From 21c6330e65288a16020cc91f1b80ad7a64594c58 Mon Sep 17 00:00:00 2001 From: Luigi Selmi Date: Fri, 22 Dec 2023 14:57:31 +0100 Subject: [PATCH] copernicus folder moved to a new repository --- python/copernicus/air_quality_forecasts.ipynb | 170654 --------------- python/copernicus/copernicus_services.ipynb | 45 - python/copernicus/data/2m_temperature.nc | Bin 1522004 -> 0 bytes python/copernicus/data/solar_radiation.csv | 763 - ...g_land_use_land_cover_classification.ipynb | 2062 - python/copernicus/era5_temperature.ipynb | 1103 - python/copernicus/harp_functions.ipynb | 336 - .../images/Sentinel-2-MSI_overview.jpg | Bin 63804 -> 0 bytes .../images/cams_radiation_transfer_model.png | Bin 45115 -> 0 bytes python/copernicus/images/datiaperti_small.png | Bin 7759 -> 0 bytes python/copernicus/images/no2_forecasts.mp4 | Bin 43811 -> 0 bytes .../resnet_bottleneck_building_block.png | Bin 5997 -> 0 bytes .../sentinel-2/20170804-Rome-AnnualCrop-1.jpg | Bin 2710 -> 0 bytes .../sentinel-2/20170804-Rome-AnnualCrop.jpg | Bin 2235 -> 0 bytes .../sentinel-2/20170804-Rome-Highway.jpg | Bin 2019 -> 0 bytes .../2019-07-16-Sentinel-2_L1C_Mesero.jpg | Bin 1908 -> 0 bytes .../2021-08-14-Sentinel-2_L1C_Mesero.jpg | Bin 1985 -> 0 bytes .../sentinel-2/20210729-Roma-Residential.jpg | Bin 3367 -> 0 bytes .../sentinel-2/20210729-Rome-Forest.jpg | Bin 2361 -> 0 bytes .../sentinel-2/20210729-Rome-Industrial-1.jpg | Bin 2353 -> 0 bytes .../sentinel-2/20210729-Rome-Industrial.jpg | Bin 3365 -> 0 bytes .../20210729-Rome-PermanentCrop.jpg | Bin 2518 -> 0 bytes .../20210729-Rome-Residential-1.jpg | Bin 3117 -> 0 bytes .../20210729-Rome-Residential-2.jpg | Bin 3946 -> 0 bytes .../20210729-Rome-Residential-3.jpg | Bin 3235 -> 0 bytes .../sentinel-2/20210729-Rome-Residential.jpg | Bin 2743 -> 0 bytes .../images/sentinel-2/20210729-Rome-River.jpg | Bin 2489 -> 0 bytes python/copernicus/images/sentinel-5p.jpg | Bin 26058 -> 0 bytes .../copernicus/images/usgs_spectral_bands.png | Bin 74539 -> 0 bytes .../images/xarray-dataset-diagram.png | Bin 67161 -> 0 bytes python/copernicus/solar_radiation.ipynb | 631 - 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"cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![datiaperti logo](images/datiaperti_small.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Air Quality Forecasts\n", - "The CAMS service provides the [Air Quality Forecasts for Europe](https://ads.atmosphere.copernicus.eu/cdsapp#!/dataset/cams-europe-air-quality-forecasts). The data product is based on an ensemble of the outputs of nine Earth System models that provides the forecasts for many polluttants such as $NO_x$, Ozone, particulate matter (PM2.5 and PM10) and $SO_2$ with a spatial resolution of 10 km. In this test we want to retrieve the forecasts for $NO_2$ over the Italian peninsula at ground level every hours for the next 96 hours (lead times) and visualize the forecasts as a sequence of frames in an animation. The forecasts for the air quality are the result of computer simulations, performed by the ECMWF, using a technique called data assimilation. The technique uses new observations, in our case from the [TROPOMI](http://www.tropomi.eu/) instrument onboard the [Copernicus Sentinel-5p](https://sentinel.esa.int/web/sentinel/missions/sentinel-5p), to update the initial conditions of a numerical model of the atmosphere that will be used for the next simulation that will represent the most up to date forecast. More information about the origin of NO2 and its relevance on the air quality is available at the [EUMETSAT website](https://training.eumetsat.int/mod/page/view.php?id=13823) and from the [Julien Chimot's](https://wordpress71133.wordpress.com/no2-nitrogen-dioxide/) blog.\n", - "\n", - "## The TROPOMI Instrument\n", - "![Copernicus Sentinel-5p](images/sentinel-5p.jpg)\n", - "\n", - "The TROPOspheric Monitoring Instrument (TROPOMI) is the only payload of Sentinel-5p and is dedicated to the monitoring of trace gases and particulate in the atmosphere and in particular in its lower layer, the troposphere. It is a passive remote sensing instruments and depends on the sun light reflected from the Earth surface through the atmosphere. The trace gases monitored are: ozone $(O_3)$, nitrogen dioxide $(NO_2)$, sulfur dioxide $(SO_2)$, carbon monoxide $(CO)$, methane $(CH_4)$, formaldehyde $(HCHO)$. \n", - "The instrument is composed of 4 spectrometers that collect the light coming from nadir in 4 spectral bands: UV (267-332 nm), UV-VIS (305-499 nm), NIR (661-786 nm), and SWIR (2300-2389 nm). The light arriving at the instrument is filtered, sent to the detector of each spectrometer, transformed into a voltage signal, amplified and finally digitized in order to be transferred to the ground station. The detector of the UV-VIS-NIR bands is a CCD. The detector of the SWIR band is CMOS device (see [3]). The total and tropospheric column of the trace gases is extracted from the detector signal using the Differential optical absorption spectroscopy (DOAS). The technique is based on the Beer-Lambert law for which the intensity of the light at a particular wavelenght received at the detector, depends on the amount of light that is absorbed in the path between the source and the detector, and on the density of the absorbing molecules. The Beer-Lambert law has the form\n", - "\n", - "$$I(\\lambda) = I_0(\\lambda)exp(-\\sum_{j=1}^n \\sigma_j(\\lambda)\\rho_j)$$\n", - "\n", - "where $\\lambda$ is the wavelenght of the detected light, $\\sigma_j(\\lambda)$ is the absorption cross section of the species j, and $\\rho_j$ is its column density. Assuming $\\sigma_j(\\lambda)$ are known from laboratory measurements, taking n measures of $I(\\lambda)$ we have a system of n equations in n unknown variables $\\rho_j$ that can be solved (see [6]). After this very short and simplified description of the instrument and the inversion algorithm, we can proceed using the data.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "python version: 3.10.5\n", - "pandas version: 1.4.3\n", - "xarray version: 2022.3.0\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import pandas as pd\n", - "import numpy as np\n", - "import cdsapi\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "from platform import python_version\n", - "print(\"python version: %s\"%python_version())\n", - "print(\"pandas version: %s\"%pd.__version__)\n", - "print(\"xarray version: %s\"%xr.__version__)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The Copernicus Atmosphere Monitoring Service\n", - "The Copernicus Atmosphere Monitoring Service ([CAMS](https://atmosphere.copernicus.eu/)) provides analysis and forecasts related to air quality, atmospheric composition, greenhouse gases, solar irradiance. The datasets released by the CAMS service is the result of assimilation processes in which observations from satellites and ground stations are used to update a numerical model. The CAMS is operated by the European Centre for Medium-Range Weather Forecasts ([ECMWF](https://www.ecmwf.int/)) on behalf of the European Commission.\n", - "\n", - "### The European air quality forecasts\n", - "The CAMS provides its datasets as open data, available to all for free, through a web page and a web service. For the air quality forecasts a user can select, among other options\n", - "\n", - "- the variables, that is the physical parameters we are interested in \n", - "- the model we want to use, nine models are available plus the ensemble \n", - "- the levels, or heights for which we want the forecasts\n", - "- the area of interest, delimited by north and south latitudes and west and east longitudes \n", - "- the date from which the forecast should start\n", - "- the lead time hours, that is the hours of the forecasts\n", - "- the format of the data (CSV, NetCDF)\n", - "\n", - "In this notebook we use the web service through its API. In order to use the API you need an API key that will be given to you after you have registered into the CADS. The steps to use the CAMS web service are\n", - "\n", - "1. login \n", - "2. copy your ADS API key in the .condarc file in your home folder \n", - "3. install the cdsapi Python package\n", - "\n", - "You can also pass your API key and the web service url to the client API instead of copying them into your .condarc file. For more information follow the [how-to instructions](https://ads.atmosphere.copernicus.eu/api-how-to). \n", - "\n", - "We set some parameters before submitting our request, in particular the area of interest, the variable (NO2), the lead time hours." - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "path = 'data/air_quality_forecasts/20220717'\n", - "file_name = 'air_quality_forecasts_europe_20220117.nc'\n", - "date = '2022-07-17'\n", - "area_north = 47.12\n", - "area_south = 36.40\n", - "area_west = 6.57\n", - "area_east = 18.52" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-07-17 14:22:01,690 INFO Welcome to the CDS\n", - "2022-07-17 14:22:01,693 INFO Sending request to https://ads.atmosphere.copernicus.eu/api/v2/resources/cams-europe-air-quality-forecasts\n", - "2022-07-17 14:22:01,905 INFO Request is queued\n", - "2022-07-17 14:22:03,018 INFO Request is running\n", - "2022-07-17 14:22:23,652 INFO Request is completed\n", - "2022-07-17 14:22:23,654 INFO Downloading https://download-0005.copernicus-atmosphere.eu/cache-compute-0005/cache/data5/adaptor.cams_regional_fc.retrieve-1658060536.9670866-28692-14-69b89104-ca46-4ce4-b1e3-c18f185845be.nc to data/air_quality_forecasts/20201206/air_quality_forecasts_europe_20201206.nc (4.7M)\n", - "2022-07-17 14:22:52,254 INFO Download rate 168.8K/s\n" - ] - }, - { - "data": { - "text/plain": [ - "Result(content_length=4942928,content_type=application/x-netcdf,location=https://download-0005.copernicus-atmosphere.eu/cache-compute-0005/cache/data5/adaptor.cams_regional_fc.retrieve-1658060536.9670866-28692-14-69b89104-ca46-4ce4-b1e3-c18f185845be.nc)" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "URL = \"https://ads.atmosphere.copernicus.eu/api/v2\"\n", - "KEY = \"xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\"\n", - "c = cdsapi.Client(url=URL, key=KEY) # uncomment with your API key if you do not use the .condarc file\n", - "\n", - "#c = cdsapi.Client() # comment this line if you are sending your API key in the request\n", - "\n", - "c.retrieve(\n", - " 'cams-europe-air-quality-forecasts',\n", - " {\n", - " 'model': 'ensemble',\n", - " 'date': date + '/' + date,\n", - " 'format': 'netcdf',\n", - " 'variable': 'nitrogen_dioxide',\n", - " 'level': '0',\n", - " 'type': 'forecast',\n", - " 'time': '00:00',\n", - " 'leadtime_hour': [\n", - " '0', '1', '10',\n", - " '11', '12', '13',\n", - " '14', '15', '16',\n", - " '17', '18', '19',\n", - " '2', '20', '21',\n", - " '22', '23', '24',\n", - " '25', '26', '27',\n", - " '28', '29', '3',\n", - " '30', '31', '32',\n", - " '33', '34', '35',\n", - " '36', '37', '38',\n", - " '39', '4', '40',\n", - " '41', '42', '43',\n", - " '44', '45', '46',\n", - " '47', '48', '49',\n", - " '5', '50', '51',\n", - " '52', '53', '54',\n", - " '55', '56', '57',\n", - " '58', '59', '6',\n", - " '60', '61', '62',\n", - " '63', '64', '65',\n", - " '66', '67', '68',\n", - " '69', '7', '70',\n", - " '71', '72', '73',\n", - " '74', '75', '76',\n", - " '77', '78', '79',\n", - " '8', '80', '81',\n", - " '82', '83', '84',\n", - " '85', '86', '87',\n", - " '88', '89', '9',\n", - " '90', '91', '92',\n", - " '93', '94', '95',\n", - " '96',\n", - " ],\n", - " 'area': [\n", - " area_north, area_west, area_south,\n", - " area_east,\n", - " ],\n", - " },\n", - " path + '/' + file_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we have requested the forecasts starting from only one day, let's say the day in which we send the request, the webservice will send a netcdf file with the forecasts for all the lead times we have specified. If we want the forecasts starting from more days the webservice will send a zip file that contains one netCDF file for each start day. In our test we will request the forecasts starting from one single day, the same day in which we send the request. " - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "#import os\n", - "#import zipfile\n", - "#with zipfile.ZipFile('data/air_quality_forecasts_europe_20201203.zip', 'r') as zip_ref:\n", - "# zip_ref.extractall(path)\n", - "\n", - "#nc_files = os.listdir(path)\n", - "#nc_files" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Nitrogen dioxide forecasts\n", - "Let's open the file to get the forecasts for $NO_2$" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "def getforecast(path, file_name):\n", - " # The forecasts for NO2 are in the 'no2_conc' variable. \n", - " # The function puts the data in memory, closes the file\n", - " # and returns the NO2 forecast\n", - " ds = xr.open_dataset(path + '/' + file_name)\n", - " no2_forecast = ds['no2_conc']\n", - " ds.close()\n", - " return no2_forecast" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
<xarray.DataArray 'no2_conc' (time: 97, level: 1, latitude: 107, longitude: 119)>\n",
-       "[1235101 values with dtype=float32]\n",
-       "Coordinates:\n",
-       "  * longitude  (longitude) float32 6.65 6.75 6.85 6.95 ... 18.25 18.35 18.45\n",
-       "  * latitude   (latitude) float32 47.05 46.95 46.85 46.75 ... 36.65 36.55 36.45\n",
-       "  * level      (level) float32 0.0\n",
-       "  * time       (time) timedelta64[ns] 00:00:00 01:00:00 ... 4 days 00:00:00\n",
-       "Attributes:\n",
-       "    species:        Nitrogen Dioxide\n",
-       "    units:          µg/m3\n",
-       "    value:          hourly values\n",
-       "    standard_name:  mass_concentration_of_nitrogen_dioxide_in_air
" - ], - "text/plain": [ - "\n", - "[1235101 values with dtype=float32]\n", - "Coordinates:\n", - " * longitude (longitude) float32 6.65 6.75 6.85 6.95 ... 18.25 18.35 18.45\n", - " * latitude (latitude) float32 47.05 46.95 46.85 46.75 ... 36.65 36.55 36.45\n", - " * level (level) float32 0.0\n", - " * time (time) timedelta64[ns] 00:00:00 01:00:00 ... 4 days 00:00:00\n", - "Attributes:\n", - " species: Nitrogen Dioxide\n", - " units: µg/m3\n", - " value: hourly values\n", - " standard_name: mass_concentration_of_nitrogen_dioxide_in_air" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "no2_forecasts = getforecast(path, file_name)\n", - "no2_forecasts" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see from the description, the time interval of each forecast is provided as a delta in nanoseconds (ns), from the first lead time to the next. Since we have requested a forecast every hour the delta is 3600 * 10^9, or 3600000000000, nanoseconds. We will create a date time index to be used later on in the plots " - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'2022-07-17 00:00:00'" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "delta_time = 3600000000000 # delta between one lead time and the next one\n", - "num_forecasts = len(no2_forecasts)\n", - "start_day = pd.to_datetime(date)\n", - "date_index = start_day + pd.to_timedelta(np.arange(num_forecasts), 'H')\n", - "date_index.size\n", - "start_day.strftime('%Y-%m-%d %H:%M:%S')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We plot the forecast for one lead time hour to check that everything works fine and then we'll create an animation using all the forecasts. " - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "matplotlib version: 3.5.2\n", - "cartopy version: 0.20.3\n" - ] - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import cartopy.crs as ccrs\n", - "import cartopy\n", - "print(\"matplotlib version: %s\"%matplotlib.__version__)\n", - "print(\"cartopy version: %s\"%cartopy.__version__)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create the figure that we will use to plot the data" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "def create_figure(): \n", - " fig = plt.figure(figsize=(20,10))\n", - " ax = plt.axes(projection=ccrs.PlateCarree())\n", - " ax.add_feature(cartopy.feature.OCEAN)\n", - " ax.add_feature(cartopy.feature.LAND, edgecolor='black')\n", - " ax.coastlines()\n", - " return fig, ax" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's plot the first forecast. " - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Air Quality Forecast - 2022-07-17 00:00:00')" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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7tVCYsada2psVF/YTVtvvJezrk/YU+hFhH2tJEmoGO4A7EdwHbt1we/hMSTjfWHC/uDsmHCvsm/ck4S2I7WDGJq9fQYBIJHg6X9iHHHZPYF7Yey3dZ2FPoHWFMoojYjGl9T2BNO9i7/VqVylHqmPYPdFh8SVxXLhDrbAPXNyzXXkjmFYOqReQTmekeyBoIYR7Ku03Di0YFvZYm8gs9jU70j53oR2kfaeSrkASrEaDz4o/GXzOxH2sYYW71ZDOGbJ/mlhQqyM9A6JuYg7eG2E1eFK7Vs0r7M8PjaTDmPmZBLJg1Qh9Nh7c5+5Hg3021xjMl5GGqmp7w6V0aTy2IfeHS/dU0mmJ917aVy5kk9ow7P762RB6v78kkpfSBG1T2H330rGE3Ptuq9x7qY5h9/ErynXQnqQoiqIoiqIoCxzdHqMoiqIoiqLcVCpC1LnGyL270ZV2RVEURVEURVng6Eq7oiiKoiiKctPRkI9z4zqTdhMUUMQEI56YYPoRlU9tJXGdJOCcCIo/pWOdvCBKEsRiZlIQbIlukMKxkqhIMn+ShHlDsrjUTgTTfUE8IwnuTCZoQiIiiIgkIyURQTgjiv+EdrBNdeIpI+eHA2nSNYdmvlTokqnTXMRQAJL4ScCRRH3SvRKEjBKhRYKC+FkUalYT30qCV6lvhzSgEds2L5i0CWOG29QYzCeUK5pMzcYESxg3nIRgPCaMqSKzEcGGqMucjpXGglmIUyUxqY2H+xxx+oaC55PqKIixpfHKnQzmi8SD+fxM8FmRzO8AWdQp3b+5iDLDIgpgwwUamJM7dbWyJVGmWMeQjuVhPwduhSswhL9XKk5VPgS60q4oiqIoiqLcVCyW8hyiWym6p11RFEVRFEVRFjy60q4oiqIoiqLcdDR6zNzQlXZFURRFURRFWeBce6XdcSA5w+1UcAYTRadVtBhuNhdMlAQ6koOiJCySkBxDa4PiTXO+L3hsNSfXwMGS8Cl4baJjYbXjJSTRYy5YjpFELQnBqXYOiIKfoiDcnZCv2Q4MhitoLoI7CcmZMiSS4FEU5M5RFCu5n0pOoKKTrlQfSVQ2GRR3S4JAkw6KJa3kIpoU3Cqr7FcUBa8hhW+i6FTqI2GfXelZEdrBEdw4qz7PEpLoXmoHqd6SSFca/ySX4pCiPlGULtRFdIuNzOJHWql/Su0gOdpK7qei4FiqoyCMlYTzQrneWLDcye7gZ0jquOz+bCQhqj8HcarEXASP0jM1F7FrNcKKakXHV8ExWRpnRWfsG7yaK5VhqpQRctwW78EdjgXKutI+J3SlXVEURVEURVEWOLqnXVEURVEURbnp6J72uaEr7YqiKIqiKIqywNGVdkVRFEVRFOWmYkHjtM8RXWlXFEVRFEVRlAXOtVfaDQEltJUs03NCpBdJ4Q+ho1qIUTukaAwh7avFyAuS7bZQrj82HswnqckF1bgYoaEK4vWJdRQU9GHzhYw2IUajke6dVG61KD/S9c1FQR82Koyk5pcQIwQI91SIfOEK0TSsEAGpGuK9FyJdEI8FyxkZC55PKMOWhOc0FjyfGN1BuhYhEpQtVHnupdUVoe+IUXSE+2ylyA1SHcNahUt9RBpbZhE1xUjRm6RIKhJSe6WCUX2k8cXEhDFHGo+l/iUh1HlyZVMgLdYnRAYD/ETweN8L3hdvIlhHR4rCIjwDCH2bdDD6j58U2kvo785EcAxLnpvFWCVFswkbMUzKF/ZY6dkNnRZyBXSuS30hV1rFSDFhkdor7AqvlC9s+0OVuYGQbzbnvIO4CTGK7ip0pV1RFEVRFEVRFjg6aVcURVEURVGUBY4KURVFURRFUZSbisWqudIc0ZV2RVEURVEURVngXHelfabwVBLtkJespqtY2UvpkmBSKEcU9oUUjdjxiWA+Qbxkw4pxJCSdUpXzmZQgUguJZFsvtato/y6JXyS7aKlcwRZctLKvdu+riRTDIAkF53KvBIwkMhSEkWIfluzWZyE0EttbErNJQk2p3kLbSPdPFCYLAlMJsX/NBul5lkSngiAt7L0S+03Y50Jqa2msqibolO5fWASRrnUFUbQwrIV+LiRRrNAO5cZ0IC1+MViwMyRVRhZpi+N2SCt7BCG4iNCPHanPSc+u0DbS8yi1DYAzFhwjxOdvLuHv5nKs0EfCCj+Nf+PX+sSyQwZ7qHLCuVUoVBFye0nC+dDi1DsdC2VdaJ8Td2O3URRFURRFUZTbCt3TriiKoiiKotxULBryca7oSruiKIqiKIqiLHB0pV1RFEVRFEW5yRjKovWfEpbrTtoDwlPJoc4XxGxVxIii6EcgrJukJEizYcsIK9iSBCeC2ESqi+h0CeHdGyVBrpRPEk5JglxJhCcIrEI7uQr32Z+YlPOGdZoLKzqV7ktY11wJSZgnCTVzQt8OK5CqghHaRhSnSiJRQeBmG2qCx14aCOabi5hU7EshXTZBbLM5uSBK55OclSWhmOTsK7rUCvWTBIbVkJw7JcYF91pJyC0JNSUk8aYkEBXGTndQEJhKz3jYa6OKO690X8KKeSWXVOm5F9ytxT4ijQVCGaZY5fmRqi0Jln2hnFm0Y7DccJ8honu3IDCVnkdRGF7tuZ+D4DXs+ebkYHoLBKuVYoQ2uwmCXuXOR1faFUVRFEVRlJuK5YYHfbvr0K96iqIoiqIoirLA0ZV2RVEURVEU5aaje9rnhq60K4qiKIqiKMoC59or7dYGhaf5oBhKFL1VETLaS33BtJDiSNG5UxDZiG6JklBTqqAkApqNuG4mkghoNkgCxWJQLCYKgYRjJVc+6XwSRhLrSYKt2SAJgcKKTiVCOr6KwlGprUOKmkUH0irOjeK9kkRqMeEZEkSwtrk+WMZwUHAn1kUUZQbLFYVU0r2v9qxIz7jYtwWBYjLoHmwFQWFod2RBrCeOBXGhbTKCA2a150eqj5Q3pDuo2BdFkaFwfaKINdg/bSJ4782EILwOOWZAeCdrK2nIpXUlqd85Id1whf5gYoKIVerHwtjpZOV2sLNwQw4QdtOvVEbYNLng4KFhxZJz3ag8l+PDBjMQyw1ZhiTclcZO5ZpYdKV9rmivUxRFURRFUZQFju5pVxRFURRFUW46vtWV9rmgK+2KoiiKoiiKssDRSbuiKIqiKIqiLHCuvT3Gt0HhmyRu7B8OpNmmOvGUprU5mNgXdGo0ksOdJEAKKYiyk9lQ+UxDXTBxItyxkstfVWGeKDQTxGIhCetsKbmkOqlkMKMkDJIEnYngPXEksR5QHhgK1kcSDUtI7SiJPyVHQEkUHVKo5NRmgomSIFpq/yr3xEplC2I/UehZE6yPjQoia+G5kOso3NOQ4kZbDvZXsc4gOo5awd3VSOLbOThESuJNSVAtumIKz2i5IRVIcy8G+zUgu0dL/XMurrTS+SRhnvT8CK6mpii0f0wQoMfqhPPJ46S50SJDSSidEj4vxNMJ5xOCK4jjQ1gRMVXGIen4kCLd0PdZQnqexTSp3LBlzFGIeqPLucEOPqLotFqdpc+l2Rx/B6NC1LmjK+2KoiiKoiiKssBRIaqiKIqiKIpyU7EYygtordgY4wI7gXPW2k8aYxqArwA9wEng89baKj+lzg8Lp/UURVEURVEU5dbwD4D3pv39T4AXrbUrgBen/l5Q6KRdURRFURRFuen41tyS1/UwxnQBzwH/ZVryp4E/mfr/nwCfudHXP1eu74g6QxwputtJgopT5+VzpoNCLtPUEMwnCEft6FgwTRKpScKukEIQe7E31LGigFIQuInul1QRvgkivtAC05BiS9H9T2hDsV0lN0GhLn5Xi1RF3LBukpI4UkISbEnOotL5QorK/JFgnwstIKomFJPufUihmU0G758zKDwXkrhOKDd0/wqVC2xecM+sUrapEfqD1I8FwWQ1AWCgDMGVVixXElFKAm2Jav1Vuv/ScxXSGVZyiZYEbpJ7rVhuWLGkdD7BHVQa/wA5gIAkupfuqTTOCmkmJ9RbegYkpHJL4cTYVUXEUrp0T8OKkKW+FPIZEMuYi6BzPgWUUtlhryVse4mHCm6xVAkyEbaON1gsq8yafw/8I2B6dIdWa+0FAGvtBWOMPJmZR3RPu6IoiqIoinJTucXRY5qMMTun/f0la+2XAIwxnwR6rbW7jDFP3KoK3Qh00q4oiqIoiqLcSfRba7dVee9h4FPGmE8AcaDGGPPnwCVjTPvUKns7IGy9mF90T7uiKIqiKIpykzGUrXNLXtfCWvv/tdZ2WWt7gF8EXrLW/irwbeCLU9m+CHzrZrbGh0En7YqiKIqiKMrdzr8CPmKMOQJ8ZOrvBcW1t8cYExAcSbuRRFFlFVGSzQqCr/GJYL6QAkVbCueICnNwHRSOFa9ZEBqJIlsQxXWhxZ+SCEzAxIMiPARhHsOjwWMl8ZjgVmnTiUCac0kOa2rHxoVKSmJZoRxJjBgWSQwcslxJ/CcKmqTzSa6+VHHHE+6L31IXSCvWBvPFxoPPlCTAFOsoCrnDCYFFcVa1vimJOiWBnPRcSOJWSZgnCAVFwbh0bFN9sFzBCdQdDbq4iqJMAF8SAEpCaWEsCekUHDowgCgoFE4oOWUWhWOlZ0DqcyD3p3xYEaVwrPB5IdZbqmPIsSA01Z6VsPWRkPKFFayKxwqfm9KzK41LErergFIay0MSum2Ua2IBf4GtFVtrXwZenvr/APD0fNbneiys1lMURVEURVEUJYAKURVFURRFUZSbzi2MHnNHoivtiqIoiqIoirLA0ZV2RVEURVEU5aZirbluZBfl2lx70u462PrMVUlmIigKM4K41AqOplBFbBkSSXRqQ4piTEgXt9Dnk8zQBHFPVQGlUB8nGRTrie6GgrBIEv7a2kwwX0kQNKUlkaBQriBOlfqD6HYIoR0iwwpyRYdCCUEUZgRnXtE1UiKkOFgU8wJIzrCSWCwS7GSx40LYWNHJVRAXSyK8kE6s0rGzEmdJ7pRSv8sJ44sk9JRE1smgKFpykLWu4DQrXJ+TF0TukvCzGqL4M2SbScLDOTg6ikhiSQmp30jXJrnKVkMS2s7FfTOsmFRqf0mgKPVtaXyo1oZzEZ2GTZMQ2jCs6HRO4tRZMJdzip+Hc3BoFesyV8dXsS/epuJdZcGhX3kURVEURVEUZYGj22MURVEURVGUm46vQtQ5oSvtiqIoiqIoirLA0ZV2RVEURVEU5aZigbKuFc+Ja0/ay2XM4NWCNtGdUEB0ZER2xawq2Jt5rCBwdETHQ8nFUhD6CaId4whCF+F8orBVEvdUEWVKwj4rXIsolGkRXFalcryQbp6S0E9IsnEhsSy0oeQESZX7LNVnLm6CkmhOQOzHUn+YjcB0ZhlVhK1+fVCI6hSCeR1J5DsuCJs9QSQq1Ft2GZbcOIVjJZGa1A5VXGDF+yeJOqW+KAkFo4Jrbixc/zIlIU1of5MP6RZbpb+LgjbheRERn4sPL9QU7x/CsxLWjTOsQyfI4k8pgoQk4JPSpD4ijsdS+4cU30r3NKQTctX02Rwf5tiQolP5dCHbISRVzxeyz4YVhIp9dg7tcFO40YJxRZmGrrQriqIoiqIoNxkN+ThXtPUURVEURVEUZYGjK+2KoiiKoijKTcUCvq4VzwltPUVRFEVRFEVZ4FxHiOoHnRVDimlMRhALAU5dbajjJcc8t7U5mE9wfrSSwE0SKmVzwbSwAquwwplqDohCuuj8GAsK7soNQTdPJysI8wRHTSuIU/244EwpIB0r9QfbLLiNAu5k8L64Y4KLoiQWEwVyQj5JmCz0EQlRHCwJmKU+It17yfkUcEcEMakkJC4IwlFJlCm43EoiUSlNuhbROVUQu4pUE2FJolVJpCblE8q2UUF8W5QEk5JwVHJVFNq1mrNv4HzB6yiUs/i2RNyd0QfCCq+N4dTku5yZPEDMTdMU7aI12kPSu3r8NL4gfg85hllmISadySxEsaLIUOrHUr+T2suVyg4pcpcE6GGdkKXxuZqQVLo+CanfSf1BuqeCWDas06l4/wTm1EcqhQtlC9mEABBS3w4rvBbHsJDXHJqwImKQl0dvdH1uE8pW47TPBd0eoyiKMgf6c6c4OvIWPZl7KNsiJ0Z3kSuPAYZF6Q0sq7kP18xuqB0qXOTExF421T5Dwc/RVzjF9uFvEnfSrE4/REO0/eZcjKIoirJg0Um7oijKHLg4eYTx4gDvDr6AayJsbvoEddF2iuUsB4d/wovn/jMJr4Z0pIG010DKa8A1LnE3TW20VTznUPE8DdEO0l4DESdGa3wJ1ve5mD/GO6M/oiu+mmWpbTjqLqgoym2CxWic9jmik3ZFUZQPQckvcmDwRS5MHALgsfZfJ+LEiTiVWPUxN8mWxuco2xKTxWHGS4OMFwfozR2j5BcYKfbSGl9Gyq2lK7Hm8nHWWop+gfO59zmfe59nW34HYwzGGNrjy2mIdLBv9CXeHv4Om9JPBbfgKIqiKHckOmlXFEX5EJwY3UnZL/B05+/gmQiD+XN4kaC2xDUemWgTmWjTVXt8x4r9DOXPc2HyfXLlcboSazg+sZvRYh8AW2o/RlOsGzNj72zMTbKt7jmOT+7hjeGvsz7zOC3RxTf3YhVFUW4AvsZpnxPXnrQbg5npPBhSSOULzqeALAwTRDuigFMQflRznZyJkxTElpKrYljxmYAo/qvmECmV3RgU6fpRQTwotMPg5rpAWup8UMho3Q/vwGck3YxkdJmWRYuRWDA9154I5hsTBKvjwWuRHEONJEIW7r2R+o0kJpX6qyTKFAXaVQan8Yng4ZJATipbEn1LoquQDpFGEsxJYlDpeZTyxWQBuogkxAopojSSs6jUXoJIVxQeSvfvOmkZp56z+Xd5d+CH9OZOAHB/488SjXVUMlxH8DpSuMRI4RJDxQuMlQY4nzvCspp7WVJ7L6l4M+5MceW0e2WAZbWP0zCyiL0D38Ovf4K2xPLKe7lgXxLFqdKzEpZZuD5aUWAqjPnSOaV+lxOuRXomqwUB+LDM9XxSfw/r/izlu9HcDCfPsGJN0dX0w/fPsK7VYYWtciFVjg3bjnMpW7lr0ZV2RVGUD0FbYjlJr5a3B74FwKb6Z6n/YMIegsOjb1D0KxGsWpPLWVZzP0mvpvKmFA1FoD7WwT1Nn2Jn/zdpiHYSdYNfghVFURYCFnRP+xzRSbuiKMqHwLdlxooDREyMx9t+Dc8J/np2LZ5u+y18W8a4kcAWmNlQ9HMU/RwD+TO0J1d+6PMoiqIoCxudtCuKolRhvDjEucmDjBb7yZZGKNsSFh/flvFtmZRXx8b6j8x6wv4BjnFnF+9ZIOamiLtp9g+9SMkW6HZXzOl8iqIoysJEJ+2KoigzGMpf4MTYLoYLF+hKrmVxeiNJtw7PeBgcHOPiGq8y6Z5HJksjHBp+lZhTMTQ7MPQSR8ybPNX4a/NaL0VRlJlYjJorzZHrT9pniiUkPYwkvKgiEBUFUVJWSbwkpYXEF8R/kkjUSQfdPK0g7DJJYe+o4F5adRVNKNtPBEV8xZrgOXMNwds20RYsJ9sUPNYRdLauYLyZORVMNKXgfXbzwfsZGZPFvFYQPTpFwcFPEMuWMsK1xAVXTEmgKGCKwY4sCVul7XemIPTh2TgtSk6nYd3x5iIWk/qiJNiSnB8lwWpIsTjI4mlTlsTAwXOW64LPpDscfJ4pCu0qCVElUZ/vY62lL3+S4xN7yPuT9CQ3san2aVxTRVxrAetXFyhK7Ridhatm4HzBe/Vm71/TnFjMisyDlPwCJb9AqpgIumBK427IvmTDiiWrEPYj2grPgCiyFg8OKWKV2nouAtNq7ZALjoFi0ATpuQ/btnP8hSYUYQWws2nDsELbObRDaNdqyfQsbF+qds1h2+xmCH+VOx5daVcU5bamUM5yZmQvfqnAivqHZn28b8ucnzzEiYk9uCbCktRmWuPLcKpF/1lArKp/hMNDr9GSWEZbqrItxgoLFIqiKAsBX4Woc0In7Yqi3LZcGj/Cwd4XaEz20DdxlMbEIhJeDe8N/ISuzIaq8cuttYyV+rmQPcL5ycNkvAbW1jxGQ7RzTqLQm0nFdClHvjhGrjROvlT5N+nVsLf/uzyT+G/wnCohZhVFUZTbHp20K4py21AoTfLKnn/N1o7PYTAc6H2Be9o/S12ig77RI+y4+NXLebszGwPHjxUHuDjxPheyR7CUaUusYFvjz5BxG27lZYRmvDDAa6f/iJibpujncIxLzEsTj2SIeRniNk5Hei3LvQdwzYcTwyqKotwKrIWymivNCZ20K4qy4CmXC4xMnKNv+DAAu85/7cqbBs6N7mci10fUSdKUWMzims3UxtqgVGaiOMSF7BEuTr5PyRZoiy9nY/1HqI20XFlVvxXmNSEZy/dxdvRdumo2ko420JhYzED2FI8v/7skIjMM2Caz81NJRVEU5ZZz7Um7tQHRnOQYKgmImCmEmiWikEQSKgniLNH5UXAWFYU8mXQwWyoohJOEeTYuCEmbg+cD8CPB4/1oMK0UC9ZxvDOYL9csiERzwWO9yWBdrPC5X6gLCsBig0EhlST8tFWc3owgCnQFF0tTEtKK4YR0NhKst/UkEVEwya+JhytXECCJzqKS4LQKRpo0SsK10KJFQfAourZK4lRJBC412NyEVDYWfCazPXVX/Z3PjnB+33e4OHiAZLyRkYmzV6rpRCn5Bbaf+fPLaevqnqI9sYKhwnkOjb3MQO40BT9HW2I56+qepC7aLrstS4hi+DkK7vKCSHtGvpNDbzFa6OXi2CEiToykW4vBIT5SAjN09aFSHwvpKiuOsTdha5AkZBW3IAn3JSCopYo4VUoLK7z2w33WiF/spPtJlbYNeV9EQvZZqW2kNgzrtiy262wElCFFp2J7hUR8nkXhtdC/fCHggjSnmIXoXmyzudz7OwqDH1qarkjoSruiKAuS3nN7OHbg23TWb+bBtX+HeLSWXGGUgdHjxAouuy98nbiXIRNtIRNr5sLoQc5O7OfQyKvURlpojHWztu5J6qKtmNtAVPoBmUgjxXKOhxo/z3DxIoOFc7TFl91W16AoiqLceHTSrijKgqP33B5OHPoB6+/7DbjQz/b3/oB4tI71PZ+ms2kzp06+TNRN0plZz1ihj7Oj+2iKLqIjuYr6WAeuFMrtNqE7tYGjozsYLfVRH22nPtpeeWMBbeFRFEWZLRbd0z5Xbt9PNkVR7khKxSyH9vwlmx/+b8nUdbN3999Qn17MpeGDnLz0BqVyjt7hQ5W8foH29BpWNz1JshTc3nQ74uBSsgXKtkqcf0VRFOWuRCftiqIsKEYGTwCQqqmsMC9rf5yLQwepT/dwfmDvVXnXND915Y9S7lZV8aZijKE+0k62PDbfVVEURbmhlDVO+5zQSbuiKAsKOyVe88slXDdKc91KiuUc+09+g+7me1mz6BPYoREmioPzXNObx/L0vRwY/Skd8RW6l11RFEUBQkSPmRktRowUI1HtgyZsVBnheEkZHzaSgIkLpiNCJAGbFPJJUUqEYwvNyeCxVYTSUqSYfG2w3m4+WHbd0eDP5tGRkN+/Qgq33ZwUmUW4JyGjvwAgRYUJa2ktIUSukaKwOBNCtILQEUSEBpP6gxixSIjgAnIkAumay2HvqXC+sM9ZyAgpNlblWmbmk9oLxEgL5WTwnN54CTOZJ51qI5ZzcQolspND7D/5DSJugtUdz0LZ4sYS1MQ6rz64GDKCiBRZR4xmIqRJUTdy+WAayBEjhIhAthhMqy81ECXG8eG3WRqbijcv9bsbbP8uZgsbOWM2tu5hn3vJop5gu4aNRkMxZEQnKUqaGBGmynN2o+9LyP4pRoqZS5SnsBGnql3bXNphLoQd36VnSrjP4pNSrQxpTJ1N9Jk7GIvBt3ffdd9IdAlHUZQFQ1//QQ4d/gZNTWtxnMqH375TfwPAQ6t/565ZdTbGkHHqOZLfhT/H8Lk3g7ItcSp/kCO53QyX+hZkHRVFUe40dHuMoigLhuzkAJFIkiU9V/aqdzfdy/LIk8QimXms2a3HMS71bhtZO45nI0SJySvKtxjfltmV/RGucalxGtmfe5WsP07SydASWUx7dBlpt36+q6koygJE97TPDZ20K4oyb/h+iaMnXiCZaCSVbOHMuTdZs+pnr1pR72jYOI81nD9WxO7hYO5NXhuv/NLQ4nWzJfH0PNcK3su/RcTE2Jx4AmMcVrCVsi0xbke4WDzBzvEfEHUSdESW0R5dhmtdTuT3sTS26bYOxakoijLf6AiqKMq8MTxykkv971JXs5jDx74DQF1dz/xWaoHgGo8NiUfpK52haPOsjG2b7yoxVLpEX+ksD6c/e9UXK9d41LrN1HrNrIxvY7B0kfPFoxwb+xsa3XYulU5xvLCP9fFH6IgsV09ERVGUD8G1J+3GYKLRq9ME0ZRIFSt7SXQlFl3l+HAHC8fWCD+tS2KjaLBJcu2pQFoxEfyJJz4QFDk5VUSZTlESRwr5CoLYUhBgRiWxpdAMpbggmBSq6BaDZTh5qc4hRVOAEUSKos5JajIpoyR6lIRrMcHaW7Q4F26AJJ4tBPuwJICdlQAspGDSShbb0umE9vIlMamkiU1EA2lloQ2doiDYKsnX7AvH+xGHaG0zFkv3sicZHDlOqTjJ6PAp6uuWTjtnyDEnmQimSUIzSRQm9KWqguoQZQCy6LQgCCEF4dt0gWm3t5LjxXcZLF0iFa29fn0kUXRYYd51rOyPZ99leWIrkagguv/gFDg0el00xrso2SKHx98EKvHn9+deozHaRawc7GMikihQuBbpc0USySOJw6V7ItZFesar9JEbLAYWzyc8fyJzEGXOKd8syhYDSkjMxWAsrPBa0s2IY/ks6iKJ34VgFnc6FvDVXGlOaOspijJvJJKNLOp5nHf3/DGRSJJ4rJ5CcWK+q7WguFg6iUeU9siSea1Hzp9gpNxHe3RZ6GM8E2Fd8hGerPlVVsXvI0KM0fLA5bCeiqIoSnjuvq96iqIsKLoWPUJd/VKMcdm5/d/jmCurbpPZASKFPIkwK8x3KPcnnuMnk1/Bt2Uw4UJv3gyGS73Uea2z3pde9PP8ZPTPiZoERfLsnfgxjW4nm2KP6R53RbmrMJR1c9yc0JV2RVHmFWMMmZpOUulWMukOCsUJfL/EidM/4c23/y2nBnbMdxXnFd+WAYtnQm4puUlMlkdIOXWzPs4zUVojPbRHl9EeqazSu9Zjd+5FSja4RVFRFEWR0WUORVEWBMYYujse5MiJH3DoyDcBqK9biuvM72R1vrlQPg6AmecVqgl/mAavY9bHlSkyUDrPhuTjNHmdFCayJEgRIcrbuRdYH3uYjKMhIhXlTkf3tM+d6wpRZ4olwgpGTBWRhQ0rKguL4N4o1dF6wbSxDcEPICNstXQEUWZ0LCgCcvMhhUFAKSG4n+aCwhZvQhCzCX0+dS5Y9siyuHBs8IM/Niq5cQpCRi94bCkV/LleEtkCGEHMI4lqTSR4LU4uXL8RBaYS0rghiZykfBGhf/mzcAmUHHsFcWu5Jnj/pHawQn18SfQrPCuSQLSUCj67ksBUcj+t5ohqhb7j5oL3uSu9jrrlzQyOnaSxZhmuE+HN975EZ/0mkrErEzvJnVcUIVdzaJ15qNAPbUQQdIZ1iKxGSCHddLFlndtSOZQy7owhe85upaGONVhrGS71siixHhxDtjzGxcJxHFxaootJuJnqQQpKPlhLja3DlHxWePfwVu57PBh5jkGnll3ZH9HsdrLM20TcJANlz0R0gZUQAg2EdQoWxYizuc9zEVZKfUxyY5UI66Y6134clrkElJDEn1K7hr0WoS7ifQ4bXKFae0miU2HsVZQPg660K4qyoEgnWkgnWi7/3ZjuYXjy7FWT9ruJjNtAxMQYKJ2nJbJoXuowWLqAY1xq3CZGSn3sHv0BrdGl+JQ5PrKXR+t/Aa/KLwGD5Qs4xsOjMpnZnnsegPfLuyhTZoW3hUk7ypv55+lyV9LjrSUyz1uBFEW5Oeie9rmhk3ZFURYslSgjBt/e4F/obiM8EyFmkpwuHuJA/g0KNnfV+xvij9IRCR/RJSwlW+RM/j3qI+0cHH+VpYktgOXd8ZdZk3qItlilzJ8M/hllW8TjykTbWkvOjlO2Zd4v7GJJZN1l0elTyV9ksHiBgs0xbofp98+xKfoY3d5Kjhbf4fX8t1nsrabDXUqMYLhdRVGUuxWdtCuKsmB59+Q3uDhygGS0br6rMq+sjz/M9snKCnXMJImaGAaHrD8+JVS98fi2zPvZHZCFlcn76YyvZLjYC0BrtBJH31qfos0TMXGmx60+kt/FmcIhYk6SqImTcRouv+eZKC1uNwAHitupdZoAiJsU66MPMeYPcbp8iNfzz1PnNNMdWUWT04G5Gds3FEW5ZVhrdE/7HNFJu6IoC5aLQ/sBuDR6mBVtT8xvZeaRWreJDm8Zk3aMexPPXhUW82bhmQiNXhdN0S56EhsASLgZin6O/uIZmqOLAAMY7NSEfdIf5WhuD5dKp9iceJLmSDf2GvuxR/0BOiJLr0rLOPWscx5klXcvl+xp3i/sot89x5rofTfrUhVFUW4Lrj1ptxY7Q8xjQoosqg7U0mqJlFcQTpmYsM8xHgsk+Y01gbSLj9QF0txcIInaE0HxkjchOOaJgtXgdZTS8t7MyHjw534nH0zzJdGj4NzpR4P5CjWC+C8frEs14WgYynGhLoKADxDbTBL+QrCPSaJFRxD+SvcgrKup1Ock90yp/REmUdK9A3CyQn8SnHiNcH2+kE90NY0F8xUFgWkpGU5wJwqGBaGY6JALuIKbrlMIps10ba1JdTI6cY6JfD+9o0doqVlRKVu4z5LoVHIUlvKZgtBvJIHbbEyBwgpCpfFPOLYntp43Jr5FlklSJjjGzZprrFyfy7/P/smf0hxZxKLomsuiwBhxNqc/wt7xH7MstolF0TVknHqGc+dpMK0cye1i3I6wNf4R6kxz5XNAarOpftLkdnKktIdObzkuHgaHJrcT17h4ROhkGa1uN69kv86yyCaiJjjeV0UqV3I/lQTMYcuoJvANKYQUCStOvY577TXLlYZ8SagpnW82Ts+SAFOso5AvF/ywspKQeC7XElZgKh0rBLcAIBEMICC66d6lBmNlXWmfE9p6iqIsWDat/mXWdT7H+q5PsufUX/PDd/83zg7uwffvvj3uRVsgYdK8NfE8ZwqHb5qrqLWW/ZM/JeFk2JL6SGBVv95r5f7UJzhdeI9DuR10RVdysnAAgOXRLRRtjuFyb6iylkc20e4uZbB8kUvl0xwsbGfE77sqj2eitLqLOFHcf2MuUFEU5TZFJ+2KoixYYtEauho201m/idXtHwXgwLnv8ZOj/9dNm7QuVBq8Nh7L/Dz3JSsT5gO51+WVx1mQ8yc4OPkGBX/6z46VdrXWr7qPPOnUcH/qOQZK53FNhPHyIMPlPpJOhvviH6e3fJq3ct/jbPF9Rsr95O3k5ft1oXSCV7JfY7jcizEO3ZGVbIg9wqbYY9Q4jfSXz+HPuK4V0S2cLx1jzB+a0/UqijJ/WMDH3JLXnYpO2hVFuS04M7gbgI66jVjrc6j3RQqlyXmu1a0n7dZxf+o5sv4Y++c4cc/7k5zJH+R84f3LacY4PFH7y5QoXlPkGjExVsa2ciK/jxXxbRzIv0HZlkg4ae6Lf5yeyDqG/F4OFt7ijezz/Dj7ZX6a/TrvFl4jb7OM+AOBc66N3s+YP8SO/PevmqDHTILlkc28V9hx131ZUxTlxmKMiRtjdhhj3jHGHDDG/C9T6b9njDlnjNk79frEfNd1JipEVRTltmBl21OcH36XNZ3Psrr5Sd7ve4U3TvxXti36BQC8aJKYd3eECPRMhC3JZ9gz+WP2515jXfwRHMko5jqUp0JpHs7uAAw98YrgNGoS+LaMvc7u7iavi6P5vTi4ZJx6Dha2szK6lShx2rwe2ryey3t3y7ZM3k5Sosjhwk4iwv70hJPmntjTnC8fY2fuR2yMPUqj2w5Al7ecc+WjnC8dp/MmhLhUFOVmYxbKnvY88JS1dtwYEwFeM8Z8f+q9f2et/T/msW7X5LqT9oB4QxSSBld6bFEQ/FQrI6yrnyTmEPL58aCQ0ReuNCk4gTqCaFFEql4iWEg1YZ4ofBMdOYPnlFwsCxnJYTV4umRvsNzocPBeSe6uonhTQGp/gHJSuAmSrkgQspZjwT4iuco6gmBSEqy6OcGVNOy9F1b6pGOrDU02LvQTod5Ibp6Sc6ckBJd0cIKrqZcNd83SsaIQWMgHYIRnV2ozMxkUgptSpZzW2BJaW5dAESDG+uaPcjb2Lq8d/4PLeRdnNrOm4YkqVzF1vlhIMWNJEqfOYlVbEq9JwrywDp8zxkmPGFuSz/BO9mXenvw+mxJPEHeqfGmpUka9aWZN/EHey73J4exbRGwEx7hM+qNk3AZc34AQI396oIFlkQ0czu1kW+wjHCnu4fXJb2EwbIo9RoPbdjmfa1ySJgNAwqQZKl+kzmkm6WSunNf69JbPknHq6fZWsSv/Yz6a/AJQ+QVgTeR+9hReotVbhGfkcWbWzGXlfq5hKEWhptRHQtYxrOunFCwgKgRNkOoiCESrtoP0DAhCTRsN3ksjCD3NZDZ4LMJnVRVH9gBSPmk+In2OO+EjONmIro8uJGzl57rxqT8jU6/b4ie8BfGVR1EU5cPQVbOBB7u/QGfNBp7o/C1Oj71LtjQ639W6ZXgmwj2JZ2j2unlz4jtM+LO79kl/lP7S2ct/Xyyd4ELxOIOli2xIPBbqHM1uF56J8tPc11kSWc9TyV9gWWQTZ0vvVz1mSWQ9Fstbue+zO/cSw+WK+LS3fIZ3Cq+wO/cTLpSPs9hbe9VxtW4jGaeB/vK5WV2noijzjwV8a27J63oYY1xjzF6gF/iRtfatqbf+njFmnzHmj4wxC86GW7/+KYpyW1Mbb2dDvJ2zg3uIuQnibub6B91BGGNYGtsIwOHcDu5JPhP62N7SafpKZ4iYGC3eItYnHrnuMcPlPo7mdtPgttPlrSBiomRMPaMMkLXjpKljzB8k7VT/vEs5NayPPUzZljlfOsq+wqs4OJipdaR74x8h5dQGjrPWUrYlHF1vUhTl2jQZY3ZO+/tL1tovffCHtbYMbDbG1AHfMMasB/4T8PtUvl/8PvB/Ar9x66p8fXTSrijKbc+l8SMcHnqV1fWP3bXOmT3Rdbw2/j5nCofpjq66bv68P8nR/B4WRdawJvFA6HLy/iQD/gUiJsbO3Atsi3+ERredSTtGs9vFcLmPc+WjPBH9/HXP5RqX7sgqOr0VTNgRyrZEyqklYmR/iwH/PAWbo8ntDF1fRVHuSvqttduul8laO2yMeRn42PS97MaYPwCev4n1+1DopF1RlNsKay3HB7cznDvHmuanSUbqODr4Ostq76MjtWa+qzdvOMalxm3kQvH4NSftZwqHOV04SNmW8CmzJLZhVuUYDC4eKyL3cKZ0mFeyX8NiWR7ZAkDOThAziVkZITnGIRPil+jzpWMsjqy9JY6wiqLceMoL4FcyY0wzUJyasCeAZ4B/bYxpt9ZemMr2WWDBmUNce9JuTEBIYvMhRSiSaLQK0u5/Iwk/QjqiOoLIM30hWJ/YUFBg5Y4HRZkmpGOh5J7pZmXxpuToKOaTBKuCs6VbDLZi+kKw7OTR4eD5JIfISeE+S2IoSfhUEhzhAGcy2LZOPpjmJ4KiJCu4i0ousPmGYB+xaekDPpjPmwz2EcmJ1RUcTU052NbVhLsmqLUUXVslwar4rAmabyek+6xTklxEBVFtTrhmSbhbRdQnPRui0FZym81f3WCnR/ZwafQ94m6GC4PvsqzmXoqlSVqdbsxMkZwoNAvrGik8e7NxNqzmCh0o+8aIU621XCqdBOCHo/+VFbF7WBrbFKijg8O4P8zq2H3Uus3ETfLy+zaEG2eT6aDbXcXhwttsjj7OcncjFovrVp7bUX+Qbm9luPrPgpIt0l8+z+rofcE2D/vripRPuH9iO0inK1UR50sCTCl6wWzcRWcSVnQqHjuHiVMyGUyTnhUQxa1WcGu2cUkEK1yf8DxLglVxvJHiXUgBAKTnWRKlVwu2kRME9lJ/EMS3yi2jHfgTY4xLpWf8tbX2eWPMnxljNlOZlp4E/s78VVFGV9oVRblt8G2J9/pfZH3907w/8gbLa+5nsjRM2S8Sc4TJxF1Eaca3txq3ScxX77YCFYOkOrd51uUYY1jsreL1/PNY6wdWvV3jBsyRwpDzJyhSIG3qxC1O/eVz1DrNRI28KKAoysLGEk4ketPrYe0+YIuQ/oV5qM6s0Em7oigLktHsRU7176Dea6Uzsx7HuBgcWlLL2T/0IgCuibBn4Hssrbn3rt8yETFRHq/5RY5md3G+eJRdky/wRPoXcY2Ha93LE+Fj+b0siqyZ077wmEkSMwlG7RC1pvGq9xImzSX/dOhzXSydYn/hdfyp0H21TjP3xZ4NTNxH/UHq3ZYPXWdFUZTbHZ20K4qy4OgfO8auE3/JkuaHuDB2iDOj+9jU8hypaAPZYiWsYdzN8OqlP2V5zQP0pLdU/7n6LiLupFifeIQVsXt4efwrvD7xDYq2smWoxmlkbfxBxv1hRv0BFkVXkzLBCC1haXMXc7D4Fku99bS6iy6nt7iLOFzYSdafIFEtbvw0kk4GnzIRoqSdeob8S1gsZsZ2EouvUWMU5TbH12d4TmjrKYqy4Ih5lbCN3Y1bubfj83Rm1rHj/FcYmDzNqsZK/PCO5Gq2Nn6K5TX33bURY6oRc5I8kvpZVsTuuZw26Y/xTvYVRv0BAHpLZ+ZUxlJ3A4vcVewrvkbRXtEdlCkRMXHG/MHrnuNS6TRD5UsAFCmQNBkiRDlZOoCdscXGxaMkGD0piqLcLVx/pX2GKEMSgthqYpywSMIPSfAllSO4sxlBtOhlg2X4gsumHxecRccEEYqkZcsKdcnLbSOJcSR3UEcQszmCs6gkeJXcWE1BWI2UViiLQr0lcVZEcLKTyqCKS52w99WRjhdEO040nFDTjwbvczEVvIGlpJBPELE6xWC5TkFwG52U771TDCf0lAgt6JTKFfqIJAQOLdaT6iIJSauc0whlm+GKSd3E5BkaY90kJxzIT7DYWUkiHeNA7w/wrU9PfCPLIhtwcLHZKZdEyXU1ZF1Cp0nPQDXBaVgxftgvHGGFrVOknBpSTg1Zf5wThXd5IPHcVe6jIAguw7qDOgaDodNdzrHyPkqmSIRKUIAJf5RJO0ptlT310zlefJcxW5nce0Ro9RbTHVnF4cJOLpZO0eOtod1ZgjGViDV5m5XbQRBgWsm5WBAEhhHfzhrpnJK7qETYsqVqOyFFkGGFqFIfloTcgsspVAkgkAoGj3BHgk6nCO6nYtmS26gwDlnh80K691IAAcnRuaqIWNJzSPd0LmLg2xRrobwA9rTfzuj2GEVRFhxnJw7QmVp3VVpLbDEtscUA2FlOYO9mGt0OTvAueZslyY03nooQ41L5FN1mNa5xqXda6HSXcbJ4gFXRa4dJfiD+CY4V93G6dIiESbE7X9EqrIjcQ9qp41hhLyNOP6u9e0mZWgb8C9c8n6Ioyp3M3fdVT1GUBU2hnGUkf5HWxLL5rsodQaPXzkdTv3bTRJyLI2s4XnyXnfkXgEp0mYzTUFkVvw7GGJZHN7Et/hHWxR5keWQTcZOir3yWs6X32Rx9gkH/EqfLh2lw2hjx+ylZ1S4oyu2Kb80ted2p6Eq7oigLirFiH5loE66jw9NCxrc+RXJ0eEtJmBRHinsuvzfi99PgtoU+V43TMPVvI0sjG/FtmUPFt9lVeJGV3j28W3yNjKnFkfYlKoqi3CXop6KiKAuKydIISa9uvquhXIdhv5ed+R/R4nYHotBknAb6y+fpdJeHFglbazlW3Eent5yEk2JN5H7OcYT9xTewQIE8LpWwn4qi3H5U4rTr8zsXrj9pnzHgintJJUFGNXMNybFNOl4qJ6ywSxB9xAaDNpTFdPDyfUE440hpkohuXPg5uIqoSPwgk4RKkgY2H0w0OUH0KJzOCoJOMzYuZJQsNSU3TuGn6mpCqoJgBSqJpExIwXFNOni6iWAZnuR8mxGEU8L1lWOCYFUQsRYzwbRCrbwq6OUk0aogtBWcSaW2NcLzIzn9GUlMKgi2RKdTCWnslRwGqeIYK7nuOoaYl6aQm7zs+GglUbRYiOBSLIiapfZCcFUU3VRnwczoJ0BoV2FR6S6NiWHdPOcqrJxiuNyHZyKkqSVm40SI0mQ6OFU6RI5J+opnaXY76XKWc6F0nCOF3azwtoSbuFvL8dI+jpf2cV/0WeqcZrrcZTQ57Yz6g7Q4XVxwTnC8/C4rvM0zLzp4Pl8QIxpBeCgIAsO2YTXnVOmcorg/rBuulE+6p4LTtvj8RITPEKm/C4EG5MAFVYIPCJ9p7tBYMKMYjCKkbkVwYxXHRMlRXRCxSuJZ8bN5rs+U5LKqKNdBv/IoirKgSEbqGC8MitE/lPnjRHE/O/I/4O1cZe960tQAhkannR5vLRlTx3vFtyjZAp6JsDX6DL3+Gc6Wj4Q6vzGGdd6DAOws/IjeciUkZdwkaXG7AFjr3cfF8mnOlo/e+AtUFOWmU8bcktedik7aFUVZUKS8eoxxGc5rpJCFwpg/eHnP+troA0Blkt3u9nC09A6ucTHGodntZmfhRXJ2kqiJ0ei0835pN33ls6HK6fSWschdhY/P3uIrgWgxMZNga/RJjpb20RvynIqiKHcKOmlXFGVBYYxhUWYjx0d36Gr7AqGvfI4oCTyiVwlMl3tbGLfDTNhRRvx+Vrr30OJ281b++5wrHyNuUpQpc658PHRZq7xtLPc2AbCr+BOG/L6r3k+aDFsij3Og9BbDM95TFGXhYtHoMXNFJ+2Koiw4FmU2kC9nOTO+b76rogAtbjdJJ0OJAoPlK6vfnvHYGHmE06XDxEyCMYZY6q1nbeQB+spnGfb7aHMWsTqyNXRZxhiWehsub5V5u/gjhv1+zpSPsL3wQ/YVX8dgWO89yN7iq0z4Izf8ehVFURYis1ZaiaIdSSAqCU5ngSh4FRxRjSDmkIR0kkBRdAwVBCyiWG9MEPdIwpJqLniS+Cwn1DERdI+zgqgr354KpEXGg+KgyKgglhXERpddJq9HNVc4Cam9pZVUURAlpGVzwSIGhoL5BLc+VxJMCs6ikgjZmxDEqZmgyClXL4i4gHxNsE8U0sJzJeihpAUELx+8luTFYF/yI8EyRHfWQkjBozAWGEEUBrMQt0Yr7egQpTWzkqw/KQqOxWctLzw/gkDRCoJogyBSuxmOhaLgTuqLkvBNEqqHu1dzJe3UcV/8WYo2j0f0qrY5XNxN1MTpiCxjd+FFHkh9kpbIYlq4hhFWiOAFne4SYibG7uLL7Ci+QIQYrc4ikibNnuIrNDkdLHM3sKv4MvdFP0LcJK95vkpauBW40OLUKojXLIlxhXyiiHUu4lQxgIDw+SV9ZktBAaSxoIoLtiyyFggp0BbdXYXPgbCuztKYYaQ6R4XxoVp/kMqWxiuN3ad8CHSlXVGUBUmhPEnUTV4/o3LLiJhYIBJMf/kcBZvlRGE/JYq8NvENRsr9N6S8JqeDByIfw8WjTIkmp50ebw0PRz+JT5lz/jHancXsKLzAhfIJ3U6lKAuaSsjHW/G6U7lzr0xRlNuaQjmrk/bbgMcSn2N5dAvbkh/lsdTPA7B98nnOFA7fkPPXOA08FH0OBwefMj/Of4VXCt+gxjQSNXHG7DAr3S2cKh/m7eKPGfQvyeE2FUVRbnP0BxpFURYkxXKWiCvE01cWFHEnSbezCuM4lO2V7RQH828y4vez2tuGa+b2UZMwKe6JPMGe4k9JmRrG7BCHy7suv99fPk+9aSFhUhwq7cLFZVPk0eCWGUVR5hX/Dg7HeCvQlXZFURYkrhOl7AuGXMqCxTUez6R/lSa3kwa3naLNsSP3A3L+xJzPXec0s9a7jzE7xGPRT7PRewSPCHWmCahs3enzz7PWvY9mp4u3Cj9kXEWqiqLcQVx7+cPaoPhTEoKITm9Vvk2FFS5KYo6QjpyiQE5wiosMTgaPFYSHoUV0EmFdXAGbSQQPTwWFqOOLg/ma/u7JQFrcDd6Xvec6A2nL//FwIE1yMLSTwfYKLRaiijhLElOFFU5JSP1rIiiqNYIAiXiwrckEV+qcrCC6Em5zZkgQSFHFcU9AEo76gkNrOS459oZz25NE1mVBkCtRTghugrNYRHGKgjPs2JX7EhnOkIuWICbcFyecQI684LoqiZrDEnZcAowg7LNSRwkrcJTKkRyOy+HcVGcjrAyUcQ2Rrms8tiSeYn/udUb9ARxcjpfevRzffS6c848BULRF2txFpEwNO4ovECVOzk5QJM+O0gs8Gf0ccZNkV/EltkWeIuXUVk4gBRoI6ZIqjmtV9tCLY9087bcX6yIhBXoIKyStgvgMSFuXRAf0YFJod2Spf0rXNxfXYyHAAQCSKFe6vrDXcgdhLZTv4HCMtwJdaVcUZUGSSbUzPH5mvquhfAgc47Ih/ijLoptIOhlqnIYbct6V7hbanSW8XfwR+4vbKVPk3sgzAKRN3eV843aYDncJy71N7Cy+xJgvRJVSFEW5zdA97YqiLEiaa1dx5MyP8BvLOCbcrxPKwsEYQ3tkKW3O4ht2zrRTywbnQfI2y4XySd4pvkaD08Za7z7eKb0KQLPTyd7iqyz3NtLlLMf1XHYWX2KZt4Fud5X4K6KiKLeGOzmyy61AJ+13CLn+cU596wCjR/ooZYt46RjxtEemp55Vv7x5zj9zKsqtJhbNkIw3MpQ9S2Pyxk38lIVPyRZxccXtFQAxk6DHW0OXu5zj5f0cKL3FIncVp8qH6PPPscRdx5nyEYb8XtZ693Ff5CPsK73OoH+JdZEHiBhhy5WiKMoCRyfttznWWi6+/yrn/9YLdD6zkq5PrMFLRChNFjHZLCeeP8TpHx6hdlkDbsxjMJvGlstkHttMYm3PNfemKsp801y3it7xIzppv4s4WXqP98t7iJNka+QpUk5N1byeibDS20Kr083u4is8FHmO3cWfcKJ8gG2Rp7lQPsn24g/Z5D3C/ZGP8n75Hd7Mf4+N0Ueoc5pv4VUpimIx+LqnfU5ce9LuOJgZYgubE4RdontfFdGNtOIr/FwpTiYFIQmpoFDQzwRXUdxRQRQoOJCK3UlyB5VEi57wE34VUaYkQim2CR9OQoWydTB8ZA+977xMcXKUaLqe5/7Lc9Qsqr0q339d9Cql/ybNjj05jp4YI1+wHMv1kstZfvDV/Vw6X2bL/XGOFR4iGWsgEasnGavHc2M4k0LbxARXOEnQKTnUAUZwXp2Tq19YgZWE5FAn1NtI15IM9jlXdLyT772fFNpRuuZosI+ZUjBfZDQofHIF51sjOG/6ieA9KaeD5ZaSwaHCjwTvSXRYjvbi5ILt40jP3wzRd1t0CbsvfpXVqYeu3tYgjQVCG1ZbqQ1WJuQHidQPqz3jovupcHxYMbYk+paEdK4gtiwKx0ri1LAOnQJVha3itQj5fGcqu0uXu5KSzXPJP81SZ/3MCgUOrXVbWGLX8VbxBRwMEaIcLe1jfeRh6m0vO4svsthbzTJvIw1OK3sLr7DIW80Sdy1G1IwKfanafb7BSO0oli21d1gnUKlcIaiDVIYR3EFn0zbiM5kOOnrbsfFQ5xP7ndSP/WAdJTd3I322S1T5nLOC+F285iqfD4pyLXSl/TYinx9lZOQUR9/5CY4Xpf2BTxKrbSKarqdm0UHxGM8zPHRvgofurUSceTtfGZh/5bdr6e8tsevNHH+4d4zh8TNk80NMFoZwjUc61kxHzTo66zbofmJl3kjHmin6eYq+Gi3dLfT756hzmhn3h6h3WkIf1+OtpdVdTJQ4r+e/xbDto0yRNmcxo+4AA/5FzpaPsinyKA/EPs67hdcZ9C+yIfIQMY3nrii3BI3TPjd00n4bUCiMcejQNxgeOUU63U77g89Rs3jtnAVVTS0ez346zet/+rHLadZaCqVJxgZPcnzgTUZzF1nX/rHL770/8FNcJ0JP3TY8R1gxVpQbiDGGmmgTfblTdKbWzHd1lDlireVC6TiNbjsxEwxdC+Di0Vs+Q43TyKXyabrdFaHPnzCVFVvHeGAhZWopkuN0+Yo761uFH7DYXcPWyFMcLx/gzfz36HCX0ub2kDH1KlRVFGXBopP2BUyhMM6Zs69z7vwOOjvuY/36X8ZxPAZ7bp5LpDGGWCRFIrOChuQiXjryH+is20BdopMzo3sZzJ4hGanjp6f+gM7MBroTq0l6dTetPoqyqvZRdvV/i5RXT12sbb6ro8wBi8/+wusAdLhLWRndStRcPZ5tijzGRf8kl8qn6XCXfqhympwOTpdHea+0g5ydYJW3DQ+PA6XtAJwqv8dA+QLLIhvZ5j7DhfIJ9hZfwcGlzVlMe2TJldjuiqLcECzonvY5opP2BUihMMbJU69w8dIeWls2cu+2v0ciUX/L6+G5MZY3P8rO01+hNtHBwMQJNrd9irb0KsYLg5wdfYc3L/01NZEmutMbaEks1a00yg2nNtpCZ3ItA/kzOmm/zXGMy+PJn2df7qecLx/nfPY4TyY+f1U0F2MM7e4S2t0lIBnxhGC5t5kJO8K58lEABvwLeFz5ZfCJ6Od4ufA13in+lEannW53JUu89YzbES6WT/J27ke0et2sjtwbXhehKIpyk7n2pN33sTPEFqK7miQkreI0ZiW3MEmLGFaMkxZEgf1jwXySaEQSYkkCN8FFz0jiHumaq7meCQLa8e4YubEBDv3oP1PfvY71D/wj6sYqPyFPb43M2eA5X//J+kDalnUdgbSRwaDgZ1FHsF1TByu240szW1mUWk//5Cnibpp0vAUch3S8idXxp1lR8wCXJo9yauwdDg69zLbWz1CTqrIPNawbrnis8OEtCYYkQWghKHgU+2FBKENwzzQTIS3ZJeEt4IwI7SC5fgrYqFCfnOD0VwjnyGhywWfXEwSrTjZYbikT3B5VjsvPfSkVbIvocLBsZ0IQcUUiZBKtXJg4dKVNpXsa0plZnIRJfVPqc9IYVG07hTAeiDnDuiZLYllpzBEEbiYiOTIKz4A0TkruyHNw/IwR5974R+kvn+N86diVNxxD2ZY4XnyXGqeRFrcb44RcBJhRR48o97jPcLZ0hKOFPRTJEzNJSrbAYm8txvN40P0Z3sx+hwH/AhbYX3yTNq+H7ugqVrhb2ZN9kX3F11kcWUPMSRIjiWtuwTqX0I5zEQjf8LpIn5FSMAoIPeabsiTUDNfW4mex9OxKLreCo7CEHRoJdb7KSYXnVBDti59VdwEap31u6Er7AqP/2NvUti9n8b2fqSSMCR+stxjPidGWXklbbXBPsWs8OlKr6Uit5sjwmxweeo3ldQ9QF23XvaHKDaM5uZT3Bl5isjhMMlI339VRbgBNbidNbudVaTtyP2TMDgKV7TPrYw9/6POfLx3jaGE3Flga2cjx4j4ACuR4bfIbrIpuA+DBxM+QcerJ+ZOcKx1hd+5FEiZFk9fF2eL7vF06ReXrliXhpNmafJakk/nQ9VIURfmw6FeeBcbk0DkiiepxiRcyPTVbqI22cWDgRV4594eMFysfvtnSmBhCTVHCEnFiLKrZzNHh7fNdFeUm0uWtwCVCg9NGjdM0p3OdKR2mSIE1sfs5U3yfWqeZFncRG2KPsDH+GIcLOwHI+ZVfzuJOkmXRTTya+FmWxDZSsDlq3AYyTgMRE8VimfSFX3EVRVFuEbrSvkAo+0VO7vg64/2nWf74r893dT4UESfOyvqHWFn/EGfG9vPmhS/jGJein2ddwzN0p9bNdxWV25iemq28cf7PuDhxhDaCW7+U25/uyEq6IytvyLnuj3+Ci+WTHM6/zerYNhxcmt0uABrddu5PfIK+8lnSTt1VxznGocXtpsXrvirdgv56qChzwaq50lzRSfsC4ezIPrLOJTZ88n/ACbuPcwHTnVlPe2olvi2RLY2xq/dbDOZO055cRWN80a3ZG6rcUUTcOJtaPsmui98gVvNR6qPt810lZQFjjKHdW8Jg+QJZf4Kl0Q1XvZ90Mix2wocR1Qm7oijzjW6PWSBkSyMk69uJJO6cvZKeEyXqJqmNtfJox69RH+3gxNhuXj7/R5wZ3z/f1VNuQ+pi7Wxq/gR7Rn7IpfyJ+a6OssDJ2ywXSyfJOLc++paiKFdjqZgr3YrXncp1ljutHCVgBqKKvcoeZkmtHVoZL0VukFTdQj7JWrhqZJeZhLUZl65ZsGcGKHplhifPMTx5hr7RoxTLOdat/nWSl64WnkZGg1EyosVgey3+YTD6SH5HMM5wWohAURYCl/iZYHQbp3cwmFGKwpIKmqZE3DiLajezqHYz44UBtl/8CgV/kqV19wdWsGw6eHy+I7jPP3YpGMXFDAt7TqV7JSr8w63+h41SIkUnAuRoRELZTlZo27FgdA8/JcTtF6KrSISNvOBmg+dzx6W6yFFwSulwkWb8aPDZdWacs55N3BNJ8M7F79BnL7Km+SlcJ4KRIp/kgs+9FP1CjHYltU3I6FmAbFMujSVSpAspQoeEVB+pHycFIyMb7DdSO0h28tL4LNrJQ+ioMlJ0sKydwLc+Oya/x+LoWpZEN1xzxfsD7YwxBlyXmPXoLq/hvcJbRCJJ6mPCrzNShJM5RMeZM2LEFSmijBQhJeRkJeyvBlI+6T6HmCdc65w2G64fS5GfxGg2IcdykbrgZ40Ror2Jn32AHRkNpkn3ZS7R1JS7Ft2jcIsZyp7lxOBbDGRPURNvoy7Vzcr2p2hILaaQuTvMPNLRRh7u+AJ7+55nvDTIyvpHiLtpjYeshKYu0cHDi36dfZe+x/7eH7Kx9bk7eG3l7uWtiefJ2yweUY7kdzFc7mVV7F5SrjxWDpTPs2vyBTYnnqLFWYIxDquS99MQ6WDvxIt0lJazPLlNt+cpyjyhe9rnho5ctwjf+hzqfZHeiSMsbXiIDT2fxXOCq493Cwkvw32tP8/h4Vd58/xfUvCzxNwUK+oeoiO1VfePKtfFc2Nsavsk28/8OYf7X2Zl6n4c/eJ3R7Eu/jC7sz+mRAEz9bXsrcnv0hFZzvLYFjxz9S+3DW7FfGtv9iUai52sTj5A2q2nOdLNQzWf5eWRL1MfaacluviWX4uiKMpc0Un7LcBay/6L3yNfnuDhxb9JxI1hHW161/FY2/gUaxufwlrLaKGX/f0vcD73PqvanqImccX90vdLDA0cJZFqIpmcWyg45c7BdSLc2/kLvHPped6e/Drr6p8mHdH9y3cKzZFuPuL9GuP+MJP+GO/lttMZWTH1/zfZkHjsqvwGh2WxLZzKH8DgsGPsu3REl7MscQ8xJ8m61KPsH3+FztgqViTv1S95inILsehK+1zRmeMt4NzofiaKg9zX9Uu4TjgHtrsNYwy1sVYe7PglzhaPsOvkX9HVsIVlzY/gOC7H3v8e506/gRdJ0tF1H8lUC4uclboirxD1kmzr+Bwn+7bzVt9XaU+spC25gvpoh26ZuQNwjEuN20iN20it28TeyZ8QMVGGy5d4c/zbtEYWk3RqaYv0YIxheWwzjW47e7Mv0RNbz6Q/ymsjX2Vl4l4646toifawb/wldo1+j42Zp4khaEIURVEWINeZtJvwgpXAoeGPM1Xs3kMR1gI8bD5BDCUJpERBmSRWcR0KNkt9shs3Mk1QJ1jFx88IotqQYtmoIFCMXBLq7QXrXU4HxYM2JhwriXskMc5EVqyjKJLKpK/OgktX8wM0Na3l4Knnef3YH9DeuImxthLmnEvDx59j+NxpLp17nUvld1i+5lMkUldW3qPCtXiXgu1qhoNiIVE4KIoRg33J2pD9qxqSELKK0Cl4rNAXJYvshDA5kURlUp8LKcxzqjxnkXzwWmxEaG9h3CgnBfF6S1As1pN4nPbiVs4M7mL/8E9oTPewNvNY4IudJFi1eUG4Ww7WxbjC9Un9phphBdBzEdJJCP3BJgTRcDzY1mLwgMHh0EWL46eYUWibGeNswqnh/pqf4VB2OxPFUeJumiP53QBEI8/RGK3EYW+IdnNv6rO8O/wijnFZV/ckx8d3caZ4iDV1j7Ot+TMcGP4Ju8dfYFv8GSImds1yAfEZqCq+nS8kcWNIcWrogBKSkHQ2ImTh+NB9ROiLoug+ZKAISQpqxieDicIzXm5rEI4GRxBuhw56cRegK+1zQ38bvMlYa+kbP0ZNvO36mZXLxKM1bFn+S6zr+TTF0gQThw9iy2XyF87R+plfoPvv/APqGpax583/mzPHXmaw7xB73vi/OHz8e/QNHsL3dZC8G4lF0ixvfZwHl/8GY7le9g/8aO5fqJQFhWNc1iYfZm3yYRxcPBOlLbqU9yffvipfJtLIg00/T0ush4Mjr1AbbSVXnmB731c5P3mYdXVPUhdtY8fE98j6wkRLURRlgaGT9puIb8scvPhDyn6BtprV812d2w5jDPWZxaxe9Ak6f+PvAuCmK3HsjefRvfRx7nn47zM8eIyjB79Na9c2Il6cU+de4/Vd/5YzF7aTyw/P4xUo84Xnxtja80tkS6Ps6/8hvp1FSDrltqA50s2m9FNsTj3NpcJJRkq95P2rV0mNMSzNbGVT/UcZK/aT9ythYt8d/jFFP8+a2sfoiCzn9fFvsHfyJQq+EDZUUZQbgqXiiHorXncquqf9JlEoTbLn4jfx3Dj3LfplHHP7u5zOJ7GWNpb903+JiV4dcSeeqGfDvb95+e/oaJGlPMXI2FlOn3uN46dfoj21kjVNz+j+97sMz42yteUzvNP3Pd668Ndsav44yUjdfFdLucE0RjpZnFjPyew+tg9/ky01H6XGu1qs3hDr5P7Yz4IxDOUv8Fb/1zgxvofGWBeLo2vpjq7mWH4vb01+l/uTzxF1hK2OiqIo84yutN8EfFtm1/m/oTbWzj1dn8NzZcMZZXY4sVjoiXdtposNq3+Rh7f+LiO5Sxwf2n6Ta6csRFzHY0vLz9CeXsWbF/6SI0Nv6GrqHcjy5DYSTg31kXbeHvkuZ3OHqv66Uh9r59HWL3BifBc7B77Fa+Nfp7d0mpWxbbR5PeyafIGCX0WXoyjKnFBH1Llx7ZV2Y8KJREUB0SyEqJILn+RaGDY8lyQ4KQqiPiGfKMaRhGaSw+BUvv6xE+T9SVa1PY2RBIGAkQR7krOb5OQqtXc0GPNddLsU0rxRof1r04G0sOLiqi66kpnkeNDVlLqgi2zqfDDbZJvgIlqaeX1pNm74VXbs+8/46TiL2h/CdSO4kuCufzhYiCSQEsWpwSTRZROgNiii9AUBrckF+0OpMbgC6Aui4dio0D9dSbAq1E/qs4KzqEjV/i58cU0IPgVCe3vDwgRKEqymg0Jbv6nSlzp4lobc/Rw/8WN+2vdlMsl26tOLSCdaiUdrSE1GiLkz+p00ZkjtMBsRntSfBMGrOH7GBMG4MDaJY47kOp0V3GIFR1vJoVgUDlYTp4Z03RWR8gljtIvL+vRj7B37MT3x9ZzJvcf+8VfYWPsMHYmVVzJOfZ6log080PIL7Bn4LvWmjVP5A5zKH6DZ6ybp1LB97DtsTX7kKhOnWYlOwzpmS9xoV1MJ0U013OdrGJf0y4jCWOmkQj5BvCm7wErjmjCwhW0vUTwbLMMpyLop09wYPGXfQDAtpGu1okxHV9pvAr4tkiuO0D9xfL6rogCxaA1b1/0GY+PneWPPv6d34OB8V0mZB+LxOtau+RyPbviH9LQ9jLU+Fwff5dCZH/Da2T9mz6VvM1kcnu9qKh+Shkg7W2s+xqncAZYl7uHhxl/g0NjrXMgeFfPXxdrY1vRp+kpnWB7bwrLYJnzK9JZO0x1dxY7J7zNUunSLr0JR7mAsuqd9juie9huIb8scvvQS/RPHWdn8BLXxdjmmlHLLSSYa2bj6lxgeO807732ZWPdnaEipK+LdSMSL01y7gubaFZfT/L5BTo/u5s3zf0Fneh1t6VXUmkbVQdxm1HrNbM58hD1jL7Ct4Tm21n+CvcM/4nzuMCvS91ET6bgqfybaxMbE4xzMvYlrXNbGHmTMHWTcH2Z5dAt7sy/xQOqTJJzMPF2RoijKFXTSfgMo+0UOD7zMhbFD1CW7eKDni0TcqZ/qNT7rgqIus4j1Kz/HO+9/jYeW/SaxiLANSLnr8JwIS+vupyO9llOju3m37wcUy1ma4z2sqH2QuKv95HahPtLK+vRj7Br6HnEnRbY8StRJsGvou9RNtrO67jES3pUtak1eB4+kPstrE99gd/ZFVsa2MuYPcbSwm47IcrZPPE+T10Xa1NLuLiXmCFvPFEVRbgG6PWYOlP0Sw7nzvNv7A7LFMR5e+tts7f75KxN2ZUHSWLecjrr1HOn96XxXRVlgxL0Mqxoe59Guv8UDLZ8n4sR5u+8bjBb65rtqyixoiS5mY+3TjJb6ARgpXsK3ZS5lj3FybE8gv2McHkp9iqWxjVwsnaSvdJakU8OpwgHuTXycOreZCX+E7bnvMuELxmyKolwXi26PmSvXXmm3NihgCuFaB0AVzY4RnP5sc30w37BgdpEJChSZDIrUbCYo1nNGBCGc5K4mCWdiV+crlfOcGt3JqYEdxLw09clulrU8SswIk/Vq4h6p3pIoM6x4SRLuSkLIkALYmaEVAYgLbSj8kmAkEVCVsiXBsXMhKNppfSUoCvQF0Vw1cdBMOjd9nB2v/h/010yQrqn8ZB6LC9dcCtZZEvjmW4J90ymEF2xJYtJcY/D+5eqD/cnLCuLiseAz4A4Iz5QgrLTZYN+UROCSIM3EhDYEuY/lhLHECPcvpKuiK+UTVkVLmWAdnVhwDEqMxFjV1El6aB87L36LjvqNrIhuwXVmjBvVnlFJyCqJGcUtOMK4IT1rwvmsMK7JH2HC/RP6rI0KolOpjLraYD7Ajoac5M5FnCq0YSNtPF33a5zI7eN4bi9Fm6fGa8bzPQ72/5jl6fuIOvHLx3omypLYBpbENnCu8D7D5T6Gy70knBRpdxVd7grOFo+wO/djNsefJOME+8w1mctWq5BBBUIjiF1DC0xncx0hRbWSyFcMChEWUfAtRQsIeS3CvMWPytMnKwQVKC4LilPj298PHiyYsSrKdHR7TEjKfpHxfD+940c5PbybxvQStvX8Epl4y7RMuoH9dsGLJFi8/BmOHXqejff+tu5dVqrSWb+RpsxSDl34Ma8N/QXr6p+iKb5ovqulhMAzUVYkttET28DJ/Lu0JpezZ/gH5PxxRkv9bKn7GFHhC1JnZAWdkRWsiz90VXpXZAUG2Jl9gTavhw5vGTWOah8UJSx38ir4rUAn7TOw1jJZGmas0M94oY+xQj9jxX5ypTFS0QbqEp08sPgLJJNN1z+ZsqDp6LqPcydfY2ToBHUNS+e7OsoCJual2dT9Gfov7Gf/0Is0xDpZXfsoUVf3N98ORJwYKxLbMJEI2+o/yc6h7zJcvMRP+v6E1bH76Y6uxgkZUrgzsoImt4uzpffZl38Vg6HTW86iyGpcox+piqLcPHSEoRL15cL4Ic6MvMNYoY+ImyATaSITbaIttZLl6cdIRRuucjXVNfXbH+O4tHZupe/iPp20K6FoTvTwSOxXODK6ndcu/QWrax+hPbFSV1pvI9JePQ83/jzHJ3ZzYnIvh/Jvcbb4PmvjD1DvtYU6R8xJsCy6ie7IKl6e/GuOFHdzpLibdm8pG2KP3OQrUJTbE8udvd/8VnDHTdoL5UnGJwaoSbRhjMtEvh/fL2HyU/t0P/hwtZZsIctYoY/zYwdIeLUsq3+AulgHEWfGnrRYCIMp5bakqWUt+/f86XxXQ7mN8Jwoa+oeoyO5iv1DL3J+8hBr654g6cl7upWFR8SJsSrzIK3xpewe+h4Fm2PH5PdZF3+YrujK659giqiJs9hbw6nSewBcKB1nXfTBqxZ4FEVZWBhj4sBPgRiVefDXrLX/3BjTAHwF6AFOAp+31g7NVz0lruuIKgo6ZiI4LVZ1L80EQ6f5gpPh8D1B4YZbCK5vR0eviEsO7/sqvef2kIk0MlkaAWuJuSlcJyoITixxN0060sjG5k9QH++sJEsTdGEVzQgCRTG844SsLLFCug0bHlIQ95iiJCwKJ+wyUjeQnFgTIYW21ZxABftNE/JbtxHcFt2BkI6T6aBINDJWEQnW+LXks8N4o3kGNwRjMUdHg22YvJALpDnFYL5yQm6Hcix4zY6kkRK6g5sTRLC1wfMV6oP3KjEarDfZYJoR2ksSERvJHbTaeCH1RU+4f5IYWzqn5ABcFMYhwR1UNGSUdJ9NwbHKmyY+y1DH/Z3LOX36Nd7s+ypLG+5ncd22K9sspEdfEqdKCMI30ZlZGptEF1EpgIBQhtBepiSMLZIIz5OjZolP+KQw/hWEthEEzKJoMaQoc2auWhp4qO7nOJ07wPHsXg7kXudA7nUeTn2WtFt3dRlV3JFXJ+5nlb2PCX+EA/k3OF8+RndsTTBvWMfRsH1EQnQgvQUOq3NEEp2K91m6B2HdZ4VjxfNJdREctKvF3nNywfuXkIIASK7qw/I57yTswlhpzwNPWWvHjTER4DVjzPeBnwVetNb+K2PMPwH+CfCP57OiM7kjVtqt9Tlz/BUundvNhnt/g87eDLnSOI5xr+w5laKhaAz1ux7H8YhGUuQLo4AwWVWUa+AYl6UN99OWXsmB3he4MHaQdS0fozYebpuFMv/EnCQrkveyPLGNkVIfb41+m3F/KDBpvxbGGNJuHWti97Mr+yMulE7gmQguERJOmtZID7VOy/VPpCjKTcdaa4EPvklFpl4W+DTwxFT6nwAvo5P2G0suO8yR/X9DuVRk4/2/TW39Eui9RNxTMxQlHIl4PdncEIb2+a6KcpuSjNazrfPznB87wK7zX6Mjs47lia14M8NDKgsWYwx1kRaebfytD72gU+M28lDyU0zYMUq2QIkik+VR9kz+mDqvle7oahq8DtVAKHctfpUAtLcaY4wL7AKWA/+3tfYtY0yrtfYCgLX2gjFmwX3Tvu0m7dYvc+H9V5kcOk80WUffsR10LH6A7mVP4Ti6j1CZPfFYHdncEMHI5ooSHmMMnTXraU4u5b3+l3i998usrXuC5vji+a6acguJOUliZtqvdhHoia3jfOkE72W3U+s2sT75mE7cFeXm0mSM2Tnt7y9Za7/0wR/W2jKw2RhTB3zDGLP+Vlfww7DgJ+2FyREKkyPEa5pxiXNi59fJjQ/QuHgzxewYqzf/IvVNK+a7msptTCJWTzavk3blxhD1kmxq+yR9g4c4OPwyNZFmlma2URtdcIs2yi3CM1EWxdbQGV3BzvHvs2viB9R5rfTENjBeHibt1uKZKsZkinKHYO0tjdPeb63ddr1M1tphY8zLwMeAS8aY9qlV9nag92ZXcrZcR4gquGpKYihBXFpsqxFPOdEVFCvla4OKjryb59yPvsL46SNEMnUUhvuJOUnKfokHt/x3RLwERMCZLML5GeI1SVwiCSslcpJjqKASlARSkstpNZe5kCJRkbArNCEd4KwVBD+SoElKk1xlJTFhpaBgmiRaFYWHwXJsbbDfmfHgPcgtDjoXjnVfOZ9vWhm7eIzyI8F72vZysH7ji4ICIjcfvDY3L9/j2GAhmCjcF288mBYfEpxAJ4P19iPBZ6pUH/xa4uWEugiOqESE+9wkOEKOV7H0k5xSRdFcSBdEX3quBJfOoiCsFNKk9vcF8VmpJjh+uVXEt42pzTzYsZazAzvZ3fd9krF6Fnc+QlPdiquE+kXBodUIRm3RgWDbGskBWHrOpLYO6xApObEGc2GrRNnyawW3YMF92IyMBc8pCaWrOS5/WIS2kRyhpXHyfPYwOX+Seq+VjNtweeItulGnEnjAtpqfpy97nN7sCV4f+zo5f5ykW8tjjb80VR9h3BDuaejABZJYOaTwc87MpWzxmoMiz7BiUrFvS/MZYawyo8HPNHeoSntJwl/hXkl9W7k1GGOageLUhD0BPAP8a+DbwBeBfzX177fmr5YyC2al3S+XGDtzmMn+s8TrWsgXx8heOsPq3/5nOF4Ev1Si5rVzRCOpyoRdUW4QsUwDA0fenu9qKHcgnhulp+UhFjXfz6Xhgxw78xJHTv2QRe0P0d68CVf3vN/WXCycoK90Bqispj+Q/hQp99qhPz0nQntqFW3JlZwY2M77E2/h2yqLO4pyh7FAose0A38yta/dAf7aWvu8MeZN4K+NMb8JnAZ+fj4rKbEgJu22XOb4D/6IUnaMTOdKzr7+TUr5CXo+89s4XuVDzfE8Ugl1IVVuPNF0A/nxgfmuhnIH4xiX9voNtLZtZmj0BKcuvM6R0y/Q0byZzhVPEYtf+WWyXC5Qyo4TTwi/ZCgLinvSH2WiPMrR3C4uFo/z2tjXcImwOv0AnbFV14zXfnJsD+9PvAVAzh9noHCOxmjnraq6oty1WGv3AVuE9AHg6Vtfo/AsiEn76Ln3KeXGWfnZf4DjerRsfIxyysNLaAg+5eYTTdVSyo5jSyX5Z21FuUEYY2ioXUpD7VLyhXGOnH6Bt7f/eyKRJE0t66ip7ebooe9QLE6wfPlztLVvxXV1NX4hk3Jr2JR6kq7iKs4UDnGpeIID469yYPxVnm3821UFpz2ZzZwd3cdEeRiAXLnKtkJFuWNQR9S5siBmKBMXT1LTtRrHrVQnkqrF6A4Y5RZhHJdIspbSwDCRVv01R7k1xKJp1i//WQppj/GxC1y6sIeTx37M8tWfIualOH7sBfr6DrBx069rZKzbgMZIB42RjsofrkvJFq4ZIcYYh8nyKCtT97M0FVj0UxRFCXAdIaoD8dhVSeWu4KQm1xIUZ+Xq5A+ZyGRQXFI7Gmds/Dz1710RwEXPCs6xkgOjJKaq4lwXQBK/CKJTWwiK9awkhpLEXnMlrJudQGhHOVF0GtLxNaRL46wQHHZFcyzhnha6glsKLjwYPLbuoatF4fHdGdoiR2lcerXQqfC1YOz26EiwP0gueNUQ3XSFa/FTsUCadKwkrHRDPhd+Y9AF1hkJ+fxI91lyzQWs4PApOndKAlOpHMlxWRgfnLDPpNTnBDEoCUEQHZXHulxbcOWhUCO3rdeymM5li/lgc4TvGZavWcaRl/6QQ70/ouue52jqF+ojuYhKiG04h+dUck6tktUKolM/KYj9vOBecDMoCOcFwb/4OSAJGYWxPKzoVHT5lpwyp4jM/HgVxNwWnxPZd1haf/+VciQRpdTekqOm8EthaVEwapF35KxQhjC+C+06G8HqnASvIfunFOxBOlK6z+K4JghEbU4QjVYbWyTHcqnv3GhBtXJXMG8r7RMjFzj17neZHLlIMtZAIT86X1VRFGJtdUyeGaZxm8bUVhYGxnFY8vAvcvSVP2HPX/1TOmrWsbrjWVxnQfxAqtwAXBOh6Ofoz52i6QbF87dTE1GNA68sRBaIEPW25aaP/tb3uXToVfqPvY1fzOO6Maz1KebG6V77UZZs+jTvv/bHZHOD+H4JRz+QlHmgZtMiBl49QPdnN813VRTlMpFEhjUf+3uUchOc+u4fcmZgFz3N91//QOW24J7GT/J2/zfY2f8tMpEmltfcT2tkdpN3ay3Z8hjj5UH6x89xfvIwJZvHYDA4cMHBMS6xaA016S5WL/nkwtgXqyjKrLnpz+6JN75CYWKIngc+hxdLY4fHuHT8TbrWPE0iU/nZbuvmv4NxHJ2wK/NG3balnPyPP6RcKOFGtR8qCwsvnsIYl4grbz9Sbk8a4918rOvvc3jkdU6M7WIwf06ctJ/M7uNM7j2Sbi1Yi8VijY9vfSZKwwDURJqojbXxcMsvEXfTWHxGCpcYq/UZn+zlzMXtTGR7Wdb9JMGNd4py87HcUnOlO5KbPjsZOL6T1jWPkm7uASDiNVLT1HN1JTwdQpT5xcskyCxrYmjvWZru65nv6ihKgM76jZzq30FH/Ubd+nCHcXr8HQD6sicolCZYmXmAhHtFb1L080yUh5koD9MWXUpnfBU5O0nR5hkqXsBgGCn2UbQFSn6Bxlg3DbFOdg98l2L/lf3YjhNh3/tfIZqHsfIg22o+QcZrvOXXqyjKh+Oak3Yb8ygsa706URBZxHuDIo3E6RLZwjBRL0X9aIr6fSOVw4eDrnei8CMvODUKYjFZ4CGIZyShkiSymYs4RBKzSUKX2RDSUU4sRxJiSaIdUfgktIOUT7pmyf0SZCGxhCR4lYRYQl8sZYJir9hI8HTjLwbFWc1jGzn/b47QuOqey/0qSlDo5w2GDM1WbWIl3Svhmh1JnJoQxKmS4LggCVEF58d88Pok0SjCbZbq4kgOnQAhXUhFIavkHiy1oeRPIzkhSwKyuNCuwi8usnhWKBfZ+dabCApRS6lgWrYpmNa0+B5ODL7FhdJxWprWARAZGQ8WLDk4S4JxibCiX8m4torLsyP0MV8Q9EriVMcGhdKSI6oVPi6k8V0URkriVEG0bcUAB/I1i59LklP01Fi5pflnGM5foOjnGcqd4/X+r+AYl4RbQ0OskxPZ3cTdDLnyGBcLx9nU8Rl+ePLfXj5NXaKTYjlHPlrm9MR+Tk1UvgRsePq/p842XM7nl4tMTPRij50kVx5jx+jzLE5tpCe1GU+YDojBDMK6jYL4nIrBEMIGj6jmMD4T6T5L4mKpI4f8zBavA6qI2m+C2+ztiJ37lOhu56autL976ussbnmQRc333cxiFOWG0NV2H70DB3n17X9Dd/sD9HQ9Jn/4Kso8YIzDsiUf5f1j36WpcfU1jXuU24umxGKaElPbYso+vi1R9AuMFwfoy52iNbmC1Y1PABXxqjGGR5b8Fv0Txyn5BWrjHRjjMNRSJj85hONEiCZqSNe2445dmSW5bpS66BLiU1+aWuPLODq2g5/2/hlLE5vpjq/FNbo9UFEWKjf06bTWMjJ+htp0F+cG9jCW7WXrsi/cyCIU5abhulHu3fi3mZjs4+DRbzCZG2Dt8s/qxF1ZMDTULScWzXDh4m462++d7+ooNwnHeMRcj5ibpDHeLYaLTMeaSMeuDsEcXSL5TFT/9Tjp1bKx/iOMFft5f+RNTmTfoc5rJeXWkXbrqKGBlFNT9XhFmS1+1eCwShg+9KR9dPQMY+MXaW5aQ8yPkCuMMJkbYM+hP8Nz40TdJFuX/Qquo25+yu1FKtnMPet+nT0H/5T3jn6TNcs/oxN3ZUFgjGHZkmd59+CXaWvZhI6udy8lv4Bvy3hODGeO41Mm0sTWmo8xXhpirDzIRHmI3sJpDhW3EzVxWr3F1HktxE2KuEngmSpbIBVFual8qEn72XPbOXXqZWpqFnHs2A/w/RJRL0muMEI0kmHNkueoi7QTiwT3IyrK7YDrRtm89gvsPfinHDr2bVYv+5RO3JUFQW2mi5pMN2fOb2cFa+e7Oso8cH78Pfb1fQ/PiVH2CzjGoz7ZTXfP50mkg6vtvl/C98vXDfqQ9upJe1cM6vx8juFyH5dKpziRf5e8nSTnV/bmx50kMZMi6WRYGttEwknf2ItU7jgsGqd9rlxz0m7KlsjQ1e5zZmScyYHjLEttZVFyE+ORe4iTxHOiWGsrUQ0mgUIWCDrXWUlkGNZtURCQWSuIkoqCS+BchCBhXUlno7AIGf1BFP1IRYd0mQt7vvAOspJgtcpeW+mawwqLJNfCWHCd0ckH69i0N9gPo72CgG/GNXvA1q6fZ9fJv+LY+99jVfvTlTekPhzWmXcWmHywHFdwRLWS6EpwapTySSJBIwm5BddPSXRqspIiELnNBMGWTQYnFZJoURRoS26xk4LIUBSThnt2nbGgsFU8H1X6Zy54zW42OAx7E8E0P3LlHixd/iy7d/9nenrWBsNATgiOoWFF4FKflZ5bSdgqbOEAZBF5MeS4JrQhbcFJqREEuXZwOHjsHFw2wwpbAaxUTknIKwRcMNHr/35SLlaCN3Sl19OY6KEm1sLRoTc49PKXiEVr6Ol6jKb6lQBMNnls/+7vY8sl4qkG6ltXUzfh4ODimCsvg3Plb1xc4xF3ItS77dRHrzhDW6BEkbw/Qc6fYKh0ke0Tz7MivpWO6PLray3CRj4S+50wZQk7f5CQgjVI4vXZIMw1xP6kKB+CWa+0TxSH6J08Rle6Er0gHWm43Ek1DJlyp+G5MbYs/jxvHPkSLTUrqU91z3eVFIVkqpmm5rUcH3iTVS1Pznd1lFtMZ2oNXiTBRHGIY8NvMF4cpDG+iK62+4jH6njv6LdY1PEgizoewjgurYu2USrm6Fj2CEOXDjFWPItvy/j4lX9tGZ/ylf/bMmVbIlceI+nUUuM1UuM2UuM2kfEaiZgoETdK2q2nKdJFs9fN0dwuTuUPsi39LDEnOd9NpCxIjMZpnyOhJ+0DYyc4O7iH8clL1Mc7qYu1X/8gRbkDiHoJ1nQ8y/6zz/PQit9SN0FlQbBkydO8/ea/Z3H9VuIRFQveTTjGpT29GoDl9Q+SL09wdmw/p869RibdwdJFT3Ly7E85d2knWz72j0lkWjj+zjfoWvkk3aufITNyKlQ5pYkxxstDjJYHGC0PcCK3j7ydpNHrpCu2mrboEgDqvBa2pj7G8fxedox/l23pj+t2GUW5CYSaf5TKefad+SbLWx+jO76GTERSqCvKnUtr7WoujBzk6KVXWV378HxXR1GIxWrpqtvM0f7XWN/+ifmujjKPxNwUy+rup2v101zs3cu5i2+Tyw9TV9PD69/4HwHoWPYoyZrW65zpalzjUes1U+s1A1Cy97J97DsUbYHDk9vpL56hzmuhPbIM13gsi2/BJcKOsefZlv44Kbf2hl+rcnujcdrnxnUn7SOT53n3zLdor1tHd+NWce+gotwNrGn/KG8c/S+0x5ZSG9dfmpT5Z2njA7x6/EuM5/sD4f+Uuw/XidDZdi+dbfdirY8xDvvOfJPe0zsp5McYGzpDpv7Db/HzTJRHaj8HQMHPcSq/n+O5dyj6BZbENwDQE1+PZyK8Pf49tqafJeM2XOuUiqLMgmtO2ifzg+w+/pesaXyStuQKGBkXBU22IAg/Z4O0Fz6kG5oo8AgpKrslVKtLWD1oWEc6gdDOc3MQ7YhpbpXzSU6pkkBOErRJAiShbWKXJIdIQSg4JrgTSm097f9xYHX6Id7t/QEPtf/y1YIrSWjpVBEfiUJIIU26ZqENjeBgagUxmBHFdeHcRk1ZcGeNBu+zJCQFcCaFxLD9STpUEod7grC1Juiw6owHHZgl0a8ZFwSdkltstedHcoEV6lhOBM/pSMcK2I5musuPcXj0DTYs+hUAoudCuj8LTtQIDsBS/xKF19XE/oJoNeyuVskl1UYEt9JkcGLophPBcvuHg4VMCgETQgoHZyUwDDvOSuJ+I9wr4b54wnOxpf7jFDKPc25wL0fe+FOiXpKO2Eoa4l2kI41XtGhSf5DcPac+0wyG8fIQRT9Ha2Ipxr1Sn25vHZ4XY+f4D1iTepCm6CI8E7nq+BtGyCAARhgTZcFxuKAO1sziOiTBa8jgEXcaGj1mblxz0l72i7SkVnFydA/7+1/Atz7rah6jK7HmVtVPURYU7YmVXMgf49jIDlbUPTjf1VEUujoeYPu5NxkZOU1t7aL5ro6yAIl6SZa0PERP8wP0jR6ht+8Ap8b2UChnqYm1EnfTxG2cqJPEYPApY61fCRWJX/k/ZSw+vu+Tt5OMlvqp99p5oOYz4jaY9thyPCIcmdxJb+E0GzMqmFbuPIwxPwv8a6CFynqEAay19qYIja45aY+6CWqiLXRl1uMaj3f6vodvNXSRcvdijGFdw5O8fuEv6E6vJ+6pF4Eyv7huhOVLP87BQ19l29a/i9reKNUwxqGldhWttgOAfHmS0UIv+fIE+dwwk+XhSj5cHONgMBgcXMfDwamEhXQcIqaTVYn7SDq114wa1xTtJu028MbI3zBS6ru8N15R7iD+DfAz1tr3bkVh15y0x9wUPbX3APDTs39MR3ot3dF1t6JeirJgiXsZmhNL6M2eYFFm43xXR1FobdnAwOBhzp17i5Xe5vmujrKA8f0yxdI4u3q/RSbaRNRN0JVez1jRkvYaSDgZMl4Dxjg3ZPtp3E2xLv0YO0e/T9TEWZ96lHqv7QZdjXI7Ye0duT3m0q2asMMsQj46xpDwajQWu6IAqUg9udLYfFdDUS7T2LCS3r79ULd5vquiLAAK5UlG832kY51cGD7I4fMvABWxqoNL0c8xVuzDMS6nRt+hOdqNxTJZHsHic2/dp4gT1AV8GFqjPbTUL+ZC4Rj7xn/CyuR9tEWWqMu0ciew0xjzFeCbwGWRnrX26zejsGtO2v1yidxIH33FU5TLRcYnLmGTIfdMVnMRlUQekkhKEmlIx0rlhHUwlVYMwh4bltmcT3J5lISjghBV/DIlCVYFYZGRhJ9SmiRKksSS1b7YSXkjIcU4VhCJ5gQBtOTUmBNcOiWxV1iKJVzfoVAuXBGghhWXVkMSYEp1lM6ZE/pNVuo3QprQrnJdBEdUSVxVzSFScFQV8wkiw3xDUExqI8FrjvUFRc3ewPWdbwG5XcOuMkrPBWCkvig40EZGpIMFka8gYp1+LfXRdt4ffp5sR5lY5OptW86o8AVTun+Sm7QoNhfGkWr93QpjiTCWG6EcR2iHckpwzY0H29qPBeOEu4ngsW7fcLB+I0J7Cc9jVTGhGEghpMBRyie1t/SsTVxRfL/d/xXGSgNwAdKRRtpSK+nIrKUhsYiJ8jDHBt6kd+IIvi3TmOzhnoZPXT72xNhufjrwZe6v/RR1kavDRFpCBoSYWV+gI7IML+1xIruPE7l9rE49SL3XhiOMTVYa86VJvuQgKzhoi8+zIEIWx4K5uK5WIbQ7+R3GHWiuVANMAh+dlmaBWz9pHy8P8frwV2mIdLA+/QSN0Q7xQVKUu42ok2SocGG+q6Eol0nE6+luvY99x/+GbSu/qL+K3uXc1/AZ+vKn6C2fYXDyNEU/w1DuPL71aUwv5Z7On2Vg8hTDufOko41XHbskcw+nx/exfeSbrEreT9prwDURwE59qbBYLMOlXtqiS0i5daHr1RLtoTlSWXXfP/5THOPQFVtNR3yFOqkqtx3W2r91K8u75qQ97dbxUN3PXR3aTlEU6mPtvDfyCiW/gOeo9E9ZGCztfIwdQ4c5P7CXzqYt810dZR6JODE6EivpSG2m7BfpmzzOeGGQM6P7eLf3B9TEW2hKLqEhuYhUtHHaD/sVHmv7Iv1jR+krnKY/e46yLc0I1WlIOhm2j30bz0TxiOAaD89ESLn11LhNpN16DFCmjG/L+JTBGCImRoPXzqN1n2eodJHz+fd5degr1Efa6Yqtojm6CBM6MKhyO3GnmSsZY1YC/wlotdauN8ZsBD5lrf0XN6O8a07aHePqhF1RqqErmcoCwxiHtYt/hl1H/ozm2pVEI6n5rpKyAHCdCG3pVZf/LhufwewZ+idOcKj3JcaLA7i4pLx6UpEG0l49YPBLOeJOirhzpR/ZGbOuHmcDWX8cnxJlW6Jo85wvHOW0PRCqbj3xjWzIPMkav8DFwnFOZvdxYPyntMdWsDx5D57RRRFlQfMHwP8I/GcAa+0+Y8yXgVs/aVcURWa00EddpFVX2ZUFR02yjZa6VZzt383S9kfnuzrKAsR1IjSnltKcWgpUJuL58X4mikOMlwaZKA5V8tkPwk5PQ9jzHTUxIHY5a53bUr3wqcUOi2WodOHywqDnROmKr6YrvpqJ8ghHJ3aya/QHbM18TMfZO4g7MHpM0lq7Y8Z2xDmI5q7NdSbtJiCkNEiOmoKgaY5OcaJIQ0q70audcxGHiGLQ8PUTRadhry+sEFXKJ6WFFZ1KbpySYK5KfcR9t3lBOCqJ5oSyJTEbfjjHPJEqv+WVbRF3+geJJNydze+ABeGapbaRRFJh+6wkMgzbv3zJ8TXkcwvYmNB3hHtghTQ3H7xm3xeEmhHBETUhfNhLzrchHUhFJDFbFaRn3KSD+3itOCYGz2ejwjNQtnTVb2HfqW+wrPnhSmImKMqktz+YJoggreSSWhba2pX1TkYS70oiXdGJN3hOV8pngwLTUjr4TBYag6JmL94YSIvEBWff/qFgWl5wdKbK59+HCHJgrWXUH2C8OELOTmIAz0Sod9vIlCqr4dPHUCuMnaYk1GXG9RmoGCy5aRrpvvKGJIaXxuJqwv6QotqZaSm3no2Jj/HeyCvsHP8B25o+TcSJBeoNYAWXaJsI3ntz/Fyw3LCfm2Hd2KsgfrZLn6fK7Ui/MWYZFfEpxpjPATdN8Ka9Rlnw5MuTHB16CwOsqn8M15n/bus5UfLlifmuhqKI1CY6KJVz5IpjxCNqAHa7UbZljhXfob98Dh+fWqdpaouKJetPcKjw9lX5H099nvgdJuI0xrCm9nEOjbzKjv6vs6n+WWKRegp+llSkfr6rp3wILOZOXGn/b4EvAauNMeeAE8Cv3qzC5n/2oyjX4eDQS3hOjLItsafvO2xr/ex8V4mL2aO0xJfMdzUURcQYQ02indHJC8RrddJ+u1G0OU6WDhAhytb4R6hxr/41oNNbTsJNczC3naHyJdwFqD07PrmHidIIy+KbSbofztHdGMPq2kc5M7Gft/r/hqKfA+CjS/+h6u2UBYG19jjwjDEmBTjW2ptq4KKTdmVBM5A7w2ihn0c6v8BI/iJ7+74331Wi6OfozZ1gdc0j810VRalKTbKN0ewFWmpXzndVlFkSd1I8HP8Uhwu7OF08xHq3ss2paAuMlPsY9vvoLZwh6dTwWPpzRBagWDNvs5wvHuF88QhLYpto8Noo2QIFU6DgZynaAhETJeakiEfSxJ0Uaa8hMBk3xrAovYHmeA/D9PPOped54fi/ozbWxkj+Ivf1fIH6ZHeVWigLjTsseAzGmN+d8TfACLDLWrv3Rpenk3blhjBZGOLM0B6Kfh4fn/F8L6vbn6U+1TXHMxt8Spwe3cuJ0d2sb3z6htT3w2Kt5dDo67QmlhF1b4xboKLcDGoS7Zwf2jff1VA+JGP+EP3+OSLEeCf3CuP+CDk7To3TSJ3bzKrYNhrdjgUbj3918kFO5w6yLLaZos1zIr+PiIkRdRJEnDgJJ1X5ElLqpbd4ilx5jJw/QVO0m+bYYpqTS68aYxNehkS8iXcuPQ/ASP4ijvGI6DiszC/bpl7fmfr7OeBt4HeMMV+11v6bG1nYtSfthqBYQhTYCMdW27ckaZUk4UdYN8mwYj9pYBNd6+YgSAtbLshCSC+kSFSqd1hHTYmwgkcJx8Fay87TX6ElvZyaaAvEotRnethz6qs0165kTdcncB0PG5NcNYPCoum1aYwtZZXzOMO5C2xq/xSN0x15BcHrzHBkUEUIJ4hYJRe96QLKfHGcvae/hvFha/vPwXQhak4QpEliNpDbWxAjiiIuSVQW1tVUSgvrgBkTrkXqX1I+wAqiKyMc744H05yC4ETphpuo+HFZqBlMFISfReH6srlgWkFoQ2ShmpHcG7OCQDshuMAKcauN1DaxShl1tT0cOPtdiqZERBDkGuFeWemaJXFqWFdZkMfUsnBfQroKG6G/u4KQ2DpCuEuhP5SSQl0aBTfVmCBuHK7yS/io4MQ7G0dVoMVbxFbnGbL+OK6JsMTUkHbqcaYrkq29+l5Ignbp81Woi/E8in6e07kDTJSHcY1H1ElW4r3HVxB1pibHIZ27rfVZHF/PqdwB2uLL6IiuJOXWYgT303i0jribIl+epC9/kt7cSd4bf410tJmW1DKak8tIRxvxmzI8Wf8/4TpR3tr//7K4/RESLd0Bj1ZveDJQhiwODik6DeuSWg2hHFtFxHxHY+/I6DGNwD3W2nEAY8w/B74GPAbsAm7hpF1RQpIrjbGs4WEibgw/WZkMZBKtbH//D1jW+hiJWN2HPndHZh0dNetvUE0/PGVbZCzXx5OLf0dDkCkLnlgkTV2qm97h9+hMr53v6iizxDEujW4HUsC2m8XZ/GGOTF4tcm2LLePoxE7qIq3UR9rIRJrIeI24pjJ9KPlFLuWP0184Q9HPU/RzFG2esi3imSgWn978SQYLH0RvMTjGvbwP3wLZ8ij1sQ7a4stpii2iK7mWcjzCYPYMfZNH2XXhazjGY3H5YdqbN2OMYe3ST7P70J8RiaZprFt26xpJUa5mETD923IRWGytzRpjbvg3M520K3PGGENjcjEnh3awoulKXOiyXyQVa7pjDF6S0XoaUos5P3aQrpr1nBjexVD2DCP5i1jr4xiXqJOkJtJMTbSFFncVyUjtfFdbuYvpaNrMmd63ddKuhGJJYiMdsRWczx3myOROfMqsyTyMi0d/4QzDpV5OTb7LeGkI31ZWpF3j0hDtZHFiPTEnScTEiDhxPBPFWPCtz1h5gOHiJYaKFyjYHIPF86xM3c+SZGUCXnbh3OQhLuWO897oq7TGl7Ks+VGaU0toTi1hTdMzDOfOcWx4JycvvM6aJZ+isXYpG1f8Au8e/Sr1NT1Ya2lpXEtLg/b1Bc2dtqkdvgxsN8Z8i8pGgU8CfzklTD14owvTSbtyQ+isWc+hvp9cNWmvS3UTjaQ4N7CHRc33zWPtbhxLmh/gnVNfp+wXODL4Kuubn2VDy8dxChWb7lx5nNFiHyOFixw7+zbJSB3t6dW0p1cT8+6MLy/K7UNL7UreO/1dJgtDJKMaJk+5NtnyGK8MfRmAeq+dJanNeCaKazza4stoY9l1t2xmy+MMFS9StkWstaScWlJuLbWJZhYn1oNjyJbH2DvyIy7mj7Mm/RD1yW4WpdazKLWeop/jxPge3jjzJ3Rk1rG0/n5iXor6RBdbulbTP3yEfUe+wrY1f4v6zCIe3Pz3udT/Lud6d7H/yFcB6K7bwtq2j2IkcwNFuYFYa3/fGPM94BEqk/bfsdbunHr7V250eTppV+ZMvjTBsYE3qI23XZVujCHiJoh4d0784PrUItY0Pc25sQOsbXqGzsy6ygdDqfIrWMxNUhttoTu1jrUxj4HsaS6MH+LYmTfZ2PKJyw6EinIrcByP9vr1nB96l+Wtj813dZQFTtRJ0Blbxbn8+5RsnqMTO3ln5EekvXpSXj0pt5akV1f5163DMQ45f4KJ4jADhTP0F86Q97PURprxTBSsZaI8wmR5BM+JknLrMBgmyiPk/Mq+/7eGv8UTsV8n7lZ0BBEnzsqaB1ncdB/Hht7ip6f+gKibJB1tJDnRRlvjRtqbNrF9/38inWghk+7kQt8eErErX0rPDO8hE2tmUcPWeWlH5a6jREWxaUFwo7uB6KRdmTPv9f6IhuRiVjc/FXgvHW9hPNc7D7W6ebSlV9KWvn4YPce4NCeX0JxcwqWJoxweeEUn7cotp6NpM3uP/hXLWh5dsJFGlIWBazw2ZJ5gQ+aJSoJjKNkiY8V+JsojTJRHuJg7WpmIl0ax+MScJAk3Q2O0k/U1T1DrNV9Z4Z4KAmCtJeePM14eBgMpr46Ek6ZoC0yWRy5P2KcT89KsbX6a1U1PMFkcYaIwwIgzzJ7Df8Hyrid55r5/Tt/w+/QOHWLt8p8Fa7nYv4/BkWMAHLz0An0Tx1nZ/DiJaB2T5SEyrv7aNN/caUJUY8w/AH4b+BsqK+1/boz5krX2P96M8q49abcElNSiXbEUXUCKSgHhFddSxI+5IEXYmAvSz26STXWVD0kp1QrC/9DMJYqOlC0SLsIGQLlcIBWtwUzdczMtUkVtsp3TfW9jrKUkWEuXk8G0SMjINVaIHuNMCo0onU+6VzPylf0ipwffwnPjdNVsuPJBJEULkZ6LiSvPzsDoMWq9ZpiYBMF2W7J1t0KEGznChhQBQXpOpcgzN/g5k6KPAKYUvD4piouV+pgUhUVS5wltY6UoTQI2ItRPivQyHnTBrWpnLkWhELqnFClGjBwUCdbHSlEpZjwXmZpOvEiSfv88jbVXBHuuFLEomw2miWN+MEkcEwErXYsYUUaKtjOLKDUz8PqC+ZxMsK1LNcE0PyJcSzL43DpGNg1yhAgpjIWLKBM6eomE8DyL/VM6n5TPdXGBOpqoc5sqotipZ7QStcZijHN19Bg7rR5T46zBkHBrSERqrny2W4gSI+q2yO0wWonM4wBpIqRpozXWg02MM3DpII35BtojrbR2r7h8SFftBrL5YYb7j3F+dD9940fpGz96+f0HMp+h1msKljWdsF9sq81RpM+WGx2VTllI/CZwv7V2AsAY86+BN4F5mLQrynUolCeZLA7jJOXJUW2ig5HseTlE3ALn8MBPmSgOUvLzTBQGxF8SwlL0czTHFt/A2ilKeDqbt3C+b89Vk3ZFmQuVX21u/appe2oVp0b38NbFv8ZzYjRnV9KQWUIy1kAiWkciVkeqZh2dNevomzjGeGGAw/0vAzBRHqbGbdRfnOaR23AqcD0MVy9jlBEeDGPMaIjzXLDWXvNnfJ20K3Pi3f4XqIm10pleJ74fi6TxnCiThSGiLMy97bnSGEU/j7FRHOORjNSSLY5yfuwAj/b8Nr3jRzg1vBPmMGkv2YLabivzRlvTRo6d/QnFUo6IJ6zsK8ptQk20mQ1NH8Vay2ihl15zntO9O5gsDJErjJKON9OeXEVbZjXNqWU0p5bRkVnHT098iXcnX+Zi8Rj3pJ+d78tQ7hz+CHjLGPONqb8/A/yhkO+YtXbLtU5kjNlzvcJ00q7MiSW129jT+zwjhYvUxdrFPFEvRbGUZb4im5dtiQuT7zOYP8tkeRTPRGhPr6Y5sYSSX+Cn5/8rDi6eG6NQnmRT689wsO9HLKt/kJiXon/yJD31Hy76jbU+Z7IHGSn2sqF2ft1clbuXaCRFQ+1SLg3sp6t123xXR1HmjDGG2lgrmcYr22N86zM8fppLl97hzTN/ioNDMlpPbez/z95/h9mRnPe9+Ke6T46T8wADzCBnYIHNkcvlLnOmSVOkSJmSdS1RsnV9Zen+7k9yuNeWriRbli1ZlCiKQQwixbCMy+WSmwMWOeecJuc5uev+MYM0/R6gBxPOhPo8zzzA6dPd9XZ3dXWd6vq+33pWRLZxaOQVOnPnGSkMUiBHb+4KIStGua8Wv1XEDM8wZYzOnJo/bznU6JzZN4AXuJ495lNaa6nz/QEPu7ztOqbTbpgUFaEmVlU8wpGeF7in/p+5vtdak8kP4feVxmo672R5reNrhO0kteFWmnxryDopLo4c4XDP8+THJhm/ddFvkLc1e658jxM9r7Cu9ilqom0AhP1JhrM9d1R+b+4KhwZeJGqXcX7kIBWBRpKBRjPqbphxGqo3cerCL2is2WKmBximBK31tNWldGGI86nDDOQ76cyeA2BLzXuJ+JJE/bKg1FIWFfEWqqhjtX6CTGGI4WwPvakLnM8cubbeSwPfwMZHXaCVjtxZDo68SEtoPQEVptpqIGCZt1GG26O1dpRSf6q1vhfYdZt1T3nY323XuY0QVaMzNyunRIGpaGldZOLSVAtCJ4PXHK6iTbxHQWAxu/XJTOyShEqTEBlKFtRIIjxJLBkJE9KV5AZz6Mhox7xwg2Crf/ACth0gWFaL43OfCyvjjtuJuRtMlRdEhtLDYpzNfMfwEUJWjLvK33HT8jrfYojfsCCdwa8Um+NvxcJGORbOQD9dqbNcGtrPlsRT0NM3FrS7XNH+3VKUq2oeK/8Evfkr9OQucSj1PKneIcqC9VSEmqkMNREP1KAkQWHAoxB13DEDstDMJ9zuXgVutlS3hXojCcoAlREs3AWhrYh0+4XcZVvDQhkBIcasu85ZaUEhKp3XgPt9kXj/gGyRLt2T0jJB8KpG3PtTgpg0H3Vn4igEbcrCqylc+BntqZNUVa3CSrh9A1T/oDs8SUgqMZG2XWqupGeGdG4kUXNe2KEg+LaE9fxpd71x4u5RV0eoSzooX3sttWGOILRNuw0TtSB0V5No30URqyRYFUXu7mXthXMcSL8MQIECARUkpKKErBhLAuso81VfX1m6BzwylO3i5MhO6nxLCKowGZ1iZ8d3R11WtQMoQlaERX0baYyswmfd8MwKh1BAyI4RCseoDC+iLb6VoVwPL1/6EkE7yt21HybijD6zBnNdnB7ew6XUdrYm3kmFf9w9JLRrymv7xS3E6gsNDcyjkfYxfqqU+gDwbX0L8Z5SaiXwXxl9on0W+L8YnUpzDPik1vqwl8LMSLth0mQLKfxFRiaudO+jtmpdyUb2Ir4kqcLonPXxrz/zTpbjw29SH2qjK3uBK+kTjBQGCNkxVsbv5+TwTvpz7ayM3kfSX12khNvjt4LUBBZTExgVoubCFj2Zi/Skz7O/+1myhRQN5etpKt9INFAxqeM1GIqhlMXSpU9w6uRPqaxcUepwDHOUvennAXg4+iGCKkJWp0iTojN3nqOZN7nb9/YpKafSV8/WyFMcTL9CTmcps2sYdvpRWMR91SR8VVjYtKdOcrT/ZQJ2hKivjLJAPUuC9+ATprvE/BUsL7ufqL9i1K16bFAy7q9iRfw+OjPn6Mu3k/BVjuaZNxhuz78BokBeKZVmdIqM1lqPTy31OeD/BWLAz4HfBT7FqIPq/wA8zZ81nXaDyHC+n47MGTLOMApF0IoQ07UkA7X47Zs76OFAGSPC9BGtHdq7DrBlzadmKmwXyUAdVcFFvNj5D5QH6vEpP0pZWFikC0MM5ftoz5ymOriInM6yJLqRpL+GgwPPsz75OEPZbk6ldtMUWolPCW8f7oCAHaYu0kZdZHT6zVCuhwuZo2w//SVqEytZWfdWM33GMC1UVq3i7NkXaG/fyyLf7b0GDIbxrAxu40hmOxdzJ7iUO0HSrqbMV8uV/Gka/FObnajCV8cD0feT1SmCVgRtWaScQfoLnfTnO+nNX2HQ6SFkxwjYERSKk4PbOTm4nUSwFkcXCPsSLKt8gLgqRynF0uRWsaygHeHeyg9ypP8lXkjtpca/iKbQKsr9deL6hjtjvmWP0VrHb78WAHGt9fcBlFL/UWv99bHl31dK/Xuv5ZlOu8HFpdwpjgxtpz7USsiOo7XDSGGA9v6zDGQ7iPrLaYlvpiG2Eq01JzpeoKXyHtd+egfOEPBHiYbvfJR6siilWJ14kCXRjfTnOijoPFoXcJwCMbucNfGHCdmj0wRWx7n2RiAfy7Kv/2dE7TIyzghD+R7K/LXTEmPMX8GKsrewtOp+9l/8Pm+c/iKr658kEVg0LeUZFi5KKVrbnuLQwa9T37bI9QPcYLgdi/yr0GiGnX5Wh+7lUu4UvfkrLA9uodo39W2WUoqgilz7f8ROELET1AdGfyDocIChXA/9uXb6s+1E7DJGCn0MZDqIBSpJ5Qd49fyXiPjKqIssY2lyKz5LHkWP+BJsSjxBxklxOXOCfUO/oNLfyAproxl5N4gopZ7TWr/ldsvgJnORPxv3nefKZTrthmto7XAsu4v23Bm2lb+buL/y5hVCQbR26E6f51DP8xR0nmwqT7YwwuIKd0aKgaELVCRnhwNo2I4Ttm/4QSzM1bxxCk9DeDkxXwWd6TOU+WpJ+mqmPUa/HWJT8we52LeXPRe+w4OJzxrBoGHKKStrobJyBUcu/ZS1Te8ydcwwIZRStASup/it9DV4NySaBixlkwhUkwhU0xxdC0A+aDGQ6aA/fZn+zBUKTo6RfB+nBt7k1MCbvG3Rb92y3getMC3hdTQFV3Bk5HVeTX+fBruVLucim4NvIaDMj907Zp6MtCulQkAEqFJKlXM9N3sCaBA2+Z9KqZjWekhr/Zc37KcN+JnXcm8rRB3fuREFc5MUWYgCpBlhqsUhgtBIckeb0C69CZCU4JYoOjreQhh0ZOBlBunh3uoPEQgKTn+BAAqoCi5jYzDBq+e/SMAf455Vn0EFItfuRXvMldRJp/Ar/7XPdr/gtig4UeYT7rmIds59Huz+Eff+vNYlYT2dv1kAFidB3Df6ECCXu3VbI4kRi8SiB9zOiGpsXQU0+5ZxWr/KwMB5ysI33/uSC6wSxJFIjrYSkshQEMwhCf2k95ySEyTIP5K8imCl8yg43zpB4R6Qjk8Qh0tCWfH4Mm7hYFGkOiaJNT0KPaX72Ym5NRCS4LsQvLnetKx5J/te/p+c6d/J4vp7ry23I0KWJ0m0KAgoiwr7PQpUZTG9dP2EOubVYVUSFArL7Iy7fqmkW/TrhOQpc07U3YZJZ0fqOIpu2XnJwdmbcFfsnE71HIVi+5tqAaZwrfSw+zlgpy3KiVHOMggugyDkfA59uSv0Z9tHnZuVEsXK6gbBvp8w66Jvo6/QxeXhIxRS8Gr2h2yt+yDxvJwRbXzyDkAW/M+3eSILj18DfpvRDvqNmWMGgP85fmWt9V9LO9FanxjbjyfMSPsCx9EOI4V+ujLnuJQ6xraKdxOwbp+eMRGqZW3NU8QqmwkFkuI6Gi06OhtuT0t8E7vOfYPGsg0sqthC2C+fY4PhTvD5gmxc8TG2H/xbIqFKqsvN/HbD/CZgh6mxl1ATWjLhbctC9ZSF6knnB3n+/Od488q3uLf8AwStsNEfTQg1b/K0a63/HPhzpdRvaq3/wut2SqklwG8CLdzQB9dav9vL9qbTvoDIORk6M+cZyvcwnO9jKN9LqjBA0I5S7q9jY9nbiPurPO+vKbkOJ1rc5bR78BQDqcuURZqpjE+8oVzILIqtp7JyJed6dvLaqb+jqWwTy2oeQonjdQbDxAkHy9iw7CPsOfY1tqz6JPHI9Gg2DIb5QsgXZ13VU5wf3MPrPd8m52SoCbawOLKOMn+tmWq2gFBKPaa1/jlwUSn1/vHfa62/XWTT7zLqmPp9xITGt8Z02ucxji5Q0Hn6851cSB2hK3uOikAjCX8VdaE2Yr4yIr4ybDU91aC19iF2n/kGO059hQdX/iYRy6vIemoYzvWRcYapsKZ/Pvp0EAmUs7LucZZU3sP2s1+hLNJITXLZ7Tc0GDxSFm9mxeIn2Xf8G9y3/jdKHY7BMOtpjK+mMb4aRkbIORkupo+yf+DnpAvDROw4cauCNZEHpu25OueZP7OCHmY0deO7hO80UKzTntZa//c7LdTUqnlKyhnixc5vYCs/UTtJY2gFq+MPEPAVHxmfasqiTQBUxBbz0pG/4OFlv0nIPzMd93R+kO0d3yTjjPDW2l+d0w1o0B9jadW9HLj0A9ZZ76I63lbqkAzziLrKdZy9/CqXOneziMWlDsdgmDP4rSAtkfW0RNaTd7KkCoPs6P0BQ4U+kj7vb60Ncw+t9R+M/TvRnNZ/rpT6A+CnwDVxkNb6lo6qV5l4T0YSzgjCIF1M5CkslsSapROnTjFFhDiSm6csQBKEU+OEh3md42RmF9X+xUTGsqRkcmkCKszDyY9iXRWIFUAXBJGMcP6VJJIRHDWl43Cio/HZBGhd9DjdfScAeOH4X/BE2+9gWTfsR3D/02VuZb4WBKuiOHLMxfLFri8SsMJErCRXBo/SELi5o6uEY5GWieK4SbgTjhZ0eydXAHWDC2lTYDnBSj9HLj9HdXjpTa9hvTqLisJPycFUuvekbSWXVMkxGSAsZFuQypHaAsmJN+wWAKYa3A6fuag7xrJdne5ypbokxSe5yhZ7JS4K0rwKpYXzHXc7naqs+/r5M+5r4O8TEgiM3VMKWLvkvew69g8UKrfRUrXt5jKkui1cey05yMI06P0FR2ivdVYSp0pCYKEeW9J9XykI9gEn6K4nojhVeg4I8Xh9NohrehWillAsKbmxSkkvRDy20aKzr3T+pQQOQqKH8fejD4hTge7T+KIJlP+G9kgQy+qJiNoNsxalVBD4AO456v+hyCbrgF8CHuP69Bg99vm2zN3hR8M1HO1wJrWPM6l9+FWISn8jPblLrI7cf73DXiIWN9xPwcnRN3AGgIsDB2gu2zjt5a6PP8blzAls5afK1zTt5c0EVeEWAkO72H72H8g5adbWP0VZuLHUYRnmAfFwLdtWfppdx75COtfPirrHzfxcg+EOaIyuZn/PT1lT/hiJQOk8SmYlmlkhRFVKNQNfAuoY7Th/Tmv950qpPwQ+A1wd2fl9rfWPbrO77wH9wE5uGDm/Be8DlmqthVGd22M67fOAq06dj1V8goIu0JU7T2tkMzFV+owjluWjbdHjtDa/hSunXqU3dYFmNk57uXXBpdQFR3PEyyNScw+lFJua3k/7wBFGsr0caX+ObYv/OWoOT/0xzB7CwTLuXvpL7D77Lfae/w7rmt6NbZm6ZTBMhOWJ+zhr7WFn19MkAtW0xreSpPTPYsNN5IHf0VrvUkrFgZ1KqWfHvvuvWus/mcC+mrTWT05g/b1AGdAxgW2uYVJRzGG01pxO7+PFgW8AoyPuYTtGc2gVcZ87f3MpUUqNpsYyuWknRcAO01y+ieU1jxKwIxzreL7UIRnmEX47zJaWjwKw88zXyBUEbwWDwVAUpRQt8U08VP9JqkMt7On5CW8O/pDu3EW0ef6NTgSZib9bhaD15atzyLXWg8Bh4E5fW7+qlFo3gfVrgSNKqWeUUk9f/fO6sRlGmcN05M5yMXucrbGniAVnv+il4ORvns9uuGOUUrRW3c+By7d7c2cwTAzb8rGh+X0cvfIz3jj1Ze5KvoOwb2YzPxkMcx1b+VgUW09TdA2XevdzeORVfCrA0tBGqv2LSh2eYQylVAuwCXgDuB/4DaXUJ4AdjI7G995mFw8Av6yUOs3o9BgFaK31+iLr/8Fk4p14D8qjOEQSp45+Icxn8iokEUSLXh1H54SwVRKEik6bo9qF9txpQipKhLgsahHOtSSslIXEwu4EcZbdM+hesYgw0nFyWFg3C56EkQcnIByzcCy212sviSOlOieJDMUyhPgmO4IilSMJ+24oR2WzaMdBCfeFeA2ke08SWCnh3EjiLHF/7kUAWnCOFF1IpW0D7mPJVrgNwHwpd9z+QcFBURAJiu2INK1KOg/Frn3ALRxlYMC9TNLHCaJTKR7V3S9sLBxLyC2ClOasp1uuv6Fb0vABfGdf4vXT32Hzso8Rj9Rd+87q7BP2Jz8bpLZJ54RjsSacsviGHUqiU2E1j/epQnAZFmK2etzuxgAq7q6f+TL3Mm27BdqW8Iy1RtznUA0NuwuWhP3ieZ0ZwaokMPXaVopJACbj7urVnVVaT7r3gu57CnC1vRYWTYm1NMZX0545xYmhnZzI7GK5fwtVPsntfr4zY3Paq5RSO274/Dmt9eduikSpGPBPwG9rrQeUUn8F/EdGu0D/EfhT4NO3KeepW32plCrXWvcqpZ4BfgL8WGt9ZILHcg0z7DmHSVrVHMm9QUaPEFIzl8rxTgnYEfrSF0sdxryhO3XeCJ0M00rz4geJ5sPsOPZFltY/zKKabUU75waDoThKWdSF2qgNtnIpfZQDAy+zLvQASbsan/Iz7Ag/6A2ToUtrfVexL5VSfkY77P9w1QhJa91+w/d/A/zgdoVorc/eZpXngM3AJ4EngT9USi1ndGT/J8BzWmv517+A6bTPYVJ6iMWBNYSs6JyYK14Wqudw53Nk8kMEfcJIoqEoWmuODb1OZ895EoEagnaEC0OH2Fr7vlKHZpjn1FWsJR6p4+CZp2nvPcialvcQN48Og+GOUErREFpBNj3IicweBp0eqn3N+JXwdmc+Mgu6Kmr0NePngcNa6z+7YXm91vry2Mf3AQemojgArfUV4O+Bv1ejIx93MzpK/38opVLAT7XWf3y7nZmWdw5yMXuc3kI7XfkLrAndX+pwPBP2JfHbIUZyfabTPkE6s2fpzJ5jXdUT9Gc7yDlpttS8m5i/kpM9rzOU7UIpi0SwlqpIC1FfjUnZZ5gyoqEqtq74Zc53vsn2I5+nPryCpYkthMxcd4NhwiilaAmsoSWwhrzOcTD9CmnHncvdMG3cz2iu9P1KqT1jy34f+KhSaiOjPy3OAL82BWW5fqZorR3gtbG//79Sqgp4m5edmU77HEJrh8v5M5zI7GFpcB2N/mWU+2pLHZZnhnM9ODpPWcjkFr9KQeexsG87yy9kxcg5GUK+OMng9bnF5wf30zlykubERjQOfelLnOnbAWgqoi1c6t8PQFV0KStrHycWrJy+gzHMa5SyWFRzN7Xlqzl7+nleufwV6iLLWZrcStgnmwwZDIZb41N+1oUeZFfqZ6UOZWaYBSPtWuuXkSfXT3tmB6XUX+A+C/2MCl9vy2077ePFIKI7nhyZvFwSVgqiOUsQThF2ly2KVSQBmbSeJE6VBE2lxLbJOCPsHv4ZGs1AoYt1kYddDp+icNej26UkzrICkhBLEDyKroOyGnEk1UncX4W6MS5BzCPVMcfvnkfrxN3z+C3BeU4U2kqCXOl8SfVVcINUqojwWuBq2Y4u8FzflwhbcVZH7qfSf7MoSd1wXyR8lSwKr+bFi18g6atlbeJhbOXjZN8brIk9SLXTDEBTYDHafw8j4RzdqfMEEgEqQk10jJzi5VOfozK2hKbyjdTEl2NZNkoS1UoOpJJzoOgiKt8/akAQzVne2gKpPmQT7m0jlwRX2clMG5NEpxPJ+e8IdSwhdG6lNkcSF0vnW7onPQpRnbjgUivpcaM3nwebCpYvfxctucc42/4ar7Z/jZa6B2he/sBoWtdx+DqEubo97oQMoqOqV/HgZBDqiOhEPYFdqhFBTCq4+BaEZU7Sfa3skPCMFO5TNei+z5RwXrXX55xUl7w6lSKLncXz7fn57LE+TEJ3ISW8EO97QZgMyM8MSeh+Q/ti4WdL4O38tOfzHqM0lBql1BKt9Wkvq477HARWAt8c+/wB4CDwK0qpR7XWv32rnZmR9jnAUKGP/kInGyKPUeFrmDnt9RSjlIWjZ6/RkdbOjIrsDo+8RsKuZGloI3uHn+Oe+HuI2MVHLFujW1gcXs/59CFe7P4qAHXBVqoDN6cPU0oR9VcQ9V/PBFITbWPForfROXCccz07OXzpGRrK11EZbiEZridguzNbGAy3IuCPsqzpcRqrNnPgzHcZyfWxqu09pQ7LYJiTLAiBtwZmgSPqFPEtYItS6jmt9Vtusd7479qAx7Qe7QyNZaz5KfBWYP/tCjWd9jlAwjeag/1g6mUcXUBh0RxcyfLQ1jk1bzkZqKM/20G2kJp1ncT+QhdvpH/E3ZF3UGbPTEaWmsBi2ofP4FCgObia0+l9rIk+cMttfJafJZEN1AfbsJSFJY2UF902QH3ZGurL1jCc6eZS335Od79Of/oy8WANq2rfQjK8EFOQGSZDJFTB5mUf440jf8eFy9tpqt9W6pAMBoNhurGUUn8ALFdK/ZvxX14VuGqte8Z91QhEGZ0Sw9j/G7TWBaWUkLv7ZkynfQ5gY1Pvb6UhsIyMHuHAyIt05s6zPHQXM5jzdNIE7DB1kWWcHdzDsrJ7Sx3OTVzJj77lGix0z1invdrfzF2xJ9kz/BxBFaav0MGy8F0ELGHawjhCdvT6hzvwIIgGK1lW+wiqoNHa4VL/AXZd+CeqoktZXvOwEQobJoTPDrFh1T9nx/7PEQomqapYUeqQDAbDLGQOJLrzyj8D3stoP3oiivw/BvYopZ5ntAP3EPD/KKWiwG2FDabTPgewlM366CMAHE/tBGDEGeBi9gR1gRZ8cyhVVEtiM2+2f3vWddpbAxup9jeTtGfWWTbhq+Le+Hs5nz1Cm+2twz7VKGXRWLae2vgKTna9wsun/pallfeyuOIucY6ywSARCVeyfuXH2H/069QPbGLpordgSboFg8FgmONorY8Cf6SU2qe1/vEEtvu8UupHwDZGO+2/r7W+NPb1v73d9rfptGvXzyJRMCJRZNqGKAwTnTsnIZQRnC1FMaIk4pLmW01GsFpknpryKuYZd3xt4S20hjfTnb/IhcwRjqbfYGX4Hhrtpd72JyGKU93HJxllij+bi03ZsSyiVhnZQopCPottyYJVe0SY9y4KooSNJedHKcZM9qaPfvxUOkKH2atbr8c6Jy0P2BGWWhvc+5QEUZIIVionlXKvJ9X32HUxr88KsKLmURrq7uLohWc4f3ovqxe9g4p4C1ZK2FZy4S2G+DZAOLdCndA+9zFrW3DzrHFf+2CvO25rxOM9nhaOb7LDRMJNpEeEayVdU0F4KLr4SgJaKZSs+z4LnetzLSsI7p7Str6BFFVUcF/TJ9l/5Ufs7P5rNtS/C1+owr19pbCsT3B3FRx7tSA2l9vySThvFhFUuygiTFZScoVBb/dLIeI+5nxMuKbCMn+ve5nV0eeOL5t1LfOauGBCTCZxhdS+O8JC6Vk81QklJHfdYn0h6ZkvtduSG/VCYP6MtF/lVaXUnzE6Yg7wAvAftNZCgwZKqavrXVXjr1BKfUdrfbeXwhaA8mH+MeIMoLVD3K4gr7N05s6XOiTPaBw0DpYyL3lmK9FQJZvbPsaKprey9/S36BuaO/XLUHqCvihbGj9IXWwFr5/7MlcGDpc6JIPBYJgu/g4YBD489jcAfOEW6//bG/5+H/gasNNrYabnNAfIOmlOpffg6Dz9hS6yOk3cLidqlXFv/H0kfJUTS0VXQvJOFp8KzCkB7UKlOrmctYvfw55T3+SBJb9CwOdOsWkwSCilWFKxjYpIM3svP03X8BlW1T5e9O2awWAwzFFatdYfuOHzv7/BsMmF1vpdN35WSiWZQH54M9I+B+jKneds5gBd+Uu0hjbxUOIjbI69jRWRu0c77HOIvM7is+bOHPyFTnVyGfUVazncvkCMPwxTSjJUz31LPk3ByfLa6b+nY/C46AthMBgWCFrNzN/MkVJKXUv7ppS6H3DPeSzOABPIKGJG2ucA9YE2LOVj7/BzlPvq5vQodd7J4LcE4yzDrKW1/hFeO/S/6Bg8QU287fYbGAw34LODrG94N+2Dxzje+SLHOp+nLraCmugy4sGaOd2eGQyGBc+/BL40NmIOo3PVP1ls5XGOqArYDOSVUv8dQGv92VsVdutOu8abI50kvCgyhq8lFzHJLUwSwEjrSU6NHkWeothLcmtTktDFY8wTQDRXsEevarmqh2Hodi5RH1vtDkcQs4liKkHAJyIdi3+SD1dLkSOLzwpev5bCNbXSgqhM2t2AcMzSKJ4kEpV2KIifRXGWRxfeYrVBCUJBJYkMvY5ISmLEsFtUq4VyteDImKkaLzyM0Bb5MAf3/CPBdevw+Uf3Hd0x6C63iPjWM5IoXbifA/3u8z1SKxyfUN/jHULcUrskdSYFgaF4/kF2jhwSHCulfXptS4QYnTJ39jFrSBC7dvW59yfUOXtIEH6WTSAlaDqLAuoCS6itb6E3fYH2kZPsufRd8k6WaKCCRKCGlpbHCPqjN21qjbgFk6KwfEi4d6X71Os9JT0HBLFrUTGhcM6UICy3B933ix1zT0PLVbvPdz7s3jZb4RYN+4V6aPcL8UnCcslN1at7KcjtgeRGLcSopeeX+GgXyphE8gg92ee4JbmEC+UUJiDkn0eoefaiTWu9F9iglEqMfb7JAlop9Umt9RdvWLRj3C7Gf74lZqR9jtCTG80ItHfwOeoT7k77XKHg5E0awTlIWXUb5dXLOXv0p7SufXepwzHMUZRSVISbqQg3s7LiYdKFQUZyvbQPH2f3ia9y98p/YUbeDQbDnGN8Z/0Gfgv44g3rfbHIep4wc9rnCGfTt3W3nRMkgzX0ZS7jTHVKLsO0s2jFW2k/t0NMB2owTBSlFGFfgsrwYlZVvoVMboBUtq/UYRkMhulCz+Df7EEBKKU+d9sVPaxjRtrnCPeWvZ/O7Dl2DvyYZy/9L5L+GlrjW6kMNZc6tAmhtcZWPtQccnI1jBIMJwmGk3RfPkhVw7pSh2OYRyiliISqSGV6iQTLSx2OwWAwTBVXf0K8Vynlnm92HQU8erudmU77HKI6sIi3VX6GXAC60+fZ3fNjygP1ZJxh2oKbqfbP7g681prLw0eJB6rNK/A5yrKNH+LQG1/A5w8TxWQBMkwd8XAN/cMXqExMwijOYDDMYmY8s8ts4OoB39btFHjpdivcstOu8SrKEIQlE7kwHk1WxfUE8abnNyOTcWvz6uA2ESShbeDmjpEC/IkYdVQTTFSRKQyjUBy8/AwP1PwKfvu6AFENuAV3OuMWdonCSq/nRhLbSeI4nWd/108ZyHWyufpd7m1u3DznMR7JBVESFHpFOv+Ck5147aX4ioi4tXAJVFDoABcTOHqJR8CJu7P2DC6Nupb1LxXc+66d6qXU1XyUw898nVDiSSrDi7zF4tE514kKmYUEMalVcO8vHxJE6dp9LPlKt6jP1yFMR5TEwRKDQ/Jy6ZpGhVz3kvhWKFtJYnPhvFq90rF4q0uS8Fr6ga3ykkiw2LUX1hXa7bq6zew5/BViiUYS8SYC/iiFqPscqnL3ObSy7nvNutTlDkUQVnpt/0RhZLF7XFpXErVL51ZwK/UL7ZqqTbqWZROCsLzaLUoPSjkPery1+UoSpxZ7iEsz6TyK1aXaJJ5XqW0Rk1t4TFAhCEknIk6V15XEtwuu87pQeQUmP5f9KmakfQ5THr3eYeoePMXuy99lXe3bCfsTJYxK5kjfyxR0jvvqPoZtmWo3l4m3roYnP8Keb3+FrQ0fIhGsKXVIhnlAItbIiiVv58yllxkavkIsWkfb0reRTCy6/cYGg2FuMLvmm08apVQQ+ADQwg19aq31fxj79zemsjwjRJ0nrKh6mFR+gBM9r5Q6FBfd6Qu0p06yrvIJ02GfJ8SXrmJF5UPs7/gJeSdDtpAikx8mlRsgW5iIr4TBcJ3aqnXctfZXeGjrv6OhZjP7Dn2Vw8e+y/BIR6lDMxgMBonvAe8B8sDwDX/TgulBzXF6hs9xqf8AnYPHiAeqqY+vKnVINzGQ7WRvz49ZX/G2m6buGOY+jfG1nOnfyc9O/wV+K4RSFpayyTsZykNNtFU8QDJUW+owDXMQy7JpqNlEVc1qzp57gd37/g7bDhGN1hAJlBEOVRAOVZCMNeHzmXbFYJgzzLORdqBJa/2klxWVUjbwX7TWXua3i5hO+xzmZOfLnOneTlv1AyxN3kU0UFHqkG5iON/Hzq6nWVX2MFUh84p7vqGU4r6mT6BQ1+c9K0XByXFx8CA7L3+LxcktLCnfhmWyBRnuAL8vTNvSJ2ld8gRDw1cYSXWTHu5mcPgyV7r2Mzh0iWikhmUNjxkBq8FgKAWvKqXWaa1vm5dba11QSm1RSimtvQoHb+Y2jqjam4uYJAadpKuYV0T3MUkkJW/ssRSvokyPgtVieBU4+keFPBf79xMNVbK47l4KkQDjpUo+QbgmuQnqlORwJ4hxBEc/FRKEg7kc6cIwO3q/Q1v0Lur9S0ZFo44gQAoK8QhCJdEF0Wsdk8RLAqLTn4QoIPIoYi1G3qP41qvjaNrttmf3uGNMCILOyBW3+E9yFqVQGJtfd/M+bBSLomupCbawt/NHnOx5lXCogk1LPkIkeP2HpQ66j0UL50wqe6TWHWP33e76WbHTLcwbqXPX2YjjdhH19bldI0kLKuJiiKJvd110aspcy0S3X1FE6bGtE1w2PTsFS2JzSfBd7H6U6rbgxGv33bq9qiBBBQmciuXXlhWcPF0DJ9h/+tusXPx2aivXXP+usdq9P0HkLrnFis610nEUERNKbYnowC2dW2k9QXTvu9Ln3l3GLbLOJdz1PS8IfJ2Au1yfdE2C7v0p4XwBolBXdJmW6o70HPDosDqptlwQrIr9jCJ47fvMVB9p1jH/DvsB4JeVUqeBDKPNqNZary+y/m7ge0qpb3LDNBqt9be9FGZG2ucQw7lejg++QbY/TyY3SMHJsrrpg6UOy8VQvpfdfT+hKbyK5sjcdW81TI6QL8bd9R+m4OQ5OvIGxy79jNXN7yTgEzqQBsMdYFs+astWEo5Vsuvol+nuP0ld5VoqkmbU3WAwzAhPTXD9CqAbeOyGZRownfb5hs8KMpTrxlZh1i96L7FwLZbntwUzx77+52iOrGFx2BjwGEY7Vm31j3L00rO8cvgvWVr3IM1Vd6Hw+NbAYLgN8Wgd96z9l1zu2svhMz8gFEjS1vg4yVhjqUPzREHnyBRSZJ0RMmRQKBKBaoJW1HhaGOYPmnmXp11rfVYptQF4cGzRS1rrvbdY/1OTKc902ucQQTvC3dUf5KXOr2BZ/ps67MMjHVxof5PegdMoZdPa/BbqKCtJnBlnmLpgq3nYGK7hs4OsaX4ni6u2ceTiM1zo3sWKlqeoTLaWOjTDPCEYiNPS8ACL6u7lYudO9p38BpblJxauIRwoA6VQjjM262z0Hb1t+YmTJBaoIhqowFK3/iGptSbjjJByBhgpDJLSQxR0Dlv5sZVv9F982Nq69hkUWZ0iS2a0U+6MkHVSZJzU2L8jOLpA0IoQtCME7AiOdhjs60SjSfirKQs1UBVaRFmwHjULB2oMhoWKUuq3gM9wfaT8K0qpz2mt/2Lcev+H1vqPlVJ/gTBJSGv9WS/lmU77HCOVHyCXT3Gq42UyuSEKTpZMbhAHTUPNJla3vo9MboiDJ76FSjxGbXjmXxM7ujAr3wAYSk8sXMOW1o/TOXCMw6e/Tyxcw4qWtxMOlpU6NMM8wbJsmmu30VR1F0OpdoZTXaSz/Wg06qqGQykUkC9kuTJ0jKHsq6TyA0T8ox34iI6OdeAVmcLQaAe9MEC6MIRPBQjbccJWnIgvgU8FKOgcOSdNQecp6BwFJ0eBPAWdR6MJqNBoh9yKELMrCPrDBKwwAV+UoBXBpwLXBznG5m2P/kAYZiDXSXf2Agd6nqMsUMe6qidKcl4NBoPIrwB3a62HAZRSfwS8BvzFuPUOj/27YzKF3brTrpRbrCkJU72IVa/tU+jMed1+ygWv3sQqnp3LPDq2gqzFEMWW4wQ1ERWnIthEwkkQDy3FpwL47TARFR91oe0GRyc45Gi6sxeojbbdXK4k0PE6Ii6tN07kWdA5CjqPr+BDO+MER4IwTxI1gXuZE3JXVSvudvNUA0XcKcfjVQwlIdQHcfSrWL3xKjiWlnl0VRQRnBYtwTU3IO0v4RZqIoqQZUdaa5yAsy64hMpVv86Z9lfYcejv2Lrsk4SDZZz8oFtIFzvvjmdwifvcqLx7vYJgSur43etlK93HYmXc4j9r0C2405IzL0XqhIDV474GknhTFPB5FKKqIUFU69WFV6oPUjtSzI1YqicCokhedAwV3EGFc6N9PhL+GhL+6+ZfShKlV48uKzh5hjPdDGW6SA914VBAa00sWEeNbwVhHSFsx7GtG0S0xQSPExG/FwDy154JV8+DAkKECPmaqQktIR/L8lrnN3jt0tdYXfYwyYA7narV7T6HfiGWfMKdJrMQlq69W39ijwj3RbG2ThBPq8ztnyOjy4T6ILrrSu2x4DI8mTZ/AoNQExGtLkTU/BOiKm7u/RUQNP1a6++P/TspZ1Qz0j7H8Fl+tla/z/3FDY3eicE3yDlpVpY96F5vmkkVhgiZeZgGD9iWj9b6h/HZIXad/Cp3r/gXpQ7JsICxLR+JcC2JcC3K786+JP3onUl8VoC7qz7Im13fIVMQfoQZDIZS8AXgDaXUd8Y+vxf4fLGVlVLVwO8Cq4Frv5611o8V2+ZGzByGecaJwTc5P3wAAFWCy5sqDBK2hVFZg6EIi6q3kYw0cvj8j0odisEwqwnYYeojK+jMnCl1KAbDnaFn6G+G0Fr/GfApoAfoBT6ltf5vt9jkHxidKrME+PfAGeBNr+WZTvs849LIEXI6w4rEfWa02zAnUEqxsvkp+obOkTp+rNThGAyzmspgM72ZS6UOw2BY0CilEmP/VjDa8f4K8GXg7NiyYlRqrT8P5LTWL2itPw3c47VcMz1mHqC1pjdzkZyTpiq4iHMj+ylikzLthO04qYIwR9dguAU+O0BL7f2cf3M74WXLb7+BwbBAifurGM73jQn+TdpUg6FEfBV4J7CTm8f21djnYllAropCLiul3gFcApq8FjrxTvtkhKQTXXcqt50EWnBIk/AsWAVRQCY5jooisHHCt4wzwvbe7xC0IiwKreGR8o8TsqOii56I6Mp3Zy9hwnactDOM1to90i+Jtobdwj5J1KTzbtGcKiZ8G49HFz0Rj9dUFPgWyUfrOWWb6NYniLPywnX2ev28ChlFV0u3mK1ouZIwbNx1icXq0Rf2U37k5vXSwpiFf9C9P/9Fd3MWPy84YObd5zAXEeKudQudc20JdxmnZPGzau91L5TmRUvn1ie4QYbc51sLrscSkoBPSe1DZbl7meQCK4n6AoKwFby7+Ep1UTgPIpIY0aMYVGz/pHIzE3jn7lHgKLYFtxP+agdLWRTyGSxrnMh3xD3X3XLc9csWr4nbpbYQcq/nBNwx20G5K2ENu+uENSLoBYaFOfpCHVNSMysJP7Xgaiocs5ayR0jXbrLJNgzzDq31O8f+XTLBTf+TUioJ/A6jGWYSwL/2urEZaZ8HBFSIcl89tcEltJTY0Gg0N7GPrE4TVOGSxmKYWwR8EXIj5i2NwVAMRzscHHieMn8dPlXkR5LBMIuZb9ljlFLPaa3fcrtlV9Fa/2Dsv/3Ao8L+fk9r/Z+LlWc67XOYo8Ovcya9H4AyXx2NweXkdY6skyZohbBL6DhpZtMbJko4WA6WYuDSMRINZoqMwXAVRzv05a5wdPA1AlaQTWVPGc2SwVBClFIhIAJUKaXKud7tSQANk9j1hwDTaZ+P2MqPQqHRDBV62DP4LH35DgDqg22sLXP9iJsRNE5JMtcY5jZKWSy67wOc/sVXSDavIpSsoaxlPVTU3H5jg2Ee4ugCJ4d2cnZkH2E7TnNkLc3h1abDbpi7FJk2Ogf5NeC3Ge2g7+R6p30A+J+T2O8tT5DptM9h2iJbaIts4WL6GIOFHir89WzyP8Gh4VcYzvdyamg3tvIR8SVJ+msIWMIc5GnA0Y6x2jbcEcmmlax4528yePkk6b4rHP3BXxBqWEy8bQ3l67ahLCO8MywMCjrPnr5ncHSB+6s+YlLpGgyzCK31nwN/rpT6Ta31ePfTSe36Vl+aTvs8oDG0/KZO8prYg1xMH2PEGaCg87RnTtGf6yBoRcg6I6yM3EtjaMWUx5F3suwf/AUBK1zSqTmGuU0oWU0oWQ1A/ca30jN4kp49r9C79zUa3/4xQlV1JY7QYJheerKXODTwInFfJevKHjNZYgzzgxnOoT4TaK3/Qim1FrdZ0pfucJeTGGnXumQZW7yivar0J5LZxV2It9WkhCRFVBeSkt2r9TVC9osb7b4toNluuylrQ15neX3ge+R1jqA1LiuGVK6QBeR2mQ4OD71Ke+Y0T1T+C/EhMz5bCMhZV1TGna3C89Xz+tpYWk+wUUewTPdcRpEENdprtp6sR8tuwXpetPv2mm1HQGeEjA/StZMyyoCYGcTuc2cOqtzjXq+sejVLVq3i8oXtnPnK/6R56cPUrHsENe48ZmPuc5MPu8+rf0TIpFJwX3spy0ywz30OM5XyMavyevc+s0ImjxEhS0ZOyHojZN0Yfw4AOWuUVLcT7pFbJ+jOICK+M8tJWcSKtMXFlo9Huq+kwqVmUirDa7nCOdRCNhSVnkDH2RbKltr8G47Z0QXaU6e4MHiI4XwPK8seojbcNjoVRrjX9JD7/pHKkFor6d5TOXc9zieDrmXa7z5f+UiRrkTUvdw3KNSxmLsca0TIWpRx120xC5KwTMzOJj5zJ9erFDOJCYh9AMOcQyn1B8AjjHbafwQ8BbwM3Gmn/Zu3+tKMtC8AUs4Qp9P7CFpR7i17P7aansteFWzmYvqIGRUyTDlKKRqa76a8so2j+79J5/OHaN36zwjHq0odmsEwKQZz3VwYPsTl1FFivkqaYmuoDbdhW+bxbJiHzLORduCDwAZgt9b6U0qpWuBvi62slKoGPgO0cEMffMxkCa31/3OrwkyrME85mz1EZ/4CBZ1n2Omjxt/CuujDU9phzzkZ+vNd2MrPocEXGcr3siy2bcr2bzCMJxypZMO2X+Vc+2sceO6/s2jd26lt9WwmZzDMGhztcKD353RnztMYWcnd1R8k6iuT88YbDIbZSkpr7Sil8mMuqR0UN1YC+B7wEvAzir6PL47ptM9D8jrHifQuVkbuJWCFqPQ1Tsvo99Hh17mQOULCV81gvpt7Kz5A0l/j2bDHYLgTlLKoX/4QZXUrOfrq35Ma7GTxhneA0VEY5hCH+18g4wzzUN0npu3tp8Ew25hvedqBHUqpMuBvGM0iMwRsv8X6Ea31795pYeYn/TzkUu4koGgILKPav2haOuzpwhAXMkco89cyUugHYDDfPeXlGAzFCCdqWPPobzDUc47jr38Vp3Dnc/YNhpnE0QUupY6xseJJ02E3GOYoajT36n/WWvdprf8X8Fbgk1rrT91isx8opd5+p2XeurVQym3JO8uFqcWQBKuTEqd6L7jIco9CSEmcJQq2rl+nsB0nT5aBXDtJu3rcikIHXngdK4pObzhfQRVjfeIx8pamOtTCkb4XyZIFvx8QBD+AkqqbdA0EMaP2C8Iw6XxJwmRBRKkl8ZIk9hKESqL4bwLCYi1Z2QuIQiVBdOoZr8I8r0iCK0nsBWAL6wrXwEqlXcvCAynXskDFdTH11iX/nAMnvs2Z7/wv1q/8KH7fdSfegaUR17b5kGR5L4ScEUSjw+5rp/3yj+JsmVtcl652L7MzbmGeLyUJVoX1eqT2wX3MDEqiRUFQWO6+9wIXJRHyRJ4DwroB97HogLtuFwSBouNzH7OVk8TFwrK8EIsgQlbSvRsTzmux8yBtf0O7MZi+QtifxB8tc6+XFtorSQgu3c9SG5YX6vuI+56yhPsxIAg/C0m303U+5r6eAFqQwebjghA16L6HbKE+WClJdCoI4gXRvSRYVUJ7pYU2yKsQfyJ4FazOO+bRSLvWWiulvgtsGft8xsNmvwX8vlIqw2hnSY3tKuGlTDPSPg+p9jcTUlEuZI9zKXeStDMy5WUopagJtNCXvcLrHf9IQedZHNsw5eUYDLfDtvysX/YhYpFadhz4W9KZ/lKHZDDcEuNjYTDMG15XSm31urLWOq61trTWYa11Yuyzpw47mE77vGVz7An8KsCZzAFeGPoGQ4W+Kd1/Z+Ycu/ufQWuHbTUfYEvVu7EtebTFYJhulLJYvuTt1FdvYueBz5PJDpU6JIOhKGFfglSuH2eOvrk2GAzXeBR4TSl1Uim1Tym1Xym1b/xKSqmVY/9ulv68FmYm081T4nYF8dBdVOYb2THyE14bfpolgXU0hJYTsT3/qCvKgcHnifkqWFfxuEnxaJgVKKVoaXyAQiHD3iP/wJY1nwKEKQ0GQ4nx2yHiwRrah45RH19Z6nAMhpljHk2PGeMpj+v9G+BXgT8VvtPAY152Yjrt85xKXz1vS3yKoUIfxzM7eWPwaeoDbSR8VfgIEPdVEFbR2+9oHBpNUIVNh90w61ja/BipTC8Hjn+LltZPyxoEg6HELK24hyOdP6cyspiA7Z4nbjAY5gT/SWv9SzcuUEp9Gbhpmdb6V8f+ffRWO1NKvVVr/Wyx7yfeafc6F2+GXvtNuZi0hHMNPYseJSTh0w3izZi/ik2ht5HNpzie2kFH9ix5nWNwpIugFSVulxP3VXIufYjaQAsrkw+493eDADZiJ8mRld0XiyG5fvoFQZogOpVEauQFsZHjURwpCcgkN0GPzqmiuNSrcyqIAlotpHCV4vE8cOE1nkkIVrVwTWACImTpPAp1zBbEejeKdNdHH2XHlX+i45lvsrLhreixY1JKkatwj76nqwKuZUPNgihzwF1fA32ysDjQ7Ra0+QcE0bckkpeceAVSLeWuZY5fEB4WytzrBdyxBLuF8ypdJ+k+K4ZfcNW0hX0Kwjx70H0ObaF+OlGhDJ+3AQUdFK5JYXKDEZLgdbzLbXVoFb2Zi+y4/C02Nr6PSKBs9AspMYAkghUEk+SF6+L1fpbaREHAbEsiz7T8o0MSNheEelcQroH2ue81W3iGWBnhXskJbXnWm7BfSUkPht3bOim3mBdkAbTUH/Lq5j6fUHpepnxcc+MHpZTNmDD1DvkjYAo77YY5TcAKsSZ6vUOuteZc9hBHRl6D7Alg1EE166QJWDc3uFknTX+ug7PD++jLXWFr+XtmNHaDwSuWstlU825eb/8GO09/nYHUZXx2iIbydTQkHsLnc3cmDIaZZnn1I5yxt/P6mS/SWnU/zWUbsYzUzGCY9Silfg/4fSCslBq4uhjIAp+bzK5v9aXptC9wlFIsDq+lObQahwJD+R5Op/by884vsDJ+Py2R9dfWPTLwMpfSx1gZv59N5WP5hac6jaDBMEX47RB3LfkYBy78gFWNTxH2JzjXvYPX3vhTGhvuprnpPvx+M+fdUDqUUiypvJuq6BKOdb7A6e43aKu8n4b4aizLPJ4N8xAp3fUcRGv9n4H/rJT6z1rr35vKXd/qS9MqGACwlIWFRZm/ljX2g3T0nsWvbn7lnPTXcil9jCODrxD3VVIZbCpRtAaDN0L+OHct+ei1z+si76Y/nOLsuRd47Y0/JRQux7YCqFAQy/bjC0ZJVrdS2bgecE+ZMRimg3iohi3NH6J35AInOl/kcMfPSITqKA83URdbQSJSV+oQDQaDgNb695RSjcBibuhTa61fnI7yTKfd4KIze46ACpF2hrmcPkGZv5awHSftDF5bJ+GvKmGEBsOdEwlXsmrF+2lb+hSpdA9OIUcqpnEKWbLpQTrP7eTM/h/QuO6t1Cy71+TUNswY5ZEmtjb9M/JOhr7UJXpS59l58Zs0JNeypOJuAj7zZsgwx5lnL+eVUv8F+GfAIbgmRNPAnXbaz9zqy1t22pVSqPHOdZ5FFlP/oJNEp1PtdDoZccikRbFeHVG9IjkCSo6a4wRbDb5VBMPldKXPMZA9xaHBl6gLL6O17B5SepiwL4E/PJY2cjIOnSCKriTRqeQ6KYr1JEHnFIuitSDEktztREdTkIV9HuuO6KLn0VlPCaLfYq6t3oKRHGmLuMBK10AK2+v9J4mQJVHZiNtYLNA7+uMzAETxAT7I3pBBqWIlA5F2Dh5+lr7DO1jf9hGC/hgAmSr3XPhUrTw/PtgnCGiHvQlMpfte+ySxnns9O+M+19mE+9xIzrBWVnBd7ZME2oLwsJgbruTS6XMLR0UXUgEt3FfWiCAGlvYnbKulcx0S3FmFZROZHugbFs6PtL2tsIlQGWqjsryNxTXbOHrl57x46q8pizRSV7aG2sQKfMmYt4KFMtSgYLgnivOF57ggAreKnAfJUVUSDeej7npXCAniz5j7GtjiPSC5fAsCbUEQ7TX5Q7G1JPdU8fkgNoCGOcj7gBVaa0HF70YpFQF+B1iktf6MUmrZ2PY/ANBav/9W25uRdoMLS9lUh1uoDrcAkHMyHOl7kZcu/T1VoUW0Ju8pbYAGwzSTCNWydeWnOXXpBd48/LdsWvbPiYarSx2WYQES8EVZ1/xu8k6WzoHjXO47yJFLP6UitoT6sjVUJ9qMsZ1hzjAPs8ecAvyAp0478AVgJ3Dv2OcLwDeBH3jZ2HTaDbfFbwVZV/FW1lU9UepQDIYZQymL1sZHCQfL2HHkC6xv+wiRqhWlDsuwQPFZAerL1lBftoZsPkXHwFHO9+zk4MUfUhNfRl3ZGirjS4x3hsFwG5RSzcCXgDrAAT6ntf5zpVQF8A2ghdFpKh/WWvfeZncjwB6l1HPc0HHXWn+2yPqtWuuPKKU+OrZeSom5pWVMp91gMBhuQUPVJoL+OHtPfJ11lZ8hlmgodUiGBU7AF6apchNNlZvI5Aa50n+Ykx0vcfDCD2is2EhTxSbCgWSpwzQY3MyOkfY88Dta611KqTiwUyn1LPDLwHNa6/+ilPp3wL8Dfvc2+3p67M8rWTU6v1ADKKVa8T5KbzrtBoPBcDsqk22sWPQUR/Z+jc33/RaWffumU2tNLjdCaqSLkZEuHCeHnVMkY03EIrUzELVhIRD0x1lctY3FVdsYSndyvnsnrx7/Gyqii2iu3EJldIlsEmcwLFC01peBy2P/H1RKHQYagfcAj4yt9kXgeW7Taddaf3GsE75Ia33UQ/F/APwEaFZK/QNwP6M/Fjxx6yePUm7xmiWIiiSRRbGJS1PsYOr5TaAkcBPEcVPusFoMISOFKBKVxIyS6MejQFF0XZVS20llSPFJ4qViDwhJ1CStKwjukARDUoyS6Eo41xpBPD0Rd9fxZUj1pqgAVrimk3Er9ShEle5IUSzr1QV2Ig6+XkVuEuIxC/EUPLrSSoLJIcH5MXSzYK5R19BZiHP21a+zuuKxax2hQt11V1LHyXOpaw9XuvYzmLoCQCRSTThcic8OkNd5Tl74OX5/lNr6TdTWbSDsi7vD9rvPjSOIsX2CsDUfFgR8wpTnglsPKFYSSRieq3C3GVZWru+iwFQSf0p1TKojkl5fqotSHRHaFkc410oKeZIOlk5AuNeEZdJ6omuucHyhskUsq1vEksLbae/Yx7HLz5O/8gwNTXdTX78Ff2BMcF3rFrGqvHt/dloQ3QvXzgnKD2IrKzm0uhdJIl0r574IuYS73uXj7sqdj7jrrC/lXmZl3PFZQoIDJV0TSdgPKOE5ojJC2yS513oeb52jzEJHVKVUC7AJeAOoHevQo7W+rJSq8bD9u4A/YTS3wRKl1EbgP2it3y2tr7V+Vim1C7iHUSOl39Jad3mN14y0GzyRcUboTXXQkTpFc3QdyUCNOHfS0Q6nB3cxnOthVfnD+C3jPGmYHyilWFf1BK9e/jqdqdPURJYCo5lxegfP0jtwmkude4hFalhcfx+x6iX4/ZGbRjkdn4XWDn29p2m/vJs3X/tvxGP11NZtpKZ6rejUqrWmf/A8I9leMtlB8rkRamo3kMsNk80MUlW5wphEGW7CZwdprN9KQ91d9KUvcunC67z+6p9QVr6URKKZeKKJRLIZn5DFx2CYJ1QppXbc8PlzWuubnEqVUjHgn4Df1loP3OEbqT8EtjE6Ko/Weo9Sasn4lZRSm8ctujz27yKl1CKt9S4vhZlOu+G2nBjawZmRvZQH6snrHG90fYuQHeeBmo/hs683+o4ucGpwBxeGDxHxJTk3uI+RQj8NkVVUhowRk2Hu47OCLE1s4dLwYWoiS3F0gX0nvslwqovqsuWsX/YRkrFGAArj0+WOoZRFeUUr5RWtFFa+h972w1xp38Px4z+komIZba1PEvYlUMpiYOgSR459h4KTJ55oIBBMkssOc2D/VwiFyvD7wpw8+ROWL38XNdVrZ/JUGOYASimSyUUkk4vIZYfp6TnB4MAFzpx+jpHhTpa2vY36hrvM9BnDzDFzI+1dWuu7in2plPIz2mH/B631t8cWtyul6sdG2euBDg/l5LXW/ePuIeko/3Ts3xBwF7CX0ZH29YyO8j/goSzTaTfcmryT5czIXh6s/CjB4Ghudq01L7T/Pa93fpN7aj6MrXzkdZb21ClOD+5ifcUTnBrcweWRYyhl0T5ygsebfr3ER2IwTA01kVaO97/G61f+kWwhRSRWxT1rf+2ObOdt209NzVpqataSy41w8dJ23tzxP8jn02xZ/xlSmV6UZXPPpl9HCz8ClNb095/l0OFv0dl5iOXL3oUKe8zfbVhQ+ANRaus2UFu3AYChoSscOvANOtr3s7T1rSSjZmDFsDAYy9byeeCw1vrPbvjqaeCTwH8Z+/d7HnZ3QCn1McAey7n+WeDV8StprR8dK/vrwK9qrfePfV4L/O9eYzeddsMtKeg8lrIJ2tdfvyulSBeGANjd/SNCdpSLI4epDDQT8SU52v8yYTtBWg+zKLqOC0MHSxW+wTDlBOwwDzZ8kr7MFfxWkOii5VPimur3R2hZ/AgV5a30955hz8EvoZSF4+TRtxieSiYXs23rb3Ly5DNsf/O/s3bbp4nGje294dbEYnXcte1fcfnSDvbv+wqhQILy8lbKypZSllyMbQtaJ4NhfnA/8EvAfqXUnrFlv89oZ/0flVK/ApwDPuRhX78J/J+MKhK+CjwD/KdbrL/yaocdQGt9YGwevCdu3WnX2i1y8yyYKyLCm4QJ2GTcSmcfkkOaMJImOfiJ7pIeT6xHt7erAliNNdphGBfH6uQjHOp/Hr8vRG/2CkuSd6G15szATqL+CsKBcroz5zk18CbloSYI+GVhbNj9YJAEd7bkeCgJeSQxW9a9rS7m3jger+6lkgNwsXtAqseC0Nbrtl7vCyW4iIriVI91RFpPEqcCojulUkKnQDy3wv68urF6dayUhJGC8yNjgjIbqKRidNNTV8Rd2mFhfno86lo23iGy3KqjvLqO5orNFJwsth3EzoGjhPtnTKhpWwGWL3sXicQi9r3xN6zf/MvEE9dHTgOD7nNj5dzXr6/N3QbZze7UgeEe9/6CPfI95e9Pi8vHk4+560MhLLgjSw6YI+5z4xt03/fWsODmKQlWJUfUqCCCFJw8i8UoCT0l8a6/L+VeT2r/PD6LnaA7Rn2DcHRxcjPN69fTk71Mb99Jzpz5OUNDl4nFG0jWtFFW1UqibPG1jEk9KwRhcpGXO2FhckGw333MkQ5BiCqdmwH3eZCcagsR9zNEEmhbAfc9YKfdyyyhrZOWAShhexHLozvyfGMWdOO01i8zOjVF4i0T3NcIo532/9PjJoeVUn8LfIXRs/Fx4LDX8sxIu6EoXelzHBt8jcqA+7Xpotg6FsXWQSBwLeuDUorqyBJO9L3OhcF9bK3/EGf6d1IZXjTToRsMcx7bDkx4tLOudgNWMMC+nV9g7cZfIlneMj3BGeYVluWjvGwJ5WVLoAUKhSx9/WfpGTnD6cM/YmSwnXj5Isoq27DiywnXNsuZpwyGBcZYfvcPaa37xj6XA1/XWr+tyCafAn4d+K2xzy8Cf+W1PNNpNwCj89QLOkdGp8g4w7SnznJh5BBJfy2ryx655bY3CjAqw4ux7SB7rjxNX+Yy6fwgFwcPMZDt5NLgQdZUPk5zfN00H43BsHCpqlmDZfk5sOfLrN/yaeKJxlKHZJhj2HaAyoplJBevBiCfS9Hfc5q+rpN0/+xbZPt7SK7YiB0MUbn5IYiVlTZgw5xhtqV8nAKqrnbYAbTWvbdKFam1TgP/dexvwphOewnI6gwHC6/TYq2i3LptGtBpJa9zHBp8gY7sWdCaoBUhYIVJBut4uOaTBOzwhPdZFqpnY927eP3iVwFoiq8jEaxlONPFwe6fcXHoEBuq3y7mpzYYDJOnomo5bSvfzcG9X2XLPb+BHXBPyzEYvOLzh6msXU1l7WrKV/jIDw9y+fnv0XfoTfoO7yKx8S4iLa2Em5dgBU2aX8OCwhlL2XgOQCm1GGESkFLqH7XWH1ZK7Ze+11qv91KY6bTPIAWdZ3fhBYZ0PzkyOE6BTephMd/5THEyvRtHF3i4/KMErBs66EXS1XklaI9OciwLNbCi8hH8dpDm6Fo6Rk5yqOc5etMXCcdWTqoMg8FQnNr6DQz0neHowW+xausnTFo/w5Thi8ZpfsfHgY+TunKevvMH6H75OdKXLhCsriW8uJXI4lb8kSX4gsZDwDCv+T+Bl5VSL4x9fgj4VWG9q9Nh3jmZwm7baR8vLBNFahN4GJRMTFrUnXIqi7j1sWX0MAO6h83qYRKBarZnn6FXdVFlNwCgBOEawjLRCXTYLV7CV/zHgNaaMyN7uZI7zb2VHyRgj2tYRadSjz8ulCIcSBK0Y6yqehz/mGFMPmSz++z3AagoX4b2h8mXuxt0lRdEi8OCmE1w2dQj7vMgOfZ6rw/T8INKFBIL63l0552Ui690Dj26l0ptQTERqyhQFYSxogOwVBelZdK2kvhZrA8exbxeXYsBMm7Ro+SWaPcL2wv3mi0dc8htjuNErs+DX1X5KK8d+Rt6T+6itubmgZxAt/ua+Ibdc+h7Vrp/wPc/6j62mqeLGPVIVcLj7VcICQLAIs6r49GC06l2hOsnXXvhXNspwSmzWL4FwSFUarftEcE9UxDGivVdEuIL95klie7T7vOgcoLLrSCerd47vtwaFvkeg9bHKLTkGBy4QN+VU/QdeZ4r/V8mEiynIrGUxqpNxMI1crIAIfmAyrmPzwm566JvWBAc59z7ywnOqY4gGNaCYNUvXRNB1Dy6A2FdS2rXJpGVwzBr0Fr/ZMw46arD6b+WHE6vOq0CUa31oRu/U0o9Apz1Up4ZaZ8hUnqIw3onBfL00MGl/FnSeoSolZjxWIbyPRzo/wWOdthW8d6b0jlOJY8uuTk3e9fwaQDuWvwxgn6TS9pgmG4sy8eaxe9iz8l/pLJihXHANEwrtu2nrHwJZeWjhpB23zADI5fp6j/OzmNfIhKspLlmKzVlK0v6htlQQubfnHaAINDDaJ96tVIKrfWLRdb9R6XUl4E/ZtRo6Y8ZNVu610tBptM+A3TrK+weu34xysjrLHFVzqLACsJqZjuvOSfNvr6fUR9exuLIBqwpyC/tlc7B4zSWrScWrJ6xMg2GhU5ZtIlQqIyh4SuUJReXOhzDAsKyfJTFmimLNbO0/mE6+g5zvuNNjp7/CY1VW2iq2kIoYLRNhrmLUuqPgI8AB7n+DlEzmhVG4m7gjxg1YIoD/8Bo3nhPmE77DHBc76OCWkJEWG1tBcDyzaxxxVC+l1e7/hGlLBrDK2mJbJzROa7ZQopL/aN+Alf6D7O15eP0jZzHKpRTnmwhFCqbsVgMhoVGKFRO38BZ02k3lAzLsqmrWEtd+RoGU+2c79zBq4f+ksr4UlqaHyIRbSh1iIbpRs/L7DHvBVZorYvMl3KRA1JAmNGR9tNaNN+RMZ32aSajUwzRRyNL8QnmSTOB1pqD/S+gcXis+tP4rJmPI50fBKAhuZ5L/ft44/Tfj5o2tYPCIhqtZtO6TxMImGkzBsNUs2TRo+w7+BV6+06ydPHjJBPNpQ7JsICJh2tZvegdLG98nIvde9h95CtUJltpa36cUNBt5mUwzGJOAX5GHVG98CbwPWArUAn8tVLqg1rrD3rZeMKd9qKOh+MpJs5yPLqAzYBwVC52an8G9tAOQCeXWGNtuyYatJLuV4K6rsq1zAm4L5HdNeAuKCqkZhwTv5zu245jad7a8lmsnHBeBXGceP1ywrUTHAslcWPCV8W9H/4TtNY0ZIY4vedp8plhiATpP3OQoeF2eldF8IXCVBwWRKeSO6WEJAKShJWTQXpDIc0yKqYzkqYkCfVd59zHMtWGJpIoUxS2itpNj4I5vLusiq6mXreVEM6XGIskWBViEUWsguC0WNmioFcQFOq0cB6ktqnP3RZIV6C8LMGDtR/n4tBB9u77InfVvpdksE6Ipcy1bFCwVVjXeNm17PCGpULJUPeGu40I9rrbnGyZezAhH3IfTfL0kLsQSdwoCaWl6yeJDD1S7G2lPyU4mErNkNQU+AQBre0+N9aA0B5LolMpE5hQlyThp+W4j8MekJx55XZJ3cal2I9NS9kWGss2cKbjVV7f95c0VW1hae1D2H4hbq9tjrDMP+Q+X45wrh2/e9tsufvNuE9wUwXwd4+4Fwpxq/QCndM//0baR4A9SqnnuKHjrrX+bJH1f0VrvWPs/1eA9yilfslrYWakfRoZ1H0c1NtJUskqewtxVT7jMXSlznJmYCf3NvxzLOUDhIfJDKKUwheMMtR1hpUP/QvUkvprnSPPHTuDwTBhLGXTHF+P3wqxp/NH3Ff/Mfy2yaltKD0+O0hb/aM0VW7hyMVn2H7s86xv/RDRUGWpQzMYbsfTY39e2auU+iyjqSEBngf+2uvGppc0jRzVu2m11hJWUQ4Xds5o2Y4ucLr/TfZ1/JAN1e8k7Jv5LDU3orWmkM+htebysZcIRJKE46OCVGVZpsNuMMwQddHlVIdbOND9rPy2xGAoEaFAgg0tH6SxcjNvHv0Cw+nuUodkmGr0DP3NEFrrLwJfA3aO/X11bFkx/grYAvzl2N/V/3vCjLRPE44u0EcXS1iFT/mxpiPf9xjp/CDdI2dxdIGwL46jCxzpfZGov5y7Gz5K1D/zI/zj2dX+HTq/ffra56bVbyWfTdG5bzfKsqlYuXXGxbkGw0JlZcVDvH75G5wb3MPixKZSh2MwXEMpxaLqrVg+H7uOf4VtK3/FpAg2zFrGcqx/ETjD6OzEZqXUJ2+R8nGr1nrDDZ9/rpTa67U802mfJixls4atHHN2kyFNXJXj6MKU5abNOxmuDB/j0tBhBrOdVIaasZWfi8O95J0cqyoepjraNiVlTQXVkaV0pk6TqF7KQNdpBrvPcvn4yzhODl3Ik2hZQyBmOu0Gw0xgKR8bqt/O65e/TkNsNX7L5G83zC6aqjaTyQ7wxpG/paFiPU3VWwgEzXSZuYxiXmaP+VPgCa31UQCl1HJGR963FFm/oJRq1VqfHFt/KcUVcC5u02nXbgGFxzSBRQVzouDL41X0KOCTKIUTa71qIRqs4FD2DXwqyD7eYEPgodGOe7lbIa8ybhGRJYiDtKXYfeUHoyMSZZupjizFlk6D5DgpCbYEgakSzpcW9icKsYRli8JraLj3EQDSzX0MDF8mWPMob+7/a4LRSgKdacKZ0YPw9QlCVK9iWUloJuC1PijpXvIqBp1ADnwxHkmcKoTj1RHVcxmO5HTq0cW1WNkenU6nWmgrIohBxVikbb06rIIs3JaulVeXVVFk7fEiCELuaKya6uhSzg3to7WiuK/H//vQN1zLGn29rmWffOU3xe1TVe5jCQy6z00+7D43kStuDY7KureVxJtKav+EaiyKJSXxuuRoKgk/i+FRRKkF108t1RG/e5m0rfjMFoWRgjurFjRQ0rbFpjdKxyy4/Upl47NZVnYfVYFFXBk8wmuH/prFtffQUnv/Tf4i+aRbl2GlBVGt8HwlJjgKC+6sWjiFuZjcfXJ87rcCviHBCXkGUy4bphX/1Q47gNb6mFLqVin6/i3wC6XUKUYfM4uBT3ktzEwknmYGnV5iKsmG4KjmYE/meUYcIfuLRwpOjkOdz5JzUmyufy91seXY1tx6YRIKllFTsYpkrIlNb/89qhZtZN+z/5XLx18mNdhZ6vAMhgXD0vK7Ode/28xtN8xayiNNrKp9nHtbfpmewTPsOvEP5PKpUodlMFxlh1Lq80qpR8b+/obRue0iWuvngGXAZ8f+Vmitf+G1sLnV25tjFHSB07kDrAs+gKVsNgQf4lRuP2+kfkzkzHbC/gRBX4yQL07QHyfkixMPVrsyOmit6U9d4srAYa4MHKY81MDWhg+PZYOZ24RilSxa9xSFXJorx1/mzO7v4vdFuHvZp4kEK0odnsEwr4kFqgBFKt9PxF92y3X7OnN0XMiSyzhEVhUor1ygKesMJSESKGNz2z/n+MWf8frRv2XT0o8QC9eUOizDRJl/4wO/DvwrRjvgilEnVJewVCn1mNb650qp94/7qlUphdb6214Km/u9vlnMeY6RsCopt2uB0XnubYGNtPjXMFRlkckPks4Nks4P0Z++TCo3wFC2i7AvQTLcQMgXI+uk6Bw6ia181CZWsWXRR0hYpReWTjVLNr+P07u/x5XjL+E4eZR5CWQwzAghX5zO4VOc7d+FumBTX7mBmoo1hPxxbDvA5TNp/uw3TtN1OUt9SxB/wOK/nRjhX/4f5bz7o6XNSmVYWFjKYkXTE8TDtbx5/Es0VmwgkV9ORXkblmV+RBpKgg/4c631nwEopWxAEgk9DPwceJfwnQZMp72UZHWas/oo2wJvd33nU34qIrJls6MLDGY66U9dIpMfJhqoorl5C7Fg9fX54xOZRzlHOLPnaa4cf4nyhjVsrflAqcMxGGaMtDNMXueI2WUzXnbeyTKU7SLvZCgLNdDUdB/nO7az+9iXyeaGaW18lL/83bM8+J4K3vkrNVhjc/LzZ9v5d5/p4MyJHP/q9yuwbTM/1zBzNFRuIBlt5HLPfs6c+TnHj/+AxYsfprxsKaHQ/BvUmjfoeSlEfQ54HLjq+hYGfgrcd+NKWus/GPvX8/x1iVt32jVu5zSPA6BFxVmSQ6GgaJPEcLNZdAo3CwJPFw5RpxYT85XJKwtOhoSCWECScpLh0YbHqbjunHr1qJQ0/zQliDfFIL2J/yTRqSjCG3a7v6mgnAXGd949Xz0xOCrauXxsNDvS2thDWN394vZe4pkUXkWZXsWpxQSik4lbvAckkedELFpvX4Z4P04EwQlZrHeSyE0S4UnCN69uzdqbEFW8foJ+RAmCwNF4JOGvHvfR4YX+L1Nm1XB39IYf+NL9JzqsenNdRXCX1JEgqfQgBZ3n0vBhMvlhljf/EiuaWwEYHu7g9PGfkMutZof6MDu/eL2sqkcv0fCnaX7yh9/juU8FWP67T5FrkJ1hh1PuQad0hXtZxRH3Mdsj7gEKLbVhg95cKAkIbZMkchcFlMJ1LiYm9KoREESZ0jXVgjiyEBTWE669JZxDScwr4tVNOlBklFs6D4IDsNeyrZHrwtg4CeJl97N08eP0Dpzm3JU3OH3qZxQKWaLJRuLJRqrq1hNPNo2a+gkOpL5e4bmp3XUkK9QbqRkBcHzuOpGPue8/e6S0RoeGKSOktb5m06y1HlJKRcavpJT6N7faydWR+tthRtqngWE9wBV9nvvsp0odypzhLav/dw5c+AEHLvyALeXvwmfdSnxtMMwXFGuC91HjXzTle87rHN3ZC/isAOXOElGwHgtVsa31EwykrrjS0UajNazd+Anat8o/wv3xEGv/8wc49qfPsOOTn6f8Mx8ltHLplB+HwXArlFJUJJdSkRyte9ncEN2qi8G+cxzZ81U0mqqa1dSUryKZXGym0ZSa+TfSPqyU2qy13gWglNoCSErpqyOwK4CtXHdRfRej8+A9YTrt08BxZx8t1koCyuQ+9orPCrCh+X3sPf8dTg28yfKy+26/kcEwx1FK0RRYPi377s1dYc/Qz0j6ahgafJayYD3VoSU0RVfjs653xMujzZRHmwGQx8qLYwV8rPy9d9DzximO/Nk3UX4fOp0h9tBdJN/3uHE6Nsw4AX+MivJKKqpXsKjtcUaGrtDVfpATJ35EOtNHZeVKFi96iGjUiFgNU8JvA99USl0a+1wPfGT8Slrrfw+glPopsFlrPTj2+Q+Bb3otzHTap5h+3U2nvsgKa2OpQ5lzKKVYUn0v+89+l2XJe+Uc8AaDwROXMsdoDq5mVfQ+CmEfPenznBrcyYWhAzxQ//EpLavi7qU0/skWsmcvo/w+er78NM43fkzFR98xpeUYDBNBKUU0Xk80Xk9r06Ok031cad/Drt2fo6ZmPcvKHyDgc81kMEwn82ykXWv9plJqJaMj6Ao4orW+NidNKfVWrfWzN2yyCLhxblQWaPFanhkGmWLCxGhWbewuvERezz/B6HQTD9ViKZvLI0dvv7LBYChKV+4CITtKTmcYzHaSLgxjKZuC9jifeYIoyyK4pJFAUy1Vv/4Rhl540+R/N8wqQqEyWhY/wt3b/jUKeOXwX3K641UcQXNjMHhFa53TWh/QWu+/scM+xh+N+/xlYLtS6g+VUn8AvAF88eqXSqlbKqlvP9I+XpQmCdIkwdZEBDqTEM1NSnQqifom4GLp2tS2CRJhFds4kt/JLwrfpim1nNXBe9zrSjsQHBStnkH3epKYKiRMxZGyzGTd4hfPolNJQCm6CRYTIQvuhuOcGm1gbfxhdvb9iEq7jqA1NgoiCaI8OoF6xrPjrsc5kUXqpldnUq9I10VJ2lRJ4CZdKimWyd4rXt1dBetB6XwVFX96QaqfomvkJMc0PLoFE/Cm31DS+ZZEp2PXeWvlezg9tJtf9H6ZuL+aZKCWuL+K9RVPjO5v0D3tMiBMZ6l7zX3+e3vd2a8iyVEh8cCh3Qwc2oU/nCB6NERA0NxnhUyRzr/qci0b+lv3FAY76x4ZjZ4WKrzQNqmUR/GfdJ2k+7ZYFfEoEJYEptIz0koJE5c8NhlOwu0YKpVrpQWB75BwrwjtruRIO7quIOSXzq30rJKeLdJjYMAtJvX73eXmo9fvMzuYoHXd+1hcfhfHLjzL2cOvEw/XEQ1VYNfVE0nUkaxaghqb/z5S4z5fubA7FgC/MJvZPyS0YYWFOcI/D7PH3I6bKrzW+v9WSv0YeHBs0ae01rtvWOU5YHOxnZnpMdPESt8Whp2BaRvVms8k/TXUBVs5O7Kf5bG7Sx2OwTAnSQZq2VjxJHkni89fpIcxhRQyaa78+Jtkuq9Qec9jRJes9Lytdhzaf7yPrucPM3yyg2hrDbXv2ECFrjbT5AzTRjRUxaa2jzKS7mY43cVIuof+wQ46z+8iM9LH0o3vpapxfanDNMxtXD9TxkSru4qsf8sGz3Tap4mCzpNikFb/hlKHMiepCDRyKX2s1GEYDHOeG0Wn04UuFDj3tf9FsKaelk/8Fpa/eJn59DBdB1+nkBrG8gdRts3Akb0E6yzq33sXseV1DB29zPkvvUxH5hht2z6KPxid9mMwLFwioUoioUoAhheN1rULx57nxK5v0Xl+N4UANN3/XgJx49I9aRbeSPtEueUZMp32aeBi4RSn8geotOpIWtWlDmdOErBC5Bwpa5LBYJgNaKdA18FXGTh9kHRfJ6HGZuqf+jBONsPIhdMMHNqNHQpT03Yv/lgZAP2nD3DhhW8RbV1JsLIGJ5vFyaSouv+tLPq166Pqweo45fe0cu5f72T/z/4bqx76VcJx05YaZo6KulXks8NEkw20d+6j+8h26rc+WeqwDHOPM1O5M9Npn2Ic7XAw/zobfQ/S7pzn2ZEvs9S/nrbAxlKHNqcIWGGyjkfDKIPBMON0HXyNniNvUnfXEwSSVaQY4PTn/4RsXzfBqlqiS1ZQSI1w5Gt/jC8cRxdyKMtm8RO/RGBlq2t/Sl256bPls1m84Z2E4tUcev5/sfrhXyOcMGn6DDNDJFFLy9rR7EdWSwMnfvjXKNtH3ebHSxzZHEYz70balVIfAn6itR5USv3/GJ2P/p+u5m3XWr9/oru81ZdT02kXBXcTuDKSoHCKzS6nGiWJcQoFFJCkgrOFo9jY+AlgFywGMh2cLRxhSPcRU2Ws0vfiUzcL0KywMO9UEs1JjnKSs57k9CcJOiXBj0fnVJFic1AlcatUjqUIqSgZZ4TuzHkq/A0oqR57FSF7rV+TcNxVkrpmEuLSouWIom9B4CZtKxqnSsLPO3cjLrqeR9GqKHaWzu1ExO93iOg8LK44SVdMj/vUUs5zQSzreQ64cA6ttFuo6RtxPyYqDmsuHT3O4opt6FM9XLr4E7IqQ/O295BsXHlNwAeQufd9ZHrbsXwB/PFylGXhb3efm84361zLGvuyLKrYgm9JgaMv/h2b7/5XWFH3VJlchbvt9PW7f/SrTHHh7k2I4vwJ6JMcbxnvxWsliYvljYVlgiOq7V6vEHeLU8kI+5OeKx6fFwBOSOhiCMsGl1a6liWOuhXMeUFUm02692en3THaKeH6CccS7HU/NyvLa4k9/Fvs+PF/oqXhISzLRhdJhJAuc1+DXMS9bqbcjJnOE/4vrfU3lVIPAG8D/gT4K+BOBXlvudWXJuXjNFBjNdOrO6hXLeTI0qkvsDv/AjGVZLVv9DoezLxa4ihnNz7Lz6rY/ewfeJ5TI3tKHY7BYBhHMrmYY8efpr19H0uXPsHa9/87yprX3NRhh9FUkKHKegLJyjs2W2po2kZF5TKOHPimSSNpKBn+YMw4qk4SpWfmbwa5OtL0DuCvtNbfA+5YSKS17rnV9+an3jTQrNroV93UqEbu872DId1PtWq4ZhO+wt7CS/mnyeuca7TdcJ3G8AoidoI9A89S6WukzG9ejRsMs4WmxnsJhyqoqFiGZdkMTCJdrhdaV7yDHa/9d7quHKC6ft20lmUwjKeQS6G1w2DPOeIVi0odjmH2cFEp9dfA48AfKaWCTOOAuBlpnwZs5WODfT+WsomqBLVW87UOO4BfBYhYMYacvtIFOUcoD9SzKvYAuwZ+QnvmdKnDMRgMYyilqKpaOWMjj5blY/mq93Ly4NPk80bvYphZwvFalqx/D4df+wKn9n6PQs7UQQMAHwaeAZ7UWvcBFcC/na7CzEh7iai0GzifO0rMKjOj7behLrSUvuwVunMXqQ0uKXU4BoOhRJRVLKW8ahlnjz5L65p3lTocwy3I5Ia43H+Ey137GE51Y9sBfHYA2w4SCZbj84VortlKPFoPgFPI4zh5fH5hvv0sQClFzaLNlNeu4Mz+H7D72T9h6cb3UV6/2ngJTIT5N7utHvih1jqjlHoEWA98aboKM532ErHYv5ojme28kvoeG4OPkLSrSh3SrCWvc1zIHOH+sg+WOhSDwVBilqx6Oztf+DNqm7YQS7qdWQ2lZSjdydHLz9E3fJ7qipW0Nb2FRKyRgpOjUMiQL2QYSfeQyvSy59jXWL/sI5zfc4yOE29QyI2m+Q3GKsmPDLJm8bupK19d4iO6GX8wyrK7PkJv5wlO7/0u5w7+hPq2B6hatBnbNgNwC5B/Au5SSrUBnweeBr4KvH06Crtlp13jzkKhrMllxBCREkaI2Vk8ruc1q4jXOZiSBbuUYUNEToMT0Bbr1T1cVmc4kH6Ze+y3iSItZQsZZST1vpTYQFpPwqs4TNqftO0Essd4YSjfQ8ROEPbf7H2uc+6D1qL19WSyeAjXRMoaMMlMMV6RM8pI2RyEjDLC+ZeORcoSJN17IpOd1yxtL91/wrUXsxsVyfDg3lhqR2bmmnpGun+yQt2WLOGFc6OC3rRStlDnrJC7cxITrOMBsgn3Y0YV3Pss+4k744r/ijuDSCiXY3n8Hk5u/wb31H0EpRS5Znf2EWtIyOCSdWfHEbNxSW1YKOheNlLES8Jr1i8JKXuMFI/U9krXOe2uD7awrfYJbZ2QPUYLxlm5ighaay5f2cXJ0z9mSctbWFP3cXw3dDGu7unCWyLAaOcj/EyB3Ue/Q7Axcq3DDuAEM+icxeA7l5GpKLu2POCuDoS73HUpKNy6wS6Pvh9Cfc+H3Oe/orKN8kd/h77O41w6+TLn9v+I2pa7qa/aSCRahbqhLcvF3OexEFyYo/MzLBKdCRytdV4p9X7gv2mt/0IptXu6CjMj7SWmTi3mAifp1BepZ3mpw5l1aK05PbKX6sDiUodiMBhmCU2xtVwcOsiFof00x43NfKnJ5zMcPf49hgYvsWnjZ4hFa0e/kFIM30DN295DzdveQ2DVRY78b39N2QOrKH94DbmuQez8JuxwZAaiv3OUUpTXLKe8ZjmpoU4unXyF/bu+gLIsNm39dQLBWKlDNEw/OaXUR4FPAFfn7E3bKxcjRC0xSikaraVc1mdLHcqs5FzqACOFfpZGN5Y6FIPBMEtQSrGm8i0c732VTGGk1OEsaApOnn0HRqfw3rXlf7veYfeIdhxGjl/GCgcJLa4muqKRsvtXzvoO+3jCsWpaN7yXex76Xapr13Fo/9cpFIS3XgsdPUN/M8engHuB/1trfVoptQT4ynQVZjrts4CYSpLSQ6UOY9aRddIcH36TTYknsI1Y12Aw3EA8UE1jbA2Hu39e6lAWLFo77D//Pfz+KKtXfhDbnnh66ivf+wZn/ug71H30QSqf2Dj1QZaAlta34vdH2L39LxkcuFjqcAzTiNb6kNb6s1rrr419Pq21/i/TVZ7ptM8CBsdcUg03cz51kJpgCxFfstShGAyGWUhb2b0MZLvo6T1Z6lAWHFprjlx6lmx+mNUrP3TTHO6JUHH/o/jiYdq/+SrtX3+Z4WOXvOvSZimWZbN6/UdpWvwg+3Z9ga6L+0od0uxgpkbZZ7D6KKWWKaW+pZQ6pJQ6dfVvusq79Zx2rV0isBkTpHndpyBSm5Q41SuTtqi/fiz9TjcJVS4LBSX3P0kgJ4jPtGDFrXyCKEwQpEnberbXLoLyMAqjtaYjc4b2zBk6M2e5u/w9o1/MokZcrEtSfShyD3gVWU8GqS7JCMI1Qc85I/dUMSYhGBd14NL+pCIE8d+dOnreClHwOgnXT2l/Yko6qYy0IN4UBJQq5T4PoUFZ6OevSbiWaaktkQ5Zitt3o7jRR1V0Men2c/gz1eP2J+xQmmMtnX/p/gkIb/smUh+EtpfcJKZPSOdGOq/SspwkvnXHV0i6EyHosbbg9IUX6Emd4661/wJf3vIstI2OG3iOUge/83ukT51i+OAhup79EYXhYSpWb6Ny04P4Y9cHbYK9gui0z11uoF94Hnq8VlLd9A+768hwndx9Cgxevy7J6m2saGrg6M//hliohmj8+tQhSYxtmJN8AfgD4L8CjzI6XWbaVMZGiDoLKFAAFI4u3GTCtBA5MbKD9uxpmsOraY1uJmK7H/gGg8Hg6AJn+3bROXyairARqs8kl9p3cbF9B1vXfQafLzTpkU1lWYTb2gi3tcF73k2us5ORH73MiS/+MbGWlcRaVlK2agvT2BeaNqIVTSxZ9Q4ObP87Vmz4EMnK1gWb110xF6/gbQlrrZ9TSimt9VngD5VSLzHakZ9yTKd9FtCglrBXv8Kx1G7q7SUsD2whqIRUj/Oc/nwn59OHub/ywwSthXf8BoPBG0e7XuTS4EHiwWrW1ryNiojptM8UnT1HOXHuWbas/TTBwPQMqvirq2l4y/upue9tDBzbS+++1+k7tJOqpo04hSyx6sVEqxZNS9nTQV3zXShlcfzAd4klGli58SNiek7DnCStRueGHVdK/QZwEaiZrsJMp30WUKFqeIB3UAjChfwx3kj/iM3Bx4lZC2cu91C+l70DP2NF9B7TYTcYDLfkTN927mr4EJVXO+sLdORypukbPMehE99m46qPEw1X336DSeILR6nYcB/l6+6me/fLDF04jWX7aT/wAv5oktrVD1EbasX2hWb96HVt02aq69dzcMffc2zfP9G2+YN3rAOY08y/WUG/DUSAzwL/kdEpMp+YrsJMp32W4FcBglaQ5YEthHJRDmdfZ2vobaUOa0a4kD7C0eE3WBG9m8aQyVVvMBhuTTJUjzNDhmaGUTLZQfYe+zpr2t5PMt48o2Ury6Zqy8OEWkZ7fNop0HvuAJ1HX+VMx9dxnDy27cey/dh2ABs/tu3HtgLXlvm0jWWNLrMt/7U/ywrgs4OUxZoJBuLTehyW7WP1lk+w/42/5dT+77N03btn/Y8Nw23RwJeBxVzPz/43wLQYSExfp30iDarHX5uyGG4WiVM9CmWLbj4mVFpkr+bI4I5RQYwUo2QpJoik1CSc9SQBrChulOLz6kIJDDl9HBt+g3vK30vUV1Z8RWmfWSGeSQj4PLtxeqw3xd2DRaWnp+2lsidTj8VrKt0/PqF+TYc7soDX45PdYj3WRakMe5IPU4/iT9HJ1WM99ipiFa+z4CorIgnapZiLiJ/tbiGdreTIGRQeR8LxdfQdIZXto8KqhcyYw6nX6yy1iZJLqoQkzpfEqSCfC/GaCtuLbfQk6qIkJPYLz0OhvjuB0eustebQse/TUH8XNaGlMHKz0NMaLJIrXzgPVYIINnbB/XbVEoSaVub6tklW0LJ8BXZTHkcXcJwcBSdHoZDDKWQpONnRz04Ox8mRJz/2/yyFQo5sYYS8k6dQyJHPpzh09mkaG7bRVPG4K3WlnXbXw/hF+f6xMkL7ecOx2NisX/sJ9uz5G87v/wlL2xbG4NxV5qEj6j8A/xbYD0z7Q9GMtM9CHBzUfJRrCFxMH6MpvOrWHXaDwWAARnJ97O95lruq3oNtmcfXTDEweJ7hkQ7Wrf4oDE1xqqspwFI2lm3js0PgLzLo5HP/YCuErtehTGaA4yd/xCvP/F9seeC3iSbqpy1evz/M+s2/ws43/gflFa2UV7RNW1mGaadTa/30TBW2ACdUzX468ueosOuwFsB8t5yTImRP7ytJg8EwP7CUjdYOPZmLdKROk3OEFJWGKefCpe001m/Dmsc/lILBBMvb3glAx+Xpz6seCMRYuuwpTh77MXohTfWaZ3nagT9QSv2tUuqjSqn3X/2brsLmf69wDnI5d4p6f2upw5gRAlaErGNsyA0Gw+0J+eLcXfMh+rKXOTXwJi9f+QrH+19jJNdf6tDmLbncCF3dh6mv21zqUKadQCDGsnUfID3SNSPl1dSuA6Cjff+MlGeYFj4FbASeBN419vfO6Sps/v5snsNknRRRa2HkJw/ZMfpz7aUOw2AwzBHigSo2VY0+EweyHVwaPsJrV77O2sq3UBsx0wymknS6j8PHvkNN9ToC/mipw5kRwpEq2tM7Z6QspSxal7+do4f+ieqaNTNSpmHK2aC1XjdThd22036nIjfPArDRQqQdeIplMuLUUiKen7F5eH4VJKczExNVSsIwyQFOElMJbqqeEV0H5bi14y672tfE8aE3yOcz+Kwx8Y8kFpOcDD3HWCJhchE812PJtHCq4xaFttL5F8RsE7nHJzHVS/Qb83o/i+6nHuOW5sVKbqPF8i1Pxj11il1SRby65opaZaEOF6uH0rEI50xlJIH2rcW8CX81ibJq6sJt7Or+AUHCBKwwA7lOUs4QFcEmkoEbUib7hDIkp1Lp3IhtUBExryD+1Om0a5nnlH9SnZXOTUBwnS4IQlvhWJTfHrdKnn2nvkJlopWljY9gpUaP1eofdm2r++Q3HTrjnr6k+gZcyyIXgu6NpeviNbmCUL90xF2GSruvX8IJkxrsRF3uIeCLAOCEBbfYItXdzghtZU6oO2PXtDq0mAuhKq6celXe4Xxj/glRX1dKrdZaH5qJwsz0mFmIXwXJatkSfL4RtuNUBZo5nz5c6lAMBsMcpSxQx/LEfezv/RlvdP4TF0eOkMr3s6vzaU4ObEdP9Q+eBcCRS88QCVbQ1vQ4tlUkS848JBwsp6l6C9sP/Q09A2dmpMy2xU9w5sILM1KWYcp5ANijlDqqlNqnlNqvlJo2UYSZHjMLSdiVdOUv0uhfVupQZoQl4Q3sHPgxtcElROyFMS3IYDBMLU3R1TRFV19fYFksTWxld9cPGch2sq7irfjMI++25J0sxy79jN7h82xb86sLMo94W9NbSEQbOHDqn2is3kxL6+PTeh7i0TqqK9dw8cr2aStjVqDnZcrHJ2eyMDPSPgtp8i+nv9BNZ/5CqUOZERK+KpaEN/Ba37c5RtIQQAAAcAdJREFUNbK71OEYDIZ5QsiOcXfNB/BZAV5v/0cuDR3GkeadGQDoG77Aa8f+hoLOcXfbL+OzhWkrC4Sa8lXcveZX6eo/zrGTP5z28pY0PTztZRimHq31WelvusoznfZZiE/5WRpYx6XciVKHMmO0hNfzQPmHuZA+ysnhXcbt0GAwTAmW8rG2/HHakndzYXA/L174O7pSZ0od1qyje/A0u8/8I8vqHmNd83vw26FSh1Rygv44W1Z8ko6uAwwOXZrWshZM2sdZkvJRKfV3SqkOpdSBG5b9oVLqolJqz9jf26fgiKeUaXtXOBFxnCzK9CZO9bo/SVzn1XGySCHe1pvI9jeIZwZ1H2E7KQungoLYSBLtiKJT4Zil9aRXgV6Fa8UEeLeZVxq0ItyVfAf7h37BQK6TTeU3vHW6hXD3tkzCqXZSbqNFthWFleKKJXL7lcSpoihWqHOTvS8koZmIdG681oc7f82tJCfPIvfFTEwqEOOZiFh2/LYe73HRvKbYutJCQahJzptbs1eB/fhjqaWRuqo2utPn2dvxI1YmH6QhulKuD0J7qn0+OkZO0p+5gs8K4LOC+FWAVGGAxfGNN8/7llymQ0InWDrf0vF5dVjNCUkFpPXGLSvoPPuufIcNde+mMrgIUqPiVXvYLZ7VvX3u/UliY5CdhoVjcQRxqoTyC21OMVfa8dv2S30A4donxvmGODmCdpTCQB82ldeXa+E5DCjpVEg64hvugVSmj+0H/lrcn2Ha+HvgfwBfGrf8v2qt/2Tmw/GGGWmfJeR0luHCAD35yxxNbac9d4bFwYWXAipix2kMr0RPvxuwwWBYgFSGmtlW/X4O97/IcK7X0zZaa/Z2/pATfa9iKZuck2Ig20H7yAmO9b7M5eFj0xz19DKY7STki1EZWVTqUGYV5/v38eyp/0YkWE5FfMm0ldPZe5jq8hXTtv/ZhNIz83c7tNYvAj3TfsBTjFHlzAIO5bdzUZ8kPBwnoEKU++rYFnsnQStc6tBmHK0dTg3vZk3ioVKHYjAY5ikhO4ZPBTjS/xK14TZqQksI2HJ725O5yMmB7RQocE/9x7BvfMOkHXrTm9jb+WNS+X6Wld83Q0cwtQzle4kGqkodxqzj6kuY3qFzdA2cpDo5tckhHCfP+fbtnL70EhuXf4xLnUbTNQv4DaXUJ4AdwO9orb39sp8hTKe9xGitGdA9WFgsC91FfWBpqUMqKVeypwhYQSoCjaUOxWAwzFNG8v2kCqNTMjTHOT24k23VHyBoR66to7Xm5OB2Lgwfoi2xjYbkOixhblt5qIH7Gj7Ga5e/SjxQRV10+Ywdx1QR91dxcmgHWusFmS2mGE2J9TQl1tPJZQ6e+z7Vyd+asn1ncyPsOPR5QsEytq7+NNFw9ZTte1Yzc9ljqpRSO274/Dmt9edus81fAf+R0Sj/I/CnwKenKb47wnTaS4xSinv8T7I3/zI57Z4/uJDQWnNyZBcrEveZB4fBYJg2EoEanmz67LXPx/tf5/WOf6Qu3EbIFydghenOnKcvc5l7az4y2pm/hRglYIfZWP1OdrR/B4C60NxyZk34q7GVj57UeTNFZhz96Ssc7fop/iJvYu6Us5dfpiy+iNVL3zOl+zVco0trfddENtBaX7NnV0r9DfCDKY9qksz5TrtXd0nPzqmS/d9kxXUSN4j90nqEXt3O+tgTKDVOVBMTrKMlMU5acL3LCQJTrwJFQSzkWaRWTPQmCYZuEB4O5DrRaKqirW5xWGoGftDMlHpfLEdwiJRc/aRLMJm4J1G3pfqgfEX2NxH31PH7nIyzqLhDb6JmSdCppXuqyPkXBd6SE6hHkajXuMX9eSxDFJhKbYEkdpWOt8j2othS2mdISDno9bpI4lRhPRUK0hbaRKVdR2/uMkOZTjKFEWJ2GVvj7yCQVWhS0C+IJW9o0xJEuSv+JLu7n2U40UtrctvN60oWmn6hTZSEo4JrtZRtRLzLpHoz7twoYHFkPSc6X6Si+gPXBk308Ii73KzwrCmG17ZJej57vdek9aT9eYvEJfSz8mmG0h2sr3sn1tB1h1dd5J5SHup7JjfExY5d3LP211lo8q3ZnKddKVWvtb489vF9wIFbrV8K5nynfX6gAIW9wC/HYL6LpL/GjLIbDIYZRSlFRaCBikAD4H2AYjwJXxX3JN/D9sEfEvWVUxedOwZ5jdFVHBt4lb7sFcqD9aUOZ9YQ91Vy76JPsOPiN4kGKkmG6ia9z/beQ1SVLScUSE5BhIY7QSn1NeARRqfRXAD+AHhEKbWR0d94Z4BfK1V8xVjYvcRZQkiFUShSzuCCdgQNWlEupY8RG6hmSXyL6bwbDIY5R9CK0Ja8hwtDB+ZMp72gc+zo/CEJfw3JQE2pw5l1JEP1rK19kl0X/4l7Fn2csH9yne2+ofOUxxdPUXRzCI851GcCrfVHhcWfn/FAJohJ+TgLyOksDs61kfZ0YYj+XCfpwlCJI5tZKsfEp8f6XzGuhQaDYc5SG2llKNdD+8jJUodyWxztcGjgJUJ2jLuq3iOKbQ1QG1vOkopt7Lz4LXKFzO03KEIun6ar/xg15aunMDrDQsGMtM8CRnOSa/rznZzq30Vfvp2gFcHRBcpSjayoeoRYoPK2+5nrdGbOEbPLWVf5xM1p1QwGg2EOYVt+NlW/gx0d3yNkx0gGa0sdkkiqMMi+vp9hKZuNVe8wbzdvw+Kyu0jlBnjl7OepH9nI4rr78Psit9/wBgpOBqUs/L6Fl9IZmDUj7XOVWdEz8iom9eqSKu5PEoAJjqjoKXaX9EBAhVhv3c/hgZdI6dHR9W2RtxNUYS4ELrD94tfZUvf+a3PptC0IbSUnPMmlTnCcVEI1EEWGtzuQaxtPyBvxGu2ZUzSGV5EMC/MpJyFkFLedowP5oqBa1E7PwMN3Ik6z6s6bGkn0KK84/Y6oE0GcF+3RIVJ0OBYQRbriMqHNkNpOSdgqlCuKdIvNAxfOtyR4ldbTggBzMkJiCkLcksjTq+i+iChTKYskSVZH72N/50+4v+xDKKHt1RmPI7Zen0E+yXpTWGbbDOa6eLP7u7TENrIkNjYdcdx5FMXwolt2sfveo4Owx+OTn8XCs0p4jnvFEcS3VnBUEK2AVfH7aQqu4Ozwfl7Z+99pq7iPRclN18W7UsIF//XzGFYxfFaQVLqbaMjkxjdMDDM9ZpZQadWyKnQPAHdH30nEimMrHy1lW1hZ+SgHOp8pcYTTT1+undMjxlzCYDDMD+oCraSdYTLOcKlDuYmCzrO35xlWJO5nafwuM8I+QeKBKtbWvI27mz7GxcGD7Lr8HXpTF8UfvePR2iFXSOOzhcxIBsNtmBUj7YZRynw1LA/eRdK6+dd3fWwF+zp+hNaOODo2X2iJbODQ4IvG4MNgMMwLRpwBbHwELSF1bwk52v8KMX8lDZGVpQ5lThMLVHBP08c407eD/R0/xmcFaarYhM8KABANVhEP1tz0tmow1U7QFyXoj5cm6BKimN0pH+cCptM+i/CrIEuC61zLc04avxWc1x12rTVnR/axpczMqzQYDPOD3txlgvbs6rAP5rq4kjrBg7UfN23tFGApm6Xld7OkbBvtw8foGDmDo3NoNAMdzxMNVrGq6SkiwXIAuoZOURY1BlaGO8N02ucA/Zl2ooGKUocxrYwU+inoPFWB5lKHYjAYDFNCbWAJx0fepD17mrpwa6nDAeDk8C6WxDbjt8z0jKlEKUVdbAW1FWuvLXN0gTPd23n9+OdpqtxEWaSJC927WFx9TwkjLTFmpH1SzNpOu2dxqoBnEZ4wci1lu9KO7PQ3GaTjEx0UU2l2Xv4nmiJrID0mWooIja00YiK57YniVOFcC/oq8V7zKv7j1s6Pg/luEv6q0ZGfYqKm8UV7FShOs5B4RpHetpTofeOExK5S3fYothTrmHT/SAI3yTXSq2OodE9NRNTsUagrZjeV2j/BCVl0JvXqsCohiCUlRHFqMfGmJP706uQq7XMyxydevztXpRdLUnDVNdSHIuOMsGfwWZ4MLhXK9tiGSWLeRMzTeuOfA8M9/SxN3gfB0M3rCa7TYkKCQMBdxkTccCWkBAnSvTIpwao3JGdf3dfvXi8o/+hR4evn1QZag+upb2zjXP8uLgztoCG6ksXBNbKLucFwG2Ztp32h0l/ootfpoMG3lIAK8cyl/wFAQ2RFiSObXvI6h08JDwODwWCYw2yJPMGpzL5Sh3ENS9lkC+4MKYbpI+JPsrLq0ZuWzaOhpAkhZo4yeGb+TpKeo1wsnORUbj9vpn/KkDP6635Z4h4qgo0ljmx6CVhhMo55kBgMhvlF3CpnyOn1lFlkJmhKbuBkz+s4eurfIBsMhunFdNpnGQrFEv8ayu1aXk0/TWNkNa3xraUOa9pJ+KoYzHWVOgyDwWCYUgJq1ERntgxKNCbWErAj7Lr8HXQxXwWDYTrQM/g3TzGd9llGTqfxEWCl/y4ALo4c4icX/4IXrnyRoVxPiaObPhwK6Pl8pxkMhgWJUoqYVc5QYXa035ayWVPzVrpHzpJ3zLxqg2Eucds57ePFZp4FHhP5BT+bUhlK4lTJhVI6D1MwapGwqhjW/VjK5vHwxzjlO8apwR2kCgNknBFiqhKVFlwCo4IlckZYT4pRch0MuueXq4y7gRdHaoqJsyRR05io7OzwfprCq0ZFh5LAdA6KSSftSiptLwnSpG0nIeLyimeRWTE8OhdPyg1XwKsjoyT8FCnSfkmOy9rx6CIrXT/BfVP5JPdFIRhJDCoJmD3WOc/LQB4akoTEkqLXa30XHa89unFOA+NdVsuopCN7lkr/HU5z9OggiyQSzbmnwVzs3kNZoB5f2gGVKlqsEp4DOi24uBYTlXtMFiA6r0rrScJdr22dx+ezdI9Kx6yE8wqykFVF3M/nSQnG5zAmT/vkmEW9ZQOAXwXI69GHs6Vslifv48mmz/Jk02epDM3PdIhaO3Rlz1MdWFzqUAwGg2HKWeRbxZXMKbqzF0sdCgAN4RXknAxHBl7GEdMXGQyG2YjptM8yQirKsB4odRgzSnfuErayKffXlToUg8FgmHKCKsSG+GPsG/oFhVkgAA3aEbZVvY+RfB8vdXyFiyOHccz8dsNMYOa0TwqT8nGWUW7VMOz0k9VpAip0+w3mAZnCCBE7adz5DAbDvKXC30DMLqcze5664JJSh0PACrGl8l30ZC5xfPB1jg68SnWohaAVwVb+0T9sbOXDp/xEfRVE7ESpwzYYFjSm0z7LsJRNmVVDb6GDWt/CsDqO+pKcTS2stwsGg2Hh0RBs43Lm+KzotF+lItjA3cH3M5LvpzNzlryTIa+zZJwRHCdHXuco6BwDuS4sZbEksJ6mwAozyGK4I8yc9slx6067Ui6RlSyukkQyRWbeeBRdzXZxanEbxMmT0kPXP4hukNL5EhpQ0d1QWCYJUb3mFBYFP0W2ld6+Kk1YxUgVBq/vSzg+2e3Sm1PmVDNpgelU121JKJ3z6Bw4GWHeZF+nC623fG49ilM9HorotixpwqS6JJVb5Dx4Fv56dE4tUoh7mXRNRXdXoVypWI9tgST8hCLOxV5vAaFszy6wJexUiqL7XJ5aq5kjudfJZoYIWCH5GniNOyy8iR0cdi+THD5H3OLTsLZZxJhrqxr90zdUCG1rBpxujmS205k7x4bwI9hqrAtRRFTpWQzs9Xkj3X+CcHRSInABqV0qKlSXrp/0jO03A1WGiTOLesYGGBVlDut+fGrhvATJOmn8lmwJbTAYDPMFnwpQ4aunM3++1KFMGKUUSbuKbdF3oFCczOwpdUiGuYiZ0z4pTKd9lnG5cIakVU2FVV/qUGaMruw5yn1GhGowGOY/zYEVHM/soj13dta4pE4ES1msCG3lYu44B1Iv05tvn5PHYTDMRUynfRbh6AKncvtp829YMPMFtdZcyBylMbSi1KEYDAbDtFPla2Rt+AFOZHaze/hn5PTcMziKWAnui76XqJXkYPoVXh74Fleyp0zn3WCYZkynfZagteZwdjtRK0GFtXBGnfvznWjtmJF2g8GwYKjyNXJv9F2ErCjbB78/K9JATpSgFWZJcB33R9/H6sj9nEjtYs/wz0b1SQaDhB6VMs3E33zllhOnlVKowDh7PUHUIinAioqwJiHCEwVkguBEFK55RRKcaEl8Joj/JqDpu1E4pbXmqLOTITXA1sQ7sK0bXOik8z0sFBQS5oT7BWtEaQQ/EXMvEwRNooBoIkJGQaxUUHkcCmRIEbKiYwUJdceji+WkRM2iG65HQeAE6rVnIasohPS4nuQSOENukJ7xGKNX50DRudjrIYsCeW+itwnt0yte65NXV0Wv99Q0vOETxYiSONWr66eEKHYV7mfJedPrfTGB6yk9q5xU2rVsdehu9jkvcnTkDVaH7hldKLiLKkF0mi+LuJb5+oUOc/7OhZ/FxMU3raMUlaqW+6Lv5mRmL68OfAdL2USsBEsCa6nx35wFTQWFZ5V033utN2Kb6DF5hEcHdCU5zY7vG11dV9in6ByeN3nxDRNn4agdZzGX9Rl6nCvcW/YBfJbQOMxjKgONRO0y+nLt1NlLSx2OwWAwzCirQnfz6vDTXMxV0uhfVupw7hhL2SwLbaYtuImMHmGg0M3h9GvkdY6GQGupwzPMFubxKPhMYDrtswAfPhQKn5J/uc9ntHYYKvQS91WUOhSDwWCYcfwqyJbwW9mRegYLm3rf8lKHNCmUUoRUlJAVJWLFeXPkJ2gcGgNz9weJwTBbMHPaZwHVqgmf8tOZPVfqUGac9swZQlaMiJ0sdSgGg8FQEmJ2GVvCT3Ao/TopZ+j2G8wRYnY5WyNPcSq7j90jzzHsmNzkCxmFmdM+WcxI+yxBQ0nNQEqB1ppTI7tpjW5eMNlyDAaDQSJul1PvX8qFzFGWhbeUOpwpI2aXcV/0PZzJHmD78A+J2mWU+WoJWVGaAyvFOeAGg0Hmto6oaryYURI35txuX0oUrMqiH8/OgR7xLFidhEBR/ik3caGf1pqDhdexsan0NboEK8oviHakc1sQji/kjruQDLtjEJxTfYJ4SWXcqcm06BRXZJrPOBHYQLadvJOh2m6+qV6IwsOpTiXmUXQquuhNEq/1Xayz0xDPbEI8Nzl3fRfdCD3ep17Fxd6F797x3tZ5E+R6dQKddSJkicn8cPfaPojO0cI5dLxlc5nQs0sQIzrpzE2fm/RSdmZ+Qat/PdaN9TnibrcLYfc9ID7QPQrfRadZj46mRQWrY+fbVj5agxtZElhHZ+487fmzXCwcpclqRSlbFN9K11Qc3JFcc5V0LMK2wv5E0an0nJtI8gGv4tSFgEkLOinmdw9gDpAlzRV9lo32Qzc30guAzvRZagKLzSi7wWAwADGVJGol6cifLXUo04KlbGr9i8npDEsDG7DUJDK9GQwLkIXVS5yFBFWYMlXN/sKrDBf6Sx3OjNKduUClv7HUYRgMBsOsYVFgJeeyR0odxrTRnb/MsDNAs39uC24Nd4aZ0z45TKd9FrDZfoQyVc3r/d9dUI5yOSdFwHK/9jUYDIaFSo1vEYOFbrKOO6/7fOBM9iCtQTPKbjDcCabTPguwlM1iayUWNj35S6UOZ8aoCS/l4NBLDOS7Sh2KwWAwzAosZZO0q+krdJQ6lGlh2OmjzK4pdRiGUqBn8G+ecmshqtZupzJJuCEJeYoJUyRRmUdnREn041UsJgkKJyP0E90XJzEn3VIWbcl7OJs+RFX8BiMKr8IpCUlMmnMv61/mdkT117od+OK7BMGxJTgMDshpvdS4eKqtRk4VdrB36Oc8VPWx69sLQlvRCU8sRLgGkgBpMuJnjwKiiYjUvLp5ioNT810LIZ1vSVgpCTU9OhfPiNtyMSbj4ivtbjKiU+lNn9d6XEzwOAnNihdHzqJlSG2GIGBWHo9ZT9LB0nMdsywSvmoGdA81VsvosiG3Q7WdSojbusrNutttsY5MRltUbNtx96SjHdJ6hLAvUaQxu2GXgjhVFG8KSRjEaCSxqyQw9fp8nQBzQghumBOYlI+zhJQe5uzQHlpim2a87HxmhPRgF5GyeizfzBg8Xcmc4tDQS6yOP0hNcMmMlGkwGAxzgbhdTnvuTKnDmHKyOoVfBc3UmAWMkNjHMAFMp30WMKT72Z1/nsWJzTRH18x4+Wff/A7dZ3YRiJbTtOFJEnXL8eMefZ8qMk6Kg0MvsjX5ThJB85rUYDAYbiRml3MyvbvUYUw5PhWgoHNknTQBy/0212Aw3Jp5/l599pPRKXbmf06rvZ4l8ZkfZQeoXfkgALY/xKlXv8aeb/97Rgbd8ykHs51cHj5KV+ocqfwgWus7Es5eSh+lJrCYhK9q0rEbDAbDfCNqJUk5QxS0t3zxcwWf8tMcXMWBkZcWVNIFww2YOe2Twoy0l5gMKRQWlaquZDHEqhbR+uAv0XXyTQrZFNmRPg689Fes3PYJElVLcJwCJ3d/i4GOoySDdeScNIPZLnJOirJgPasqHyMRqPWcb91nBckXMd8yGAyGhY6lbCJWguFC37wb3FgW2sIbQ9+nI3eW2kBLqcMxGOYUptM+Q2ityZBimAEG6WWRXomtfMQpp8pq4OX893m48EmCdrQk8VUu3oiTz3K++wIrH/+XWMM5jmz/EhX1a8iM9ALwQMMn8Fn+seNx6M1coi97hb0dP8LRedZXv52KcNNty8o4IwwX+tBay4Ihg8FgWODE7HIGnV4SzK9Ou6VsYlY5OZ25/coGg+Embps9Ro/P9uLVCriY6t8WlgsZHkTLbo8ZZWYEIbtDMdV5n9PJfuc1HArEVJIe3U4oUE5jcNRcYi2PMDDQyy+u/B3ra99JQ3zV9Y2lV4jSKLV0HsT13Iv8Iw4Xjv6c9jNvsu7Bf0kkUYtToVhf9a/pPLsLbcHi9e/Ad2Tk+rECFZE2KlJNLE3cRWfqDHs6nqYptpa26F2y0Ggsm0NzdC0nR3bi+MAWlP9SNoCZQKxLUmajUtW5ImWLGSik7COS48QcsNIWz7dwLEo6Po/nQc4U4y0W0R69WNlIWTukzFZSmypkwpEypHiddjDVGS2KZd6axCRMKeuG5+wewjNItJOX9ied14LH6zkBbtWWxO1yhgq9Rb+3Uu6sMNLzVcrCIh2fnLFNyMwiPduFrDxFy1aKwaFeFoU3oAJBcTtAzPaipMxiCFnNpHKlvsdkKHafSde0hM+M2cZ8Nj6aCcyc9hngrHOEZmsZD/vfxxbfYzSqVpxxjf2K8N2EfUkOdjxDwREa42lkZKCdSydeYt1Dv04kUXtteSCcpHHlo7Te9SF8gcgt91EdbuHe+o8ylOtmZ/cPyN3CGORS+ij1oeXYyrzoMRgMBomYXXHLTvtcJVUYJF0YJuGvLnUoBsOcw3TaZ4Aaq5nzzjH6nW4AQipCyhm6aZ1KfwMPt/wqtuUnnR+SdjNt9Fw+RFXTBgJhIe/vBAj7EmyqficxfzkvtH+Jw/0vcn74IPt6n+X4wBsM5Do50P88p4Z2sSgy81lyDAaDYa4Qs2490j5X6Uifpjq4GGu++0sY3GhG31DMxN88xdw1M0C91cJSey17Cy8BECBExhnG0QX2Dv2cc+lDDBX6GMi0A/DSub/lTN/OGYsvn0vhD8anZF9KWaxKPsRDNb9Ef66TjvRpKoKNXEwd4dXub+K3gtxX9WHKAqUT3hoMBsNsJ2zFyOksOWd+zf3uzl6gOrio1GEYDHMSMz9hhqhQdRxlFy/nvk+ODGv9D3MmvZ+u3HkK5DiXOYhK+8kXsrSW38uJnldIBGvwqyDx4PS+RgxFKxjoOjWl+wzYYe6p+sD1z1aYI/0vszx2tziv1GAwGAzXUUoRs8sYcnqpYHJvQWcTxlhpYWPmtE+OW3baNW5ximQLLgmpdDExYTHRlhckcap0/8+E6EMSit3C4jxCgkftD5HSQ/hVkGConJMjuwjbCTYnnhzdPhalJ32RA93P4lMBtl/8OgrFY/WfwW/dINjxKk6VUjBWuht/e+taev7+R3Q3ZLFDYQDqX3XbZjNelAzyuRbKrQkvpcY/Nrpyu1dXkkBuMq+7PApMJUopOhUR455HD0Hp+KQfeZJAWNJ4Sm2GKOj0VoYsTPb+I7SoaHX8epI4UhLXTUJ0OilrdVE8W+SekoqRrqnHc+NZnOoxBa0KCC7QkhDV9lYfRhd7uy5ifbih7JhVzkC+iwrL7RptDY64lomIyR+8xicJuYVnn7+Ik3Y47FpUllvEhZGj1JWvu54mWHp+SfUzL1x7qS7NgOi06P0jPm8kcersTwJgmH2YIc8ZxFI2UStJQI06wYWsGGH75mkp5cEGRvJ9pAuDLElsRaM52Pdz9vX8lHRheua6+2NJEis3c+FH/zAt+zcYDAbDxKn3L+Fs5hCO9It0jrIosZGck+HS0KFSh2IoBcZcaVKYTnsJqQ4soid3mXTh5lHtiC/J+qonWV52H4/UfYqyQB39uQ4ujhyZtliujrAbDAaDYXZQ6WsgZic5O7yv1KFMGZayWF35Fo70PM/+zp9wdmA32UKq1GEZDHMC02kvIQErxKLQKg4NX7d0Hsp142iHusgylFKE7BgtsU2sTD5IZ/rMtMRRyGbo2fUSDU98eFr2bzAYDIY7Y3lwK6eGdpJ15k/HtixUz70NH6c7dZbD3T+nL3u51CEZZgDF6Jz2mfibr5hOe4lpDW8hqzOcSY+OpPRlLlMRanKJdcoDDQxkO6517qeKfCHD2W/+FU42gz82f8ROBoPBMB+I2WXUhdo4Obij1KFMKY7O4+DwcPNnqAkvLXU4BsOc4LaOqOOFNrLoShCHFBMVeRUlSXgVsU5CeDMpPLrFwv/X3nsG2ZGdZ5rvSX+9K+9QBW8bHmi0I5tNstkU2WzRiJQbSSOttLuxEROzEWP/7OzG/pgfuxuaiYlVjGZXK0NRQ45ENo3asJumDdEWDTS8r0J5X3Xr+ps38+yPQgMo5HeBLNyqulWF72F0EDhI82XmOSfPPXne78Ut108FwN7g03g380M0ZLsxnruGFmsjUCrPb3czbg0CumKhWJ5FACHv8cKE+VHA8hRVwsatP9uVAs6d/wcUZvrRntyHjtdu5wQWU2nv8Wyv6ZMsE250VRwLSeEO5XBHCXT8ikmXODMNLVqsrS75FSP6pRbR21pdKuvbGdancJ7a17c4tQr0c/a2Ddrx1Wc99uviu+Ru0pRY3L8zrO8EIj7FpKRzJyVupPomyjnV8jp1kv0X6ZIK+HVKpZ6BJOLebB3A2zPfQ6e+HWEtPr9d3DvJQgpHKfFmiHhffPLOuRPqmv060gLkO+OTd1qlnJvXdbkW4BDbEXEv6h3rB1Ig6lN0Wm1M4dNZ9qFknedQXwl4pn0VEFDC6DJ34sOZHyNtj6HZpGcdwlocb0/9V1zIHq/5nNncGD786M8QDKTwuT3/Frs7v1zzMRmGYZilx1QC2Bw8iI8zryPvZOodzpIwUxrm9I8Ms0g4T/sqYaO5F02hzQioEWiKQW7zSPSzqEgbx6e+h03BAzCU+Zl0R1Ywlb8OQCJmtMDUiJn4OxgbP4PLV3+EzRu/iNaW/VBmi0t9OQzDMMwS0mXtgi1LOD7799CFiZ3BL6Eh7E0FudIU3RzmioOYtceQq8zAkQ4CahidwV2IaW2e7R3XxoX0W5guDeKR5OfrEDFTT9bzevOVgAftqwQhFET1hntuY6pByJtpHxUokNLFjeJZXMufRNhogKpomC29igarC9uTn4aFhctjXOni6rVXMD55Fvv2/D4ikfZlux6GYRhm6RBCYHPwIDYFDmDKHsLHQy/iiU1/AkMjlrosIxVZxnj5BsbtG5itjMOFi7jRhJjejLbANqhCQ7YygxMz/4gtzjHYbhGTpX6U3QKSZgcy5XGYagiPNX2r6gQVwzA0PGhfY1zMvAMAGChdxFxlAgUng6Ox5xGOzw/AK24ZvekT+OXgfwEAPNr9e4gH2tA79R6G02ehBSI4fOB/hK6vbEfPMAzD1I4QAg1GBxKyE5O562iL7V72c7rSxWRlCCP2NUw6Q0hozWjRN2Jr4AgCSgTKXRqARnMDGs0unJr9KaJGE7rD+2GqIXw8/TJCagJ7E1+4bazEPFzwTHtN3HPQLoTwigrXqAV9NXHkgx+Q6HBqFVgQwpu7BTA9xh5E1SQu5eYH788kf3/eLfXmvhpUbIkcgXQruJ75EB/1fw9howElJ4cdqaeR0togBrIA7jBqokQylJjGp2udWyYETYD/+7PaXEjvYqmFpDcP6i1bhOjxgc/hUzC3Yixx/+JbsFqLOLUaPp+p7/pEtR/SoZUQ0q1Am6p2DvI+Uu61lJCVdMH26X5KuVgSfZMww959KXEq5fpZzfnb53Mhnz3V95ZKnrKgDKOUnYIQd/Tlft2yCUTQ69VRys/ieuEkhktXEVJjaDU3Y4f62K2lmbfP4Y05jBieSH1zQdnB2K/BFJZHJCwJt22hE8OTWt67VLug+ljqmRLvyKqOqD7FrUx9EUL8BYAvARiXUu6+WZYE8F0A3QD6APyGlHKm2jHqAc+0rzGiWgoxswlj5T7knTRt4Qxga+wxbEk9BdstYLJwA6nABphq0HcHzjAMw6xeVKHBcYmsK0tEf+4srqTfQau5EcdiL9x27672Q8UHIS3G2UOY1cJfAvhPAP76jrJ/DeBnUsp/L4T41zf//q/qEFtVeNC+Rnk09gIA3PMToxAChhpEW3jHCkXFMAzDrAS2LN0eSC8h6fI4bmRPIW2P40j01xDWkkt+DubhZbUIUaWUbwohuu8q/gqAT9/8818B+CV40M4sBbwekGEYZnGU3Dwq0kZQia75PjRnT6PR3LAkx5JSYiR/CX3Zk7DdEjpCO7Ej/ilo5VUywmKYlaFZSjkCAFLKESFEU70DuhsetDMMwzDrniH7Ci6VPkRF2thqHkS3ufwCzuWiIm2ky+OIGo01H8uVDs7O/RJzlSlsiz2OBrPr1g8aCU4HzCwhEiu5vr9BCHGnjfCfSyn/fKVOvlw83IN2vzMtlMvcCs3SkGIcqtJTznO1CEwJYZBvV7iVapS1OOn6dPatiVpFlSsg+qZEfVUFVkt+8ge/vlrEwKQgkNKp+xanVqnvtTj2knXWp8B0qQXMNULfH5+OqtS+1PMzvCJRYd7OaOJKF2czv0Kj3oW8k0ZAi90WuVJOoIQjKiXUJB1DQbchRffpzkv0+eIud+vxwg3E9WaYrgHcua6dEt/epz1fzX+AslPAo9HnoUIDSqVbCT4ozZRcTE4HYv07Jf70nSjCr4Mp1QaouuTznUY6mlZbm78G2uRDwqSU8tAi9xkTQrTenGVvBTC+HIHVwtpMBcMwDMMwPlGEgqcS34ImdLQYm9CkL82yknpQdHK4nHsPPaF9NR/LlQ4Gi5ewPXQMqni45/CYFUKu0H8Pxo8A/N7NP/8egB8+8JGWCW6lDMMwzLonqMbwSOjpeodREzP2KM7O/RJdgV1IGbWb413IHUdCb0FIjS1BdAyzdhBC/B3mRacNQohBAP8LgH8P4HtCiD8E0A/gG/WLkIYH7QzDMEtETs5hyh1Bo9KOIJY+swezPnFkBWNuP0acXuRKc3BkBRISphKAIQIwyyEU3RwKzhx2hB9Hi7Wp5nNO28OYsofwWPyrS3AFDOOPVZQ95jer/NMzKxrIIuFBO8MwzBIw607gA+d1AMCIvIFH1WfrHBGz2nGliyHnKq5XziKsxNCubkbMaIIGHRBA2S2iJAso6xXowkLKaINCCjAWz7Q9gpTeDk0YS3I8hmGWn3sO2iUoEZFXuLFiDpF+BY6kEaE/IYhvQQxxzb6d+qqenNi2FhEsJbKhjDGoMtJ9sY6i06WuY9TzI4RwpANmLQJD0O3Ft1viEkNe32qZCllJ/D7Te4hTNRgIuhEEEMZO/bD/c/t2RKXaaQ0Ct1r2raczNuU2SonpKUGnX2G/RvXlhCMq4VQKAIJ433zyfpBSIu/OYcoZxo3KBQTUKPYnv4S40eLZxwTmv9cQbqxybs57YlIESZQJgSatC+9nfoKN1j4ElHBNruGk8LMKpCEg1Qb8utzWIDpdluQKPu/FSrgUr0rYXKsmeKadYRhmCYgocTxhfLneYTCrmDG7D5dLJ+DIClJaG3bFP4OU1VmXWKJaA0wlCFeySzbDrBV40M4wDMMwy0xF2jhbeBv7g88gobZACAFh1Vf3YClhFNwsQmq8rnEwDw8P44fcpYRTPjIMwzDMMmPL+aU0q8mNNahEkXeIZTYMw6xKeNDOMAzDMMtMQAljk7kPv8q+iEvFDxa1Dny5CKoR5F0etDMrxErlaF/Hs/n3XB4jsDJiOFLU5LdD8ytYpX6e+BS6kM6ixL6SEulWE/fUMtNCxejX2W2pXxQ+nRtrPuZK4NsB099v3cW0nZraWQ0um4L4VulXKLtiLn8r4Zzq9xwqtV2VfVdAcFWTmK2WfndRpxG46JzArJzCZmUPGpRWX/HkZAb98hLKsgQBoEXtRrO2AUIjXltUX1ckRKJEfywI91PKERqhoHffaNS7HQBBFLuxEDagE62VT+F039/jlPIudmz9HSjKwusxh4hBdNHr2kq6lS7S1TmsJjBpD1X9d7/uyFXfc7X0az7dVMlECsQ7uybR6SLahe82uQp+tDFrD55pZxiGYZaVMkooIoeT7pvIy+x9t5dS4qPKzzHjjKNF3YCE0oKPy2+iJAsrEO3yYmhBHNj423BcGwP9v6prLAmtBenKBBwWozIrgAAgpFyR/9YrPGhnGIZhHojj7st4w33xvtttVfahRWxADElU4J01vhshBA5qz8AUAVyyT6C3chZNaidMEViCqOuPoqjY3vEc+vt+CVnHAYYmDETUJGYqo3WLgWEY/3D2GIZhGOaBaEQ7Crj/zLklgtiuHljUsYMijEPW55B1ZzHm9KNR7QAATFaGbg4yBVr1jQiv0cwnITMF163AdW2oav0MjlJ6G6YrI2jEhrrFwDCMP3jQzjAMwzwQW5RHlv0cYSWOsBIHAEw4g7hQfh/txlYMl68g7UziUOjzyx7DclBxSjfXpdc3k4wuLOTcdF1jYB4ieCl/TSzfoL1Wx7wa3NlIljrFFuk26i2SlKAJoJ1OKfzGXZOQ0Z8bHSU2Ip1ml2PRld/74PdTM3k8yjnQrziVEMKtkOMdFQ+JTwEt3XaJyr0MrphLLhz167ToE1GLQzFQkziVqk8K4fBZm2h4ifvdapDt6v73cazSj57wfmwI7kE+ncVI8Qpm1Vkk9GbvxpQQlYDqo4XhnfmWBtH/RSz6mJr3+oafWpiTfe7SxzBz3Rh/IrygvP2XIc++er93LX9NSQXuuNcVlKEJnRRqCpP4AkC1gWqO42TSBJ8CUwrS0ZtwOqXiqUF0uhxC/IfWEZWpCZ5pZxiGYdYEKbUVF7Lvo+TmMVa8DlXo0BUi+8sqR0qJmdPvIrJz+b9U3I+Sm0dITdQ7DOYhYT2LRFcCFqIyDMMwa4JWrQdPpL6FjD0FFw4ajE6EtbU34MxcOQM7M4v4viP1DgVFNw9L8aazZBhm9cGDdoZhGGbNYKkhHIg/h7CagLJSy3mWEKdcwujPX0Tr574Godb3Y7eUEnlnFqbiXZLDMEsOmyvVDA/aGYZhmDXFjD2CvJPBtD2MEzMvrak84xPHf4pg52aEOjfXNY6yW8SpzGswlSBiWmNdY2EYxh/3/pkvBEC5z/mhnuuWSIGHv3gkJXRZYjEbAFrIWgOkI51fMS8pAPO3L7k+bTGiJJ9QwiJSFFgDZHTk9REiOup2VREqLbWoyb9DK+XsuzKumBQr4VZaS7sg963RrZcUple8ZX6dKP0Kpcn2TN3XpRa0o0o7Jd4rvu+3qsLSY1AVDY8kPocbuY9xvXQaW2LHFh7PJNa6U06ZecKwiRCxCsc7G+1YundfAFL1xt3x0xlkCuO4cv09PLb1T2D+dAaVqDdGLV30HpB4L5GOqOSz98aSc9L4cO4lNBs92BY6CkWoACU6JQS5KPkT+M4H5NOVm+wT/b1bahGd+m5ny+GI+lAi6zs2XAewEJVhGIZZUwS1KPYmnsXHM69CFTo5gF1tSClxYehlbGr+FEw9fP8dlgFXuugtnMKN4jlsCz2KDmtbXeJgGObB4EE7wzAMs+ZoMDvxaMM3MF0eRFt4R73DuS9j6QtwXBudqcWZTC0FOWcW4+V+jJSuwFSCOBp7fk0KeJm1j+CJ9prgQTvDMAyzJglqUQS1nVXWp60uRmfPo6vh0Ip9FXClg/FyH/qLF5BzZtFsdGNL8DAa9E4oyuq/XwzDeOFBO8MwDMPcB1c6SBdGUHbyCOgxRMwm3/s6ThlTmevY0f7cMkY4T8nNo794HoPFiwipcXRaO9BsdM+vW2eYesNr2mtiGR1RV8YlkIQSL/kVh1CCE0qrUutsCXWeGgR35D2kyvyK9XRKpOYzvlrd8ShnvsUIXh8QSjBHipwIkRmJrCLMo74PEtuuiKDJp8CKEo0uJj5SdFqDqylZZylxI+EYCp0QD1peQaAMECI8yhW4Sn2QxLbq5Jx3Q0LYJ2cJW3mfz8rvcyEFq3718dSzq9YuiPtAPhefzsx+273bmvKUTe2LesMre/eNXcwu+HuuMIGP+/4agIRlJZGfGoeERFI7gHjnLljRRmhG4Nb2kb7b4tayncPJM3+JFmsTrNkygNsn1Ecpp2Gf/QvRl48Xb+Bc5g00mxtxOPk8IlqSdhH1Kzq1bW8ZJd6s9g73/d71KTr1e27SJXWpEwDw4JNZeXimnWEYhnloKGWmkJ8cQqLn/m6kJTuD4clTuDF6HD1bvoDW9sMQQkBKiWxmGEOZ0zj/8n8AAHQd+gpadjyFSimPyalLmEn3YXauD7ncODraH8X2yp5lva7ruY8wkD+P/bEvIGG0LOu5GOaBkIBYmeRk6xYetDMMwzAPDaOnf4HJi+/g4B/+n1W3sSt5XBl4DWMz59GU2IFD2/8AZmvnrX+fH7i7yE8PwwglEIg1wS5mce6lP0UhPY54uAPxWDc2dz+LaLQDqqJDXBtdtmu6mv0QI8UrOJr8dVgqGyUxzHqFB+0MwzArgOtWULRnENI5a0c9mRu6RJbbpRzmRi4jPXwJ6Rvn0JzchSf3/nNoqjX/73dsOzF2Fpcvvoj2A88h2fUILr72ZyhlptCx/4uING1EbIBYVrIMSClxNfcBxorXcSTxFZhqcEXOyzAPDK9prwketDMMwywDUkoMTnwARegYnzmPdHYAFaeEA82/jsZgd73DeyjJjvWinJkGAPS99V3ogQicXBb5mWEU5sYRbdqEaNtWbA89joBJ/7iSUuL8mb/Dnv2/D2vLTkz1fgTVCGDTk78DcWs9+vIP2qWUuJx9D5PlfhxJfgWGErj/TgzDrGnuPWiXknTrq4laBJy+HRQpFz2/wlifIk+/513EeUjnQPJafAq7qOORAj6fWQV8xlIrghIbVagyyl2SECBR2/kUsy216yoA0pySFN+SglXKEdCn2y+xXS2upLTzpv/9SfyKTqk24FOcKoXAuZmfI2l2oDGwAbpikaFIYl+7YeHAKJ+bQO/1n8Fxikg1bEeqYQdMc17sOJK9gN6xtxBJdSO55QC6G38D0xOXcPrMy2hvfQbNm45BUTXETk96r4Vw6ZSEKJCsn1T7qUWER91Xoi+o2lb8Ckwp7jim49oYLV5D3klDVyw0W5sQ0CLz/0iIKJXMQmdRx61g8Px38ciWbyIaasPk7BXY+Ty0QDM6OvYgFu2Eosw/cxXePmN6+/w53EoZ8nUHA4Uz6A7tgpJKwrlsoxK+Has+OOO9FkocWSYG91QbuKv9SClxsfAuZsrDOJx4HsYndZi6r1T/Tm1XJhS5foWfVfogUjjq85jkvj7rMYtOVzF8K2uCZ9oZhnmomCj2YjB3FpPFPgxkT+No8zce+FhnPv4bxBM9aGzahcmJ8+i99jocpwwhFOhWCJv2fw3J1p23tm/eeBThZCf6Tr6IfHoUmw4/+LnXI7ZbQsnNQxMGXOkga88iXR5H2