{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CLIMADA features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The functionality of climada is gathered in the following classes:\n", "\n", "- **Entity**: socio-economic models:\n", "\n", " - Exposures: exposed values\n", " - BlackMarble: regional economic model from nightlight intensities and economic indicators (GDP, income group)\n", " - LitPop: regional economic model using nightlight and population maps together with several economic indicators\n", " - ImpactFuncSet: collection of impact functions per hazard\n", " - ImpactFunc: one adjustable impact function\n", " - IFTropCyclone: definition of impact functions for tropical cyclones\n", " - DiscRates: discount rates per year\n", " - MeasureSet: collection of measures for adaptation\n", " - Measure: one configurable measure\n", "\n", "- **Hazard**: meteorological models:\n", "\n", " - TropCyclone: tropical cyclone events\n", "\n", "- **Impact**: impacts of the Hazard and Entity interaction.\n", "\n", "- **CostBenefit**: adaptation options appraisal.\n", "- **Add-ons**: OpenStreetMap and Google Earth Engine routines." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Risk assessment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Entity\n", "\n", "The entity class is just a container for the exposures, impact functions, discount rates and measures. It can be directly filled from an excel file following climada's template or from MATLAB files of the climada MATLAB version. The excel template can be found in `climada_python/data/system/entity_template.xlsx`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:01,631 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n" ] } ], "source": [ "from climada.entity import Entity\n", "from climada.util.constants import ENT_DEMO_TODAY\n", "\n", "# absolute path of file following template. \n", "ent_file = ENT_DEMO_TODAY\n", "ent_fl = Entity()\n", "ent_fl.read_excel(ent_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every class has a `check()` method. This verifies that the necessary data to compute the impact is correctly provided and logs the optional variables that are not present. Use it always after filling an instance." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:06,648 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-11-13 12:12:06,649 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-11-13 12:12:06,650 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-11-13 12:12:06,651 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-11-13 12:12:06,652 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-11-13 12:12:06,654 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-11-13 12:12:06,655 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-11-13 12:12:06,656 - climada.entity.exposures.base - INFO - geometry not set.\n" ] } ], "source": [ "ent_fl.check() # checks exposures, impact functions, discount rates and measures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exposures\n", "\n", "The `Entity`'s `exposures` attribute contains geolocalized values of anything exposed to the hazard, let it be monetary value of assets or number of human lifes, for example. It is of type `Exposures`. \n", "\n", "See [Exposures](climada_entity_Exposures.ipynb) tutorial to learn how to fill and use exposures.\n", "\n", "See [LitPop](climada_entity_LitPop.ipynb) to model economic exposures using night-time light and population densitites. See [BlackMarble](climada_entity_BlackMarble.ipynb) to model economic exposures based only on night-time light intensities. To combine your exposure with OpenStreetMap's data see [OSM](climada_entity_openstreetmap.ipynb)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:06,668 - climada.util.coordinates - INFO - Setting geometry points.\n", "2019-11-13 12:12:06,681 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:318: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:07,878 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ent_fl.exposures.plot_basemap(buffer=50000.0); # exposures in Florida" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Impact Functions\n", "\n", "The `impact_funcs` attribute is of type `ImpactFuncSet`. As such, it contains impact functions for different hazards.\n", "\n", "See [Impact Functions](climada_entity_ImpactFuncSet.ipynb) tutorial to learn how to handle this class." