{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# END-TO-END IMPACT CALCULATION"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Goal of this tutorial"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T07:58:34.931387Z",
"start_time": "2020-10-20T07:58:34.855569Z"
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"source": [
"The goal of this tutorial is to show a full end-to-end impact computation. Note that this tutorial examplifies the work flow, but does not explore all possible features."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### What is an Impact?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The impact is the combined effect of hazard events on a set of exposures mediated by a set of impact functions. By computing the impact for each event (historical and synthetic) and for each exposure value at each geographical location, the Impact class provides different risk measures, such as the expected annual impact per exposure, the probable maximum impact for different return periods, and the total average annual impact."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Impact class data structure"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The impact class does not require any attributes to be defined by the user. All attributes are set by the method `impact.calc()`. This method requires three attributes: an `Exposure`, a `Hazard`, and an `ImpactFuncSet`. After calling `impact.calc(Exposure, ImpactFuncSet, Hazard, save_mat=False)`, the Impact object has the following attributes:"
]
},
{
"cell_type": "markdown",
"metadata": {
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"end_time": "2020-10-20T09:19:16.170229Z",
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"source": [
"| Attributes from input | Data Type | Description|\n",
"| :- | :- | :- |\n",
"| tag |(dict)| dictionary storing the tags of the inputs (Exposure.tag, ImpactFuncSet.tag Hazard.tag)|\n",
"| even_id |list(int)| id (>0) of each hazard event (Hazard.event_id) |\n",
"| event_name |(list(str))| name of each event (Hazard.event_name)|\n",
"| date |np.array| date of events (Hazard.date)|\n",
"| coord_exp |np.array| exposures coordinates [lat, lon] (in degrees) (Exposure.gdf.latidues, Exposure.gdf.longitude)|\n",
"| frequency |np.array| annual frequency of events (Hazard.frequency)|\n",
"| unit |str| value unit used (Exposure.value_unit)|\n",
"| csr |str| unit system for Exposure and Hazard geographical data (Exposure.csr)|\n",
"\n",
" \n",
" \n",
"\n",
"| Computed attributes | Data Type | Description|\n",
"| :- | :- | :- |\n",
"| at_event |np.array| impact for each hazard event summed over all locations |\n",
"| eai_exp |np.array| expected annual impact for each locations, summed over all events weigthed by frequency |\n",
"| aai_agg |float| total annual average aggregated impact value (summed over events and locations) |\n",
"| impt_mat |sparse.csr_matrix| matrix (num_events X num_exp) with impact values (only filled if save_mat is True). |\n",
"| tot_value |float| total exposure value affected (sum of value all exposures locations affected by at least one hazard event) |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All other methods compute values from the attributes set by `Impact.cacl()`. For example, one can compute the frequency exceedance curve, plot impact data, or compute traditional risk transfer over impact."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### How do I compute an impact in CLIMADA?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In CLIMADA, impacts are computed using the `Impact` class. To computation of the impact requires an `Exposure` , an `ImpactFuncSet`, and a `Hazard` object. For details about how to define __[Exposures](climada_entity_Exposures.ipynb)__ , __[Hazard](climada_hazard_Hazard.ipynb)__, __[Impact Functions](climada_entity_ImpactFuncSet.ipynb)__ see the respective tutorials."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The steps of an impact caculations are typically:\n",
"\n",
"- Set exposure\n",
"- Set hazard and hazard centroids\n",
"- Set impact functions in impact function set\n",
"- Compute impact\n",
"- Visualize, save, use impact output\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-16T09:24:52.144838Z",
"start_time": "2020-10-16T09:24:52.140843Z"
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},
"source": [
"Hints:\n",
"Before computing the impact of a given `Exposure` and `Hazard`, it is important to correctly match the `Exposures'` coordinates with the `Hazard` `Centroids`. Try to have similar resolutions in `Exposures` and `Hazard`. By the impact calculation the nearest neighbor for each `Exposure` to the `Hazard's` `Centroids` is searched. \n",
"\n",
"Hint: \n",
"Set first the `Exposures` and use its coordinates information to set a matching `Hazard`.\n",
"\n",
"Hint:\n",
"The configurable parameter `max_matrix_size` defined in the __[configuration file](../../climada/conf/defaults.conf)__ (located at `/climada/conf/defaults.conf`) controls the maximum matrix size contained in a chunk. You can decrease its value if you are having memory issues when using the `Impact.calc()` method. A high value will make the computation fast, but increase the memory use. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Structure of the tutorial "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We begin with one very detailled example, and later present in quick and dirty examples."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__[Part1](#part1)__: Detailed impact calculation with Litpop and TropCyclone\n",
"\n",
"__[Part2](#part2)__: Quick examples: raster and point exposures/hazards\n",
"\n",
"__[Part3](#part3)__: Visualization methods"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detailed Impact calculation - LitPop + TropCyclone\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We present a detailed example for the hazard __[Tropical Cyclones](climada_hazard_TropCyclone.ipynb)__ and the exposures from __[LitPop](climada_entity_LitPop.ipynb)__ ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Define the exposure"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reminder: The exposures must be defined according to your problem either using CLIMADA exposures such as __[BlackMarble](climada_entity_BlackMarble.ipynb)__, __[LitPop](climada_entity_LitPop.ipynb), [OSM](climada_entity_openstreetmap.ipynb)__, extracted from external sources (imported via csv, excel, api, ...) or directly user defined. As a reminder, exposures are geopandas dataframes with at least columns 'latitude', 'longitude' and 'value' of exposures. For impact calculations, for each exposure value the corresponding impact function to use (defined by the column if_) and the associated hazard centroids must be defined. This is done after defining the impact function(s) and the hazard(s). See tutorials on __[Exposures](climada_entity_Exposures.ipynb)__ , __[Hazard](climada_hazard_Hazard.ipynb)__, __[ImpactFuncSet](climada_entity_ImpactFuncSet.ipynb)__ for more details."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Exposures are either defined as a series of (latitude/longitude) points or as a raster of (latitude/longitude) points. Fundamentally, this changes nothing for the impact computations. Note that for larger number of points, consider using a raster which might be more efficient (computationally). For a low number of points, avoid using a raster if this adds a lot of exposures values equal to 0. \n",
"\n",
"We shall here use a raster example."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:05.597611Z",
"start_time": "2020-10-20T15:08:37.993402Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 17:08:42,434 - climada - DEBUG - Loading default config file: /Users/ckropf/Documents/Climada/climada_python/climada/conf/defaults.conf\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" from pandas.util.testing import assert_frame_equal\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 17:08:47,579 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 300.0 arcsec.\n",
"2020-10-20 17:08:50,282 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n",
"2020-10-20 17:08:50,284 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n",
"2020-10-20 17:09:05,219 - climada.util.finance - INFO - GDP CUB 2016: 9.137e+10.\n",
"2020-10-20 17:09:05,386 - climada.util.finance - INFO - Income group CUB 2016: 3.\n",
"2020-10-20 17:09:05,566 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 19 s\n",
"2020-10-20 17:09:05,567 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n",
"2020-10-20 17:09:05,567 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2020-10-20 17:09:05,568 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2020-10-20 17:09:05,569 - climada.entity.exposures.base - INFO - cover not set.\n",
"2020-10-20 17:09:05,569 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2020-10-20 17:09:05,570 - climada.entity.exposures.base - INFO - geometry not set.\n",
"2020-10-20 17:09:05,586 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n",
"2020-10-20 17:09:05,588 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2020-10-20 17:09:05,588 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2020-10-20 17:09:05,589 - climada.entity.exposures.base - INFO - cover not set.\n",
"2020-10-20 17:09:05,590 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2020-10-20 17:09:05,590 - climada.entity.exposures.base - INFO - geometry not set.\n"
]
}
],
"source": [
"# Exposure from the module Litpop \n",
"# Note that the file gpw_v4_population_count_rev11_2015_30_sec.tif must be downloaded (do not forget to unzip) if\n",
"# you want to execute this cell on your computer.\n",
"\n",
"%matplotlib inline\n",
"import numpy as np\n",
"from climada.entity import LitPop\n",
"\n",
"# Cuba with resolution 10km and financial_mode = income group.\n",
"exp_lp = LitPop()\n",
"exp_lp.set_country(countries=['CUB'], res_km=10, fin_mode='income_group')\n",
"exp_lp.check()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:05.630897Z",
"start_time": "2020-10-20T15:09:05.606497Z"
}
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"outputs": [
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"2020-10-20 17:09:05,637 - climada.util.coordinates - INFO - Raster from resolution 0.0833333333333286 to 0.0833333333333286.\n"
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"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/cartopy/mpl/gridliner.py:307: UserWarning: The .xlabels_top attribute is deprecated. Please use .top_labels to toggle visibility instead.\n",
" warnings.warn('The .xlabels_top attribute is deprecated. Please '\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/cartopy/mpl/gridliner.py:343: UserWarning: The .ylabels_right attribute is deprecated. Please use .right_labels to toggle visibility instead.\n",
" warnings.warn('The .ylabels_right attribute is deprecated. Please '\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:215: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n",
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oZg7LKBT6kqrtsomdbIZHN+NcMBfvxWuI2O20njhB9pL5xBMnJSvextRxjlXLHZVhokTwkIVJmEnKBAF6ceKZMM37VPtOT1fUeZwY1Hl875x6DiMyySH2UysW0C3bOcEJalgybQLKk0w/Q5lUHNt/kUoY8S7/CLwkpbxfCPGPg8tfORM7n8isFwL4BbBPSvnDU9bPlFIeGly8Htg/lv6klPuFEHtJPUUYy4QpJhQpJcc5xAmOYsbMPFbgF/kAHHloCb1Pvoq3ZxXx5k46LYLsbyxCmE5+4QIDJz2dVfJSgut3ooVNeJcv4og55U2tqdUbswB2s74QR7HTeLOxmPSGoNuiN16dmp0tUb1HOSTbDP0ciuuN4IZYvqFNKM0wDceNHk+3TW9QpnuYAYNBGQkZA8teb5ihW95orzC0qfF3G/tOo6XX6EF9OVanW7ZlMKYLK072nas56OgxHuua2iO65Tf21BnajAWTPYlzVjHMSmmstZuvxtrYzJ4fPsiJG4pwLZkHg9eJsCygqGMlWf/6KsFdAYK7niBE6qEi8fTbzHwm9bDQLBt4iS14yKZK1lFAGSZhIiHjbOctqpk9VKEwLmPsYTOdtAzp6GvkXI5xEBdeIgRZIS/FJZQHTqFQDE8R5bzD61TIOvzkU0gZzTRQxazJHtqoSCAup75EJB0p5euDkt5TuQG4ePD/XwOvMtUNZWANcAewSwixfXDdPwGfFELMIiWNOQbcfRp9fhvYNoFjVGRASslethAmyHxWkEWOMStCUS7BTXuwluYTO9o06GnM/GQqhMCzZhHJgNHwUijexVZeQsGX/pbeR56h74l1SE1LGbGJBI45tdRRq9PFx2UMOaiwi8sYQQK4yaKWeTRwgMPsplhWAIJeOtnLVmrlAopFBQnidNKCDTsaGgniBOknSQIrVgaIEyGES2mbFQrFCHiEj0JZzmF2M1cso0RWUc++aWMoT1OPciYKB5NIIKVsEeLMaV8mMuvFm2S2nJ47jT4agPmnLO8Apt/jzzSjkcMECbCMC4fNC+laOY/o8VaSvQGKv3E30ygjjmIKYystpOALn9Stk4kEvY+v4+0d6yiWFfjJx4YdiWSAfrplG120kUshdSwiVxSSRzF9spt2mogRZikXIDCxly0UyFKcwk2eLCabPMqYQS8deMimjRN0044XPzlTRWOoUCimNDOYx3peICj78eJngP5pUeZaIkhOTZMqTwhxaiqkB6SUD0zaaNKYXtmyFe+ZNnmCFhrIo4RSqkmS5Ch7WcmlIyZPFyYTOR++4pQ1Ru2uQjERCIsF/4evoewFJ6000sgREoNRiG6yBjOmLDPkSfaJHHzk6NZ5ZDbHOEANc1ks1gytzyMlAamTi2imHj95HJF7yCaPXFEIwD65lSQJ5otVZ/JwFQrFNMMirOTJIt5mHSu5DA2NJAksTO1Z1CksveiUUi4fvZmONiFE8aA3uZhUDY4zgjKUz2HiMkY37UgkVqxYsXOAbcxkISc4wn7ewYWXfEpwCe/oHSoUZxGX8FLD3PfUxywW8Tbr8Mps8ijWeXyCsp9mGhignzAhkiQoooJcCumXPTRRD0C5nEkW/invLVIoFGePCmbSSQudtGDGjEYSprihDILk1DSUx8OfSNXbuH/w71NnakfKUD6H2cNmEsSIESNEAA8+ZjCPYlFJgSzjFZ7Aft0F2C6+iMPmk1oKURgdte+ENvqXzezVF9TojxizCpRn6TM9FNqNwXz9CX1KtLy0bBE2aaY1rk+H9nLfHEM/pfZe3fK6NmObSEL/lUgfH4DfpvembwmVG9pEY/p+rPaEoY1MC/hLJo3ndF9roW45Ecugeclgvzl9aefIZAzmO7VQSlRayfEHDW3GG7yXjhYdXatjsuvHePThxYY2Y8mVn5etz25Ss9nNgf95mSO+47iqCvDMKyP7O73sZiMxovjIJUSAIqqZyUIAkqQ+L0tJAe9E38G9dim+Gy5DmPSfUd1fbx3DiBQKxbmGR/iYI5dxiJ0kiDNczM5UQgLxDKlKpzpCiN+RCtzLE0KcIJU57X7gD0KITwLHgVvO1P6VoXyOocnUJFCIAfroYi3XkCTJCY5gx0EJ1UCqtv3lfIjDl503So8KxfQme8UMfEur6X7zAPHuAEe/8yfsOKhlAQfZwVIuNJSh9Yt88u/9ON2/eZJkdx+B514nfryF/HvvnKSjUCgUU408iokRRaLpAo/PJCE5QA8dCASFlI0omUxHyunpUZZS3jrMW5edjf0rQ/kcQJMaTRyliXqC9GPCjAkzlczCLCyYsbznKWyFYjojzCZyL0rNIORcNJe821vopg0bDsQwniDn4tmULPwyPb95ioFXN2GrmriiOQqFYvojhKB00Pl0NmiS9exjK4WUDcUXzZDz8ODDhWdUo3m6epQnG2UoT1MiMkyEIE48NNPAEXaTQwEruWlalNJUKCYLW44HIQQ5shAXHrbxBgWyFBsOHDh16RGFyUTOXTfh//iNCCFItHcT3LST2OHjSCnJljkUiJJJPiKFQvF+IMwAPnKYzyqEEHTJNho5RAMHiBKmTi4apYfp6VGebJShPI1IygTNNNDCMcIEceImxEk9Zh2LdUZywyMLDX0YNa6j65EzEQ7pp5lc7oihzYoifS3N/b3G9FsWk77yfG/CWHp6IKHPbtCX1saRcOJJq44XSBj10BtDVbrlYMxYBMRn1x9HIG7sJ5Q2nsvLDxjavNpcq1tO1yMD9Pa6dctVecbiIo092foVxiGTk2XUFqejZfCa5rhDQ//7NElCGCvz5c9o1i0vzj5haPPMsXm65UCP8TMkObp+L13H7MwxZlbxOPTXayhmDJ4pcuv12Qc7jIVlOn67BAB3YhEDb26j6UAzycAAiY5jaMEQObffxKnKeCEEnr12Gp9aR6TlOFo8RjIcZCdQfMUt+BevBsD/u92jHqdCoVCMh2rm0snLNFNPKTXkikJyScWxDMg+drJhxO0loE3N9HBTGmUoTwPiMkYjRzjB4aGy0n4KBquQJYgTxYFLReUrFKeJsJjxXrwc94qTt8LI/iN0/eYx7Fsr8N/+V5g9LrRQhHgggqeqjmQwgLt6No68IhqfeJCWdY9istrwzVs2iUeiUCjOdczCzAK5ii28ik/m4REnq7J6hI86uZDtvDXs9hJBTCrpxemiDOUphpSSTlrop4cEcSKE6aWDPEpYxkW4hb5csUVYsKiPUaGYMByzZ1D8tc/R+6c/0/rPP8K1Yj6BlzZgstooufojVN322aG2easvp2fHBpqefQhhsYDS/ykUijOIW2RRKxewm42skJfqApE9+EbYMoWmpBenjbKwpghSSlo4Tj/d9NBBAaU4ceMjl1ksxiGco3eiUCgmBJPDTs7HrmegqpTIzgOU/ODLyD8fIXBoN1mzTuoA88+/CmG20vHmnznx1K+pLzsfk3TiJVvN8CgUijNCCVV008Z+3mGOXDYkuXQI14g5NDXlUR4XylA+i3TKFho5jAsvMzip6wzKAHvZQnww3/H5XI1LeCZxpGcfqUlkUoOzk2FHoRgTnrXL8KxNSSqs5TPo3PAX3fvCbCb//CtIBHoJNdUTI8IhdpIkQZWcTTkzlMGsUCgmFCEEc+QyNvAirRynS7YyiyVjSlGnNMqnjzKUzxIDso/tvIUFKxHCaCTJlRdzTB6kgf1UM5dyZhAjyrGfX2DswKIPejOlLWfEGJtlJMNvuBCjl3UozNEXBinz9hraHOnP0w8nYbzcdjfm0vbLF+h7ZQcykcRekoN3YQWe+RV4F1RizfFgt6SKP0hNIkyC44FUmeLQiW60aILyilKSYf2DRXfAhsmqf3L22PSBYGaT8Rw2dOpLINvtcUObWFoxkaNteYY2WobgvdE41GQMdkwnU+GSYNQY4RdL6I/dZjEWHAmdsp1ZOghajeejzKP/XD1mY/Bn+vnIhMmh378wGa8xLS3QNBY19tsR1B9r+jYArTbjZ5ZOTrY+ADLsMgYFhtP2ZcvJR0smiPV1Y/Ppr5PCS2+ga/Nr9HQexv6h80DTOPj4yxyf20/+Pbdi9pwMcKy9Y9uo41MoFIqRsAgrURnhANtJkiBIgBly3ojbSInKejEOlKF8lrDjZC7LiRLmKHuJEGIzLzNAmBVcOuRBtmPMsnAu0/nYGyS6AtQ+8DnMHic0NRHYdZye1/bS+JMXsPhcuKtyCdV3EG3vx1mZh3dmAZGWPsKN3ZjddrrsPoJZcSxuG+HWfsKtAeLBGM4SP57ZxVizHMT7wiS6+oh2DJAIx0GmAhsArDlufIsryVpSiVYxC5Mj81O5FksQb+sh3Bkl2R9MvfqCJMNx0CTOedW4FtYirOprdS4ihMBdVkOo8YjBUDZZbeSffwWOwkX0/vkVEp29OJfMIrztAI13fxvX8rlkXb0Gx+yqce07JqODOdJNWLAOvUyYlcdaoXifUko1HrIopYZmGmjk8IjtJYK4kl6cNuoX/SygSY09bMJDNkkSuPGxhLXk4ScgjCmw3k8MbDlI8d//FRZfKlWas7YIV20RhTetRCY1wg0dJJraKL/zAuxFPkINnYSPtOBfXk3umlpMFjNZ/SbaD+8lGU3gLPLiLMoiZM0m2NBB8GAb8UAEd00BvhIHjjwPFnfKU9gfSxnE0ZY++rYfo/kPGxk4+CdcC2fgXbuQZDCC1tZGtLGTaFMXia5+rPk+TD4v5iwXliw35sEXmkbvM2/R/pM/4loyC9eq+TgX1mKyGT2ViumLq7yGwKFdZM1ejMli/GytRbnk3nU9kIo76P7fZ4nsPoytpoz2Hz9M7l/fMK797uAt+jCmDxQISmU1s1iiDGaF4n1Eq2zkBEe4XHwISBnNpVTzF/nYiNsllfTitFGG8lmgi1ZiRIkRJU6UpVyATdixCCvw/jaUk31BLH5vxveE2YRrRiH2WblD67yzi/HPLSTWNUD320fIu6AOi8dOweoq3bbhiAnPjEI8MwqH1qVLL2zRlPfeluPBO6+UstvPp73FQuCtXfS/tBVztgdnRQ7+q5ZiL83FVuRHWMwGqYGWTN14/DdeRKInQHDTXvqffYvO//4jrqWz8Vy0FOe8mnGfI8XUwVs7n/79Ozj0s3+j6LKb8M1ePGxbIQQ5d1xL72N/IfDi27gWz6LjRw8zwJW6tE6QypG+ly0ITPTSyQouxS5Ozi4t42LaOUGQfuLESRCnn27MWGimgZkswqwybigU7wsCspfdbDzt7ZRHeXwoQ/kMEpNRummjlUayyaNOLOLgL5fRMPh+oclGmxbD7taLie0Yi3dE0/SSmbSq8QyaztEwZ9Cukqav9XqMxnwyrc22E2Wj7iuZ1D/Jxpo70GIJzL4MBSpGoX9vM/u++ScW/sdHyZk787S3Hw6Ty4HvihX4rlgBZNYoj4TF78V31Sq8V56XMpo37qbzgSdwzKsh985rdLKOdJ25lhj9SX+sn7Hdrf9cu/rcw7RMEREWtAxdHw/4dcvbWoxlnNOvzUxk0iSn4/DoH2TcDqPIvtKn96puP15uaDMQ0UtnNM3oac116TXKXRjPT7pGOb4iAFgovezjRI400fK9R0hWh/CuXXCyUUx/LQsh8N9yBc4lswj8ZRMAG1jH5XxI1+7QNxfS9rUnU9vY7Rz7tzWG2Yjaz+mLCYRlkHr2M5fluhRRCoXi3ERKSRP1HGInAHM4vdztEpUebjwoQ/kMIaVkK6/ixIMTN+XUjr7R+wApJcG3dxFcv5PI/gYK7rgM0zg0vZaslLet663DVE+goTyRWPxefFevxnvRUrp+/SxN9/2Egns/ir2qeLKHpniPOGaUUnLf7TR941c451djyR45S42jtgJHbQW+ay+g+b4fk5RJnXFr8WVRdM9n0CJhnHPnjElG4RRu5p7mD6VCoZieSCnZyxYC9JFDARJJCVWn2YsgmSmCXzEiylCeIDSp0U83Vuy0chyBQENjEecr7eAgWiRG5wNPEG/uwHftWvLu/iDuvPFpeLVoyqMebuqZyCGeEUxOO/l3f5CBt3bQ+u+/JOeOD+BZu1hdF9Mce2UhnvPm0vfCJnI/cumYtrGVFw5pCtNxzKieyOEpFIpzBCkle9hMjAglVHKcQ6zg0tP+DZGgpBfjYFQfvBCiXBSk2UwAACAASURBVAjxihBinxBijxDi3sH13xNC7BdC7BRCPCGEyB5m+wYhxC4hxHYhxJZT1pcIIV4WQjwlRCrlgxDiX4UQISFEwSntBt77YZ55QgTYwqu8zQskiHOUvVixKWNokFhrF81f+xnCYqb4m3+H54LFupRZp8u7hrKrIneUllMHz5pFFP/LJ+l74jUabv8anQ8+PdlDUrxHsq9bTd8Lm0n0BCZ7KGeVpEwSlkE0mUG6pVAoJpQQAXrooJByjnGApVygi2EYK1IKNGmacq+pzlg8ygngi1LKd4QQXmCrEOJF4EXgPillQgjxHeA+4CvD9HGJlLIzbd09wD8ANcDHgP8eXN8JfHGEvqYkbrLwk08xlZSIKsqlklokAyHC+44Rb+mk9+n1ZN98Kd4rVk7Iw4O9MAuTzULpzdNr6tlWXkjZDz9HeG89nf/z5GQPR/EesZXkkX3dapq+/VvK/vUusI3/4e9MI6UkRoReurBhxy/yaZL1nOAIbrIwY8ZLNj5y8Wb2ewDQJFMaSTMW4sTIkn4qmEk+JcoxoFCcAfroGXLALeECXCJzAPxoKI/y+BjVUJZStgAtg/8HhBD7gFIp5bpTmm0AMs8nDo8Z0AZfp95dHwTuEkJ8R0ppzIc0RdHQCBEgi1R+1XfzIh/8xfK0lsagprEEQ6UHfmUK6koP8HNlCIZypRVjKHAZPWG7m/Ua2kyFQgID+pLapwZrxdt76HnqTQbW78JRV44l10fJV+/EUmEMBItE9NKL0g/uMbTJhB24lBvhIx3YyqIET+gLoGQq+J3u+8qkKj1T9RCPPKzPjhDZ34Bz0Wx9wYwxBLxZmo05nmWVMbCzb0Dvbagp6DK0aR84ebQuKWjtNwa0Jdz6wNJodJxSmbRAxUwFc9KziWQqZBJNK6Qyv6zZ0OZwl74AjCXDvgIx/XkMx4zHVZCnv6bSgwQBbJYErttW0hwK0Pz1n+O5bBXhSB+Oijyy16a0xnl/ddCw3WTQynH2sBmAHArokZ0cZQ+u1YsZcDqwlhTQe7yZQ7s3Y6+twDFvJsJqQQuFKfptMybM9NNNB82s4BL6njwPLRJjYNsRdn7nUdyLqqn8xh26fZbctHcyDlWhOKfQSJBLEbPHWH1veIQqODIOTkujLISoApaAIS/JJ4BHhtlMAutEqtzbz6SUDwyu/y/gf4E+4LZT2g+QMpbvBb5+OuObTBrYRxa5hrRP7yfibd10//E1glv247tiBZU/ujeVY3iQpJqlHUJG48MWNlFML4QQlPzNZfRvqsTcnYAItD70Olo4Tu6ViyZ7eKeQ8keYMFPHIrpoAyCy8wAA+V+4C+/lq9GiMQZe2kD08DFkLI7J7aSPLpIkseNgJZdhE3b6AJPDRtbqOZi9ToI76pFSKq+yQjHBlIkZlDHjPfeTynqhvp+ny5gN5UEd8R+Bz0kp+09Z/1VS8oyHhtl0jZSyeVB3/KIQYr+U8nUp5THgwmG2+TGwXQjxg7GO72wjpSRMkCD9dNJCJ62sZGwBPecaMpGg55k36X32bbKvXkXljwer7CmGJdHRg2PerMkehmKCEELgWzWTXOlAigjZa2Zz+J8ewrOgYrKHNkQR5XjIwo0XkzCTkHEKKSdxxxq6/vv3RI80YqsswWS3kXWN/tZc98rWEfuu/elnOf6th2n5yTMU330twqy8VgrFVEPlUR4fYzKUhRBWUkbyQ1LKx09Z/3HgOuAyKWXGeWMpZfPg33YhxBPASuD1kfYnpewVQjwM/P1I7Uwmgb/07HtwYzLGVl4FIJtcyihnJWsHC4joKTSlySpOmV7PNY19GtskjNPH6VjSCg44MkyxONOS5foSxn4L0qZ2bBkuk5hIrdPiCbp+/QL+ZJLa738ei3/4zyMpRv/x9Jed/ueZVXimBBMTx6nnNLzrMPETveRcVYbj1OtjDNILc6ZKf2OYivMnjdpZTZ6UZ/ilnYIMnkBX2pDcwigT0kyjf67peZRTE0ynjzPNG+JLGuUi+Yx+Prxpl70twzbutPzLTozHbpV62YtfDvZTWYHrjqsJPbYNX+kcTKN4WQszVPlLZzzfjXRy8J3sjyyqqaF+9VyK3VkE33qHxMZfYinJx1KYh2NBHfbqsmH3HUvaThrEHgcF3/hbWn72HPI3b5F/x6UIi3ncY54O3+npgDqP751pdw4bR35bU5X5TptRDWWRmkf7BbBPSvnDU9ZfTSrg7iIpZWiYbd2AaVDb7AauBL45xrH9ENg80hg1TdKTpk09G3TLNk5wgqxFK3DdeCsxoAeIlGcoTpFIW5eml2zTjDrijKT9sK+uO2poMtfbolt+5MhSYz/6mg7s68/0Q6ZvlAxmegKNI6Wk/T8eQlgsFN/7QbotZuMOTqHq1p3Dvvcu4032NhnXwVjQpEaAHkIf3UWUCAP00U07i1lDl7OcoE5iO5YpsQzXWL3xK6KlfWR9GQzsaPSksRoSkjbN2Lc9qV+nmY166Kg2Bo29SX8BuxzG6yQU1BurWV5joZtEWoGcIxm+PovL9Tr3GmeHoU13Qm9gv3BijqFNPO1YQ2bj+Ykn9Sc6joUOUttpF86mefNejrtfpOwrt2DNSQXgZNLtej/7hvFA0jhTiRDbZRwWVMOCarRAkIHGFmLHWgj8n1/gWFCHe/Vimu7JQphNyFiCeHMHA69vJXzzgxR86Q5cS2YDYLGa0D55Fcd/8Hsa73+Ioi99lKYfVOn2VfWR0e8B7zJVv9PTDXUe3zvnyjmUEuKaMpRPl7F4lNcAdwC7hBDbB9f9Eyl5hJ2UnAJgg5TybiFECfBzKeU1QCHwxOD7FuBhKeXzYxmYlLJz0AP9+dM5oDNNUiY4xG5KqcFx9Y2TPZxJJbz9AImWTkr+/39AnEMZuRMygUBgwmTQW8ZklH66MWHGhp04McIEsWLDSzZWbEQIEyJAH920cAwLVpy4ceEhmzxmsgC7cGIMr1OcS5jsVsr+8cN0/vFN6r/0c8q+dDOuuVNHipEJs9eNeW4tjrm1eC5cTv+6N+l97AW0UBgSSbCYsRbkIBOpB5booeM459cSbWgm0XCcyOEmtEiMyL5jxI63Ya8qJhkME95Tj60kj5AMYMWONcPMhEKhOLNIxLRIxzbVGEvWizfJ7Op6bpj2zcA1g/8fBcYczSKl/Ne05S8AXxjr9meD/WzDjZfZLKHR8f7V4cpEkp6Hn8d/29UIixljTonpR7tsooH9DNAHpDKZCGnCjDllNGMiQRwfOWgkiRPDgg0nbuJECdBHghh2nLjw4iGLJazFI3yj7FlxriJMgvxbLsBRU0Tjdx4l/8MXUCzd0yLgzeR2kn3TFXDTFZis+hmBhtu/CkBo8176n1+PtSgPx8xSXAtqiB5rJdkfpPOhFwFJ9FAT9pmlRPYfpxUTSZL4ZA6zWIz7fRz8rFCcbVLp4ZShfLqcQ37AM0+nbKGPLlZy+bT4oTuTBF7ejDknC+ficyMgrUd2cIDtzGEZuRQihEBKiYaGRnLwpWHHiWkMWmuF4lS8y2ZSff9fc+K7j7GZKEWygjgxCigdNmexlJIIIWzYMZ8yZROUAbpoJUwQADsO7Dh1L8sZnuLxXrUaS64P+4xybNWpAECLNUngrV30PbcBYbcRb+rEtWwWlf/1OcweF5EjTcy8rx2B4ARH2MKrzJHLKBDGtJEKheJMoDzK40EZymPkwAez6XhrI/7F19K+YBUwjCZ5NE4NRpICpMDs0Gshk1GjJtjq1O/rWMBvaGNKC5DyZNCBdvXptZl2ewbNaYYczbrxBcP0PvEyRfd9YuiBIRE3jrn2Y9tG7GcqEaCXLPwEvn0jA6c8BE3XAGFTmoM/esDo1dYqTmqANWHS53QexOrR51HOdE31pAXqJRLGG3GuL6hbTmbQyVnSdMwri48Z9xXTByX2RI1Biq0RfTL+Enuvoc1AUq+HdtuMYudgTC8PuLD0iKHNG801uuUydy8esz5kY8/xwbzk3mIKv/EZwtv20/zOfkxuL8deX4/vxotxejSCu45hL8/DVVtM1FNJaMM2+v/8OsJixn3+UjCbiew7QrK3H9fiOdjKy5BS0tcbINnTT6K7k2R3P8mePrCYMWf7sGRnISXIaBRLQR65n/gIPY88TWTnPlwrFuH7qysQMeNnUfd3m3XLh3+7RLece+d1hm0gVYDFs3o+wm7Fs3IOnQ+/RO/LO/F9YA2WigrqH3pXerKMvPomdn/31xR8bj6OWVVDfUyn+4bi9Dgq95FP8YgFbRRnFm1MsTBTCyHE54G/IeUU3wX8tZQyMvJWE4cylMdAr+yk+c8vkLv8IrLnphcQef/R99SruJbOwVZRNNlDmTBKqKKFY/T+8H6sObm458zDd96ayR6W4hxDmEy4ls3FtWwuAJ6Ll9P7h3WEOzvJv+k8Io2ddD6zmXDjOsxeD0Vf+yzCYiH49jtgMuO/5QPYZ9cgTCZMNqPcSYuZUzMhwTDJ3n6SXf0gBCaHna4H/0CsvhGL30eis5vw9j3EmlrJ+9TtmDJlUxkH9upiij7/4aHlyPEuen77HMJkwlKYg3NR3dDDtb26lNxP3EDXz5+k5Dv3IMaQPUUxvTnKHo5zkIu5YbKH8r4kFcw3vbw/QohSUpWc50opw0KIPwAfBX51tsagDOVRkFKyn+0UXXI9vrnTq1zye0FKSXjXUZKBENbKciyFqYqDA69sJrh+B8XfGjFz37TDIqyslJdx8NZKos0n6HzuaZzVM7CWnDsPA4qph60kn4LP3U5Wlj7DR2+nPiWV7/rLx9ynEAKzx4XZ44Kik1U2XSsWEnpnN/4PXYMWDJHoTnnaW772fVzLFuBatgBbdcWEysr6n1+PsFoI/GUjUkq8J9rxXXfByTEtn0vfk68Q2VePc957L6igmNrUMp/D7CYiQzjE1C33fq6SCuabfh5lUraqUwgRB1yAsSTrGd65YgQC9JIkTtacDKnWzlFkPEHgzZ10/uIZXEvriPzmeaSUyEgMc04WRf/8tyPmS56uCCGwl5RiLykFIWj87x8jzGayL7iI7IsvVR4vxbTGtXQBrd/6EfaqMiKH6vFecj6uFYuIN7US2rqLrl89iozGcC1dQK+04CP3PRvN9lmVhDbuxnvVaoIbdhHec0RnKAshsM8oJ97UoQzl9wGVzMKKHRuO0RsrJhwJJKaZRllK2SSE+D5wHAgD66SU687mGJShPArtNFFA6fsqeK/1B78jtO0Q2TesJfe2K0nETSS7+jC5HJhc748bXNaylXiXriDe1037Y48Q3L0L39oLcc9fgMmmUlspph/WsmJs1eV0PvAQlsI8XMsXIoTAVlaMrayY7BuuJN7cRmjrTvaxCRMmFsrVOIWxqMtYybv7Q8SvuwBLvp/AixuxFucRemcf5mwvwm7DWpiLpTCXWH0TAOE9R9giX2WRXIZZug2Bs02ynjBBCilTOtdpiBCCUqonexjva6ZoMF+eEGLLKcsPSCkfABBC+IEbgGqgF3hUCPExKeVvz9bglKE8Ct20MZOFdMwaR+AeQFqA3amBeyZhxiyNwXQ2l3Fffq8+QCiWMH50mxv1OVor8owlCmSW3uDv7j85/SWlJLhhD+H9xym7/9PYq1PTtkIILHkj/yidiwE4QgisubmU/O3dBPfuIbBpA51/egL3vAV4l6/AUVU9ZR+gkrbRK99pkZPXkGYaW4q/gYixgp01rQhILGrUu64q0Afmbe8qM7RJmPX9bGkrH3U8Tqvx+9MV1E/phhLGB5v+qP6Br7PfaAzabfq+D/YXGNqkFxyp7/DRjl42UV6o/x629BhnY5Jp06GZ9Mdurz52JRgwPrSa7PrttFOqdQqg6F8+gxYMIOw2TPZUC3FKEST7zFzsMy+BWy+i94+vsPmdHRR++Q4sGapGzrhtu2FdOod/uwR7TeqzLv7Wp+l/9g36121AC4TQwlG0QBDv5asI7zlC71OvYq8ppZdO2mikkx4WczJOICWDeweJpIH9LJLnky9KRh2DQqEYRE5Z6UWnlHK4ALDLgXopZQeAEOJx4HxAGcpThSABPPgw1vY6t9Bicdp+9CiJtm6Kv3z7kJGsSAVgeeYvwDN/AYn+PgLb3qHj8ceQiQTeZcvxLl2ONSdnsoepI9bSStcjjyKsFrKvuhJHrZrWVqQwZ41eklcIQfYHLwYBzff9hJw7PoB79YL39GBoslnJvulS3bp4cwddv3oaLRim9w8vAmDBSgHlHGQ/mtSGvMpCCC6VH+QYBznMLvawmfPl1djGUMJdoXg/IOXIDpLpKL0gJbk4TwjhIiW9uAzYMvImE4sylEcgIeNINCxMTET4VKb7kZcQQlB2/6cHC4goMmHJ8uG/6BKyL7yY6IlGAlu3cOI//wN7aRmFH70ds2d0I+Rs0P/a6zhmzsBaXEz7r35N0T98Fluh0SOqUAyHMJnw33wpzgW1dD34J/r+9Abu8+Zjry3DWlqAlPI9z6hYS/IpvO+vCW3YRf9Lm0i0dGLpTXKUPdSx2CC9EEJQLCs4yl5yKKCFY1RS957GoJgcNKnxNi+wjItUYN8EkRxlVlDCVPUoD4uUcqMQ4jHgHSABbAMeOJtjUIbyCHTRRhY5U3Z6fTi6n3id3mfWU/rIJzA7RjfypZSE3jlIwadvVEbyGBFC4CivwFFeQd5119P9l3W0PPg/lN0zNSqum7N9yGgUz9IlaKEQnQ89TPE9qVRjCsXp4KiroOTf/57w7iOEtx2k548vE2/qoIU4CRmngpnUiTEXYDUghMC9eiHu1QsBOHb7vwBgw06zbCCXIqzYiBPFLpxYseHCgwQ6aVGG8jQlQZwwQfrpwYEylCeCTlpGfF8iSGTIYT/VkVJ+Hfj6ZO1f/WoOQ1ImOMIeZrIgtUKMrvnMhNml1zlmeU6mgfJISURE6B8YvRR2T2BsN5J4Zy+9T7+FrSSP7T8+QPY1V+neL6w7KSLpfmM/nbv76XvqFWxVJZgrq0nEjA8FM+98Z0z7Pheo+urbo7apv3+1bllYLORc9QGObd1CpKEeR9XowSoykSAZCmLJOjPlrb1zFtH6q1+Qd/X1ZK9YQ3D9ZsKvbiF7+flDbSJjiIUKBkcP3rTZR9fvp2uS7658zdBmw4BeHrKrx6g/7Q3rxxOOG29h5jQ9bU/E+P3q6tV7/k1mzdDGlqa9PtqRa2gjx+Cdae31jtommqbrtmTQKCeTaT9wGXZ91ax9uuWX62ca2mhp/VTfusPQ5tCPV+l3lRPDOb8O5/yTRmm8NcbA6xs5/tTzBG6dj/ei1endUPexTcZBjkCf7KIx24Pn4tUc3L4TYbVy8MTbmD0eovXHyLr8YpKBAbyXf4K27/4XMhZn15cKsM+oythf3adPb/+Ks4cFK0WU00wDebJYVTwdBx2ymT1sRiAwYyGOsXBSOtOx4MhkowzlYdjMK4QIkMf00erG23to+tavyPnQxSS6+ul9+kU8q1dh8RstIpnUOPazl4h3DgBQ8KW7pp3nfCohhCDvhptoffh/Kf3U32PNyxt6T2oa7Y/+HmtuPvaSEjCZ6H31ZaJNTdhLivEsXoZ73jwsWT60aITuF55HWK1kX3wpZufoD1GZsBUVIbUkiZ5urDm5WDxZmN1TQxaiODcwe9y4Vy9FxuP0Pv5nXMsXYXaPzzMopaSZeo6yF/+Hb8a7ajkFF6Zie5ruu59o/THsNZX0v/gqADm3fxDftVfQ+8RztP/ng+R96mM45yrP8nTCJEzEZJRu2jnBUSqonewhTTvaaKSWBUQJU88+TIzysCGnn/RiKqAM5WGYzRIOsZNGDlOB0StzJpCJJFowjPBYEVYLQoiUkfWTJwi8voPaP3wTLRYn0d5DvK2HeFs3kYONOOfXoEWi9DzxBjm3XEL21auINXeS6EzQ8p0fYCkowJqXi9mfTaIoRrwvRLi+A0dpDoX/9nlMttT+FO8Nz/wFaMEBmv77/+JZshRrTi6RhqMMbN+GyeHAu3Q5/RvfBilxVFRS/MlPETqwj+Du3XQ//yzOGTOJtbZgr6xCxGI0/vB7OKqqUg8wQuCsmYFn8RJM9tG9vEIITDYbMpnylEY7WrEXTO5DX8dr+4m2B7AXZnH7tzbzvefnU1IzvgcBxdTA4s8m+4ar0MIROn/2v+TcdhPWovFp4evZTxEVyOULdeuLv/FFQm9to/t3fwSg6IufQVgteK+4kNixE4T37Kfzp7+m4At/h726IlPXiilKjCgADexXhvI4SJDgMLtw4WEVl+PBx0v8cdj2Eqal9GKyUdbRMGSLPOrkInaziTJZc0b3JRNJOh/8E8G3diLsVmQkhtQ0TE47SLBVFmLOyaL+b7+LFopgyfNhLfRjLcxhYP1uBtbvxr1yDmXf+htsJSlPpq0kj9xbb8F/843Ejh0j0dNLorsHmQjjKPHjnVtK9nkz6QwoQ2UiyVq1GltpGeED+4k2NxHv7sY1dx6Ft92ByWrUi3vmL8QzfyGRE430vvwS+TffgqNmBkIIoi0txNpSmjOZTBLas4euPz9L0cc/gbN6LNekADkoKZAy9ZpEGn+/CXueB5nUWHyxj2/feYDbvlzO+X81/eIAFHr8t1xH/4uv0/a9n6Y8y1leLHl+kjKBWYz+MyOEYIFcxS42Yv71oxTc+ZEhaYnJZsW79jyc82bT+evf0/X7x3HMmoH7/OXkfvJWeh59mnhjM/HWdmUoTzNms4RdbMRP/mQPZVqSJIEVG0u5CMu737MRbvPTuDLfpKIM5RHwiVy80s923sLWWIGtfOI9clokTtsPHgUhqPjpVzC5HJjNGjKRQAunDGaLz4MWiZIMhLHkZukqxOV9/GpADBuEZ7JZccw8+aR+qkYZgMCEH9L7HkdZOY6y0XMAp29TdOddunX24mLsxSevuaxlK+h983UCmzdmNJTj3d0Etm4m3tlB7rXXgxBDN03PrPn0bX2b/KtuOO3jmSicJdkIq5mZ917BZ2a/zeuPd/LTLx+lbqmH/DKV4ms6I8xmfFdfgmf1MgKvbUDGYgQ3becNjpAri3DhwYoNGw7yKcEsjPcrn8jlPHkFb3ftYeCNjcgLlhM9eJSBNzfjqKrCs/Y8Cu/5FNEj9fT95VU6f/a/lHzrK+R89MZJOGLFRJAt8riAayd7GNOWJVyAQJyWoyE5/dLDTTrKUB6F+aykkcMc/Y8HMbmdmHOyyb/3rozljC0uY/EDLam/gE8N3HMIO0d++HtMbif5d39QZ+wKiwWz9+THY3LYMTmMxoTKYnD2qf7H0w/4myh8NYtoeHEd5r4kwpz67BMeiRaJcOLHP8S7dDnCYqXruWdShrImQYOctZfS8JPv4j//EizeVMELa/tJD7fFZsFUEDbsLxnVGzRmuzHILFOBkXSy7WGW33cRe378Btvv/hXND1bQ1RJjwZosultj+Aus+C36ojqRDEV1tLRpw0zTiB5HVN8mOXoml0xBefPz9BHkO9qNwYXJtP2fV9BC0Kp/+tzQUqlbHsgUIJkWLJyMG8csNf0YtZDx/Lx2XB8QGQ0Y7xnpxUzKNhi16wO9+gfq5oY8QxsD9iTmAjfZt1x2ctXGCAP1+wn095CMhAidOEpLtZvCi64balPyvfVD/1uEldxbbyby1DraN2wlergezwXn0f/K65iLc3DOrcM2pwr5TJSsD1yGQvF+5nQDIKXSKI8LZWWNgkmYqKSOyPc/Ss/vnyG0cUfKAJkIEgnCuw5T/uMvqrRsijFhzcrGlldI8OhBPDPnEu/roX/nbhyVVQibjbzrbyQZDnP8u/8OmhxKQG/x+shavJKuN16k8JqbJ2fsbhuL77uMhid38x+f2ciXfjaTpsNhvnnbfipmOVn6cY2F152eJ14xtbF6ffgXnsygETi0m/Y3nsNkc+DIL8ZbO8+4TX4e+Z+6k8Cb64kergfAfcEqeh7+f+ydd3wc1dW/nzvbi1Za9WZZsmy594orvZiaAAFCCaEEkl/oSSDtTfKmhzcJkIQWCCVACL33Yhsw2Nhg417kKqv3sto69/fHymU1K2tly5Zk3efzka2ZuffOndHuzJkz33POy0ROX4De6kP3+XDOnHzUjkOhOFZIJFPPsYYQIhOYA+QSLVqyFlghpTSmO4qDMpQTRGgawmJB2K2EdldgLTj80qn+zbux5KZjcqsckorE8c6YR8VLT+IeMZZATQV6OEjtyy+SNHU6ACaHA1tuHu1bt8ToktPmncSOe+/Enp2He+wkcPaN3KHwvHHYvlrNZ6/X8/2/FjPnnDTeeryK5U9tV4byMY67eDT+6j3UfPQGAHnnXEGq9BEhgkvsT6MnNIF79gyaPvyY1o8+wzZmBKYUD21LVxIqr8KSn8uem/8H4bDhnj2d5DNPUQHJCkW3CMNbsGMZIcQJwB1AKtFCJdWAHTgPKO4oZPJnKWXzwcbptSuLEGII8DiQDejAg1LKu4UQdwJnA0GgFPi2lLKxo8+dwAnAbVLKxUKIQmA7cKOU8m8dbf5O1PJ/tLfmeqikXHA6AG2frcJakEvTG4uwjxqGbVjPA0hkKEz7V1vQW42vuxWDCz0Uou6VlzAlp5A8Z263KeE8YyfjKiqhafXnWFK8eE49ERkKYXK5gGg6Or09+rkyezz7+pmcbvIv+w7Vb79E9VsvYfZ4cE+ZSvLsuWA9Mvmcu+L8G/P483e3MH5uMjnD7Kz9JHqdaq5sx5OtAkyPVYRmImPOaaTPPoXGNctpWruCz9gCwFg5nQwR64CwDxuKefpk9KCf1iXLsI0oQopq7GNKyLj+CiKtbTQ8/RJ1jzxNpM1HqKwcz+knkHTiXBCCGlmOBy82oT5TCsVArMx3mCwErpVS7uq8QQhhBs4CToGDpAoBRHe1wRNFCJED5EgpvxBCJAEriVrt+cAHUsqwEOKPAFLK24UQo4CriVZbeVRK+Y0OQ3kZ0RCzMVLK4MEMZY9IlTNF7+jU2mUbOhGcJBmE8UEZwIwFTWjskltpsk5zrgAAIABJREFUpZFM8ljFJ6RdexGuWR2vABP5AHZoERv++zop28rZvbWUgof/ENOk5JqjWsZ8wOPN99BQdtAHwn5Nm2zhU97GSRIaGjM5ucvgjN0/m21YF3bHfofbS7dS/uB9WLOyGXLzD+OOIyMRgjWVNH3yEW3r1zFi3jxqsiyYUtyYkpMwpbjR3E7CDQEiDc3Rn8Zm9JZGIvXNhBta0Ft9CLs1qt13OdBcdjSnA83lQFjNyFAEGQ5DKEyaowk9FEEPRUgqTCVnQTHvfv1RAJy5HsJtQcb8vzkMOX3UvjmuLTu0tzZ6KNZjYrYZYwc6I7Tur4OmOEVJ7NbYYisT3QGazG0x64J6rD+i1ufqdl819cYiJZ0/EmZL98cVChh9IeMLymOWdzUZ86w3Nce+5dKb4+jQe9Ex1b5uEw3PvkrOz29Bw0yW2UJVOETLkqW0frKcjBuvRm/3E9xZhrUgD0v2/iwJepuP+qdfwjZsKLaSYhqfe41IYxOmZA+hqhqQkHnLtViyMii5fnAVIBno18b+wEA7h+/J51ZKKafF2+YakSNH3XPV0Z5St3yx8Hddzrk/0GseZSllBUTrJ0opW4QQG4A8KeU7BzT7DLig43cTUc+zJLbGVA3wCfAt4J+9Nb+uCMoAG/mCRmoJEiCVLCbLuUh0dlNKGdsI4kcgKJSjyCSP7aynijIAHJPGHNJ+I43NeE6fT07WuQT3VGHNy+rNw1IMIJy4yaeYeqpopQmdCKbD+GrahxVT8IMfI6xdSyuEyYQtN4/MCy8m3NSEtWwXocqN+DfuINLYQqSphUiLD83lxJziweT1YErxYMlIxlacH11OcqH7A+htfvS29v0/LW3IUBgsZoTZhLCYsXrsaBYTwqzRsL6Sjf/8DGeeB5PVjDBrZM8tijGSFYML+5gSLJnp1Nz3GBlXXwHmqGHunncc4fpGKn//N7J/fAOu6ZOINDWz5ye/J+nEObjnzkRzOUm/+pv7xsq48Wr86zYTaWjENWsKLYs/peGZV8i84eq+OjyFol8gGXwa5Q6n7LlAHtFTUA68IqXccNCOB3BERF0dnuHJRL3DB3IV8F8AKeU6IYQT+Bjo7Pb6A/CmEOJfR2J+e6mWe9jIl+RQwFhm0Ew96/icpbxFkABeMhjPTJJIoZ1W1rMCHy0MYTjbWI91+NC4mSgSwT1vGs0vL6JiaynOmRNJ/84lvXx0ioGCEIJRTEZKGTWSE8g72914lrQEshR0YE5Oxp0xhbTMOOWOg91nvUiE4fn7vZhFXx9P2B8i1BLA4rJSv7aS5Xe8TvHFk7Gnd+9tVRx7CCFIv+5yah94guZ3PyTn3DP3rfeetxA9FKTxpTdJmn8clb+/B4DWRZ8SqW/C+42zDWM5xo3ct+wYN4rWD5eiUCgEEX3wGMpCiNuBS4Cngb2vk/KB/wghnpZS/qHLzgfQ64ayEMJNVO9x84ECaSHET4Ew8OTedVLKG+KNIaXcLoRYDnwz3vbDQZc6tVRQRint+JjALFJE1KjwksEceQYtNGLHiVXsN4KdJDFZzmMJr2HGwjhmUvetOYc8D9uoYpy7q2HbdjynzT/s41IMfIQQh+VJHkiY7RbM9qjXMHNGASOvmsHSm19i9l3nKWN5kCJMJpLPPoWavz+Cfvqp0XeOHXhOO566h56k5v7HcU6ZgO+LrzBnpmPO6v6B0LdiNbaRxd22UygGA4PMo3w1MFZKGaORE0L8BVhH1CnbLb16VxZCWIgayU9KKV84YP23iIqmT5KJi6J/BzwHLOmqgaYJvHmerjbHEJJBqiijit1YsTOBqaSRFTcPYSpdBzadLS9Gw4xJaOwYkh+7sQca5ea3P8TbHmHKn3+OyRu7P29+YsekiOLJMuaBPVYJ2I1a0bA1zlcqkaQ3B3z00yxmdGE1DqPFepQ1cWge5eTIwY3faZfMJ8OVyo7fL2Pyj0/C6nWSGWc+iSA75TiPV9yiM+Jg5az2jhPnpFpl7NhJEeP1JNSpjdS7L0GuxTv2zhpluj+ucLzCHp3+FunSOB97p/3r5jga5SNxvy0sJOm4mThWrSNr5qR9q2VaBnm337x/WUao/PVdpI8ZjcXU9edEDwSRm3eQ/u2LMZusg+7aOpiujUeKAXcOd3e9KVqgdVAZyjrRlHA7O63PIbG7JNC7WS8E8DCwQUr5lwPWnw7cDiyQUvq66t8ZKeVGIcR6ogZ23AgMXZddiuyllLTQSB2V1FFFC41kkU8+xVQ+dCrbgG37JnmIAY2R4KH1A3a/8g7j7/g+jR6HYZzkQwwcCMoAS3gVAA2NHIYyksk9Tkren5BSJlR1aCAFWxwOtp8tNq7rhXEd+R6SjuA5rEygTcriImpa63j9pieYffd5VMtDzMRhjv0+a3GezTsH74k41wC90ytKTTe2MYVjr7Wj7Q1oltaYdTnW2OC+DT6jxCUQijVEzxzTWbUGL28ZH7NssxqD+bROxxE0GQ1lb3JsAPiKhpGGNj5/7AORNdmYncdmiw1k9PmMn8RIcycjNt6tydSp2MpJM9n5r2epXbOKlPMXYvYmQ0fhJqnr1P3rPwS27wJdp+wXf8A5dQK2oqGEqqrxnDofc3rqvrHaVq2mVUhEqhv0wCFfWwcyg+XaeCQ5ls7hYJJeADcD7wshtrD/EaIAGA58P9FBetOjPAe4HFgjhFjVse4nwD1E7+Xvdhg8n0kpr09wzN8SzX3XJU2yHp0IKaQjhCAsw5RRyi62YMZCGlkUMhIvGfu0n3tv2lLXiTQ2E65vwORxY85IjVtx71DQ23z4Vm8gUteIZUgOjnEjY4qKuOfPoO3TL2DIab2yPwALVoYxhmr20EoT5exgBBPRejM8vRsiMsxONtNKM3Yc2HFi6/jfjgMr9oTLbX4pP6aeajwyhSEMJ5P8AW30K7pnxOXTQAiW3vQSqXdch9k7uDyACjB53KR/7woa33yfqj/8g8xbr8WSkQlAoHQnvhWr97W1TxiNbVghwd17EDYL1Xc9TPb/3Ez9Y89GA1Ez0whs3EqosiYmU4ZCMVgZTB5lKeVbQogSYAbRYD4BlAGfSykTfj3am1kvPib+y7g3ejDGDmDcAcurOUgSogA+VrAIG3YKGIEudXaxGS8ZTGEebhHrkZJS0koTzW8uon3dZoLbdiEcdsxpKUSaW9GbW/FefBbuBTO72GMCxxCJ0Lp4OU2vvo9t+FDMmem0vLWExqdfw7PweOzjRhIs3UnbslU4r/kmTYe8JyNCCIYxhmEcWiaO3qCZBraxft9yPsU0UIMfH37aCRPCKd2kkEYyaaSQjgNXXOPZghUPXpwksZblmPiC+fLshF6lKwYuIy6bCkDpbx4m+2dXK2N5EGJyOEg591TMaV6q//wgGTdcgzUvG7016p33nHkSyWedEuvYEJKafzxG9Z33E9wZzUpkLRyC54wT0Bx2pJRUyF1UsotUMilgRMIP7QrFsYBEDLY8ynRU3/us83ohhFtK2Rqni4EBHTlkwUaEMOlks5nVZJHPFOYbDOQ22cwutlLDnmg+5IYJJJ08F3tJEZrTsU96Eaqqper392EZkpNwEZFQdR0t735MpL4RYbMS2LwDc3YGmbdejXVIzr52/s3baXl7CY0vvI0lK5306y7BPmYkTYch3+iPWLHhJplWmvCSQQkTY7zAERmhjWYaqaOOSkpZh0THKzNJJfrjEFEN5WimUsFOqthNCulYsR0RWaSi/zHisqlUNXmo+PVDZP/wCiw5iWfxUBw7uOdOR1gtVN/9IDm/+MG+Qjrhuoa4b/9Sr7iA8p9E43O8l5yLe8Gsfe2aXnuPejZQxBh2s5UGahgnZ2AWcfTXCsWxyODTKB+M9URlGN0yoA1ln9WPtXAo8juXkOMPYMnOoPwAjV64toHQ7f+miTryGMZ0TsQhXGz+5vS441my0nHNmUr76o2M/111zLbND+3PhS3DEdpXb6B9zUbav1yP+4TjsI8uRgZCeM5YgHWIsVCCvaQIe0lRLx15/6RB1vAVnzKMMeQxjNLHplN6kPZ2YEp2A/7KJppX76T6i51sXrkY69Assq4/B0tWKjCJA02k3cDQb6w5oseh6BvaF1TFLKc8uQDN7aD8Vw+SdtlCnNPGoNm7D/DTtFghbGaK0WlQ0xQboONyBAxtguHYy2MgTvGOJGesTnd7Sxp1WmyxDn8otp8/aDTM/O2xx/XcusmGNp2ZU7DdsG7p7thrzNeGrza0mZO0OWb5A5NRM00nDXckTpBiS4PTsM5AJ820OSVkaNJZCy7DGkLTEXr07+ieN4HAlq20vPs+Jq8H1+xJhJauJ+WzF8kUefv6bX5gOqYkF9k/vxkZCmHNy963zb9xK02vvEvujy4iNHM0WaEwlfe/yhdyOzk3fj1m/0MuWNv9cSkUA5XeqTE3IBBC3NrVJiDhKM0BbSibkpPIvPUahNkUE/8twxFa3vuY5jcXU0gR45iZ8Ov6cEUNrtlTAOONEyDS1ELtfU8idR3n9Akkn3uqejUMBKWfjXzJaKbG3LwSwZ6djD17ApmnTaCmzkbjm8so//1TFPz1/6lXo4Mcz0kzsA7JouHZ96h95BXsJUPxnDIT5xRVnGQwkXL+KZT/9G7MaSm4Zk1k7NI0VvEJ2+QGzJgpYeK+tpbMNEN/3R/EnJNJ1YOvYcvPwJqXTvo3T2Tnbfcjdb3XYlMUiv5O5wfTY5zfAXcSTU3cmYS/9APaUNac9pgAOYBA6S7qH38BkyeJrJ98j2E/3ZHweLqvncDWnXgvOw/YYtju37KDugeewj1/Bp6zTlQX1w7qZRXr+JwchpLBoZUd3ouwmEk5cxa1T72PDIYQtkNLEaY4drCXDCXnp1ej+/z4Vm2m9tFXcW/agefUWZhSk9XD1CDAlJxExg2X4t+4DfcJM/D8dy2z5en4aKaRejawEi+ndtnfOWkMzkljCK5eyq6f/Yvs/3cu7mkjseZnUHHX82RdeyampAQ85ArFAGYQVub7AnhJSrmy8wYhxDWJDjKgDeW9yHCE4O5y2j5eQfuqdaRcdCbOGRM7bqA7Eh6n+Z2PcEwajTnVGATY/O7HNL+xiLSrLsQx3phOabDSIhtZwzLGMZM00TtluP2bdmPNTUNTRrLiADSnHffsCTjGFVP3+Gvs+em9ADjGDcc9ZwKO8SMMD86KYwf7yCLsI/dLS8zCjIdUkqSXHWwgXNeAOc170DGST5yMNS+d8v97Bt0XIP/nl1H75PvsuPU+sq4/G/fUkiN9GApF3yFBDi6P8reBui62TetivYEBbSgHyyrY88PfofvaMaenYh9XQs5vbo0G6HVwoLZ4LyXXfG4cSwb4lI+Zzok4l67Y10/3B6h/7AVCS2vI/sn3MGekGvruH3dFj+bvzfcM+Lye9VSRxRDqH1tIfTdttTqjNrOc2Bub0+NHtrWhWUxoehDNOqA/oorDoPhSY2bI0icnY/K4yPz+RUgpidQ14ftyI40vL6b6nqex5GXinjoTz9zZ+/qcNNrgTOBF/4SY5VZf90VArFZjNqH2TnrjFmyGTDY2S6wuNxQyGvOj82MzTW+tNgYvhoKx34XFpUZtcVZa7N53tRuvV1WB2GtiPP2xxdFpzu2HGPBmjdWLh1sSG0eaNGScee1l8wOxcSbaXV8R3LnHYCiXXBd7rd/93DgcI4eQ//PL2P2LxzB7k3CMGYpjbCGV/3gZ99QScmSBCvBTHLsMIo2ylHLTQbZVdbWtMwPaCrHkZJJx47fR7Lb9xvEhFg/ZxWYyycMp9uu7Q5U11P7jCaxF+WT9+LtoVnXx7EwjdWQxhJZeHDNpxkhalq5j16/+Td5tF2BJTerF0RXHCkIIzOkpeE6ZheeUWejtAQLb91D74CuY3C5ckyZ2P4jimMA9bwb1T75IaE8FjoljiLS2YU6LfUiIyPC+Aka2gixybrmA8j8/A0TfGuqtflo/38hnbGKMnEpqL70hUyj6D2KwSS8AEEK8ivERoQlYATwgpfQfrP+ANpSFyYQ5NaVXxtrDdiYzDwC/9FH/+Iv4Vq4h5eun4Zo/Q+kgu8CKnQAJF1xMCGHSyL3569Q+9xE7fvAgWdecgaMkH0u6CppUdI3msOEYMwzvwtNp+XS5MpQHEc6pEzBnptO2dAW1Dz6FMJuJNLcQlikE8OGjFZ0IXPEmySdOJu2C+TjHDiXz6jPwl1aAgLYvtyJMGiNbilnPSpzSTRZDSCcbm3B0PwmFor8z+KQXe9kGZAD/6Vi+CKgCSoB/Ei2W1yUD2lDuTXIp5Es+QkqJROJyzSXnt7dhcrv6emr9mgxy2M5GeudxZT/CpJFx0QKco4dQ89SHBPbUkn/7RbjGFfbynhTHGtb8PEJVVUgpCVVV094cxOHZr3fXwzrNn24gacZIhEkF5B4rWIfkYr3oHLwXRZdD1bWk/mwxDlw4cWPByva7Cqh/4WO23/wPiOiY05MJVtQh/fulJmuoYRwz0YlQQzlb+AqnTGIkk0gWXUvvFIoBwQCUXgghUoCHiBakk8BVUspPezDEZCnl/AOWXxVCLJFSzhdCrOuuszKUOxjOePIowoINMxa2nB8/17IillQy2cQq2tdsxjG+9wNhXBOG4ZowjKZFq6n972JlKCu6xZyWijCbqX/2BVo++ZS7/6KRPzGVjOEeNLNg+6c1VG9ppuiP38Y5Kr+vp6s4Qlgy08kRsfUELGnJZF17JsknTaH8L8+Sde2Z2IZm4d+6h7rnP8L31TZ0dEpZx3HiVLIpQJc6VZSxio8ZI6eRIQ4vs49C0acMTOnF3cBbUsoLhBBWoKcpajKEEAVSyl0AQogC2FeioduqbwPaULbt9FFyrTEw71AQQuCkZ1rYngbvHYtowkSJnMi6f79C7m9uQhxEx62nGYsNdCZeYFGgzYp5wlTa732Nll0htjw6NWZ7lmbFc0VPHi4HNgHZjgUr2iAs5R0vwK8zW++aRfqlF1N59z8AEJpg5uXF1O1sRQ9LTvnhOJ77UyWNy+uI2EchNA1LVrthHJNJN6zrDrsljEPEfs7r6mLz2suA8e+2SY/Vw8bTESai/qqqi83Y09BqvJ8EA7HfUYczfs74mH1r3buhhKn7NnFzuIY7rZNi/08HmqvTtSPOMBarMVXqtqcmxSxHWjvOfWYhuX/4IQABn4bITca/8wVSLjoL95gMyv/0NFv/rwBLevR8CjGR7M0TWfeXZ0iap5F+0YmGDCsFF6pCSIoBwADzKAshPMB84EoAKWWQBIzbTtwGfCyEKCV69SgCvieEcAGPddd5QBvKiv5BhsjFktdI05tLSDn3pCOyj7ZPV2POyUBLTriYzjFHUAbYyhrK2UEOQxmLeuvRFfaiQnLvuI3WT5dz4fWCnDEpHJgjwpTURsPzr2AfUYw1L5fGNz+jZdGXCKsFx+ihOCYU4xqTj2ZRl8jBgjndiyUrA8eYQpLmT6Dpnc9J/+bJ+7Y7SvIp+ON1VN37Etuu+zMZ3z4Dz9zxfThjhaKHSPqrRzldCHGg5/FBKeWDHb8PA2qAR4QQE4GVwE1SyrZEB5dSviGEGAGMImoobzwggO+u7vqru4CiV0i99CwqfvF3XLMmYckyVsY6HCItbdQ99ByZP7p60AZVNsl6VrMUgUCgHXZhl8GANTub1K+dQ86YjwzbIo2NAARKtyN1nYbnF5N960VIXad97TbqnnqXyj01WLK8CIsZYTYhLCbsRdlkfPNElbbwGMQ9bwYt735EyrxCvGfOYveP/4nZm4Tn+EmYnDYAzMku8n58Kf6te6i453navthM5tVnYnJ1n15QoegPyJ6/KDsa1Eopu8prbAamADdIKZcJIe4G7gB+nujgQggLcB1RzzTAIiHEA1LK7l9zowxlRS9hTvfiWTifhidfJeOWb/WqQas57Wgux0FzWPcHgtJPC414yUQTvRsktokvsWAlTIjpnIBHHLywguLgZN38PQLbdtD8/mLqX3wV7zlzcYwpBMA5bhhpF58M7W2EqhuQ4QgyFIFImPpXPqXuxU/IuGhB3x6AotdxzZxMwzOvE25sxZKVSu5PL6P+xY9ofOMzCv54XYwxbB+ex9A/XU/N42+z84f3kXHZqURkhDBBBBpWYevDI1EoDkL/9CgfjDKgTEq5rGP5OaKGck+4D7AA93YsX96xLqHqfMpQ7gKlP+4ZI65ciS6dLKOclCtfJVPkGbTEiRBoM1bj09ta0dvaaXr5A5JOnoW1IAdh6ht9brtsQ8OETey/aTbKWraylkZqAZjN6TjpuURk84P7pRThhibqH3kGy5AcApu2EdzZgLW4gBml47ALVWr3YAy/+bOY5c8w6ubFPRr24cOwDx+G1HUQglBV7A3Enqtjcu9PC6ZpEktGCjt//DCWtCRck4cTsmUA0eqggW1luAtGUxvu5F00dy8KDLcmkKPd0skVFDY+jJmcRp1uZ/ROmuC25kPzhnbWJJ84YrOhzaqavJjl+kZjFiGTK7aQi8USwU4YJ/u10/722OvCkMwGwzi7q4wPjwcrWrIX0VEURVg1nJNHUfGn/2Avycean0HOjedT+bcX8L//CbmX7C9i4+goIpP7owXUrxjK7qeW8qG2B3RJ7rmTGH7DSVhP2dntvhWKo4oE0T89yl0ipawUQuwWQozsKCByErC+h8NMl1IemC/0AyHE6kQ7K0NZkRA+2YofH6kis8s2mtAYKSezjs9Jlb2XrN/kcTPk/l/Q9PoSKn/5D1KvOJekk2b12viJEpZhlvM+ZqwcJ0/lA15gBBPYwlcAWLAxjhkxRWt6gtR1QuVVmDxu6v71XyyZ6bS8E5UNpFywkKRT5mG/3lhlTnF4CC1x778tL438Oy6i/rVlVD/2HsLjJuWCU5CBEHUPPEvGTdfBqOIjONueE/H58ZeW0/LxWlpXbMY2opDkc0/AWpDT11Prd6Rd+TXCpRsJVdTRtnIzdf/9EHSdrJNHdtkndVohqdMKAVj3i5ex5/R2skyForcQA9GjDHAD8GRHxottREtT94SIEKJYSlkKIIQYBhhLrXaBMpQVCVFNGVtZy1BZQjFju8y4kCoy8coMNvElWt1ITF5PjwyRrtAcdrwXnEr7ynVonqMX0BeREfawnSp20UozEcJYsEWlFZJ9RnIOQxnFZEzi0L9Sjc++jm/FV0Qao2XNw5U1uI6bQsqFZ2JKGrxBjP0N55ihOMcMReqShpXl1D30ApHmVlIuPJWmtz8kkpmKObXvpDEtH31J++otRJpa0BuaCNU1YyvMxjWpmIL/vZLGZdup+tO/8Jw6h+Rzju+zefZHhNWCe1rUKPaePZuKu5+n5aOv2HHXm0Sa27GkJdG0ohTv6EzSZhdjdsd644decRxrbn+e5An5eKXe6xIsheKwGWAeZQAp5SqgKw1zIvwQ+FAIsY1oMN9QemBsK0NZkRBZDGEra2mmgeV8wFg5nSQR33Myisl8wRKab/0j5pwMcn93c68YywApF51O7QPPEK6qJfms43tlzK5okvVsZhUhgoBAR8eDlzEd2SaO51wq2YUNR6/kVtXb/URa2qKZFyaNJemE47ANLzzscRVHBqEJ7KOHkXvnraDrCLMZl2cDG393N44JYzBnpEX/po2NRBqb0ZJceL9xFua0QzOiZShMuKEJQmFkKEywtJyWxcswedyYvB7M3mRkyIdvxQZSzj8Rs9eDPdOONTc9JpWZe34qrpkTqPzdPzGlJeOeM7m3TskxR3BPDZ4TJ5Mxu5DKZ5fRtqmctJPGUrt0K6X3LSLzxFHknjcZ55Bo/IRrWAZmj50vv/cEANlyCKOYglkkIK1RKI4GAyw9XG8gpXy/I+vFSPZnveg+L2YH3RrKQoghwONANtFnkQellHcLIS4EfgmMBmZIKeOKeoUQO4AWom7u8N7IRiFELvBEx7ZLpZStQohfAj8CCqWU1R3tWqWUyp3WxziEizSZTS6FRIjwBUuYIufHNZabaegwLiFcUQMRHXrJUHZOGo1jfAntazYfMUM5KAOUspY9bAfAgpU8hpFDAS6xv4y2WVjIp/des6deeh7eb5yFcNgHbXaPgYjQtH2fb9esqWQX5dO+Zn3UOHY5sRbkYPJ6CJTuour3/yDl/IU4Jo9FsycW8BXcuYfmtxfTvmodWnLSviwcluxMXLMmozlsyHCESFMLCEHmzZdgK4pqg6222KDuttWllP3vv7GNLkJv89H6wXJlKB+EnFsupPGt5ey85y1yL51L5tlT0GxmsmYOIeILUv7KKlbf8jSesXmM/OHp7P7vctp31ZN9xnhGvTmMjXzJGj5jopyjvMuKvqf/poc7Igghvt7FpmIhBFLKFxIZJxGPchi4TUr5hRAiCVgphHgXWAt8HXgggTFOkFLWdlp3I1HdyTDgMuD+jvW1RJND357AuIqjSCqZ1FLBWDGdyivzWfHqh6RechaOyaNAtyClpOWtxbS89yWehSfR/p9X8F5yJqKXctFKKWl66X2CuyrIvuPaXhkzHmtZRj3VaJgYzjhyKcJ8GJKKRBEWC8KiPE9HgxE3Luu+UQJseXyKYZ05zUvS8XMOWBF14dhHFmMbUUjza+9T/+SLWAvysI8Zjn30CCy5WQi7DSEEeiBIuLoW/6ZS2ldtIFxVQ9LJc0n99nlozgNe9ScQzNe5uEjIF/0/sGUX5oxUbCMLCZVXY8mNjT0wFBhJ4N766Z5Cw7rzi1fFLL+qjzO0CYRiv1tWcwSL1LGK/RJCa1JsQZiaFmNQoGwwBgJbs30xy/GKyHQ+R0LsP3ZbbipZV53OyHOHseM/Kwj7gqBLdv3jbaY9chVFV82l4NKZbLtvEUvPvzfqFDBpmM+4gB2XmrGFp9L453+zPH03aVeda3gAHn559wV0FIreZKAF8x0mZx9kmwR6x1CWUlYAFR2/twghNgB5Usp3gcPxfJmIeqh1Yi/D/wKuFEL8UUpZf6iDK3qfXApZylvUyyqSjl+I2euh6ZUPqX0jMf8SAAAgAElEQVTgvwibFRkKY85II+un38ecmoJtRD7WorzuB+4GqeuEdlfS+MJ7RFpaybrjGkwpPaui2BMmMw8dHQ1NeXYVvYp9RBH2W65BDwQJbNmOf/0W6v/9AuHaeujIviF1iTndi72kiKTjZ+GYNAZhNhuzXhwCzimjyPvrjwjurCBUWUu4oobK3z+EY9wIUq88F81mNDYVkDQ8k/E/XwhEH9g/u+ZJ2rbXkjIhH5PNwvAbT8YnMml69T28F5+L5rADYYTZROaNl1Dx6wdpenUJKeeotIIKxdFCStnToL+49MhNJoQoBCYDPXHHSOAdEX1Mf+CAait/B/4NNAHfPKB9K1Fj+SbgFz2Zn+LIYhFWxstZrGU51sdDeC86g+yJo9ADQfTWqCdLczr26SFtxUMOa3/hxmZa3v6E1kXL0VxO3Aum4TljXtRoOIIIITAx+MpDK44ems2KY9xIHOP2Z1PQA0GQEmGzHtEHNHNaCua0/ZIprz9A/aMvU33nI2T+4MqEJSGDkUgwzBe3PQ+awDNmf9YQoQk8Z51E83sf4ZwaW61Pc9jI+sEVVPzqAczpKbhnT+w8rEJx1BDxysgfowghLgOekjJ+mRUhRDGQI6X8+GDjJGxxCCHcwPPAzVLK5h7MdY6UslwIkQm8K4TYKKVcIqXcyf4qKZ25B1glhPhzD/ajOAqkikyOk6fyuW8n1X96mMzbr0GzWRFa71WmClXV0vzGR/g+X4Nr9mRyfn0j5nRVYENxbNNX3lzNbiPtOxdQ9+Bz1D/2CmnfuSARpcWgJNzsp3lzNXNe/j6aOfZhOlRWiSnZgynJKAsxpyaTddsVVP7hX5hTPdhHFR2tKSsU+5EMtmC+NOBLIcRKoqWvawA7MBxYQFTq223xkoQM5Y7yf88DTyYqft6LlLK84/9qIcSLwAxgSTd9GoUQTwHfO1g7TRN48zwHa9Kv8WQN3BjFsd+dT8PTbyBe+YiUC0+DOAVAhNazV8Wh8mpaFn+OXrqb/JkTcF10NiZ398U10jQL7vyB+znYy8z/3dR9oyN0nAP5s9iXzPjJ1phlT5ab5qrWPprNobHz92NAg8xrLqL270+RtGE3zgndB6maLbFpSMPtxs/Qh5uOi1lOimOB57ti9cdFSY04w0585v364uGumpg2Qd146/rANsKwrrGzljlO5tRIqJPWu814LWtq3f+9K5o1ncbXfTgmjIVwGGExIyM6yZs/wDNnGinOaH/Z3skzn1lM2v+7lsZn38D77RzM6Wk0/XOuYV+Fv/rKOMlDRH2vD58Bdw53d7N9EBnKHYkn/g6cCMwBJgDtwAbgcinlrkTGSSTrhQAeBjZIKf/Sk0kKIVyA1qFtdgGnAv+bYPe/AJ8fbI66Lmko64lzu/8xUOdfLUPo5y2g8jf3Y/e3YcnJBsA6rABrfvSVZCKGst7ux/flBto++ZJQWRWe0+fivuVS2h022gH0YELzCQ3Q89ifGKifxf7GQDuPVXu/Y2bwzZ9E+X9eIWfc97qVf1iIDRwMSeOlunObeCOGtVhDOcMSfdBotex/4AhZYyvxBXRj0Gud5jeuizMnw/71ToZxJI7s6oAgwMC8yWy/8yHQBDIQxDp0CHq7H2EzkXnr5QQ6zqeMxLn+FebSNnMi5Xf+ncybrsGSlWFoktzLn5+B9nnsjxxL53CQBfMhpYwA73b8HBKJeJTnEK2LvUYIsTeE+SeADfgbkAG8LoRYJaU8rSPt20NSyoVAFvBixwXXTFQr8lYiE5NS1nZ4oG/p0REpjhqazUrmLd+i+Y0lBLbtBl2n6dX3MSUnYc5IRVg00EyY01NIPucE0DT0Nh+R+mZCe6po+3wt/vVbsZcU4po9GdeM8b2WIUOhUPQcx+RRNDz1OqFdlViHqsp98bCNGEr+H/8HpKTyzr8Trq0j/cpLcMxKLFWke850kDpVd95L8tmn4p49XV33FEePQeRR7i0SyXrxMV0nB3oxTvtyYGHH79uAhCMXpJS/7LR8K3Brov0VRx9zajKpl52N7Hh9KSMRAlt2dOR0DUNEx7diLWXf/w16KIxmtWBK8WDOTMU5ZQxpV5+PyeXo46NQKBQQDWS1DssnqAzlg6LZozEZuf/zwwPWhuI3joN77kysQ4fQ+MIbNL/+Hq7jpmEtKsA6NA8ppcq2ozgiCDm4gvl6C/UYq+hVhMmEfVTUsyI60lm5508j0tSCsNtU+imFop9jGzYE//ptuOepQiRHEuuQXDJvuobgngp8n6+mdclnBHeV0YSJCfI4XOLIpcBUDGKUR7nHKENZcUiMuHJlt222PDp13++m5MQu+omM2xlvvoeG7pspFIo4jPjWFzHLASn4xL0Jf2kN1vxo7IFmixMFlwBWa6xG2SSMd+lWf2zQW5LFjxMrwrJfc5xrif2Gf9g0yjBOQ4sx8DcSpyiLgUACqSCDseNIk/E40lNjgzjr4hSUNVtjz6PJrGNPS8EzIZpfWUrJ1st+w6eBtxl55+W4x+THnY73zC3dz1mhiEOcr+AxjxAiC/gdkCulPEMIMQY4Tkr5cCL9VU1NhUKhUOzDJuwkn3syjc8nFE6i6EWEEBT/7HwANv3g36y77kH2PLaYxmVbaFy6GSkHoZWj6D1kNJivv/0cBR4F3gZyO5Y3Azcn2ll5lBUKhUIRg2vWRBqffUPpZY8CUkqaP/iC1mUbibS2E9i2B4CRf7kCIQQNn2yi8tnPiLT6Kf/Px3gmFeKXOhnkYRbqFq7oIYPzWStdSvmMEOLHAFLKsBAi4ddk6lumUCgUihg0lxNhtRJpaMacmtzX0zmmaXp3BU3vrCD1ggWYU9w0vfABzV9sxz0qDwDXyKgTTEZ0Wr7aSduGPVSxlW1sYJpcgE2oYGhF4gy29HAdtAkh0uh4TBBCzCJaFTohlKGsOGIcit5YoVD0D+yjhuFftwX3vGlxt4eCsbcPGUcP3FITq9P9wRyjnOOpXdNjlheXDSdd2qkV+zXKH2nDYtq0dS7mAYQCxtuZ3Rmbhz0cZ46RTqJNvc2YozkRastSYpaFI9xFywPmEzLh316DY/IopMlG9WPvENiym+SFs2lsjmquQ63RAGip64isVMxZk7EuDOK7+2lWJdWQfvU5cccu/uaquOsVikHIrcArQLEQ4hOiaY0vSLSzMpQVCoVCYcA2ZjiBLdu7NJQVvUPywtmU/ehvtGWl4pxUQmDLbtxzJsS08a34itr7nyTtmovR23y0LlpKqKIWW3E+zW9/hn18MdZcY/EShcLAIJReSCm/EEIsAEYSTXe8SUqZcD5HZSgrFAqFwoBt+FCaXnib+sdewD1vAvbRRX09pWMSS3Ya+X++CXNaMkiJ95y5mDyxpbdDldES3nUPPY1z2niSz1tA7X3PYy3KJbCjnMaXFmEbUYC1MAd0iTCbWC3XkSOzqZY1CEyY0BBomDDhJoV0sjGLQ/OeKwYocnBKL4QQV3RaNUUIgZTy8UT6K0NZoVAoFAas+dlk/vBa2r9cT/VdT5Hzy+uw5KT39bSOSSwZ3n2/a52MZADHuJH4Vq4ltLucUHU95vRkTKkenFNH4Zg4AhkK0/Df92h89n0AbCOHUkIB6aQRwYSOjk6k498IlexkC6sZLseTSR4mFRQ4eBiEHmXgQH2XHTgJ+AJQhrJCoVAoDp3GZ9/Ev3YzmtOOsKtiQX2FtTCfnF/chNR1fCvXUPO3Z4g0tlL1x8fBpFH4+C9Jvex0/Bt3ENy2B1Oyi0zySBXJaF0E+9XLKnaymU2sYoScQJ5QbwyOdQSD06MspbzhwGUhRDLw70T7K0NZoVAoFDGUXL0CgDpZSSGj8P/oZExJKcju49Ni2Fudcy9P7JxhaFNZmWJYZ9OsNOoJFAI5kDiFQ/ydls1W4wGIzvF91jiWRLB3Sg6Eg7Fz7FyAJB7erOaY5dSzihh+1ndoWrUT3/Yadv1rCTsu/R/co3PRa+oZ+YuvseeZZXyS+x7DJ46mZlQTRVfNpdWZ3Wnk0aS0n4qzrJqtf32a3UVhUi86GUtG7N+j6JLVh3Ssin6IHJwFR+LgA0Yk2lgZygqFQqGIiwMXTtzIory+noriADSrGe+MYrwzitn1ryVANH1c1tmTSZ09gqRx+TR/soHm10qp2rqdjHkjYGJnQzmKNT+T/N9eR8Pziyj7yX1Y8zNJmjMB16xxmNwq9dwxxyD0KAshXmW/6EQDxgDPJNpfGcoKhUKhiEseRWxjPV5dR2iqkGt/ZPKj32H739/FOSyT2g83YE11U/nKF6DrjD/7OAr+eiZmp5Xa1q7H0Ow20i49jdRvnIRv9RZaPl5N3ZNv4xg3DKdMJoNcNIPrXTEQGaQe5f874PcwsFNKWZZoZ2UoKxQKhSIu6eSwnQ34Pl+La+aE7jsojjr2nBRG//ZCAFKmF7H9nndIO340xd+aQarupMHUnvBYwmLGNW00rmmjifj8tC1fz67Pl7CDjYyWU/EIb/eDKPo3g9BQllIuPpz+ylBWKBQKRVyEEBTIEZR+uqpbQzk3u8Gwrrwy1rCqqfcY2phssTrdSLMVTCaIHKDn7dQmnh45rra4E+E4RUlke6d1ccbRXLEpV+MVJUmkwMihYDYZ5+MLxk/rZhlVTMm93wWgyS+xSBuNHS5Es8moh56QvydmeUN11v6xrGbsp05AnjKe5kVfseLhNxnx2I8Y8o0Nh3wsij5mAKeHE0KYgBXAHinlWQn2aSH+o4EApJTSeEGKg3qXolAoFIou8ZJJYPOOvp6Goo8QQpB8wkRMyS4Cu6oPeRxd6pTLHTTKWqQchG7N/oLshz+JcRPQo6c0KWWSlNIT5ycpUSMZlEdZoVAojih+2c4nvIEJMx68jGACScKY6aG/YsWG7vNHSygrnfKgxV6UTWB3DaARlH5AYBXGUuIArbIZH6248eAUbtpkM+v4HIEgSAAXHpAQIYxAYMdFJrmki5yjekyDkYHoURZC5ANnAr8lWo76UMfJJJpHGQAp5a5E+ilDWaFQKI4gVqw4cBMhTDMNLOM9Jsm5pIv4WQj6G0IIhM2CDIQQjviGkeLYR3PZCeyqYq3cTS0VSCSZMo/RTCWInzAhBIIaKtjJZjx4aaEBt0ymkTpKmEgeRQTxs4ftuPBgwYKOpJ1WNvIlQ2UbQ8Twvj7UY5eeeXD7E3cBPwKSDqWzEOIc4M9ALlANDCXqnR6bSH9lKCsUCsURRBMmjpOnspU17GQzAGtZxlg5nQyR28ezSwzNbkdv96MdxFDurEeOhx4yeqSL8mtilrc1x3mAiKdJ7kycXMcygfzHnfXHTnfA0KbdF3vcnuyWbsd12oKGdeNSK2OWd7SmGtrsrI5d19jsNLSRUnS7f7Mlgh8rvg7LKDWpzdAm39kYszx31FZDm8dLZwKQ/bXpbL3j33hPG86E6y4AIdh0x3/4YNMLuNLttNX6SRmahHdoEvkXfRdLlhdXaTm7bn+A5NNnoF9zJrv3zo0ZuA6Yjx2wbBrP5j++iX7XeYRrmzB7kxBm49+94MI13R67Ij6i46cfki6EWHHA8oNSygcBhBBnAdVSypVCiOMPcfxfA7OA96SUk4UQJwCXJNq51wxlIcQQouUAs4lm6ntQSnm3EOJC4JfAaGCGlHLFAX3uBE4AbpNSLhZCFALbgRullH/raPN3YIWU8tHemqtCoVAcTYQQ5MvifYZymBBrWMaJfK2PZ5YYJq+HcG0D5tTkvp6Koo+wD0ln3JO3YDXvDwr0zh5B26Zy2mr9XPzUaWSMij4svb0t+r+9OJfiR25Hc9rjjnkgruFZhJt9lF75B9A0zF432d//GvZhA+NhcqDQT6UXtVLKaV1smwOcI4RYSPSZyiOEeEJKeVkPxg9JKeuEEJoQQpNSfiiE+GOinXvToxwmavB+IYRIAlYKId4F1gJfBx44sLEQYlTHr/OBR4G96TuqgZuEEA9IKY2P5AqFQjEAcQgXJ8nzaaERHR0PAyfVlnVINoGN27GNGIoQ/dQnpTjq5HzjOHK+cRyT7JuwJ8d/22BKMnrE4yFMGgW/vxbNYcPkcdK8eDXlf3qaof/3XVX4pDcZYNILKeWPgR8DdHiUf9BDIxmgUQjhBpYATwohqonarAnRa5EZUsoKKeUXHb+3ENV/5EkpN0gpN8XpYiLqeZbEvg2oAd4HvtVbc1MoFIr+gBACj/CSItIGVAEH9wkzaH5vKTV3PU6k+SCVKxSDkq6M5J5izU7FnOyKZto4fhLu6aOoevBVlSWjt+hID9fffo4C5xItW30L8BZQCpydaOcjcqXukFBMBpZ11UZKuQ5wAh8D93Xa/Afgto68eQqFQnFME5FhKuQuymQpZbKUsAx13+koYhs2hPy/3I4lL4uKn/8N/5adfT0lxSAg/bJTCGyrwLe6tK+ncuzQ16ngDj09HFLKRYnmUO7Ed4BcKWVYSvmYlPIeKWVdop17PZivw739PHCzlLL5YG2llDd0sX67EGI58M2D9dc0gTcv4VR4/Q5Plruvp3BMoM7j4aPOYe9wqOexXbbRRPm+5a3U4DnrZJxTx3eZkq3wl0cvqClLs4LVSvbF5+CfNJ6GZ94i7YbLMKf0LAg9nmOwbU9e7L4ckKZpoB/gJwkeOZ+JyRwrJUmxGB9S/J3UA0IaNbc+nzVm2RlHOVhiii3wkeduMrSx+WN14P44xUU6n8ZQyHh+rGaBFxOWjtt8od34pjlLj52zI2i8n07xxFb221KTaWjz5bZJMcsZcf7ONmvs/rMsRgmP0xJ7HJFgiGCyl6FFOVg6tnnzj+49f8BdG3cffPMgLWHtAd4WQtQDTwPPSSmrEu3cq4ayEMJC1Eh+Ukr5wmEO9zvgOaKakrjouqSh7KC2eL9noM+/v6DO4+GjzmHvcKjnMUlmsYGVpJJJPdVw/6PYx5aQfv3laDaroX3yUfx7VekHGH0leTSPGkLdky+S8d2LezROT96gx+wzcuQMZXMngzai+Q1tfCK2ql08lXZrp2NzC+M4AWtslon2iNHgrtNiDdPO+wajoRyMcyu3iTBIqOmYR6rZmPXCb4011MMW42eq2ZwRs1yNMStId/MDcIjYBxCbyWdoUytiHwoqXviAcEESTRlWIHocWh9cp46la2M/DeY7okgpfwX8SggxAbgIWCyEKJNSnpxI/16TXohohMfDwAYp5V8Odzwp5UZgPXAobnaFQqEYUOSJIk7k6xQfkNrTv24z1Xc9hN5mNCr6Es+ZCwhuL6Phv2/S8v5nNL/zCcGyyu47KhQJUvPyMhoXrSHrkvl9PZVjh76WWBym9KIXqAYqgTrA+GqkC3pTozwHuBw4UQixquNnoRDia0KIMuA44HUhxNs9GPO3QH4vzlGhUCj6LZrQSBZppJy/cN+6YOlOqv/2CHqw/+iWNbuNrB9djQyFCO6uIFReQ9WfHqbhubeR4YSDyRWKuEgpqXp6CcW/uwJr+sCVV/Y3BH0fuNcXwXxCiO8KIRYRTRSRDlwrpZyQaP9ek15IKT+m61zWLyY4xg5g3AHLqzlCAYcKhULRX/GctoBISxst7yzGNXsabUtXUPWHf5Dz81v2tdl8/wxDv5Lrlx+R+Yy4cqVh3ZZHp5J62Tn7llPOO4m6R16k4lf3kn7thVgLcnoktTgotk7yg0QKkACO9FhP/JnD1hnavLRxYsxyTb1Rd+1wxsozwuHub0vBkPH2Wh6ILV2+onqIoU17J02yw2p8QLKaYs9HvPIngaCZICYCHbf54a4aQ5scS6wUpNBaa2jzREvs5ywcRw/tcMbKMUwJCmFlROeDCx4h1OzHkZVEzjduxpyUjG/HVjSzE1lWTKAsoaEUiTI4NcpDicbNrTqUzqoyn0KhUPRDUs4/A5PHReOL0ZdwpiQ3TW+8j7UgD/uYki6D/PoKU0oSGTdfTttHK6n608N4Lz4D15ypfT0tRT+mcnEpwfrow4zV66Rp9efYsvKofOU/ZJ+TcOE0RQ8QgzDVnpTyjsPprwxlhUKh6IcIIfCcugDnjMk0v/YerUuWESyrwOR2oSUtwlZciHVoPo5xoxCW/nEpF0Lgnj8N67B8qv7wEI7pE9CsxqwNCgVA89YaHDkepv72TFp21LP6f98AwD16AprNhpRSFbjpTeTgDOY7XPrH1VWhUCgUcTGneEi97Ou4582k/okXQAhsw4sQJo3G518nXNeA5+R5fT3NGKz52dhKCml6/m28l6h4bEV8ii6eQvm7m1j7l0X4yhpJGjsJk9ONjISpeu0ZNKuN1Hmn4C4Zqwzm3mLwOZQPG2UoKxQKxQDAWpBP1h3fp3XJZzS99h4AeksrtuKhBHeWYUrrXyWx0676GhU/uwdLfg6WvEysRfnK2FHsIxKMYEmyMep7cyl9YgXzHruUHYvyCdZVE6yvJWnUePRQiJq3X0IGA3jGKxlPb6A8yj1HGcoKhULRzyi57nPDus33z0BoGknHz8a94Dh8y78k0tRCcPsuGp5/A2tBHqOZftTmGC/ArzMNc0fQ8NRrmNxOzFlppF17IabkgxcpsTpDWNCwsj+ILeiLlW8IuzG3sGY1rgsGY29x75eVdDvneLZ8u8+Yx7o7Thu2wbDuw90jYpaLvPWGNusrsmKWAwHjbdphjw3w8/mMJaSdzgBWaY7mUwbeLhtlaJPujA12zHUZC6DUNsT+vTxJxlSF4U55rtsDRrmNHonV1L9zzr0AWLJTMaUms/ja55GtQSypGVjTMqjbtpnMG84m2TGN5vUrMM90Yy/OZecz42PGGfqNo1d4Z8AjB23BkcNCGcoKhUIxwBBC4Jo5Bd0foOy2X5Jx/RXU/P0RNmJGR8eBkyEMxyz6Vh+c+u2vk3rV+RDRaXr5fSp/cx9Zt1+LOb1/eb8VRx9rQRZpVyzEnJpEuK4ZU5ITZ1vxvrcOLetXU/nXp/EcP4lgWQ17fv0YxY/+uI9nPbDZmx5O0TP6V9i0QqFQKBJGs9vwnn8W9U88D0Alu2ihkd1sZQ2f9fHsQGgaQgiE2UTK+aeSdMIs6h74L3IQRt4r9hPYVUmkxYdj1FCsuRk4xxdjK8zZZyRLqeMePYEhf7qeQEUtocp6TMludtxwN+V3Pk3EZ6x6qEgQKfvfTz9HeZQVCoViAJN04hysRUMI7akk5d/r8dNOiAB1VOGTrTiFu6+nuI+k0+fStvRL2lesxTl9fPcdFMckwV1V2EsKEOb4+bArX36aUGM9Ob+4AFteBkIzkXzyVKy5adQ9u5j6ZxeR8a3Tj/Ksjw2U9KLnKENZoVAoBgAJFRMRYwCIyAh1VNJGM5vkKmzYKWAEbpF8hGcZS8m3Y3XMmx+ZSuq3zqXmnifwLV+DY/JonDMmxwT5SQlSHNzRJEyJvT+2WmOrBIb1Q3uJKvVY4bLQjJOTkdg2r6yLU/irU7dSmWZoEu6kqzZbjZUOA8Hub90+n412YcV3kBPp71TcZGtFhrFRp+7NLU5DE6stVjPttAcNbcwH/M189RW4892keGL1zikLatnz6hr8ZetJnzWMmkffImnueFqWriPS4kPqqWR86zR23XYvngWTsBVmU/rUJMO+OsvMTWajfr0zg0LrLEF0fyoUnVCGskKhUBxjmISJTPKokeU0UEM2Q1jJEvJkEUWMxiQSq2y3Fykl1ZQRIYIFK6lk9XiMvdhGFPL/27vz+DirevHjn+/smcmeZmvSNF1pKW1ZCxQQAVGoiguCiizilSuCbIL79SfXe+HHRZErFxBREeTiAsgqlVUWkbK02NKdtjTd0iTNvkxmP/ePZ9Jm5plsbZql+b5fr3nNPDPneebMyZOZ75w553vKbvwG4Q0f0L70NaK7G8ldchridCDOvo8Z2VFHZOtOHD4vrpIcvFMnj5n80Wpoos1dmHjql51EJMa6O16gfWM9x/73eYjLyZtXPkLZ1edSeuWnaXthOS2PvUYiGCbeEaT58b8jbifd67djwlEky4tvdhV5S07CO7XM9pyJcARxOfs9xyYE7VEeMn2XUUqpQ1SxTGa2WcgW1lJEKdvYiJ8cJjN1UPu3mxb2sIsmGuikDS8+QnQzlVnMZP+HTriK8nGddDS++bOp+/EvaH/6b/iOmE3JdV+xlTWxOM33/4XuVRvwzpmOiUSJNzYT3dNC/jmnknv2ScMa/BhjiO6oJ7RxG5Gd9SQ6u3FPrSBw4gJchSPbI3+oqrzsDNZe9ktal71P3gmzEBE+uOkxfAEHx935eVxZHhpe30y8PUjNVT+n5PJPUX795xERoo1thLfuZvetfwCg8KIlBE6cT6Krm+A/N7L7P+8j/1Mfwju9gtYnXyW8tRZicRLd1jLb3mnleKeXk3PKAvzzpo1mM4w8A5LQSHmoNFBWSqlDWKVMp8BMoo4dzGYh5VQNar+g6eRtXgLATzYu3MSIUsJkqrGnGtsfztxsSm/4FzpeeYvg8tXU//TX+OdW4C2cRFPTHkw0RvearTjycim/+TocWT4AHK4E0YZmmu57kvbnluGZXoHT70WyvCS6QvjmVuOdWk6MMM7sLLxVJRhj6HqvhuCmXeSeMAdvReqwh3h7F+Ftu2n+32dJdIfxzZuOZ0oZjoCP0IZt7P7hnZR+76t4KkszvRQ1BM4sD9U3fJLtdz5Lw1PLyVs0k+4dTRzzu4twJMctFyyoZPL3LqDu9kdpfWYZu3/yB3wzKvDNqqR7w7a9x2p/bhl5SxZDQQ6JYIiWzudof+5NYo2tIELpNy8gcMQUItvr8VQWE9ndTNPvX2TXjfdTdevleKaW7l0O3hhDG02ECNJNkBBBikw+IRNnMtWjnkVmOOgY5aHTQFkppQ5xAcllBvOGtE8WARZxOruoAaCKWfjJHvZFQ1zFRRSct4S8j59OeNNWYrtqIJ7A4XaB30fh+afjnnP43mCmh7ukkNLvfJlo7R6itXsw4ZDVaxiLE1pfQ8dL7+D0uYg2tOKbMZl4R5B4WyeB+dXU/OB3uAqzyT5qBnHx0b16M6HNO5Ni/AMAACAASURBVCEWp+SbX8J/9JyU5wucdAzeOStpuO13TL7pKpzZ9rzFamhyj6xm3j2X0fTiappeXsuUr31kb5AM4M71EVhYTvElH6PxoRdw+H3knX08ofd34JtZQdl159P00At4Zu77dcRTXY543MQaWyn5xnnE27poeuAvtJcVMumij+LMDZCVGyBr/jS619Ww/dv34CrKJd4eZLtx48RFkA5yyKeQErLJpZBS1rOGzaxhujmcajmMuInjwDE+F9DRQHnIZDyn6cmVQnO8nDHa1dhvBZW5tOxsH+1qjHvajgdO23B4jMd27DZdrOEtCighiwAJEsSJUS2Hjcjzv//rY1O23dkRSsRLgwn3uU88ah9qIU77Z5nHEyMRjtCy9G3cRbkUnDoXcTow8QRda7YRXL+DSEcc39xqsuZNx4QiOPPsWULiMStobrrvcRKhCFnzphHvCJJ90kJcRfkAJKKpgbwE7f1QrqLulG2vN8NEvbQFRjK9VpsM8ZovK0IxXvZgtWNoPxZNATh+ek3K9to99vG/i8q3p2yvbiq3lWluC6Rsp0/kA3A6Uscth6NWW5h4glhHN+78AJ1dvpQyCZP64rtXb6btsZcIb2/AM7mIWEsnsSbrf/KYpfvyMDc1eol3dRNv68SVn8P2y2/Bke3HmZ1F6XVfxFNVxtyKOvLjflqdQbp2trLsikdIRBLEwjGK5xVz6n+eyts7F9leR7pZV741YJnh8qJ5dIUx5thMj+XkV5ojP3zNiNVlsF5/8tt91nks0B5lpZSawAShjWbaacGBkzhW8FbNyATKB5vD66HoMycDIM548tpB9sJpZC+cRnfvVe28/QeTBRcsoeGnD9D026fI+fCx1H7/LnI/fjJ5Hz8ZXZbg4BGnA3d+YOCCQNb8meQdU02srcvKv5zrJ3+yF4cvbXVHtwtXfg6ufGvlwcqfXoO7vMj2y0WPQGU+5//lfGKhGG6/mzUPrmHp15YSOK8A36zp42aSoA69GDoNlJVSagLziZ+P8DkAYiZKHTvIo3CUazU2OXxeSr59KZEt28iaN4PcJSez64bb8c2qwjNzxmhXT/XiygvgyrOCa4ev718nengqMqTGS+N0O3G6rYB4wZcXkD8tn9d++jixpmac2QGcBXm4CvLxTJ1C4LijcBXkH9iLOAh0Zb6h00BZKaUUAC5xU8n0Ph+vMzvYyD8ppJTZLMQrvj7LHqocHjdZ82Zg4nE6X12Bd/ZUvLOqxsMCY2qYVZ1aRUX22Zh4nHhbB/HWVmLNrQRXrqb1iaWUf/86PJWTR7ua+xhAs14MmQbKSimlBqWDVqJEqGcHewJNlP/gm7jy+06ZNpixmbO/utx2X0FlLoExPNa723SxnFfw4WcRJ+D98nts+t3RKWWMz76yQyxt/HGmMcqzy/akbK9bZU/lVzSjOWW7udU+LMHpTOA0BmeyC9GRYQy3SRvfazL0Nq6qSw30wmF75od3GypStkuzO21l0scot7bbFy4ZjPQ6Z5pOF0sb1x3z2IdTOAYxBmFLY1FynHcWAB+IfYEYf3nytVa6gEnE4yX4pnoIvvse/lkenDlBtj+Smkqx6rxRXNxE4+QhG3BQlYhMEZGXRWS9iKwVkWuS9xeKyAsisil5XdDH/jUislpEVorI8l73TxaRv4nIkyLWGqsicqOIBEWkpFc5+3+cUkqpETdL5nMyS6hgGomuIPW33U1o0wc0/OK3BFevG+3qjZggHfjwc5ychleyRrs6aozxz6vGv2AG7a+sHO2q2EjCjLnLWDeY2Qcx4HpjzFzgBOBKETkc+C7wkjFmFvBScrsvpxljjkyb1Xg1cBXwa+DCXvc3AtcP4TUopZQaIT7xM1eOIfuUE4k1NVP/3/dgEgmaHnyYyM7a0a7eiMihgCCd1JgN7DJb2WhWEq1rHO1qqTEkf8nxND/9BnV3PU5w9QeY2NhYO1rM2Lv0W98+OmtH0oCBsjFmtzHm3eTtDmA9UAF8CnggWewB4NNDfG4nkEheev96ch/weRHR2SRKKTVG5Z11Ou7yUnA48FZVknPKCXQue2e0qzUiPOLlWE6lnVbWs4IdbKbuP++l7uZfEdlZP9rVU2NA9rGHUf2zK3GXFbLnwefZdfNDo10lKzAdAz3IQ+xR7quzdsQMaYyyiFQDRwFvAaXGmN1gBdO9h0ukMcDzImKAXxpj7k3efyfwINAGXNCrfCdWsHwN8KOh1E8ppdTIcBXkU/5v1xPdWUvrU88S2rSFnNM/NNrVGjEByWUBJ9BqGgmQy9afH0fnK8upv/lXFHz+LIrOWjjgMbo67JMh13Wk5iCumltnK/OFytQvJA9uP95WpqE5l5B46O5nlqGkdefl5dtzG3cGU+vodA6cNqG+056L2v7kGeqVNv64uKDDViQSSw1bMo51Tjt2eu5lgLyc1JzWjXW5tjLRoJuQw0MwkexTzFDlQGHqcXq3qSvHx6TPfYjCT57Itm/9kvpfPEHxJR9jx6NH2I4z5XNr7Ac/GMZZ1otknNkTa3aISE9n7YiN9Rp0oJwcR/xn4FpjTPsQVqQ5yRhTmwykXxCRDcaY14wx24C+3lXvAFaKyG2DfRKllFIjS0TwTKmg+IqvEN1dj7t04BRbh5p8mQSAOJ3knHE8vnkzqPvxPWTPLcM7VZe7VuDwupn6X5fRcP9zbL3mToovPJPcUxeMysp+Mo7Ts6R11o6YQQXKIuLGCpIfMsY8lry7XkTKk73J5UBDpn2NMbXJ6wYReRxYBLzW3/MZY1pF5PfAFf2VcziEggr7t8DxIrd0EN+61YC0HQ+ctuHwmEjtWOpKy35QNcVWpqBy/96fx2M7ljqSi5VMnkzBV86n+9E3Kb7uc30uYAEQcQz8EVyYsE8WdIVTRyYWZSiDeCkSe4aK/mRnSHvhZ+Dluv2DiL2yJO04GQenpgaOhQl7VpCoSc1o4Uk/LiC2ZMH2gDQnLWB0OjMvNlPk6L8Ns9K6aE3GPBxAlpeyr59HqKaepkdexVHbSfEFp+99eH//V2x29POYMWM1Pdyk3skegHt7jT4A7J21I1m5Af9LxfrK8xtgvTHmZ70eegq4BLglef1khn0DgCPZXR4APgr8eJB1+xnwTn91TCTMuFsuNt14r/9Yoe144LQNh8dEacf6WHTAMrkH0BbjrR3rE5G9t80xs2hY+iLdy/5Jzkn2n9l7hBMD/w7udXTb7ot5U9PDNWUo02DcyeuBF9voEZKQ7b7BpJ3KzrBfug6THkAOPPTCZHhdkUTa0Atj/yIi6QG/7bkhnFbnxniGQDm5296/baahF6S2b6KvQLlHdT7Oq89m8zV30XVUJf65Vvo/7wid72N0Zb7G/paw7qOzdsQMJuvFScBFwOnJFG8rRWQJVoB8pohsAs5MbvekfVua3LcUeF1EVgFvA88YY54dTMWMMY3A4zCIr7NKKaXUWBFPEN3Tire6bLRrosYgh9dD8UVnUnf3U8SDA3/JGDYGJG7G3KU//XTWjpgBe5SNMa+TOac3wBkZytcCS5K3PwAGntGwb98b07a/CXxzsPsrpZQaGYNZTGQimXXxu3tvbzFrqT7GyTUfTZ2g9etNJ6VsVxa22o6T50ntRc1x23uEi12pk9w+XbnKVuYJFlpDMjL0yvZInxh3esX7tjJr21InF25tsiekak1b8OTTh9vr82zN3JTtWMxpK2PSumyDYXsvbyRtP0eGyYXpkxRz/PsZjJq06wy6mgfOo52Vb3/+3JOOILhmK3V3P8Xk68+zTfA7aJP7xt8Y5Z7O2tUi0pOY+vvGmKX97DOsBtOjrJRSSqlBiJgw29nEpf/d95ALpQBKLj2LWFM79fc8jRmhAHa0U8ENNT2cMeZ1Y4wYYxYk1+M4ciSDZNBAWSmllBo2USJ48JE7KfPkMKV6ODxuKn94IaEttez53QsjEywbM/YuY5wGykoppdQw6aAVN0PLNqEmLqffx5QfXUxwzVb23P/cwQ2WDfuWeRtLlzFuSAuOKKWUUsruuJeb+etPN7DjnWY+c+MRvNQ4x1Ymx5c63jgcs38Ebw8VpGyfW7XSVubu7R9O2U5kyOrQGfKSZTx02lKl7bOofHtq/Zz2sbSlvtTx0J059vn1JaWpi6K822xPFZibNk64tdO+UIjbnZoOrqt74F55h2PgwDLLbc/Q0h1N/TLj8NqXmE6EU8dDi+fgRHXOHD9TfnQxO3/8IDv/40H8h0+l86a5eKdNTikXb0xteymIYHPho30+j2CQQWRaUam0R1kppZQ6QL/56tsECjxc+/QpHHbKxFt4RR0YZ3YWU/7jUvJOO4p4V4i62x6i/vY/EGseOG2cMWbwPdGjPcxiHA690B5lpZRS6gCETJD2+hBn3zAHh3PkV1tThwaH103uKfPJPWU+eed+lNbHX6H2R/dS9r1L8ExO/fJljCG4fB1tT79GpKYWR8BH/qc+3P8TJNPDqaHRQFkppZQagjbTxDu8TBlVzOQI1vA2J11UrUGyGjYOj5vCz5+JMzdA/W0P4cjxE6tvw11SjLuslPD2HZhYiILzziRrwWyiDc003v3wwAceBz24Y40GykoppdQgJUyC1bxFKZXUsZ091DKFmZz2terRrpo6BOV+ZBGdb7yHf/5M/BecQKS2jlhjE77ZM/GfMgNxWuOoPRUllP3wMrZ/tb/Fj8fHUIexRgNlpZRSqh/Fb+TvvV3z3GZcjxRRcetFlIUiONwuxOngke0D9yYfV5Y6eW5ZbbWtTPpCHH/aerStTEdn6iIX6Qts9AiJm+6e5ZwzlNnYWpKyva6l1H6MaGqYkOO1TyCbktWSsh1L2Kc/zS+pTdle0VJlK+Nzpk6629pqX9zkxLJtKduv7pxhK9OdNgnwmmkv2crsieWkbN+3dbGtTGu7H5c4cJu+l2uPRe0Lp6QLdQ59gWHpWUjF4ab8xq/vvd89YwZgf80ADt8Az2MAHXoxZBooK6WUUv3o2t3B+4+so+6dXYSau5ny7c8C4PRprmQ1voj2KA+ZBspKKaVUBm2mie1souXLe5j28Vks+v4p5E0rYEtw8sA7KzXWGCCu6eGGSgNlpZRSKskYwx5q2cZGwoSoYhanPHY67kCv3uPg6NVPqf2nY5T3hwbKSimlJqxdj83be9vE4jT8/GG6dzZTeeEpFC6ehTgdrGzOhub+j1Oc15myHYzYV+db01yeWiY48NjVSGTgj+lB5drIsChJSzArQ8FUiUTqfqEMr+uV8MyU7RkFTbYywXjqMJVTJ71vK/PHrccMWJ9ldVNT65NhURKPJ3Xhkre7ptvKNIRTxyh3Z3hdhyQNlIdMA2WllFITnoknaHjwReLdUeb/z8U4PPrxqA4xOvRiv+g7gVJKqQnLJAztr6+h8eFXceb4mXvjORokq3HHGEPwrdUDlQKjgfJQ6buBUkqpCSlqImz74f2YaJyyy5bgXzANTyA02tVSakhMNMbuG+8BxwCDcLRHeb/Ykx0qpZRShzhjDOtZgXdKMdX//ysEFk5HRFfWU+NPZGc9Jhqj/MdXDFzYmLF3GeO0R1kppdSE0P6TCL5JAcTloObR9+ha0UXpRUuIJdyQ7GhrbMver2PvSdsvHrf3Q7Uz8OS5/WEyTNRLxIWECHFj1cPlidvKBNMWwnC67L2N7rSJcfmBbluZiuy2lO3Pl7xjK5Pv7ErZXheqtJWZ5E9NJ1LXkWMr0x1KnXQXj9rbOR5NneD3er19Ml9TeyBl2+GwB2zxuCOlDU1ibH6RCq37APeUssF90RsHgelYM2yBsohMAX4HlGG95dxrjPm5iBQCfwKqgRrgfGNMS3KfnwCnAdcbY14VkWpgK3C1MeZ/kmXuBJYbY+4frroqpZSaWOImzts3PAWAw+ti2vkLWXTbOexggmQ7UGNeIhQm3tpBojNIrLmZyNZdRGpqiexqQADxuHEW5OKbU41neiUOn4fQhho6X3uX0hsuHvgJjIG4/QuT6t9w9ijHsALed0UkB1ghIi8AXwZeMsbcIiLfBb4LfEdE5iT3+xBwP/BqcrsBuEZEfmmMsa+VqZRSSg2RU5xMPmMWIMy/4cO4/Mlex7pRrZYaA6KNbTT+dikmnqDy+xcc8PGMMSTau4jWNmCiMVwlxbgm5YMI4U3biNTswj25BGduNpGaXYQ3bye8ZQexhiac+Tk4An5ck/LwVJeT+/FT8FSWgkMw0Rix+mZCG7bS+cpyTCSKI5BF+b9fjqsgd7CVO+DXN9EMW6BsjNkN7E7e7hCR9UAF8Cngw8liDwCvAN8BnFg9z4bUNJB7gH8AlwC/Gq76KaWUmpiMMWxmDa3rGzjuvz6xL0hWE1q8wxrqUX/3E/iqiml57h2MMUMeqx5raqXz7+8Sq28mtqeZ6K4GMAZ3RQnidhPdvYdERxcOfxbi9+GbM43girXE2zrxVE/GO6OK7NMW4ZlShrissEycmSfduUsKyZo/M+NjAzM6mW8/HJQxyskhFEcBbwGlySAaY8xuESlJ3l4rIn7gdeBbaYe4BfiriNx3MOqnlFLq0Ff7+OEA7Lr9cSINQUqv+zo7XQGo7Xuf9DG5ADlZ4ZTtplb7OGaPN5qynWmMcrqMY173o8NvPPQRPt587IBlTi3elLL9THSerUy2L2y7L11tbWHKdn1Tnq1MeN1G6n72MIlgCHd5EeX//kU639lIdPM2/HOnANAd9ZJwOEgkrL+lOFNb2hhD+zOv0f7MawROXIhv7jScJx+Jp6IUR1723oB71sXvEjcxwm0hstoCSJ0AVdZB6oA3AeqTlwNT09+DBoymhxuyYQ+URSQb+DNwrTGmvb9vZsaYq/q4f6uIvA0c+G8gSimlJqzOVR/QtXYbM+/+BtHEwZlMdygxiQQmEsVEYojXDZ5DMzlW+8vvknfmMfgOq8JbXUb35t2YaAzftNJB7W8SCVp+/1fCG7dSftPVuArtwXhvTnHhZ/8mig4r7VEesmENlEXEjRUkP2SMeSx5d72IlCd7k8uxxiAPxs3Ao8BrfRVwOISCikGOyxmDckvHwD/NIUDb8cBpGw4PbcfhMVzt2N0ao+tPb3PUDV/C78kmEh74I8+F03ZfIK3n1yn2pafdadlWIzKISYIHOYlCUa86OLEHSHFxkIhEiWyrJbx5J5EtO6yJYy4nuF0QjhLzOHHnZ+NMXszUXAIzSvFNKUQc1mvOjaX1wocn2Z4rELVnsEjnTWuPov38YhN3pA6tcYh9Alv2oiNpeeQVWLENz5Gz6F5Xw4IrziXXm7u3i97v8FDksNrQGEN0ey2Jtk4SwW6639tEcSJBwQ+uxOnvfynygsoRjFN29POYMZDQQHmohjPrhQC/AdYbY37W66GnsMYb35K8fnIwxzPGbBCRdcAngLczlUkkDC072w+o3qNtvNd/rNB2PHDahsND23F4HGg7dpkOln/rzxR+YhFdc4rpIkTYDBy8urEPvQg50oZeGPtHp4fUoRfhQfzEnSmt23COo0iEImxdsYrItt3Q3Tv1miHe0U2kvoVYfTOeqeX4Dp9O4CML8c6qxOHZFxw6wh3EmtqJNLUTbWyjec37dPzpZSKNHQRml5FzeAXVR+dTeEQpDreDrU+s592Va2nYEaZlTxSf38G0w/14F+6h+LAC3AE3sVCceMS6uHwuimYX4C/0Efa0ptS/yWFPRTcY9WkBttOkBsrtL7xF0wNPQ8LgyPGT+MvLANTe1cCcB765t1xHcshFfSJC25Mv0fXGP/FUlePw+/AeNpXA4iNpdAkk+s87kDuW3hN0Mt+QDWeP8knARcBqEVmZvO/7WAHywyLyL8B24LwhHPMm4J/DWEellFITwBbWkHPiHIo+deJoV2VQEsGQFZhm+RCxMhx0r9tCvLWTREeQeEcXiY6u5HWQRDCEeD04/D4cWV4ky4sjy7oNEP5gF/FgnK5cD95ZVbgrClKezxnwIYWTcJcX4/BZPbDpeZRFBFeuH1euH6aVAZAfOAKAWEeIjg21dK7dxfu/X0XL+j0k4gnKT5rKF784iYrpPgpK3AQ742xe1cXzf+9i+z9qiXXHcPqcuLxOnG4n0e4ojRtbmH32NM7+WiU5xb6D1sax9i7qb7mfyLbd+I+eRXDF+0y69Gwa7vgzAPHWroz7mXiczr+voOTaC/FMLT9o9Tv4DEbTww3ZcGa9eJ2+f0g6Y5DHqAGO6LW9Cl09UCml1AC2/mEhAIlwhNCG7TTe0UT5MUsIh4aWJzkSzlA+a+AJZPsrEYnS8tBSOl9fBQLiduEuLSLW2IKruBBXaSHOnADOnADu8kk4cwI4cvw4/D5MOEIiGCbRHUpewphgCJMw5Jx+HGUL5uFMjgqYeVF6n1MCayTkYEdD2uUDVnKrChImgcHgfMXJyldgZVrZU97pe3hCsKmblQ+u567P/Z2PXT+XIz9ZcVBWSWy4/SEiNbW4p5YR3mLN6Ay+V4MjN4DT7yHa2Ea8M0S4tgn/7AoATDxB2+Mv4i4twlVRjomn1mv2pSuGvZ4HjQES469HWUTOAn6OlS3t18aYW0by+XVlPqWUUoeEeEeQmstvxTO5iJJvnIfvsKrhOW4oQufaXYTrW3HlZBErn0nnm2uI1jfjLi4gtGk7WdWTyFk8D1/14CaDAYRramn85Z/xVJRQece3cAayiDW2EWtswZHtx1NRckD1dogHRmg5Aofsf5+WvyiLxdcezeJzinjsB6tYvbSWj1x9WE8kPmxie6yhHdFtdRR86Wzan1tGojNIxU1XEFu/jrr7nmfn7U/QuXwT+WcsJNKRwLSFCCciFF3+hXG/xLmBcdejLCJO4C7gTGAn8I6IPGWMWTdSddBAWSml1CGh7fm3yD7+cEqvPn/Yjhlr6WDtj3+DI8tD4LDJxNqCtK9+HldBDv6jDyO0sYbAifOJ76pl502/x5kXIHfx4UipNVTBhCMkQpFe11ESwZA1NKKlnfzPnkH2acfuDcJcRXm4ivrPoHComjw3j8v/dDLvPLyN/73qHaRsG4loHJMwVJx/PLkLpuDKtcYfJ6JxGp59j/q//JPCxbPImVeJr6KARDhGeFvHvl72YIh4Qz2h97cRb+1AfB6cudl4q8qIN7Yic6ppuOsRwhtqAIg1tVP57XOJ7G7BmTWJ4sPnIPmHSLYUY2D8pYdbBGw2xnwAICJ/xFqfQwNlpZRSarDi7V20/XUZlTd/fViO17O6Wv3tvydc1wbAEXf/CwCNTVmYeGLvpDcAj3cexV86g+DqrXSu2ERo7XJEBPG6EZ8Hh9djXWd5cBbkEFg8H++Mqr0LTCiLy+3gxC9N49hzq/jj0z5ceX5ibUF2P7acLbcttRYEcTpIhGNkVRUx5eKT6dywm9o/vUmovg2n103c5bfGa/t9SJYPz+RCii5cgmd6RcrfrPTbFxNv78JVmEfuzBzE5cSVF9j7eEeLH6fDM+BkvfHEjL+hFxWk5vLYCRw/khUQM45nQIrI8tGug1JKKaXUGNFojDkr0wMi8ixgz903+nxAqNf2vcaYewFE5DzgY8aYrya3LwIW9bUOx8Ewrr/KGmMGXupHKaWUUmqC6yuAHuN2AlN6bVfS79qaw08zSiillFJKqbHoHWCWiEwTEQ/wBaz1OUbMuO5RVkoppZRShyZjTExEvgE8h5Ue7j5jzNqRrMO4HqOslFJKKaXUwaJDL4aRiFwnImtFZI2I/EFEfL0eu0FEjIhM6nXfT0RkuYicmtx+XEQ+3evxjSLyb722/ywinx2p1zMSMrVZsl02iMh7yTbJmE1TRGpEZLWIrOw9sVNEJovI30TkSRHJFpF8EWlKLrOOiJyY/FtUJrfzRKRZ5AASgY4xfbTrecn7EiJybFr5CX0uishhyfOo59IuIteKyEIRWZY8z54Wkdw+9tdzsQ/9tO2RIvJmT5uJyKJe++j5mKHNko9dlXz9a0Xk1j721/Mxg37OxRtFZFev+5f02mdCn4tKA+VhIyIVwNXAscaYI7B+IvhC8rEpWMmyt/cqPyd580PAlcnbbwCLk48XAZ1A7/VXT0yWOST002YvAEcYYxYA7wPf6+cwpxljjkyb2Hk1cBXwa+BCY0wrUAfMTT6+GGtp9MXJ7ROAt4wZfwkmM+mnXdcAnwVeSys/4c9FY8zG5Hl0JHAMEAQexzqHvmuMmZ/c/lY/h9FzMYN+2vZW4N+T9/+/5Laej/TdZiJyGlYO2QXGmHnAT/s5jJ6Pafo5FwFu73nMGLMU9FxUFg2Uh5cLyBIRF+Bn38zM24FvYy2M08OJtYaoYd/S3/9g3xvUYuAvQLFYpgHdxpi6g/sSRpytzYwxzxtjYsnH38Sa5ToUPW2boO+2vT1t+1B7Y8vUruuNMRszlNVzMdUZwBZjzDbgMPZ9sXgBOHeIx9JzMVXvtjVATw99HvveL/V8TNW7zb4O3GKMCQMYY4a6/rSej/v0bte+6LmoNFAeLsaYXVjf7rcDu4E2Y8zzInIOsMsYsyqt/FqsAOZ14BfJu1cAR4g1s3MxsAzYiPVtfzHWP+gho682Syv2FeCvfR0CeF5EVojIv/a6/07gl8DlwP8m79vbCwBMBx4BenpaDqm2HWS79i4/4c/FNF8A/pC8vQY4J3n7PFLTFPWm5+Lg9G7ba4GfiMgOrPP1e6DnYwa922w2cIqIvCUir4rIcX3so+fjwHq3K8A3xBrud5+IFICeiyrJGKOXYbgABcDfgGLADTwBXAy8BeQly9QAkwY4zj+wfu56OXnMK4CvYq11fvlov84RaLMLez3+A6yfxaSP/Scnr0uAVcCH+nmuWcAGYBrweK+2zgaagezRbo8RbNdXsIZlDHScCXMu9nrNHqARKE1uzwGex/pw/BHQpOfisLXtHcC5ydvnAy8OsL+ej9YXtzuwejcXAVszvT/q+Tjkdi3F6j12ADdhZVbQc1EvGGO0R3kYfQTYaozZY4yJAo8Bl2K9+awSkRqsIQTvikhZP8d5A2s8VI4xpgVrEOicUwAAAltJREFU6MFiDs1vqpnarGfs1yXAJ4AvmeQ7UzpjTG3yugEroF6UqVyyzCasN7RPYvUAgBX8XJqsQ+ewvKKxoc92HaKJdC72OBt41xhTD2CM2WCM+agx5his3qctmXbSc3FQUtoWuATr3ASrF7PPNkua8Ocj1uILjxnL21jDAmwrren5OKD0//N6Y0zcWGOxf4Wei6oXDZSHz3bgBBHxJ2cQn4H1hlZijKk2xlRjvckdbfofv/QP4GtYvQAA72F9c60CRjR34AjI1GbrReQs4DvAOcaYYKYdRSQgIjk9t4GPYvW29GcZcA37PgyWYf38e6iNwcvYrvtxnIl0Lvb4Ir1+jhWRkuS1A/g34J70HfRcHLSUtsUak3xq8vbpwKYB9p/w5yPWr0OnA4jIbPb1jO6l5+OgpP+fl/d67DMM3F4T8VycsDRQHibGmLeAR4F3gdVYbXvvfhzqDaxxYsuSx40BDcByc4jMPO7RT5vdCeQALyRT9dwDe1MbLU3uXgq8LiKrgLeBZ4wxzw7wlP/AGmPaky5pGVZbH1IfBn21q4h8RkR2Ys3KfkZEnhvgUBPmXAQQET9WdprHet39RRF5H+un6Vrgt8myei4OQR9texlwW7Ldbgb+NdO+vej5CPcB00VkDfBH4BJjjNHzcfD6aNdbxUqn9x5wGnDdAIeZUOfiRKcLjiillFJKKZWB9igrpZRSSimVgQbKSimllFJKZaCBslJKKaWUUhlooKyUUkoppVQGGigrpZRSSimVgQbKSimllFJKZaCBslJKKaWUUhlooKyUUkoppVQG/wcShg1beDiKyQAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# not needed for impact calculations\n",
"# visualize the define exposure\n",
"exp_lp.plot_raster()\n",
"print('\\n Raster properties exposures:', exp_lp.meta)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Define the hazard "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us define a tropical cyclone hazard using the TropCyclone and TCTracks modules. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:21.268835Z",
"start_time": "2020-10-20T15:09:07.002614Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 17:09:07,502 - climada.hazard.tc_tracks - WARNING - `correct_pres` is deprecated. Use `estimate_missing` instead.\n",
"2020-10-20 17:09:08,050 - climada.hazard.tc_tracks - INFO - Progress: 10%\n",
"2020-10-20 17:09:08,175 - climada.hazard.tc_tracks - INFO - Progress: 20%\n",
"2020-10-20 17:09:08,310 - climada.hazard.tc_tracks - INFO - Progress: 30%\n",
"2020-10-20 17:09:08,441 - climada.hazard.tc_tracks - INFO - Progress: 40%\n",
"2020-10-20 17:09:08,568 - climada.hazard.tc_tracks - INFO - Progress: 50%\n",
"2020-10-20 17:09:08,692 - climada.hazard.tc_tracks - INFO - Progress: 60%\n",
"2020-10-20 17:09:08,846 - climada.hazard.tc_tracks - INFO - Progress: 70%\n",
"2020-10-20 17:09:08,981 - climada.hazard.tc_tracks - INFO - Progress: 80%\n",
"2020-10-20 17:09:09,105 - climada.hazard.tc_tracks - INFO - Progress: 90%\n",
"num tracks hist: 60\n",
"2020-10-20 17:09:09,256 - climada.hazard.tc_tracks_synth - INFO - Computing 60 synthetic tracks.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ckropf/Documents/Climada/climada_python/climada/hazard/tc_tracks_synth.py:128: NumbaWarning: \n",
"Compilation is falling back to object mode WITH looplifting enabled because Function \"_one_rnd_walk\" failed type inference due to: non-precise type pyobject\n",
"During: typing of argument at /Users/ckropf/Documents/Climada/climada_python/climada/hazard/tc_tracks_synth.py (138)\n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 138:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" \"\"\"\n",
" ens_track = list()\n",
" ^\n",
"\n",
" @jit(parallel=True)\n",
"/Users/ckropf/Documents/Climada/climada_python/climada/hazard/tc_tracks_synth.py:128: NumbaWarning: \n",
"Compilation is falling back to object mode WITHOUT looplifting enabled because Function \"_one_rnd_walk\" failed type inference due to: cannot determine Numba type of \n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 147:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" ens_track.append(track)\n",
" for i_ens in range(ens_size):\n",
" ^\n",
"\n",
" @jit(parallel=True)\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/numba/core/object_mode_passes.py:178: NumbaWarning: Function \"_one_rnd_walk\" was compiled in object mode without forceobj=True, but has lifted loops.\n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 138:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" \"\"\"\n",
" ens_track = list()\n",
" ^\n",
"\n",
" state.func_ir.loc))\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/numba/core/object_mode_passes.py:188: NumbaDeprecationWarning: \n",
"Fall-back from the nopython compilation path to the object mode compilation path has been detected, this is deprecated behaviour.\n",
"\n",
"For more information visit https://numba.pydata.org/numba-doc/latest/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit\n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 138:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" \"\"\"\n",
" ens_track = list()\n",
" ^\n",
"\n",
" state.func_ir.loc))\n",
"/Users/ckropf/Documents/Climada/climada_python/climada/hazard/tc_tracks_synth.py:128: NumbaWarning: \n",
"Compilation is falling back to object mode WITHOUT looplifting enabled because Function \"_one_rnd_walk\" failed type inference due to: non-precise type pyobject\n",
"During: typing of argument at /Users/ckropf/Documents/Climada/climada_python/climada/hazard/tc_tracks_synth.py (147)\n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 147:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" ens_track.append(track)\n",
" for i_ens in range(ens_size):\n",
" ^\n",
"\n",
" @jit(parallel=True)\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/numba/core/object_mode_passes.py:178: NumbaWarning: Function \"_one_rnd_walk\" was compiled in object mode without forceobj=True.\n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 147:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" ens_track.append(track)\n",
" for i_ens in range(ens_size):\n",
" ^\n",
"\n",
" state.func_ir.loc))\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/numba/core/object_mode_passes.py:188: NumbaDeprecationWarning: \n",
"Fall-back from the nopython compilation path to the object mode compilation path has been detected, this is deprecated behaviour.\n",
"\n",
"For more information visit https://numba.pydata.org/numba-doc/latest/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit\n",
"\n",
"File \"../../climada/hazard/tc_tracks_synth.py\", line 147:\n",
"def _one_rnd_walk(track, ens_size, ens_amp0, ens_amp, max_angle, rnd_vec):\n",
" \n",
" ens_track.append(track)\n",
" for i_ens in range(ens_size):\n",
" ^\n",
"\n",
" state.func_ir.loc))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"num tracks hist+syn: 120\n",
"2020-10-20 17:09:17,313 - climada.hazard.tc_tracks - INFO - Interpolating 120 tracks to 0.5h time steps.\n"
]
}
],
"source": [
"from climada.hazard import TCTracks, TropCyclone, Centroids\n",
"\n",
"# Load histrocial tropical cyclone tracks from ibtracs over the North Atlantic basin between 2010-2012\n",
"ibtracks_na = TCTracks()\n",
"ibtracks_na.read_ibtracs_netcdf(provider='usa', basin='NA', year_range=(2010, 2012), correct_pres=True)\n",
"print('num tracks hist:', ibtracks_na.size)\n",
"#Add randomly generated tracks using the calc_random_walk method (2 per historical track)\n",
"ibtracks_na.calc_random_walk(ens_size=1)\n",
"print('num tracks hist+syn:', ibtracks_na.size)\n",
"ibtracks_na.equal_timestep(0.5) # Interpolation to make the track smooth c.f."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:42.726774Z",
"start_time": "2020-10-20T15:09:21.270200Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# not needed for calculations\n",
"# visualize tracks\n",
"ax = ibtracks_na.plot()\n",
"ax.get_legend()._loc = 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the tracks, we generate the hazards (the tracks are only the coordinates of the center of the cyclones, the full cyclones however affects a region around the tracks). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First thing we define the set of centroids which are geographical points where the hazard has a defined value. In our case, we want to define windspeeds from the tracks.\n",
"\n",
"Remember:\n",
"In the impact computations, for each exposure geographical point, one must assign a centroid from the hazard. By default, each exposure is assigned to the closest centroid from the hazard. But one can also define manually which centroid is assigned to which exposure point.\n",
"\n",
"Examples: \n",
"- Define the exposures from a given source (e.g., raster of asset values from LitPop). Define the hazard centroids from the exposures' geolocations (e.g. compute Tropical Cyclone windspeed at each raster point and assign centroid to each raster point).\n",
"- Define the exposures from a given source (e.g. houses position and value). Define the hazard from a given source (e.g. where lanslides occur). Use a metric to assign to each exposures point a hazard centroid (all houses in a radius of 5km around the lanslide are assigned to this centroid, if a house is within 5km of two landslides, choose the closest one). \n",
"- Define a geographical raster. Define the exposures value on this raster. Define the hazard centroids on the geographical raster.\n",
"\n",
"We shall pursue with the first case (Litpop + TropicalCyclone)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hint: computing the wind speeds in many locations for many tc tracks is a computationally costly operation. Thus, we should define centroids only where we also have an exposure."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:42.732647Z",
"start_time": "2020-10-20T15:09:42.728137Z"
}
},
"outputs": [],
"source": [
"# Define the centroids from the exposures position\n",
"centrs = Centroids()\n",
"lat = exp_lp.gdf['latitude'].values\n",
"lon = exp_lp.gdf['longitude'].values\n",
"centrs.set_lat_lon(lat, lon)\n",
"centrs.check()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:51.496340Z",
"start_time": "2020-10-20T15:09:42.734501Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 17:09:42,736 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n",
"2020-10-20 17:09:43,110 - climada.util.coordinates - INFO - dist_to_coast: UTM 32616 (1/3)\n",
"2020-10-20 17:09:43,429 - climada.util.coordinates - INFO - dist_to_coast: UTM 32617 (2/3)\n",
"2020-10-20 17:09:44,115 - climada.util.coordinates - INFO - dist_to_coast: UTM 32618 (3/3)\n",
"2020-10-20 17:09:44,569 - climada.hazard.trop_cyclone - INFO - Mapping 120 tracks to 1387 centroids.\n",
"2020-10-20 17:09:45,232 - climada.hazard.trop_cyclone - INFO - Progress: 10%\n",
"2020-10-20 17:09:45,889 - climada.hazard.trop_cyclone - INFO - Progress: 20%\n",
"2020-10-20 17:09:46,626 - climada.hazard.trop_cyclone - INFO - Progress: 30%\n",
"2020-10-20 17:09:47,521 - climada.hazard.trop_cyclone - INFO - Progress: 40%\n",
"2020-10-20 17:09:48,289 - climada.hazard.trop_cyclone - INFO - Progress: 50%\n",
"2020-10-20 17:09:48,634 - climada.hazard.trop_cyclone - INFO - Progress: 60%\n",
"2020-10-20 17:09:49,142 - climada.hazard.trop_cyclone - INFO - Progress: 70%\n",
"2020-10-20 17:09:50,001 - climada.hazard.trop_cyclone - INFO - Progress: 80%\n",
"2020-10-20 17:09:50,660 - climada.hazard.trop_cyclone - INFO - Progress: 90%\n"
]
}
],
"source": [
"# Using the tracks, compute the windspeed at the location of the centroids\n",
"tc = TropCyclone()\n",
"tc.set_from_tracks(ibtracks_na, centrs)\n",
"tc.check()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-16T12:28:38.751677Z",
"start_time": "2020-10-16T12:28:38.747250Z"
}
},
"source": [
"Hint: The operation of computing the windspeed in different location is in general computationally expensive. Hence, if you have a lot of tropical cyclone tracks, you should first make sure that all your tropical cyclones actually affect your exposure (remove those that don't). Then, be careful when defining the centroids. For a large country like China, there is no need for centroids 500km inlans (no tropical cyclones gets so far)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Impact function "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For Tropical Cyclones, some calibrated default impact functions exist. Here we will use the one from Emanuel (2011)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:51.503229Z",
"start_time": "2020-10-20T15:09:51.499628Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 17:09:51,501 - climada.entity.impact_funcs.base - WARNING - For intensity = 0, mdd != 0 or paa != 0. Consider shifting the origin of the intensity scale. In impact.calc the impact is always null at intensity = 0.\n"
]
}
],
"source": [
"from climada.entity import ImpactFuncSet, IFTropCyclone\n",
"# impact function TC\n",
"impf_tc= IFTropCyclone()\n",
"impf_tc.set_emanuel_usa()\n",
"\n",
"# add the impact function to an Impact function set\n",
"impf_set = ImpactFuncSet()\n",
"impf_set.append(impf_tc)\n",
"impf_set.check()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Recall that the exposures, hazards and impact functions must be matched in the impact calculations. Here it is simple, since there is a single impact function for all the hazards. We must simply make sure that the exposure is assigned this impact function through renaming the `if_` column from the hazard type of the impact function in the impact function set and set the values of the column to the id of the impact function. "
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T09:59:49.321371Z",
"start_time": "2020-10-20T09:59:49.317546Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"hazard type: TC, hazard id: 1\n"
]
}
],
"source": [
"# Get the hazard type and hazard id\n",
"[haz_type] = impf_set.get_hazard_types()\n",
"[haz_id] = impf_set.get_ids()[haz_type]\n",
"print(f\"hazard type: {haz_type}, hazard id: {haz_id}\")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T09:59:49.338296Z",
"start_time": "2020-10-20T09:59:49.323704Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 11:59:49,326 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2020-10-20 11:59:49,327 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2020-10-20 11:59:49,328 - climada.entity.exposures.base - INFO - cover not set.\n",