h5H2h5DXG9B1GhE1p5Gb+YjHEh9CVG9Eff7CeBKBx+P/AiRYCuakjshhEBnyxEAgGMubuIh03cReiSB1se/DAAIpFpRnB1HpZiDZi3/enIpJS7kfoV0ZQKHE89DV7yZjxiGWZ/woJ1hmIcKVRiIG6043PRVvDH8F8iUJxAx2hZ1DMexcf3qKyiV5tDR9ThCoSY0Nc9nB6lUSpDShZsM37Fc4jaheBs6dz+HG6d/siTXs14YK/bizNzPYSgBVGQZCjSE9QRiehM6g7uw23galhq+NUs8kr+ME1M/goRE1GiCCxeWGsbOhs9CV0y40sFMYQATuV5M5K4hqMexa9ML5DPxS2lmHIO//Hv0fPmPoAVCgA2ohoVQczeyI72I9+xeqttBIqXE+dxbyFSmcSjxJR6wM8xDBg/aGYZ5qDDVIMpuHqrQsDF6GJfTx3Ew/PVFHWNm5hqGBt/DY0/+GxjGwtlVTZsfSJXvMTjUrQhKuRlI129i9PXNSPEqLmTexuHE84jpjbf/4R7L71qDW9Ea3Iqik0VGpqEIDcPZ8/hg5L8hbrZgvHAdphpGQ2gj9jQ/h5jVCld58FeelBL9P/1btBx9FsHmrgX/5paLUIjlVEvNSPkaZu1xHI09D40H7MwahPRcYXzDg3aGYdY948VenE+/gaAaQ8nNI2XOD7q6wntwI3MKE7nraAxt9H28RGITgsEGZLMjSCY3LzqeQKQBgWgjBs+/jlImgopbgu2UUHFLqDhFoFDEBnMXLGV9p++TUuJa7gQGCudxOP5lRHSvIdL9sNQwLCMJAEha7RjNXUbRyeJg8uuLci29H3PXzkBKF8ndjy0on7r0ASqlPMJti68Hi0FKF1dy72NP5NPQFMIIiWGYdc89B+0SDy7AqCpwq0EM4tuZ1K920K+Yipox87kdKY6rBiUY8iscpWZ5qH39usWSDpaEKyYl8K02w1jDZ2lKOCocIm5CiCooV78i4UJJlVH7UjMFi7g2qo5R9URSLhSEc2otgtWlFqfWDNWGTGJGkXAwRYAQlM5l4EoHV+few6bgwfnlFZqOBmt+0K4IDbuTn8XpiVfxeOD3YdyRMk8QAmZjPAdgfrAZVKKwx4ahiw7yUnRCiygqt5/LrtjTuNT/MwzoBjTVgqZZ0HQLupaE7UzgePZFHGn5OiLG/MyzKBS9ByQEmIJwWKXauKT6Yr/9vQ+x5K3zEIJC17YxXRnG5dwHUIWKY7EXYMoAIcz0mYWlePvetKANEIBwAsBdgl7V9j5TlXL7vcsNV0oXY+++gvbDX4JevL29XpCYPnMc3fu/Aiuv4pbKjhJ1Un2Ez0QPUlWRrkxAgYqEaIKsVCAMIluMQbj9UhD3gYzFp+iUFI1W259Fp5+caGXOs9rgmfaa4Jl2hmHWFY5r48bsCQghELBNXMudQFCNoT2wHYpQPAPdlNWJtsgunBj+PrY3fBpxq/2e655zpWlcGHoZ5UoejdGtDxxnNNiKw5t+B07QO/DWxDQy5UkUK9lbg/a1jisdTFWGMWH3Y8LuhwoNm4IH0WJsnL/fqzRDh5Quzg79I4xwDNHOHZ5/DybaMTN4DvG27csax0xlFEmtdVnPwTDM6oYH7QzDrBuy5Sl8NPx9RMxGGGoQ4/lRbAodRLO58Z4D8a2ppzAwdwpnx1+Fppg41PYNaLg9a2k7BYymL2IkfQ7Z4gR6Gh/DhsYjUIS6bBnM4mYbrqc/gKYYiJtt982QslhyThrpyjiajR6oovZXgZQuJuwBVNwSmsweKFCQdzKYLY9g3O7HtD2EsJpEo9GFg5HnEFLjNYlCVwIpJc4OvYSCnUbPM/8DGW/H3i/g3Cv/AZO9J9DQc3DZYpmujKDNWN4lOAyzrEgAD+kHhqWCB+0Mw6x5Sk4eY7MXcHX6OLY2PIWO6HwmF8xlfO0vhEBXbD86o/twcvRFHB/4K7Qn96LilJArT2EmN4BUuAcbGo6iMbLpVj7v5WRT/Ai0OR3npn4GANgTeXqhSHORTNvDmCgPoODMIe/MIe+mEVUbcCn3Hjqs7WjUu2CJIMpuAXPOJAABSwnBUsKwlBA04V16UZE25iqTmLFHMFS6DF0xYYogzuXehpQuTCWEqJpCk96FXcHHbxsA+V2CVUeklDg3/BIK5Rkc6P4mZnRa+KnpAQQTbRi/+t6yDdqldDFTGcOu4JPLcnyGYdYGPGhnGGbNc3zsOyi5eRzt+C0kAvQacz8IIbC/5QVMF/oxXuqDqYUQC7ZhT8fz0FWL1rIsE4pQ0RM7hO7oQYzkLuLE1E/QGtiKjcH9vu3qpZTIO3O4ljuBGXsE7dY2NBndCKpRBJUodMVEtjKDwdJFnM+9hZJbgCEsRLUUAIGim0PRzaLo5qAIFZYSggoNFdhwpA3bLSGsJRHTGrE38gxiWhOEELDdElShzX+JqLbeeRUjpcT54ZeRL03jwIZv3lP4mZ8dRn5mGHu++D8vWzwZZxqmEoTJrqfMGkZAcvaYGuFBO8Mwy44ty+irnIciFHSrO5dkOcaddEcOICfnahqwf4IQAqnghgfKCrMcCCHQFt6BFJpxPfcR3pz6W+gigJAWR2OwBxvC+xYs25BSYrI8iIHCOUzbw9CEgWajB48nvrFgtvwTIWpYS2C7dmy+sJqzpZSwZQlFNwsXDlTFgCZ0mEoQilBvxnmHI+gaTkcopcSFkVeQLU3i4IZvQlPvnalFM4Jw7AJc16HMjpeEEfs6GvT2ZTo6wzBrhXu+OQUWkUnCs/MKzUj5zHJC4TtTDGWZrhO3TieU+9R2AJ3thYhHUplidCLTCJXFhToetR2Fz3soSYtyf6eodh7fMVKHIzLKCIfIPFP2ZkpQ5rzW8SKb85S51JILn1kgAECSGY/81eMlzzLjF7/9QJVB35w7gV7nLOKiEVK62Kw9QrYBJUTMIMei3jJ14T2cmB7ABmuXJ1sI2c4oqDpSIe5rxZvNhKpfAAAqBztxf7Q0UR+ILEhmrBE7Ys9im/wcCpU0hubO4eLsm7g0+zZMLQxLj0JXA8gUxqArJjZE92F38Asw1ABkJgvgrowxVAaRKn2iEAKGsGAod2XokbiVDUI6RMaUakjiPESGKBIqRqI9S+r6iP747uxEl9JvI+OMz+sabAW4mUEqPOo9nh1QEDASaOo+giu/+AvsePKPoOoWmdWHyhYiiOcs7+pLym4BQ+XLOBZ5YWGfECbSgVKzmFQGLOrrRy2ZYqrNnhLbSr/PuRaoPna1ZWshY1z5MFYcnmmvCZ5pZxhm2UmKFjQpHZh1JzHrTGCjuttXZtaKW0a+NIao2XzPbdKFYSRjzy5dwKsYRSgI6QlsTT2Bza1PQ8JF0c6gaM+h7OQRiR5DSE+uepHnamQofwHjxV4c6/oni8qF3rXni+g9+SJOv/6n6N7/AqIyuiT335ZlnMr9HO3GNgTUSM3HYxhmbcODdoZhlh0hBPZqT2DY7UNR5iDu8zlGSonXJ/8CjpyfJWwI9qA9uhvJQCdMLbxg22uTv0JTZMuaXpLxoAghIKAiaMQRNOLzZXd/bWB8kS6P4dLccRxJ/fq8fmERCKFg44GvYnr4HG6c+hGGShKtoe2Im60QQoHj2nDcMhxpoyLt+b9LG04pD0dWEFSjSGitiGgp5J05ZJwpZJ0ZDJUvo0nfgK2BQ8t01QyzwvBMe03woJ1hmBVBCAXtqj/XUSEEWsyNGCpeAiAwme/FZL4XzaGt2N/2wq3tMsVxDKZP44mePwJ4rMo8ICUnj5MzL2NX7GmE9eQDHyfZtguJ1h1w3v4AY7kruJy/CgBQhT7/n6JDFRpURYcmDOjChKmEkHNmMVi8iLyTgS4MxNQGhNUE9oY+g7jWVJsxHcMw6wYetDMMsyrZE30a28OPQYklMJnvhe0U0RLZtmCbYiULUwtDVwPgUTvzILjSwamZl9Ee2IHmgL8flfdCCAWpQBdSga6F/0Ctqc7mF/zVdktQHVHVXZZh1jScp71m7j1oF8K/kKsGfAtCKah9VcImnuoEie3I6/UpOpXkdnQ+Aan5u2ZKlCmpuKl9qX6fuq81fK4iNZCLed/4jIe6Zql593V0fycX0ruUQol706lpee86UnXaWyanpr1lOXoQSQq5iCJKBC4pUTRRVtPMHHX/fYsEq/2Dz7jvas+6EgDKDpq1rvneqiwBlG79ewOaccUVmJy6gCarx1+MFNSAqkQI+Ki2R1nWA7TYj6JMtL8AsTyDEAWSS2GI50cKmMs+BYrUc1oMVB9N1Se/7wGqv/L5nrpbdAoA54vHoZlhbOr67C1hPSVC1tPEc3aI5AMAKm0JT5lKCN0RXNjnaAAEIaCVpvf6yL6AqrNEEXmvyfeAz3fDYsSlPgWvDMN44Zl2hmHWLBJAyc3DYpEe8wCMFa5hKteHY5v+gIW7DLMCcJ722uBvcAzDrFnS5VFoQkdEb6h3KMwao+KWcWHuLexqew6a+vCJmBmGWXvwTDvDMGsOKV30Z0/j4uybaAvtmJ8l5RkcxieOa+PjmVfRZPYgGd5Q73AYhmF8wYN2hmHWHDPlEVycfQubo49iQ2RfvcNh1hBZexofTf8jYkYztseeqHc4DPNwwZMrNXHvQbsioAQWCmWkT1exRanfKbdFUmDqU3BHicUUYl+TEpMSgi2DEAER27mUCHIx6ySpyux3f0p8RrmDUoIhv42IevTUJfs72s2NKQEt4eZJxO0Srp8acc2O4Q3SsbxllaD3OZfj3jI16f2UrrXFPGXGGOGcCkCOT3rLCkXvhqRglXIYJJ4fJcb2KyiknFip9uhz36pQ8ZACRe8xo4FWWFoEphGBZtx0UaX6JsJxkoRyNXV9utxSjpMA7SZJuWJS94GKhxKvU9tR/R/l1kzVL6ou+e2XFiFYFZTQlhJAU/W96M95VUnEPWVlxcaJ8X/ExsQRdEYemT8e1a8R91WbyXvKhOMVr88f1FvkhoglOER/BXi3o9YBU67OJNS72CDqg021XeIc1A2rln2Aas9U3aF2X+/i1NXm0MqsCXhNO8Mwaw5NMXCo5au4PP0WcvZMvcNh1ghnJl9FS2jrrQE7wzAriZz/cb4S/61TeNDOMMyaJKQn0RDswUxxsN6hMGsAV7qYyPdiU/xovUNhGIZ5IHjQzjDMmiVqNGOqMFDvMJg1gCIUNAZ7MJQ9X+9QGObhRIJn2muEB+0Mw6xZ2sM7MVXoQ7o0Wu9QmDVAWE8hV/YaoTEMw6wF7i1E1TSgMbmwjHDopKiqsaD2J8WIlFupt8w1/IlTKZGoSwgUXcJlk3IlpSCFn6TQCFCockqz4/cXIyHKhKCEcJQ4lTgeJQKiRKeU0KjKs6euhQybuDeUg6xCaKRcokYTtwEKocGr6N5gKgFvWa7ZW+cU2yvsslK0W6LR6RWtWv2z3g1n5zxFsljyllUTQt69nU+HTlJ0SokM/ToPA7TwjRKkUa7ClNjyZqXVFQM7Uk/j1PiPcbTlm7C08MLtNCJuSpxKtTPqftXo5liTey0l2PfrWG0R4kbqvD7r0qLuAxU3tb9heIqoO0O6uxIuone7yk7krmOkcBmHtv4eXOu2GZeghK3EfRBEmVascr+IekclL/CLsH2Khv268FJtioJyXaXqjUY/e1nxPheyDRDbScom2ufl1QLpRL3eRbErCetva4JTPjIMs6ZpDW1DsZLB8eFvIxXYAEWoCGhRdEX2wlCrZPdgHjpmi8NoS+1F0Eref2OGYdY9Qog+ABnM/xysSCkP1Tei+8ODdoZh1jw9sUNoDG7EbHEEEi7SpVG8M/IdHG7+OoK698sG8/AxmbuOjcnP1DsMhnmo8b16YOV4WkrpzcO8SuFBO8Mw64KwnkRYn59F7YzsQW/6BE5N/CMebf0NKIK7uoeZTGkCJSePhtjmeofCMAzzwLAQlWGYdUl39AAsNYxL02/XOxSmzoznrqAptHlxpn8Mwyw9qyt7jATwUyHECSHEHy/jVS8Z95x+cg0VRUI0dzeUmHBRUEJUSrtEiUSpPpgUtvoMhTJkrFCCH0rQ6S1T7CpC1ArhjEiKU4nzUGJSSqhExUhVZr9llABpMZ+6iHgUv455lHiQcn6knj0hYpWEGy4laq6EvdvpWe92xYT3HHNdVYRnhDtvoKXRUxYci3vKjLRXNKf2j3vKZDbnLfMprKS2I5s49ZwIcfd8OSFEpUSUlBCVevZUvblLzCYA7E58FsfHvoOAGsWG8N5bIjopXRScLAqVNIpOFq5bgQsHrpw/l6kEYaohmGoIlhqGptwUSZKC1SrKKkqASeFXiEq6WBICTELUB6oPo1xJCcGq7/ZY7XqpZ0olCwh6haik0zPRd1biXu1CKWncPISL/tfOY/vh30G6I+LZLnbJ61wsZrPeWKg6V64iRCXE3MJnf0U6mFJQz9mv4zWZQMCnQrBW4TXVLRJ1hHqfkn0TJWKlnHSptlJPV1LqOa+6lSNrmgYhxId3/P3PpZR/ftc2j0sph4UQTQBeE0JclFK+uYIxLhr+ZswwzLrFUC0cbvwqPp56CX2ZEzCUACrSRrGSgaEGENRiMNUwVKhQoN6aiZ2zx1Fy8ii5ORSdHBJGK3oiB5Ey2ut8RcxikFJi4NLPoJshhOMdIIZtDMOsFBKL+tFXI5P3E5ZKKYdv/v+4EOIHAI4A4EE7wzBMvQjpcTza/C0UnTnYbgkqNAS0KNQ717nf44uP49oYK17H6elXsTlyFJ2hXSsUOVMLUkr0nX8JM2MXsfux/45OVcgwzEOJECIEQJFSZm7++fMA/rc6h3VfeNDOMMy6RxEKglp8/i+LzF6gKjragtsQM5rxzvj30Gxt5FSSa4C+8y8hPXEVe57476EboXqHwzAMVpVbaTOAH9z8Ma8B+I6U8pX6hnR/eNDOMAzjg5AWR4PZievZ+WU2JTcHSw3DkgFYShiWEoKpBKGIBzfRYZaGqZmrmBw8hf1P/3NoRrDe4TAMs8qQUl4HsLfecSyWew7ahaTFIJ7tFqPloLQXlO6GEjURYiqFDM+fMyklBqWFn9QpKIEUcY4yvYqSFI4usSC0mhvrA+P3F7Jftz2giiCKOE/ZK8CUGUIsRkGIwhRCBKkQQjGNuNeW6RXMhVJRT5mdpGdj801eQaEd9J472+HdTmn2lgUaurxlfbPefdOEOJW4h5TDqiSeEykAqyJGFFSdqCZavRvKXZJI4Ug6uVIOn5QgjWpThJhta/goLmWOw1FsBNUYipUsZp1RFJ0cim4WZbeAmN6IQ7EvQROEsJJ0kyS6YUp0SrU/6popgZvlPR4lxqbcn5W5AhELJQReRH9DCQ+JvpKK0U55BbQDzywsG/x/3kTy+a9getdC4WnsGiFupByvKZGn37642v4U1LP3Kyb1KSIn+1O/4lQKqs5V25esnw++TIkUtvoVsVJ1lugLJCUuJkX89DWzeyqznPBMO8MwjE+CahT7419YWHjHAMiVDs5l3sKvpr+HrZGjaLW2rHCEDAAUhwcQ3LS13mEwDHM3q2d5zJqEB+0MwzBLhCJU7I58CrP2KE7NvY6Z8hg2hvbDUnlN9UoibRuKQaSvZBiGWcOw0wTDMMwSIoRAwmjFseTXIITA+zM/hCM52eBKIlQV0u8SFYZhVo7VZa605uBBO8MwzDJgqSHsiDyOqNaAK9n3Idfxi2S1ITSNXt/NMAyzhrn38hhXQstWcXy7A0m6ulXZuAa3Ur+QwlhKqOlboOMtIgWmlBinihiUdCal8OvASLpGUq6FNWS2oIQ3ixFnGYQwz6dbogx4P3ULSqCY9robUsJK8ln5FVjl8t5Ypmc9ZaZJf543CddJmfI6D+e7vO6NmU7v/bLD3rJMW4OnLDCV8JSF+r3Xok7OecpACVaJ+lDVJp56BpQITyEEmH6Fa6TjJFXniHNQz7nkFT/7FazOn2f++nY0fgbvjf49xqf7sTF+BB2R3Qu3I+KWhBBVUAJaKm6/zptUn1imnJV9tvtqAnRB9UOEYyixq9S9bVzLeJ9L108XxtPnqGj7eQaGsbCcShagDk8TJ/bZP1PCyGpQfXQ1R1VPONS7hSojnEB9u6RSQucaXX0pB1Oqn/UJ+fWEOjf1XIhrEcQ7iSrzK2KtFqNvN9Y6GrSuCCtrrrQu4TXtDMMwy4iphvBk2z/BbGkE56Z/hon8dWyKP4qo2VTv0NYtitDg8pIkhmHWGTxoZ+qOlBIFO41SJQNXuihU0pjM9SJspNCTOgZV4WrKrG2EEEhYbXi07bcwMPcxTox9HzGzFTtSTyOgxusd3rojEEggmx2FZcbrHQrDMLeQVVNlMv7g0RBTN6R0MZw+j96p92C7RQT0GAQUmFoYDeGNmMhew+uX/y8oUCCEAkWocGQFR7p/F1Grud7hM8yi0RQDPfHD6IruR2/6Axwf+htsTj6Orti+6kuLmEXT2nwQ12/8DJaVQDjEfQXDMOsDHrQzK4YrXfROv4fx3FU0BDdgPHcNqqJjR/NnkQxugPhkbeLN/++IPwJXOnClAwcupHRwbvglZIqjPGhn1jSqomFz4hhaQltxbup19KdPYWPiCJpCm6GrXvMgZnG0Nu+Hbedw8sz/h3C4FV3tjyEZ31xVasUwzArBgvyauLcjqutCyZUWFhIiElKIWvWM/maTqGPWJN706xhKOj/6FAH5FfwAtHjN7zH9Ho+CiocU7fic9asiLC46GVhqBBIusuUpTBUHMJA9g4AWQU/sIOZK49iSeBwNqe23BuufRCaNO6ulPp/i6Kajoz4bgxPQ4MQDQNzrOEo5mIIQifoWNNVCqUSXE+6uyHrdSkMjXjFi6KLXebXYnfQert27b77Z+5wLjV6xq3C8ZeER7/2yBglH2ioOwKQTskWIRAlEySvWI9skVRcJ11XKZZNqF0qB2K5Q9LUvAFqopiyMOyyiONL+LUwV+nBj9iTOT/wMISOOoNWAoJlAPNiJRKgTmmoC/jSL/usxcQ+F3/6GOgcl8AUA6jkXiTZAnFvJeMtk0CvkVrPe7YJf/jy2Vj6D2csf4eLJV1G5/n0Eok2IdexA044noGjz8abS3hz6Ypq42dT1LSZDDSXqpJw7SffNGhxM/YpOSbGrv1NUhfh65DuLkk/xNInfdJ/Uu48sIzowKokCAEE5tJpE3FSM3jwKDLMAnmlnlpSyk8epiZeRLo3DVAOw3RIMNYiE2YbdjZ9HwuqAEAIt4W0AFveDL5sbxejkx5hJX0epnEE41IJIsAWWGb818LedIsbyVzFR6ENHeBcagz3Lcp0Ms1QIIdAQ7EFDsAeOW0GmPIG8yCJbmkTvxDs4M/Aj9DQdQ3doHxRRQ/anhxBF05DceQSJHYdhZ2fhDI1h/PxbSA9ewJbP/zEUlV+BDLNicPaYmuEei/GNKx1U3DLkzf/h1p8kKm4ZE8U+DGTPoC28A4ebv4a58gRMNQRLC88fYDHp0W4ipcTY7AX0T32I2bk+AEAqsRWOa2No9ANk82OoOCWEg81QhIpMZgipQBcSVjtOT76K9vBOWGUNARFCWE0gqHhnqhlmtaAqGuJWK2J3zCbnilO4MPwKJmYuYV/r8zA/aU+Mb4QQsOdmkO47jXBzD4ZOvITRs79E297P1js0hmEY3/CgnfFFf/YMrsy9M/95UgjM/0+5OcMtoAoNKasTjySfRTLUCQCImbWvO78++iZGZ84jV5y4VTYxfQFNqZ3o7ngK8UgX7EoR2fwYpHSQzARvrQmOm62YLg4i50xiSg4jXZxAl7EDG41Hao6LYVaKkJXCwZ7fwrWhX+Cdgb/BvpavIB5oq3dYa47J028jfeUUAMAIxZGfHKhvQAzzMMJr2muCB+3MfZko3sC1ufdwtPEbCOt3GfQs9TrwO7ArRVwbeQNP7v5ncA0VZTuHSKgV+eIUxqfO4cLVF9GY3IEt3c8iGZtfBqPlbxulxM1WxM1WSGcWAFB0czhTeBOD5StoUNvQqLYjoTRDE1XW4jLMKkEIgS2pJxAzm/HRyPexJfUkOmN76x3WmsHOzSHbfwmbn/mnsAtzaNx2rN4hMQzDLJp7D9orLsTMXcoIwoVS+BVzALU7rPnBr1sf5dK41GLQKvvWZLFNrAkjn4HPey0JwWTBzWGsdB1j5V4UnAweiTyDsBMEnLu2pQQ6lNMlABBOoBSfCIQNYaIhshnj0+fR2f0UAtb8D4ZwsAnhYBPKsggpBFzz9rWXN3idQI2bToSWDGN3+PNIl8eRyQyjzz6PU+4baFE3YJf5OBRqAsDv+jviXpNOhAAEJWijXDEpIeOk173RItxKrT7vEopyR9xTlu7xPpNCg/da8s3eZ6pt9R5PVLldgUlC6Gl7y/QcIY4kBOMK4WxJQmnwNH/tQs957782Qzh5FghRJUALzShXTGI7MUUIXjUVTcYGHGn+Ok6O/xjT2T5sTT6JgHaXcJgS5BIJAEgxL1XfKcEdKWivIl6nXD8pt2bqmRJ9iaDEzoZ3u9DI7etzKjrgSriHumGGwrjT8zd63StE1VUiEUKeEJZXefQkpAszJbakBKvE8ahkAdR7hXyX+ms/0q9gtWq6UirhArU75apOHNPv+MEnZB9LlRF1m3znAv6TOFR7T653eKa9Jh7SWsNQ5J05jJavY6zUi6KbRZPRjU3Bg0jpbXUTwG1v+xzeu/qXCCc6kbg5my6lxPD4RxgfP4sjh/8nX8cZyJ3F5fRxqEKDJgzYTgFhJQ4JFyNOL7bKQzAFp9pjVj9hPYljrb+J3rkTOD78bTQENqAluBUxsxmmGua0hgSqZqKhcx/Gfvg9hDZvg55IIbRle73DYhiGWRQ8aGcgpcTl/PsYKl1Gi9GDraEjSOrtUFaB2UvIasDOji/i1IVvIxhogGlEUCpn4MoK9u37AxjG/UV5Urq4OPsWtsYeQ1doDwCBj0d/jJTahr3mp28vj+EZAGaNoCkGtsSPYUN0H0ZzV9Cf+RiZqUm40kEquAEt4a1oDm/lbDN30L3/BZy//F2M/+QfAABb/t3/AeF3VpRhGGYVwIP2h5w5exKXsu/ClQ6eiH8DhjI/27ya3Blb4jsRa9qCQnEGpfIcNC2AeKQTCPhcbiMU7Io/jevZE7gw+wYEFEi4iKkNvJ6dWdMYahBd0b3ois6vby85OUyU+tGfPoXrM+9hV9OziFut9zyG61Zgu0VUnBJMJQhN8deu1hqKoqH1G7+LSjaLQOeGZdXjMAxDIXlyrEZ40P4QM2dP4oPZn2BjYB+6rJ2relbO0EMw9IVrT30qDQAAbaHtaAtth5QSjrRxbvynuFT+EO3aFh64M+sGUw2hI7oH7ZHdGMlewMmRH6A5vBUtqT2w9Cjy5Wn0T32IfGkGtlOA7RQhpQtdtaAqBkqVLHTVQkt4G9qje9al83DLC9/E4F//Z2QvnoWeTCGgH0YquaXeYTEMw9yX+wzapVc84xCzE5TQqNosBiXOukPQMV0axkSpD3P2JMJ6Ah2h3QioUYwXryNuNCOoxVF0spgs3kDcaEVY97pBkr/kqPMSolNJusLVIE6t9quSuj+1uJAScQtUH4S70sGZzC+wLfwo2g3vC4u8D5QoiRA+iWrPPlfwbkuJcYhzawWvq6JLOCOWG4PeEDtui1PLdhanr/wErpKHoQShJxtufVVwp2e8sVCPhLoPlINvlecpCQG0cBZuW3TzGLQvwZZltOmbEFO9Attbx6PcfgnBo5HLe8oa+7z3UEa997DQ5l2GNLvF+2Mnu4Gu7+ldhNhSJ+pYyVtnlZy3jigl7/3WvaayEJQpKdVdEeI4I+u9vvCQNxZr3FuvAXjdpOHfTKwm9+dCEQJAm7UFDa2duJp+F5eGXkOxkoGhBtAVO4B47Bg0xYSuWFCFfqvNupaOfHkaI7Pn8NHI96GrAbQ17kd7wz5o6m3NhzJHXHOxigOw38QAFFSyAMLRlrqvgQmvSlTLW9DMJDb/4b9CcXQApekJnH3lv+Lwl//dAqMlfdrbVminzCoJBahrpvo6yoGbOh6h8CaTGfj9ekAJOv3mRljMV1jqPUJtRp6bVKwSRTWIWP0KW6mxQrU6TMZDvB8ewLdkzSPhf+zEkKy6mfb+3GmMFq9id+IZFCpzODH5Q5SdAmJGMy5U3kBQiyFvzyJqNOHq3Pt4suV3oYpVdxmrnqu5D2GIANqtbQ9VI7p841UErSR2R7+0qpYAudJBUeZQlkXMOuO4Xj6DVq0HhgjgRP41PBH69VtLlxjGL4ZqYWfy0wCVsYj6sScEQmYKm5ufwqamJzGd68Ng+jR6R95CT8sT6Gg6BFVZ+1+mhKLAam7H7NkT8xMUvFSGYZg1wKob7T6S+ByCmRiupN/FgYYvYXP0KObsCUT1JjjSRro8hqjRBF0x8dHkj/H+xD8goMYQ0CKYK48jW5nGpvBhdIZ2rapB2WpBSomruQ8xVurF4fiXIYTwmfxrfWDoIehaEIKcQl95pJS4ap/CgH0JujBgCAsBJYIjgecQVuOoSBsD9iXk5RwM8KCdWTmEEEiFe5Bs2IZMfgxXh3+OG+PvYHP7M2jXtlT/orZGKE1PYOajtxGINqOUm0Ig0lTvkBhm/cNr2mti1Q3aFaFia/QYYmYLPpz8IfYkPoumwEYAgCYMpKzOW9vuTX4B06Uh2LKI2dIo2kM7ENTiuDT7FoYLl7A/+UWYqvdT/8NK2S3iYvY4MpUpHEk8D1N5+O5NKNCEqfQ1ILir3qEAAIoyh177DJ4KfQMBxZsveqxyA2EljpjSWIfoGGaeSLAZ+zf/JmazAzh/48eY1q9gV9Pn1/Ssu9nQjNSjnwEGJ3H2l/839j37L6EbD1+fyDDM2mF1TDcSNAc24WDD8zg9/VO49II3qIqOxkA32oLbsTPxabQFtyNutOBIw9eQMjvx7sR/w0xpZGUDX4VkK9M4mX4Vb059BwpUHE288FAO2AGgIb4VM3O9mCoO1jsUAEBezkGFBlMEyH8PKTHk3Fk4IBZnM8wKEw934sj2P4KULt7t/xvky4QOZI1QHB1EeWYKU4OnYZeyyE731zskhln/SLky/61T7jnTLjUVTmNi4WdQYphfiXjFbJUIPQMTvDjhLSwRtnKKuJUtRKqiuviFEngIHVvMJxHJteDU1CtIWp1IGm0IajFk7EkUKxk0BrqRtDpvXZuULk5M/ghNaie6AgtnYSWRp0QEiUEWJSxZzCdkam05ITaSlKiWOpxTwY3iOVzPn8Sm4H7sDn0KumLOi0HuqNSkIIYQW0pJnJe6Psr1sWqQxDVTDY5afxvwilMl4WRYaLnzWQWwxfoWTn/wPRzd9Scw9dsCS5U4hyTEm7V2CMLQUXHLuJx/HxN2P/ZHPw+FmrF0HMTVRkSUJIbsq9hg7CDFZ6TfIXVfKedNQkQuCIfcYNrruhq44W0DdjOdNz+90dtHZDu9kRebibrT5HUH1SzvtZRK3u7MrVCukcQdKxAC2LJ330KT9zkZs3RfFx72XouW99c2BGU6SQqOvWVa1ruMSskSDquUMLzg3U4YC6/PAPBI6gvoz5zCu/1/g92Nz6IpuKl6u/Ap3CaFmmXi3UD0L4JoF2rBW7etyfl741bKOP9Xf4po504cevbfIjs7hHhy0y33XUk4rIoiIYqt1tdR7Y9sk0T/7jcZAvVu8Nuf+nR6pkSepEtq9QP439Z7Il9l5JweIdwVlNOsX8Eq5fa7mPfAYoSsDHMP7jlozxRG8eb5P0Vb4hE0xbfD0mNQNQOqoi/7esZMeRJnp17HxtjhBxaatoS2IBXowmDmDGaLwxjKnUdITyCoxXB+5pcI6yk0BnpgOwVMlvoxVexHS7h7aS8Et7N7LPU9c2QFE+V+TNj9yDlpOHcNqotuFjGtEcfiv46gGl3Sc69lEk3b0NawDycv/y32bflNWMbK3pu5yiROZl5DSm/HY7Gvzf+QukcHvtU8hA8KryCmphBDagUjZRgaIQQ2RPcjajTj4/EfIx9Lozuyt95h3Re3UsbEheOYuX4KAND96d+GmTVgBhP1DYxhHgqk7x+MDM09R8NhqxmPdH8VQ1Mf4Vz/T1CuZOG4ZTiuDUXRoSnzA3hFN6FrAaSS29DedgSa9uCCOVdWcDX9HgZz59ETPYDu6IEHPhYA6IqJntghILRwQNsTOYAr6XcxXRyErlgQEAhpSbSbW2s6353YbgnDhUsYyJ5F2S1ge+wJtIVqs852pI3xUi9Gy9cxZQ8ipjWhyehGh7kd6l35xi01DFOhl1087Gxq/wxURcf75/8L9m7+JmLhjhU5b7oyiVP5n2FjYC86rZ2+9gmrcWwzD+Nq6RQOms8sc4QM45+E1Yajbb+Jd4f/DpYSREtodeY7n8sN48bIcUycuopI21a0HXwORjgOzQwA2UV8GWQYhqkj9xy0K0JB2GrEtvZn7yicnzl2XPvmAL6MsiVQLmcxMvYR3vvwP2LXjm8iHNl835Nny1PIlqeQUluhKyZKTg4fTvwQAS2Cx9t+G6bqFeYtFYrQsC3+xK2/X5h5AyEtUXPGGSkl0vYYBnJnMVa4hgZrA3bEn4KmGPh46hWMF3sRM5pvzopLWGoEMaMZAgrCaow8piMrmCjdwGjxGibLA4hpjWg2NmJn6Il7pgHk7DnVEUKgp+0phAJNOHnlbxELdaBL24ZGq3tZviJJKTFq9+JC4R1sDz2KVuP+7eNOYmojrpZOLnlcDFMrAS2KA81fwYnR7yNpdcJQV1eWo2xhAh9d/DY2tj+Jxme/Bj3IXx0Zpi7IKsu/GN880LoTIQQ01YCmzq8pNsLz61WTyc2YmDyHcxe+iyPt/8YzaHTdCmYKQ5guDGCqcAPZ8iTCRgPOFF+CrphwpI3u8AFsjB6GoNaQLSNtwW14Z/y76NZ3IaDS63LvRcW1MVQ4h8HcWTiygo7QLjzZ/Lswtds/PI41fwtDuQsoOHNQhQYBgYliL67OvQspJRJGK9qC22AoAUjpouhmMV64jolSP2J6I1rMzdgZfRK6u3YzNqw2mhLbkYpuxNjMeVweeANTpX5sjz21pAP3rDODi4X3UHSzOBh6FjFz8anlAiKECmxk3BlEFP6Uz6wuYmYLWoJbcDX9DnYmn653OAu4fONlbGz/FLpajmIqGKl3OAzDMA/MPQftjqUiu3nhrEQ54h3MTO++/We3tBvuf/w53n33f0doYzO0qAUIgfJUFtmLwzAijQj2bEKo4xk0d2+Dohs4+NMplOw5CKHA0m+eL0cIp6h1v6RzJ/G5M+RdJlJJ3B5Qjw2cQdBKIdDQ7tmOcpeENf+DRUqJydx1nB/9KcKRVmze8mUkYz23XTZLt8VLKoAuzNuCKxPphbG4Nm5kTqI/dwZltwhFqDCUABr0dmwPP74gdaV0CUEoJRwlHOV8u7AZ3h8GpOBxMb+aa3CqpUS+Iu8VTGo5wiU16p35k9rtH4WKZqG15QBatA1478a30WefQ0/yyPw5CGGXJISaTqUMAQFFqHCli7w7h3RlHGP2Dcw649hk7UWnsRPKIr5+3Ck6FQC26Ydwsvhz7NOfQlS57QRMCsOIH72UkLEmwSpRZlDuyAAaR7zPLxX2PpdSg7edFhq92xUThACd+FBlE7+/peq9D07KG7cb8rafYpO3LF+ku9HMRm+5nvbeB8rJ1Zz1xmhNe5+Vanu3qwS859BC3vaspb1CbiVNBJMnxNhEG90cPoy3x7+DTmsnIvod2gu/fQ7lfkq5ClN9hiCcfTUV6cwgsoVJ7N35u5CKCjPtjdvIEPW9UuNsIPWjn+pLKFdTSmBKbbcCGTJ8i05X2+zpUgtWa00ywR+9b8Nr2mtiyfO0K6aJzn/xLxCJX0JhcBqV9HyHr8WCiOzsQPG9Lu8+QkHAiC91KIsiHu3G0PgJnBx+Ee3R3UgEOqDf9ZlXSomik8FcaQxzmSnMFUaRLo7A1CLY3vwMUp37Hvj8mqJjU+QQEDm08B98ZophakdXLexqfQ4f9P8duhOHfc22pysTOJt9E3knDQkJcfOnjaWEEFGTaDF6sEf/FHThHSAtljZtI4QrcdJ+E08YX2InYGZVYSgBbAofwoX0Wzic+sqqMF/qHfgFujuehKJwW2EYZu2zbD2Z1Z6E1Z68/4arhGSsB4/t+2cYvv4mbsyewMejP0ZAjyOkx2EqQeQracyVxgAAUbMZ0WAbOuJ7sTPwLCwtCiEEZ9JeY9h2HjOZPhSKM2hK7gRKaZwa+gG2NvpbHiOlxKnM69gSPIRWtQeAgAvn1oz7chARcTiwQX/3WD2UnQIACYPNzR4qOkN7MJA/h/FiL5pvmuLVi7nsMDK5YezZ/q26xsEwzB2s4xzqKwFPP9yBquroSRxBT+IIXOkgU5pAwU6jWJ5DKtCNWEMzTDU8P6Czap85ZeqDdB2cv/oDjE2fQzzcian0VRSK0yhkJ9CdPILum0tj7sdsZRSa0NFqbIa4+clPXaYmNeWMYKTSi3FnANu1Q1CX6UfBUtA3+yGuTb8DAOhJHMFscRjdqaNIBjvvsyez1lGEgu2xJ3Fu9hdosLrq+jWob/ANdLU9saZdWxmGYe6EB+1VUISKmNWCmNWyOLMgZtVz48xLKJXTeOrgv4SiaPj5u/8rBsfeR3NkG7ri+30fZ7TcixZj481Z+eWZPbBlCRfLH2DWnUSXthWb1d2wxPJlVVoKBtIfY2/Ll6ApJvrTp+C4Nk4NvYie1NFbWgFm/dJgdiKiN6Ave2p+yV8dKNpzmJq9il1bvlaX8zMMwywH9xy0i4qEkV646EOpeGf4Gk94P9Vbr9EZLsKEw6QT9oqI3AQhHA16z60WCcEJ4YpJ4Wre7SoR75IeLesVSGkjs96y3rSnDHqVWR5KdEX9OKDc2fzid99qMd4NJU4lhVS0KIl0ciVFp4RqhxDDUc6duuatI5HcQlfFqWsfIhJswaVrP4br2tC1ACwjin2xZyEKFeDOhU4BrwjyE4fIyfQQ9jX+GoQZBrLe+Ko611LueITz41RxAGfd99AkOnBM+TxUqc2nzLpbYEyKqah24W92nhIrS8p5mDCrhOOg2ejG8PRp7Il+Bo8EnwIAFGQOH07/CFpJojM07ziszBEuq5PeOmYNevsCJ0q4sUa9X78cy1uXqHZfinnPm+kitksR9TVMP2cn7G0bTtB7TDvnjVESbVclHFqNEeoheJG6d99Kwlu3VZ3oY9M+nUrvECFvjz6Odyf/AUUni6jRhKjeeEucqgjVv4jPrzvyXW6lF4dfRXtsN4zswvYcKRGiU5sQ7JeJZ7oWPuuvhMhvtYlOCfwKaIXiU7BKHK9qUgfqvbsK9B2rAilpZ2DGN6xpZh46jm77Q7QlH0E81AFDC+HRHX8MIRT0Zf3nQU+XRuHIMiJG47LEWHTzOO2+g13KEWxXD6wp0WlPcB/mKpO4nH3vlhtwQItia+QxjBev1zk6ZiUIajEcbfgqQlocM6VhnJl5Ha8P/2e8NvxneH/iBxjKXUDZJTKELdX59Tj7VDAMs+5YOyMBhlkiAmYcAWvhl6BHer6ODy78v9CEjo7QblKIajsljOYuYiY/iIlCH3Ymn142I6bz5XfRITYhpbQs+fGXG10xcSTxPD6afQXvTn8fW8JHEDJS6M+fQVRfnh85zOojpMURCu+7NcvoSgcSEmOFaxgtXMWF2TcQM5qxPf7UwhSRS8CGxCH86sZfoCt1CEGDfQ0YZtWwFr5YrWJ40M4wmB/IH2x8AWenX8ON7MdoCWyBqYag6ibKThHZ8iRGc5fQENiABmsDNsUfRUiPL0ssNyrnUZIF7FWOLcvxVwJDCeBo4gUMFy/jSvZ9FN0c4kYLtkQerXdoTJ34JKNSW3Ab2kLb4bg2hvIX8eHED7Av9UUEtTgMJeD5IVx2CpguDaHgzMFQAmgMbYShepdH3YmlhdGe2IvB6VPY2rK6zJ4YhmEeFB60M8xNInoKjzZ9E5PFG5gpDWG2PAKnXIGhhhDUY3iy85/OO9xS6/iXiPFKP25ULuKo+QVSP7KWEEKgPbAN7YFt/g12mIcGVdHRFd4DCRcXZt9AwcnAcW20BrciZXUhoEYwkDuD8UIfEmYrgloMs6URXJh9A43BjdgWfxyWFoErXbhuGZqyUNPQHN2Kc0Mv86CdYVYRpKEf4xsetDPMHQgh0BjoRmOge76AEN8uFxl3BufK7+KA+QwsJQQJfyJDhlnLbAjvxYbwXgCA7ZZwde5dnJv5GTTFRE/4ALbHPwVDuS2arYgKrqc/xK9G/hbNwU1Il8aRsSeRCnZhV9Ozt5bDxAJtKFdyKJRn627exzAMsxTcc9CuVFwYEwuzYhgT3u3cIGGRPUZkUgFoW2piXbBLZZQxvEYtxZT33IFJ72BHKfvLMqOPZ7zxTc96yzSfv3eIDCdAFVtqAuESdvSkpbI/K3tSxb7UFtnUeQEI6pI1InOGz3ioDAFiYtpTRkZDxRiNeMuKxPOzvHUTRNYaMsMG6KwyTrmEM5W3sUXdh6gbg3Qr9PVRmQmoTDFUvbk760wVyMwL1OyIz7Y8f1CqfhL3jGgvIl/wlGlZ7/IIddZb5oaIZ0WEHRz2FsaueeOrhL3tvhyh+4JinLo/3qKKN4kL7LC3LN3j3Tnb7r0+09sEEJj2Pj89Q2RICXv7U9fytgs1463bZMYVAIKqO1SmLMeFDh07Gj+LbQ1PQ0Ahs1NpWgBbU0+iK7YfI7kLiJqt6IjvwY3Zk/hg8Ls41PYNhIwEZNGBqYaRy44jGJq/oXdnmZkvJB4K0Z5lkKhLVX7UC/L6qCw1RDxEZjHqeFQ/IqmsZFSGrjWQAYbCb1aYpT6e7ywzAISksscQfUEtmeHWLJLXtNcIz7QzzCqg1z0PSwTRJnrqHQrD1B0/jsKWFkZP7PD8X4SCnsRhqIqOdwe/jajZjJw9g7jVimSga5mjZRiGWRl40M4wdWbOncaAewWPal9Ylmw0DPOw0BXbh+bQFqRLowjoMYSNBm5TDLNakFgZL4F1DA/aGaaOuNLB2dJxbFX3wRLe5V8MwywOUwuhSdvEhjYMw6w7eNDOMHXkun0GlgiilZfFMAzDMOudNaqnWC3ce9AupUdcRAlilHFC+USJ1ABasKd7xTyi4n2wxrTXQW+uK+ops6YIC/AZr808qVCcIQS01OccyqKe2M6v4BSoIjD1a4lMiGpJfAqaSKjzLkZM4/ezGCVU8SmElFSHQAmxiEsW6Tnv8WzC9pwSsfq0W7/zmEWZR3/lEo5pz0H4FOjUJJwixKnkvtRyYuIeysUIinwKoAUh8JaUWI8oE1lvG1cp0bBpeMt0f/MXBnH/Aya9b9TwlruWt6+rBL3b5Zu92xUavPeQ0p+XvV0iKkHvs9dz3vtgZLzPWSt6T6JEiOQDObofUUtEn0O0IUnpdivEBRJ9DrWvqxNiUqKfFGR/Q8RCtAHFpgcg1LbCIYTlNvF+IMoowaooUWJgbxnZvxP9GvWuou8N1df5H4jVIial+rUqGz7wOfxCJgVgmGWGZ9oZpk70uefRrmycXxbDsw8MwzDMOkZi6TMAPWws/89RhmE8FGUeI+4NbFC21zsUhmEYhmHWADzTzjB1oM+9gDalB6a4tx07wzA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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "_, ax = create_figure()\n", - "lead_time = 1\n", - "first_forecast = no2_forecasts.sel(time = str(delta_time * lead_time), level = 0.0)\n", - "first_forecast.plot.pcolormesh(ax=ax, x='longitude', y='latitude', add_colorbar=True, cmap='viridis')\n", - "plt.title('Air Quality Forecast - {0:s}'.format(date_index[lead_time - 1].strftime('%Y-%m-%d %H:%M:%S')))\n", - "#plt.savefig('images/forecast_example.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can notice the NO2 traces in the Mediterranean sea, in particular in the Strait of Sicily and over the major Italian ports. The traces are due to combustion of fossil fuels of the ships. Now we create the animation using all the forecasts at ground level. The animation will contain a frame for each forecast (or lead time)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-07-17 14:29:09,645 INFO Animation.save using \n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
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[ECMWF Copernicus Knowledge Base - Global atmospheric composition forecast data docimetation](https://confluence.ecmwf.int/display/CKB/CAMS%3A+Global+atmospheric+composition+forecast+data+documentation)\n", - "2. [WMO Observing Systems Capability Analysis and Review Tools - TROPOMI Instrument details](https://space.oscar.wmo.int/instruments/view/tropomi)\n", - "3. [ESA Sentinel-5p TROPOMI - Algorithm theoretical basis document (ATBD) for the TROPOMI L01b data processor](https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-5p/products-algorithms)\n", - "4. [ESA Sentinel-5p TROPOMI - ATBD of the total and tropospheric NO2 data products](https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-5p/products-algorithms)\n", - "5. [Wikipedia - Differential optical absorption spectroscopy](https://en.wikipedia.org/wiki/Differential_optical_absorption_spectroscopy)\n", - "6. [ESA - Atmospheric Toolbox - QDOAS Software user manual](https://atmospherictoolbox.org/qdoas/)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/python/copernicus/copernicus_services.ipynb b/python/copernicus/copernicus_services.ipynb deleted file mode 100755 index 71adc13..0000000 --- a/python/copernicus/copernicus_services.ipynb +++ /dev/null @@ -1,45 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![datiaperti logo](images/datiaperti_small.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Copernicus Services\n", - "This project is a collection of Jupyter notebooks developed to learn how to use the data sets published by the [Copernicus services](https://www.copernicus.eu/en/services)\n", - "\n", - "- [The Copernicus Atmosphere Monitoring Service](solar_radiation.ipynb) \n", - "- [The Copernicus Climate Change Service](era5_temperature.ipynb)\n", - "- [Air Quality for Europe](air_quality_forecasts.ipynb)\n", - "- [Deep Learning for Land Use and Land Cover Classification](deeplearning_land_use_land_cover_classification.ipynb)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/python/copernicus/data/2m_temperature.nc b/python/copernicus/data/2m_temperature.nc deleted file mode 100755 index a877a464b8492ef9b9c62417d89f2de4a3bb696a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1522004 zcma&t1#}ZzyDvrr?(TXxxEwgRySu}|ok9ymN{bY0 zDf}Pa_rCvizq{_Y)))9S+SxOE_Dtt__7gjTdAR-i<_~wCz^_NI%FbQ;59nC&@7E=8 z=i8&a|9@UegXdoTyY_^)-Fw61K=6AR0rp;%11l=~ckNZ#51#((wN`daEKOJae(L7a zrE9J&60uYwmPz@Vy2`|0oX`ThC--v6!Od0@Za3vAn|yaS9mc>en}cQaXc{?982eZrfal;1_z0SeeXQ=>{Z?<_2ZBHthyqN&0RoT+Qh*ppff8te5m*5VNZ0-k{yPz&CGci=tv1ipap;0O5S7MkDzyn!zW0Kp&(M1mL) z3pjue;z1Hf0V0qAWIzctKo3m73J`z;3OGSF$ODDI1zLl)pgpJnT|jqG3HpHkU=SDz zMu5>^9GD2Efazcsm<5RyQE&pB2Is&PVjux>paNQ80A^qV zC?Eh0GC>Z=2SuO+l!11j1Ly?0f*zn3=nDpb!C)8|3C4i&U=o-LW`NmX9#{ze087CN zuo|ob8^9*873=`J!9H*h90A9{DR35C0GGiva0A>1_rOE&1Uv&ZpccFV@4$QT348(H 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- ] - } - ], - "source": [ - "!pip install fastai==2.5.1" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9OOmdD5vuO-r", - "outputId": "3b2a5c8f-4f95-476c-bcde-69d096a3c09f" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.5.1\n" - ] - } - ], - "source": [ - "import fastai\n", - "print(fastai.__version__)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "VTVH1-lUMhPU" - }, - "source": [ - "## Download the EuroSAT RGB dataset\n", - "I download the EuroSAT RGB images from the DKFI website. The images are compressed in a zip file and divided in 10 folders named after the classes defined for the classification task" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "K-0BnPxeuPyV" - }, - "outputs": [], - "source": [ - "from fastai.vision.all import *\n", - "path = untar_data('http://madm.dfki.de/files/sentinel/EuroSAT.zip')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "pvFzlbQQwIfX", - "outputId": "aa9f9e2c-a9f3-438c-f275-b275102fdc1e" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(#10) [Path('Forest'),Path('HerbaceousVegetation'),Path('AnnualCrop'),Path('PermanentCrop'),Path('River'),Path('Industrial'),Path('Highway'),Path('Pasture'),Path('Residential'),Path('SeaLake')]" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Path.BASE_PATH = path\n", - "path.ls()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "6xWEcePTo7Do" - }, - "source": [ - "Let's see one image in the PermanentCrop folder" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "b4beoTQww1gm", - "outputId": "b264f1bd-4ec1-4712-85ef-508565beb93e" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Path('PermanentCrop/PermanentCrop_1622.jpg')" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fname = (path/\"PermanentCrop\").ls()[0]\n", - "fname" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 81 - }, - "id": "-jwQMaOFxByu", - "outputId": "d5b00653-45c1-443a-f90d-487f127f876a" - }, - "outputs": [ - { - "data": { - "image/png": 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Qw7Xtcb3sTvF8udje0qi39gxnc386r6dpmZWB8yR4KIXqq7vlsO597fry7lgIlKkSlYByeJgKLpOUUtxzdJdkSQBkRRu234ZOYAZuilA5Je1uqvNhWSOXwqqVQjxhBAILC05M4JEQNrYrjNVz7T0FKSzbfl0baAOczXtFvLu/Ax+HeULPjUAnAZlfHA6nSe+mUgUP01yKiDIBttYeH59Op5OqFAEMFypzLcQgmogAGUgoC4aTbGkCkI7rbQuhDlEQC+FxKue5+DAJOwoTgzBHcnef7o5zlWMp6DG2TZmYkYnmoqIEIYhYdcLpMCxVZxQ83S3gcZoWBBjeQdQR53memRgsPWqdKWwg7K0LxXGpy6QRkRnCxAStNVZBJALPwGYm92bPihsks7KL6KHTtiMo4lS1j7V7z0QKAID0YZFuvYpolUJwKrhQRRUiSgqpMqnOWgoTMwOlk5ISaQqRIgiICBCBlDmJ99aEu1JkpiVER4KRQL3bdW/pMUe4D0gIjH2EeZL7vifkQOTbbvLuxOJ8aFgIP9m5odpoU+Rpkbui9wkm+im8T4UiYR+7MOQgSEYKzDZiKnl/P1NE21Y2mOdSC5QizOwBUmCea2ZaZE9arc8Mmny7DhYXor6PIEqDjKBcQXHb/fG6c9FZNUaHTHfIxGHWPSadPNN7JNOtuSAoIAM5E14vlyizRzBzFV6KHpTk4VRvbSBCJB/mTtJaQ0RiMOsKXlLIgimLMmOyZ/QxEuwzcATyzxzQxrr1iOBlCRG37kQhlMM+0/7PWl4QMVFE6nzEcBtWJ0VEgAiAAiAYgJBEI83MpG+DwicAgCyl9FINmJjFo2IqZak84SRS1n0PTgt2nSMg0LKCAhUQzFDGYymCxMmWie4BQMw6giOZkd2ZgLhIQvSd0jkIHdN8UiEiQdClVqaYaEVrbjGMwqmIEAgjZlZRJBpjWIaHp7sIFIQUAoB8/ebN7wLen58DoRY5CM9Me9sJUzgZnZGAEiMdAjMRqRBTRGFWBkVQRISsRB3TA8ICAGpRQVKOCpTIiIgs4CDMkARFCRMIWEhZAGKWIrmft24JAODrVhTvD0sAmgO4m1mGZaa3IRlE4MpYRJ+6/+c/fvvUd2ecSj3UiaONMYI4wgwwAgMzIAMCkQAykZkTKdEwMB1MiJFAEiKx21BIcE2EsEQAgoAEhCQmEUkP97R0YU3m59uaPqYT38/TCB/Aw3yuU449uzFwtzAzyFEZCWiPkDZMcpBWZD637bfv3m1UhHCuPKlg7+4+LCYujtL6AEwzA4AiJRMgwtMIxCgFKBE9M4cFEgAqs2CEOVAmggoRIBGREE1FVdHSzfoYMtcgjrGliKrOOE6MRphaGGnbGgWkB/bx8v5YtCoGOLyos9gIAEvUzbojtR6uWTKXIneHqY1NSNN9VundbhklsbIyMwBAGEESIAB4UGQko2J6JiAChaJg+GeIrVWKigAyM1aGQ0VVGC4bOwKQDHNCoYrEsEgZ27q3EUDp+0l4gtSpvDktMjMhpA+DBEKRCEIwi6Rk5kXns/lC+HqZwTtAaC3YxyK64l6ICoCICBFAZApERqC7JzpCwAAWRaSAxExERBRmFqFSlIQpEYWxMIgAIUB27x+fz8BFhIQZgkbbp3k6LBNjJ+H0oARVZWbiRA7IzGQSGGPIQSCQ2wgpygnHKrBud/eH0zLbvilxYgAlgs1FAoEBIZIxSLh5BEAARhozMjI7iEhmJjgJIyJr0SpzrSLSbRhmkQJa0wx6YoKZZ+LYG1VVwTFgbzdJF9bD3UzMiOjuqEpFARxGz+YGCeCJIBO7EQZhOAixEDLjtY/zrY9lXhgKgwMTQGWKoExoo0PSCB8JAWIejClICAhKIIJpFZmIWFUoEQEAIkJEDTKFMMOaoYWoFtFXdw+ZyYJFyVgkAggjB09ThgMnF4WqwAQjolFrbV33zCQCYUknJuQxbD7MSuno56A/rvvP/HRa6tFrawMRBbLAcBJUTSJL2MZICKRU0cIUEYAISotMn28bVSpKWpiFEDkgSylQBTJ0rmAJIkIkmkAMTEAgQuAJrdsIXjfzLiKkgozgEM2im41hZoDch8vNM31s7cqk03K4nyt/zCHy6/Pti6fp65d3yltz09P9tCxl5x44hifKPqxEjgwmrlqWou5GBJ8hbCEGYWFgQWLGQsAMia6MmAkA4YFAaS4OgQAWSFyUFMgZqZTCEM6AAALBsHvft/PThYHCwc3M3RPk02VjQGE8nmbz/aevX/7m4/kPIz628ZvH53+6vXqrtd4jHCoBTQzKfH6+Xq6bJSCiEJciQqCCx6mIEkAiJSOFA4kEinEQgcwVgEg5ABgBIlkVFBkTkEEnKAVUIB3agHWH257ren3e2trKNA3vl3Ubw6soEQFDRmCQCFeCVGEmpIyXVX9wOH54um4WH67bx8v26uXp4+Pjel4n1hKwettvLSxZyggnoghzRoI4Hu/vHu7avvUx1j7acAVSRRqpEAPa2r2F3R2W44v73PbebjIXPswwLeDYrhtn5Oi35/Pt6Wxt16CxORp025ubBTLPpAXSmJEQM0GUCTOKcmUaY9zPy4vTos/nWx+gdR/29Hx9el6DS8PAMYIQkgjBE5EEECNyAD5v4/KnD/OnM0RG5GXbz7erTvXLV/cCqISB5O6ZGY/X27uPAQkAzDzcB2KyUGS00XsvquARESBIRGUWAk4A5GRmwGBixARKAhZBC0zRMmmpJE8Rh+OEkAXoy5cvYxjNc+EDlWndNmApMrl1RvDMhIyITHTKHtlt8K0tWoVE692bu1eGxtgL1cqFiFKiZFIGZBomAGCjyXGABZmgYFbXQsQj3cADfJonyRz7KIRpRgSEhIBh5oCAIXNBQ40ETYSIRI5pcth/eNK/eHWs7kZCkjOPhBHAHnt6B2Z0IGAz7+EO2A0CUgvuaIUhzQ8Yd4VLVkyM8MwAjJ7wmahSIgEmuksCIiQGABEqGiFCOiB4IqWxUNQcBubJkICRmfHZ7oEgySWR3QZAJCUhna+rDZB5hkBBHmPING+jyTQDUIsdtCQIMBAiYJJRREohYIAwjHTwjLhc+s6yFD0u0wALNwCg/xZFWYkYJd0T0iECUygDhFAS2UYfkeAQxA7Qo7MUAPAAz+gWAClIcl1bIClCd6MYqXXdWuu0bv74eH64P0xTeTy367qfpiV6A04k7SMCgSETgFmBggUAALMUZMAASB+eSbsF9aFCgAgAPZwiAKCHUI5aVIgtMgAg03I4au8rAzdrw0xsEDUAgPi83wGYdnOPgEwlltNyCCRwQ8QgZpXehxNtCY/X29eLEua+79veIBHdhZEJ09zNnJAAEJ2JwhIRCZAJLTwzkYmJE6O14ZaZSayBkNaBCYa5e+1ctQSkBTCmJO440gG8B4InjB6E+dnLYxkAFA08A5kwARLkbiqOeL02JEGk6KMiYeTmvhHUZUY3BUBEC1cA81SCYxFn9MyARMTMmLgwc5o7pDIm0egeYJmBTJRogZYGAJkhRIHAzEAy3BI5E0eARRoBAzJzZmQiI1VhxLQMCDCLRBcmREwHMxMbWwKlBxBbNzT/8YvT3/zOO3AnOhxPEiaQlnGcJukGRCKkWipDH56ZBMjMquruukxE0KwF5EBgqohZlQkwESzAvLuDCiFyAmQmABFAEmQSQhKkuydB72aeSZzuANHDPQECGAkJmYAJE1BKrQiwLEcgSoQC8YPD/MO75e/PV6OHbdhIi4jIJKLjVIMSgIYHEZES5T82j8UAClUhRJUpwjoQgrAEAH72AongtiUzCTEijuFMYhHdLTCUODObgbsxo0WaeSAKo4UHYURUlok1wdy9liokEowSkNakHrpRtHY/HV6fjr+73oJw9d4ygMWD3F1UAyLCzSKQqzBhIiZgRjohmo+SJEpOpIrhgJgASfSPp9401wwQkYTPc0sAiEQ2dkxAyw4IiCOwmwOyJGRgICURIhGR+QiA4eaenCGQhGmCiOEOedl2kaWKVi3d/lH1YCSjMGsLg+FASMSEEBFIQATISsDEwESZ4QiJDBE8KfNnIALubhEAAEgOAQDAEgHDvUM2QLPw3VaOdHDL4cGMgsABxOAImO5AGQ5IlpHZiVGitwgr04wsSjnCW1+TcAyHkQKI3oXzUIsFhHAyDXcpjCwRBshOyFJ672RAE0VGJqbDGI6fCwUOAK2bewJTpmMkIgIQIjrkMG8ekOIO3YePQPiM9SIZWQgxIQIAI4JI23BkSXRAFMjEQARmYAGbi57dVTWak5Mk+zBlYPZ1XaVIKl97R7eqBTMBugUANTPDjKnJCGfl8EyHQrz2RgwAMMaAJFVFSvBgpEwDAEQMz9GjRW8eyoHI4cGCKsJpGA6YQsRISdBHtmGSNFVVQtnNw+OA1Pfm1t2TCzMmxVAWp+I6HeZyXwzON0jqkd0DgABdCYWYCEkYkEf4mtiHU7iPLsANIACnUpiISYmhsJiZToruZja6WeYwGN0d83q7nMokBc2M00VnDEhIQoLISM+EMCdIFZqEFVFu5ub5kJmYI2EbTkXIxouDvnr74r9+/HSB+CLg/rCYtr4PMLg7LJmZ7oXoNE+qCoSPt+1yXm9tQORcmAEcYe9bVcYkTBCEzy/udCsqMkkmDy2P130dA1SOhTkaSwFCAjH3ZoPCqyjT5wSCmSfhRUiIMUFFJEgTvGfWqhlwbabS75f6V//kz08/+vrf/+//xwcpiHic6lI0fMRI6j0iPrsEClqBJNKPY9+3bWtOgIpIhJYj0t3G6AwIy2ESBEacjockZMYxhmdc9/bd4/OyTIrLqUwulCCbd0Ju5oKgCJAkhQBAivjoWlhZPEBUJR08fNt3neY+vDVLbl++fEkRv/yvv/v+2nThEKla2thVNa2nO0QAIWJGhFmKSGSaOzIRkkWkpwgxICK4OxKse8OqMk1axN2BctvtfGueUIp4xnADD4JARogcEYzMjMiUDMlECQRIQkUYIIkRAKQkMVJE3LbdE0QkR69MH797/7vfvwvSW2+fLs/2+ihEAFCrYtJwc0hQRi2INIIMiFQ00Sy24UtRRFamxGCVyNzNRaSt6zRk325TXQwIROusL0SYaaq6na8zolu6h3kQESIBAysDgntK5qFOCW4RSBQ+/j8MymrFh1aSwQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "img = Image.open(fname)\n", - "img" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jWAzhQjLvLnU" - }, - "source": [ - "We can use regular expression to extract the label from the file name" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "BCZXKjmAxG9S", - "outputId": "0010778e-3aad-4a45-be38-7a6dba59993a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['PermanentCrop']" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "re.findall(r'(.