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ent_fl.impact_funcs.plot('TC'); # tropical cyclone impact functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adaptation Measures\n", "\n", "The `measures` attribute is of type `MeasureSet`. This class is a container of `Measure` instances, similarly to `ImpactFuncSet` containing several `ImpactFunc`. Adaptation measures aim to decrease hazards impacts and are subjected to a cost.\n", "\n", "See [Adaptation Measures](climada_entity_MeasureSet.ipynb) to learn to handle measures." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'TC': ['Mangroves', 'Beach nourishment', 'Seawall', 'Building code']}\n" ] } ], "source": [ "# print measures names\n", "print(ent_fl.measures.get_names())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discount Rates\n", "\n", "The `disc_rates` attribute is of type `DiscRates`. This class contains the discount rates for the following years and computes the net present value for given values.\n", "\n", "See [Discount Rates](climada_entity_DiscRates.ipynb)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ent_fl.disc_rates.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hazard\n", "\n", "Hazards are characterized by their frequency of occurrence and the geographical distribution of their intensity. A `Hazard` instance collects events of the same hazard type (e.g. tropical cyclone, flood, drought, ...) over the same centroids. They might be historical events or synthetic.\n", "\n", "See [Hazard](climada_hazard_Hazard.ipynb) to learn how to handle hazards.\n", "\n", "See [TropCyclone](climada_hazard_TropCyclone.ipynb) to learn to model tropical cyclones. [TCSurge](climada_hazard_TCSurge.ipynb) implements an approximation on tropical cyclones surges.\n", "\n", "To use satellite images in your models follow the tutorial [Google Earth Engine](climada_util_earth_engine.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A complete set of tropical cyclones events in Florida can be found in file `HAZ_DEMO_MAT`. This contains 1445 historical events from year 1851 to 2011 and 9 synthetic events for each historical one." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:09,224 - climada.hazard.base - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/atl_prob.mat\n", "2019-11-13 12:12:09,267 - climada.hazard.centroids.centr - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/atl_prob.mat\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:318: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Two hurricanes called Andrew happened in ['1986-06-05', '1992-08-16']\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard import Hazard\n", "from climada.util import HAZ_DEMO_MAT\n", "tc_fl = Hazard('TC')\n", "tc_fl.read_mat(HAZ_DEMO_MAT, 'Historic and synthetic tropical cyclones in Florida from 1851 to 2011.')\n", "tc_fl.plot_intensity('ANDREW') # plot intensity of hurricanes Andrew\n", "print('Two hurricanes called Andrew happened in ', tc_fl.get_event_date('ANDREW'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Impact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The impact of hazard events over an entity can be computed easily from the previously explained classes. By computing the impact for each event (historical and synthetic), the `Impact` class provides different risk measures, as the expected annual impact per exposure, the probable maximum impact for different return periods and the total average annual impact.\n", "\n", "Let us compute the impact of tropical cyclones over the exposures selected in Florida." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The configurable parameter `MAX_SIZE` controls the maximum matrix size contained in a chunk. You can decrease its value if you are having memory issues when using the `Impact`'s `calc` method. A high value will make the computation fast, but increase the memory use. The configuration file is located at `climada_python/climada/conf/defaults.conf`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:19,541 - climada.entity.exposures.base - INFO - Matching 50 exposures with 100 centroids.\n", "2019-11-13 12:12:19,545 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "Expected average annual impact: 6.512e+09 USD\n", "2019-11-13 12:12:19,595 - climada.util.coordinates - INFO - Setting geometry points.