"2020-10-20 11:59:49,329 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2020-10-20 11:59:49,329 - climada.entity.exposures.base - INFO - geometry not set.\n"
]
},
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"
\n",
"
1
\n",
"
1.110009e+06
\n",
"
21.875000
\n",
"
-84.791667
\n",
"
192
\n",
"
1
\n",
"
\n",
"
\n",
"
2
\n",
"
0.000000e+00
\n",
"
21.958333
\n",
"
-84.708333
\n",
"
192
\n",
"
1
\n",
"
\n",
"
\n",
"
3
\n",
"
1.026952e+06
\n",
"
21.958333
\n",
"
-84.625000
\n",
"
192
\n",
"
1
\n",
"
\n",
"
\n",
"
4
\n",
"
1.109359e+06
\n",
"
21.958333
\n",
"
-84.541667
\n",
"
192
\n",
"
1
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" value latitude longitude region_id if_TC\n",
"0 9.818338e+05 21.875000 -84.875000 192 1\n",
"1 1.110009e+06 21.875000 -84.791667 192 1\n",
"2 0.000000e+00 21.958333 -84.708333 192 1\n",
"3 1.026952e+06 21.958333 -84.625000 192 1\n",
"4 1.109359e+06 21.958333 -84.541667 192 1"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Exposures: rename column and assign id\n",
"exp_lp.gdf.rename(columns={\"if_\": \"if_\" + haz_type}, inplace=True)\n",
"exp_lp.gdf['if_' + haz_type] = haz_id\n",
"exp_lp.check()\n",
"exp_lp.gdf.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Impact computation "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are finally ready for the impact computation. This is the simplest step. Just give the exposure, impact function and hazard to the Impact.calc() method.\n",
"\n",
"Note: we did not specifically assign centroids to the exposures. Hence, the default is used - each exposure is associated with the closest centroids. Since we defined the centroids from the exposures, this is a one-to-one mapping.\n",
"\n",
"Note: we did not define an `Entity` in this impact calculations. Recall that `Entity` is a container class for __[Exposures](climada_entity_Exposures.ipynb)__, __[Impact Functions](climada_entity_ImpactFuncSet.ipynb)__, __[Discount Rates](climada_entity_DiscRates.ipynb)__ and __[Measures](climada_entity_MeasureSet.ipynb)__. Since we had only one Exposure and one Impact Function, the container would not have added any value, but for more complex projects, the Entity class is very useful."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T09:59:49.351752Z",
"start_time": "2020-10-20T09:59:49.340451Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-20 11:59:49,342 - climada.entity.exposures.base - INFO - Matching 1387 exposures with 1387 centroids.\n",
"2020-10-20 11:59:49,345 - climada.engine.impact - INFO - Calculating damage for 1373 assets (>0) and 120 events.\n"
]
}
],
"source": [
"# Compute impact\n",
"from climada.engine import Impact\n",
"imp = Impact()\n",
"imp.calc(exp_lp, impf_set, tc, save_mat=False) #Do not save the results geographically resolved (only aggregate values)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T15:09:51.515128Z",
"start_time": "2020-10-20T15:09:51.505127Z"
}
},
"outputs": [
{
"data": {
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1387 rows × 5 columns
\n",
"
"
],
"text/plain": [
" value latitude longitude region_id if_\n",
"0 9.818338e+05 21.875000 -84.875000 192 1\n",
"1 1.110009e+06 21.875000 -84.791667 192 1\n",
"2 0.000000e+00 21.958333 -84.708333 192 1\n",
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"... ... ... ... ... ...\n",
"1382 4.015236e+05 20.291667 -74.291667 192 1\n",
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"1385 2.290998e+06 20.291667 -74.208333 192 1\n",
"1386 2.292228e+06 20.208333 -74.208333 192 1\n",
"\n",
"[1387 rows x 5 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exp_lp.gdf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For example we can now obtain the aggregated average annual impact or plot the average annual impact in each exposure location."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T09:59:49.355854Z",
"start_time": "2020-10-20T09:59:49.353112Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Aggregated average annual impact: 346729533.0 $\n"
]
}
],
"source": [
"print(f\"Aggregated average annual impact: {round(imp.aai_agg,0)} $\")"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T09:59:50.233588Z",
"start_time": "2020-10-20T09:59:49.357688Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"imp.plot_hexbin_eai_exposure(buffer=1)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-20T10:01:57.068990Z",
"start_time": "2020-10-20T10:01:56.943507Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Compute exceedance frequency curve\n",
"freq_curve = imp.calc_freq_curve()\n",
"freq_curve.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Quick examples - points, raster, custom\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### User defined point exposure and Tropical Cyclone hazard"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-19T09:58:18.829168Z",
"start_time": "2020-10-19T09:58:14.510575Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-19 11:58:14,526 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n",
" Description: \n",
"2020-10-19 11:58:14,527 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n",
"2020-10-19 11:58:14,527 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n",
"2020-10-19 11:58:14,528 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n",
"2020-10-19 11:58:14,529 - climada.entity.exposures.base - INFO - Setting if_ to default impact functions ids 1.\n",
"2020-10-19 11:58:14,530 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2020-10-19 11:58:14,530 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2020-10-19 11:58:14,531 - climada.entity.exposures.base - INFO - cover not set.\n",
"2020-10-19 11:58:14,531 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2020-10-19 11:58:14,532 - climada.entity.exposures.base - INFO - region_id not set.\n",
"2020-10-19 11:58:14,533 - climada.entity.exposures.base - INFO - geometry not set.\n",
"2020-10-19 11:58:15,640 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n",
"2020-10-19 11:58:15,903 - climada.util.coordinates - INFO - dist_to_coast: UTM 32645 (1/1)\n",
"2020-10-19 11:58:16,138 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 7 centroids.\n",
"2020-10-19 11:58:16,398 - climada.entity.impact_funcs.base - WARNING - For intensity = 0, mdd != 0 or paa != 0. Consider shifting the origin of the intensity scale. In impact.calc the impact is always null at intensity = 0.\n",
"2020-10-19 11:58:16,401 - climada.entity.exposures.base - INFO - Matching 7 exposures with 7 centroids.\n",
"2020-10-19 11:58:16,403 - climada.engine.impact - INFO - Calculating damage for 7 assets (>0) and 1 events.\n",
"2020-10-19 11:58:16,404 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"Nearest neighbor hazard.centroids indexes for each exposure: [0 1 2 3 4 5 6]\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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gr4jsjbG89sjhvgSGAzGTjwLGmL8BbD/zxxJGEeBCjPcXbeucQmdKVJZkyJCBRYsW0bx5c9544w2+/PJLROwbP7JixYrs3LmTsWPH4u3tTaNGjahateqDpVChQg/2PXnyJKtXr2b16tXs2LGD2rVr89Zbb9GtW7fHzlu6dGmCgoK4ffs2WbNmdcj1Kte5Hx7BlB+2ErDpIGHhERTJn5O3XmpCLe8n3R2aUsrJ2rdvz4gRI3j55ZepVKkS1atXd3dIygEMYs8IHleNMTVi2yAirYErxphAEWloZxixJSmJ+4rcAu2hVpZlzpyZFStWsGXLFj788MNEHcPT05OPP/6Y3377jTZt2nDt2jU+//xzvL29KViwIM2aNaNMmTI0atSII0eO0L9/fy5dusSGDRvo3r17rEl8+vTpKVeuHMeOHYvljCq5Gz9zHcs2HSQ0LJzISMOFy8G89XkAx8/+z92hKaVc4KOPPuK5556jQYMG/Pvvv+4ORzlIBGJpSUA9oK2InCOqZKOxiMwH/icihQBsP2P72vsiUDTGey/AvmHL7KA91MouuXLlYs2aNdSrV488efLQr1+/RB2nTJkylClThp49ewJgjCEoKIgDBw7g5eVF5cqV7eoB9/b25tChQ9SoEesfuSqZCg65w4adJwi7H/HQ+rD74cxdvovxQ9q6KTKllCutWbOGEiVK4OPjw59//omHh/b3pWTGSHQ5RxKPY0YCIwFsPdRvGmN6isgE4AXgY9vP5bE03wOUEZESQBDgB3RPclBx0IRa2a1gwYKsX7+e+vXrkydPHrp06ZLkY4oIXl5eeHl5Jap9pUqVtI46Bbp8NYQM6dM9llAbA2eDrrkpKqWUq3l4eBAYGMiTTz5J69atWb16tbtDUknk5DGmPwYWicgrwF9AZwARKQzMNMa0NMaEi8hAYC2QDphtjDnirID0T0CVKCVLluSXX35h4MCBrFmzxt3hULVqVZYuXcrKlSvtfmhSuY9XgVzcD494bL2Hh1C+ZEE3RKSUcpe8efPy66+/snbtWsaMGePucFQSGCASsbRYPqYxvxpjWtteXzPGPGeMKWP7+a9t/SVjTMsYbVYbY8oaY0oZYxJXq2qRJtQq0SpXrszSpUt58cUXGTFiBKGhoW6LpVmzZowfP54xY8ZQuXJl5s6dqxMGpADZsnjSsUlVMmV8+MsyzwzpeeE/tdwUlVLKXWrWrMmMGTP473//y4oVK9wdjko00ZkSlbLHM888w8GDBzl9+jTVqlXj4MGDbolDRPDz8yMwMJCJEycyf/58SpUqxeeff05ISIhbYlLWDOr+LH27PEP+J7LhmTE9PhWKMmOMH8UL53F3aEopN+jduzevvPIKHTt25PLly+4ORyWCAe6bdJaW1CLBhFpEiorIZhE5JiJHRGSwbf0EETkuIgdFZJmI5LLa1ratsIhsEpHlIpLNtm6ciNwRkfwx9rvlmEtVzpI/f35++ukn3n//fQYMGMDbb7/ttt5qEaFp06asX7+e5cuXs2fPHkqUKMGoUaP0F3My5eEh+LXwYcXkPmz5djBTRnehbPHYhhRVSqUV33zzDYUKFeKll15ydygqEZwwU2KyZ6WHOhwYZowpD9QBBtimblwPeBtjKgMnsT2FabEtwOvAIKJmvukZo81VYFhiLka5V+fOnQkICODs2bNUq1aNHTt2uDWe6tWrs3DhQnbv3s2NGzcoX748ffr04dSpU26NS6nU4OrVqwQFBXHt2jVu375NRMTjtfBKJcXXX3/N2rVruXTJaSOdKSeKxMPSklokeCXGmL+NMftsr0OImku9iDFmnTEm3LbbTqLG97PU1rY5HVGz3kTy8ODbs4GuIvJE4i5JuVOePHlYtGgR77//Pp06daJEiRI8//zzzJgxg6NHj7rlgcGSJUsyZcoUTp48SYECBXj66afp1KkTu3fvdnksSqUWVatWpVq1apQtW5b8+fOTMWNGMmTIQPbs2cmXLx8ff/yxu0NUKVzbtm0pWrSo9lKnQMZAhBFLS2ph17B5IlIcqAbsemTTy8CPdrb9GpgH3ODhcQFvEZVUDwbG2hOfSj46d+5Mp06dOHnyJNu2bWP79u18+umnBAcHU69ePZ566ily5cpFrly5yJ07d6yvM2XK5NCY8uXLx/vvv8/w4cOZNWsWnTt3pmTJkgwdOpTmzZuTMWNGh55PqdSsaNGifPrpp9SvXx+IGks+PDyc0NBQ1qxZg7+/PyNGjHBzlCqlmzJlCm3btuXixYuJHlZVuUdqKuewwnJCbatzXgIMMcbcjLF+NFGlHd/b09YYcx5oEEeTScB+Efk8vpiMMU5/4Oz27dtOPX5q8+j9Kly4MF27dqVr164AXLlyhX379nHx4kVu3rzJmTNnuHnzJjdv3iQkJOTB65s3b+Lh4UGOHDnInj07BQsWpEKFClSsWJGKFSvi5eVl99TnMb388sv06tWLX375hRkzZjBixAgaNWpE06ZNqVevHp6enkm6D1bp58t+es/s46z7VblyZc6cOUPVqlVj3fbvv/+myAeC9fNlH2ffr2effZaaNWsydOhQZs2a5dRzuUJa+XxF1VCnnnIOKywl1CKSgaiE+HtjzNIY618AWgPPGWNinR89rrbxMcYEi8gCoH8CcZE9e3Yrh0wSV5wjNYnvfmXPnp1SpUoleAxjDHfv3iU4OJjg4GDOnTtHYGAg8+fPJzAwkDt37uDj4/NgqVGjBsWLF7c7ye7evTvdu3fn4sWLLFu2jIkTJ/LCCy/QvHlzOnbsSMuWLcmWLZtdx7SXfr7sp/fMPo6+X8YY1q5dy4ABA2I9dpkyZThx4gSRkZHkzJnToed2Bf182cfZ92vs2LG0bt2aL774IlX0UqeFz1fUKB+aUD9EojKUWcAxY8wXMdb7Am8Dzxpj7tjT1qIviJo2UmdzTINEhCxZspAlSxYKFy5MhQoVaNnywVjtXL58mcDAQAIDA5k3bx5DhgwhNDT0sST7ySeftJRke3l5MWjQIAYNGsSVK1cICAhg1qxZ9O7dm8aNG9OxY0fatGlDrlyPDWajVJoTGBhIxowZqVSpUqzbPTw8eOqppzh27Bh16tRxcXQqtWnZsiWFChXinXfeYc6cOe4OR1mS9nqorVxtPeB5oLGI7LctLYmqgc4OrLetmw4PhsNbnUDbBBljrgLLANd8965SlIIFC9KqVSvGjBnDihUrCAoK4vDhw7z++utkypSJuXPn8vTTT5M/f3569erFihUrLA/llz9/fl577TXWrl3LuXPnaN++PYsXL6ZYsWK0aNGCmTNn8s8//zj5CpVKvpYsWUKnTp3i/WO1QoUKHD161IVRqdSsefPmbNy40d1hKDs4eqbE5E7iqNRIEWrUqGH27t3r1HOEhISkia9nHCW53a+//vqL5cuXs2TJEvbv30+LFi3o2LEjLVq0IGvWrHYdKyQkhNWrV7NkyRLWrl2Lj48PHTt2pH379hQuXDhR8SW3+5US6D2zj6PvlzGGsmXLsnDhQnx8fOLc7+OPP+batWtMmDDBYed2Bf182cdV92vv3r3UqlWL0NDQFP0AeUr8fIlIoDGmhj1t8pbPa9p818bSvnNqzbH7+MlR2uqPV2lOsWLFGDRoEL/++isnTpygYcOG+Pv7U7hwYTp27MiCBQu4efNmwgciqu6ta9euLFq0iMuXL/P666+zc+dOvL29qVevHtOmTePevXtOviKl3OvQoUOEh4dTvXr1ePcrX7689lArh6lRowYZM2Zk3rx57g5FWRRpPCwtqUXquRKlElCgQAH69OnDunXrOHPmDK1bt2bBggV4eXnRpk0b5s6dy/Xr1y0dK3PmzLRr14558+Zx+fJl3n33XVauXEm5cuWYM2cO4eHhCR9EqRRo4cKFdOzYMcFnE06dOkX+/DrjpXIcb29vvv8+zgHFVDKiMyUqlUbkyZOHl156iZUrV3LhwgX8/PxYvnw5xYsXp3nz5nzzzTfcvXvX0rEyZsyIr68vq1atYv78+cyePZtKlSqxZMkSUnJJlVKPunPnDjNnzqRPnz7x7meMwd/fn1dffdVFkam0oGPHjji7zFM5hgHCjYelJbVIPVeiVCLlzJmTHj16sHTpUoKCgujduzfLli3jmWee4fz583Yd65lnnmHLli1MnDiRDz/8kJo1a7Ju3TpNrFWqEP2wb5kyZeLdb8uWLWTMmJG6deu6KDKVFvTp04eQkBC7fy8r99CSD6XSsGzZstG5c2dWrVpFz549qV27Nps2bbLrGCKCr68ve/fuZfjw4QwaNIjGjRuzY8cOJ0WtlPNFRkYyceJEhg4dmuC+/v7+vPbaa0mafEmpRz3xxBPkyZOH6dOnuzsUlRCL5R5a8qFUKicivPHGG/zwww/06NGDzz//3O5eZg8PD7p06cKRI0fo2bMnXbt2pW3bthw6dMhJUSvlPCtXriRnzpwPphqPy9WrV1m9ejU9e/Z0UWQqLfHy8uLYsWPuDkMlwOCYYfNEJJOI7BaRAyJyRETes63/McZwzOdEZH8c7c+JyCHbfk6tF9KEWql4NGrUiF27dvHDDz/QvXv3RE0bmz59el555RVOnjxJo0aNaNKkCT179uTPP/90QsRKOd6lS5f46KOPGDZsWIK9zvPmzaNNmzY88cQTLopOpSV58+blypUr7g5DWeCgHup7QGNjTBWgKuArInWMMV2NMVWNMVWJmo07vpm4G9n2derQfJpQK5WAYsWKsW3bNjw9Palbt26iE+FMmTLxxhtvcPr0acqWLUvNmjU1qVbJ3u7du6lQocKDcdfjE/0w4muvveai6FRaU6BAAcujMSn3MUB4pIelJd7jRLlle5vBtjz4utg2I3cX4AcnXYplmlArZUHmzJn59ttv6dOnD08//TRr1qxJ9LGyZ8/OmDFjePnll1m1apUDo1TK8fz9/Rk1ahRTpkwhQ4YM8e67fft2IOrhXKWcoUiRIty4ccPdYagEOHLYPBFJZyvpuAKsN8bsirG5PvA/Y8ypOEOBdSISKCJO/UtfE2qlLBIRBgwYwE8//cQrr7zCRx99lKTRO7p06cLatWt1BBCVbAUHB7N06VJ69OiR4L5///03o0aN0ocRlVMVLVqUW7duJbyjcjs7aqjzisjeGMtDia8xJsJW2uEF1BIR7xibuxF/73Q9Y0x1oAUwQEQaOPgyH9CEWik71a9fn927d7NixQo6depESEhIoo5Ts2ZN7t27pw8pqmTr448/pmPHjhQpUiTOfYwxzJ49mypVqtCgQQMGDBjgwghVWlOiRAlCQ0PdHYZKiLGrhvqqMaZGjMU/1kMaEwz8CvgCiEh6oAPwY5xhGHPJ9vMKsAyo5dDrjEETaqUSoUiRImzZsoW8efNSp04d7ty5Y/cxRITmzZuzaNEiJ0SoVNJcvHiRb775hnHjxsW5z5kzZ2jatClTp05l/fr1fPjhh2TMmNF1Qao0p0yZMjoTbQpgcMxDiSKST0Ry2V5nBpoAx22bmwDHjTEX42ibVUSyR78GmgGHHXOFj9OEWqlE8vT0ZMaMGeTPn59169Yl6hi+vr4sWrRIyz5UsjNu3Dj69OkTa+90REQEn3/+ObVq1aJ58+bs3LmTKlWquCFKldaUKFECY0yiOjGUazmohroQsFlEDgJ7iKqhXmnb5scj5R4iUlhEVtveFgC2i8gBYDewyhiT+AegEpDeWQdWKq3o0KEDy5Yto127dna39fb2JiwsjKNHj1KxYkUnRKeU/Y4ePcqKFSs4efLkY9uuX7+Or68vWbJkYefOnZQuXdoNEaq0Kn369IgIp0+fpnLlyu4OR8XBIEQkMIKHpeMYcxCoFse2F2NZdwloaXt9BnDZX/raQ61UErVr146VK1dy//59u9uKCE8//TSBgYFOiEypxBk5ciQjRowgV65cj22bOXMmxYsXZ9OmTZpMK5dr0aIFmTJl0s9eCuCIiV1SEk2olUqiokWLUrJkSbZt25ao9pUrV+bgwYMOjkqpxNm+fTv79++nf//+j22LiIhg6tSpliZ4UcrRBg8ezMaNG9m+fTtZsmRxdzgqHsa+hxJTBU2olXKA9u3bs2zZskS11YRaJSezZs1i2LBhZMqU6bFtq1evJl++fNSq5bQH5UFEM04AACAASURBVJWKlb+/P5MnT2bBggVUr17d3eEoC4wRS0tqoQm1Ug7Qrl07AgICEvVwYeXKlTlw4IATolLKfrt27aJBg9iHap0yZQoDBw50cUQqrfv111/p168fY8eOpUuXLu4OR1niuIldUgpNqJVygPLly5MlSxb27t1rd9siRYoQHh7O//73PydEppR1N27c4K+//sLb2/uxbSdPnmTfvn2a0CiH2rhxI9euXYtz+9mzZ2nevDmdO3dm7NixLoxMJZX2UCul7CYiiS77EBHtpVbJwt69e6lWrRrp0z8+ANTUqVPp3bt3rKUgSiVW3759KVKkCC+88AI7d+586Fu+W7duUb16dby9vVm4cKEbo1T2MgYiIsXSklpoQq2Ug2gdtUrpdu/eHWt99K1bt5g3bx59+/Z1Q1QqNWvfvj0vvvgi3t7e9OzZk2rVqjFjxgxu3rxJtWrVyJQpEzt27HB3mCoR0tooHzoOtVIOUrNmTW7evMnx48d56qmn7GpbpUoVfv31V+cEppRFu3btolu3bo+t//7772nQoAHFihVzQ1SPu3PnDmvWrOGff/4hODiY69evExwc/OB1WFgYAQEB5MyZ092hqgR07doVPz8/pk2bxrBhw9iwYQPTpk2jb9++iAiXL1/W2TdTIAMpqpxDRLyImiimPlAYuEvUrIqrgF+MMZEJHUN7qJVyEA8PD9q1a5eoXmot+VDuZoxh165d1K5d+7H1X3/9dbJ4GDE4OJgPP/yQkiVLMn36dAIDA7l27Ro5c+akSpUqFC9enA0bNlCvXj1y5Mjh7nCVBdWrVycyMpI//vgDDw8PmjVrxrJly+jSpQvDhw8nf/787g5RJUrKeShRRL4FZgNhwCdAN6A/sAHwJWq2xdif1I5Be6iVcqD27dszevRoRo4caVe7ihUrcvLkScLCwrQ3RrnFmjVrSJcuHU8++eRD67du3Up4eDiNGzd2U2Tw999/8+WXXzJz5kxat27Npk2bqFChwkP7LFmyhDFjxrBgwQK6du3qpkiVvUSErl27smjRooeGw2vatCnbt293Y2QqqRIx6JW7fG6MORzL+sPAUhHJCCT49Zz2UCvlQM8++yynT58mKCjIrnaZM2emePHinDhxwkmRKRW3PXv28MILL7B48eLHJmyJ7p12x0Qu586do2/fvlSsWJG7d++yb98+5s6d+1AyHRkZybhx43jjjTdYs2aNJtMpUKtWrVizZs1D6ypUqMDRo0fdFJFyhJQyykdsybSI5BaRyrbtYcaY0wkdRxNqpRwoQ4YMtGrVioCAALvbatmHcodTp07Rtm1bZs2aRd26dR/aFhQUxMaNG3n++eddHtfatWupVasWefLk4cSJE0yaNOmx3vNbt27RuXNn1q1bx+7du/Hx8XF5nCrpjh8/Tvny5R9aV758eY4dO5aosf2V+0WN8uFhaUkuRORXEckhIk8AB4BvReQLq+2Tz5UolUq0a9eO5cuX291OR/pQrnb58mV8fX354IMPaNOmzWPbZ8yYQffu3V1ejzxlyhRefPFFli5dyocffki+fPke2+fcuXMPaqU3b95MwYIFXRqjcpwNGzbQtGnTh9blzp2b7Nmzc+HCBTdFpZLKGGtLMpLTGHMT6AB8a4zxAZpYbawJtVIOFv2QlL2qVKmiPdTKpUaNGkX79u3p3bv3Y9vu3buHv78/AwYMcFk84eHhDBw4kKlTp/Lbb7/xzDPPxLrf1q1bqVu3Li+99BKzZ8/G09PTZTEqx4qMjGTjxo00afJ43qJlHylbSin5iCG9iBQCugAr7W7s+HiUStt+/PHHRI3Xqz3UypUuX75MQEAAp06dinX7kiVL8Pb2fuyreGe5ceMGXbp0QUT4/fff4/yj1N/fn3feeYf58+fTrFkzl8SmnGfPnj3kzp071iEZoxNqX19fN0SmksKQ7JJlK94H1gLbjTF7RKQkEPsvyFgk2EMtIkVFZLOIHBORIyIy2LZ+gogcF5GDIrJMRHLF0X62iFwRkcOPrC8sIptEZLmIZLOtGycid0Qkf4z9blm9GKXc7cqVK+zdu5eWLVva3bZo0aKEhoZy5coVJ0Sm1MNmzpyJn58fefLkiXX7rFmz6Nevn0tiuXz5MnXr1qVcuXKsXLky1mT6/v37DBw4kC+++ILt27drMp1KfPTRR3F+znLmzMmNGzdcHJFyFGNxcTcR6SYieYwxi40xlY0x/QGMMWeMMR2tHsdKyUc4MMwYUx6oAwwQkQrAesDbGFMZOAnENU7YHKLG8XvU68AgYCbQM8b6q8AwS9ErlcwsWbKEli1bkiVLFrvbRk9Brr3UyhUOHjxIgwZxD6169epVSpcu7fQ4wsLC6Ny5Mx07dmTSpEmxTnt+7do1mjdvzpkzZ9i1axdly5Z1elzK+Xbt2sW+ffvi/Ebv7NmzlCxZ0sVRKYcwKark40lgsYhss3Xs1pZEDGuUYEJtjPnbGLPP9joEOAYUMcasM8aE23bbCXjF0X4r8G8sm9IBkbYlZuCzga62pyyVSlF+/PHHJA3bpQm1cpVz585RvHhxd4fB0KFDyZUrF++9916s20+ePEmtWrXw8fHh559/1tkPU5F3332Xd955h0yZMsW6/cyZM5pQp2AmUiwt8RGRTCKyW0QO2Kok3rOtHyciQSKy37bE+rWwiPiKyAkROS0iI2KN05iPjTGNgZZEje7xMrBPRBaISC8RKWDleu2qoRaR4kA1YNcjm14GfrTnWMDXwDzgBtA9xvpbRCXVg4Gxdh5TKbe5dOkSBw8eTFK9X+XKlfntt98cGJVSsQsODiZXrlgr9Vxmzpw5rF+/nt27d+Ph8Xj/zsWLF2nWrBkjRoxI1HMJKvnatm0bf/75Jy+//HKc+5w5c4ZSpUq5MCrlSA4aweMe0NgYc0tEMhA1a+Evtm0TjTGfxdVQRNIBU4CmwEVgj4isMMbE+qSrrdN4mW3BVo3RAvgOaJ5QoJYTalud8xJgiG1Ykej1o4kqC/ne6rFsgZ8H4vq+cRKwX0Q+T+AYhISE2HNau92+fdupx09t0vL9CggIoHv37oSFhREWFmapzaP3q3r16vj7+3P9+vVYv/pWafszlhhx3a9SpUpx9erVOH+H5s2bl7CwMKf9jj18+DBffPEFP/74Ix4eHo+dJzg4mJ49ezJkyBB69Ojh9N/10fTzZZ/E3q9169bRr18/QkNDCQ0NfWz73bt3yZo1K1mzZnXZv70rpJXPlwGHlHOYqIHIo5+ly2BbrKbqtYDTxpgzACKyEPgPEOfQMbbJXIrz//nxWWNMgsk0WEyobX8VLAG+N8YsjbH+BaA18Jxx4OjrxphgEVlA1Fzq8cVF9uzZHXXaOLniHKlJWr1f33//PaNHj7b7+mPu7+Pjg6enJxs3bqRTp06ODjHVSKufscSK7X5FRkYSEhIS5728ffs2d+/edcq9Dg4Oxs/Pj4kTJ1K1atXHtt+6dYtOnTrx7LPPMmTIEIefPyH6+bJPYu7X9u3bGTlyZJxtz58/j6enZ6os8UkTny8DWE+o84rI3hjv/Y0x/tFvbD3NgUBpYIoxZpeItAAGikgvYC9Rz/pdf+S4RYCYA5lfBGrHFYSIzAYqA0eIKkeOvpKlcbWJKcGE2laYPQs4Zoz5IsZ6X+Bt4FljzB0rJ7PTF8AeKzEq5W4XLlzg+PHjsY6laq8hQ4bw5ZdfakKtnCp37twEBwfHuf3pp59m+/bt8T64mFiTJ0+mYcOGdOjQ4bFt9+7do0OHDlSqVIlPPvnE4edW7hcZGckff/xBtWrV4txH66dTPju6Wa8aY2rEfRwTAVS1jSa3TES8gWnAB0QlvB8AnxNVfhxTbBl9fFHVMcZUsBz1I6yM8lEPeB5o/Ejx99dAdmC9bd10eDAc3uroxiLyA7ADKCciF0XkFSuBGWOuElXHoiP2q2Rv8eLFtGvXjowZMyb5WO3atePixYvs2bPHAZEpFbvcuXNz/fqjHTr/r2HDhvz6668OP++tW7eYPHkyo0aNemxbREQEvXr1Ilu2bEyfPp1EPGivUoAzZ86QI0eOWGfAjLmPJtQpnIPHzTPGBAO/Ar7GmP8ZYyKMMZHAN0SVdzzqIlA0xnsv4FI8p9hhq5tOlAR7f40x24k9y18dyzqMMZeIelIy+n03q8EYY8Y98n4oMNRqe6Xc4cKFC3z22WcsXWrpW6EEpU+fnkGDBvHll1/y/fd2PZqglGUJJdT169enR48ehIWFOeQPxWj+/v40bNiQcuXKPbTeGMPAgQP5559/WL16tT5DkIrt27cPHx+fePfRhDqlS3gED0tHEckH3LeVAmcmairwT0SkkDHmb9tu7YHDsTTfA5QRkRJAEODHw4NgPGouUUn1ZaIehhSiyrgrW4lVf2MplQShoaF06NCBN954gzp16jjsuK+88goffvghQUFBFClSxGHHVSparly54p1EKHfu3JQpU4a9e/fy9NNPO+Sc9+7d4/PPP2flysdn9V2/fj2bN29m9+7dcQ6jplKH/fv3x1o7H9OZM2ccUkKn3MQ45qFEoBAw11ZH7QEsMsasFJF5IlI16kycA/pAVJUEMNMY09IYEy4iA4ma/TAdMNsYcySec80mqiLjEP9fQ22ZJtRKJZIxhn79+lGyZEnefPNNhx47V65c9OjRg6lTp/Lhhx869NhKQVTCfOLEiXj3iS77cFRCPXfuXKpUqRJr7eykSZN46623yJEjh0POpZKvXLly8ffff8e7j/ZQpwIOGKrCGHOQqOGaH13/fBz7P1olsZo4Kipi8ZcxZkVi4gRrNdRKqVhMnTqVwMBAZs+e7ZRaz9dffx1/f3/u3HHGM78qrUuo5AMcX0c9d+5cBg8e/Nj6U6dOsWvXLrp3j+/bWJVa+Pj4EBgYGOf2yMhIzp49S4kSJVwYlXI8sbgkG8dtk7l0E5EO0YvVxppQK5UIW7du5f3332fZsmVkzZrVKecoU6YMFStWZMWKRP/BrFSc8ubNy+XLl+Pdp379+uzYscPyuOoJ+fPPP/H29n5s/ZQpU+jduzeZM2d2yHlU8latWjX2799PZGTs36pfvnyZnDlzOu13q3IRBz+U6AKZiaqdbga0sS2trTbWkg+l7HTx4kX8/Pz47rvvnDqL17Fjxzhy5AjPPPOM086h0q6aNWty6NAhbty4EedYv46so7579y7Xr1+nUKFCD60PCQnhu+++Y//+/Uk6vko5nnjiCfLmzcupU6ceezgVtNwj1UheyXKCjDEvJaW99lArZYfQ0FA6duzI4MGDad7c0uRJiRIZGcmrr77KuHHj8PLyctp5VNqVNWtW6tWrx4YNG+Ldr1KlShw/fjzJ5/vrr78oVqzYY1OML1iwgIYNG1KsWLEkn0OlHPGVfWhCnQoYMJFiaXE3EXlHRJ6IZ3tjEUmwp1oTaqUsMsYwYMAAnnzySYYPH+7Uc/n7+xMZGUm/fv2ceh6VtrVs2ZLVq+N/XqdEiRKcPXs2yec6d+4cxYsXf2x98eLFOXToUKzTT6vUq3r16nGOtf/nn39qQp0apJySj0PAzyKyUUQmiMhwERljG0nkEFGlH7sSOogm1EpZNH36dHbv3u20hxCjBQUF8e677/LNN9881punlCNFJ9Rx1bKC8xPq5s2b4+3tzYQJE5J8DpVydOjQgfnz58f6YKz2UKcSRqwt