+)_\\d+.jpg$', fname.name)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-IRoG2BLyZUp" - }, - "source": [ - "## Define the DataLoaders, the test and validation set, and the transformations to be applied\n", - "The fastai library provides classes and functions to specify the type of example data (images, text files, tabular data), which transformations must be applied on them (e.g. resizing, cropping), how to find the images in the file system, how to extract their labels (classes), and how to split the EuroSAT dataset in a training set and a validation set. We can also artificially increase the number of images using the data augmentation technique. Fastai provides a convenience function that creates more images from the original EuroSAT dataset by applying different transformations such as flipping, rotation, brightness modification and others. I use the fastai default splitting value, 80% for training and 20% for validation. I do not apply any resizing since all the images in EuroSAT used to finetune the pretrained model have the same shape (64x64 pixels). The main step is to transform all the JPG images in PyTorch tensors, i.e. multidimensional float arrays that can be sent in batches to a GPU for computations. The fastai DataBlock class creates batches of images as 4 dimensional tensors for both the training and the validation steps. A batch is a tensor whose dimensions are B x C x H x W where B stands for batch size, C for channels (e.g. the 3 RGB channels), H for height, and W for width. The default batch size for a DataBlock is 64. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "YcXwS_LVxO0u" - }, - "outputs": [], - "source": [ - "blocks = DataBlock(blocks = (ImageBlock, CategoryBlock),\n", - " get_items=get_image_files, # finds the images in the path\n", - " splitter=RandomSplitter(seed=42), # default random split 80% training, 20% validation\n", - " get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'), # extracts the label category from the image's folder name \n", - " batch_tfms=aug_transforms(mult=2)) # data augmentation (mult multiplies the default transformation values)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "VMb4YTEW5I9T" - }, - "outputs": [], - "source": [ - "dls = blocks.dataloaders(path)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PB2veaOW5TB7" - }, - "source": [ - "We can check that the data loader is properly configured" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "h0SMOHU6xaXf", - "outputId": "bafe3358-64b0-49d2-8b12-60e582c5f784" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Setting-up type transforms pipelines\n", - "Collecting items from /root/.fastai/data/EuroSAT\n", - "Found 27000 items\n", - "2 datasets of sizes 21600,5400\n", - "Setting up Pipeline: PILBase.create\n", - "Setting up Pipeline: partial -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}\n", - "\n", - "Building one sample\n", - " Pipeline: PILBase.create\n", - " starting from\n", - " /root/.fastai/data/EuroSAT/AnnualCrop/AnnualCrop_2377.jpg\n", - " applying PILBase.create gives\n", - " PILImage mode=RGB size=64x64\n", - " Pipeline: partial -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}\n", - " starting from\n", - " /root/.fastai/data/EuroSAT/AnnualCrop/AnnualCrop_2377.jpg\n", - " applying partial gives\n", - " AnnualCrop\n", - " applying Categorize -- {'vocab': None, 'sort': True, 'add_na': False} gives\n", - " TensorCategory(0)\n", - "\n", - "Final sample: (PILImage mode=RGB size=64x64, TensorCategory(0))\n", - "\n", - "\n", - "Collecting items from /root/.fastai/data/EuroSAT\n", - "Found 27000 items\n", - "2 datasets of sizes 21600,5400\n", - "Setting up Pipeline: PILBase.create\n", - "Setting up Pipeline: partial -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}\n", - "Setting up after_item: Pipeline: ToTensor\n", - "Setting up before_batch: Pipeline: \n", - "Setting up after_batch: Pipeline: IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} -> Flip -- {'size': None, 'mode': 'bilinear', 'pad_mode': 'reflection', 'mode_mask': 'nearest', 'align_corners': True, 'p': 0.5} -> Brightness -- {'max_lighting': 0.4, 'p': 1.0, 'draw': None, 'batch': False}\n", - "\n", - "Building one batch\n", - "Applying item_tfms to the first sample:\n", - " Pipeline: ToTensor\n", - " starting from\n", - " (PILImage mode=RGB size=64x64, TensorCategory(0))\n", - " applying ToTensor gives\n", - " (TensorImage of size 3x64x64, TensorCategory(0))\n", - "\n", - "Adding the next 3 samples\n", - "\n", - "No before_batch transform to apply\n", - "\n", - "Collating items in a batch\n", - "\n", - "Applying batch_tfms to the batch built\n", - " Pipeline: IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} -> Flip -- {'size': None, 'mode': 'bilinear', 'pad_mode': 'reflection', 'mode_mask': 'nearest', 'align_corners': True, 'p': 0.5} -> Brightness -- {'max_lighting': 0.4, 'p': 1.0, 'draw': None, 'batch': False}\n", - " starting from\n", - " (TensorImage of size 4x3x64x64, TensorCategory([0, 4, 3, 6], device='cuda:0'))\n", - " applying IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} gives\n", - " (TensorImage of size 4x3x64x64, TensorCategory([0, 4, 3, 6], device='cuda:0'))\n", - " applying Flip -- {'size': None, 'mode': 'bilinear', 'pad_mode': 'reflection', 'mode_mask': 'nearest', 'align_corners': True, 'p': 0.5} gives\n", - " (TensorImage of size 4x3x64x64, TensorCategory([0, 4, 3, 6], device='cuda:0'))\n", - " applying Brightness -- {'max_lighting': 0.4, 'p': 1.0, 'draw': None, 'batch': False} gives\n", - " (TensorImage of size 4x3x64x64, TensorCategory([0, 4, 3, 6], device='cuda:0'))\n" - ] - } - ], - "source": [ - "blocks.summary(path)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "o1fqGreg95S9" - }, - "source": [ - "We show some of the pictures in one batch with their labels (e.g. 5 images out of 64 contained in a batch)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 191 - }, - "id": "Ar-dT-tlxT8_", - "outputId": "cdbd1239-6934-4a48-bc2c-8bb7d2805904" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dls.show_batch(nrows=1, ncols=5)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Z8cLANr2ekpy" - }, - "source": [ - "## Data augmentation\n", - "Additional images have been already created in the previous step from the original ones by using the data augmentation technique implemented by the fastai aug_transforms() convenience function. Here I show the images that are created from one example." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 536 - }, - "id": "pR0lj99GewF7", - "outputId": "5fea2d33-0995-4e14-a81e-86e7bf5a4462" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "blocks = blocks.new(batch_tfms=aug_transforms(mult=2.0))\n", - "dls = blocks.dataloaders(path)\n", - "dls.train.show_batch(nrows=3, unique=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "oFROHMe5-Jz3" - }, - "source": [ - "## Setup the ResNet50 ConvNet pretrained architecture\n", - "Now we select the pretrained architecture to be finetuned using the EuroSAT dataset and the metric we want to use to check whether our model achieves our expectations. In this case we use the accuracy as a metric, that can be simply computed from the error rate (accuracy = 1 - error_rate). We use the ResNet50 architecture pretrained with the ImageNet dataset as in the EuroSAT paper. The ResNet50 CNN architecture contains a sequence of blocks of 3 convolutional layers each, for a total of 50 layers. \n", - "\n", - "![ResNet bottleneck block](images/resnet_bottleneck_building_block.png)\n", - "\n", - "Each block contains a shortcut connection from the input to the output so that it learns the difference between them, that is the residual. This architectural choise allows to avoid the degradation problem that affects other architectures with many convolutional layers. As said before, a deep architecture is required to learn many complex features from data. Another advantage of the ResNet50 architecture is that the number of parameters don't depend on the size of the images. The number of channels, also known as features maps, and their size are always the same at each layer so that the original ResNet50 parameters that have been computed using 224x224 pixels images can be updated during the finetuning process using images of a different size such as the 64x64 pixels images of the EuroSAT dataset. The final layer reduces the tensor to a one dimensional vector of size 10, the number of the classes, that is finally sent to a softmax layer that computes the probabilities of each image to be a member of any of the 10 classes used to classify the EuroSAT images. The fastai convenience function cnn_learner() is used to customize the learning process by setting different hyperparameters such as the optimizer (e.g. Stochastic Gradient Descent), the loss function, the learning rate and many others. A summary of the architecture is shown before starting the finetuning process." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "rYZx2SMrxgJ5", - "outputId": "839da07f-3480-479d-860b-1b25db6233b9" - }, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - }, - "text/plain": [ - "Sequential (Input shape: 64)\n", - "============================================================================\n", - "Layer (type) Output Shape Param # Trainable \n", - "============================================================================\n", - " 64 x 64 x 32 x 32 \n", - "Conv2d 9408 False \n", - "BatchNorm2d 128 True \n", - "ReLU \n", - "MaxPool2d \n", - "Conv2d 4096 False \n", - "BatchNorm2d 128 True \n", - "Conv2d 36864 False \n", - "BatchNorm2d 128 True \n", - "____________________________________________________________________________\n", - " 64 x 256 x 16 x 16 \n", - "Conv2d 16384 False \n", - "BatchNorm2d 512 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 256 x 16 x 16 \n", - "Conv2d 16384 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 64 x 16 x 16 \n", - "Conv2d 16384 False \n", - "BatchNorm2d 128 True \n", - "Conv2d 36864 False \n", - "BatchNorm2d 128 True \n", - "____________________________________________________________________________\n", - " 64 x 256 x 16 x 16 \n", - "Conv2d 16384 False \n", - "BatchNorm2d 512 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 64 x 16 x 16 \n", - "Conv2d 16384 False \n", - "BatchNorm2d 128 True \n", - "Conv2d 36864 False \n", - "BatchNorm2d 128 True \n", - "____________________________________________________________________________\n", - " 64 x 256 x 16 x 16 \n", - "Conv2d 16384 False \n", - "BatchNorm2d 512 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 128 x 16 x 16 \n", - "Conv2d 32768 False \n", - "BatchNorm2d 256 True \n", - "____________________________________________________________________________\n", - " 64 x 128 x 8 x 8 \n", - "Conv2d 147456 False \n", - "BatchNorm2d 256 True \n", - "____________________________________________________________________________\n", - " 64 x 512 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 1024 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 512 x 8 x 8 \n", - "Conv2d 131072 False \n", - "BatchNorm2d 1024 True \n", - "____________________________________________________________________________\n", - " 64 x 128 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 256 True \n", - "Conv2d 147456 False \n", - "BatchNorm2d 256 True \n", - "____________________________________________________________________________\n", - " 64 x 512 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 1024 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 128 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 256 True \n", - "Conv2d 147456 False \n", - "BatchNorm2d 256 True \n", - "____________________________________________________________________________\n", - " 64 x 512 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 1024 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 128 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 256 True \n", - "Conv2d 147456 False \n", - "BatchNorm2d 256 True \n", - "____________________________________________________________________________\n", - " 64 x 512 x 8 x 8 \n", - "Conv2d 65536 False \n", - "BatchNorm2d 1024 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 256 x 8 x 8 \n", - "Conv2d 131072 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 256 x 4 x 4 \n", - "Conv2d 589824 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 2048 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 524288 False \n", - "BatchNorm2d 2048 True \n", - "____________________________________________________________________________\n", - " 64 x 256 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 512 True \n", - "Conv2d 589824 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 2048 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 256 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 512 True \n", - "Conv2d 589824 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 2048 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 256 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 512 True \n", - "Conv2d 589824 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 2048 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 256 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 512 True \n", - "Conv2d 589824 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 2048 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 256 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 512 True \n", - "Conv2d 589824 False \n", - "BatchNorm2d 512 True \n", - "____________________________________________________________________________\n", - " 64 x 1024 x 4 x 4 \n", - "Conv2d 262144 False \n", - "BatchNorm2d 2048 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 512 x 4 x 4 \n", - "Conv2d 524288 False \n", - "BatchNorm2d 1024 True \n", - "____________________________________________________________________________\n", - " 64 x 512 x 2 x 2 \n", - "Conv2d 2359296 False \n", - "BatchNorm2d 1024 True \n", - "____________________________________________________________________________\n", - " 64 x 2048 x 2 x 2 \n", - "Conv2d 1048576 False \n", - "BatchNorm2d 4096 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 2048 x 2 x 2 \n", - "Conv2d 2097152 False \n", - "BatchNorm2d 4096 True \n", - "____________________________________________________________________________\n", - " 64 x 512 x 2 x 2 \n", - "Conv2d 1048576 False \n", - "BatchNorm2d 1024 True \n", - "Conv2d 2359296 False \n", - "BatchNorm2d 1024 True \n", - "____________________________________________________________________________\n", - " 64 x 2048 x 2 x 2 \n", - "Conv2d 1048576 False \n", - "BatchNorm2d 4096 True \n", - "ReLU \n", - "____________________________________________________________________________\n", - " 64 x 512 x 2 x 2 \n", - "Conv2d 1048576 False \n", - "BatchNorm2d 1024 True \n", - "Conv2d 2359296 False \n", - "BatchNorm2d 1024 True \n", - "____________________________________________________________________________\n", - " 64 x 2048 x 2 x 2 \n", - "Conv2d 1048576 False \n", - "BatchNorm2d 4096 True \n", - "ReLU \n", - "AdaptiveAvgPool2d \n", - "AdaptiveMaxPool2d \n", - "Flatten \n", - "BatchNorm1d 8192 True \n", - "Dropout \n", - "____________________________________________________________________________\n", - " 64 x 512 \n", - "Linear 2097152 True \n", - "ReLU \n", - "BatchNorm1d 1024 True \n", - "Dropout \n", - "____________________________________________________________________________\n", - " 64 x 10 \n", - "Linear 5120 True \n", - "____________________________________________________________________________\n", - "\n", - "Total params: 25,619,520\n", - "Total trainable params: 2,164,608\n", - "Total non-trainable params: 23,454,912\n", - "\n", - "Optimizer used: \n", - "Loss function: FlattenedLoss of CrossEntropyLoss()\n", - "\n", - "Model frozen up to parameter group #2\n", - "\n", - "Callbacks:\n", - " - TrainEvalCallback\n", - " - Recorder\n", - " - ProgressCallback" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "learn = cnn_learner(dls, resnet50, metrics=accuracy) \n", - "learn.summary()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "QFYIGi5SWXtg" - }, - "source": [ - "## Finetuning\n", - "Now the ResNet50 architecture is loaded with the pretrained parameters and the finetuning process can start. I set the number of epochs to a value that achieves a good enough accuracy without wasting too much time and resources in computations. We can try different numbers of epochs to find the right one. Fastai provides a convenience function that can do the work for us. In an epoch a batch of images is used to compute an average value of the loss and to update the model parameters before using the next batch till all the batches have been used and a new epoch can start." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 727 - }, - "id": "WIC1Hd78WSpS", - "outputId": "b10f1492-107f-4c3a-d1d1-c780e0247061" - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    epochtrain_lossvalid_lossaccuracytime
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    " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "learn.fine_tune(20)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "2IjCfeTVU23d" - }, - "source": [ - "We have achieved an accuracy close to 98%. The exact value can change slightly anytime we finetune the model. If that level of accuracy is enough for our purpose we can stop here otherwise we can run more epochs, try different learning rates or apply more transformations to further increase the number of images. We can plot the accuracy of the finetuned model relative to the number of epochs." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 267 - }, - "id": "bTOGfSp4UxVt", - "outputId": "34683ea2-b392-48a5-8a91-c99e1807899f" - }, - "outputs": [ - { - "data": { - "image/png": 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ioiMH2kyPxURF8NkF+fz0neMUn2sa9CtZ+3K0upGj1Y388PZrWTguM9jNCTlDZzRDKT+oaWonO+nKBT+xUZHcN38MG49bKK3xvlxfU1snh6oamO/j/D+eWD43j9ioCJ+uZ7iaU+db+c2msqCkoli1t4qoCOHj00cF/LkHAw0ASvXCGNPrHQDAp+fnERMZwe+3ev9GuvvkBWwmcP3/rtITY1g2K4c39lRR19Lh1+ey2QzffG0vj685ynZHzqNAsdoMb+6tYvHEbNITYwL63IOFBgCletHU3kV7l42sYe4DQOawWO6YMYrXd1dR3+rdG+mO8jqiIoRZY1J90VSvPbCwgPYuG6/s8F+Ka4CXd5xi76l6IiPE78/V05bSWmqa2lk2q2fuSuWkAUCpXnQvAkt2HwAAPr+wgIudVl7debrXY9zZUV7HlJwUEmKCMww3fngSN4zP5MVtFXR0+T7FNdjTXPzk7WMsHJfBp+flsfbgWS74+Y7D1aq9VSTFRbE0TAa7+0MDgFK96E4D0csdAMDkUcksGJvBH7ZW0OlhrYC2Tiv7K+v9mv/HEw9cX8C5xnbWHvJP3eDH/nqE9i4b/3nnVD41L48Oq43XA7QIraW9i7cPneW2aaMCOsg+2GgAUKoXPVcB9+aB6wuobmjjncNnPbrunlMX6LQanxeA8dai8VmMzUrkd++X+3yAdsPxGv56oJqvLxlHQWYik0YkMzMvlVd2nArIYPDbh85ysdOq3T990ACgVC9qGu0J39zNAnK1dFK2vVbA+54NBu8or0MEZo8JbgCIiBA+v7CAA5UNPq0VcLHDyv998xDjsofx4KJLWTOXz83jhKWFnRX+r0uwam8Vo9PjmTMmze/PNZhpAFCqF5bmdmKiIkiOv3o/fWSEcH9RPntO1bPXgzfSHeV1XDMimZT44GeU/MSsHJ/XCvifd0uovHCRx++cQmzUpe6X26aNJCk2ilf9PBh8tqGNLSdquWtm7pBbuetrGgCU6oWlqZ2sYbEevYlcqhVQcdXjOrps7Dl1gblB7v5xSoiJYvk839UKOHa2kd9uLuOf5oxm3tjLp7gmxERx58wc/nqw2utZU954c18VxsBdM7X7py8aAJTqxdXWAPTkrBWw5mA11Q0Xez3uYFU9bZ025gd5ANjVZxf4plaAzWZ45I2DpMRH88it7oul3zt3NB1dNlbtrXK7f6CMMazaU8XMvFQKMhP98hxDiQYApXrhTQAAl1oBV3kjdS6Gui4/dAJATmo8N08ZeK0A55z/f7/tGlIT3C+8unZUCtNzU/w2GHykupHj55pYNivX59ceijQAKNULexoIzwNAd62AHb3XCthRXse47GFkXGVqaTA8sLBgQLUCXOf83znj6l0vy+fmUXyu2S9F6t/YU0V0pHDb1MCk2B7sNAAo5YazGLw3dwAAX7h+LPWtnW67OKw2w66K0On/dzUrL5Xpo1N5fksFtn7kzXed89/XmMnHp48iMSaSl7d7t3iuL11WG2/tO8OSidmkaeoHj2gAUMqN8832QUpvA8B1+WlMyUnm+S1Xzq0/cqaR5vauoM//d8ee4jqf8toWNhbXeHVuzzn/fUmMjeKOmTn87eAZGi529rfJV3i/tJba5nbt/vGCBgCl3Khp8mwNQE/OWgGlNc1sLqm9bN/28vMAIXkHAHDr1JEMT471akpob3P++/KpuXm0ddp4a5/vBoPf2FNFSnw0Syb1Lz13ONIAoJQb3WkgvLwDAPjYtJFkJcXyfI90yzvK68hLT2BkSrxP2uhr0ZH2WgHvl9Zy/GyTR+f0Nue/L1NyUpiSk8zL230zGNzc3sW6I2f5+PSRXrUj3GkAUMqNgQQAd7UCbDbDzoq6kP307/QpL2oFXG3OvyeWz83j2Nkm9p2u709TL7P2YDVtnTbumqndP97QAKCUGzXdxeD7N5j4qXl5xERdqhVQamnmQmtnSPb/u0pLjGHZrFze2FvFeUcuJHc8mfPfl9unjyIhJtInaaLf2FNFfkYCs/KCk157sNIAoJQblqZ2UhOi+92dkDksljtdagVsL7P3/88LQgEYbz2wMJ+OPmoF/NGDOf99SYqL5vbpo/jL/moa2/o/GFxVf5EPys9r6od+0ACglBvONBAD4VorYHt5HSOS4xidHpr9/64u1Qo46bZWQE1jG/+11rM5/31ZPjePi51W3tp3pt/XeHOvpn7oLw0ASrlR09R21UIwnrhmZDJFhfZaAdvL7f3/g+UT6gPXF1DT1M6ag1fWCvjhX4/QbvVszn9fpuWmMHlkMq/0czDYGMOqvVXMGZNGXkbCgNoSjjQAKOWGpXngdwBgX2Fb3dCGpak96AVgvOGsFdBzPcOGYzX8zYs5/30REZbPy+NIdSMHqxq8Pv9QVSOlNc0697+fNAAo1YOzGHx2sndrANxx1goAQn4A2JVrrYDdJ+0pG1o7uvj3fsz578sdM0YRH92/weDX91QSExnBxzT1Q79oAFCqh6b2Lto6ey8G742ICOE7N03kQ5OyKcwa5oPWBU53rQDHlND/ebeEqnrv5/z3JTkumtumjeStfWdo9iIZXafVxl/2n+FD12STkhD82gqDkQYApXoYyBoAd26bNorf3X/doOn/d3LWCnj70Fn+ceQcv91c3u85/31ZPi+P1g4rq70YDN5cYuF8S4d2/wyARwFARG4WkeMiUioiD7vZP0ZE3hWRAyKyUURyHduXiMg+l682EbnTsU9E5HERKRaRoyLyDd/+aEr1jzMAeJMJdKj6nKNWwJf/dzepA5jz35eZo1OZNCLJq26g1/dUkZYQzaIJmvqhv/oMACISCTwD3AJMBpaLyOQehz0JvGiMmQY8BjwBYIzZYIyZYYyZASwFWoF1jnPuB0YDk4wx1wCvDvzHUWrganx8BzCYjUqN55YpI7DazIDm/PdFRFg+N4+DVQ0c8mAwuLGtk78fOcft00cRE6UdGf3lySs3Fyg1xpQZYzqwv1Hf0eOYycB6x+MNbvYD3A2sNcY46859FXjMGGMDMMZ4l4JQKT/xdRfQYPfwLZP4jzunDHjOf1/unJlDbFSER3cBaw9W09Fl4y7t/hkQTwJADuCauLvSsc3VfmCZ4/FdQJKI9OwovBd4xeX7QuCfRGSXiKwVkfGeN1sp/6lpaiMmMiIkiraHgty0BO6bP8bvYxgp8dF8zDEY3Fdlstf3VDE2M5HpuSl+bdNQ56t7p4eARSKyF1gEVAHdJZFEZCQwFXjH5ZxYoM0YMwf4DfC8uwuLyIOOILHLYrH4qLnhpeFiJ6frBl7wO1w4S0EOtkHboeBTc/Nobu/irwd6Hww+XdfKjvI6ls3K0f+jAfIkAFRh76t3ynVs62aMOWOMWWaMmQk86tjmmuLvHmCVMcY14Ucl8Ibj8SpgmrsnN8Y8Z4yZY4yZk5Wlgz398e9vHmLxkxv52brjbpf2q8tZmtrJ1O6foJg9Jo3x2cN4eUfv1cKcNQTu8HOXVDjwJADsBMaLSIGIxGDvylnteoCIZIqI81qPcOWn+eVc3v0D8CawxPF4EVDsTcOVZ7qsNt47XkNaQjRPry/lrl9uoficZ7new5XFy1rAynecg8H7T9dz+MyVg8HGGN7YU8XcgnRGp2vqh4HqMwAYY7qAFdi7b44CfzLGHBaRx0Tkdsdhi4HjIlIMDAced54vIvnY7yDe63HpHwOfEJGD2GcNfXFAP4ly60BVA41tXXz/49fyq8/M5mxDG7f9/H2e23QCaz9qv4YDZxeQCo5ls3KIiYrgVTd3AfsrGyirbeETs/TTvy9EeXKQMWYNsKbHtu+5PF4JrOzl3AquHDR2dhF9zIu2Dlobj9dwvrmDT8wO/IyFzcW1iMD14zJJS4xhTn4a//bGQX605hj/OFLDk5+crkm0XHRabdS1dvhkFbDqn9SEGD42dSRv7q3ikVsnkRBz6W1q1Z5KYqMiuEVTP/iETqD1s7ZOKw/9eT/fe+sQ7V3Wvk/wsc0lFqblpJCWaJ+/nTksll/fN5unPjmdo9WN3Pw/m3hlh2/K8g0F55s7MIYBZwJVA7N8bh5N7V387cClbKQdXTZW7z/DhycPJzlOZ2j5ggYAP3tlxylqmzto6bCys/xCQJ+7sa2TvafruWH85YPnIsInZufy9rduZGZeKo+8cZAHfr+Tmsa2gLYvFHWvAdA7gKC6Lj+NwqzEy9YEvFds4UJrp3b/+JAGAD9q77Ly6/fKmDE6lZioCNYfC+xat20nzmO1GW4Yn+l2f05qPC89MI8ffHwy28rO89H/t+mq0+/CgaXZHgR1DCC4nIPBe07Vc+xsIwCr9laSkRhzxQca1X8aAPxo5e5Kzja28X8+OoEFYzPYeDywAWBziYXEmEhm5qX1ekxEhHD/wgL+9o0bGJORyIqX9/L1V/ZS39oRwJaGjppGRx4gH6SCVgOzbFYuMZH2weCG1k7+caSG22eMIjpS37Z8RV9JP+m02nh24wlmjE7l+nGZLJ2UTVltCxW1LQFrw+aSWhYUZniUK6Uwaxivf2UBD310AmsPVvPR/97EhgAHrFBgGWAxeOU76Ykx3DxlBG/sqWTlnko6rDaWzdTUD76kAcBP3tp3hsoLF/n60nGICEsmZgMErBvo5PkWTp5v9ep2OSoyghVLx/PmPy8kLSGGz7+wk39bdbDPZflDiaV5YMXglW8tn5tHY1sXP33nGOOyhzElJznYTRpSNAD4gdVm+OWGUiaPTGbpJPsbf15GAoVZiQH7VL25pBag1/7/q5mSk8JbKxby5RvH8sqOU9zyP5u7q0INdTWNvikFqXxj/th0CjITaeu0aeoHP9AA4Ad/O1hNWW1L96d/p6WTstleVheQT9SbSyzkpMb3u25rXHQkj9x6Da89uACbMXz5pV3YwmDhmKVZF4GFEhHhswvGEBMV4fdspOFIA4CP2WyGX6wvYXz2MG66dsRl+5ZMzKbDamNLaa1f29BltbG19Dw3Tsgc8CemuQXpfPsjE6ht7uDY2aGfQkLTQISe+4vy2fKvSxmVGh/spgw5GgB8bN2RcxSfa2bF0nFERFz+5jsnP51hsVFsOO7frKb7K+tpau/y2XS5BYX2zN5bT/g3cAWbMYaapja9AwgxIqL/J36iAcCHjDH8fH0J+RkJfMzNUvWYqAhuGJ/JxuM1fl15+15xLRECRYW+qd06MiWesZmJbDtx3ifXC1XNzmLw+majwoQGAB/aeNzC4TONfG3JOKJ6mau8ZGI21Q1tHK32X3fK5hIL03JTfVq+b0FhBtvL6+iyDt100jXdtYB1DYAKDxoAfMQYw9PrS8hJjeeumb0PVi2eZO+W8ddsoIbWTvafrufGfsz+uZqiwkya27s46EG91sFKS0GqcKMBwEe2njjP3lP1fHVx4VVXKmYnxTE1J4UNfloPsPVELTYDN0zw7XL5+WPTAdhWNnS7gTQAqHCjAcBHnn63hOHJsdztQcrnJROz2HPqAhdafJ9uYVNJLcNio5gxOtWn180YFsukEUlDehzgUheQBgAVHjQA+MCO8jq2l9fx5RsLiYvuewXpkknZ2AxsKvHtbCBjDJuKLSwozPBLvpQFhRnsrKgLSlrrQLA0tRMdKVoMXoUNDQA+8PP1JWQOi2H53DyPjp+em0pGYozPu4EqzrdSVX/R5/3/TkWFmbR12th3qr7vgwchS5N9FbCuNlXhQgPAAO07Xc/mklq+eMNY4mM8yx8TESEsmpDFe8UWn5Zl3Oy4o/BXuty5BelEiH28YyiqaWojS7OAqjCiAWCAfrG+lJT4aD4zf4xX5y2ZlM2F1k72nfZdjp1NxbWMTo9njJ9KPKbERzM1J2XIjgM47wCUChcaAAbgyJlG/nH0HA8sLGBYrEfllbvdOD6LyAhhwzHfjAN0Wm1sO1HLDeOz/NqFsaAwk72nL9DaMfQyhNY2t2spSBVWNAAMwDMbSkmKjeL+hflen5uSEM3svDSfpYfee6qelg6r3/r/nYoKM+i0GnZVDK3soF1WG+dbtBi8Ci8aAPqptKaJNYeq+WzRmH7PGlkyKZsj1Y2cbRh4Ld7NJRYixP4J3Z/m5KcRHSlDbhzgfIu9GLyuAVDhRANAPz2z4QRxUZF84fqx/b6Gs1aAL0pFbiqpZX6urHoAABgdSURBVMboVL9PYUyIiWLm6DS2DbHEcBZdA6DCkAaAfqiobeGtfVV8Zn4e6Yn9z7czYfgwRqXEDbgbqL61gwOV9QErlr2gMIODVQ00tnUG5PkCoaZJi8Gr8KMBoB+e3XiCqMgIvnRj/z/9gz3N7ZJJ2bxfWjugxVVbSs9jDNw4wb/dP05FhRnYDOwoqwvI8wWCpoFQ4UgDgJcqL7Ty+p5Kll832idZI5dOyqa1w8rO8v4Pqm4usZAUG8X0XN+mf+jNjLxUYqMihtQ4gAYAFY40AHjp1++VIQJfXlTok+stKMwgJiqi391Axhg2l9RSNC6j1xTUvhYbFcl1+elDqkBMTVM7KfFaDF6FFw0AXjjX2MZru05z9+xcn5WnS4iJYsHYjH6nhy6rbaGq/mLA+v+dFhRmcOxsE+eb2wP6vP5iadJawCr8aADwwnObyrDaDF9dNM6n1106KZvy2hbKa1u8PndzsX0h2Y0BDgDOamMfDJFxgBqtBazCkAYAD51vbueP209yx4xR5Pk41cKSifbpoP1JDre5pJYxGQk+b1NfpuakMCw2ash0A+kdgApHGgA89Nv3y2nvsvHPS3z76R8gLyOBwqxEr7uBOrpsbCs7zw1+Xv3rTlRkBPMK0odEXiBjjOYBUmHJowAgIjeLyHERKRWRh93sHyMi74rIARHZKCK5ju1LRGSfy1ebiNzZ49ynRaTZNz+Of9S3dvDi1go+NnUkhVnD/PIcSydls72sjpZ2z3Ps7Dl1gdYOa8D7/50WFGZQVttCdcPFoDy/rzS3d3Gx06p5gFTY6TMAiEgk8AxwCzAZWC4ik3sc9iTwojFmGvAY8ASAMWaDMWaGMWYGsBRoBda5XHsOkOaLH8Sffvd+OS0dVlYs9f2nf6clE7PpsNrYUup5l8rmEguREcICR398oBU50k4M9rsAnQKqwpUndwBzgVJjTJkxpgN4FbijxzGTgfWOxxvc7Ae4G1hrjGmF7sDyU+C7/Wl4oOw7Xc+zG09w+/RRTBqR7LfnmZOfzrDYKK+6gTaX1DJzdCrJccGpYDVpRBJpCdGDfj3ApTQQWgtAhRdPAkAOcNrl+0rHNlf7gWWOx3cBSSLS82PpvcArLt+vAFYbY6o9b25gNbV18o1X9jI8OY7/uGOKX58rJiqCG8ZnsuGYBWP6LhJT19LBwaqGoHX/gL2wzYLCDLadOO9Rm0NVjd4BqDDlq0Hgh4BFIrIXWARUAd25DURkJDAVeMfx/Sjgk8DP+7qwiDwoIrtEZJfF4tsauldjjOHRVYeoqr/I08tnkJLg/0/ZSyZmc7axjaPVTX0eu6W0FmPghgClf+jNgrEZVNVf5HTd4B0H6O4C0kFgFWY8CQBVwGiX73Md27oZY84YY5YZY2YCjzq2uRaOvQdYZYxxZg+bCYwDSkWkAkgQkVJ3T26Mec4YM8cYMycrK3CfdlfurmT1/jN868PjmT0mPSDPuXiS/efzpBtoc4mF5LgopuWk+LtZV+VMPz2Yp4Namu3F4FMDEOSVCiWeBICdwHgRKRCRGOxdOatdDxCRTBFxXusR4Pke11iOS/ePMeZvxpgRxph8Y0w+0GqM8d8Iq5dOWJr53luHmT82na8uDlyzspPimJqT0mdaCGf6h4XjMgOW/qE3hVmJZCfFDupxgJpGLQavwlOf7x7GmC7s/fXvAEeBPxljDovIYyJyu+OwxcBxESkGhgOPO88XkXzsdxDv+bTlftLeZeXrL+8lLjqC//dPM4mMCOybwpJJ2ew9dYELLR29HnPC0kx1Q1tQ+/+dRISiwgy2DuJxAEuzLgJT4cmjj4/GmDXGmAnGmEJjzOOObd8zxqx2PF5pjBnvOOaLxph2l3MrjDE5xhjbVa7vn8n1/fDjtcc4Ut3Ik5+czoiUwM8KWTIxC5uBTSW9j3dsKrZ3twRjAZg7RYWZ1Da3U1oT0ss5emVfBawzgFT40ZXALt49eo4XtlRwf1E+H7pmeFDaMD03lYzEmKt2A20usTA2M5HR6YFN/9Ab5zqEwdoNZGlq0zsAFZY0ADicbWjjoT/vZ/LIZB65dVLQ2hERISyamMV7xRastiu7VNq7rHxQVhcyn/4BRqcnMDo9flAOBHcXg9cAoMKQBgDAajP8y2t7aeu08fNPzQx6TvglE7Opb+1k3+kri8TsPnmBi53BS//Qm6KxmXxQVuc2aIWyOkcxeM0EqsKRBgDg2Y2lfFBWxw/vuNZvuX68ceOELCIjxG030OaSWqIihPlBSv/Qm6JxGTRc7ORodWOwm+IVXQSmwlnYB4DdJ+v473+UcPv0UXxydm6wmwNASnw0s8eksf7YlQPBm0sszBqTxrDYqCC0rHcLxtoD0mDLC6R5gFQ4C+sA0NDayTde2UdOajyP3zUlpOaBL5mYzdHqRs42tHVvO9/czqGqRm4Mof5/p+zkOAqzEgfdOEBNk/311S4gFY7CNgAYY3j4jQOca2zj6eUzSQpSQrXeLJ3kKBLjsir4/VLn9M/Q6v93KirMZEd5HZ3WXmf8hhznHUCmpoFQYShsA8ArO06z9tBZHrppIjNGpwa7OVeYMHwYOanxl40DbC6pJTUhmilBTv/Qm6LCDFo6rByobAh2UzxmaWonOS6KuGgtBq/CT1gGgOJzTfzwL4e5YXwmD94wNtjNcUtEWDwxiy2ltbR3WR3pHywsHJcZ8NXJnprfPQ4weLqBaprayU7WRWAqPIVdAGjrtLLi5T0kxUXx1D3TiQjRN1OwdwO1dljZUV5HSU0z5xrbQ7L/3yktMYbJI5MH1YIwLQWpwlnYBYD//NsRis8189Q9M0K+AEhRYSYxURGsP1bDpmL7jKDrQ7T/36moMINdJy/Q1mnt++AQYGlu11KQKmyFVQB4+1A1//vBKR68cSyLJoT2GylAfEwkC8ZmsPG4hc0ltRRmJZKTGh/sZl1V0bgMOrps7Dl15SK2UGOM6c4EqlQ4CpsAUFV/ke+uPMD03BQe+ujEYDfHY0snZVNe28KW0tqQnf3j6rr8dCIjZFCsB2jpsHKx06prAFTYCosA0GW18c1X9mIz8PTymcREDZ4fe8lE+3TQLpvhxiBX//JEUlw003JTBsU4QHctYO0CUmFq8LwTDsDT60vZdfIC/3nnFMZkJAa7OV7Jy0igMCuR6EhhXkFopX/oTVFhBvtP19PS3hXsplxVTaN9EVjWsNAeC1LKX4Z8ADDG0NZp5e7Zudw5s2ct+8HhGx8az4ol40kMsfQPvVkwNpMum2FnRV2wm3JVlmZNA6HC2+B4RxkAEeHfbr0G2yDLUunqjhmDK3DNHpNGTGQE206cZ7GjCysUdXcBaQBQYWrI3wE4hfJ8/6EmPiaSmXmpIT8OUNNkLwafEh9aaUCUCpSwCQAqsIoKMzl0poGG1s5gN6VXlqZ2MofF6ocDFbY0ACi/KBqXgTHwQXno3gVYmtq1+0eFNQ0Ayi+m56YSHx0Z0usBapradQBYhTUNAMovYqIiuK4gPaTrA1g0AKgwpwFA+U1RYQbF55q7Z9uEEnsx+HayQjwflFL+pAFA+U2Ro27xtrLQ6wZyFoPXOwAVzjQAKL+5dlQKSXFRIVkfoEbXACilAUD5T2SEPX1FKA4EazF4pTQAKD8rKsyg4nwrVfUXg92Uy3QHAE0FrcKYBgDlV0XjnGUiQ+suQPMAKaUBQPnZhOwkMhJjQm46aE1jmxaDV2FPA4Dyq4gIYX5hBu8dt9AcQumhLc26BkApjwKAiNwsIsdFpFREHnazf4yIvCsiB0Rko4jkOrYvEZF9Ll9tInKnY98fHdc8JCLPi4hm5Bqivnh9AXWtHfxsXXGwm9LNngZC1wCo8NZnABCRSOAZ4BZgMrBcRCb3OOxJ4EVjzDTgMeAJAGPMBmPMDGPMDGAp0Aqsc5zzR2ASMBWIB7448B9HhaKZeWl8Zt4Yfr+1nIOVDcFuDqBpIJQCz+4A5gKlxpgyY0wH8CpwR49jJgPrHY83uNkPcDew1hjTCmCMWWMcgB1Abn9+ADU4fOfmiWQMi+WRVQfostqC3RxNA6EUngWAHOC0y/eVjm2u9gPLHI/vApJEpGf9wnuBV3pe3NH1cx/wticNVoNTclw0P/j4tRyqauTFbSeD2paW9i5aO6y6CEyFPV8NAj8ELBKRvcAioAqwOneKyEjsXT3vuDn3l8AmY8xmdxcWkQdFZJeI7LJYLD5qrgqGW6eOYMnELJ5ad5wzQVwXUKOLwJQCPAsAVcBol+9zHdu6GWPOGGOWGWNmAo86ttW7HHIPsMoYc1l1EBH5PpAFfLu3JzfGPGeMmWOMmZOVleVBc1WoEhEeu2MKVmP4werDQWuHrgJWys6TALATGC8iBSISg70rZ7XrASKSKSLOaz0CPN/jGsvp0f0jIl8EbgKWG2OC3ymsAmJ0egLf+vAE1h05xzuHzwalDZdqAessIBXe+gwAxpguYAX27pujwJ+MMYdF5DERud1x2GLguIgUA8OBx53ni0g+9juI93pc+leOY7c5poh+b2A/ihosHri+gEkjkvjB6sNBWRtQ09QG6B2AUlGeHGSMWQOs6bHtey6PVwIrezm3gisHjTHGePTcauiJjozgR8um8olnt/LUuuN8/+PXBvT5LY5i8KlaDF6FOV0JrIJilmNtwB+2VnCgsr7vE3yoRovBKwVoAFBB5Fwb8G+rDgZ0bYCuAVDKTgOAChrXtQF/CODaAHsaCA0ASmkAUEEVjLUBmgZCKTsNACqonGsDbMbw/QCsDbDaDHUt7VoIRik0AKgQ4Fwb8PcArA0439KOzUBWsq4BUEoDgAoJzrUB33/Lv2sDahq1FKRSThoAVEiIjozgiWVTOdfUxlPrjvvtebQUpFKXaABQIWNmXhr3zffv2oBLaSA0ACilAUCFlIdumkimH9cGaCI4pS7RAKBCSnJcND+43X9rAyxN7SRpMXilAA0AKgTdMmUESydl+2VtgC4CU+oSDQAq5IgIP7z9WozB52sDapratPtHKQcNACokjU5P4FsfGe/ztQH2PEC6BkAp0ACgQtjnFxZwzchkn64N0C4gpS7RAKBCVnRkBD+6awrnmtp48p2Brw1oae+ipcOqXUBKOWgAUCHNuTbgxW0DXxugawCUupwGABXynGsDHnljYGsDdBWwUpfTAKBCnnNtwOEzjfx+a0W/r9OdB0gDgFKABgA1SDjXBvzs78VU9XNtgMVRDD5bZwEpBWgAUIPEZWsD3jqEMcbra9Q0tRMVocXglXLSAKAGDefagH8creGdw+e8Pt+ixeCVuowGADWoONcG/GD1YZraOr0619LcTnay9v8r5aQBQA0qrmsDnlpX7NW5NY1aClIpVxoA1KDTXTdgWwX7T3u+NsDSrMXglXKlAUANSg/dNJEsL+oGWG2G882aBkIpVxoA1KDk7dqA7mLwGgCU6qYBQA1a3qwN0EpgSl1JA4AatLxZG3ApAOgiMKWcNACoQc3TtQE1mghOqStoAFCDnidrA7QLSKkreRQARORmETkuIqUi8rCb/WNE5F0ROSAiG0Uk17F9iYjsc/lqE5E7HfsKRGS745qviUiMb380FS48WRugxeCVulKfAUBEIoFngFuAycByEZnc47AngReNMdOAx4AnAIwxG4wxM4wxM4ClQCuwznHOT4D/NsaMAy4AX/DBz6PCVF9rA+ylIPXTv1KuPLkDmAuUGmPKjDEdwKvAHT2OmQysdzze4GY/wN3AWmNMq4gI9oCw0rHvD8Cd3jZeKVfOtQHu6gZoKUilruRJAMgBTrt8X+nY5mo/sMzx+C4gSUQyehxzL/CK43EGUG+McRZ6dXdNpbziXBtwpPrKtQH2VcA6A0gpV74aBH4IWCQie4FFQBVgde4UkZHAVOAdby8sIg+KyC4R2WWxWHzUXDVUOdcGPLWumMoLrd3baxrbNA+QUj14EgCqgNEu3+c6tnUzxpwxxiwzxswEHnVsc+2IvQdYZYxxTtE4D6SKSFRv13S59nPGmDnGmDlZWVkeNFeFM+faAIDvv3UYY0x3MXjNBKrU5TwJADuB8Y5ZOzHYu3JWux4gIpki4rzWI8DzPa6xnEvdPxj7ip0N2McFAD4HvOV985W6knNtwLvHanjn8NlLU0D1DkCpy/QZABz99Cuwd98cBf5kjDksIo+JyO2OwxYDx0WkGBgOPO48X0Tysd9BvNfj0v8KfFtESrGPCfxuQD+JUi6cawO+v/ow5bUtgK4BUKon6U9pvWCZM2eO2bVrV7CboQaJvacusOzZrYxJT6DifCtv/8sNTBqRHOxmKRVwIrLbGDOn53ZdCayGLOfagIrz9sFg7QJS6nIaANSQ9tBNE8lOiiUyQkhL0MXmSrmK6vsQpQav5LhofvGpWew9dUGLwSvVgwYANeTNLUhnbkF6sJuhVMjRLiCllApTGgCUUipMaQBQSqkwpQFAKaXClAYApZQKUxoAlFIqTGkAUEqpMKUBQCmlwtSgSgYnIhbgZD9PzwRqfdgcX9P2DYy2b2C0fQMT6u0bY4y5oqDKoAoAAyEiu9xlwwsV2r6B0fYNjLZvYEK9fb3RLiCllApTGgCUUipMhVMAeC7YDeiDtm9gtH0Do+0bmFBvn1thMwaglFLqcuF0B6CUUsrFkAsAInKziBwXkVIRedjN/lgRec2xf7ujaH2g2jZaRDaIyBEROSwi33RzzGIRaRCRfY6v7wWqfY7nrxCRg47nvqIAs9g97Xj9DojIrAC2baLL67JPRBpF5F96HBPQ109EnheRGhE55LItXUT+LiIljn/Tejn3c45jSkTkcwFs309F5Jjj/2+ViKT2cu5Vfxf82L4fiEiVy//hrb2ce9W/dT+27zWXtlWIyL5ezvX76zdgxpgh8wVEAieAsUAMsB+Y3OOYrwG/cjy+F3gtgO0bCcxyPE4Cit20bzHw1yC+hhVA5lX23wqsBQSYD2wP4v/1Wezzm4P2+gE3ArOAQy7b/gt42PH4YeAnbs5LB8oc/6Y5HqcFqH0fBaIcj3/irn2e/C74sX0/AB7y4P//qn/r/mpfj/1PAd8L1us30K+hdgcwFyg1xpQZYzqAV4E7ehxzB/AHx+OVwIdEJCC1Ao0x1caYPY7HTcBRICcQz+1DdwAvGrsPgFQRGRmEdnwIOGGM6e/CQJ8wxmwC6npsdv0d+wNwp5tTbwL+boypM8ZcAP4O3ByI9hlj1hljuhzffgDk+vp5PdXL6+cJT/7WB+xq7XO8b9wDvOLr5w2UoRYAcoDTLt9XcuUbbPcxjj+CBiAjIK1z4eh6mglsd7N7gYjsF5G1InJtQBsGBlgnIrtF5EE3+z15jQPhXnr/wwvm6wcw3BhT7Xh8Fhju5phQeR0fwH5H505fvwv+tMLRRfV8L11oofD63QCcM8aU9LI/mK+fR4ZaABgURGQY8DrwL8aYxh6792Dv1pgO/Bx4M8DNu94YMwu4BfhnEbkxwM/fJxGJAW4H/uxmd7Bfv8sYe19ASE61E5FHgS7gj70cEqzfhWeBQmAGUI29myUULefqn/5D/m9pqAWAKmC0y/e5jm1ujxGRKCAFOB+Q1tmfMxr7m/8fjTFv9NxvjGk0xjQ7Hq8BokUkM1DtM8ZUOf6tAVZhv9V25clr7G+3AHuMMed67gj26+dwztkt5vi3xs0xQX0dReR+4Dbg044gdQUPfhf8whhzzhhjNcbYgN/08rzBfv2igGXAa70dE6zXzxtDLQDsBMaLSIHjU+K9wOoex6wGnDMu7gbW9/YH4GuOPsPfAUeNMT/r5ZgRzjEJEZmL/f8oIAFKRBJFJMn5GPtg4aEeh60GPuuYDTQfaHDp7giUXj95BfP1c+H6O/Y54C03x7wDfFRE0hxdHB91bPM7EbkZ+C5wuzGmtZdjPPld8Ff7XMeU7urleT35W/enDwPHjDGV7nYG8/XzSrBHoX39hX2WSjH2GQKPOrY9hv2XHSAOe9dBKbADGBvAtl2PvTvgALDP8XUr8BXgK45jVgCHsc9q+AAoCmD7xjqed7+jDc7Xz7V9AjzjeH0PAnMC/P+biP0NPcVlW9BeP+yBqBroxN4P/QXsY0rvAiXAP4B0x7FzgN+6nPuA4/ewFPh8ANtXir3/3Pk76JwVNwpYc7XfhQC17yXH79YB7G/qI3u2z/H9FX/rgWifY/vvnb9zLscG/PUb6JeuBFZKqTA11LqAlFJKeUgDgFJKhSkNAEopFaY0ACilVJjSAKCUUmFKA4BSSoUpDQBKKRWmNAAopVSY+v/arMvlnSC7JQAAAABJRU5ErkJggg==\n", 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(L(learn.recorder.values).itemgot(2));" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "5m0Xp0Atmhzu" - }, - "source": [ - "## Model evaluation\n", - "We want to understand what is the accuracy of our model in separating images that belong to different classes. For example, it is known that the spectral response of rivers (turbid water) and roads is pretty similar in the visible part of the spectrum as they absorb most of the solar radiation, and seen from a long distance within a patch of 640 m x 640 m a river and a highway might be confused. So we will not be surprised if some images of rivers and roads may be misclassified, that is, an image of a river may be interpreted as an image of a road and vice versa by our model. Also, the distinction between Pasture, Permanent Crop, Annual Crop or Herbaceous Vegetation may not be so clear using only the three RGB bands so we can expect a certain level of misclassifications among these classes as well. We plot the confusion matrix using the validation data to check for which classes there have been misclassifications." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 743 - }, - "id": "PjQaZ9UTzJJm", - "outputId": "6cb6c117-5b9c-4b73-92d8-c283c15921c5" - }, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "interp = ClassificationInterpretation.from_learner(learn)\n", - "interp.plot_confusion_matrix(figsize=(12,12), dpi=60)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Y92z5wPNVqmx" - }, - "source": [ - "We can select the classes that have a minimum number of misclassifications" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "65VK6zetzPzh", - "outputId": "e0365a00-f51e-4988-9346-b325a5b0b3e4" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('AnnualCrop', 'PermanentCrop', 15),\n", - " ('Industrial', 'Residential', 12),\n", - " ('SeaLake', 'Forest', 11),\n", - " ('HerbaceousVegetation', 'PermanentCrop', 9),\n", - " ('Highway', 'River', 7),\n", - " ('HerbaceousVegetation', 'Forest', 6),\n", - " ('HerbaceousVegetation', 'Pasture', 6),\n", - " ('PermanentCrop', 'HerbaceousVegetation', 6),\n", - " ('Pasture', 'Forest', 5),\n", - " ('Pasture', 'HerbaceousVegetation', 5)]" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interp.most_confused(min_val=5)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3Q_2_-DPV9ma" - }, - "source": [ - "As we already figured out, most of the misclassifications happen between classes that are related to the vegetation. Also for rivers and highways some misclassifications are reported. Still the great majority of classifications for each class are correct." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Q8Cz-aypXT4C" - }, - "source": [ - "## Save and export the model's finetuned parameters\n", - "We can save the finetuned model parameters in case we want to use them in an application. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "QUka9TuczbnV" - }, - "outputs": [], - "source": [ - "learn.export('eurosat_model.pkl')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "9uixgEKEFld1" - }, - "outputs": [], - "source": [ - "learn_inf = load_learner('eurosat_model.pkl')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "05dobCj3rxIo" - }, - "source": [ - "## A minimalist application\n", - "Once we have achieved the accuracy that we wanted, we can use our finetuned model with new images, for example extracted from the Sentinel-2 products available from Sentinel-Hub. I have extracted some images of patches of land, of the same size as those used to finetune the model (64x64 pixels). They are available in a separate folder. The new images were extracted manually from Sentilel-2 L1C products using the Sentinel-Hub [EO-Browser](https://www.sentinel-hub.com/explore/eobrowser/). An image can be uploaded so that we can see what are the probabilities that it is a member of any of the 10 EuroSAT classes. As an example I use two images from the exact same patch of land from Mesero (Lat. = 45.487971, Lon. = 8.849979), close to Milan, taken two years apart from each other to show how the application can be used to detect changes in land cover and use. The two images are available in the folder images/sentinel-2 of this repository." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "c0tR1ZhaaIRn" - }, - "source": [ - "The [1st image](images/sentinel-2/2019-07-16-Sentinel-2_L1C_Mesero.jpg) of the area was taken in July 2019 and shows a land that is mostly covered by crops ('Permanent Crop' or 'Annual Crop') but also contains a highway at its bottom." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 49, - "referenced_widgets": [ - "f93d1d1d80c3482f8f9b650a9aec67b3", - "d0340c35849a4731984d173e8856d617", - "c26107faeb264e95b96ca38e9c0202f4" - ] - }, - "id": "QCI6ZyGsGbng", - "outputId": "10c8421a-022d-43ce-d088-1f1d7623c762" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f93d1d1d80c3482f8f9b650a9aec67b3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "FileUpload(value={}, description='Upload')" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from fastai.vision.widgets import *\n", - "btn_upload1 = widgets.FileUpload()\n", - "btn_upload1" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 93, - "referenced_widgets": [ - "e0630d8197694b0eb333295659ae6ee0", - "bd5760afbe844de1a47063f02ec42774" - ] - }, - "id": "Ft9dA6cbGfhv", - "outputId": "211ebeda-250e-417a-ac48-3ae0287a57a6" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e0630d8197694b0eb333295659ae6ee0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out_pl = widgets.Output()\n", - "out_pl.clear_output()\n", - "img1 = PILImage.create(btn_upload1.data[-1])\n", - "with out_pl: display(img1)\n", - "out_pl" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "51Sd2Nx7amqN" - }, - "source": [ - "The probabilities computed by our model for the 1st image (I show only the two highest values) are:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 49, - "referenced_widgets": [ - "2b4ad580afc748d2b68a15bbc10fc7ab", - "d9261c7860ba49ae92e336b1a6a0ff53", - "f51c7e1f57c04cc18641902f24ece9f1" - ] - }, - "id": "Uv90NtN9GrRY", - "outputId": "3f2a394f-2faf-4ea4-d2e7-c6d00217131d" - }, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2b4ad580afc748d2b68a15bbc10fc7ab", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Label(value='Prediction: Highway; Probability: 0.9980')" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pred,pred_idx,probs = learn_inf.predict(img1)\n", - "lbl_pred = widgets.Label()\n", - "lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", - "lbl_pred" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ARRp7j9TGvYP", - "outputId": "161ee47b-690a-45f3-a798-60941f3b8033" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([4.8410e-04, 1.3392e-06, 1.5634e-04, 9.9796e-01, 1.9808e-04, 1.3962e-04,\n", - " 8.8622e-04, 4.6300e-05, 1.1766e-04, 1.2730e-05])" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "probs" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NG8qoLzNaa8A" - }, - "source": [ - "The [2nd image](images/sentinel-2/2021-08-14-Sentinel-2_L1C_Mesero.jpg) was taken in August 2021 and shows an industrial building and still the same highway as in 2019." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 49, - "referenced_widgets": [ - "d8f045d6bf984ce89b261016dad2257e", - "a145b4d88fae476ab3738c47bb8d763c", - "4d69e38e07354f63bd2d3ea02a18e2b0" - ] - }, - "id": "7scuCWW_w64b", - "outputId": "7019186c-ab0f-49f6-f288-37cb336c44f4" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d8f045d6bf984ce89b261016dad2257e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "FileUpload(value={}, description='Upload')" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "btn_upload2 = widgets.FileUpload()\n", - "btn_upload2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 81, - "referenced_widgets": [ - "e0630d8197694b0eb333295659ae6ee0", - "bd5760afbe844de1a47063f02ec42774" - ] - }, - "id": "Rz7A2FHJ7Yri", - "outputId": "3c74b016-b4f1-4747-b9cb-57bff31fbb3f" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e0630d8197694b0eb333295659ae6ee0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out_pl.clear_output()\n", - "img2 = PILImage.create(btn_upload2.data[-1])\n", - "with out_pl: display(img2)\n", - "out_pl" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "v8oP5Zd8ay9e" - }, - "source": [ - "The probabilities for the 2nd image (2021) are:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 49, - "referenced_widgets": [ - "bccb77a435b049bf9a3d9942743e5a9a", - "296d4de09aad44149a88d2b94592907f", - "f98d0c385cec4d148f8511cea3016e1b" - ] - }, - "id": "YyAN9XBr7ouh", - "outputId": "90211949-b874-493c-e2d0-269c00a7f929" - }, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bccb77a435b049bf9a3d9942743e5a9a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Label(value='Prediction: Industrial; Probability: 0.7301')" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pred,pred_idx,probs = learn_inf.predict(img2)\n", - "lbl_pred = widgets.Label()\n", - "lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", - "lbl_pred" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "7lRxDqq17-D9", - "outputId": "724035cb-f212-40be-f304-945464874ddd" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([2.8591e-04, 3.4131e-06, 1.4427e-04, 2.6680e-01, 7.3014e-01, 3.1067e-05,\n", - " 1.4392e-04, 3.6543e-04, 2.0304e-03, 5.0807e-05])" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "probs" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xqfxffaJbCq_" - }, - "source": [ - "The model has been able to detect the change of land cover even if the presence of objects of two different classes, i.e. crop and highway in the 1st image and industrial building and highway in the 2nd image may have decreased the confidence of the model. If you use the model with the same hyperparameters and number of epoch you should see a similar result with some slightly difference in the probabilities." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "OzIeEloRL77v" - }, - "source": [ - "## Conclusion\n", - "Thanks to the fastai deep learning library it took less than 1 hour to set up the code, finetune the ResNet50 architecture with the EuroSAT RGB dataset for 20 epochs and also perform some tests using new images extracted from the Sentinel-2 products. We have seen that the performances for an LULC task are already quite good but there is certainly room for improvements. The next step is to use the EuroSAT multispectral dataset with the complete set of the Sentinel-2 MSI 13 spectral bands to see whether it helps in better separating the classes related to crop, pasture and forest where the bands in the Near Infrared (NIR) show a stronger reflectance from vegetation than the visible bands." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TUCnnZ2sB52w" - }, - "source": [ - "## References\n", - "1. [He K. et al. - Deep Residual Learning for Image Recognition](https://arxiv.org/abs/1512.03385)\n", - "2. [Helber P. et al. - EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification](https://arxiv.org/abs/1709.00029) \n", - "3. [Copernicus Land Monitoring Service - CORINE Land Cover User Manual](https://land.copernicus.eu/user-corner/technical-library/clc-product-user-manual)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "d005ax_FB7fs" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "collapsed_sections": [ - "OzIeEloRL77v" - ], - "name": "fastai_eurosat.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "296d4de09aad44149a88d2b94592907f": { - "model_module": "@jupyter-widgets/controls", - 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"markdown", - "metadata": {}, - "source": [ - "# The Copernicus Climate Change Service\n", - "The Copernicus Climate Change Service ([C3S](https://climate.copernicus.eu/)) provides information about climate change through historical data sets (reanalysis) and projections of essential climate variables such as winds, precipitation, temperature, pressure, greenhouse gases. C3S is operated by the European Centre for Medium-Range Weather Forecasts ([ECMWF](https://www.ecmwf.int/)) on behalf of the European Commission.\n", - "\n", - "The purpose of this notebook is\n", - "\n", - "1. Test the C3S web service API\n", - "2. Plot the 2m air temperatures on a map over Italy at a given time slice\n", - "3. As an exercise, we compute the mean temperatures in Rome from May to June 2022 and then we plot the result as time series. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The ERA5 reanalysis dataset\n", - "ERA5 reanalysis is a dataset that combines a vast amount of observations of the climate variables from the near real time back to, so far, 1979. The aim of the project is to assimilate historical observations back to 1950. The dataset is provided as a Level 3 product so that the observations are already interpolated at the grid points. ERA5 contains estimations of many climate variables on a grid whose horizontal resolution, the distance between any two points on the grid, is 0.5°x0.5° or 55 km for atmospheric data. The ERA5 estimations are computed by integrating the values obtained using the ECMWF climate model with the historical observations from in-situ and satellite data. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data assimilation\n", - "The technique used to integrate the model data with the observations is called assimilation. An estimation of the state of the climate variables is computed for every hour by ECMWF earth system. The model estimations are compared with the observations at any grid point. Since both observations and model data have errors a cost function is used to compute the distance between the two values, weighted by their errors. The result, obtained by minimizing the cost function, represents a better estimation of the climate variables at any time slice and grid point. The set of estimations, corrected using the observations, represents an analysis that is used as new input for the next iteration of the model whose result will be again compared with the observations available at that time slice to produce the corresponding analysis. More information about the technique can be found in the [references](#References) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The ERA5 hourly 2m-temperature\n", - "We select the [C3S ERA5 hourly data on single levels from 1979 to present](https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels) data set to retrieve the air temperature data over the Italian region between May and June 2022. The 2m temperature is the temperature of the air at 2m above the surface, land and sea. Since we want to limit the size of the data we choose a frequency of 3 hours. The format of the data is [NetCDF4](https://www.unidata.ucar.edu/software/netcdf/docs/netcdf_introduction.html). According to our selection the data will contain a cube of 8 time slices per day of temperature values, for each grid point in the selected area. The selected area is between 47.12 degrees latitude North, 36.4 latitude South and 6.57 degrees longitude West and 18.52 longitude East. The selected area contains 43x48 = 2064 points so each table, or slice, contains 2064 temperature values (in Kelvin)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The ERA5 hourly data web service\n", - "In order to use the API, you have to be registered into the CDS and\n", - "\n", - "1. login \n", - "2. copy your CDS API key in the .condarc file in your home folder \n", - "3. install the cdsapi Python package\n", - "\n", - "You can also pass your API key and the CDS web service url to the client API instead of copying them into your .condarc file. For more information follow the [how-to instructions](https://cds.climate.copernicus.eu/api-how-to). Pay attention to not confuse the CDS API key with the ADS API key that is used to access the Atmosphere Monitoring Service.\n", - "\n", - "We import all the Python packages that will be used to retrieve the data. We will import additional packages later on for plotting the temperatures." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "python version: 3.10.5\n", - "pandas version: 1.4.3\n", - "xarray version: 2022.3.0\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import pandas as pd\n", - "import numpy as np\n", - "import cdsapi\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "from platform import python_version\n", - "print(\"python version: %s\"%python_version())\n", - "print(\"pandas version: %s\"%pd.__version__)\n", - "print(\"xarray version: %s\"%xr.__version__)" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-07-16 19:42:32,237 INFO Welcome to the CDS\n", - "2022-07-16 19:42:32,239 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/reanalysis-era5-single-levels\n", - "2022-07-16 19:42:32,365 INFO Request is queued\n", - "2022-07-16 19:42:33,485 INFO Request is running\n", - "2022-07-16 19:43:05,415 INFO Request is completed\n", - "2022-07-16 19:43:05,416 INFO Downloading https://download-0017.copernicus-climate.eu/cache-compute-0017/cache/data7/adaptor.mars.internal-1657993374.9147475-20392-8-1d1b1867-95e8-406a-a713-71d4bf382336.nc to ./data/2m_temperature.nc (1.9M)\n", - "2022-07-16 19:43:17,322 INFO Download rate 165.5K/s \n" - ] - }, - { - "data": { - "text/plain": [ - "Result(content_length=2017852,content_type=application/x-netcdf,location=https://download-0017.copernicus-climate.eu/cache-compute-0017/cache/data7/adaptor.mars.internal-1657993374.9147475-20392-8-1d1b1867-95e8-406a-a713-71d4bf382336.nc)" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "URL = \"https://cds.climate.copernicus.eu/api/v2\"\n", - "KEY = \"xxxxxxxxxxxxxxxxxxxxxxxxxxxxxx\"\n", - "c = cdsapi.Client(url=URL, key=KEY) # uncomment with your API key if you do not use the .condarc file\n", - "\n", - "#c = cdsapi.Client()\n", - "\n", - "c.retrieve(\n", - " 'reanalysis-era5-single-levels',\n", - " {\n", - " 'product_type': 'reanalysis',\n", - " 'variable': [\n", - " '2m_temperature'\n", - " ],\n", - " 'year': '2022',\n", - " 'month': [\n", - " '05','06'\n", - " ],\n", - " 'day': [\n", - " '01', '02', '03',\n", - " '04', '05', '06',\n", - " '07', '08', '09',\n", - " '10', '11', '12',\n", - " '13', '14', '15',\n", - " '16', '17', '18',\n", - " '19', '20', '21',\n", - " '22', '23', '24',\n", - " '25', '26', '27',\n", - " '28', '29', '30',\n", - " '31'\n", - " ],\n", - " 'time': [\n", - " '00:00', '03:00', '06:00',\n", - " '09:00', '12:00', '15:00',\n", - " '18:00', '21:00',\n", - " ],\n", - " 'area': [\n", - " 47.12, 6.57, 36.4,\n", - " 18.52,\n", - " ],\n", - " 'format': 'netcdf',\n", - " },\n", - " './data/2m_temperature.nc')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We read the data and visualize some information about the content. The date time is provided as time steps from the beginning date but since we will select the data between two dates we convert the steps into dates using the decode_cf() function." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "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: 48, latitude: 43, time: 488)\n",
    -       "Coordinates:\n",
    -       "  * longitude  (longitude) float32 6.57 6.82 7.07 7.32 ... 17.82 18.07 18.32\n",
    -       "  * latitude   (latitude) float32 46.9 46.65 46.4 46.15 ... 36.9 36.65 36.4\n",
    -       "  * time       (time) datetime64[ns] 2022-05-01 ... 2022-06-30T21:00:00\n",
    -       "Data variables:\n",
    -       "    t2m        (time, latitude, longitude) float32 ...\n",
    -       "Attributes:\n",
    -       "    Conventions:  CF-1.6\n",
    -       "    history:      2022-07-16 17:42:55 GMT by grib_to_netcdf-2.25.1: /opt/ecmw...
    " - ], - "text/plain": [ - "\n", - "Dimensions: (longitude: 48, latitude: 43, time: 488)\n", - "Coordinates:\n", - " * longitude (longitude) float32 6.57 6.82 7.07 7.32 ... 17.82 18.07 18.32\n", - " * latitude (latitude) float32 46.9 46.65 46.4 46.15 ... 36.9 36.65 36.4\n", - " * time (time) datetime64[ns] 2022-05-01 ... 2022-06-30T21:00:00\n", - "Data variables:\n", - " t2m (time, latitude, longitude) float32 ...\n", - "Attributes:\n", - " Conventions: CF-1.6\n", - " history: 2022-07-16 17:42:55 GMT by grib_to_netcdf-2.25.1: /opt/ecmw..." - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "era5_ds = xr.open_dataset('data/2m_temperature.nc')\n", - "xr.decode_cf(era5_ds)\n", - "era5_ds" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see from the dimensions, the data contains 43x48 = 2064 grid points for each time slice between May 1st 2022 and June 30th." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Latitude South: 36.40, Latitude North: 46.90\n" - ] - } - ], - "source": [ - "lats = era5_ds['latitude']\n", - "print(\"Latitude South: {0:.2f}, Latitude North: {1:.2f}\".format(lats.data.min(), lats.data.max()))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Longitude West: 6.57, Longitude East: 18.32\n" - ] - } - ], - "source": [ - "lons = era5_ds['longitude']\n", - "print(\"Longitude West: {0:.2f}, Longitude East: {1:.2f}\".format(lons.data.min(), lons.data.max()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we extract the temperature data from the data set and then we close the file since we won't need it anymore. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "temperature2m = era5_ds['t2m']\n", - "era5_ds.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Multidimensional arrays\n", - "The temperatures are stored in a three dimensional array as shown in the picture, so that each temperature value is addressed by three coordinates or indexes. The first index represents the time slices, the 2nd and 3rd indexes represent the latitude and the longitude respectively. Instead of using integer indexes, as in a normal array, we can use a time index, and latitude and longitude as space indexes. The values for time, latitude and longitude must be the exact values that are in the data array. The use of index values that are different from those available in the data array will result in a key error. We need to know only the first value of each index and the distance between two consecutive values. For the time index the distance is 3 hours and for latitute and longitude is 0.25 degrees.\n", - "\n", - "![GitHub Logo](images/xarray-dataset-diagram.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here we choose two different time slices at the same grid point to compute the mean temporal temperature" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "296.15870666503906" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "temp1 = temperature2m.sel(time='2022-06-29T12:00:00', latitude = 46.90, longitude = 6.57).values.item()\n", - "temp2 = temperature2m.sel(time='2022-06-29T15:00:00', latitude = 46.90, longitude = 6.57).values.item()\n", - "temporal_mean = (temp2 + temp1) / 2\n", - "temporal_mean" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here we compute the mean temperature in two different adjacent grid points at the same time" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "288.96209716796875" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tempA = temperature2m.sel(time='2022-06-01T12:00:00', latitude = 46.90, longitude = 6.57).values.item()\n", - "tempB = temperature2m.sel(time='2022-06-01T15:00:00', latitude = 46.65, longitude = 6.82).values.item()\n", - "spatial_mean = (tempA + tempB) / 2\n", - "spatial_mean" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plotting the temperature data\n", - "We want to plot on a map one time slice of the temperature values, so we import the Python libraries." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "matplotlib version: 3.5.2\n", - "cartopy version: 0.20.3\n" - ] - } - ], - "source": [ - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import cartopy.crs as ccrs\n", - "import cartopy\n", - "print(\"matplotlib version: %s\"%matplotlib.__version__)\n", - "print(\"cartopy version: %s\"%cartopy.