDZtGrt27WLlypUULlyYbdu28cYbb5A3b95kt6x5enqmmEwB5MqViwEDBjB8+HA6duzo9Ept374dHx8fp9/navv370/298cffwzA1q1bjQgnTZy7esPoENLF36F3jA4hXVy6dNnoENLcpUuXjA4hXVy/fMaQ5ZYpUZBPPvmEa+cOPfBa6FnXLuu/x9j0FhUVlbYL0HUnZ9+TpCqjkxxKzX+/2/Xr16d+/fqp+M5n7AHRD0d7Gh1CmjsU4210CClQuTCmPmPs4SiViy4eyvW5RBq0LR+KSc9jg9rFP3Vq+6LrvpdqF/X+XW7IsOEAHLjykEabK679/WhkDpXm+RM4l0NJ/mQ4p8/WHh4eFC9eHIAqVaqwZ88epk6dypQpU/jggw/48ccf+d///gdA+fLlOXjwIJMmTXJ6HKX+/fszc+ZMZs6c6WyI1KpViwAD78e9d+8e+/fvp1KlSvj7+9OpUydOnTrF2LFjk3W1v332mFqFKl8UxSsTNhddJYuOjedM6C2KBefA2/PRez9oLj5oKPW8UqgrKs7C39fvUiK3Pz4e9r8uNpPj7WAxqSUksWYvh2XidbW6zApXamJjY7h66RwFChTAyzPlk7GHVa33jZvFcW8kk1JCCDZN7TBlNdkvl7jPFsqf1+46JizTcSJkwTW9fhKp9KhS2a8TP8vgAiF4ej76jwHVHmE/ffsVixcvpmnTprz44ouUKlXqkZedkv8eY40iPaWEsySHsu+/3+3NmzczYMAATCYTu3fvxmT6J4eJOrrDcYU2x71LAUxWtV7AWBVyFYV8JtKqcTjakye9Y/C10zNataetKpVcS7UXs6PbXSJsJg7F+/OkWzh+jrocKc6mqJsdl7O5O86fEso5bnjQFPaLSIvO0btQzife7mcJYIqPcRxYvOP8CVDrqqO6+yj8NojQzRyyBrlun1XsBa9CU/yeOxJp1TgU7cWTXlH4OupmqRC/7qaWJ97KWZoXXniBgIAA2rdvT9euXZMd61wtI+RQ0lNK/NcjX0LSdZ3Y2Fji4+OJj49/4EtkNptT1Q3cz8+PYcOGMWLECJ577jmn3hsUFGRoo1Qif39/goKCqFOnDhs3bqRTp06UKFGC77//nvLlyxPrpdaooCk0nqh2l1X5se0Mb093fBXXwx7VRimVbQFqt6w50yru4+GGn4PGN6vZ8XaIN6tdfTGZHV+JMutqdZlV+p/f5+Xpibd3yg0ZXha1z8ldoZxJsVu5zUFjUyLVBj8vT098vO0nrVaFhrB4F1/xdFWjVCJPT2+8vB/9iqZF4VaCUyePM2bMGCZNmkT//v0feZmqEo+xRknLpBFAt9nQnTh/OlNWZAySQz1c4ne7bNmyBAQEcPDgQQoVKsTLL7/MtGnTADB7OP7+aQq34QCYlH+8u+aCVyJfs06AvR/4rm2TQlPYlzTFW47UehqBn2YlwNGt52a1Y6muMLSBTfF6kVVh/zFZVD8APeGzdHPQKGVV2GaaagOL6y5YO3Nbp8v2WcXhLFRoVtc2KPiabASYHTVKOd5mqndi9hk5klu3brF58+Z0zWmMzKHSOn8C53IoyZ+M59Qe8cEHH/Dbb79x7tw5Dh06xJAhQ9iyZQtdu3YlICCAOnXq8N5777FlyxbOnj3LV199xcKFC2nTpk2qguvZsyeBgYEsWbIkVe/PKAYPHkxoaCjz58/Hzc2Nt956y+iQhBDCZWZN/4TChQvLsc3VbLrzD5FhSQ7lvJIlS7J//362bt3K66+/zvTp0/n111+NDksIIVzi8OnzfPfddwwfPtzQi2xZkuRPmYpTPaWuXbtGt27duHr1KoGBgZQvX561a9fSqFEjAJYuXcrgwYPp2rUrt2/fpnDhwowZM4bevXunKjh3d3dGjx5Nly5dUvX+jCRnzpz06NEDXdd55ZVX0qXbohBCpLWTJ46xYe3PzJ07Fw+PdB4vI4vTdRu6E2NKOVNWpD/JoVJH0zSeffZZateuzbfffsvq1aupX7++0WEJIcQjGz//O4oUKUL37t2NDiXLcSaHkvzJeE41Ss2bN8/u68HBwcyfPz/VwZw7d+6B5zp37kznzp1TXWdGU7hwYXRd58aNG/gZHYwQQjyidatXki1bdl588UWjQ8l6nBxTSq70ZWySQz0aTdMoXLgw165dMzoUIYR4ZHHx8azY9geffPIJ7u6uHadU4FwOJfmT4dJvblgBwOXLCbObZcuWzeBIhBDi0Xy7eAFfzJyCTdcloUoLui1hMGHVh1zpE1nc5cuXyZEjh9FhCCHEI7kdfo92A8dhs9kMn+00y3Imh5L8yXDSKJXOtm/fTpkyZciePbvRoQghRKpF3LvHlEljAbgbdsfgaLKmxJljnHkIkVWFhoZy5swZatWqZXQoQgjxSL74YS2/7vkLgNu3bxscTdYk+VPmIo1S6ezPP/+kSpUqRochhBCp9vepE4waPojomGjeefcDPDw8WL9+vdFhZTmJM8c48xAiq/rzzz8BJIcSQmRacfHxLFm3jelLf6Z7iwaUK1aYFStWoDsxa6dQI/lT5iKNUuns1KlTFClShAMHDrB730GjwxFCCKfcunWTzm2bsmn9agZ+MJIq1WoQFxfH2LFjjQ4ty9F13elHerpz5w7dunUjMDCQwMBAunXrRlhYmN336LrOiBEjyJcvH97e3tStW5cjR44kK/PFF19Qt25dAgIC0DTtoXWmZtkiczt16hRms5nAwECWL1/Ovcgoo0MSQginfPj5Yl4dPY0yRQsy7NVOXAi9wa5du2SsvDQg+VPmyp+cGuhcPLr8+fMzcuRIRo4cCcCVYwccvsdNj3NYxmy1PHJs/2Yz2d81zLaE5Wm6Dc3BfbhWk+OxZjQ0pbjMuuJ6KhxczFaF7Xp/Pc2WeNzM9tdTw/EyVbYFgKYpxI9VqS4zjreZ6X4Zk261u41NutoyHe0TztBsast0w/7nmfhZmnSrw/XQFfZHN1O8Uly6rrZve9hiHJaJN3s6LGPW7n83sWEi5c/BpLj/eGixyf6+FX2TmJgYRo0cSdeuHTh27Bjw8EGWRdbWpUsXLl26xNq1awHo2bMn3bp1Y9WqVSm+Z+LEiUyePJmvvvqKkiVL8tFHH9GoUSNOnDiBv78/AFFRUTRt2pSmTZsyePBgly1bZG758+fHarUmjSk1Z+xQ2jdrYPc9bla147QW7zgfANAU6tNNZsf16AnXhHU07J4iFOoCQPE8qTRuilWxrhgHjYK6OxAI0ZHg4PyMu9rMrZqvv+NCuuPzJIDm4rxZN5vRHfyq0q0q+bAi1c9chepnTsJ3RbNTXtPU1kB3d/w56Yp1aTGRSuUcfZ80mxnwRrPZ0BzlSArb7GHHi1u3blMgV3ZWjx+Ap4c7MXFx95+/RXBwsMM6RdYg+dODpFEqnb311lv07NkTgC7t2xgcjRBCOKdgwYK0aNGCSZ98Qr169fD29gYSxnsRLpY4AKcz5dPJsWPHWLt2Lbt27aJatWoAzJkzhxo1anDixAlKlSr1wHt0XWfKlCkMGTKEtm3bArBgwQLy5MnD4sWL6dWrFwB9+/YFYMuWLS5btsj8WrVqlezvqk+VNSgSIYRInXeeb8p3W3YzYv5yxvXqRK6gAC7fuE1cnFrDuHCCMzmU5E+G509y+14627FjB0WKFOHmzZtMGj3c6HCEEMJpo0aOxMfHhxe7d+fkyZMAxMbGEh4ebnBkWUtqBzo/ePAg+/fvT3pcvXrV5bHt3LmTwMDApKQGoHr16gQGBrJjx46Hvufs2bOEhobSuHHjpOc8PT2pU6dOiu9x1bJF5nfhwgUApk2bRmxsLIXySa8CIUTm8mTRQnzYox1TvlvDu58t4q22CefDxDtohOtI/uSaZacXaZRKZ3v27KFhw4YypbEQItMKDAxk4YIF5MqZk9ffeCPp+f/973/YZLBIl9FtziZVCe+rU6cOlStXTnp8/vnnLo8tNDSU3LlzP/B87ty5U+w1l/h8njx5kj2fJ08ep3rapWbZIvPbu3cvAO3atcPDQ+12LyGEyGj6dWjG6Fc7sGjd7wyb+x0AK1asYM2aNQZHlrU4l0MlvEfyJ+NIo1Q6On/+PEeOHKFBA/tjIAghREZXrFgxFi9ezJiPPiL4/kly9+7d0gXdhVI7+97WrVvZt29f0iOxW7eKESNGoGma3Udi48DDxg7Rdd3hmCL/fV3lPY7qSG09IvNYvXo1pUuXJl++fEaHIoQQqaZpGgM6/Y9988ZSr2KZpOd37txpYFRZj+RPanWkth5XkzGl0tH+/fsBCAkJMTYQIcRjLS4ujpU/fk+u3LmoWbMWnp4JA44eOvQXq1ev5s6d27iZ3XBzcyN/vrxUefppKlWsyJ07d9ixcyfRUVEcP3GCNWvWJM0Ykz17dr766iu8vLyMXLUs5d9dylXLA1SoUIGAgIBULfOtt96iU6dOdsuEhITw119/PXS2oBs3bjxwJS9R4iCuoaGh5M2bN+n569evp/ielOpxdtki89u3bx+FChXKEMmzEOLxdfDv8/xx7DSNqpSjSN6EXifRsXEsXPc7h85cwGqz4WY24+/rwxOF8/G/GhXJ5u/LrqN/c+riVSJjYlm+9Q/2HD9DXHzCgPvPP/88/fv3N3K1shxncijJn4zPn6RRKh3VrVuXUqVK0atXLw4ccDzrnhBCuMLdu3dZ/M1CNm3cgJ+fHyeOH+f27VsAuLu707RZM3r27EX7dm3JkSMH+fMXwGazEhcXx4oVl4j4+GNy5MjBvXv3knpCZc+endatWlGzZk3Kli1L+aeewsfHx8jVzHL+ffVOtfyjypkzJzlz5nRYrkaNGty9e5c//viDqlWrAgk95e7evUvNmjUf+p4iRYoQHBzMhg0bqFixIpDQQLp161YmTJigHGNqli0yv9dff53XX3+dFStW0Lp1a6PDEUI8Jrb9eZyZKzZy+cYdfL082Prn8aTX8uYI4ushrzN7xSa+3/oHFYsXxt3dDYvFyu17kUy5dhMPNzcCfb25HvbPuJv1KpZhfK9ONKhcjtxNu8vMe2nAmRxK8ifj8ydplEpH2bJl45NPPqFFixacOnUKhYlthRDikezcuZ3+77xNZGQEDRo2xmazUe7JJ2nfvj3FixXnu+++Zf78