\n", "2019-11-13 12:12:19,602 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:318: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:20,603 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.engine import Impact\n", "\n", "imp_fl = Impact()\n", "imp_fl.calc(ent_fl.exposures, ent_fl.impact_funcs, tc_fl)\n", "\n", "freq_curve_fl = imp_fl.calc_freq_curve() # impact exceedence frequency curve\n", "freq_curve_fl.plot();\n", "\n", "print('Expected average annual impact: {:.3e} USD'.format(imp_fl.aai_agg))\n", "\n", "imp_fl.plot_basemap_eai_exposure(buffer=50000.0); # average annual impact at each exposure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can save our variables in pickle format using the `save` function and load them with `load`. This will save your results in the folder specified in the configuration file. The default folder is a `results` folder which is created in the current path (see default configuration file `climada/conf/defaults.conf`). However, we recommend to use CLIMADA's writers in `hdf5` or `csv` whenever possible." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:21,244 - climada.util.save - INFO - Written file /Users/aznarsig/Documents/Python/climada_python/doc/tutorial/results/impact_florida.p\n", "Data read: \n" ] } ], "source": [ "import os\n", "from climada.util import save, load\n", "save('impact_florida.p', imp_fl)\n", "\n", "# Later, the data can be read as follows:\n", "abs_path = os.path.join(os.getcwd(), 'results/impact_florida.p') # absolute path\n", "data = load(abs_path)\n", "print('Data read:', type(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Impact` also has `write_csv()` and `write_excel()` methods to save the impact variables, and `write_sparse_csr()` to save the impact matrix (impact per event and exposure). Use the class doc to get more information about these functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See [Impact](climada_engine_Impact.ipynb) to learn more about impact calculations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Adaptation options appraisal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The adaptation measures defined before can be valued by estimating its cost-benefit ratio. This is done in the class `CostBenefit`.\n", "\n", "Let us suppose that the socioeconomic and climatoligical conditions remain the same in 2040. We then compute the cost and benefit of every adaptation measure as follows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:21,260 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:21,263 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:21,292 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:21,294 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:21,365 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:21,367 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:21,583 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:21,586 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:21,644 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:21,646 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:21,720 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:21,721 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:21,802 - climada.engine.cost_benefit - INFO - Computing cost benefit from years 2018 to 2040.\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "----------------- --------------- ------------------ --------------\n", "Mangroves 1.31177 31.0058 23.6367\n", "Beach nourishment 1.728 24.6898 14.2881\n", "Seawall 8.87878 33.133 3.7317\n", "Building code 9.2 30.3762 3.30177\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 121.505 (USD bn)\n", "Average annual risk: 6.5122 (USD bn)\n", "Residual risk: 2.3001 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.engine import CostBenefit\n", "\n", "cost_ben = CostBenefit()\n", "cost_ben.calc(tc_fl, ent_fl, future_year=2040) # prints costs and benefits\n", "cost_ben.plot_cost_benefit() # plot cost benefit ratio and averted damage of every exposure\n", "cost_ben.plot_event_view() # plot averted damage of each measure for every return period" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now assume that the exposure evolves according to `ENT_DEMO_FUTURE` in 2040 and that the intensity of the hazards increase uniformly due to climate change." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:22,380 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-11-13 12:12:22,381 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-11-13 12:12:22,381 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-11-13 12:12:22,382 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-11-13 12:12:22,383 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-11-13 12:12:22,385 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-11-13 12:12:22,387 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-11-13 12:12:22,388 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-11-13 12:12:22,402 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,405 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,435 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,438 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,512 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,513 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,579 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,581 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,629 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,631 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,774 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,778 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,871 - climada.entity.exposures.base - INFO - Matching 50 exposures with 100 centroids.\n", "2019-11-13 12:12:22,877 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,905 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,908 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:22,995 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:22,997 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,080 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,082 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,142 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,144 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,301 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,303 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,394 - climada.engine.cost_benefit - INFO - Computing cost benefit from years 2018 to 2040.\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "----------------- --------------- ------------------ --------------\n", "Mangroves 1.31177 80.0097 60.9938\n", "Beach nourishment 1.728 63.3336 36.6514\n", "Seawall 8.87878 164.132 18.4858\n", "Building code 9.2 90.2786 9.81289\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 361.115 (USD bn)\n", "Average annual risk: 34.3977 (USD bn)\n", "Residual risk: -36.6389 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n", "2019-11-13 12:12:23,451 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,452 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,481 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,483 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,521 - climada.engine.cost_benefit - INFO - Risk at 2018: 6.512e+09\n", "2019-11-13 12:12:23,523 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,526 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,552 - climada.engine.cost_benefit - INFO - Risk with development at 2040: 1.302e+10\n", "2019-11-13 12:12:23,553 - climada.engine.cost_benefit - INFO - Risk with development and climate change at 2040: 3.440e+10\n", "2019-11-13 12:12:23,568 - climada.engine.cost_benefit - INFO - Current total risk at 2040: 1.215e+11\n", "2019-11-13 12:12:23,569 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-11-13 12:12:23,571 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-11-13 12:12:23,606 - climada.engine.cost_benefit - INFO - Total risk with development at 2040: 1.775e+11\n", "2019-11-13 12:12:23,608 - climada.engine.cost_benefit - INFO - Total risk with development and climate change at 2040: 3.611e+11\n", "2019-11-13 12:12:23,639 - climada.engine.cost_benefit - INFO - Combining measures ['Mangroves', 'Beach nourishment', 'Seawall', 'Building code']\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "--------- --------------- ------------------ --------------\n", "combine 21.1185 262.731 12.4408\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 361.115 (USD bn)\n", "Average annual risk: 34.3977 (USD bn)\n", "Residual risk: 98.3835 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n" ] }, { "data": { "image/png": 