7g7TmOXGmHpAX6KmHU8H3ATmA7WMMW8YY/5J6Dj6f2ulLNi+fTvjxo0jICCAbNmyOfVcr7/+On379qVixYpOPY9SpUuXJkeOHPHWLzsqoY6MjIxzVJEvv/ySL7/80iHnUSlDuXLl6NChA+PHj39sW1BQEAUKFHBDVMqRxFhbkgtjzCljzBxjzHhjzJfGmLXGmLtW22tCrVQCgoKC6Nq1K3PnznXqQ4gAAQEBHDlyhNGjRzv1PEpFa9WqFatWrYpzu6MS6ueff57ffvuNAwcOPLbtySefZNiwYbEOqadSr3HjxjFr1iz++uuvh9b7+Piwc+dON0WlHMJquUcySqiTShNqpeJx4cIFfH19GThwIL6+vk49140bNxg0aBD+/v46U5xymZYtW/LLL7/Eub1w4cL8+++/3L1ruaMmVtmyZWPEiBG8++67sW4fNmwYJ06c0GEi05BChQrRr18/xo4d+9D6Nm3a8PPPP7spKuUYFss9kkHJh6NoQq1UHAIDA6lbty4vvvgiI0aMcPr5Ro4cSYsWLWjQoIHTz6VUtLJly3LhwoU4t6dLl46iRYty/vz5JJ+rT58+7N+/P9beR09PT2bMmMFLL73EG2+8wdWrV5N8PpX8vfXWW6xevZpDhw49WPf0009z7tw5goKC3BiZSrJIi0syEd9IH1ZoQq1ULJYvX46vry+TJ09m2LBhTn0IEaJqtAMCAvjkk0+ceh6lHpU1a1Zu374d7z6OKvvIlCkTY8aMYfjw4Vy8ePGx7Q0bNuTo0aPcv3+fp556ivHjx+tMoalczpw5GTVqFCNHjnywLn369Pj6+sZbiqRSgJRX8rFLRBaLSEtJxP/0NaFWKgZjDBMnTqR///6sXr2a9u3bO/2c0RPFzJgxg9y5czv9fErF5MqEGuCFF16gVKlSVKlShQoVKjB48GBWrVrFrVu3AChQoABff/01O3bsYN++fZQrV47Zs2cTERHhkPOr5Kdv374cPXqULVu2PFjXunVrVq5c6caoVJIYUmLJR1nAH3geOC0iH4lIWauNNaFWyiY8PJyBAwcye/Zsfv/9d2rWrOn0c965c4c2bdrw+uuv06ZNG6efT6lHeXp6Eh4eTnh4eJz7ODKhzpAhA99++y1Xrlzhu+++o0CBAnz22WcULFiQhg0b8tFHH3H9+nXKlCnD4sWLWbx4MXPmzKFKlSqsWrUKY5JXl5ZKOk9PT/773/8yfPjwB/++vr6+bN26lVOnTrk5OpVYKXCUD2OMWW+M6Qb0Bl4AdovIFhGpm1B7TaiVAm7evEnbtm05ffo027dv58knn3T6OSMiInjrrbeoXr06b731ltPPp1RsgoKCyJUrV7xlTSVKlODMmTMOPW+6dOmoUaMGo0aNYvPmzVy+fJnhw4dz7NgxnnnmmQcjP9SpU4ctW7Ywfvx43nrrLRo1asTu3bsdGotyPz8/P8LCwliyZAkQNT35+PHj6dChQ4LfoKhkKoWVfIhIHhEZLCJ7gTeBQUBeYBiwIKH2mlCrNO/ChQvUr1+fYsWKsXLlSnLmzOmS844cOZJbt24xbdo0p9doKxWXFStW0KpVK9KlSxfnPjVq1GDHjh1O7R3Oli0bLVu2ZN68ebzyyivUq1ePgwcPAiAitGnThoMHD9KzZ0/at29P165d+fPPP50Wj3ItDw8PPvnkE0aPHv3gc9a3b198fHzo3bu3fjOhXGEHkANoZ4xpZYxZaowJN8bsBaYn1FgTapWmRY/k0atXL6ZNm0aGDBlcct6ZM2cSEBDAV199RcaMGV1yTqViExAQwH/+85949ylZsiSenp4cPXrUJTENHTqUCRMm0KRJEzZv3vxgffr06enduzcnT56kcuXK1K5dm0GDBnHlyhWXxKWcq2nTpty7d49jx44BUX9ITZs2jRMnTjBp0iQ3R6fsJZFiaUlG3jHGfGCMefDEtIh0BjDGJDhigCbUKs1asWKFS0fyiLZ582ZGjx7NypUryZUrl0vOqVRsgoOD2blzJ82bN493PxGhadOmrF+/3kWRRZUA/Pjjj3Tt2pUff/zxoW1Zs2Zl9OjRHDt2DA8PDypUqMAnn3yivZgpnIjQpEmThz5nmTNnZsmSJXz00Uds27bNjdEpu6TMiV1iGx93ZCzrYqUJtUpzwsPD+eyzz+jXr5/LRvKIdvLkSfz8/Fi4cCFly1p+eFgpp/jll19o0KAB2bJlS3BfVyfUAI0aNWL69Ol8+umnsW7Ply8fX331Fbt27WL69OlaW50KxPY5K1GiBN999x1+fn5cunTJTZEpuzkgoRaRTCKyW0QOiMgREXnPtn6CiBwXkYMiskxEYu2dEpFzInJIRPbbaqNj26eFiEwGiojIpBjLHCDup7UfoQm1SjOMMQQEBFC5cmVWrFjhspE8ol27do1WrVrx4Ycf0qhRI5edV6m4BAQE0K5dO0v7Nm7cmG3bthEWFubkqB72xx9/8Nxzz8W7T6lSpRgwYABTp051UVTKWZ577jm2bdvG/fv3H1rfvHlz+vXrR+fOnV3+GVSJ46BRPu4BjY0xVYCqgK+I1AHWA97GmMrASeLvSW5kjKlqjKkRx/ZLwF4gFAiMsawA4v/6LgZNqFWasHXrVurVq8eYMWOYMGECW7ZscclIHtHCwsLo1KkT7dq1o3fv3i47r1JxuXPnDmvXrrU8XGOePHnw8vLi+PHjTo7sYcuXL0+wxhvgpZdeYsWKFVy7ds0FUSlnyZs3LyVKlGDfvn2PbRs1ahR58uThzTffdENkym4O6KG2DWV3y/Y2g20xxph1xpjo3uOdgFeiwzTmgDFmLlDKGDM3xrLUGHPd6nE0oVap2qFDh2jdujW9evWiX79+/PHHH7Rq1cqlo2oYY+jXrx85cuTg448/dtl5lYrPoEGDaNu2LQUKFLDcJm/evFy/bvn/L0l29uxZLl++TJ06dRLcN0+ePLRt25Zvv/3WBZEpZypXrhynT59+bL2Hhwffffcdv/zyC/Pnz3dDZMou1hPqvCKyN8byWszDiEg6EdkPXAHWG2N2PXKml4Ff4olinYgEPnrcGMdfZHv5h62EJHo5JCIHrV5ueqs7KpWSnDt3jjFjxrB27VpGjRrFkiVL8PT0dEssn332Gfv27WPbtm3xDk2mlKvMnTuX33//nT179tjVLnfu3C5NqFesWEHr1q0t/3fTv39/unfvztChQ/Hw0P6ilKpEiRKcO3cu1m25cuVi6dKlNG7cmEqVKlGlShXXBqcsEYM9I3hcjaccA2NMBFDVVie9TES8jTGHAURkNFF1zt/H0byeMeaSiOQH1ovIcWPM1kf2GWz72dpqwLHR3zgqVfnnn38YMmQIPj4+FC9enFOnTjF48GC3JdPRQ+P9/PPPlh78UsrZDh8+zJtvvsnixYvt/kzmypXLpQm11XKPaLVq1SJnzpysW7fOiVEpZ0toZs5KlSoxadIkOnbs6NLPo7KTg0f5MMYEA78CvgAi8gJRSXAPE8cQP8aYS7afV4BlQK1Y9vnb9vIqcMEYcx7wBKoQVV9tiSbUKtlZt24dpUuXRkQeWjw8PB4s6dKle2hJnz496dOnp2jRooSHh3P06FHef/99cuTI4bbr2LdvH6+++ioBAQF4eSW6vEsph7l16xadO3dmwoQJeHt7290+d+7cBAcHOyGyx12/fp29e/fSpEkTy21EhP79+zNt2jQnRqaczcpU9926daNx48Z88kmCwwMrN3HEQ4kiki96BA8RyQw0AY6LiC/wNtDWGHMnjrZZRSR79GugGXA4ntNtBTKJSBFgI/ASMMfq9WpCrZKVsWPH0qdPHyZPnkxkZOSDJSIigvDwcMLDw7l//z5hYWEPlnv37hEaGkpoaCi3b9/m66+/tqsu1BmCgoL4z3/+w/Tp06lRI85vspRyGWMMffv2pW7durz44ouJPk5oaKjjgorH6tWradiwIVmzZrWrXbdu3di6dSt///13wjurZMlKQg0wYMAAFi5cqOOPJ1eO6aEuBGy21TLvIaqGeiXwNZCdqDKO/SIyHUBECovIalvbAsB2ETkA7AZWGWPWxHMusSXnHYDJxpj2QAWrl6s11CpZOX78OO+//z4tWrR4aH1Kmpr79u3btG3blv79+9OxY0d3h6MUEDU754EDB9i169Hneay5f/8+ixYtYuPGjQ6OLHb2lntE8/DwIDw8XEusUrBixYoRFBREeHg46dPHnaZUrlyZLFmysHPnTurWrevCCFWCrA2Jl/BhjDkIVItlfek49r8EtLS9PkNU2YZVIiJ1gR7AK7Z1lvNk7aFWyUrVqlU5cOCAu8NItMjISJ5//nkqVarEiBGxTbqklOvt37+fUaNG8dNPP5ElS5ZEHePnn3+mdOnSlC9f3sHRPe7SpUts2LCB1q3tf0bot99+o3LlymTPnt0JkSlX8PT0JH/+/AQFBcW7n4g8mChLJUMpb6bEwUSNZ73MGHNEREoCm602dlhCLSJFRWSziByzzWYz2LY+ztlsbNv2isiztvfFRcSIyKAY+3wtIi86Kk6VvFWrVo0//vjD3WEk2ujRo7l69SozZsxIUb3qKvWKrpueNGkS5cqVS/RxZsyYQZ8+fRwYWdxGjBhBnz59ElW6tWHDBrvqrlXyVLx4cUtlH35+fixatIiIiAgXRKXsIZHWluTCGLPVGNPWGPOJ7f0ZY8zrVts7soc6HBhmjCkP1AEGiEgF4pjNRkSesrVrAAyIcZwrwGARyejA2FQKUbVqVf744w8iI5PRf2UWffvttyxevJilS5e6bVQRpR713nvv0aRJE7p165boY5w5c4Z9+/a5pIRpx44dbNy4kVGjRiWqvSbUqYPVOuqyZctSuHBhtmzZ4oKoVGomImVFxF9E1onIpujFanuH1VDbhh352/Y6RESOAUWMMTHHL9oJdLK9TgdEEtXhH7Mr7x/gN+AF4BtHxadShoIFC1KoUCF27tzJ008/7e5wLNuyZQsjRoxgy5Yt5M2b193hKAVE9U5v2rSJ/fv3J+k433zzDc8//zyZMmVyUGSxi4yMZNCgQXzyySeJKtm4du0aJ0+epHbt2k6ITrmS1YQaeFD20bhxYydHpeySvMo5rFgMTAdmAnZ/5eGUGmoRKU5UEXmcs9kYY44AWYDtwKNjHH0MDBMRnQUjDfLz8+OHH35wdxiWBQcH06NHD+bNm8dTTz2VcAOlXGTHjh1UqFAh0XXTAGFhYcyePZvXXot1kjGH+vbbb8mYMSM9evRIVPvNmzfzzDPPkDGjfsGZ0tmTUHft2pWlS5cSDrRZegAAIABJREFUFhbm5KiUZRaHzHPEg4sOFG6MmWaM2W2MCYxerDZ2+CgfIpINWAIMMcbcjLH+sdlsjDGDHj8CGGPOishuoHt85zLGEBIS4pC443L79m2nHj+1ccT9at++PT179uT69evxPuGdXIwdO5Zu3bpRt25duz+P+vmyn94z63bv3k29evWS9HvS39+fxo0bU6RIEaf+vr158yZff/01U6dO5datW3a3Dw8P56effqJVq1ZJilM/X/Zx1v0qVqwYN27csPRvmTt3bry9vTlw4ECy79RIU5+v5JUsW/GziPQnagKYe9ErjTH/Wmns0GxFRDIQlUx/b4xZGmN99Gw2z8U1m00sPgJ+Imqg7bjO55InufVpcfsk9X55e3uTPn16AgMDk30t5Lp161i+fDmHDh1K9HXr58t+es+sWbduHSNHjkz0/dq9ezeffvope/fudfo9Hzt2LD4+Poka/iwyMpJXXnmF69ev07t37yQ/w6CfL/s4436VLl2affv2WT72tWvX8PT0TBH/dikhRodIeQn1C7afb8VYZ4CSVho7LKGWqCENZgHHjDFfxFgfPZvNs3HNZhMbY8xxETlKVCK+21FxqpShVatWbNq0KVkn1CEhIbz22mv4+/unnV+QKsUIDQ0lMDCQqlWrJqp9SEgI3bt3Z8qUKRQtWtTB0T3s2LFjzJs3jyNHjtjd1hjDm2++yYkTJ1i/fr0+EJxKFClShH/++Yd79+5Z+jcNDw8nQ4YMLohMWSEkrxE8rDDGlEhKe0fWUNcDngca22at2S8iLYljNhuLPgR0zuY0qHLlyon6n6srjR49mueee45mzZq5OxSlHrNnzx4qVKhg90yD0V5//XUaNmxIp06dEt45CYwxDBkyhFGjRpE/f36723/00Uds2LCBVatWJfpaVfKTLl06vLy8OH/+vKX979+/nyJKBJPKmHBM+F+YyBvuDiV+KbCGWkSyiMg7IuJve19GRCwPhu/IUT628/BoHdFWx7IurmOcA7xjvD+ATj6TJnl7e3P48GF3hxGnK1euMG/ePE6ePOnuUJSK1YULFyhVqlSi2v7444/8/vvvBAZafh4n0X7++WcuXLjAwIED7W47depUZs+ezfbt28mdO7cTolPuFP1gYtmyZRPcNy30UEfeWQ4h/wUTBkRgPBsjOccjHsn0D8lklCxb9C0QCEQPMXaRqJE/VlpprMmqSpZKlSrF33//nWwf4Jg+fTqdO3cmX7587g5FqVhlyZKFu3fv2t3u/PnzDBo0iAULFjh9+u7Q0FCGDh3KV199ZVcyFBoayqBBg5gwYQLr16+nUKFCTowyeZoxYwbp06cnXbp0Dy2ZMmVi69Y4Hz1KUewZ6SOhacpTOnNvF9x8F8wN4C4QBvc2YW686e7Q4pbyZkosZYz5FLgPYIy5S+wdxbHShFolS//H3pmH1bR+cfz7VqLENWcIUYm4RShDZOpSKReRLrpmF8mQWWYZQokMlbHMFHFxcTXIdA0hDVTGhJCKBo3v74/KLzrDPufsM1T78zz7ob3fYZ3andZZe63vev/+vdQ1b8UlNzcXu3btwqxZs+RtCgcHX9TU1JCdzbhsBUCxUzJ69GjMnz8fnTt3lpJl/8fT0xMdOnSAhYUF4zmxsbEwMTFBSkoKHjx4gNatGdULVSoyMzOxYsUK3L9/H3l5eT8c69atw/79++VtIiu0atUKL1++ZDS2sqd80CxfAN9+OpsH5EaAFn6Uh0lCqWgpHwDyCCFqKHHzCSE6KKP2IQzOoeZQSHbs2IExY8YoZE7k8ePH8euvv6J9+/byNoWDgy/iRKjXr1+PGjVqwMXFRUpW/Z/k5GRs2bIFHh4ewgejONfaz88P5ubmmDVrFo4fP446depI2UrFZNu2bejbty+MjIzKRahHjhyJ4OBg5OYy9gMUFlEj1JU65aPwLe/zpBpQpJgOdQWMUK8E8A+A5oSQwwCuolhUgxGV9+McR4UlOzsbe/bswc2bN+VtSjkopdi6dSvc3NzkbQoHh0DU1dVFilCnpqbCw8MDUVFRUFKSfqxl4cKFmDp1KqMIc2ZmJsaPH4+EhAREREQovNawNElPT4enpydu3LjB87qWlhbat2+Py5cvw8bGRsbWsYu2tjZjh7qyR6ih2hXIeYXidh5loEWAikTiFNKBVkiVj8uEkPsAuqE41WMWpfQT0/lchJpD4fDw8ED37t2hp6cnb1PKERMTg7S0NAwcOFDepnBwCETUlI/du3dj6NChUpfIA4CnT5/i6tWrWLx4sdCxmZmZsLKygoaGBm7fvl2lnWkA2LJlC2xtbQUW6tnb2+P48eMytEo6MI1QZ2RkoKioSKKOoIoO0ZgKEDX86LapARpOKM5SUEAqWISaEHKVUppKKT1PKf2bUvqJEHKV6fxK/HGOoyISGhqKHTt24O7du/I2hScPHjyAqampTCJ4HBySIErKR25uLnbs2IHLly9L2apiQkJCMGjQIKFFj1lZWbC2toaenh78/Pyq/O/dx48fsXPnTqHqK3Z2dnB1dUVOTg7U1BTU2WKApqYmsrKykJmZKfBeiYiIgKmpaaVO+SDKzYD6Z0AztwN5twHlhiA1p4DUUNzgjoLlR/OFEFIDgDqABoSQuvh/IWJtAE2ZrlO13504FIq3b99i9OjR8Pf3h5aWYsqPP3r0CEZGRvI2g6OKkZWXh5ef05CTn894jigpH2fOnEGHDh3QoUMH4YNZ4Nq1a+jdu7fAMdnZ2Rg8eDB0dHQ4Z7qETZs2wcHBAdra2gLHNW7cGMbGxrh48aJsDJMShBBGaR+hoaHo27evjKySH0SlOZTquEOp0TUo1Q9UaGcaQEWKUE9FsVxe25J/S49gADuYLsK9Q3EoBPn5+bC3t8e0adNEqviXNZxDzSFLCouK4HY1DCbbfWB74DBMtu3G1oiboFT4XyFRUj7i4+PRtWtXSc1lBKVUqEOdnZ0NGxsbaGtrY8+ePZwzXUJSUhJj9RVLS0tERERI2SLpw0Tpo6o41BUKps60kLcyQkgNQsgdQsgjQkgMIWRVyfl6hJArhJCEkn95CtETQgYRQp4SQhIJIYt4mkqpV0mXxHmU0taU0lYlhxGl1JvpS+bepTgUgsWLF6NWrVpYunSpvE3hC6UUDx8+FLuVMweHqHjf/A/HHj5GbkEBsvPzkVNQgL137iMg8qHQuWpqasjJyWHkfL99+1ZmWs7Pnz8HAIHFiNu3b4eGhgbnTP+Eubk5wsPDGY1t164d4uLipGyR9MnMzBSo9vT582ckJCTI7AMhBzOICIcQcgH0o5QaAegIYBAhpBuARQCuUkr1UKzGUc5ZJoQoozjCbAnAAIADIcSA30aU0u2EkB6EkD8IIY6lB9PXzL1TccidoKAgnDp1CgEBAQr9x/Pdu3cAUCWbSHDIHkop9t+NRE7Bj1X9OQUF8LktvMZARUUFKioqyGeQJvLu3TuZ3df//PMPzM3NQQjvP6WUUvj7+2P+/PlQVlaWiU0Vhb59+yI0NJTRh6S2bdviyZMnMrBKusTGxsLAgK8PhPDwcPTo0QOqqqoytIqDCaSI2SEIWkxmyZfVSg4KYAiAgyXnDwL4ncd0EwCJlNLnlNI8AMdK5vG2l5AAAJsBmAHoWnJ0Yfp6uaJEDrmSkJCAv/76C+fPn0f9+vXlbY5AoqKiYGhoyNcR4OBgk4KiImTl5fG89plhsaGamhq+ffu5GUR5ZOVQ5+bmwt3dHUePHuU7JjIyEjk5OejZs6fU7alotGnTBnl5eXj58iVatRIsldaqVSukpKQgKytLIfX8mfDx40cUFhZCU1OT75jQ0FD069dPhlZxMIZ5fnQDQsi9Ml/7Ukp9S78oiTTfB6ALYAel9D9CiCal9B0AUErfEUIa8Vi3GYCkMl+/AWAqwI4uAAwok0+sPFDccCBHpaeoqAijRo3CqlWrKsTjutq1ayM9PV3eZnBUEaopK6NlXd6NS9o14vW3ozzq6uqMHeqmTRkXs4vNvn37YGBggB49evAd4+/vD0dHR+6DKw8IId+j1MJQVlaGrq4u4uPjZWCZdCiNTgu6F7j8aQWGeQ71J0pplzKH7w/LUFpIKe0IQAuACSGEafU0rxtHkLMcDaAxw7XLwTnUHHLj3LlzoJTir7/+krcpjOjSpQuePn2KL1++yNsUjirCsgF9UaNMswoCoIaKCpb2E6yQUQpTh5oQgtTUVHHNZMS3b9+wbt06rF69mu+Y/Px8HD16FI6OjNMWqxx9+vRBWFgYo7EVPY86JiZGYLrHx48fkZSUBGNjYxlaxcEIhm3HRZHWo5SmAwgDMAhACiGkCQCU/PuBx5Q3AMoK62sB4NNyEgDQAEAsIeQSIeRs6cHUPs6h5pALlFKsX78eS5YsqTCRKFVVVXTp0kUhOzhyyIfAwEB4enqiqEg6LcHMW2vjoP0w9NRugSa1aqGPTiscGz0SnbWaMZpfWpgoDGdnZ2zYsEFScwXi6+uLTp06CXwaFRoaCl1dXUbdE6sqffr0qTJ51LGxsWjfvj3f62FhYTAzM6vcHRIrMuyofDQkhNQp+b8agAEAngA4C+DPkmF/olji7mfuAtAjhLQihKgCGFUyjx8rUZyLvQ7AljIHI7i7kEMuhIWFIS0tDUOHDpXpvh8/fkTdunXFfgPu1asXIiIiMGjQIJYt46iIpKSkYO7cubh69SoOHjwolTqAzlrNcNB+uFhz1dXVkZubK3Tc1KlTsXHjRqEFYOKSnZ2NDRs24Pz58wLHvXv3Drq6uqzvX5nQ09NDUVERnj9/Dh0dHYFj27ZtixMnTsjIMvaJjY3FkCF8a8i4dA8Fh6XGLk0AHCzJo1YCcIJS+jch5BaAE4SQiQBeAxgBAISQpgD2UEqtKKUFhBAnAJcAKAPYRymN4bcRpZSZhA4fuAg1h1xYv349Fi5cKLMqfkoptm7dilatWuGXX36Bqakppk2bBj8/P0RHRzNep9Sh5uAAADMzM2hra0NfXx+dO3fG7du35W3SDzBV+dDQ0MDs2bOxfPlyRikiZcnJyUFGRobAMZs3b0b37t3RqVMngeMqcgGdrCCEoE+fPkI/nADAoEGDcOfOHcZSe4qGsA94nEOt2LCk8hFFKe1EKTWklHaglK4uOZ9KKe1PKdUr+fdzyfm3lFKrMvMvUErbUEp1KKVuPO0k5Csh5AuP4yshhHGOJ+dQc8ice/fuIS4uDmPGjJHJfvn5+Zg2bRr27t2L6OhovH//Hlu2bEG7du1w48YN9OnTBzdu3GC0Vvfu3REZGSmy08FROWnfvj3S0tKwcOFCeHl5wdbWFp6enowex8uClJQUxlFzJycnZGVlQUtLC87OzoiKiuI7tqioCBEREZg0aRKaNWsGPT09nDx5sty4wsJCuLi44NChQ9i8ebNQG7KysqCurs7I3qrMvHnzsHbt2u9SnvyoV68efH198eeff1a42o/U1FTk5OTwLZZ99+4dUlJSuEZbigpLjV1kAaW0FqW0No+jFqW0NtN1uJQPDpmzfv16uLi4yEQ3NC0tDSNGjICqqipu3LiB2rWLfzfMzMxgZmYGAAgICICLiwtu3bolNJ+7Vq1aaNeuHe7evYtevXpJ3X4OxUZZWRndu3fHjRs3MHToUBgaGsLe3h7h4eHYv38/6tbl2bxLJlBKkZycjEYMFUFq166Nixcv4uXLl9i/fz8GDx4MTU1NtG/fHoWFhT8ckZGRUFdXx59//onHjx/j7du3GD16NC5cuIBt27ahVq1ayMjIwKhRo5Cfn4/bt2+jXr16Qm3Izs7mItQM6NSpE6ZMmYLp06cjKChI4PvW4MGDERwcjDlz5mDv3r0ytFIyhCl8hIaGwtzcnNMqV2QUwFmWJVyEmkOmPHnyBBEREZg8ebLU93rz5g26d++ODh064OzZs9+d6Z8ZPXo08vPzGecacmkfHGUxMzPD9evXARRr/0ZERKBFixYwNjbGvXv3hMyWHunp6VBVVRU54qutrY1Vq1bhxYsXWLduHczNzWFhYQFra2sMHToU9vb2CAwMxOPHjzF//nw0a9YMXbt2RWRkJFRUVNCpUyecOnUK3bp1g46ODi5evMjImQa4lA9RWLZsGeLj4xm9b3l4eCA0NBQODg44dOgQPn78KAMLxSc3NxdHjx4VWJDIpXsoNgTsq3woOlyEmkOmbNy4ETNnzpTJH82ZM2fCzs4Oa9euFThOSUkJW7Zswfjx4zFkyBDUqFFD4PhevXrB19dX4BiOqoOZmRkWLlz4/evq1atj27ZtMDAwgLOzs9xUYZKTk9GsGTM1EF4oKyvDwsKC8XgNDQ34+fkhKCgIzs7OWLp0KaZNmybSnllZWWjRooWoplZJqlevjn379mHIkCHo168fGjZsyHdsrVq1cOvWLZw5cwaBgYGYMWMG9PX1MWjQIFhaWsLU1FQhutRSSnHixAksXrwYHTp0wLZt2/iODQ0NhbOzswyt4xCZSuQsM0H+v0EcVYbXr1/j7NmzcHJykvpeV65cQVRUFFxdXRmN79OnDwwNDeHt7S10rJmZGW7evInCwkJJzeSoBOjp6eHhw4fl8qaNjIzkmkstqUMtLsOGDcObN29EdqYBLkItKqamphg7dixmzpwpdKympiamTp2K06dP4+PHj3B3d0dubi4mTJgAc3NzJCYmysBi/ty4cQPdu3eHu7s79u7di7Nnz0JbW5vn2IyMDLx//15gBJtD/hBKGR2VBc6h5pAZW7ZswYQJE6SeV5qfn49Zs2bBw8NDaLS5LO7u7ti4cSM+ffokcFzDhg3RrFkzPHr0SFJTOSoBy5Ytw6RJk8rlehYUFMhVH1deDrUkZGdnc0WJIrJ69Wo8ePAAp0+fZjxHVVUVffr0wcaNGxEdHY3hw4ejW7du2Lp1q8Sa6snJyQgICMCiRYtga2sLAwMDzJw5EwkJCTzHJyYmws7ODg4ODpgxYwbu3r0rNJWjtPW6IkTVOfhA2VH5qEhwdyOHTPj48SP8/f0xZ84cqe+1c+dOaGlpwdbWVqR5+vr6sLe3F9jJrRQuj5oDAK5evYorV65g3bp15a7l5+fL1aG+e/cu2rZty8paX758wb59+/DgwQNW1uMHF6EWHTU1Nezbtw8zZszA58+fRZ6vrKyM2bNn49atWwgMDIS5uTlf51cYeXl56Nu3L4KDg6GhoYFx48bB398ftWvXRs+ePWFtbY3Lly+DUorU1FTMnj0b3bp1Q+fOnfH06VOMHTuWkZP84sULvtFrDgWigqh8sAXnUHPIBC8vL4wcOZKvBBJbfPz4EWvXrsXWrVvF6sC4YsUKHDlyBPHx8QLHcQ41R3Z2NqZMmYJdu3bxLHiVZ4Q6KysLx48fl1ia8tmzZ5g9eza0tbVx5swZDB48GJaWlggPD5dKOgvnUItHz549MXr0aJibm4utha6np4fw8HDY2dmhe/fu8PT0FDmtbffu3dDR0cGpU6fg6uqKYcOGoUuXLnBzc8OrV68wbNgwuLi4wMDAAG3btkVeXh5iY2OxePFiqKmpMd6nNELNodhUtaJEzqHmkDpfvnzB7t27sWDBAqnvtXTpUowZM0bsbm8NGzbE/Pnzfygy40WpQ60oesMcsmfZsmUwNTWFtbU1z+vydKiPHz8OMzMzaGlpiTU/PDwcQ4YMgampKWrUqIFHjx7h7NmzeP78OYYPH47JkyejR48eCA4OZvV3gHOoxcfd3f27EztjxgyhzXZ4oaSkhFmzZuH27ds4ffo0zM3NhQYXSklLS4ObmxtfvXE1NTVMnDgRUVFR8PX1xfXr17Fz507Gso5l4SLUFQQuQs3BwS67d+/Gb7/9JrRNrqS8ePECgYGBWLFihUTrlP5BiY2N5TumZcuWqF69utiPRjkqNqVqFl5eXnzHyNOh9vX1xZQpU8Sa6+/vjzFjxsDKygqvXr3Chg0b0Lx5cwDFyhKTJk1CXFwc5s2bh3nz5iEgIIA1u7kcavEhhMDe3h4xMTHIz89H+/btERQUJNYHHl1dXYSFhcHe3h49evSAh4eH0Gi1r68vrKyshBYKEkLQq1cv6Ovri2xXKS9fvuQcakWHYXS6MkWoOdk8Dqny7ds3bN26Ff/884/U9/L29saECRNQp04didZRUVFBVlaW0MhJ7969ce3aNbRp00ai/TgqFqUf2sLDwwVKlcnLoX706BGSk5MxaNAgkedGRERg/vz5CAsLQ7t27fiOU1ZWxvDhw6GpqYkxY8bA3t4e1atXl8RsAFyEmg3q1q0LX19fREREYMqUKdi2bRtsbGxgYWGBX3/9lXEqnJKSEmbOnAkrKytMmDABgYGB2LdvH19HmFIqVrQ5NTUV69evR3p6Or5+/YqvX78iJycHEydOxOjRo3nay6V8VBAqkbPMBC5CzSFVDhw4AGNjYxgaGkp1n69fv+LAgQOsSPJFRUVBS0sLDRo0EDiOy6OueoSEhGDatGk4f/489PT0BI59/Pix1GsGeOHr64uJEyeK7Mw/e/YMI0eOREBAgEBnuixmZmZo3749a7rsnEPNHr169cLDhw/h7OyMxMREDBs2DE2aNMGYMWPg7++P3NxcRuvo6Oh8bwrTs2dPbNmyhWe0WlNTEykpKSLbefPmTVy+fBkmJiYYOnQoZsyYgTlz5mDTpk1wcHDgqTrCpXwoPgQAKaKMjsoC51BzSI2CggK4u7tj8eLFUt/r4MGD6Nu3L1q2bCnxWhEREYzainMOddXi3r17sLe3x8mTJ9GpUyeBY79+/Qpvb2+ZN57IysrC0aNHMXHiRJHmpaenw8bGBsuXL8dvv/0m0lw3NzesW7cOmZmZIs3jBedQs0v16tUxbNgw7Nq1C4mJibh16xbMzc1x5MgRGBgY4OTJk4xSQpSUlODk5IQ7d+7g3LlzMDExwdmzZ3+Y27hxY7x//15kG5OTk9GtWzdMmTIFo0aNgrW1NWxtbXH37l0kJSXB09Oz3BxKqVhF5xyypaqlfAh1qAkhzQkhoYSQOEJIDCFkVsn5ESVfFxFCugiYP4sQEl0ydnaZ800JISGEkGBCiEbJuZWEkGxCSKMy4yR/l+aQC8ePH4eWlhZ69uwp1X2Kiorg5eWF2bNnCx/MAKYOdbt27fDlyxe8efOGlX05FJeMjAzY2NjAz88P5ubmQsfv3r0b/fr1kyhPVBxOnDiBnj17fs95ZkJBQQFGjhwJCwsLsZqxdOzYEX369BGYT86EoqIifPv2TSS1Bw7RaNWqFSZPnox//vkHfn5+WLduHczMzBgrg7Ru3RohISFYsmQJli9fjk6dOuHSpUsoKioSO0KdnJzM80mOqqoqDh8+jA0bNuDZs2c/XNPW1sarV69E3otDhjAtSKxKDjWAAgAulNJ2ALoBmEEIMQAQDWAYgGv8JhJCOgCYDMAEgBGAwYSQ0uekzgBmAtgDoKy20ycALiK+Dg4Fo6ioCBs2bMCSJUukvteFCxfwyy+/sOK4U0oREREBMzMzoWMJITAzM6u0Uer/Yl5hxuZTGLn0ADYfDsXHtKr72fbMmTMwMTHB77//LnRsTk4OPDw8sHTpUhlY9iOiFiNSSuHs7AwVFRVs2bJF7H1XrFiBLVu2SKT4kZOTgxo1anDNOmREv379cO/ePUyePBl2dnYYNWoUXrx4IXSekpIShg8fjgcPHmDNmjXYu3cvOnTogNDQULEi1F++fOGbf6+trY3JkyfDw8Oj3PmXL1+KvBeHbOEau/wEpfQdpTSy5P9fAcQBaEYpjaOUPhUyvR2A25TSbEppAYBwAENLrikDKCo5yj672QfAnhBST7SXwqFInD9/HtWqVcPAgQOlvteOHTswa9YsVh4BJiQkQFVVlXHqSGFhYaVsQR4UFoV524NxJ/Y1Xrz7jMCwR3BY4Y8PaV/lbZpcOHbsGEaNGsVo7L59+9C1a1ep1w38TFRUFJKSkmBpacl4jre3N65du4Zjx45JVECZl5eHRo0aSfQ7yKV7yB5lZWWMGzcOT58+Rbt27dClSxds3ryZUbdEQghsbGxw/PhxbN26FWfOnEFGRobIH6qsra0RGBjI97qzszOOHj2KtLS07+c4h7qCwEWo+UMI0QbQCcB/DKdEA+hNCKlPCFEHYAWg9FmkNwAfAH8BOFRmTiaKnepZotjGoThQSrF+/XosWrRI6nluWVlZiIiIYBQ5ZEJpugcTuz9+/IiIiAgMGTKElb0Vhdz8AnidCMe3vILv5woKi5CVk4eDF+7K0TL58PHjR9y8eZNR5828vDxs3LhRLtFpPz8/kYoRL168iPXr1+Pvv//m2ZhGFO7cuQMTExOJ1uAcavlRs2ZNrFixApGRkQgMDIStrS0+ffrEaC4hBL/99huuXbuGFy9eiPye379/f7x79w4xMTE8rzdu3Bg9evTA5cuXv5/jHOqKQVXLoWYckijJcw4EMJtS+oXJHEppHCFkI4ArKHaUH6E4hQSU0lcAevOZug3AQ0KIwGeQlFJ8/SrdiFlWVpZU169sZGVl4e7du1BSUsJvv/0m9Z/PtWvXYGFhAQCs7PXw4UP07duX0VqBgYHfo5bi7q2I99fLd59Rr2Y1qPF4d4h7liT1n6kwZP09Cw4Ohr29PYqKioS+9qCgIHTr1g0GBgYy/T7l5OQgNDQUQUFB5fbl9f1KSEjAwoULcezYMdSvX19iW2NjY9GjRw+J1klLS4O2tnaVu78UiXr16uHChQvw8vKCpaUlNm3ahM6dOwucU/b7pa6uLtbPb/LkyTh16hRatGjB8/rgwYNx48YNWFlZASh2qKOiouR+r4hDlbm/KFhR8CCENAfgD6AxijMafCmlXoSQ4wBKi1TqAEinlHbkMf8lgK8ACgEUUEr51vxJCiOHmhBSDcXO9GFKaZAoG1BK9wLYW7LOOgBCK7gopemEkCMApguxC7Vq1RLFHLGQxR6ViY0bN2LcuHES60Ez4cqVK+jatStrP6MLFy5g6tSpjNY7efIhUKMOAAAgAElEQVQkZs2aJfHeinZ/NSkk+JCRi7yC8qksrbTUFcJeWdpw6NAhzJkzR+iehYWFWLt2Lfz8/GT+PQoKCkLLli35aqKXtScvLw9//vknXFxc0Ls3v5iGaISGhsLe3l6i1/3q1StUq1atyt1fisjKlSthYmKCUaNGYdasWVi4cKHA3HZJv192dnYYNGgQXF1doaysXO56//79sWbNGnh5eYEQAj09Pdy8ebPC/pwqqt0iw070ubSOL5IQUgvAfULIFUqpfemAkuCroNagfSmlzB65SAATlQ+CYoc4jlLqIWw8j/mNSv5tgeIixqMMp3oAmAqu+UyFIiYmBjExMRg7dqxM9rt8+bLIMl/8ePv2LdLT0xm1Lc/Ly8OdO3cYKT5UNBrU0YCxvhaqqfz49lBDVQVjLaX24V4hSU5ORlRUFKMmKSdOnICmpqZc7gkfHx/GxYibN29GixYt8Oeff7Kyd3Z2Np4+fQojIyOJ1jl27Bjs7OxYsYlDcqysrHDv3j1cuHABlpaW+PDhg9T26tChAzQ1NRESEsLzuq6uLqpXr47o6Ojv47Oyshi3ReeQPQTspHzwq+P7vk+xjzoSzH1LqcEkh7ongLEA+hFCHpYcVoSQoYSQNwC6AzhPCLkEfJfDu1BmfiAhJBbAOQAzKKVp5XbgQcmnidMAJG+/xSEz/Pz84OLiwkrXNGF8+PAB7969E6oJzJTr16+jZ8+ejFQG7t+/D11dXfzyyy+s7K1orJtmDWP95lCtpoyaNVShVr0aZtr1Qo9fq1Z3shMnTuD3338Xej8XFRVh3bp1WLp0qcz1cR8/foxXr17B2tpa6Nj4+Hh4eHhg586drNn54MEDtG/fHjVq1BB7jczMTPzzzz+cQ61gaGlpITQ0FF27doWxsTFCQ0OltpejoyMOHjzI8xohBIMGDcKlS5cAFCuN2NjY4Ny5c1Kzh0NCKGV+AA0IIffKHDyjA3zq+HoBSKGUJvCzBMBlQsh9fuuyhdDoL6X0On5U4SjLaR7j36K4+LD0a+GCvv8fu/Knr+cCmMt0Pod8efr0Ke7evSuxHi1Tnjx5AgMDA56PCMXh4sWLjPSnATCW1quo1FKvAW+X4fiQ9hVpX3LQskld1FCtJm+zZE5iYiIjtY6zZ89CVVVVrHbfksK0GJFSiqlTp8LV1ZWVBkilHDp0SGI1n+DgYJiZmaF+/fosWcXBFioqKli7di3Mzc0xevTo7/cQW++7pfz+++9Yv3493+u9evVCUND/M05tbW2xadMmuLhwKruKiggFh5+E5TYLqONzgODodE9K6duSbIkrhJAnlFK+cs+SwAl+crCGu7s7/vjjD2hoaMhkvydPnrDWOOOff/7Bv//+i/HjxzMa37p1a0RERKCgoED44ApMo7q1oN+yUZV0poHitsvCtHkppXBzc5NLdDo7OxuHDx9m1Blx//79yMzMxMyZM1nbPykpCSdOnJC4qdLRo0fh4ODAklUc0sDCwgL3799HeHg4fvvtN7x7947V9Vu0aIGcnBykpqbyvN6mTRskJPw/CNmvXz9ERkbyHc+hALAkm8evjo8QooLiVOLjfE0oDvKCUvoBxUFgyeSIBMA51ByskJSUhNOnT2PMmDHCB7PE06dPWXGo379/jwkTJiAgIAANGjRgNGf48OGoX78+du3aJfH+HIqLrq4uEhMTBY65cuUKsrOzWZNuFIVTp07B1NRUaMQ5JSUFixYtgp+fH6uRxY0bN2LixImMf294kZqaWinlJysjTZo0wZUrV9C7d2/07NmTlXbzpRBCYGBggNjYWJ7X9fT0kJiY+F3nWk1NDf369cPFixdZs4GDRShACimjQxBC6vgGAHhCKeUpdkEIqVlSyAhCSE0Av6FYzlkqcA41Byts2bIF48ePl2lO8dOnT9G2bVuJ1igqKoKjoyMmTZqEPn36MJ5HCIG3tzdWr14tVrtdjooBE4d67dq1WLx4sVw6/DHtjDh79myMHz8eHTuWU5USm+TkZBw5cgTz5s2TaJ3AwEAMHDiw6igfVHCUlZWxYsUK9O7dm3W99fbt2/PVo65duzZq1qyJt2/ffj9na2vL5VErMuxEqHnW8ZVcG4Wf0j1+quPTBHCdEPIIwB0A5yml/0j6svjBKWhwSMynT5/g7++Px48fy3RfNiLUW7ZsQVZWFpYvXy7y3Hbt2mH8+PFYsGAB32IajopN69at8erVKxQUFPDMUY6IiEBycjLjLopsEhMTg+fPnwstRrx27Rru3LmDvXv3srq/u7s7xo8fj0aNGkm0ztGjR+Hs7MySVRyywsPDAx06dMDw4cNZk180MDDg61ADxVHqhIQENGtWLPJgbW2NuXPnIi8vD6qqqqzYwMEebDRtEVTHRykdx+Pc9zo+SulzAJLJD4kAF6HmkJht27bBzs7u+5ucLMjNzUVSUhJat24t9hp3797Fpk2bcOTIEbHbLi9btgwhISGIiIgQ2w4OxaVGjRpo1KgRkpKSeF6/f/8+tLW15RadnjBhAqpV45/fnpmZiVWrVmH37t1QV1dnbe93794hICAA8+fPl2id5ORkPHr0SKR26RyKQb169bB9+3a4urri27dvrKwpKEIN/N+hLkVTUxPt2rVDeHg4K/tzsAxzlY9KAedQc0jE169fsWvXLixYsECm+yYnJ0NTU1PsqMSXL1/g4OCAnTt3SqR4UKtWLWzZsgUzZsyo9AWKVRVBaR/Tp0/Ht2/fsG7dOpnalJOTg0OHDmHSpEkCxy1btgwmJibfu4myxaZNm+Do6IjGjRtLtM6JEycwZMgQiST3OOTH8OHDoauri7Vr17KyXpcuXXD//n2+DvrPDjXApX0oMlWt9TjnUHNIhI+PD/r37w9dXV2Z7quhoYHs7Gyx5lJKMX36dPTv35+x7m1WVhb8/f3x999/l7s2YsQINGrUCDt27BDLHg7FxsTE5Lv+7c+oqqri5MmT2LlzJ98x0uDUqVMwMTGBtrY23zGRkZE4evQo6x92U1JScODAAVbW5dQ9Kj6urq7w9fXFw4cPJV6rfv36MDQ05Kt3zcuhtrGxwdmzZ78XK3IoCEzzpyvRj41zqDnE5tu3b/Dw8MCiRYtkvne9evWQlpaGoqIikecGBATgwYMH8PT0FDiOUoqIiAhMnDgRWlpa2L59O0+d1NICxbVr17IuJcUhf6ZOnYoDBw4gKyuL5/WmTZvi6NGjcHR0xMuXL2ViE5NixDVr1sDV1RV169Zlde/Nmzdj9OjRaNq0qUTrJCYm4tWrV+jXrx9LlnHIg4YNG35Xe2HjKZ2giDMvh7p9+/ZQUlKSeQ0Ph2AI2FH5qEhwDjWH2Bw8eBAdO3ZkVTmAKSoqKqhZsya+fPkifHAZ4uPj4eLigmPHjvHNKX39+jXWrl0LPT09/PXXX2jXrh1iY2Nx5coVPHr0CIWFheXmtG3bFhMnTpR56guH9GnVqhV69eqFgIAAvmPMzc2xaNEiDB8+HDk5OVK1JzY2FomJiRg8eDDfMU+ePMGNGzcwYcIEVvemlMLf319i3WmguNX4iBEjxK5f4FAcxo0bh/r168PD42dVM9GxtbXlG3HW1dXF8+fPfwikEEK4tA8FhVDK6KgscA41h1gUFBTA3d0dS5YskZsN9evXF0nUPysrCw4ODli1ahV+/fXXH65lZ2fjyJEjsLCwQKdOnfD27VscPXoU0dHRmDdvHpo0aYI6depAU1OzXISkFFdXV4SHh+PaNak0YeKQI87Ozti2bZvAx8qzZ8+Gnp4eZsyYIdXHz35+fkKLEUvz+tksRASAuLg4qKurQ0dHR6J1KKVcukclghACX19fbNq0CfHx8RKtpa+vD3V1dTx48KDcNQ0NDdStWxdv3vwoO1ya9sGhQHApHxwczDh58iSaNm0q1/bb9erVw+fPn4WOy8zMhLu7O3R0dNC5c2dMmzbth+srV66ElpYWAgICMGnSJCQnJ2Pnzp3o2rVruc53nTp1QmRkJM99NDQ04OHhgRkzZiA/P1/8F8ahcPTp0wfVqlXDlStX+I4hhGDPnj3477//4OfnJxU7vn379v0+5ce7d+8QGBiIGTNmsL5/WFgY+vbtK/E6jx8/RmZmJrp3786CVRyKgLa2NpYtW4ZJkyaJlYpXFmFpHz877b1790Z8fDyXcqdQMFT44CLUHFUZSik2bNiAxYsXy9WO+vXr4/nz53yvZ2RkwM3NDa1bt0ZkZCSuXLkCX1/fH5zka9euYf/+/YiKisLFixdhb28vUHHA2NiYr0MNFFe9N2nSBN7e3uK9KA6FhBDyPUotCA0NDQQFBWHp0qW4c+cO63YEBgaic+fOaNWqFd8x27Ztw+jRoyXqXsiP0NBQkRog8aM0Oi0PuUEO6VGqduTj4yPROoIizrzyqKtVq4aBAwfi/PnzEu3LwS6cygcHhxCCg4NBCJG7duzs2bMxc+ZMBAcH/3A+LS0NK1euhK6uLp48eYLw8HAcO3asXJpHYWEhZs2aBXd3d2hpaTHa09jYmOejyFIIIdi+fTvc3Nx+6OjFUfH5448/cOfOHb4pP6Xo6+vD19cXI0aMwMePH1m1wcfHB1OnTuV7/evXr/Dz88PcuXNZ3Rco/iAdHh4usUPNpXtUXpSVlbFnzx4sX74cr1+/Fnudnj174uXLl+VSOwDeDjXw/9xrDgWCi1BzcPDn3bt3mD59Ojw9PculQ8gaS0tLnD9/HtOnT8fWrVvx6dMnLF26FLq6unj9+jVu3bqFgIAAtGvXjuf8/fv3Q0NDAyNHjmS8Z2nKh6AcWX19fUyZMkXiphccioWamhomTZrE6OnD0KFD8ccff8DBwYFnEas4xMXFISEhATY2NnzH+Pn5YcCAAQIj2OISExODWrVqoUWLFhKtc+vWLairq8PQ0JAlyzgUCQMDAzg4OMDf31/sNVRUVGBlZcVTppSfQ21paYmwsDCx5VQ5WIZyKh8cHHwpLCzEmDFjMGXKFFbyKNmga9euuHnzJvbs2YPWrVvj06dPuHfvHvbt2ydQGzsjIwPLli3D1q1bRfpgoKmpCXV1daHyaEuXLsX169cRFhbGeG0OxWf69OkICAhgpC6zZs0afPv2Dfv27WNl78uXL2PIkCF8ixHz8vLg6ekptQ9ybOVPl0an5f2BnEN6dOvWDY8ePZJoDX5pH/wc6rp166Jz5864evWqRPtysAhXlMjBwRs3NzcUFRVh2bJl8jblB1q2bIk7d+4gMTERPj4+jKJza9euhZWVFTp37izyfsLSPgCgZs2a8PT05AoUKxlaWlqwsLDAgQMHhI5VUVGBl5cXli9fLrK8Iy+eP3+ONm3a8L1+7Ngx6Ovri3VPM4GN/OmCggKcPHmSS/eo5BgZGSEqKkqiNQYOHIjr168jMzPzh/M6Ojp4+fIlT81rLu2DfZ49eyb2XE42j4ODB2FhYdi1axcOHz4MZWVleZtTDnV1dTRq1IjR2ISEBOzfvx9ubm5i7SWsMLGUoUOHonnz5kIL2TgqFrNmzcL27dsZKRl07twZgwYNYqU1+fPnz9G6dWue1yil2LRpk9R00IuKiljJnw4NDUXz5s1l3lmVQ7a0adMGSUlJfJshMeGXX36BqalpOWUdNTU1NGrUiGeOtq2tLf7++2+JVUY4/o+Xl5f4k7kcag6OH/nw4QPGjBmDgwcPStwdTRFwcXHBggUL0LhxY7HmC5LOK0tpgeL69euRnJws1l4cikf37t3xyy+/4MKFC4zGu7m5wc/PDy9evJBo3xcvXvB1qB89eoRv377BwsJCoj348fLlS6irqzMu3uUHV4xYNahWrRratm2LmJgYidaxsbHh+XvGL+1DR0cHdevWxb179yTal6OY9PR0HDp0SLzJFEARw6OSwDnUHAIpKirC2LFj4ejoiN9++03e5kjM5cuXERsbi1mzZom9BpOUj1JKuy3OmzdP7P04FAtCCGbNmsX4yUPTpk0xe/ZsLFy4UOw9KaV48eIF33Smy5cvY+DAgVLLS05PT0f9+vUlXufu3bvo2bMnCxZxKDqGhoYS51E3b94cnz59KneelxZ1KVzaB3v4+fnB2tparLkEzNI9uJQPjipBSkoKxowZg+zsbKxevVre5khMQUEB5syZgy1btqB69epir9O8eXPk5+czbiKwZMkS3Lp1CyEhIWLvyaFYjBw5Evfu3UNKSgqj8S4uLrh9+zauX78u1n4pKSmoWbMmatWqxfP6v//+K7XoNFAsx8dvb1Ho2rUr7t+/z4JFHIoOG3nU1apV41mD0qZNG77ylZxDzQ75+fnYtm0b5syZI/4iRUXMjkoC51BzlKOgoABeXl7o0KEDtLS0cOHCBaioqMjbLInZvXs3mjRpAltbW4nWIYQwTvsAivO7t27dCicnJ+Tl5Um0N4diUL16dXTu3Fmke2DDhg2YM2eOWPmdgvKngWKHt2HDhiKvy5QvX76gdu3aEq/Tu3dvXLt2jQWLOBQdNiLUqqqqPN8z+aV8AICpqSnev38vVImJQzCnTp2Cjo4OjI2NxVuApZQPQkhzQkgoISSOEBJDCJlVcn4lISSZEPKw5LDiM38QIeQpISSRELJIvBfDDM6h5viB8PBwdOrUCX///TciIiLg7u7OSmRK3qSmpmL16tUiy+TxQ5S0DwAYMmQItLW1JSvw4FAoRPlQBQAODg5QVlbG4cOHRd7r48ePAotu69Wrh8+fP4u8LlPYilCbm5sjPDxcoI47R+XA0NAQUVFREv2s+UWoBTnUysrKsLa25tu6nEM4lFJ4eHhI3CCKpZSPAgAulNJ2ALoBmEEIMSi55kkp7VhylEu2J4QoA9gBwBKAAQCHMnNZh3OoOfD582f4+PjAzMwMY8eOxYoVK3D58mW0bdtW3qaxxsqVKzFixAh06NCBlfWYKn2UQgjBtm3bsHHjRp7dvzgqHqJ+qCKEwNPTE4sXLxZZ/UBZWVlgZLuiONTa2tpQUVFBYmIiC1ZxKDINGzaEurq6RB0T+UWoW7dujaSkJL6SpLa2tpxDLQE3btxAeno6Bg8eLNlCLKh8UErfUUojS/7/FUAcgGYMLTABkEgpfU4pzQNwDMAQCV6RQDiHugrz6tUrjBw5Eq1atcLVq1excOFCPHv2DHZ2dpWq6UJMTAyOHz/Oah64qA41AOjq6mL69OlwcXFhzQ4O+SHOPdC9e3f06tULmzZtEmmesrIyT93dUpo3b47Y2FiR1hQFtlI+CCEwNzdHaGgoC1ZxKDqS5lHzi1CrqqqiWbNmfJVzLCwscPv2bWRkZIi9d1XGw8MDs2fPhpKSJC4iQ2dahCcYhBBtAJ0A/FdyyokQEkUI2UcIqctjSjMASWW+fgPmzrjIcA51FYRSir1796JLly4wMjLCq1evcOLECdjY2PDtwlZRoZRizpw5cHV1ZUWloBQdHR18/vwZqampIs1btGgR7ty5g3///Zc1Wzjkg66uLj59+oS0tDSR5q1cuRK+vr4izVFWVhbYwnzMmDHw9/eXWhMhtiLUQLE++9GjR1lZi0OxkTSPulq1anzrTtq0aYO4uDie1zQ0NGBmZoZLly6JvXdlJD4+Hn5+fvDz80NQUBDPdJxnz57h2rVrGDdunGSbUYjiUDcghNwrc0z5eTlCiAaAQACzKaVfAOwCoAOgI4B3ALbwsIJXZFBq+WacQ13FePfuHWxtbeHt7Y2QkBAsXboUderUkbdZUuPvv//GmzdvMG3aNFbXVVJSQseOHfHw4UOR5qmrq8PLy4srUKwEKCkpwcjISOR7oGXLlkhNTRUpt1RFRUWgQ21gYABdXV2pqRt8+fKFNYfaxsYG0dHReP78OSvrcSgukkao4+Pj+fY+sLKywokTJ/jO5dI+ylPqTN+5cwczZ87EzZs3y43Ztm0bJk+ejJo1a0q8HymkjA4AnyilXcocP0QcCCHVUOxMH6aUBgEApTSFUlpIKS0C4Ifi9I6feQOgeZmvtQC8lfiF8YFzqKsQx48fR8eOHdGpUyf8999/+PXXX+VtklTJzc3F3Llz4enpKZXIuziP/IFih0JXVxeenp6s28QhW1q3bi2yY1ijRg0oKSkhJyeH8RxhKR8AMHXqVPj4+IhkC1O+fv3KSsoHUPy43sHBAf7+/qysx6G4SBqhPnbsGEaOHMnz2ujRo3H+/Hm+T4gGDx6MCxcuCP29qUqoqKhg6NCh8PPzw/z587F9+/YfrqempiIgIABOTk7sbMhCygcpzj/dCyCOUupR5nyTMsOGAojmMf0uAD1CSCtCiCqAUQCkpqnIOdRVgNTUVNjb22PlypU4d+4cVq9eDVVVVXmbJXW2b98OfX19DBw4UCrri6ryUAohBF5eXti0aRNjLWsOxeTly5d8m60Iom7dukhPT2c8XliEGgCGDx+OBw8e4NmzZyLbIww2Uz4AYPz48Th48CDXIrqSo6+vj6SkJGRnZ4s8NyMjAyEhIfj99995Xq9fvz4sLS35quZoaWlBT08Px48fF3lvcaGUIigoCL/++qtM92VK2Zz08ePH49KlS3j79v8B26VLl2L06NFo1oyFNGMKoIgyOwTTE8BYAP1+kshzJ4Q8JoREAegLYA4AEEKaEkIuAACltACAE4BLKC5mPEEplax9pwA4h7qS8/fff8PQ0BDNmjVDZGQkTEx4PRWpfKSkpGDDhg3w8PAQPlhMRFV5KIuOjg6cnJzg7u7OslUcsuTJkydiqeHUqVNHpNxrJhHqGjVqYMyYMQgICBDZHmGwmfIBAB07dkTt2rURHh7O2pocike1atWgr6+P6GhewUPBBAcHo0+fPgJTEidOnIg9e/bwTZ/y9vbGnDlzkJycLPL+opKQkABLS0ssW7YMLi4umDt3rsI9hSnrUP/yyy9wcHD4/lTr/v37OHPmDNasWcPSbuwUJVJKr1NKCaXUsKxEHqV0LKX015LztpTSdyXj31JKrcrMv0ApbUMp1aGUurH04ngi1KEWIKo9ouTrIkJIFwHz55SMiyaEHCWE1Cg535QQEkIICS5JNi8V6s4mhDQqMz9T8pdZ9fjy5QsmTpwIZ2dnHDlyBB4eHlBTU5O3WTLD1dUVf/75J9q0aSO1Pdq1a4ekpCR8/fpVrPkLFy5EdHQ0rly5wrJlHLLg8+fPyMnJQZMmTYQP/om6deuK7FALi1ADxSoiknan4wWbKR9A8VOaoUOH4uLFi6ytyaGYiJtHfezYMYwaNUrgmH79+iEjI4Pvk8IuXbrAyckJY8eOFVmqUhT279+PHj16wMLCAg8fPsS4ceNw7NgxhQuYqKio/FC47OTkBB8fH6xcuRJ//vkn3Nzc2K2pYlnlQ9FhEqHmJ6odDWAYAL5trwghzQA4A+hCKe0AQBnFOSwoOT8TwB4AY8pM+wSA0xWTgJCQEBgaGkJFRQWPHj2Cubm5vE2SKW/fvsWpU6ewbNkyqe6joqKC9u3bi50jqKamhqVLl8LJyQm5ubksW8chbZ4+fYq2bduKJTFZp04dkVM+mOSC6uvr4+nTpyLbIwy2Uz6A4qdIzZs3Fz6Qo0IjTh51amoqbty4ARsbG4HjlJSUMGHCBOzdu5fvmCVLlkBLSwu9evVCUlIS33HicujQISxbtgw3btyAi4vL93odLS0tZGYqVjzwZxlCAwMDrFy5EpRSzJ49G+PHj2d3wyrmUAvtJ10SRi8NpX8lhMQBaEYpvQKAyR8TFQBqhJB8AOr4f4WlMv7feLLsIvsAjCOEbKSUSq9TQSUkOzsbixYtQlBQEPz8/GBpaSlvk+SCv78/7OzsZKJeUpr2YWZmJtb8Pn36QEdHBwcOHMDUqVNZto6DDQoLC7F79264u7tDW1sb3bp1g6qqKk6fPi32h1VpRaj19PTw7NkzzJw5E40bN4aWlhZ69OghsTPMlg51WWJjYzFixAhW1+RQPIyMjBAcHCzSnKCgIAwcOBAaGhpCx44bNw4dO3bE5s2boa6uXu66iooKDh48iE2bNqFbt24IDAxEt27dRLKHHydPnsT8+fNx9erVck9Da9WqpfAONQD89ddf0tmMUoDBe1ZlQqQcah6i2gKhlCYD2AzgNYqd8gxK6eWSy94AfAD8BeBQmWmZKHaqZ4liW1Xn9u3b6NixIz5//oyoqKgq60xTSrFv3z5MmDBBJvuJq/RRlr/++kusdtQc0ufhw4fo0qULTp06hZMnT8LV1RU1a9ZEQUEBduzYga1bt4q1rqgONdMItbq6Os6cOQNdXV1kZmbiwoULGDp0KIyNjbF8+XLcvXtXrEJAaUSoY2NjYWAgtS7AHAqCqC3Io6KisHz5csYBhubNm8PU1BSBgYF8xxBCsGDBAvj4+MDGxgZ79uyRuCD27NmzmDlzJv755x+e97GGhobY6YDSgl+jHKnBRah5w0NUm8mcuihu89gKQDqAk4SQMZTSQ5TSVwB685m6DcBDQggvoW6OEgoLC3H37l0cPXoUx48fh7e3N+zs7ORtlly5ceMGlJWVWYtACMPY2Bg7duyQaI1BgwZhwoQJeP36NVq0aMGSZcXfi7t376Ju3bqoU6cO6tSpgzZt2oiV81tVmTt3LsaOHYs5c+Z8fxpnYWEh8bqipnwwjVADxffToEGDvn+dlpaG6OhonDt3Do6OjsjIyIC1tTVsbGzQv39/oXqzlFLWHeoPHz6gsLAQmpqarK3JoZg0bNgQampqSEpKEvr+FhkZCSsrK3h5eaF///6M95g4cSK2b9+OsWPHChw3ePBghIWFYcKECfD09ISrqytGjhwJZWVlxnsBxWmFpSoZRkZGPMdUr14dlFLk5OQoTP2STB3qUpWPKgQjh5qXqDZDBgB4QSn9WLJOEIAe+DEiXQ5KaToh5AiA6ULGSf0ToDQLGcQlPz8fvr6+OHLkCBo0aIDevXvj9u3bqF+/vtw/Ecv7+3Xy5En89ddfMnvUpq2tjaysLHz69AnVq1cXeX7p98vR0RGBgYGYNGkSa7YFBgYiMWaHZt8AABTpSURBVDERLVq0wJcvX/D161c8f/4ce/bsEUuZQlRS0r/izK0Y5BcUwsakHVpq1mNlXVndY9++fcObN2/g4ODA+v3UqFEjvH//nvHva0FBgdi/37m5uejYsSM6duyIZcuW4fXr1wgNDcXBgwexYMECdO7cGX379oW5uTkaN27Mc76Wlhby8vJYa0b0+PFjmJmZKdwjcUD+72EVDSbfr969e+Phw4eoW5dXd+hiCgoKMG7cOOzatQsDBgwQ6V7v27cvVq9ejejoaLRs2VLg2BYtWuDKlSu4ceMGdu7ciZ07d2Lq1KmwtraGigqzGOPu3bsxZcoU6OvrC7SzR48eiI6O/uH9Vp73l5qaGlRUVGTnJ1Si6DMThN49/ES1GfIaQDdCiDqAHAD9AdxjONcDxaLcfG0khLD+GJIXsthDFEaMGIHMzEycPn0aOjo68janHPL6fmVmZsLf3x9xcXEys6FWrVqoWbMmXr58iS5d+IrdCF1jyJAhcHZ2xpw5c1izrU6dOjA0NMTatWu/nzt16hSGDBmC0NBQ6Ovrs7bXz2w7G4F9l///q378Zhx+M9aD+4TBrKwvi5/vf//9hwYNGkglon///n20bNmS8euoWbMm3r59K/brLjuvffv2aN++PZycnJCeno5Lly7h3LlzWLhwIVq2bAkbGxsMGTIExsbGAIo/WLAtm/f06VM0adJE4d5bS1FUuxQVYd+vli1b4vHjx7C1teU7Ji8vD3Fxcfj999/FKvS1sLDA9u3bsWPHDkaOsaWlJQYNGoTQ0FCsXr0aK1aswJIlSzB27FiBfRrS0tKwY8cOREZGCn3dmpqaiI+PR9euXX84L6/7y9DQEKtWrZLd/lXMoWaSQ81TVJsQMpQQ8gZAdwDnCSGXgHKi2v8BOAUgEsDjkv18ee7yE5TSTwBOAxA97FeJCQoKwuPHjxXWmZYnJ0+eRK9evXhG2aQJG3nUvXr1Qmpqqlh6rfzQ0tIqV9VuZ2eHdevWwcLCAq9evWJtr7Ikf8r4wZku5XJkAiKiX0hlT2kQEhIi0mNnpoSGhiIkJATz5s1jPEeUlA9RqFOnDuzt7XHo0CGkpKTAy8sLOTk5GDZsGHr37o2LFy8iIyOD9T/AMTExXP50FYKJ0ke1atVgYmKCpUuXirXHnDlz8OTJExgaGuL06dOMcrYJIejXrx/CwsKwf/9+HDt2DG3atMGuXbvw6dOncuOLioqwbNkyDB48WGgkHAA6dOggUadItunQoQMyMjLw+vVrGezGjg51RUKoQy1AVPs0pVSLUlqdUqpJKR1YMv5nUe0VlNK2lNIOJULcfPXBKKUrKaWby3w9l1Iq+kfVSszChQuxa9cu1KhRQ96mKByyLEYsS6dOncRu8FKKkpISRowYgZMnT7JkVXGxzps3b8qdHzduHObNm4cBAwbg/fv3rO1Xit8l/jXL+y4zqmdWCK5evcq6Q/3t2zdMnToV3t7eIjmpTIsSJUFFRQW9evWCu7s7EhMTMXXqVCxYsAADBgyQisIH51BXHZhoURNCEBwcjMDAwHItsZnQrFkzhIWFYcuWLVi1ahW6d++OsLAwxvN79+6NK1eu4OjRo7hy5Qp0dHRgaGiI2bNnIzg4GM+ePYOVlRWioqIY60tbWloiMDBQYTqCKikpoX///rh69ar0N6MoVvlgclQSuE6JFQhKKV6+fIkePXrI2xSFIz4+HvHx8bC2tpb53mxEqAsKCnD16lUYGhqyZBXvCHUpzs7OcHR0hIWFBT5/Zled8lsef8cvN79ivHmmp6cjNjaW9eJWNzc3GBoaCnz0zQtpRaj5oaKigtGjR+PRo0fw9vaGs7Mzq+tzDnXVQl9fH69fvxbagrxBgwa4dOkSNm7ciBMnToi8DyEElpaWiIyMhLOzMyZMmABLS0uRAh7du3dHUFAQUlNT4efnB01NTezYsQPGxsYwNDRESEgI42Lazp07Q11dHRERESK/FmnRv39//Pvvv7LZjItQcygq6enpqFmzpljFb5WdAwcOYOzYsd9F9WWJkZERoqOjJYog+vr6on79+hg2bBhrdpVGqPk9+nR1dcXAgQNhaWnJapGKg3lHvteG9/yVtX2kybVr19CtWzdWnwRFR0dj9+7d2LZtm8hzmbQelwZKSkoYPHgwJk6cyNqanz59Qm5uLpo2bcramhyKTWkL8piYGKFjtbW1cf78eTg5OSE0NFSs/ZSUlPDHH3/gyZMnsLa2hpWVFf744w88e/aM8RoqKiowNTXF4sWLcfnyZWRkZMDd3Z1x4SJQ7OCPHz8e+/fvF+dlSIX+/fsjJCSEsYyh+NBilQ8mRyWBc6grEB8+fECjRo2ED6xiFBQU4ODBg+x3eWJIrVq1oKWlhSdPnog1//Pnz1i5ciW8vLzEKsbhh4aGBqpXr843Ak0IwaZNm2BkZARbW1vW5JSMWjdFTwPtcudbadbF0B4dWNlD2rCd7lFUVIQpU6ZgzZo1YjmSKioqMo1QS5PS6DSb9zqH4iNKx0QjIyMcP34c9vb2EuUgq6qqwsnJCQkJCWjXrh1MTU0xd+5cmaphjRkzBsHBwXJX4CqlVatWUFNTQ2xsrHQ3ogClRYyOygLnUFcgXrx4wWkI8+Dy5cto3rw52rdvLzcbJEn7WL58OUaOHMlqukcpWlpaPPOoSyGEYNeuXQDAahRlx/Sh2DDeEgbNNaHXtD4WjeiDwKWOUFKqGG85bDvUPj4+IIRgypQpYs0XJ0JNKUVERATmz58PLS0t6Orq4tdff4WpqSn69OkDS0tLDB8+HOPGjZNRkVIxXLpH1YRJHnVZ+vbtix07dsDa2hovX76UaG8NDQ0sW7YMcXFxSEtLg4GBAQIDA2UQpS2WyDQ3N2e1PkZSBgwYIJs86ioWoWb+7IJD7uzduxcjR46UtxkKh7yKEctS6lA7OjqKNC8+Ph4nT55EXFycVOxq3rw5Xr9+zbf5AFDsrG3cuBHDhw+Ho6Mja2kOgzq3xaDO0te7ZpvQ0FBkZWV9l42TlOTkZCxfvhxhYWFif6AQJUKdkZGBgIAA7N69GwUFBZg5cyYWLFiAwsJC5OTkIDs7+4d/T5w4AV9f3x/kFaUJ51BXTQwNDUVuQT5ixAi8f/8eAwcOxI0bN9CgQQOJbGjYsCH279+P8PBwTJs2DXv37oW3tzdat24t0brCGD9+PDZv3iz3v1Ol9O/fH4cPH2a9NqIclSg/mgkVI1zEAU9PT/z3339CO0FVNT5+/Ih///0X9vb2crXD2NhYLKWP69evY/DgwahXj52mJz/TtWtXRpXuJiYmMDY2xu7du6ViR0WhsLAQs2fPhru7u8jd0/jh7OyMadOmSfQEhUlR4v379zF58mRoa2vj+vXr8Pb2RlxcHBwdHdG6dWvo6enB0NAQ3bp1Q9++fWFtbQ07OzvMnTsXp0+fFts2UYmNjZXr0yQO+VAaoRY1Kjxz5kwMHz4c1tbWrDVFMTc3x8OHD9G7d2907doVbm5uyM3lK0AmMVZWVkhISEBCQoLU9hCFfv364dq1a9Kty6CUU/ngUCwopVi8eDF8fHxw/fp11uWrKjqHDx+GjY0NfvnlF7naUSqdJ6o8krm5OS5duiQ1WaWhQ4cy1mRds2YNNmzYoJDd62TFnj17UKdOHdjZ2bGyXnBwMKKjo7FkyRKJ1snPzy8X3f769Svu3bsHHx8fmJiYYPjw4WjdujWePHmCY8eOoU+fPozylE1MTJCWlob4+HiJbGQKp0FdNWnYsCFq1KghVvqGm5sbDAwMMHLkSNZqPVRVVbFo0SLcu3cPt27dQseOHUWS2ROFatWqYfTo0Thw4IBU1heVhg0bomXLlrh3j2mfPfGgRUWMjsoC51ArMAUFBZg8eTKuXr2K69evo0WLFvI2SaGglCpEugcA1KtXD/Xq1ROpihwAdHR0UKdOHdy+fVsqdhkZGYFSyih30dDQEP369YOXl5dUbFF00tPTsWLFCmzdupWVgrkvX75g5syZ8PHxkTiNJiYmBhoaGnBycsKAAQOgpaWFxo0bY/LkyYiIiMDKlSvx7NkzLF68mLGkVylKSkoYMmQIzpw5I5GNTPj8+TOysrKgpaUl9b0UiQ8fPiAgIOD7kZ6eLm+T5IKlpaXIaR9Aca2Hr29xT7gpU6awmvvcqlUrnDt3DuvWrYOjoyMcHR2lElQYP348Dh48qDDFxQMGDJCyfB7X2IVDQfj27RtGjBiB169fIyQkROLcscpIZGQkMjMzYW5uLm9TABQ7r48fPxZ53ogRI8TSXGUCIeR7lJoJq1atwtatW5GWliYVexSZNWvWwMbGBp06dWJlPVdXV1hYWPyvvfOPkeqq4vjnS6HYskWMYkJtw0TdtLSmxZYoWl1gMYJrUWylIaFaMcaQNIZS5Y9Wo6AxMVls0iL+aOgqAbotbNGGpamsoUZFWoEukbILGhdSKJhATXCb1FjT4x/vTvOYztudmTezMzvvfJKX3Lnvnjv3ffP27J377juH+fPnp+5r+vTprFixgtbWVtauXcv+/fsZHh6mv7+fbdu20dHRkWqLytKlS8dkQj04OMisWbMyF+Fj8+bNbNiwgb1797Jp0ybWr19f7yHVheXLl9Pd3V2R7aRJk9ixYwcDAwMVZ1NMIu8nBwYGOH36ND09PVXtH6IshTNmzODAgQNV77sSap7gxajKS4mSrpX0nKRBScckrQ71nZKOS/qrpF9LmpZgf0rS0ZDlu6ZL8j6hbkAuXrzI4sWLmTx5Mrt376alpaXeQ2pIurq6WLlyZUNFjqhkUrNs2TJ6enpqvu2jFFpbW2lra6O3t7cmY2lUTpw4wZYtW6r2Yt7Q0BDd3d10dnZWpb9cLsfGjRtZvXo1ixYtYubMmVW97xcsWMDg4CDnzp2rWp/FOHbsWCb3Tw8MDLBmzRq2bt1KV1cXO3fubJjseWNJe3s7J0+eZGhoqCL7KVOmsGfPnoqzKY5GS0sLS5Ys4eDBg1XvG6JV6rF8X2Ek2traOHTo0KjJdlJhb5Z2jMz/gG+a2SxgLnCvpBuAPuBDZnYT8DfggRH6WBCyfM+pxmUlobEIG1Mrav1rw3Ecx3EcJ+NcMLPF5RhMnfBumztxUUlt+97oPlzqZFfS08BPzKwvVvcF4ItmtqJI+1PAHDO7UNJgUjCuw+bV+teG4ziO4ziOUyZmWOn7xd9TsED6qJk9WthIUg74MPBCwamvAk8mjQTYK8mAXxTrt1qM6wm14ziO4ziO04CUngXxwmgLpJJagKeA+8zs37H6bxNtC9meYHqbmZ2V9F6gT9JxM/tDqQMrh3G95cNxHMdxHMdpLCQ9C5QaTWHELSWSJgG9wG/N7KFY/T3AKmChmY26GVzSOuA1M9tQ4rjKwifUjuM4juM4TsOhKCTQFuBfZnZfrH4x8BAwz8zOJ9hOASaY2XAo9wHfN7NnazJWn1A7juM4juM4jYakTwB/BI4C+T0kDwKPAJOBV0Pd82a2StLVwGYz65D0fiAfVmUi8LiZ/bBWY22ceGM1RNKaEL/wJUndkt4h6ckQl/BIiFN4pFTbUH+1pH2Sng57e5C0TtIrsX6PJMVGHG8kaDhb0vP5+I6SPhJr3xnq5oXPOUmvF2jz5fpdUfUoV5uYXdH4muFc095fleoVs79MUr+k3lid61XcdpqkHkXxWgclfSzUN61ekFqzzPv8BP1ulnRAUUzf3ZKmxtpnxt9D+frE7DLp89NgZn8yM5nZTSH03Wwze8bMPmhm18bqVoX2Z82sI5SHzOzmcNxYy8l0frBNfQDvA04CV4TPO4CvFLT5MfDdcmyBHwE3AkuAVaFuHfCtel/zWGkI7AU+E+o6gN+H8vVAJ3AlsCPU5YCX6n0t9damwHYGcEsoX0UUS/OGZr6/0ugV6+N+4HGgN1bnehW33wJ8LZQvB6Y1s15pNUuybXbNStTvINHjdYiiKvwglDPj7yvRp8A2cz4/S0cmVqiJlvqvkDSR6I/+bP6EJAF3AUnpm5JsLyN6/PAmkIW0X8V0MCD/K/ydvF0bw7WBS7V5CzM7Z2YvhvIwMEjkrKG576+K9AKQdA3wWWBzwSnXq4CwQtYGPAZgZv81s3zO62bWC1LcYwm20PyaxSmmwXVAPjpCH3BnKGfN30N5+rxFhn1+Nqj3jH4sDmA18BpwHthecK4NOFSuLTCT6I9nN3BVqFsHvAIcCcdz9b72WmoIzAJeBk6H654Za78ROAy0h8854PWYNkeAT9b7uuqhTUIfudB+arPfX2n0AnqAW4H5XLpC7Xq93W428BfgV0A/0Y+QKc2uVxXuscz7/AT9/gx8PpTvB4Zj7TPj7yvRJ6GPHBnx+Vk56j6Aml8gvAvYB0wHJgG/Ae6Onf8ZUVrLsm2LtF9HEz6eSdKB6KWAO0Obu4DfjdBHjiZ8BFglbVrCP6M7RvmucX9/pdELuB34aSjPJzahdr2K6jWHKD7rR8PnhynyGLqZ9KqCZpn3+SPodz3RtpnDwPeAV0fooyn9fRX1yYzPz9KRhS0fnwJOmtl5M3sD2AV8HCA8rrmD5Aw7ibYZI0mHe0IZYCeQ+CJZE5NKG0XxNZ8iWuXYVaxNk5FGr9uAzylKJfsE0C5pW+2HXFfS6HUGOGNm+axiPcAtNR5vI5BGM/f5CRqY2XEz+7SZ3Uq0RfIfdR1l/UilTwZ9fmbIwoT6ZWCupCvDfumFRPuWIPrDOG5mZyqwzRJJOpwF5oU27cDf6zS+elKxNqH9Y8CgxYLVNzkV62VmD5jZNWaWA5YD+8zs7rEZdt1Io9c/gdOSrgtVC4GB2g+57qTxV+7zEzRQlGkOSROA7wA/r+MY60nF+mTU52eGpk89bmYvSOoBXiR6/NkP5HO5L6fgZUTFYhiOYpvEGknxf/JLzexU+iupHyPo0A88HFb6/wN8fZSuPqBLwxN2mdkjtRjzWFGuNvH7i2jF9UvA0ZguD5rZMyN85bi+v1LqVQlZ1+sbwHZJlwNDwMpRvnJc6wXpNHOfP6J+qyTdG5rtAn45SldN5++hfH2y7vOzhCd2cRzHcRzHcZwUZGHLh+M4juM4juPUDJ9QO47jOI7jOE4KfELtOI7jOI7jOCnwCbXjOI7jOI7jpMAn1I7jOI7jOI6TAp9QO47jOI7jOE4KfELtOI7jOI7jOCn4P67sNfE1oNF1AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"# EXAMPLE: POINT EXPOSURES WITH POINT HAZARD\n",
"import numpy as np\n",
"from climada.entity import Exposures, ImpactFuncSet, IFTropCyclone\n",
"from climada.hazard import Centroids, TCTracks, TropCyclone\n",
"from climada.engine import Impact\n",
"\n",
"# Set Exposures in points\n",
"exp_pnt = Exposures(crs='epsg:4326') #set coordinate system\n",
"exp_pnt['latitude'] = np.array([21.899326, 21.960728, 22.220574, 22.298390, 21.787977, 21.787977, 21.981732])\n",
"exp_pnt['longitude'] = np.array([88.307422, 88.565362, 88.378337, 87.806356, 88.348835, 88.348835, 89.246521])\n",
"exp_pnt['value'] = np.array([1.0e5, 1.2e5, 1.1e5, 1.1e5, 2.0e5, 2.5e5, 0.5e5])\n",
"exp_pnt.check()\n",
"exp_pnt.plot_scatter(buffer=0.05)\n",
"\n",
"# Set Hazard in Exposures points\n",
"# set centroids from exposures coordinates\n",
"centr_pnt = Centroids()\n",
"centr_pnt.set_lat_lon(exp_pnt.latitude.values, exp_pnt.longitude.values, exp_pnt.crs)\n",
"# compute Hazard in that centroids\n",
"tr_pnt = TCTracks()\n",
"tr_pnt.read_ibtracs_netcdf(storm_id='2007314N10093')\n",
"tc_pnt = TropCyclone()\n",
"tc_pnt.set_from_tracks(tr_pnt, centroids=centr_pnt)\n",
"tc_pnt.check()\n",
"ax_pnt = tc_pnt.centroids.plot(c=np.array(tc_pnt.intensity[0,:].todense()).squeeze()) # plot intensity per point\n",
"ax_pnt.get_figure().colorbar(ax_pnt.collections[0], fraction=0.0175, pad=0.02).set_label('Intensity (m/s)') # add colorbar\n",
"\n",
"# Set impact function\n",
"impf_pnt = ImpactFuncSet()\n",
"impf_tc = IFTropCyclone()\n",
"impf_tc.set_emanuel_usa()\n",
"impf_pnt.append(impf_tc)\n",
"impf_pnt.check()\n",
"\n",
"# Get the hazard type and hazard id\n",
"[haz_type] = impf_set.get_hazard_types()\n",
"[haz_id] = impf_set.get_ids()[haz_type]\n",
"# Exposures: rename column and assign id\n",
"exp_lp.gdf.rename(columns={\"if_\": \"if_\" + haz_type}, inplace=True)\n",
"exp_lp.gdf['if_' + haz_type] = haz_id\n",
"exp_lp.gdf.head()\n",
"\n",
"# Compute Impact\n",
"imp_pnt = Impact()\n",
"imp_pnt.calc(exp_pnt, impf_pnt, tc_pnt)\n",
"# nearest neighbor of exposures to centroids gives identity\n",
"print('Nearest neighbor hazard.centroids indexes for each exposure:', exp_pnt.centr_TC.values)\n",
"imp_pnt.plot_scatter_eai_exposure(ignore_zero=False, buffer=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Raster from file "
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-19T10:08:03.171168Z",
"start_time": "2020-10-19T10:07:37.913084Z"
},
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-19 12:07:38,904 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 300.0 arcsec.\n",
"2020-10-19 12:07:41,501 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n",
"2020-10-19 12:07:41,501 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n",
"2020-10-19 12:07:53,519 - climada.util.finance - INFO - GDP VEN 2014: 4.824e+11.\n",
"2020-10-19 12:07:53,587 - climada.util.finance - INFO - Income group VEN 2016: 3.\n",
"2020-10-19 12:07:53,934 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 16 s\n",