L1m1ciUA7w0cRJs2bf+pwGZh565d/LB8Ofny56f7iy8mjYn3794K0iDlerruZE8pXb3so3riiSdo2rQpr732WtKYCz179qRFixbJZm8pXbo048aNo02bNmiaRt++fRk7diwlSpSgRIkSjB07Fh8fH7p06ZL0ntDQUEJDQ/n7778BOHToEP7+/hQqVIjs2bMrL1tkLb1792bevHl8++230iglhEhzUTGx9Jm2kG827qBsSH4qlyrCzbB7dKxXnY9f78yOw6cYPGcZDfuPS3rP9s8+/Cc3Mpm4ducuC9f+xv6TZ3m1RT3qVHgCs8mULH/ykgapNOFMDiX5k/H5kzRKpbPElvCIiAj8fWRILyFE2jh18gTr161j3tzPqV6jJhM+nkzu3P90zTVhBeCDIUNp2qwZe/fuZfv238mVK1eyekwmE7Vq1qSW9EBJf7qe8HCmfDr65ptv6NOnT9JsMC1btmTGjBnJypw4cYK7d+8m/T1w4ECio6N54403uHPnDtWqVWP9+vX4+/9zmWb27NnJZiJ69tlnAZg/fz49evRQXrbIeoKDg4mIiDA6DCFEFnY3Ior1B/5kwuJVnLlynbnvvUqXhjUfuG241TOVqV2+FGv/+Iu1f/xFgI8XNpuO2fxPuTzZAnmvc4v0XgUBzuVQkj+lyXo6Qxql0tnt27eBhNmrtHjXTZ+u4+LxFRx9ORNf13U0B2WtJse7mU0zK4Xlbo1VKucRH+mwjKYrdNW8X8Zki8Nktd+IaDM7Xk+lZQJutnjHhRTbNE0KyzSRUMZsi8fNlnLFZpW4AJNuVQtOga64b2g2+8vU7sfkYYnG6/49/CmJNzseF8kcr7Yt3C3RSuVi3f0clilU4gmHZcLCwjj9998Meq8/V69eZdiwYQwbNgyzOeXtWLxYETo8314pTpF+jLh9zxnZs2dn0aJFdsv89+qjpmmMGDGCESNGpPgeR6+rLltkPbdv36Zo0aIAaDb7x3Fn6Ca184wSlbgUf//YPBTH6FP8QWWKjXJYRotTy7NwcM4FM2igx8eh22LsL9PddbMpala1/EMzuShPceLHrNJ+ZlY7jmsmhSRQcVtgUlgHO7lhMorbQ4sIc1wmynEun1BQ7TeQ1/Pv2n09JiwMtm6lw0ezOXjwIFWqVGHXitU8+eSTKb4nH/ByO3hZLVKRjtL79j1nSP70IGmUSmd79uzB39+fkJAQbpz6y+hwhBBZzJkzZwB47733eOmll5IGMReZT2oHOhciK4qLi+PgwYNy654QIk1lz56dixcvkj9/fplUIRNLzUDnwjhy/1g627RpE3Xq1LHba0EIIZx1/fp1Xn31VZ5//nkA2rZtKw1SmZyz0xmn95U+IdLT7t27iYqKon79+kaHIoTIQqxWKytWrKBz584ANG/enAIFCkiDVCYn+VPmIo1S6ej8+fP89ttvNG3a1OhQhBBZwNWrVxk/fjwVKlQgT548fP/990n3iHt4uO52CGGMxKt8zjyEyKoWLVpE7ty5qVChgtGhCCEyOV3XWbt2LS+88AJBQUG0bt06acKWdu3aGRydcAXJnzIXuX0vHU2ePJls2bIlDTQmhBCpER8fz4IFC3j77bfRNI2WLVsyYMAAGjdujIeHB1u3bjU6ROECcvueEAmuXbvGl19+ybhx46SnuRDikVy+fJkOHTqwY8cOypQpw8CBA6lbty7lypVj27ZtBAUFGR2icAG5fS9zkUapdHLkyBGWLl1K69at8fX1NTocIUQm9r///Y8NGzZQqVIlNm3alCyBCgsLMywu4VoZfaBzIdKDzWZjzJgxWCyWpNtrhBAiNbZt20bdunXRdZ2FCxfywgsvJN2mJ/lT1pKRBzoXD5Lb99LB7du3adCgAcHBwQ5HxBdCCHu2b9/Ohg0bGD58uFzRy+Lk9j0hYPz48cyYMYPp06eTP39+o8MRQmRSuq7z0UcfUbBgQQ4fPky3bt1k3KgsTPKnzEV6SqWDZcuWce3aNXbu3EnevHmNDifT2LjpV2JiY2nRvJnRoQiRIVy8eJEOHTpQs2ZNhg8fLrexZHG6Tcdmldv3xONt6tSptGjRgrfeesvoUDKNyOgYPln4Pa93eI5c2QKNDkeIDOHDDz9kw4YNrF69mrJlyxodjkhjzuRQkj8ZTxql0kHDhg0B2LFjB0WKFDE4msxh/oKFjPxoLB7u7tIoJQRw4tRpXu3XHnd3d5YvXy4NUo+BhKt3zty+J0mVyHrq1q3L/v37jQ4j07gTHkGhJl0BaNvgGWmUEo89q83GqGXrmPjjJsaNG0ezZvK74nHgTA4l+ZPxpFEqHcTGxgLIbTYO3L59hzNnz7Lql19Y8PU3AGxat8bgqIQw3poNv/L2+0MpVqw4K1asIDg42OiQRDqQgc6FAIvFIvmTA7qu89fJs1wIvU6X98cBUKdyecoVDzE2MCEMdjcqmh5Tv2H9wRNMmDCB9957z+iQRDqRgc4zF2mUGVWSwwAAPXxJREFUSkM3zp/iwtEIXuvzLoEB/pQplIcrJ/5Kel03qW1+m+a4R4RZi1eqy2SzKJUz2+zXZ9YT6sletMxDk0Vd14mPjyc+Ph73uLik/8fFxfHyyy+zZcsWqlSpQs+ePWncuDE2Szzvvj+YzZu3JNXx7bKl5C9UmH+3cds0tWHQdJPjbabrCj1NTAkHKZvJA5uDnilWk7vjZSrGr+mOW/bdHHxGiUy6Vbkuk27FZEu5vGbnNWfL2cyOt1diTCocbVuN+yccXU942OFmjXMcl+L2N8fHKJXztjx8mSs3bePVgaNo1fBZFv34i0yU8BiRRinxuAo/uQ/d040lK9eyauVKhrz1Knf+TD6rqKZwPlXJBQBQ7XmqcG7TrApl7p/ivSo3wec/OZSu61itVuLj47Hdz50SHwcPHqRly5YAvP/++zRs2JDatWuzc+ls6vbol1RHqSIFWTFzHLrpP9vIqnDecvdwXAbA6iCf1N3ACpq3L5rmoE5PL6VF2twcx6a7sBexSi6m6QAaGvr9/z/qQhXzXIWhkDTVnrYq4yqpDr2ksM0AUPie6Ba1PEuPe3j+FBUbR6uPF3Li6k1+6NeVVgMHqsUmsgRplMpcpFEqDek2G83adyEuLo4Fs6fj6aF4os9Ezpw5Q1BQEDNnzqR48eK4ubkxevRoLly44PC9e/fuZf/+/dhsNqpXq0ZAYEDSaz1fe5UqlSunZehCZHi3w+7y+rAJtG5Uh7ljh0iDlBDisbHwh5/pO2oSXVs3p3fXdkaH41JWa8IP97Nnz3LhwgXWrVtHp06dmD59OitWrCA+3vGP8fHjxzN+/Hhy5sxJm3o1kr22beF0TP9tkBLiMTN+5TYOXbzG2kE9qFxUJkkQIiOTRqm0pGmYTSZaNGnE05UqGh2Ny+w/fIzPl67ghZdf4/nnn+fMmTPJXn/++ecZNmwY7u7ueHh44O7u/sD/LRYLZcuWxcvLi19++YUZ06ezfv2GpDqWffsdZcuWpXGjRnh6eqb3KgqRISz8aTVWm5WJg96WHxiPIekpJR5nbvd7vAzv8xoe7mo9azO6qJhYpv+wnpX7TzJ81Ee0b98+KYeaNWsWuXPnZuzYseTIkeOhuVPi35qmUb16dQ4fPszChQv5at7cZMt586MpDH61KyVCChixmkIYLjouni+37uXVelWkQeoxJT2lMhdplEpDl69c5eq16xR0cgpjXdcz3BSluq6z8fddfDr3a3YfOESDOrUBmDdvHhEREUyfPp0qVarw4osvUqpUKafq7tq1KzWrV+PsuXOsWrWKwMBANmzcxDt9+xGcJw9jxnxEvbp102CthMjY1v+2m8bPVCdntiCjQxEG0G02Jwc6Vy8rREa3fe9BcmYLwsdb7dauRBkxh7oRFs6kZav5ZsN2wqOi6ffi8wDMnTuXPXv2sHz5csaMGUPVqlUJCAhwUNs/nnrqKT755BMGt6vDL1t38efxv/H382H6Nz/w/botvPBcI8b260mQv19arZoQGdLuvy9yJzKGrrUqGB2KMIgzOZTkT8Zz6tL7rFmzKF++PAEBAQQEBFCjRg3WrPlnIGpN0x76+Pjjj5PKnDhxglq1alGgQAFGjRqVrP6QkBA0TWPXrl3Jnu/bty91M2GjxJyvFpE7V066d+3osOyGX7fwv3adKft0LQo9UYHy1evQvtvLfPfjCmJTuFc6vZy9eJn/9XiTTm8OREPj83HDmTPhQwAqVKhAixYtWLduHWPGjHG6QerfioSE0Oftt+n+4ossWriADevWUqpUKV559TXatmvPpE8mc/HSZVetlhAZ2s07Yew/cpwaFZ80OhRhkMSrfM48RMYlOZS6Y3+fZenP6xnYqzu+3t52y969F8E7oz+hbNOO5K3RjDzVmvJ0m+68O24qp85fSqeIH85mszHl+7WU6T6I+Wu28mKT2hycO5Z3OzQHoGLFigwcOJDdu3fTsGFDpxqk/s3Tw4O2jZ5l5NsvM+ClTpz4ZRFTBr/Nyl+381Sbl3lpyHh+3PgbFovaGI1CZHbr/jpFNl8vnsify+hQhEEkf8pcnOopVaBAAcaPH0/x4sUBWLBgAa1ateLAgQOULVuWq1evJiu/Zs0aXnnlFdq1+2csgDfffJNu3brx9NNP07t3bxo0aECtWrWSXvfy8mLQoEFs3Zp8QMvMaPe+/Xw09H28vR68ynfoyDH+OHAQm83GpctXmLtgEXWeqckbTV4hwN+PW7fvsGf/Afq9P4xBw0bRsO6zPFm2DDdv3eLXbb8TERlJ7ZrVqVe7Ft5eXoReucLl0GvcDQ8nMCCAFo3rU+6JUo80jlX4vQimfvkNsxd9S56cOfhu1iTq1ayKpmlExKoNmP4oihUrxpfz5rJm7VrWrFnLom++4Ys5c3ipWxfeeaMXgalM3oTIDH7asBWbTafj/xoaHYowiM2qYzOpJ0o2qyRVGZnkUOpGTPmcimVK0b3dcw+8FhkdzS+//sadO2HoOiz88Reu3rhFj3YtyJsrB5qm8ff5S6zYuJUvv1tJ6SKFaPrM03h4uHP07/Ns/uMAZYqF0LBGZSqVKcHNO2FcuXKV0JthxMbHU/3JUjSuXongHEGP1ONq25/HGTxnGftPnqN3qwYM7daaHAEJPZbC0/iivJenBy+3bU6TWk8z9/tf2PzHAboPHssTRQoysc9L1H+6fNoGIISBdF1nyc6/eOGZiphl6IPHljM5lORPxnOqUeq555InB2PGjGHWrFns2rWLsmXLPjBN+YoVK6hXrx5FixZNei4sLIyKFStSvnx58uXLx927d5O9p1evXsyaNYvVq1fTvHlzZ9cnQzhw4AAAHdu2pkmDekDCAXL33v2s3fgrh48dZ+cfe/Fwd8fsZsZsMtP3zV68+/YbDyRAp06f4ceVv/D7zt1s3/0VOXPkoErFCuTKmZ0tv+/kh5W/AAlXyfIF5yFbUCCXrlxl1vyvcXMzU61yRXq92IWGdZ5RHpMmLj6ehUu/Z9LnXxEdE8MbL3bi7Ze6EOCX/oMsa5pG82bNaN6sGVFRUXz91ZdMn/0Fy39axcB+b9OpfVvMLpxpRYiM4tedeylXshjZgwKNDkUYRMaUylokh3JMvz8zalx8PF99Mgp3dzd0XedeZBRf//gLR06cZsP2Xdy6cxef+xf8QgrkZcOCGZQIKZisrtH9erFq/SbWb9/LktW/YjabKJQ3D293bcuxM+eZueQn7kZEApAzKIC8ObNjNpn4evVmdF0nd/YgujWvx+vtm5E3Z3bldTh67jJD533Hmt1/UrlUEdZPGkTt8qVdtIWckz9PLj58swcfvtmDfUdOMGTybJ7rN4oWtZ9m3FvdKZo/2HElQmQyf14I5UZ4JHWfKGJ0KMJAMqZU5pLqMaWsVivfffcdkZGR1KhR44HXr127xi+//MKCBQuSPT9q1CgaNWpEdHQ0LVq0oEmTJsleDwkJoXfv3gwePJimTZtmysF958yZQ8eOHeneuQM3b93i42kz+f6nVcTExlIwfz5KFC/GZ5PG06J5E4cNKiWKFWVQ37cY1PetB14bMqAfN2/dAiB3kH9Sg5bVauXAoSMcPn6S71eu5sU3+1MspBDD3u1D83rPpLgsXddZuW4TH02ZxcUrV+naujkDX3+ZfHkyRtdXHx8f3ur1Ku1bt2TC5Km8P3wUCxcvY8SQQdSo+rTR4QnhMkdOnWHN1h1MHz7A6FCEgXTdyTGlVKfiFoaTHOrhTp8+DcBrndqQP08uNvy+m3fHTOb6zduYTBplShSjXdOGvNnteQoF289NPD086Ni0Hh2b1nvo6/EWC1eu3yJPjmz4av/c1nb15h32HDnJbweP8sUPa5m2dBVdmtZh9OsvkNMn5YlXLt+4zUdffc/Xa7cSEpyLRUPfoG3tKhlmfKvKZUux/rPRLP91B0M++5rKL/TlrQ4tGNi9Hf4+9m+RFCIzmfTzb4TkCqJB2WJGhyIM5EwOJfmT8ZxulDp06BA1atQgJiYGPz8/fvzxR8qUKfNAuQULFuDv70/btm2TPd+8eXNu3LhBeHg4uXI9PKEYOnQo8+fP55tvvqFbt27OhkhYWBg2Awcsu3PnDgATp83kj337sVgs9HmjF4ULFaRhndpo95PEmDgL4Pg2OI2UW2+9fRO6gkfFJp8++InSpXmidGmeb92SoydOsej7nxj16UxGfTqTcqVLki0wgBzZgjCZTOi6TuXy5Vi5fhN/HPiLWjWq0rNzO4oUTBig/WG36kXFJSRw9+7dc7xBFERFRyuVc7fGERAQyJgRw+nWtTOz587n/Q8/onbN6rzSvRt57u9T8VbH0ymbbY63feJ6RsU7HofBorBMi5vaDwSr5nh5uqZWl0l3XFdMbMK4ZdGx9tfBTWEdAUxWx9tWV+zgpumKVzkcJP5RcZZk/9qvy/E2M+lqt7C6Kew7CctMWE9d1/n8+9XUqFqF/zVuwL24f70/LMxhPYnfSVd9NzOijLKO4eHhaVq/9JTKeiSHsu/06dN4eXmxfP02Vm/ZzpGTp3m6UkUqli1N49rVyJv7n3VOdmxMgdli7zthJnvO3MQD4f8aa8k3KBt1a1Wjbq1q9H+5M6u2/cGCVb9S9+3RADz9RDHy586Bh5sbFouVwsG5cHNz47Pla/BwMzP1vTdoU7sK7m5m7unwsBQuwpZw/nZZDhWn9nmZrBqN69Ti2epVWbx2C4vWbGHb0Un0bteMZjUrYzJpmKyKDZm6/Z8QEfdfj8DtodsgGZtaQmCzOG7gUz0K6gq39WgKlUVakv9rl0L8mu66hmRNcbuisPtE3K8rcd9Nka7aCOt4Rk3dpDbJgf6vC/wnrtzgrzsxDO7SmmhPP/796yLOQQ6VUXKLtJYR1jOt8yeQnlKZjabrir/47ouLi+PChQuEhYWxfPly5s6dy9atWx9IqkqXLk2jRo2YPn26ct0hISH07duXvn37MmrUKObPn8+JEycYOHAgBw8eZMuWLXbfHx4eTmBgIIsXL8bHx8eZ1RJCCCGcEhUVRZcuXbh7926qByh+mMRz2dZnq+Hnpn7tKMJioc623S6PR7iO5FBCCCEed2mVP0HqcijJn4zndE8pDw+PpEE6q1Spwp49e5g6dSqff/55UpnffvuNEydOsGzZslQH1r9/f2bOnMnMmTOdfm+tWrUM3aHu3bvH/v37qVSpEv7+/obF8TCrVq1i8uTJD7RQT548mcqVK+PnpzZtcEZbx6ioKObPn8+iRYsICgri3d4vU+nJsnbf42ZzPKthVJyVEzciKJXLDx8P+1ecLCbHg8pbzGoDz6v2glKh0tMoOjaOc1evUzQ4B96eKV+9MtnUev2obFtU28MVu9TqZvuHs6g4CyevR1Aqp6/Dz1JT6CVgUllHxboAfMomDFY8ZcoUVq5cycaNG1N1601G+26mhYyyjtJTSjhLcij7Msp3+2Fu3LjBpEmT2LhxY7LnmzRpQq9evShcuLByXRltPQ8cOMDHH3/MiRMnaF6zEgM6t8TLTi4AoMXbPwdG2EwcivfnSbdw/Ez2cwfdPeXbIv/NplDOUS7wT0HHx0uTQo/6SAscjnCjnJ8FX0eLtijcHaGwzIRyCrmFYs6mIsJm5pAlgCe1O/hpdmKMjVGqT1copytsLwCvVr2BhN8CtWvX5r333qNTp05K7/23jPa9TCsZYT2lp5T4r1SPKZVI13ViY2OTPTdv3jwqV67MU089lep6/fz8GDZsGCNGjHhgcFBHgoKCMkQrp7+/P0FBQUaHkUy3bt1o0KABa9eu5fTp01SoUIFmzZopN0b9V0ZZx6CgIIYMGUKXLl3o1asXnV55ndkff0TLJslnLouLi2fn3v3kzJGdJ4vmZ9mqdRw9dZoP+/bGzU5ruo+HGT9P+18XlQaneDfFxEtz3eDtmhP3SXt7uuPrlXKMKrc8ArhZFZap2CilGr/N7LgrOKh9liqNb6q3OGiKJzoff3+mTJnCihUrOHgwYWbO7NnVB9f9r4zy3UxLRq9jWo/Xo9ucHFPKwNvWRepIDvVwRn+3HyYoKIhZs2axZcsW9uzZA0DTpk0f6XPKKOtZr149nn32WebPn887b7/F7n0HWfvpULw9k+c150NvcPDUORpXfYroiHAGf7GMFxrV4tmnUh7I3c9kJcBRo5RZ8TyvcJrXzYq3jymcmh2EnYyvGwQ4/FWlcMugSv4EaKgE57pGqUR+moUAzc5QDnpsyq/9u5hNoVFKccgIn6Agjhw5wqRJk7hw4QJHjhx5pO9VRvlepjUj1zM9xjt0JoeS/Ml4TjVKffDBBzRr1oyCBQty7949li5dypYtW1i7dm1SmfDwcL777js++eSTRw6uZ8+efPrppyxZsoRq1ao9cn0iQb58+Xj55ZeNDiNNFClShNWrV9O+ZXP6DfuICuXKUCh/PgBmzv+akZOmPfR9I/q9np5hCpHMjgOHGfjqYA4fPky9evX45JNPyJkzp9FhCYPpVj1prDHV8iLjkhwq8zOZTNSvX5/69esbHYrLmc1mXn31VUpZQmn8ziiGfr6ET/p0B+DM5Wu0++BjTly48sD7KpUMsdsoJURaio6LZ/iAAUyfPp38+fPTrl073nnnHaPDEhmAMzmU5E/Gc6qZ8tq1a3Tr1o1SpUrRoEEDdu/ezdq1a2nUqFFSmaVLl6LrOp07d37k4Nzd3Rk9ejQxMWpdQYUAcHNz45MRH+Dr480nM+cAcPTk30kNUu7/6RF1YM23DmdBFCKtHD9zgZZvDcHX15edO3eyceNG+vfvb3RYIgPQrWCz6soPhTkNhIEkhxKZQZXSxRj+8vN8sWIDpy+HAtBt1LSkBql/957q07YxvVs2MCROIQDeWvAzM2fOZNiwYRw+fJilS5cm3SItHm/O5FCSPxnPqZ5S8+bNc1imZ8+e9OzZM1XBnDt37oHnOnfu7JLkTDxe/P38ePPlboycNI1+vV/h8tWExKpFo/rMmzIBADerJOrCeL9s24WHuzubN2/G01Pt9k7xeNB1J8eUcm7eEpHOJIcSmUWv1o2ZsuwXPv5mJbMH9uTAybMAnF0+izzZAwHQ4iSHEsaKs1hZdeA4Q4eP4IMPPjA6HJHBOJNDSf5kvEceU0qIjKrb822ZNncBQ8ZOov/rrwJw527aD6wnsq5zl66w68Ahzly8zNkLF3Ezm2lSuxo2q5WvV65n35ETZAvwo0GNKrzdrT3FCuazW9/a3/9g+jc/Uq9qBWmQEg+wWXVsyhOcJ5QXQohH5e3pQb9OLRj2xVK6Nq79r+fVxm4U4r/iLVY2Hz7FicvXOR16kys371C+UDA1ShRm85HTfLf7EGGR0ZQrGEyPOpXpVLM89u5huBsVQ5+FvxAZG0/z5s3TbT1E5uFMDiX5k/GkUUpkWT7eXkwbM5zubw1g0287ALh45cHxEIRQsXH7H3TsMxibzUZwzhwUKRBMRFQMS1dvAqD6U2UY8HJnbty+w3drN7NwxVqGvt6d/t3aoWkPDry6cec+Or47ioY1KjPtg7fTe3VEJqBbbegoDtp7v7wQQrhC79aNWb/7IM8NHJf03NVbdwjw9TEwKpEZ6bpO01Gz2XH8LF7ubhQNzkFwgB/T1+5gzI+bCfTxonPNpyiQI5Ctx87Sc84PTF3zO9++1ZGQXNkeWl/bqYs5dvkG83u2pUKFCum/UiLDcyaHkvzJeNIoJbK0kIIFKF40hGMn/wZg/NCBBkckMiObzcaIqZ9T5ckn+P6zifj7+mCyJswwczH0Om5mM3lz5UgqP/T17kyct5iRM+Zz714EI97skay+w6fOMmHeEsoVD+G7yR+myywkIvPRbU4OdC5TGgshXMTNbKZFrSps3n8EgNzZAinpoPevEA/z0+5D7Dh+lmUDetCiShlMJhN6TDQxcfGcu3GHIrmz4+me8JO0//9qc+DcFbrNWEb9cfP5dfBLyRqmouPi+fr3g+z6+xKL33ieVpWfMGq1RAbnTA4l+ZPxpFFKZFl/HjlGmx698ffz5ZWuHWnTvDFPVyhvdFhZjsViYeW6TRw9eYriIYWpUuFJShXMg6Zp3A67yx8HD3Po+ElOnDlHoL8/dWs8Ta0qFcge+M+U438dO0nojVtERUfzZOkSFCtc0O4yb94O47vVG7h49RrXbt7i2s3b3IuKplC+YIoVLkRQgD93790jLPweACEF81O8eHH88xXlp/Wb2fLbdry9vHjzxY6ULl7E4Tqu3baTI6fOsGb+NPz/c5W4YHDuB8p7e3ny4ZsvkSMwgCFT5qDrOkN7d8PdzY0/Dh2nac+BeHt5MGfkAGmQEimS2/eEEEZ5ddxMvv11Jw2qPEnzGpXo1qzOQ3v9ikdz6uJVftq6G13XqfJEcZ4uWZgAX2+sVhuHz15kz7HTHDl7idDbYVR9ohh1K5alfLFCST/g7tyL5MCpc9yLisFsNtG0annc7Ezeo+s6G/cdYefRvwm9fZfQ23e5ducuvl6eFM+fhyLBuYizWLgTEcW9qGhyBflTPF8eihQtCoWyMfWnTfx15Ch1y5fitWa18XC3/1NS13Um/riJ+k+WoGXVcsle8/Jwp3T+B3OoiiH52DTsNRqM/oLmk75m6VsdKF8wmHiLlVfm/MiK/cdpWK4YzZ4q6fT2Fo8PuX0vc5FGKZEl2Uxmlq9ej7u7G7+v/hHf+w0J/+6cqdscNwbo9xMwXdPQNfvldYVkzaapzfKnWk6FWVfvkuqbpxALFizgxIkTBAQEkC1bNoKCgpL9a7VauXjxIhcuXOD8+fP8/vvvHD9+nAIFCnD58mV0XSd79uzkzJmTkydPApAzZ07KlCnD4dNH+eq7FWiaRvny5SlYsCDnz5/n0KFDSTH4+/szZMgQvL290XWd1157DR+fhM9P13WWL1/OG2+8QXh4OCEhIeTNm5eQUmXx9fXl7NmzrNj0G+Hh4Ukx22w2lq/ZRO7cuZk8eTKfLVxGrly5uHLyLMs6vMyyZcuoVKkSJpOJwoULP7BN7ty5w8cL+lGrVi2a9nDuNrsPKjfBq2Bp3nvvPb5YvoYCBQpw4sQJypcvz65du/D29naqPvF40a06uhONUjKlsRDiUelmN8Ijo1i2aQcjenbmvRfa/PPav8ppDmctvp8zmcwO5/rWzWpjVekmxz9bVOvSrPGOC9kU8idbQu7n9VQD9h8+zDfffIPNZnto/uTn58eNGze4cOECFy5c4MyZM6xcuRJfX18A7t79Fk3TKFWqFJcvX+bevXu4ublRsmRJcuXKxUdfr2TIF8vIli0b1atXJyYmhv3793P37t2kcJo2bUr79u25cuUKjRo1onr16kmvhYaG0r9/f5YsWUJwcDAFChQgb97CVH4qmPDwcP48dYqfdh/Gy8uLbNmy4e/vz9YTx7hwYR1FihRh8uTJ/Hr0HL5+uRg4bzk/Hr3Czz//zN9//0358uXx8PDgv7766isOnr3Mhg0b8GrY0PH2vC8E+PW512nZsiU1RnxB0aJFuX37NuHh4SxcuJBu3bop1yUeT87kUJI/GU8apUSWVbZ0ScLuhrPvz0M8W7Oa0eFkCu+++y4//PADFSpUICIigjt37hAWFkZUVNQDZXPmzEnhwoV56qmnWLRoEZUrVyYsLIw//viDnTt3cvPmTYYPH84zzzxDoUKFkq6wXrhwgc2bN7N582Zu3bpFtWrVGDhwIPXr18dsNjNgwACGDx+eNBPGjBkzaNasGSaTid9//519+/bx3HPPMWfOHPLkyaO0Xrquc/bsWQ4dOsTmzZvJly8fcXFxdO/eneeffz5pWS+++CJDhgwhPj6eoKAgdu/ezXvvvUdYWBhr165N1Tbt378/jRs35pdffuHKlSsMGzaMdu3a4eXllar6xOPDZtWxOTEjjE26nwshXMDfx5ui+fOw6Y8/ebdLK+nRq2Dfvn00btyYokWLEhgYmJQ/hYWFYftP45aHhwcFCxakcOHCjBo1in79+uHh4cHx48fZtWsX+/bto0CBAjzzzDNUqVIl6QJWbGwsu3fvZvPmzfzxxx/kyZOHXr160a1bN/LmzcvWrVsZPHgwr776Kr6+vnz44Yd06tSJXLlyce/ePZYuXYq3tzdff/01Xbt2Ve75FhMTw9GjR7l48SKrV68mW7Zs7Nixg8aNG5MjRw5sNhv58+dnypQplC1blsDAQG7cuMHcuXOZMWMGL774Ig0aNHB6mxYuXJidO3fy888/s3PnTrJnz07btm0pW7as03WJx48zOZTkT8aTRimRZbV7rjlLf1jJkDET2Pbzcul2rmD37t2sXPn/9u48vKZr/x/4+2Q4J/MsEkpETKmYJUQQadwQY2mjLlKKTvQS10VqaBNFpGqoS7VCNYLQS9sv1SSiTWIMETE0CH7mDHJbmYjM6/eH69SR6YTknOSc9+t5zvM4a6+191pdtX3OZ++99n74+PgolBcXFyMvLw85OTmQSCRo2bKl/MresywsLODj41Op/bNat26NyZMnY/LkyVVuj4iIwL///W9IJBLcv38fc+fORXx8vDzo+e233+Dl5VWncUkkElhZWQGA/K4rqVSK8PBwODs7o7y8HM2bN8fixYuxfft2hbYeHh6IjY1F27Zt63TMZ7m4uMDFxaX2ikTPEKUCQodrShGRakkkEmyY9z6GBSzFvriT8PP2UHeXGr0lS5ZgwIABOHz4MPT0/vp5VVFRIb/IV1BQABsbG9ja2laZ6Hv11Vfx6quvYurUqVUeQyaTYeDAgRg4cGCV28eOHYsxY8bg7t27aNmyJdavX4/t27fL70afN28eAgICYGlZefHwmhgYGKBt27a4e/euPJbu168ffv31V3z77bcYNGgQdu3aBT8/P4V2JiYm+OKLL/DPf/7zhWNwIyMjjBs3DuPGjXuh9qS96hJDMX5SPyalSGPp6Ohg9vvT8Na0D3Hx0hV07czFEKtz5MRJNGvRCpMmTaoyoSSTyWBrawtb28rP/jcECwsLAIC5uTkOHDjQYMeRSqX45JNP5N8nTJiA6OhomJubo7y8HJ06dUK7du0a7PhERESNkWdPF7h36YjvY48xKVWDkpJSAPooLCzE7t27FRJSwJNY1MzMDGZmZlXvoJ5JJBK0bt0aADBnzhzMmTOnwY7Vp08f9Onz5EmEv//97zh+/DgePHiA0tJSNGvWTOEuLyKimjApRRrN3bUnmtlYY9qsf8G1RzeYmBjD3MwMY4YPQTenmhfT1halpaXY/G04Fi1ejNmzZ6u7O2plYWGB8ePHq7sbRACAijKBijrcKcXbz4moPr3xWj/MW/8dXp+3As2tLGBqZIiODi0xefhr4APoT/xy4gzsew7EV199JU8GaSsPDyYvqfGoSwzF+En9+JA4aTR9fX3s/e4b9HPrjew//sD53y9hz4/74evnj62R++RrCWmrx0VF+Hztv5H7v0UyuW4EUeMhSkWdP0RE9eX9MUOwcubb0NXRwfW7mYg/+zvmfvkthsz6FHfu/6nu7qlVRUUFrt3NwOafDgF48ugdETUejJ+aFv4CJY3XwaktvgwJxt7vNiNm706c+fUX+I9/EwtWrMHqb75Td/fUIiLye3TtMwAdurni663bMHkC7w4iamwqysWTK33KflT89picnBz4+/vD3Nwc5ubm8Pf3R25ubo1thBAICgpCixYtYGhoiEGDBiE1NVWhzubNmzFo0CCYmZlBIpFUuc82bdpAIpEofAIDA+txdESko6ODj8YNx77QQPz61Wc4E74av278DJl/5KD/zE/xR16Buruocg/yH2LQB4tg/bdJ6D4xADJ95d72R0SqVacYivFTPY7uxTApRVrl9t17WL95KyaPfxMTXh+OPfuj1N0llbtx8xaCV4TCo68b1oYux4+REXhzzCh1d4uIniNKK+r8UaUJEybg3LlziI6ORnR0NM6dO1fra7o///xzrFmzBhs2bEBSUhLs7Ozwt7/9DQUFf/24LSwsxNChQ7Fw4cIa97V06VJkZmbKP4sXL66XcRFRZUIIbP8lDheu3ULM+iD8N7cAsUkX1N0tlVv0VQSu3knHihn+2L38X9i6ZJa6u0REVWD8VL3GGD9xTSnSKlsiIrElIhKrN24GAJibmmLGws/w1sih8HR3VXPvXtyNmzdx9949WFpYwLaZLWxsrCsttnk/+7/Y+9P/YdOWbbCza441K5fJF6AsfFysjm4TUQ1EmUCFpA5v31Ph48iXL19GdHQ0EhMT5QvdhoWFwd3dHWlpaejYsWOV/Vu3bh0WLVqEsWPHAgDCw8PRvHlz7Nq1C++//z4AICAgAAAQHx9fYx9MTU1hZ2dXf4Miomr9mVeAD1duAgDo6+kCACJijiH56i0sm+4HA6lUnd17YUXFJUi8cBm6OjqwtbaEfTMrmBoZKrwtrqysHMcvXMYXO37Cb2cu4N//eg9TRw0GAOSXSYB8dfWeiKpTlxiK8ZP6MSlFWmXB7BlIz8xC1OE4AEBeQQG+PxCN1i3tm2RSKjs7G6vXrcf3exXXx5JIJLCxsYG1tRUMpFLcz85GZtZ96Ovr4e9+b2D2jA/4RhSiRu5RaTkElA+UCvHkSt+5c+dgYmIiL7e3t4e9vX299u3kyZMwNzeXB1QA0LdvX5ibm+PEiRNVBlU3b95EVlaWwhs+ZTIZPD09ceLECXlQpazQ0FB89tlnaNWqFfz8/DBv3jxIm+gPY6LGzsbCDPtXL8aouctQWlYOAIhLuYS4lEsInDiqySWlhBD4v7gTWLLhO9zKuK+wzdjQAHY2VjAzMkBZeTmu3clAUUkpnNu8gshl/8LIAU0vXiTSNnWJoRg/qT9+YlKKNJJdpx7VbvvpYDRkMpn8+9tvjMSC9ydDUlFeqa6kQvnbOSskurXWKdWR1VoHANo6OVVZnpWVhcuXL+PBgwc4f/481qxZA5lMhi+//BKjRo3