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zz43nUGgghf9KnJuedxORtcBy4PygpjIhV5G/GYlNJCo+Ba2soGDGy0hUDEn9zkOiAjkUZExk2LRpE7169QKgqidERKjRKxLW6v2PVtVlqnoc0ALopqqD3DF8TBOy+dnhlG9eAsD2j24j76sH2fnVQ2yfeKPHyYwJL/369eOVV6p3k06YMIEBAxrPfakCuRFLPHA60AGIqXpXU9V7gprMhFTZ5sXEtukNOLdhzL7uOyQuhfUPHETmyEc8TmdM+Hjsscc44YQTeOGFFygoKODEE09k8eLFTJkyxetoAQukq2cisAPnIq6S4MYxXpGoaKgopXTTYqIS04nJ3M8ZnbPGVbzGRLpu3bqxcOFCPvroI4YPH067du0YPnw4KSkpXkcLWCCFv62qDg16EuOphO7D2PLSmVQWbCWpz9kAlG2cT3R6G4+TGRN+kpKSOPPMM72Osc8CKfzficjBqvpL0NMYzzQ7+3kKfhwP0bEk978AgMr8LaQPHettMGPCwJFHHhnQwdtp0xrHuFaBFP5BwIUishynq0dwbtLSOK5UMAGRmHhSDr+sWltClyHehDEmzFxyySW7pn/77TdefPFFRo8eTfv27Vm1ahXjx4/noosaz/UugRT+YUFPYTyx9c3LaHbWswBsefUCqt9rZ7fm578cwlTGhJ/Ro0fvmh44cCCTJ0/moIMO2tV27rnnctFFF3H33Xd7EW+v1Vv4VXWliAwCuqjqOBFpATSeoxjGr5isjrumY5vv72ESYxqPBQsW0Llz52ptHTt2ZOHChR4l2nuBnM55F9Af6AqMA2KBV4EjghvNBFv68bcCoJUVRGe0I7nfuUhsgsepjAlvRx11FBdeeCF///vfadu2LatXr2bs2LEceeSRXkcLWCCXZI4ETgEKAFR1HZBa35NEpJ2IfCUiC0TkVxG51m3PEpHPRGSJ+z3z9/wA5veTqGi2fXCDFX1jAvDSSy8BcNBBB5GcnEyPHj1QVcaNG+dtsL0QSB9/qaqqiFSN1ZMc4LrLgRtVdbaIpAKzROQz4ELgC1W9X0TGAGOAW/Yhu2lAiT1OpnDehyT1ONnrKMaEtaysLCZMmEBlZSWbN2+mRYsWRDWyYU0CKfxvicgzQIaIXApchDNUc51UdT3uYG6qmiciC4A2wKnAEHex8cBUGkHhLy3aikgUsQlN8wOKlhWzZdwZxHc4jOjMdvge6LWDu8ZUt2TJEt544w3Wrl1LmzZtOOecc+jSpYvXsQIWyMHdB0XkeGAnTj//nar6WT1Pq0ZEOgB9gB+AbPdNAVVdLyIt9zZ0KKyb/xqZbY4gMb0DO9bPYOOS9wChZZcRZOQ0njE5AhWX04O4nB5exzAm7H344Yecd955DB8+nPbt27No0SL69+/PK6+8wimnnOJ1vIAEssePW+g/E5HmwNa9eQERSQHeBa5T1Z2BjmAnIpcBlwHExGfszUs2iMJtS8jpdhYAuWum0bbXZUTHJLJ23vgmWfjTh97ldQRjGoXbbruNiRMncvTRR+9qmzp1KldddVXjL/wiMhC4H8gF/g68AjQHokTkj6r6aX0rF5FYnKL/mqq+5zZvFJEcd28/B9hU23NV9Vmc4aBJSG2ne/EzNQitrECiYigr2UFlWSFJ6c6pjxWleaGOEhLFi7/0Oy/hgGNCmMSY8LZmzZo9zuAZNGgQa9Y0nluX1rXH/wRwG5AOfAkMU9XpItINeAOos/CLs2v/ArBAVR/2mTUJGI3zpjIaZxC4sBOf0pqtK7+krHgbyc26A1BWsoOo6KZ55svWCRdXe1yZvxmtKCU6oy1t7ljmUSpjwk/v3r156KGHuOWW3YcmH374YXr37u1hqr1TV+GPUdUpACJyj6pOB1DVhQF21xwBXAD8IiJz3LbbcAr+WyJyMbAKGLWv4YOpVbdRbFk+GZFoWnQeDkDxjpWkZffxOFlwtLlzebXHWlnBzin3IvH1nrlrTER56qmnOPnkk3n00Udp164dq1evJjk5mUmTJnkdLWB1Ff5Kn+miGvPq7XpR1W/wNwYAHFvf870Wl9ic1geeV60ttWVPUltGxhBFEhVN2vG3s3ZsW9KOvsHrOMaEjW7durFgwQKmT5/OunXraN26NYceeiixsbFeRwtYXYW/l4jsxCneie407uOm2d/hQ1XZsf5H8jbNobwsn46H3Ejh9mWUl+aR1rKX1/FConjRZ4gE//zkwfvDJZOD/jKmCUiLg4ePrn+5YJozZw7NmjVj0KBBu9pWr15Nbm7urlsyhju/hV9Vo0MZJNxsXTGZgtwlZLY9ko2L3wUgJj6dTUsnNcnCv3Zs9XP3tawQLSsm84z/BP214wM6t8wY2FnqdQI4//zz9+jWKS0t5YILLmDu3Lkepdo79i/nx44NM2nf73pi4pLdc/ghNiGLsuJcj5MFR7PzX632WOKSiW15AFEJaR4lMiY8rVq1ik6dOlVr69y5MytWrPAm0D6wwu+HqhIVHVe9raJkj7amImH/owDQykoq8zYSlZqNNLLL0I0JhbZt2zJ79mz69u27q2327Nm0bt3aw1R7xwq/HylZ3dj824e02N+5IENV2bJ8MinNDvQ4WXBUFueR+86VFP70JlSWQVQsyX3PJvO0x4hKTPc6njFh4/rrr+fUU0/l5ptvpnPnzvz22288+OCD3H777V5HC5gVfj9a7H8yGxZMYOn/7kC1giX/u53krAPI6Xa219GCYtu7V6OlBeTc8gsxWe0pz13J9o9vZ9t719DsvPFexzMmbFx66aVkZGTwwgsvsHr1atq1a8dDDz3EGWec4XW0gFnh9yM6JoE2B19IeWkeZcXbiY1PJya+6fZ3Fy38lNZ3LCMqLgmA2JYH0Ozccaz7e+d6nmlM5Bk1ahSjRoXlJUgBsU5cPzYtmUjRztXExKWSmNauSRd9AIlJoDJ/c7W2yvwtSEy8R4mMMcFie/x+KLB23ktERceR1rI3adl9iEsKy4FEG0TKYZew6anjSR1yAzGZ7SnftpK8qY/scQN2Y0zjZ4Xfj+wup9Jy/5Mp3LaUnZvmsHL2E8QmZJGW3Yesdkd5Ha/BpR1/O9FprSmY/ToVO9YRnd6atGNvJvnQi7yOZoxpYFb46yASRXLWASRnHUBZyYlsWPgmm3/7uEkWfhEhZeBFpAy0Qm9MU2eFvw6V5SXkbZlH3qY5FG7/jaSMzrRyx+hviooWTqFs7RwqS/KrtWf84R6PEhkTfu68885a2+Pj42nbti1Dhw4lOzs7xKn2jhV+P9b++goFWxeSkNqG1Ja9adXtbGLiAr3dcOOT+85VFM55i4T9j0bcM3scgd04x5hIsXjxYt5//30GDBiwa3TOH3/8kZNPPpkPP/yQK664gnfffZehQ4d6HdUvK/x+JKS2pWXn4U32Hrs1Fc5+g1Z/nUNMZjuvo0SMnesDu89BWk6n+hcyIVNZWcmECRMYOXLkrraJEyfy+uuvM336dMaPH8+YMWPCuvCLashvbrXXElLbaYf+14b8dbWygqKdKykv2UFMfDqJae2RKG/HrisacVNQ1rvuvgNodeMsohJCP/7+8d1C/pJh4YVhUYgIdf0PiggX/bcihKnC3/Mnevv66enp5ObmEh29uxZUVFSQmZnJzpkzqejcmYyMDPLyfO7W99VXcHTohxUVkVmq2r9mu+3x+1FSsIm188ahFWXEJKRTXrwDiYqhzcF/Ij45vPvv9kXqkBvZ+sp5pB13K9Gp1X++mOa2xxkMF39SWf9CJux07tyZp556iquuumpX29NPP03nzp1h2DBy336b5GSfbuHJk2H0aNiwwYO0tbPC78emJe+RkXMome2OouqOY7mrprJxyfvs1/tyj9M1vG3v/AWAovkf1Zgj7PeI7XEaU+X555/ntNNO44EHHqBNmzasXbuW6Oho3nvvPVi0iOSRI/nXzTc7C3/8MVxyCXzwgbeha7DC70dx/jra9roM39tMZrY9kq2r/N+UvDHb7xHb+wy1j248EgK4jenwB6eFII0JVN++fVmyZAnff/8969evJycnh8MOO8y5A1ffviTt2MEFTz8NmZlw223w0UfQr5/Xsauxwu9HTFwahduXkZy5/662oh3LiYlr2kM3mNDpOvQSryOYfRQbG8vgwYOprNy9w1RZWUlUVBRcfjns3AljxsBnn0HP8LtdqxV+P1p0GsbaX8aR0qw7sQmZlBVvIz93ITndm+bonCb0uhw/2usIZh/Mnj2bK6+8krlz51JcXExxZeWum5DHVd13VxUqK6F/f2daBErD4PZhLiv8fqQ0P4gO/a8jb9PPlJfuJD65Fc07nkhcUguvo5kmqmjbRjYv+pHinVucYuE64ES7mjqcjB49mpNPPpkXX3yRpKQkNv322655bdq08TBZ4Kzw10K1ktVznqFtr0tp1uE4r+OYCLDiuw/4+p/nk9amC9tX/kpG+4PYtmIerQ4aZIU/zKxcuZL77rtv9/G/9u39L1xeDlFRzlcYCa80YUIkyrm3biO4xiEYtLKy2pcJvlnj/8bgG8Yx8smfiElIZuSTPzHo2mdp1iW8DgoaGDlyJFOmTKl95u23w4wZzvSUKZCR4XxNnhy6gAGwPX4/mnc4no2L36V5xxOJia9+60GRpvd+Wbp6NrnvXEnZ+rloWbHbqtjpnKFRsHkVHQdXv7FHl+NG8/o5rTj00gc9SmVqU1xczMiRIxk0aBCtWrWqNu/lzz93zuQBuOsuePZZSEuDm2+GEz2+8syHFX4/Nix6B4CdG2fvMa/rkH+GOk7QbX19NIkHnUyzc16sMVaPCYWE9JYUbdtIYmY2Kdkd2Dj/exLSm6OV9qYbbg488EAOPNDPvbcnToTkZMjNhSVL4JxznAO7550X2pD1sMLvR6eBt3odIaTKc1eSftJ91a5bMKHTddilbPj1GzoOOp0eI6/nk1uOhqgoDj7tRq+jmRruuusu/zMnToR334XFi+G445yin5sLcXGhCxiAoBV+EXkRGA5sUtUeblsW8CbQAVgBnKmq24KV4feIlMHZqiT1HEnxwikkdg+fj6ORpNeZt+ya7nLcH8npOYTy4gIy9uvuYSpTZdq0aQwePBiAL7/0fxHnMY8/Dldf7RT68eOdxo8/hmOOCUXMgAVtkDYRGQzkAy/7FP5/Armqer+IjAEyVfWWutYD3gzStn7BG7W2S1QMMfHppDTvQUJK65BmgoYdpG3Lqxewa9jl8hKKfv2Q+E6DiEqt3m/Z/PyXG+w1axOpg7T5Wvn9JFodPJj4lAyvo4Q9LwZp69GjB/PmzQOgY8eOtS4jIixbFtiIq6ES8kHaVHWaiHSo0XwqMMSdHg9MBeot/F6Iik5g58bZpDQ/kJj4DMpLtpO/ZT6pLXtTWrCJVaueIPuA00hvtcc2bTRim+9f/XErP/2WJuh+eedfTL3/HNLadKHVwUeRc/BRtDp4MAnpzb2OZmBX0QdYvnx59Zk//ACHHupMf/ed/5UcfngQku2bUPfxZ6vqegBVXS8iYXv38tKizbTpeRFJ6bvf3Yt2rGDLiim063UZBVsXsmnppEZd+NOH1tFXaUJq+EP/o7y0mM0LprP+l6+Z/9GTfP3gH0nJ7sDpz8yrfwXGO+edB0uXOtOnn177MiKwbl3oMtUjbA/uishlwGUAMfGh//hbvHM1ian7VWtLSG1H8c7VACRldaWsZEfIcwXLjs/vJ+GAY4nf75BdbSUrf6Rk6VTSjr3Zw2SRQysrqCgvpbKshIrSYuJSMshoZ3384aBdu3Z1n/iwn1MrVq1fH6JEv0+oC/9GEclx9/ZzgE3+FlTVZ4FnwenjD1XAKvEprdmy/FOadTiBqOhYKivK2LriM+JTcgAoK84lOrbpnPaYN+1RUo+8ulpbbKsD2fLCCCv8ITDp2kMp2LqW7IMGkdNzCIOufY7M9tb1VtOJnbfz4YrQX1h5xb+e2jW9ZO5svnxvAsNHX0bLNu3YtHY1H7/8PMeMGEV5cgqTZy+lMj4+5Bn3RqgL/yRgNHC/+31iiF8/YDndzmLdgtfJ/eYOomMSqSgvIiG1LTndzwWgsqyQ7C4j61lLI1JeikTHVmuS6Di0vNjPE0xDik1MRSsqKM3b5nwVbKeyopyo6LD9UO6JhBhvrqbvMfCIXdNP30udN1sAABuLSURBVPVX7h7/Ds1a7T65o9+Q4xh74SgK27YjZucOSluEbS82ENzTOd/AOZDbXETWAHfhFPy3RORiYBUwyv8avBWbmEX7vldRVryd8tKdxMSlVjvFMyGtad2bNq5dP/K++Q9pQ67b1Zb/7dPEtu3rYarIMez+z6msqGDLkpls+GUac9+8n82LfySzfQ+G3f+51/GMj9yNG0hISqnWlpCcwtYN61l91Y0MuPRcll1yBUWtWle738K2foeGOqpfwTyr5xw/s44N1msGg0TFEB2bjGolpUVbAYhLbOZxqoaXMeIRNj91PAUzXyG2eWfKtiylMm8jLf/ymdfRIkZZ4Q4Kc9dTsGUN+ZtWUpq/nfLSIq9jmRoGHDeMey89lzOvupHmOa3Zsm4t7zz1bwYcN4zOzz0JwEH33F79SSJ89sN8D9LWzm627kfB1oVsWPQ25aV5e8zzcsiGYN1sHaCyJJ+iXz+iYvtqojPakXjQcKLiU+p/4u9k5/HDe5f3JG/9bzQ/oD+tegym1cFHkX3g4cQkNJ3jSA3h1K7eX+9ZWlLMG/9+gG//O5HcjRvIbJnNoJNGcPa1NxOfkOh1vGpO6ZhV63n8Vvj9WDb9H2S1G0Jaq/5E1ej79lIwC79XrPDD+p+n0rL7YUTHhfdBQa+FQ+FvTPwVfjty5EdFeRHprQdGzNg1WlFO/jf/ofi3r6ksqH4jkOxr7J6vwZbTa8iuaVWttv0lzMZyj0Q/fxfY/0CvwwcHOUnDsMLvR3rOAHZumEF6zgCvo4TEtg+up2TJlyQfdhk7Pr6d9JPuI//bp0jqY7eaDIWCrev4/skr2fDLNEoLtlebd9F/bYROrz1+yzX1LiMiPDftpxCk+f2s8PtRvHMV29d8w9ZVXxETl1pt3n59rvAoVfAUzX2P7Ou+JyZzP3Z8chdpR11LYrcTyX3rz8BYr+M1ed8+9mdi4pMYdv8XfPzXozjpwWn89OpY2h7yB6+jGeD5/83xOkKDiujCf/Vy/3fFKYlJhKyu/KvFwSFM5J3K0kKiM5xTVCUukcrSQmKzu1G6pnHswTR2m+Z/x1mvrCI2IRkRoVmnXhx5/Qt8eP3hdBt2qdfxTIAGjTyeb97f80y4I0YN49u3P/EgUe0iuvDnlGz3P9O9Krcxj8WzN2Kzu1O6agbx7QcQ164/Oz4dS1RCGtHpjePm0Y2dREUTFeX8O8YlZ1C0fTNxSWkUbl3rcTIDcMVxh/Kfz38A4KLDe1Q7P9/Xup21D+OSsmRR0LLti4gu/Ld1O6vO+RUlOynaMp+KsgKc2xA6mmK/f+ZpjyIS7UyPeJjct/+CFueRddazHieLDC26HcrqGf+lwxEjadPvRL76x1lExyXSvEtk7HiEu6v+8eiu6RsefmaP+UOfewKAqG++ouet11Wbl7R6JfmduwQ34F6K6MLvzwH56xm2fDKnbv2VTimtKSnYSHxyNiUFG0hM79gkC7/v4GyxLbqQfYVdLRpKR/31FVDnxvYDL/83v7z7EGVFefQYcV09zzShcOAhA3dN+w7fUCVl2hfOxDdfUZqZtXuGCHkHdGPt8NOCHXGvWOF3ZZbmM3zTT4zYMItu+ev4NiqGu9seSYf9T2HJN3fSof/17Fg/g5KCDV5HDZqiRZ9ROHsCFfmbaHnph5SsmokW7yThgPC6e1BT5HsDlpj4RPqc+zcP05i6vPbw/+3ZGOOU0hsef5GNJ4T/AfmILvwxlRUcs/VXRm6YyRG5i1mV2IyPW/amTfE2zqwsJ2P/U6otn9aqH799dw8t9z/Zo8TBkzftcfKmPUrywEso/Nm50bzEJrLtvWtodUAdN5cwDaKitISfXr+HZVPfoHjnVv743g7WzJrCzrWLOfCUq7yOZ3xsWV/9uMu2zZuY98N3HHbiSWy84TYyZ/9I2/ffImHDeopb5bBmxKiwGqcHIrzwf/Pd3SjC+63683jfE5if2haAc9Z9T3R0POWlebsGZyvascIdsyf8r3TeF3lf/5uWV3xBTLMO7PziAQBis7tRvim8Dko1VdOfvZ7CLWs56ubXmHLHMAAy2x/ED89cb4U/zFz7ryf3aJv19edMm/Qebd+dwEH33s7q089my+FHkrh2DYdcdj7zb7uHNaf7G74s9CK68C9OzqHvjhX0zFvNyqTmrEnIYqd7Nk9aq77s3LGc1BY9yWx7JKvnPAMiZLVrHFfm7a3KkjyiM93TOavOWKgog5g4D1NFjpXfvs+ocUuJTUgGca7UTW7exs7qaST6HHkM/7r6YrrMmcX0l99lx8G9d81bO2IUfa+51Ap/uPhjn7/Qungbp26YyZ9WT+P2JRP5NusAkipKadH6MDQ+HXBO6UzK6ExlRSnxydkepw6O+M6D2fn5/aSfsHtUwbxpj5Gw/9EepoocUbFxaEV5tbai7ZuJT2t6I8E2dhtWraj2uKSokK8nvUvznDbEbdrIzu49qs3feUB34nK3hDBh/SK68AOsS8jkqQ7H81SH4+m7fTkjNs6iEmHijId5N+cQHuw8HKDaWPxNUdZpj7P5+ZPJ//45KovzWHdfV6IS0mhx6YdeR4sIHY8cxdcPjmbgnx8BoHDreqY/cx2djrIhM8LNn4f0Q0R2dfvGJybR6cCDue7B/7DtkX/Q/YG7WXjT36iMjyeqpISuD93Htj7hdVqujc5Zw7Lp/yBelRGVpZxbUcqpNYZrAOg08NaQZKlNMEfnVFVKV82gYttKojPaEbffgJAMEGajc0JFWSkzXriZRZ8+T3lJITHxSXQddimHXPQA0bHW3VYl3EfnTFi3hv5X/om0hfMpyWpGfO5WdnY7kFlPjKOoTduQ57HROQNUVrKDqIQsKjI6UV68jewOx3kdKWREhPj2A6D9ACoKcm1UyBCKjo1j4OX/ZuDl/6Zo+2YS0ptHzMiwjV3e9m20KCqkOKcNxa3b8s37n5G0YhkJGzdQnN2Kwg6dvI64Byv8Prrmr+PmnEM4aeNPJGyczesxCRTvXE1adl9iEzLqX0EjpJUV5P/vSco2zieuw2Ek9TqdTU+fSOmK6USntaLFJZOIa9fP65hNVllxAYBzUBfnU9fK7z9g24p5tOx+GJ2HWFdPuKioqOC/Lz/P6qWL6Nr3EA4fejJ3jT6DRbNnsAN4fuIX7O8e1C3s0CksC36ViN+la1aax4Wrv+aDGQ/zzqxH6V64hRTgtEPH8M8+V1JZUczqOf9h9ZxnKC3K9Tpug9v23jXkz3gJSUgnb+ojbH56KPEdjyDnll9I7n8B2yY2vRu/hJOv/nE2K755b9fjH5+7iZkvjqFw6zqmP3UNv7z7kIfpjK/nxo7hi3ffICk1jUkvPMXYC0fRvd+hPD75W2JiYhj3f3d6HTFgEb3H//TcFzl822IWJ+fwQat+fNyyD5vj05j23T0URccRl5BJUkZnyoq3UbB1IZXlhUBWvettTArnvkfOzb8QndKc8qOuZd3YdrS88gskJp70YXez9s4cryM2aVsWz3SGa8Dp51/06XMcd9dEWvc6ms2LfuTrf/2Rg0+/0eOUBuD7yR/x+KffkJbVjJP/9GcuPvxg7n31A2Lj44mJi2f5/F+gstL/CsKo6zSiC/8h23+jIDqeac268nVWdzbHpzkztJItK6awfOsC4pJakJbdj1ZdRxEV3fQOsmlJAdEpzQGISW+NJKQhMc7t/yQmfo9TDE3DKi8p3DVcw5YlM5GoGFr3ck6hbdF1AIW5672MZ3wUFxWQluWcXtssO4fElFRi453/lZjCArarEtWl5Z5PVAURPvotfE7pjOjCf8QRd3Hi5rmM2DCLP6/8koUprXm5NJ+oskKiYhLZr88VxLjn8gOoO4iWSPi8czeE3bf6092nqbmPTXAlNWtN7rK5ZHXqydpZU2jV48hd80rytxMda/fgDSequuur6n9FValITOQg4MnJ33sdMSARXfiLo+OY2Ko/E1v1J6d4G6dumMVFKyaTBfx71Zc8tupLPmHPMyu6Dvln6MMGiZbms/oG3z8D9XmsUMvPbxrOwaffxKe3n0DL7oezdtZkjr1jd3//2lmTyerY08N0xldxQQEj92+x67Gq7nq8rbKSpVFRFLVt51W8vRLRhd/X+oRMnu5wHI+36kefvDWcvnkur+Uuon//672OFlSt71judYSI1nXoxaS13p8tS2bS47QbaNVj0K550XGJ9Dn/Lg/TGV/PTfN/+8WEEw7j2SmNY28f7AKuOsVWllMWFV7vjcG8gMsrdgGXCVS4XsCVNWM6uT5j9ocLfxdwNa3O6gYWbkXfGBOewrHo18UKvzHGRBhPCr+IDBWRRSKyVETGeJHBGGMiVcgLvzh39H4SGAYcCJwjIgeGOoc/J22czRff38f8qX/li+/v46SNs72OZIxphFp/8DbHDurJ8E7NOHZQT1p/8LbXkXbxohN7ALBUVZcBiMgE4FRgvgdZqjlp42zuXfQOiZVlALQp2c69i5zbEH6c3dfLaMaYRqT1B2/T67briCkqAiBp7Rp63XYdAOtGjPIyGuBNV08bYLXP4zVum+duWPbJrqJfJbGyjBuWfeJRImNMY9T9wb/vKvpVYoqK6P7g3z1KVF3IT+cUkVHAiap6ifv4AmCAql5dY7nLgMvchz2AecHOVgH9ansnrASiYVYAq2gOhM912f5ZzoZlORtWo8/ZALWkobRX1RY1G73o6lkD+F7e1hZYV3MhVX0WeBZARGbWdi5qgxNZAbSv2RwFKwN5/ZDl/J0sZ8OynA2rSeT8nbUk2Lzo6pkBdBGRjiISB5wNTPIgR21uAwprtBW67cYYE6iwriUhL/yqWg5cBUwGFgBvqeqvoc5RK9XXgUuBlTgD1awELnXbjTEmMGFeSzy5NFVV/wv8dy+e8mywsuzB+cXs6y8ndDl/H8vZsCxnw2oaOX9fLQmqRjFWjzHGmIZjQzYYY0yECevCH85DO4jIChH5RUTmiMhMty1LRD4TkSXu90yPsr0oIptEZJ5PW63ZxPGYu43nikjIrlTzk3OsiKx1t+scEfmDz7xb3ZyLROTEEGVsJyJficgCEflVRK5128Nxe/rLGm7bNEFEfhSRn92cd7vtHUXkB3ebvume/IGIxLuPl7rzO3ic8yURWe6zPXu77Z797vea7x1lwukLiAZ+AzoBccDPwIFe5/LJtwJoXqPtn8AYd3oM8IBH2QYDfYF59WUD/gB8gnPHlYHADx7nHAvcVMuyB7p/A/FAR/dvIzoEGXOAvu50KrDYzRKO29Nf1nDbpgKkuNOxwA/utnoLONttfxr4izt9BfC0O3028GaItqe/nC8BZ9SyvGe/+739Cuc9/l1DO6hqKVA1tEM4OxUY706PB0Z4EUJVpwG5NZr9ZTsVeFkd04EMEQnJHdb95PTnVGCCqpao6nJgKc7fSFCp6npVne1O5+GcidaG8Nye/rL649U2VVXNdx/Gul8KHAO847bX3KZV2/od4FgRCfqt4erI6Y9nv/u9Fc6FP2yHdnApMEVEZrlXGQNkq+p6cP4JgVruvOwZf9nCcTtf5X5UftGnu8zznG4XQx+cPb+w3p41skKYbVMRiRaROcAm4DOcTxvb1Tndu2aWXTnd+TuAZl7kVNWq7Xmfuz0fEZGqGyOHxe8+EOFc+Gt7Rw+nU5COUNW+OKOMXikig70OtI/CbTs/BXQGegPrgYfcdk9zikgK8C5wnarurGvRWtpCuj1ryRp221RVK1S1N86V+wOA7nVkCZucItIDuBXoBhwCZAG3eJ1zb4Vz4Q9oaAevqOo69/sm4H2cP96NVR/t3O+bvEu4B3/Zwmo7q+pG95+tEniO3V0PnuUUkVicQvqaqlbdDT0st2dtWcNxm1ZR1e3AVJw+8QwRqbq2yDfLrpzu/HQC7yJs6JxD3S41VdUSYBxhtD0DFc6FP2yHdhCRZBFJrZoGTsAZRG4SMNpdbDQw0ZuEtfKXbRLwR/eMhIHAjqouDC/U6BMdye7B+SYBZ7tneHQEugA/hiCPAC8AC1T1YZ9ZYbc9/WUNw23aQkQy3OlE4Dic4xFfAWe4i9XcplXb+gzgS3WPpnqQc6HPG77gHIfw3Z5h879UJ6+PLtf1hXOUfDFO/9/tXufxydUJ52yIn4Ffq7Lh9Dt+ASxxv2d5lO8NnI/0ZTh7IRf7y4bz8fRJdxv/AvT3OOcrbo65OP9IOT7L3+7mXAQMC1HGQTgf1+cCc9yvP4Tp9vSXNdy2aU/gJzfPPOBOt70TzhvPUuBtIN5tT3AfL3Xnd/I455fu9pwHvMruM388+93v7ZdduWuMMREmnLt6jDHGBIEVfmOMiTBW+I0xJsJY4TfGmAhjhd8YYyKMFX6PiYiKyEM+j28SkbHutO+oivNE5BQRGSIi39dYR4yIbJQQjQsiIr3FZ4THvXjeVBGp836j7s/30b6naxpE5F8istAdFuB9n/PJB/iMCvmziIz0OmtNItJHRJ53p8eKyE015q8Qkebu9O3uyJdz3Z/pULd9qjgjhs51t8MTVdugltfLr629jnwHi8hL+/TDNRFW+L1XApxW9Y9Qi0fUuWR8FPAiMA1oK9WHpj0OZ4TLoF8s4l452Rvn/HDTQEQkukbTZ0APVe2Jcy3LrW77PJzzw3sDQ4FnfK52DXVGf24DHg9gfYcBw3FGFO2J83fsO9bNeW57T5z/kwa5IFJVf8H5H9qvIdbXGFnh9145zi3crq9rIVVd4C7bHOdilrN8Zp+NczFUNSJysjjjl/8kIp+LSLaIRLl7XBk+yy1157UQkXdFZIb7dYQ7f6yIPCsiU4CXgXuAs9w9tLPcK5lfdJ/zk4ic6j4vUUQmuHttbwKJtf1s4tx3YaGIfAOc5tM+QES+c9f5nYh0ddsvFJEPRORDccZFv0pEbnCXmy4iWe5yl7qZfnZ/riS3vbO73AwRucd3j1FE/uq2zxV3/PVa8p4jzr0Y5onIA27bX0Tknz7LXCgij7vT54szrvscEXmmqoCKSL77+j8Ah9X4fU/R3QOWTce5/B9VLfRpT6CWsWBE5GIRecTn8aUi8nA9WZ4SkZniM+68275CRO50fzejROQaEZnvbp8Jtbx2KtBTVX+ubdvVkANsUWfoA1R1i7pDodTYFqXAzcB+ItKrthWJyEMiMltEvhCRFm7bVBF5wP15F4vIkT5P+RDn/yYyeX0FWaR/AflAGs74/unATcBYd95Y3HHUgUNxxv0QnMGhfnLb43HGicmsZd2Z7L695iXAQ+70o8CffNb7uTv9OjDInd4P59L/qhyzgET38YXAEz6v83/A+e50Bs4eajJwA/Ci294T542rf42MCTh7eV3cn+0t4CN3XhoQ404fB7zr8/pLccacb4EzWuPl7rxHcAYnA2jm8zr3Ale70x8B57jTlwP57vQJOG/CgrNT9BEwuEbe1sAq93VjcK7iHOE+Xuqz3Cc4V9J2xykysW77f4A/utMKnBnA38iHVdvX53f2K87fzshalk/GuXq06jW/Aw6uJ0vVlcfROGPS9HQfrwBu9ln3OnZfUZtRy2sfXfV7qvk37NO2AmcHJgXn6uLFbpajfJaZWsvfygfAWbW8puJ8OgC4E/dv011H1d/8H3D/zt3HRwAfev3/79WXJzdbN9Wp6k4ReRm4BiiqMft6ETkfyMP5o1dghoikuHvA3YHpqrqtllW3Bd4Up+8/Dljutr+J8w8yDvfGFm77ccCBsnuo8zR3Dw5gkqrWzFblBOAU2d2Xm4DzxjEYeMz9GeeKyNxantsNWK6qSwBE5FWgapjrdGC8iHTB+eeO9XneV+qMOZ8nIjtwCho4l8r3dKd7iMi9OG9GKcBkt/0wdo/1/jrwoM/PcQLOZfq4z+mC071W5RBgqqpudvO+hvPm8IGILBNnjJYlQFfgW+BKoB/O7wycTz1VA7pV4Ayo5peI3I7zhvlaVZs6QwMfJCLd3e3ziaoW+8wvEJEvgeEisgCn0P8iIlfVkeVMcYYXj8HZEz8QZ6gC2P33gdv2moh8gFOIa8oBNvs89jc0