"2020-10-19 12:07:53,935 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n",
"2020-10-19 12:07:53,936 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2020-10-19 12:07:53,936 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2020-10-19 12:07:53,937 - climada.entity.exposures.base - INFO - cover not set.\n",
"2020-10-19 12:07:53,937 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2020-10-19 12:07:53,938 - climada.entity.exposures.base - INFO - geometry not set.\n",
"2020-10-19 12:07:53,956 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n",
"2020-10-19 12:07:53,957 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2020-10-19 12:07:53,958 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2020-10-19 12:07:53,959 - climada.entity.exposures.base - INFO - cover not set.\n",
"2020-10-19 12:07:53,959 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2020-10-19 12:07:53,960 - climada.entity.exposures.base - INFO - geometry not set.\n",
"2020-10-19 12:07:53,966 - climada.util.coordinates - INFO - Raster from resolution 0.0833333333333286 to 0.0833333333333286.\n",
"\n",
" Raster properties exposures: {'width': 163, 'height': 138, 'crs': {'init': 'epsg:4326', 'no_defs': True}, 'transform': Affine(0.0833333333333286, 0.0, -73.41666666666669,\n",
" 0.0, -0.0833333333333286, 12.166666666666664)}\n",
"2020-10-19 12:07:56,272 - climada.util.coordinates - INFO - Reading /Users/ckropf/Documents/Climada/climada_python/data/demo/SC22000_VE__M1.grd.gz\n",
"Raster properties centroids: {'driver': 'GSBG', 'dtype': 'float32', 'nodata': 1.701410009187828e+38, 'width': 163, 'height': 138, 'count': 1, 'crs': {'init': 'epsg:4326', 'no_defs': True}, 'transform': Affine(0.0833333333333286, 0.0, -73.41666666666669,\n",
" 0.0, -0.0833333333333286, 12.166666666666664)}\n",
"2020-10-19 12:07:59,125 - climada.entity.impact_funcs.base - WARNING - For intensity = 0, mdd != 0 or paa != 0. Consider shifting the origin of the intensity scale. In impact.calc the impact is always null at intensity = 0.\n",
"2020-10-19 12:07:59,127 - climada.entity.exposures.base - INFO - Matching 10770 exposures with 22494 centroids.\n",
"2020-10-19 12:07:59,131 - climada.engine.impact - INFO - Calculating damage for 10717 assets (>0) and 1 events.\n",
"2020-10-19 12:07:59,132 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_FL. Using impact functions in if_.\n",
"\n",
" Nearest neighbor hazard.centroids indexes for each exposure: [5705 5543 5706 ... 7659 7822 7660]\n",
"2020-10-19 12:07:59,140 - climada.util.coordinates - INFO - Raster from resolution 0.0833333333333286 to 0.0833333333333286.\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# EXAMPLE: RASTER EXPOSURES WITH RASTER HAZARD\n",
"from rasterio.warp import Resampling\n",
"from climada.entity import LitPop, ImpactFuncSet, ImpactFunc\n",
"from climada.hazard import Hazard\n",
"from climada.engine import Impact\n",
"from climada.util.constants import HAZ_DEMO_FL\n",
"\n",
"# Exposures belonging to a raster (the raser information is contained in the meta attribute)\n",
"exp_ras = LitPop()\n",
"exp_ras.set_country(countries=['VEN'], res_km=10, fin_mode='income_group')\n",
"exp_ras.reset_index()\n",
"exp_ras.check()\n",
"exp_ras.plot_raster()\n",
"print('\\n Raster properties exposures:', exp_ras.meta)\n",
"\n",
"# Initialize hazard object with haz_type = 'FL' (for Flood)\n",
"hazard_type='FL'\n",
"haz_ras = Hazard(haz_type=hazard_type)\n",
"# Load a previously generated (either with CLIMADA or other means) hazard \n",
"# from file (HAZ_DEMO_FL) and resample the hazard raster to the exposures' ones\n",
"# Hint: check how other resampling methods affect to final impact\n",
"haz_ras.set_raster([HAZ_DEMO_FL], dst_crs=exp_ras.meta['crs'], transform=exp_ras.meta['transform'],\n",
" width=exp_ras.meta['width'], height=exp_ras.meta['height'],\n",
" resampling=Resampling.nearest)\n",
"haz_ras.intensity[haz_ras.intensity==-9999] = 0 # correct no data values\n",
"haz_ras.check()\n",
"haz_ras.plot_intensity(1)\n",
"print('Raster properties centroids:', haz_ras.centroids.meta)\n",
"\n",
"# Set dummy impact function\n",
"impf_dum = ImpactFunc()\n",
"impf_dum.id = haz_id\n",
"impf_dum.name = 'dummy'\n",
"impf_dum.intensity_unit = 'm'\n",
"impf_dum.haz_type = hazard_type\n",
"impf_dum.intensity = np.linspace(0, 10, 100)\n",
"impf_dum.mdd = np.linspace(0, 10, 100)\n",
"impf_dum.paa = np.ones(impf_dum.intensity.size)\n",
"# Add the impact function to the impact function set\n",
"impf_ras = ImpactFuncSet()\n",
"impf_ras.append(impf_dum)\n",
"impf_ras.check()\n",
"\n",
"# Exposures: rename column and assign id\n",
"exp_lp.gdf.rename(columns={\"if_\": \"if_\" + hazard_type}, inplace=True)\n",
"exp_lp.gdf['if_' + haz_type] = haz_id\n",
"exp_lp.gdf.head()\n",
"\n",
"# Compute impact\n",
"imp_ras = Impact()\n",
"imp_ras.calc(exp_ras, impf_ras, haz_ras, save_mat=False)\n",
"# nearest neighbor of exposures to centroids is not identity because litpop does not contain data outside the country polygon\n",
"print('\\n Nearest neighbor hazard.centroids indexes for each exposure:', exp_ras.centr_FL.values)\n",
"imp_ras.plot_raster_eai_exposure()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## VISUALIZATION\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Making plots "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The expected annual impact per exposure can be visualized through different methods: `plot_hexbin_eai_exposure()`, `plot_scatter_eai_exposur()`, `plot_raster_eai_exposure()` and `plot_basemap_eai_exposure()` (similarly as with `Exposures`)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-16T09:22:39.209869Z",
"start_time": "2020-10-16T09:22:36.580905Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-16 11:22:36,585 - climada.util.coordinates - INFO - Setting geometry points.\n",
"2020-10-16 11:22:36,686 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
" return _prepare_from_string(\" \".join(pjargs))\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/cartopy/mpl/gridliner.py:307: UserWarning: The .xlabels_top attribute is deprecated. Please use .top_labels to toggle visibility instead.\n",
" warnings.warn('The .xlabels_top attribute is deprecated. Please '\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/cartopy/mpl/gridliner.py:343: UserWarning: The .ylabels_right attribute is deprecated. Please use .right_labels to toggle visibility instead.\n",
" warnings.warn('The .ylabels_right attribute is deprecated. Please '\n",
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/contextily/tile.py:268: FutureWarning: The url format using 'tileX', 'tileY', 'tileZ' as placeholders is deprecated. Please use '{x}', '{y}', '{z}' instead.\n",
" FutureWarning,\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-16 11:22:38,961 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ckropf/opt/anaconda3/envs/climada_env2/lib/python3.7/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
" return _prepare_from_string(\" \".join(pjargs))\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"imp_pnt.plot_basemap_eai_exposure(buffer=5000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Making videos\n",
"\n",
"Given a fixed exposure and impact functions, a sequence of hazards can be visualized hitting the exposures."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2019-10-29 18:17:55,127 - climada.util.finance - INFO - GDP USA 2016: 1.871e+13.\n",
"2019-10-29 18:17:55,180 - climada.util.finance - INFO - Income group USA 2016: 4.\n",
"2019-10-29 18:17:55,180 - climada.entity.exposures.black_marble - INFO - Nightlights from NASA's earth observatory for year 2016.\n",
"2019-10-29 18:17:55,796 - climada.entity.exposures.nightlight - DEBUG - Found all required satellite data (4 files) in folder /Users/aznarsig/Documents/Python/climada_python/data/system\n",
"2019-10-29 18:17:55,797 - climada.entity.exposures.nightlight - DEBUG - All required files already exist. No downloads necessary.\n",
"2019-10-29 18:21:45,895 - climada.entity.exposures.black_marble - INFO - Processing country United States Of America.\n",
"2019-10-29 18:29:41,450 - climada.entity.exposures.black_marble - INFO - Generating resolution of approx 2.5 km.\n",
"2019-10-29 18:29:42,812 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n",
"2019-10-29 18:29:42,815 - climada.entity.exposures.base - INFO - centr_ not set.\n",
"2019-10-29 18:29:42,820 - climada.entity.exposures.base - INFO - deductible not set.\n",
"2019-10-29 18:29:42,820 - climada.entity.exposures.base - INFO - cover not set.\n",
"2019-10-29 18:29:42,821 - climada.entity.exposures.base - INFO - category_id not set.\n",
"2019-10-29 18:29:42,822 - climada.entity.exposures.base - INFO - geometry not set.\n",
"2019-10-29 18:29:42,830 - climada.entity.exposures.base - INFO - Adding sea at 5 km resolution and 100 km distance from coast.\n",
"2019-10-29 18:29:48,407 - climada.hazard.tc_tracks - INFO - Reading 2017242N16333: IRMA\n",
"2019-10-29 18:29:48,653 - climada.hazard.centroids.centr - INFO - Setting geometry points.\n",
"2019-10-29 18:29:51,700 - climada.hazard.centroids.centr - DEBUG - Setting dist_coast 58555 points.\n",
"2019-10-29 18:30:01,391 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:01,481 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:01,492 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:01,498 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:01,578 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:01,589 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:01,593 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:01,671 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:01,684 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:01,689 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:01,774 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:01,788 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:01,793 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:01,879 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:01,894 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:01,899 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:01,987 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,003 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,008 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,091 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,108 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,113 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,193 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,210 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,214 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,293 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,310 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,315 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,397 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,416 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,421 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,507 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,526 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,535 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,664 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,684 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,688 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,778 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,802 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,807 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:02,907 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:02,928 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:02,933 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:03,030 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:03,051 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:03,055 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:03,139 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:03,159 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:03,163 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:03,245 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:03,270 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:03,277 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:03,418 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:03,443 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:03,449 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:03,573 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:03,594 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:03,729 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:04,110 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:04,130 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:04,137 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:04,253 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:04,268 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:04,275 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n",
"2019-10-29 18:30:04,395 - climada.hazard.trop_cyclone - DEBUG - Append events.\n",
"2019-10-29 18:30:04,406 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n",
"2019-10-29 18:30:04,414 - climada.entity.exposures.base - INFO - Matching 30986 exposures with 58555 centroids.\n",
"2019-10-29 18:30:06,830 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,831 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,835 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,837 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,838 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,843 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,845 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,845 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,851 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,853 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,854 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,859 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,861 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,862 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,867 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,869 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,869 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,874 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,876 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,877 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,882 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,884 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,884 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,889 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,893 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,894 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,899 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,902 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,902 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,916 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,918 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,919 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,930 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,932 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,933 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,942 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,946 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,947 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:06,966 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:06,981 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:06,985 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,143 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,147 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,150 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,182 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,197 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,211 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,246 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,261 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,262 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,276 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,280 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,282 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,292 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,295 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,296 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,305 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,309 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,310 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,318 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,321 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,323 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,334 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n",
"2019-10-29 18:30:07,337 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n",
"2019-10-29 18:30:07,338 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n",
"2019-10-29 18:30:07,353 - climada.engine.impact - INFO - Generating video ./results/irma_imp_fl.gif\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"23it [07:27, 28.51s/it] \n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
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],
"source": [
"# exposure\n",
"from climada.entity import BlackMarble, add_sea\n",
"country_name = {'United States Of America': ['Florida']}\n",
"exp_video = BlackMarble()\n",
"exp_video.set_countries(country_name, 2016, res_km=2.5)\n",
"exp_video.check()\n",
"\n",
"# impact function\n",
"if_def = IFTropCyclone()\n",
"if_def.set_emanuel_usa()\n",
"ifs_video = ImpactFuncSet()\n",
"ifs_video.append(if_def)\n",
"ifs_video.check()\n",
"\n",
"# compute sequence of hazards using TropCyclone video_intensity method\n",
"exp_sea = add_sea(exp_video, (100, 5))\n",
"centr_video = Centroids()\n",
"centr_video.set_lat_lon(exp_sea.latitude.values, exp_sea.longitude.values)\n",
"centr_video.check()\n",
"\n",
"track_name = '2017242N16333' \n",
"tr_irma = TCTracks()\n",
"tr_irma.read_ibtracs_netcdf(provider='usa', storm_id=track_name) # IRMA 2017\n",
"\n",
"tc_video = TropCyclone()\n",
"tc_list, _ = tc_video.video_intensity(track_name, tr_irma, centr_video) # empty file name to not to write the video\n",
"\n",
"# generate video of impacts\n",
"file_name='./results/irma_imp_fl.gif'\n",
"imp_video = Impact()\n",
"imp_list = imp_video.video_direct_impact(exp_video, ifs_video, tc_list, file_name)\n"
]
}
],
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