CgwcPkJGRgYyMDGRmZiI7OxtFRUVo1qwZunfvjsGDB8Pa2rrSfnNzc3H51j2l+kZEDUsqlcLOzg5Tsm7Wua2JiQk8PT0Vyj799FMEBQXVU++eyMrKgq2tbaVyW1tbZGVlVdsGAJo3b65Q3rx5c9y+fbtOx589ezZ69uwJS0tLnD59Gh9//DFu3ryJLVu21Gk/RKTIaIBftdtGDvDD7pYu8rfUmhsb4dd1i2Bjblptmwo9KSr0av5hWCFV7l1+FdLaL6aZ9fxb1W0rKnD27FlkZ2fjjz/+QFhYGI4dO4Zhw4Zh7/6lMDU1RVZWljyGysjIwMOHDwEAUzt1gru7O1xdXSu9EKYkNxdISFCq/0TU8F40hmL8pN74iUkp0jpSqRRRUVHw9fXF9PFjEbJgVqN965wQAjk5Obh16xa2bNmCLVu2oLS0FMCTDPnMmTOxePFiWFpaAgAcHBzQo0f1CTkiavwMDAxw8+ZNlJSU1Lntn3/+iZycHIWyulzlCwoKQnBwcI11kpKSAEDh8ZanhBBVlj/r+e3KtHnenDlz5H/u2rUrLC0t8eabbyI0NLTKxDsR1Y9x48Zh1apVSE5OxqlvlsLBrpm6u1StkpISZGZm4vjx41ixYoXCosBdu3ZFTEyMwp0HHTp0UEc3iagevWgMxfhJvfETk1KklYYMGYK+PboiMaXxLtIZExOD2bNnIy0tDQBgZWWFpUuX4o033oC1tTUsLCwabTKNiF6OgYEBDAyUu3vgWWZmZnB0dHzh43700UfyuyCq06ZNG1y4cAH379+vtO2///1vpSt5Tz1dvyArK0sh0MvOzq62jbL69u0LALh+/TqTUkQNSCKRIDQ0FIMHD0bKtduNMin1+PFjzJgxA5GRkSgufrJm5pAhQ7B+/Xp07NgRVlZWXMKASIO9SAzF+Em98ROTUqSVJBIJguZ8AN/JM/HRJyFYH7Sg0sLg6vT777/j9ddfh4eHB4KDg9G6dWt0796dQRRRIyCEwN27d7Fz5051d6Xe2djYwMbGptZ67u7uyMvLw+nTp+Hm5gYAOHXqFPLy8tCvX78q2zg6OsLOzg6xsbHyOzpLSkqQkJCA0NDQl+p3SkoKgLpd1SSiF+Pt7Y0hbl0xY823sLe2QJ9X26m7Swree+897Nu3D8HBwejRowfat2//Uj82iaj+FBUV4eTJk+ruRr1j/PRyGs+vcCIVc+3mgs0hn+DDxctga22FoDkfqrtLAIDy8nJMmjQJTk5OOHDgABNRRI1EXl4eQkJCEBERgYyMDHV3R62cnZ0xdOhQvPvuu/jmm28APPkhOGLECIVFOjt16oSQkBCMGTMGEokEAQEBWLFiBdq3b4/27dtjxYoVMDIywoQJE+RtsrKykJWVhevXrwMALl68CFNTU7Ru3RpWVlY4efIkEhMT4eXlBXNzcyQlJWHOnDkYNWoUWrdurdr/EERa6ruFH+CNxeswMnAVLnwXCjsrC3V3CQCwb98+7NixA9u3b6/1FetEpDpxcXEICgrCyZMn5UuRaCPGT1VjUoq02lhfb1z+fzfwzY69mP/BOzAyrPvjMvUtOTkZ58+fR0xMDBNSRGpy9OhR/PDDD8jIyMCDBw+Qk5ODtLQ0VFRU4L333oOXlxc6d+6Mdu0a1x0CqrRz507MmjVLvibLqFGjsGHDBoU6aWlpyMvLk3+fP3++/NGanJwc9OnTB4cOHYKp6V8LJX/99dcK6zIMHDgQALBt2zZMmTIFMpkMe/bsQXBwMIqLi+Hg4IB3330X8+fPb8jhEtEzLEyMsfezAHSY8E98ezAeC/1fV3eXAAAbN26Eu7s7Jk2apO6uEGmlgoIChIWF4cKFC/L46f79+7h27Rr69OmDtWvXokuXLpUWFdcmjJ8qY1KKtN5Ib0+sCYvA7gPRmPLmKLWv0xQWFoZOnTph8ODBau0HkTYqKytDcHAwli1bhjZt2sDJyQmWlpZwdHTEmDFjMGXKFLRs2RIAkJ+fr+beqpeVlRV27NhRYx0hFN+6JZFIEBQUVOPbbGrb3rNnTyQmJtalq0TUACxNjTGouzN+SEjCtBFeaG5prtb+nL10FXFxcYiMjKzz4r9E9PJSU1MxevRo3Lt3Dz169ICNjQ0cHR3Rs2dPrFq1CqNGjYJEImH8xPipEialSOu5dGwHL3dXzFu+Bpt37UXox3Pg2aeXyvtx48YNfLF6NX6Li8Pu3bvVnhwj0ibnz59HcHAwDh8+jEePHiEkJATz58/n30Miohq8P9obbwWtR4cJ/8TEwR5Y+w9/yKT6Ku/H15E/Yl3493BxccGbb76p8uMTaauioiJs3LgRW7duxeXLl9G5c2dcunQJbdu2VXfXqAlhtE1aT0dHB//Z9AUObtsAG0sLTJm7BLfvqX69mLCwMMTExCB05Uq89dZbKj8+kTa6d+8epkyZgh49eiA1NRWBgYFISUlBYGAgE1JERLUY3LsLrkeuw6dT3sDOw8exMGyPyvtQVFyCBV9sQm7+Q8TExDSqF9cQaSohBCIjI+Hs7IwFCxbA1dUVO3bsQFJSEhNSVGc8a5PWsuo6QOH7sG4D4TFmErp164ZFG8Jx8OBB6OTlARkJSu2vQke31jptnZyqLL9//z5iDx/GqFGjMK8RPNdLpCmK/u+vZ/SFELj7Rw7S/8zF4+ISXLyVgZXfR0NfTxdrp76Oqd59oa+nC6TFoigtttK+KgofKXwvfFzU4P0nImqMDLzflv/ZHsDC1z+EcecvERAQAP/5S9GpUycgIQFCXwZRy41TZTITpY5p0eO1KstXLVkCXV1dxCUkoEWLFsoOgYhqUBi+VPF7cQmuZf2JgqJiPHj4GOFHziL6/FWM6N4BP0x7Dx3tbYCiNIhdISisYn8VRX/FTA8fFzdw76mpYVKK6Bnm5uZYu3Ytxo4di7Vr1+Kdd95RyXFnzJgBPT09bN26lesgEDWArJx8jPlsE87duCcv09XRwXjP3vhi2huwkNaeVCYioup99NFHCA8Ph7+/P6Kjo1VyzLNnzyIkJASffvop+vTpo5JjEmmbjYdO4pP/HEZRaZm8zMHGAt/P/juGd9HeF75Q/WFSiug5Y8aMwfz58zF37lzs2bMHCxcuxAeBwTh77gLatn4Fy+bPQvfOnV7qGOvXr8fPP/+M3r17w8vLCz/88AN27twJGxubehoFET3rP0eTkXonE5ELpqFDy+YwlklhZ2UGmf7/LuGX8KodEdHL0NXVxd69e+Hh4QFfX1+sWrUKc1dvRuKZsygtL8ek4a9hwRQ/6L/E43WZmZl49913YWJiAj8/P+zevRsdO3ZEYGBgPY6EiJ4SQmDFT/EY2q0DAnw9YGlsCDMjGZqZGj+5kF5WVvtOiGrBpBRRFVauXInXXnsNp0+fBgA4tWmNrh3aIuq3Ixj+9of4fPFcTBwz4oX2ffHiRQQEBMDa2hqnT59GSEgIAMDb27ve+k9Ef9kZdwqh/4nBgM7t8Lp7d3V3h4hIY7Vt2xbJycn45ZdfAABSfT2M9nJHYVExVm//AUeSf0fEsn+hubXlC+0/ICAABw8eRPfu3eULmn/wwQfQ11f94upEmi4rtwCzwg8gt7AIHw1xh6vTK+ruEmkojUxKqfs1k/n5+SgsLER+fr7GLpSrDWN0d3eHs7Mzjh8/jg8mjYOJTB9T3xqDoDVfYfYnIUg69zuC586Uj79IWvtjd/n5+Th16hSEEEhISMCff/6JgQMHAgBkMpna/t/VhvnUhjEC2jFOZcZ46tQp7N+/H4d/+g+u3LuPEW5dsHzyaOQXPq56pyUltR634rk1pAq4JgJpIHXGUNpw/gI0f5wmJibw8fHB8ePHsXDaeJj+L180fIAb3l36JfpNnovty+aiS3tHAEBpmXKPT+vk5+PMmTOYNGkSNm7ciPHjxyMqKgoWFhaMnxqYNoxTG8YI1D7OvLw87Nu3DzHf7cDRK7cg09fDV1NHo/Mrtsivai3NsnKljltR9FfMVFBUe8xF2kUihBDq7kR9KSoqgqOjI7KystTdFSIi0gJ2dna4efMmDAwM1N0VopfCGIqIiFSF8RM9S6OSUsCToKpEiSveREREL0sqlTKgIo3BGIqIiFSB8RM9S+OSUkRERERERERE1Php7gOzRERERERERETUaDEpRUREREREREREKsekFBERERERERERqRyTUkREREREREREpHJMShERERERERERkcoxKUVERERERERERCrHpJQSCgoKEBAQAAcHBxgaGqJfv35ISkqSb8/KyoKvry9atGiBGTNmoKKiAgAQGBgIZ2dnhX1dvnwZEokE/v7+CuURERHQ19fHw4cPG2wcbdq0gUQiqfSZOXNmlfXj4+OrrH/lyhV5nfLycsyYMQP29vbw9fVFVlYWACA6OhoSiUT+/Sk7Ozu0atVKoezevXuQSCQ4dOhQPY+4svT0dEyaNAnW1tYwMjJC9+7dkZycLN/eVObyeSEhIZBIJAgICKi2jibN56ZNm9C1a1eYmZnBzMwM7u7uiIqKkm9vavN45MgRjBw5Ei1atIBEIsFPP/1UY31NmktlfPXVV3B0dISBgQF69eqFo0ePyrdVN9dEpH6MnzTrHK2JMZS2xU+AZsVQjJ9qxxiKmgImpZQwffp0xMbGIiIiAhcvXoSPjw8GDx6M9PR0AMDixYvh6uqKqKgo3Lp1C5GRkQAALy8vXLlyReHkFR8fj1atWiEuLk7hGPHx8XBzc4OJiUmDjSMpKQmZmZnyT2xsLADAz8+vxnZpaWkK7dq3by/fFhkZiTt37iAmJga9evXCkiVLAAD9+/eHnp4e4uPj5XUvX76MoqIi5Ofn4/r16/LyuLg46Ovrw8PDox5HW1lOTg48PDygr6+PqKgoXLp0CatXr4aFhYW8TlOZy2clJSVh8+bN6Nq1q1L1NWE+X3nlFaxcuRJnzpzBmTNn8Nprr2H06NFITU0F0PTm8dGjR+jWrRs2bNhQp3aaMJe12bNnDwICArBo0SKkpKRgwIAB8PX1xZ07dwBUP9dEpH6MnzTnHK2JMZQ2xk+AZsVQjJ9qxhiKmgompWrx+PFj7Nu3D59//jkGDhyIdu3aISgoCI6Ojti0aRMAIDc3F507d0aXLl3g6OiIvLw8AE9OXvr6+gonr/j4eMycORMFBQUKJ6/4+Hh4eXk16FiaNWsGOzs7+efnn3+Gk5MTPD09a2xna2ur0E5XV1e+LTc3Fw4ODnBxcUGXLl3kYzcxMYGrq2ulsffv3x/9+/evVO7m5gZjY+N6He/zQkND0apVK2zbtg1ubm5o06YNvL294eTkpDCepjCXTz18+BATJ05EWFgYLC0tlWqjCfM5cuRIDBs2DB06dECHDh2wfPlymJiYIDExUT6OpjSPvr6+WLZsGcaOHVundpowl7VZs2YNpk2bhunTp8PZ2Rnr1q1Dq1ataj3/EpF6MX7SrHO0psVQ2ho/AZoVQzF+qhljKGoqmJSqRVlZGcrLy2FgYKBQbmhoiGPHjgF4cjvrrFmzIJPJkJKSgrfffhsAYGxsDFdXV4WrBwkJCfD29oaHh4e8/O7du7hx44bKfgADQElJCXbs2IGpU6dCIpHUWLdHjx6wt7eHt7d3pSsh/v7+SExMhEwmw9y5c+VXE4AnV1SerR8XF4dBgwbB09OzUrkqxr5//3707t0bfn5+sLW1RY8ePRAWFqZQp6nN5cyZMzF8+HAMHjxY6TaaMp9PlZeXY/fu3Xj06BHc3d0BNL15fFGaNpfPKykpQXJyMnx8fBTKfXx8cOLECQDVzzURqRfjJ806R2taDMX46QltjaE0cS6fxxiKmhRBtXJ3dxeenp4iPT1dlJWViYiICCGRSESHDh3kdUpLS0VmZmaltgsXLpTXS01NFWZmZqKsrEysXLlSTJgwQQghRHh4uJDJZKKwsFA1AxJC7NmzR+jq6or09PRq61y5ckVs3rxZJCcnixMnTogPP/xQSCQSkZCQUKluZmamKCsrUyg7dOiQACAyMjKEEELY2tqK06dPi8TERNGiRQshhBB37twRAMSvv/5aj6OrmkwmEzKZTHz88cfi7Nmz4uuvvxYGBgYiPDxcoV5TmcvIyEjh4uIiHj9+LIQQwtPTU8yePbva+po2nxcuXBDGxsZCV1dXmJubi4MHDypsbyrz+DwA4scff6yxjqbNZXXS09MFAHH8+HGF8uXLlyt1/iUi9WL8pDnnaE2KobQ9fhJCM2Moxk+KGENRU8KklBKuX78uBg4cKAAIXV1d4erqKiZOnCicnZ1rbRsbGysAiPT0dLFx40YxbNgwIYQQJ0+elJ+83nnnHeHp6dmQQ6jEx8dHjBgxos7tRowYIUaOHKlU3UePHgmpVCp27dolUlNThampqSgrKxOlpaXCxMREXL16Vf4P19PAoCHp6+sLd3d3hbJ//OMfom/fvkq1b0xzeefOHWFrayvOnTsnL6stqKpKU57P4uJice3aNZGUlCQCAwOFjY2NSE1NrbVdY5rHqigTVFWlKc9ldZ4GVCdOnFAoX7ZsmejYsaOaekVEymL89Jemfo7WlBiK8dMTmhhDMX5SxBiKmhI+vqcEJycnJCQk4OHDh7h79y5Onz6N0tJSODo61trWw8MDUqkU8fHxiIuLk68/0Lt3b+Tl5eHq1asqv8Xz9u3bOHz4MKZPn17ntn379sW1a9eUqmtkZAQ3NzfExcUhLi4O/fv3h66uLvT09NCvXz95ubu7e6Xb+xuCvb09Xn31VYUyZ2dn+WJ/tWlMc5mcnIzs7Gz06tULenp60NPTQ0JCAtavXw89PT2Ul5crtZ+mPJ9SqRTt2rVD7969ERISgm7duuHLL7+stV1jmsf61JTnsjo2NjbQ1dWt9Kab7OxsNG/eXE29IiJlMX76S1M/R2tKDMX46QnGUH9p6nNZHcZQ1JQwKVUHxsbGsLe3R05ODmJiYjB69Oha2xgaGqJPnz6Ij4/HkSNHMGjQIACQn7y2b9+OW7duqfTkvW3bNtja2mL48OF1bpuSkgJ7e3ul63t5eSE+Ph7x8fHysQOAp6envFxVY/fw8EBaWppC2dWrV+Hg4KBU+8Y0l97e3rh48SLOnTsn//Tu3RsTJ07EuXPnFBZsrElTns/nCSFQXFxca73GNI/1SZPm8impVIpevXrJ33T1VGxsLPr166emXhFRXTF+avrnaE2JoRg/VU2bYyhNm8unGENRk6LuW7WagujoaBEVFSVu3LghDh06JLp16ybc3NxESUmJUu0/+eQTYWpqKkxNTUVpaam8fNmyZcLU1FQYGhqKoqKihuq+gvLyctG6dWuxYMGCStsCAwOFv7+//PvatWvFjz/+KK5evSp+//13ERgYKACIffv2KX283377TQAQJiYmIjExUV5+7NgxYWpqKgCII0eOvNyglHT69Gmhp6cnli9fLq5duyZ27twpjIyMxI4dO5TeR2Oay+c9f/u5Js/nxx9/LI4cOSJu3rwpLly4IBYuXCh0dHTEoUOHlGrf2OaxoKBApKSkiJSUFAFArFmzRqSkpIjbt28LITR7Lmuze/duoa+vL7Zu3SouXbokAgIChLGxsbh165a6u0ZEtWD8pDnnaE2OobQpfhJCs2Ioxk81YwxFTQWTUkrYs2ePaNu2rZBKpcLOzk7MnDlT5ObmKt0+Li5OABBDhw5VKD969KgAILy9veu7y9WKiYkRAERaWlqlbZMnT1Z4Bjw0NFQ4OTkJAwMDYWlpKfr3719pIcTaPH78WMhkMmFiYqLwD1dxcbEwMjIShoaGori4+IXHU1cHDhwQLi4uQiaTiU6dOonNmzfXqX1jmsvnPR9UafJ8Tp06VTg4OAipVCqaNWsmvL29lQ6mhGh88/i0P89/Jk+eLITQ7LlUxsaNG+Xz3bNnzyoXJCWixofxk2adozU1htKm+EkIzYqhGD/VjjEUNQUSIYRomHuwiIiIiIiIiIiIqsY1pYiIiIiIiIiISOWYlCIiIiIiIiIiIpVjUoqIiIiIiIiIiFSOSSkiIiIiIiIiIlI5JqWIiIiIiIiIiEjlmJQiIiIiIiIiIiKVY1KKiIiIiIiIiIhUjkkpIiIiIiIiIiJSOSaliIiIiIiIiIhI5ZiUIiIiIiIiIiIilWNSioiIiIiIiIiIVO7/AzuJqUApWZ1tAAAAAElFTkSuQmCC", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Spatial Patterns Analysis" + "# Calculate the slope and significance per pixel\n", + "slope_spi, significance_spi = calculate_trend_and_significance(spi_values_EOBS_compute)\n", + "slope_spei, significance_spei = calculate_trend_and_significance(spei_values_EOBS_compute)\n", + "\n", + "# Plot the results\n", + "plot_maps(slope_spi.where(slope_spi != 0), slope_spei.where(slope_spei != 0), cmap='coolwarm_r', vmin=-0.015, vmax=0.015, cbar_kwargs={'fraction': 0.03, 'label': 'Slope'})\n", + "\n", + "plt.suptitle('Sen Slope (E-OBS) with Significant Areas: SPI (Left) vs SPEI (Right)', y=0.8)\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { "cell_type": "markdown", - "id": "47", + "id": "66", + "metadata": {}, + "source": [ + "As with the time series and trend analysis plots, SPEI values are greater, denoting higher sensitivity in detecting drought conditions. While SPI trends have very low magnitudes (thus resulting in non-significant linear changes), the SPEI results indicate a more or less homogenous tendency for drier conditions over the Iberian Peninsula, particularly in the inland northern part of Portugal, and over the south and inland parts of Spain, where evapotranspiration is more significant (see the evapotranspiration plot above). Some exceptions with a positive slope towards wetter conditions (SPEI) are visible in the Pyrenees, Asturias and Valencia regions. Together with the climatology maps and the time series and trend analysis shown before, this results showcase how much the Iberian Peninsula is subject to drought conditions, recently, agreeing with existing literature [[7]](https://doi.org/10.1016/j.wace.2021.100320) and suggesting that the one of the foreseen impacts of climate change over this region are already underway." + ] + }, + { + "cell_type": "markdown", + "id": "67", "metadata": {}, "source": [ "--------------------------------------------------------------------------------------------------------------" @@ -6021,22 +2394,44 @@ }, { "cell_type": "markdown", - "id": "48", + "id": "68", + "metadata": {}, + "source": [ + "#### Discussion\n", + "\n", + "The analysis of drought exposure across regions, based on SPI and SPEI indices, provides valuable insights into the changing drought patterns from 1950 to 2020. One of the main findings is that SPEI, which incorporates evapotranspiration, offers a more sensitive depiction of severe drought events compared to SPI, which focuses solely on precipitation. This distinction is particularly important in regions where evapotranspiration significantly impacts water availability.