__version__)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We plot the data on a map using the [plate carre projection](https://scitools.org.uk/cartopy/docs/v0.15/crs/projections.html#platecarree), a particular case of the [equirectangular projection](https://en.wikipedia.org/wiki/Equirectangular_projection). We plot the costline and also rivers and lakes just to show that they are available. We plot only the first time slice, of Septmeber 1st 2020 at midnight." - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'ERA5 2 meter air temperature - 2022-06-30T15:00:00')" - ] - }, - "execution_count": 119, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,10))\n", - "ax = plt.axes(projection=ccrs.PlateCarree())\n", - "ax.add_feature(cartopy.feature.OCEAN)\n", - "ax.add_feature(cartopy.feature.LAND, edgecolor='black')\n", - "ax.add_feature(cartopy.feature.LAKES, edgecolor='black')\n", - "ax.add_feature(cartopy.feature.RIVERS)\n", - "ax.coastlines()\n", - "temperature2m.sel(time='2022-06-30T15:00:00').plot(ax=ax, add_colorbar=True, cmap='jet')\n", - "plt.title('ERA5 2 meter air temperature - 2022-06-30T15:00:00')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The color of each cell, centered on one of the grid points, represents the temperature value.\n", - "\n", - "We plot the data using the orthographic projection on the entire globe as well, even if our data cover only the Italian region. In order to plot the data into a different projection we need to transform the coordinates of the grid points. The transformation is performed by the cartopy library." - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 120, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,10))\n", - "ax = plt.axes(projection=ccrs.Orthographic(central_longitude=12, central_latitude=41))\n", - "ax.coastlines()\n", - "ax.set_global()\n", - "temperature2m.sel(time='2022-06-30T15:00:00').plot(ax=ax, \n", - " add_colorbar=True, \n", - " cmap='jet', \n", - " transform=ccrs.PlateCarree())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Computing the mean air temperatures in Rome from May to June 2022\n", - "We want to compute the time series of the 2 meter air temperatures in Rome for the months of May and June. We select the time slices from May 1st to June 30th, 8 time slices per day, and for each slice we select the grid points that lay within a bounding box between latitude Nord = 42.02 degrees and latitude South = 41.79 degrees, and between longitude West = 12.23 degrees and longitude East = 12.70 degrees. Then we compute the mean temperature for each time slice and finally we plot the time series of the 2m air temperatures. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(481, 1, 2)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latN = 42.02\n", - "latS = 41.79\n", - "lonW = 12.23\n", - "lonE = 12.70\n", - "rome_temp = temperature2m.sel(\n", - " time = slice('2022-05-01T00:00:00', '2022-06-30T00:00:00'),\n", - " latitude = slice(latN, latS), \n", - " longitude = slice(lonW, lonE))\n", - "\n", - "rome_temp.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can seen, our selection contains 31x8 + 30x8 = 481 time slices and only 1x2 = 2 grid point for each slice. We group the temperatures for Rome by time and we apply the meanCelsius() function to compute the average temperature of the grid points in each time slice. The temperatures are transformed from Kelvin to degree Celsius. " - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(481,)" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def meanCelsius(t):\n", - " # Computes the mean temperature in Celsius\n", - " return t.mean() - 273.15\n", - "\n", - "rome_mean_temp = rome_temp.groupby('time').apply(meanCelsius)\n", - "rome_mean_temp.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally we plot the time series of the 2m temperatures for the city of Rome in June 2022." - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Mean 2 meter air temperature - Rome, May - June 2022 (°C)')" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(10, 5))\n", - "rome_mean_temp.plot(marker='o')\n", - "plt.suptitle(\"Mean 2 meter air temperature - Rome, May - June 2022 (°C)\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data points interpolation\n", - "We may want to interpolate the temperature data and find a function, as simple as possible, that approximates the data points. \n", - "One common way is to define a function of polynomials, with the lowest degree, that fits the data points. From the previous plot we can see that maybe a linear function wouldn't probably be the best solution and neither a 2nd degree polynomial because the value of the data points is not decreasing in the interval of choice. So we decide for a 3rd degree polynomial of type\n", - "\n", - "$$y = a + b*x + c*x^2 + d * x^3$$\n", - "\n", - "We use the SciPy curve_fit() function to compute the coefficients of the 3rd degree polynomial that fits the data points at best." - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.optimize import curve_fit\n", - "# Creating a polynomnial function to model the data\n", - "def polynomialfunc(x, a, b, c, d):\n", - " return a + b * x + c * x * x + d * x * x * x" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The curve_fit() function requires real numbers for the independent variable not dates so we create a vector, of the same size, of real values to use in place of the date times. The function returns the coefficients and the covariances, we use only the coefficients." - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Polynomial coefficients \n", - "a = 13.92 \n", - "b = 0.08 \n", - "c = -0.0002 \n", - "d = 0.0000002\n" - ] - } - ], - "source": [ - "length = len(rome_mean_temp)\n", - "x = np.linspace(0, length, length)\n", - "temperature = xr.DataArray(rome_mean_temp, dims=\"x\", coords={\"x\": x})\n", - "popt, pcov = curve_fit(polynomialfunc, x, temperature)\n", - "print(\"Polynomial coefficients \\na = {0:5.2f} \\nb = {1:5.2f} \\nc = {2:5.4f} \\nd = {3:5.7f}\".format(popt[0], popt[1], popt[2], popt[3])) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With the coefficients of the polynomial we can plot the interpolation on top of the data points to see how it fits" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Polynomial coefficients \n", - "a = 13.92 \n", - "b = 0.08 \n", - "c = -0.0002 \n", - "d = 0.0000002\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Interpolated Mean 2 meter air temperature - Rome, May - June 2022 (°C)')" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "temperature_fit = polynomialfunc(x, popt[0], popt[1], popt[2], popt[3])\n", - "fig = plt.figure(figsize=(10, 5))\n", - "ax = fig.add_subplot()\n", - "ax.set_xlabel(\"delta\")\n", - "ax.set_ylabel(\"Temperature °C\");\n", - "plt.plot(x, temperature, marker='o')\n", - "plt.plot(x, temperature_fit)\n", - "plt.suptitle(\"Interpolated Mean 2 meter air temperature - Rome, May - June 2022 (°C)\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It seems that a 3rd degree polynomial fits quite well our data points. We might need a better approximation and for that we will need to use a higher degree polynomial, anyway it might not provide such a great improvement and it will certainly be more computationally expensive." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## References\n", - "- [Hersbach et al. - The ERA5 global reanalysis](https://rmets.onlinelibrary.wiley.com/doi/epdf/10.1002/qj.3803)\n", - "- [Talagrand - Assimilation of Information, an Introduction](https://indico.fysik.su.se/event/2654/attachments/1559/1707/Talagrand.1987.pdf)\n", - "- [Law et al. - Data Assimilation: A Mathematical Introduction](https://arxiv.org/abs/1506.07825)\n", - "- [Carrassi et al. - Data Assimilation in the Geosciences](https://arxiv.org/abs/1709.02798)\n", - "- [Wikle et al. - A Bayesian tutorial for data assimilation](https://doi.org/10.1016/j.physd.2006.09.017) \n", - "- [Geohackweek - Multidimensional Arrays](https://geohackweek.github.io/nDarrays/)\n", - "- [GEOGO133 - Terrestrial Carbon: Modelling and Monitoring 9) Data Assimilation](https://geog0113.readthedocs.io/en/latest/da.html)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/copernicus/harp_functions.ipynb b/python/copernicus/harp_functions.ipynb deleted file mode 100755 index d472981..0000000 --- a/python/copernicus/harp_functions.ipynb +++ /dev/null @@ -1,336 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Harp functions: regridding and comparison\n", - "Harp is a tool used for regridding and to compare files that have data within the same time slot or area. It is used for example to select all the satellite images that contain a certain area and to reduce the data to onlyy that area from the different fles." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import csv\n", - "import datetime\n", - "import harp\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", - "from matplotlib.colors import Normalize\n", - "import cartopy.crs as ccrs" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Comparison\n", - "We import the NO2 data from Sentinel 5p and at the same time we see if there's some data over the aerea we are interested in, that is Athens (overpass data)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "source product = 'S5P_OFFL_L2__NO2____20200915T103056_20200915T121226_15153_01_010302_20200917T040857.nc'\n", - "history = \"2020-11-20T09:50:03Z [harp-1.12] harp.import_product('data/S5P_OFFL_L2__NO2____20200915T103056_20200915T121226_15153_01_010302_20200917T040857.nc',operations='latitude>36;latitude<40;area_covers_point(38.05, 23.86)')\"\n", - "\n", - "int scan_subindex {time=1}\n", - "double datetime_start {time=1} [seconds since 2010-01-01]\n", - "float datetime_length [s]\n", - "int orbit_index\n", - "long validity {time=1}\n", - "float latitude {time=1} [degree_north]\n", - "float longitude {time=1} [degree_east]\n", - "float latitude_bounds {time=1, 4} [degree_north]\n", - "float longitude_bounds {time=1, 4} [degree_east]\n", - "float sensor_latitude {time=1} [degree_north]\n", - "float sensor_longitude {time=1} [degree_east]\n", - "float sensor_altitude {time=1} [m]\n", - "float solar_zenith_angle {time=1} [degree]\n", - "float solar_azimuth_angle {time=1} [degree]\n", - "float sensor_zenith_angle {time=1} [degree]\n", - "float sensor_azimuth_angle {time=1} [degree]\n", - "double pressure_bounds {time=1, vertical=34, 2} [Pa]\n", - "float tropospheric_NO2_column_number_density {time=1} [mol/m^2]\n", - "float tropospheric_NO2_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "byte tropospheric_NO2_column_number_density_validity {time=1}\n", - "float tropospheric_NO2_column_number_density_amf {time=1} []\n", - "float tropospheric_NO2_column_number_density_avk {time=1, vertical=34} []\n", - "float NO2_column_number_density {time=1} [mol/m^2]\n", - "float NO2_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "float NO2_column_number_density_amf {time=1} []\n", - "float NO2_column_number_density_avk {time=1, vertical=34} []\n", - "float stratospheric_NO2_column_number_density {time=1} [mol/m^2]\n", - "float stratospheric_NO2_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "float stratospheric_NO2_column_number_density_amf {time=1} []\n", - "float stratospheric_NO2_column_number_density_avk {time=1, vertical=34} []\n", - "float NO2_slant_column_number_density {time=1} [mol/m^2]\n", - "float NO2_slant_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "float cloud_fraction {time=1} []\n", - "float absorbing_aerosol_index {time=1} []\n", - "float cloud_albedo {time=1} []\n", - "float cloud_pressure {time=1} [Pa]\n", - "float surface_albedo {time=1} []\n", - "float surface_altitude {time=1} [m]\n", - "float surface_altitude_uncertainty {time=1} [m]\n", - "float surface_pressure {time=1} [Pa]\n", - "float surface_meridional_wind_velocity {time=1} [m/s]\n", - "float surface_zonal_wind_velocity {time=1} [m/s]\n", - "byte snow_ice_type {time=1}\n", - "float sea_ice_fraction {time=1} []\n", - "double tropopause_pressure {time=1} [Pa]\n", - "long index {time=1}\n", - "\n" - ] - } - ], - "source": [ - "filename = \"data/S5P_OFFL_L2__NO2____20200915T103056_20200915T121226_15153_01_010302_20200917T040857.nc\"\n", - "operations = \"latitude>36;latitude<40;area_covers_point(38.05, 23.86)\"\n", - "try:\n", - " overpass = harp.import_product(filename, operations)\n", - "except harp.NoDataError:\n", - " print('No overpasses found')\n", - "print(overpass)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see that the data contains only one observation at 2020-09-15 at 00:00:00. We can store the overpass data in a file." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "source product = 'S5P_OFFL_L2__NO2____20200201T094106_20200201T112236_11932_01_010302_20200204T143211.nc'\n", - "history = \"2020-02-10T16:48:45Z [vdafop-1.8.0] vdafop S5P_OPER_CFG_VDAFOP_00000000T000000_99999999T999999_20191001T140933.EOF S5P_OFFL_L2__NO2____20200201T094106_20200201T112236_11932_01_010302_20200204T143211.nc\\n2020-02-10T16:48:45Z [harp-1.5] harpconvert -a 'point_in_area((39.336,39.312,39.238,39.119,38.958,38.762,36.558,36.193,36.295,36.588,38.762,38.958,39.119,39.238,39.312),(23.775,24.104,24.422,24.714,24.972,25.184,27.145,26.875,20.598,20.385,22.365,22.577,22.835,23.127,23.445))' S5P_OFFL_L2__NO2____20200201T094106_20200201T112236_11932_01_010302_20200204T143211.nc S5P_OFFL_L2VONO2____20200201T094106_20200201T112236_11932_01_010302_20200204T143211_athens.nc\"\n", - "\n", - "int scan_subindex {time=2735}\n", - "double datetime_start {time=2735} [seconds since 2010-01-01]\n", - "float datetime_length [s]\n", - "int orbit_index\n", - "long validity {time=2735}\n", - "float latitude {time=2735} [degree_north]\n", - "float longitude {time=2735} [degree_east]\n", - "float latitude_bounds {time=2735, 4} [degree_north]\n", - "float longitude_bounds {time=2735, 4} [degree_east]\n", - "float sensor_latitude {time=2735} [degree_north]\n", - "float sensor_longitude {time=2735} [degree_east]\n", - "float sensor_altitude {time=2735} [m]\n", - "float solar_zenith_angle {time=2735} [degree]\n", - "float solar_azimuth_angle {time=2735} [degree]\n", - "float sensor_zenith_angle {time=2735} [degree]\n", - "float sensor_azimuth_angle {time=2735} [degree]\n", - "double pressure_bounds {time=2735, vertical=34, 2} [Pa]\n", - "float tropospheric_NO2_column_number_density {time=2735} [mol/m^2]\n", - "float tropospheric_NO2_column_number_density_uncertainty {time=2735} [mol/m^2]\n", - "byte tropospheric_NO2_column_number_density_validity {time=2735}\n", - "float tropospheric_NO2_column_number_density_amf {time=2735} []\n", - "float tropospheric_NO2_column_number_density_avk {time=2735, vertical=34} []\n", - "float NO2_column_number_density {time=2735} [mol/m^2]\n", - "float NO2_column_number_density_uncertainty {time=2735} [mol/m^2]\n", - "float NO2_column_number_density_amf {time=2735} []\n", - "float NO2_column_number_density_avk {time=2735, vertical=34} []\n", - "float stratospheric_NO2_column_number_density {time=2735} [mol/m^2]\n", - "float stratospheric_NO2_column_number_density_uncertainty {time=2735} [mol/m^2]\n", - "float stratospheric_NO2_column_number_density_amf {time=2735} []\n", - "float stratospheric_NO2_column_number_density_avk {time=2735, vertical=34} []\n", - "float NO2_slant_column_number_density {time=2735} [mol/m^2]\n", - "float NO2_slant_column_number_density_uncertainty {time=2735} [mol/m^2]\n", - "float cloud_fraction {time=2735} []\n", - "float absorbing_aerosol_index {time=2735} []\n", - "float cloud_albedo {time=2735} []\n", - "float cloud_pressure {time=2735} [Pa]\n", - "float surface_albedo {time=2735} []\n", - "float surface_altitude {time=2735} [m]\n", - "float surface_altitude_uncertainty {time=2735} [m]\n", - "float surface_pressure {time=2735} [Pa]\n", - "byte snow_ice_type {time=2735}\n", - "float sea_ice_fraction {time=2735} []\n", - "double tropopause_pressure {time=2735} [Pa]\n", - "long index {time=2735}\n", - "\n" - ] - } - ], - "source": [ - "filename = \"data/S5P_OFFL_L2VONO2____20200201T094106_20200201T112236_11932_01_010302_20200204T143211_athens.nc\"\n", - "overpass = harp.import_product(filename)\n", - "print(overpass)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "!harpconvert -a \"latitude>36;latitude<40;area_covers_point(38.05, 23.86)\" data/S5P_OFFL_L2__NO2____20200915T103056_20200915T121226_15153_01_010302_20200917T040857.nc data/s5p_l2_no2_athens.nc" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "source product = 'S5P_OFFL_L2__NO2____20200915T103056_20200915T121226_15153_01_010302_20200917T040857.nc'\n", - "history = \"2020-11-20T17:45:00Z [harp-1.12] harpconvert -a 'latitude>36;latitude<40;area_covers_point(38.05, 23.86)' data/S5P_OFFL_L2__NO2____20200915T103056_20200915T121226_15153_01_010302_20200917T040857.nc data/s5p_l2_no2_athens.nc\"\n", - "\n", - "int scan_subindex {time=1}\n", - "double datetime_start {time=1} [seconds since 2010-01-01]\n", - "float datetime_length [s]\n", - "int orbit_index\n", - "long validity {time=1}\n", - "float latitude {time=1} [degree_north]\n", - "float longitude {time=1} [degree_east]\n", - "float latitude_bounds {time=1, 4} [degree_north]\n", - "float longitude_bounds {time=1, 4} [degree_east]\n", - "float sensor_latitude {time=1} [degree_north]\n", - "float sensor_longitude {time=1} [degree_east]\n", - "float sensor_altitude {time=1} [m]\n", - "float solar_zenith_angle {time=1} [degree]\n", - "float solar_azimuth_angle {time=1} [degree]\n", - "float sensor_zenith_angle {time=1} [degree]\n", - "float sensor_azimuth_angle {time=1} [degree]\n", - "double pressure_bounds {time=1, vertical=34, 2} [Pa]\n", - "float tropospheric_NO2_column_number_density {time=1} [mol/m^2]\n", - "float tropospheric_NO2_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "byte tropospheric_NO2_column_number_density_validity {time=1}\n", - "float tropospheric_NO2_column_number_density_amf {time=1} []\n", - "float tropospheric_NO2_column_number_density_avk {time=1, vertical=34} []\n", - "float NO2_column_number_density {time=1} [mol/m^2]\n", - "float NO2_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "float NO2_column_number_density_amf {time=1} []\n", - "float NO2_column_number_density_avk {time=1, vertical=34} []\n", - "float stratospheric_NO2_column_number_density {time=1} [mol/m^2]\n", - "float stratospheric_NO2_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "float stratospheric_NO2_column_number_density_amf {time=1} []\n", - "float stratospheric_NO2_column_number_density_avk {time=1, vertical=34} []\n", - "float NO2_slant_column_number_density {time=1} [mol/m^2]\n", - "float NO2_slant_column_number_density_uncertainty {time=1} [mol/m^2]\n", - "float cloud_fraction {time=1} []\n", - "float absorbing_aerosol_index {time=1} []\n", - "float cloud_albedo {time=1} []\n", - "float cloud_pressure {time=1} [Pa]\n", - "float surface_albedo {time=1} []\n", - "float surface_altitude {time=1} [m]\n", - "float surface_altitude_uncertainty {time=1} [m]\n", - "float surface_pressure {time=1} [Pa]\n", - "float surface_meridional_wind_velocity {time=1} [m/s]\n", - "float surface_zonal_wind_velocity {time=1} [m/s]\n", - "byte snow_ice_type {time=1}\n", - "float sea_ice_fraction {time=1} []\n", - "double tropopause_pressure {time=1} [Pa]\n", - "long index {time=1}\n", - "\n" - ] - } - ], - "source": [ - "overpass = harp.import_product(\"data/s5p_l2_no2_athens.nc\")\n", - "print(overpass)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "def harp_l2geoscatterplot(product, value, colorrange=None, colortable='jet', size=1):\n", - " variable = product[value]\n", - " if colorrange is not None:\n", - " vmin, vmax = colorrange\n", - " else:\n", - " vmin = np.nanmin(variable.data)\n", - " vmax = np.nanmax(variable.data)\n", - "\n", - " fig=plt.figure(figsize=(20, 10))\n", - "\n", - " ax = plt.axes(projection=ccrs.PlateCarree())\n", - "\n", - " img = plt.scatter(product.longitude.data, product.latitude.data, c=variable.data, \n", - " vmin=vmin, vmax=vmax, cmap=colortable, s=size, transform=ccrs.PlateCarree())\n", - "\n", - " ax.coastlines()\n", - "\n", - " cbar = fig.colorbar(img, ax=ax, orientation='horizontal', fraction=0.04, pad=0.1)\n", - " cbar.set_label(f'{variable.description} [{variable.unit}]')\n", - " cbar.ax.tick_params(labelsize=14)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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zZ!j_y?N-T{7AbORGi{A^Z?z^nMGn(Q{4+HL6s(e(8rNMqMcIr# zUrs&93QwVxj(;Q~9p$2#P=sm$Hw1^~61{;tD{>OuC>A&n%sVYG6V{;K?_s*^L+z8; z4gS5j^eeACWzKnjuXK&oO+(*b7Dl;HUz>(lT0eU9Q&4#E+Zi32DEome@hFLoc&JUD zyFT0~N2d3}&rstLt`L62zx^(=bQ1>c6f+FPgUz)G)Zc}^l-u%&4NvxG=DHHiC*g-I zC_v_SrVl>v9zVOMfp|~8&72L+!B8RQWfZjtUz@1yxydIM=k|7>l#GlF8{*EdxHL}f zbW8NA#dEBtO3kV>H(W+$(c\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    # Observation periodTOAClear sky GHIClear sky BHIClear sky DHIClear sky BNIGHIBHIDHIBNIReliability
    02022-06-17T00:00:00.0/2022-06-17T01:00:00.00.00000.00000.00000.00000.00000.00000.00000.00000.00001.0
    12022-06-17T01:00:00.0/2022-06-17T02:00:00.00.00000.00000.00000.00000.00000.00000.00000.00000.00001.0
    22022-06-17T02:00:00.0/2022-06-17T03:00:00.00.00000.00000.00000.00000.00000.00000.00000.00000.00001.0
    32022-06-17T03:00:00.0/2022-06-17T04:00:00.012.61883.42030.48482.935511.11092.14720.00002.14720.00001.0
    42022-06-17T04:00:00.0/2022-06-17T05:00:00.0189.810588.327042.290646.0363260.720679.179234.033145.1461193.58041.0
    \n", - "" - ], - "text/plain": [ - " # Observation period TOA Clear sky GHI \\\n", - "0 2022-06-17T00:00:00.0/2022-06-17T01:00:00.0 0.0000 0.0000 \n", - "1 2022-06-17T01:00:00.0/2022-06-17T02:00:00.0 0.0000 0.0000 \n", - "2 2022-06-17T02:00:00.0/2022-06-17T03:00:00.0 0.0000 0.0000 \n", - "3 2022-06-17T03:00:00.0/2022-06-17T04:00:00.0 12.6188 3.4203 \n", - "4 2022-06-17T04:00:00.0/2022-06-17T05:00:00.0 189.8105 88.3270 \n", - "\n", - " Clear sky BHI Clear sky DHI Clear sky BNI GHI BHI DHI \\\n", - "0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 \n", - "1 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 \n", - "2 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 \n", - "3 0.4848 2.9355 11.1109 2.1472 0.0000 2.1472 \n", - "4 42.2906 46.0363 260.7206 79.1792 34.0331 45.1461 \n", - "\n", - " BNI Reliability \n", - "0 0.0000 1.0 \n", - "1 0.0000 1.0 \n", - "2 0.0000 1.0 \n", - "3 0.0000 1.0 \n", - "4 193.5804 1.0 " - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solar_dataset = pd.read_csv(\"data/solar_radiation.csv\", sep=';', skiprows=42)\n", - "solar_dataset[0:5]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The data set contains the Global Horizontal Irradiance (GHI), the Diffuse Horizontal Irradiance (DHI) and the Beam Normal Irradiance (BNI) for both the clear-sky and all-sky models. In this notebook we use only the GHI and clear-sky GHI. The GHI is the sum of the direct irradiance and the diffuse irradiance on a horizontal surface. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Finding out the day with the strongest irradiance attenuation\n", - "We want to plot the clear-sky GHI and the all-sky GHI and then we will find out the day in which the attenuation of the solar irradiance was the strongest in the selected period." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Pandas Time Series\n", - "We use the Pandas Series object to handle the time series data. The Pandas Series can use timestamps as an index instead of integers as in an array. We first build the index object from the time stamps available in the data and then we'll use the index and the irradiance values to build a time series object." - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DatetimeIndex(['2022-06-17 00:00:00', '2022-06-17 01:00:00',\n", - " '2022-06-17 02:00:00', '2022-06-17 03:00:00',\n", - " '2022-06-17 04:00:00'],\n", - " dtype='datetime64[ns]', freq=None)" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hourly_observations = solar_dataset['# Observation period']\n", - "dates_left = [observation.split('/')[0] for observation in hourly_observations]\n", - "dates_index = pd.to_datetime(dates_left)\n", - "dates_index[0:5]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we create the clear-sky irradiance time series." - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "cs_ghi = solar_dataset['Clear sky GHI']\n", - "cs_ghi_ts = pd.Series(cs_ghi.values, index=dates_index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the same way we create the all-sky irradiance time series" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "ghi = solar_dataset['GHI']\n", - "ghi_ts = pd.Series(ghi.values, index=dates_index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plotting the solar irradiance\n", - "We compute the start and end date of the selected period that will be used to print the tick labels of the plotted data." - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Start day: 2022-06-17\n", - "End day: 2022-07-17\n" - ] - } - ], - "source": [ - "start_day = dates_index[0].strftime('%Y-%m-%d')\n", - "end_day = dates_index[dates_index.size - 1].strftime('%Y-%m-%d')\n", - "days = pd.date_range(start_day, end_day, freq='D')\n", - "print(\"Start day: {0:4s}\\nEnd day: {1:4s}\".format(start_day, end_day))" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "matplotlib version: 3.5.2\n", - "seaborn version: 0.11.2\n" - ] - } - ], - "source": [ - "%matplotlib inline\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import seaborn; seaborn.set()\n", - "import matplotlib.dates as mdates\n", - "print(\"matplotlib version: %s\"%matplotlib.__version__)\n", - "print(\"seaborn version: %s\"%seaborn.__version__)" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(20, 10))\n", - "ax = fig.add_subplot()\n", - "ax.set_title(\"Solar Irradiance\")\n", - "ax.set_xlabel(\"day\")\n", - "ax.set_ylabel(\"Wm^-2\");\n", - "ax.set_xticks(days)\n", - "ax.set_xticklabels(days, rotation=70)\n", - "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n", - "plt_cs_ghi = plt.plot(cs_ghi_ts, color='blue')\n", - "plt_ghi = plt.plot(ghi_ts, color='orange')\n", - "plt.legend((plt_cs_ghi[0], plt_ghi[0]), ['Clear Sky GHI', 'GHI'], loc='lower right')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the plot we can see that the day of the strongest irradiance attenuation is June 23th. Since we may want to automate the procedure, we implement the required steps. We first extract the daily maximum GHI (all-sky) irradiance and the daily maximum clear-sky irradiance. We then compute the ratios of the maximum values to find out the minimum ratio and the day in which it occurred. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Extracting the daily maximum GHI and Clear-sky GHI\n", - "We extract the all-sky GHI maximum values from the hourly observations for each day in the selected time interval and store them in a time-series." - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "daily_max_ghi = [ghi_ts[day.strftime('%Y-%m-%d')].max() for day in days]\n", - "daily_max_ghi_ts = pd.Series(daily_max_ghi, index=days)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We do the same with the Clear-sky GHI " - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [], - "source": [ - "daily_max_cs_ghi = [cs_ghi_ts[day.strftime('%Y-%m-%d')].max() for day in days]\n", - "daily_max_cs_ghi_ts = pd.Series(daily_max_cs_ghi, index=days)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Strongest irradiance attenuation\n", - "We compute the ratio of the maximum all-sky GHI and maximum Clear-sky GHI for each day in the selected time interval and then we extract the minimum value of the ratio and the day in which it occurred." - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Day of strongest attenuation: 2022-06-23\n", - "Attenuation: 0.6869\n" - ] - } - ], - "source": [ - "ratios = [daily_max_ghi_ts[day] / daily_max_cs_ghi_ts[day] for day in days] \n", - "ratios_ts = pd.Series(ratios, index=days)\n", - "min_ratio = ratios_ts.min()\n", - "strongest_attenuation_day = ratios_ts.idxmin().strftime('%Y-%m-%d')\n", - "print(\"Day of strongest attenuation: {0:4s}\\nAttenuation: {1:.4f}\".format(strongest_attenuation_day, min_ratio))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Conclusion\n", - "We have successfully tested the CAMS solar radiation service API. It works well and it's easy to install and use. The CAMS solar radiation service is only one among many other data sets available as time series that provide reliable and high quality information about the atmosphere. This test has certainly awakened my appetite to use the other APIs and to learn more about the science behind the production of the data. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## References\n", - "1. [ECMWF - User Guide to the CAMS Radiation Service (CRS)](https://atmosphere.copernicus.eu/sites/default/files/2021-05/CAMS72_2018SC1_D72.4.3.1_2021_UserGuide_v1.pdf)\n", - "2. [M. Lefevre et al. McClear: a new model estimating downwelling solar radiation at ground level in clear-sky conditions](https://amt.copernicus.org/articles/6/2403/2013/amt-6-2403-2013.pdf)\n", - "3. [Qu et al. Fast radiative transfer parameterisation for assessing the surface solar irradiance: The Heliosat‑4 method](https://dx.doi.org/10.1127/metz/2016/0781)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}
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