\n", + "\n", + "The use of the Mann-Kendall test and Sen's slope analysis has helped disclose the magnitude of change over this area, and which regions most exposed to droughts. The analysis clearly indicates that the northeast of Portugal is among the regions most affected by an increase in drought frequency and severity, as is the inland and southern parts of Spain. The Sen's slope graphs, which show a more negative trend in SPEI values, support this conclusion, highlighting a more pronounced drying trend in these areas compared to others, even though results are overall homogenous over the Iberian Peninsula.\n", + "\n", + "Contrastingly, some regions, such as the Pyrenees and parts of Asturias and Valencia, show a trend towards wetter conditions over the last 30 years. This suggests that while many regions are becoming drier, there are localized areas that are experiencing increased precipitation and moisture.\n", + "\n", + "The analysis reveals that from 1985 to 2020, there has been a significant increase in moderate to severe drought periods, particularly in the second half of this time frame. The SPI and SPEI plots both show a marked decline in these indices over time, with wetter conditions being more frequent in the earlier years of the study period. This temporal shift in SPI and SPEI values points to a clear intensification of droughts, with dry conditions becoming more common in recent decades. Nevertheless, precipitation shows great interannual variability.\n", + "\n", + "The results of the Mann-Kendall test further reinforce this observation. The upward trend in the frequency of dry events is particularly noticeable in the SPEI dataset, where a positive slope of 0.93 dry days per year reflects the increasing severity of droughts. This trend is particularly pronounced in southern and inland Spain, where high evapotranspiration rates exacerbate the drying conditions.\n", + "\n", + "Overall, the SPEI index derived from E-OBS provides a more sensitive assessment of drought trends, capturing not only the lack of precipitation but also the impact of increasing temperatures and evaporation rates. This makes E-OBS suitable for long-term drought monitoring, particularly in regions where evapotranspiration plays a critical role." + ] + }, + { + "cell_type": "markdown", + "id": "69", "metadata": {}, "source": [ - "(C3S2_D520.5.3.14b_Quality_Assessment_User_Questions_EOBS_UQ4_v1.1:code-section-6)=\n", + "(code-section-6)= \n", "### 6. Main Takeaways\n", "\n", - "* Geographical Patterns: The analysis is expected to reveal specific NUTS2 regions within Europe that are more prone to frequent and severe drought conditions. This could be visualized through climatology and trend maps, pinpointing areas where drought risk management should be prioritized.\n", + "- The SPEI index, accounting for evapotranspiration, provides a more sensitive depiction of severe droughts compared to SPI, which focuses solely on precipitation, highlighting its importance in regions where evapotranspiration significantly impacts water availability.\n", "\n", - "* Increasing or Decreasing Trends: The linear trend analysis of the Standardized Precipitation Index (SPI) and Consecutive Dry Days (CDD) could show whether drought occurrences are becoming more frequent or severe over time. An upward trend in CDD and downward trend in SPI would indicate worsening conditions.\n", + "- The northeast of Portugal and southern/inland Spain show the highest increase in drought frequency and severity, supported by negative trends in SPEI values. Contrastingly, localized areas like the Pyrenees and parts of Asturias and Valencia indicate wetter trends over the last 30 years.\n", "\n", - "* Temporal Variability: Insights into how drought patterns have evolved over recent decades. The analysis might highlight seasonal variations in drought conditions, which could be crucial for agricultural planning and water resource management. " + "- From 1985 to 2020, there has been a significant rise in moderate to severe drought periods, with more frequent dry conditions in recent decades. SPI and SPEI plots show wetter conditions in earlier years, transitioning to intensified droughts with marked interannual variability.\n", + "\n", + "- The SPEI index from E-OBS captures both precipitation deficits and the impacts of rising temperatures and evaporation rates, making it more effective for long-term drought monitoring in regions where evapotranspiration is critical." ] }, { "cell_type": "markdown", - "id": "49", + "id": "70", "metadata": {}, "source": [ "## ℹ️ If you want to know more\n", @@ -6055,17 +2450,24 @@ "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 [BOpen](https://www.bopen.eu/)\n", "\n", - "### References\n", "\n", - "[[1]](https://library.wmo.int/index.php?lvl=notice_display&id=20130) World Meteorological Organization (WMO) Guidelines on the Calculation of Climate Normals: \n", + "### References:\n", + "\n", + "[[1]](https://climate.copernicus.eu/esotc/2023) Copernicus Climate Change Service. 2024. European State of the Climate 2023.\n", + "\n", + "[[2]](https://climpact-sci.org/) Climpact. 2024.\n", + "\n", + "[[3]](https://library.wmo.int/index.php?lvl=notice_display&id=20130) World Meteorological Organization (WMO) Guidelines on the Calculation of Climate Normals. \n", + "\n", + "[[4]](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2017JD028200) Cornes, R., G. van der Schrier, E.J.M. van den Besselaar, and P.D. Jones. (2018). An Ensemble Version of the E-OBS Temperature and Precipitation Datasets, J. Geophys. Res. (Atmospheres), 123.\n", "\n", - "[[2]](https://doi.org/10.1029/2017JD028200) Cornes, R., G. van der Schrier, E.J.M. van den Besselaar, and P.D. Jones. 2018: An Ensemble Version of the E-OBS Temperature and Precipitation Datasets, J. Geophys. Res. (Atmospheres), 123.\n", + "[[5]](https://doi.org/10.1002/joc.7269) Bandhauer, M., Isotta, F., Lakatos, M., Lussana, C., Båserud, L., Izsák, B., Szentes, O., Tveito, O. E., & Frei, C. (2022). Evaluation of daily precipitation analyses in E-OBS (v19.0e) and ERA5 by comparison to regional high-resolution datasets in European regions. International Journal of Climatology, 42(2), 727-747.\n", "\n", - "[[3]](https://doi.org/10.1002/JOC.7269) Bandhauer, Moritz, Francesco Isotta, Mónika Lakatos, Cristian Lussana, Line Båserud, Beatrix Izsák, Olivér Szentes, Ole Einar Tveito, and Christoph Frei. 2022. “Evaluation of Daily Precipitation Analyses in E-OBS (V19.0e) and ERA5 by Comparison to Regional High-Resolution Datasets in European Regions.” International Journal of Climatology 42 (2): 727–47.\n", + "[[6]](https://rmets.onlinelibrary.wiley.com/doi/10.1002/joc.6950) Mavromatis, T. & Voulanas, Dimitrios. (2020). Evaluating ERA‐Interim, Agri4Cast, and E‐OBS gridded products in reproducing spatiotemporal characteristics of precipitation and drought over a data poor region: The Case of Greece. International Journal of Climatology. 41. \n", "\n", - "[[4]](https://doi.org/10.1002/gdj3.178) Vicente-Serrano, S. M., Domínguez-Castro, F., Reig, F., Tomas-Burguera, M., Peña-Angulo, D., Latorre, B., Beguería, S., Rabanaque, I., Noguera, I., Lorenzo-Lacruz, J., & Kenawy, A. E. (2023). A global drought monitoring system and dataset based on ERA5 reanalysis: A focus on crop-growing regions. Geoscience Data Journal, 10(4), 505-518. \n", + "[[7]](https://doi.org/10.1016/j.wace.2021.100320) Páscoa, Patrícia, Russo, Ana, Gouveia, Célia. M., Soares, Pedro M.M., Cardoso, Rita M., Careto, João A.M., Ribeiro, Andreia F.S. (2021). A high-resolution view of the recent drought trends over the Iberian Peninsula. Weather and Climate Extremes, Volume 32, 100320.\n", "\n", - "[[5]](https://doi.org/10.3390/su152215999) Kourtis, I. M., Vangelis, H., Tigkas, D., Mamara, A., Nalbantis, I., Tsakiris, G., & Tsihrintzis, V. A. Drought Assessment in Greece Using SPI and ERA5 Climate Reanalysis Data. Sustainability, 15(22), 15999. \n" + "[[8]](https://github.com/monocongo/climate_indices) Adams, J. (2017). Climate_indices, an open source Python library providing reference implementations of commonly used climate indices." ] } ], @@ -6080,7 +2482,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.10" + "version": "3.11.10" } }, "nbformat": 4, From ef6340e81d0ec26bf9de0133c967bb698003b625 Mon Sep 17 00:00:00 2001 From: malmans2 Date: Mon, 25 Nov 2024 10:01:26 +0100 Subject: [PATCH 4/4] add note --- ...situ-gridded-observations-europe_climate-monitoring_q04.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb index 39a3cd70..333a88d4 100644 --- a/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb +++ b/In_Situ/insitu_insitu-gridded-observations-europe_climate-monitoring_q04.ipynb @@ -55,6 +55,7 @@ "## 📢 Quality assessment statement\n", "\n", "```{admonition} These are the key outcomes of this assessment\n", + ":class: note\n", "- The E-OBS dataset offers a consistent and complete set of gridded meteorological observations over Europe suitable for analysing climate change and extremes, including for precipitation monitoring. [[4]](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2017JD028200)\n", "\n", "- Its reliance on observation data indicates a more sensitive depiction of extreme values, being fit for drought monitoring. For example, according to [[5]](https://doi.org/10.1002/joc.7269) both E-OBS and ERA5 demonstrate accuracy in capturing precipitation patterns, with E-OBS showing good agreement in regions with dense station networks. The authors also concluded that E-OBS can capture extreme values of precipitation in areas with high data density but may smooth out extreme events in data-sparse regions.\n",