gKpqvoj0A47EecN4U0TGqOpL/jaHn/ZKn4yvAu/5zKuangV08GnfhPMmHpGs8IePfwOzcYqxr0dU9cFalp+AU7S7U0s3j+tx4GFVnSQiQ3D2vgC+B/Z3PxKPwNkbBmcv97CaBd4tEgV1ZBfgdFVdVMvzAhkTxN8yf8cp8CPFOaYx1Wdeic90pc/jSnb/Xb8EjFDVn0XkQmBIPTkE+IeqPlPPMv68CZwJLATeV1UVZyOMV9Vba1m+WFUr/L6QyGicPvBj3Tf8alR1gYgUAD2AmTVmP4/T176Q3X9TtWYRZ4C2m4BDVHWbOAc+E3wW8f3dn4Tzhn4KcIeIHKS7u57A2XHxfe5WnDcDX6nAdvdnqMD5vU4VkV9wBmN7qebP6nZJHYwzmFt9fLdV1d9FBdXrXQJ77mRFDOvjDxOqmovTzXFxgE95Azgf565F/kYtTQfWutNVoxviFpH3gYdxunO2urOmAFdVLSfuvURrkYfzz1tlMnC1W+QQkT5u+zTgPLetB7v3xH0tBDqKSGf38Tl+8l/oJ0tdUoH14gxVfJ5P+3TgdHfat593MnCROOPZIyJtRKTmzXR+AI4SkeZuMToH+Nqd9x7OG+k57N4D/QI4o2o94tyrt319wUVkKM4476eoaqFPe0dxD+a66+mK03VSjfupoB1wLrt3DPxlScMp7jtEJBvnHhO1ZYoC2qnqVzh97lWfpHwtAPb3eTwN59Ng1Wi2pwE/q2qFiHR1P81V6Q2srOV1Y4F/AKtVtbZPjVHsHtXzXOCb2vLXcAC7R9WMOLbHH14ewqfw1kVV54tIITBLVf3tjY8F3haRtTjFrqPPvDdxhr6+0KftGuBJt0smBuef9vJa1vsVMEacOxP9A2fP/N/AXLf4r8DZU30KGOeubw61DPmrqsVuF8PHIrIF55+2hzv7nzhdGTfg9KXvrTtwCvVKnC6gqjer64BXReRG4GOcYwSo6hS3++R79z0sH+fNddd9FVR1vYjc6m4DAf6rqhPdedtEZD7OvaF/dNvmi8jfcO7WFoUzEumV1FLgangC5/jNZ26W6ap6Oc5xgzEiUobz6eYKVd3iZx1vAb2rugH9ZVHV6SLyE85xg2U4XVS1iXa3W7r7sz+izjj1u6jqQhFJF5FUVc1zu/ieAL4REXW35SXu4inA4+KcaFCOc9zmMp/VvSYiJe52+Bz/t14twOn6moXzuzzLz3K+jsb53UckG53TRBxxzu4pcrtizsY50Bvu93Pea+JcD/GIqn4R4te9HshT1edD+bqBEudWiV/jnMhQXt/yTZF19ZhI1A+Y434SuQK40eM8DUpEMkRkMc6bW0iLvuspqh+DCTf7AWMiteiD7fEbY0zEsT1+Y4yJMFb4jTEmwljhN8aYCGOF3xhjIowVfmOMiTBW+I0xJsL8PyLX57PcOvjfAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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bZGaTamrSPiPCOed6TbHE6NIyxpaWsVNJCQLWtfXcFUy9rVeaxM1snaQngI+a2f/EwU2Sfg1cHD/XAqNTZhsFLO+N+Jxzbns1mfHPhgbmNzby5uYm2oCakhImDxzIAeUV+Q6vy3J59VEN0BwTQiVwAnBlop0gXm10CrAgznIvcJGkWYQG5vXenuCcKyStZrzb0oyAn723mlZgSHExH6yq4oCKCnYuKc13iN2Wy5LCSGCmpGJCNdWdZnafpMdiwhDwEnBBnP5+wuWoiwmXpH4uh7E559x2+cuGDSxsbKDBjKqiIvavCI3Ko0r7bqNyOrm8+mgecEia4VM6mN6AC3MVj3POdceCxgb2rajggIoKxpWWoXaXn65tbWFocd+5Sa0jfX8LnHOuF1xcsxPF7RLBhtZWFjY2sqCpkXeam5mx8y55iq7neFJwzrksJBJCfVsbCxsbWdjYwFvNzZTHG9iOrxqY5wh7hicF55zLwosNm1jQ2MjSzZspldi7vJyzqqrYq6x8mxJEX+ZJwTnnsvDnDRsYWFTEqYMGs29FRZ/q+XR7+EN2nHMuC6NKS6lra+MvGzdw34YNLG5qoq0PP7myI15ScM65LJw3bDjrWlt5pbGR+Y0NvLyugUoVsW9FOftXVDC21DvEc865HUriRrUPVlWxpqWFBU2NLGhs5MWGBgYUFfGtmp3yHWK3eVJwzrkuGFZSwrElAzm2aiCrW1pY0NiQ75B6hLcpOOdcN4U+j6rzHUaP8JKCc85l6f2WFp6or+PNzZtpaGtjQFERe5SVcVzVQIb3oUduZuIlBeecy8J7LS38Ys37rG9tZd/ycgyYWFHJ8uZmblrzPitb+t6jN9PxpOCcc1l4rK6O0aVlfH7YcA6tHIABUwYO5CvDR7BbaSmPbKzrdBl9gScF55zLwpLNTRxSWQls/fSvIonDKwewrHlzfgLrYZ4UnHMuCy0GA4rSHzL70y1snhSccy4L1cVFbGjd+jGbRmh8fqyujr3KytPP2Mf0j+Zy55zLsT3Kynhz82YOilVIAq57/z3Wtbaya0kpU6v9klTnnNthHFs1kDWxpDCgqIhDKisZXFTMrqWljC/vH6UE8KTgnHNZGVRczKDiYiB0d3HyoMF5jig3PCk451wWlm7u/OqisWV9/3nNnhSccy4LM9euwQhtCQntrzryx3FmIKkCmA2Ux/XcZWaXSRoHzAKGAS8C55jZZknlwK3AocD7wJlmtjRX8Tnn3Pb48vAR7YYYdW1tvN7UxMLGxn5TnZTLS1KbgClmdjAwEfiopCOBK4GrzWw8sBY4L05/HrDWzPYCro7TOedcQdippKTdq5Q9yso5sXoQh1RW8kLDpnyH2CNylhQsSNz3XRpfBkwB7orDZwKnxPfT4mfi+A9J/eCJFc65fm9sWRlLsmhz6AtyevOapGJJLwGrgIeBN4B1ZtYSJ6kFdovvdwPeBojj1wPD0yzzfElzJM1ZvXp1LsN3zrmslCD2L6+guR88njOnScHMWs1sIjAKOBzYN91k8W+6UsE2e9jMbjKzSWY2qaampueCdc65LLSasdnatnq1Av9obKAtjmvtw8mhV64+MrN1kp4AjgSGSCqJpYFRwPI4WS0wGqiVVAIMBtb0RnzOOdeZN5qauG/jBta26+oiQcCPVq8C4PiqgRw/cGAvRtdzcnn1UQ3QHBNCJXACofH4ceCThCuQpgP3xFnujZ+fieMfM+vD6dY51688VLeRIcXFHDWgipJ2zZ1rW1v4W309p8QrkHbpww/cyWXkI4GZkooJ1VR3mtl9kl4BZkn6IfAP4Fdx+l8Bv5G0mFBCOCuHsTnn3HZ5v6WFjw0dxpg0N6jVNm/mb/X1TIz9IvVlOUsKZjYPOCTN8DcJ7QvthzcCZ+QqHuec645W2KaEkKq/XCrZd8s4zjnXi746oobqDp6nMLKklK+O6B8XvnhScM65LAyJneG90dTEm5s302BtDFARe5SVsUd5eXJ8X+dJwTnnstBqxqx163hjcxMDi4rY0NZGdVERT2+qZ6+ycs4cMiRj9VJf4U9ec865LDxZX8/Klma+MnwEZw8ZCsDXR9Rw7tBhLG9p5rG6uk6W0Dd4UnDOuSzMa2zg6KoqRpSUbHVX7e5lZUyuGsiCxoa8xdaTPCk451wW1re2UtPB/QdDi4upb2vr5Yhyw5OCc85lobKoiKa2re+nTXxa2NTIiD58w1qq/rEVzrmk9x95n7VPraWptonBRwxm1BdHJcetf349q+5eRfPaZkqHlbLz6Tsz6NBB2yxjyZVLqF9Uz/6/2h8V9/3G056wS0kJ77a0MCFl2JP19SzZ3MTbzc3Jdoa+zksKzvUzJUNK2OkTOzH0mK0PUs1rm6n9eS27nL0L+96wL7t8ahfe/vnbtGxo2Wq6dX9fh7V6DzPtHTGgitaU1oRi4OXGBgYWFXP+sOGMLy/PX3A9yEsKzvUzgyeF/ncaljbQtmZLPXfzmmaKBhRRfVA1ANUTqykqL2Lzqs2UDAqHgtZNray6ZxWjvjiKN3/4Zu8HX8DGl5cnD/y7lpbyvX7w6M10vKTg3A6iclwl5buWs+EfG7A2Y8PcDahEVIyuSE6z8q6VDJsyjJLBfr7YkU1tbSzdvJkFjQ0s2dzEpn7SwJzg/3nndhAqEkM+OITaG2tpa25DJWLMV8ZQVB7ODRuWNLDp9U2M/PRImtc05znawtNixsN1G5m7aROpnWcXA5MGDOCEgdX94uY1TwrO7SDqFtax8s6VjLtkHBW7V9CwtIG3rnmL3b+xOxWjK1h+63JGfnqkNyx34MGNG/lHwyYmD6xmn/JyqoqKqG9r47WmJh6v20irwccGbdto39d4UnBuB9H4ViMD9hlA5bjQvfOAPQZQuUcl9a/UUzaijIalDbx9/dsAJB5l8trXX2P0haOp2qcqb3EXivmNDUwZWM0Hq7bsi8qiIkaUlFAE/K2+zpOCc67wWKuFV1t4tW1uQ8Wiclwlq/+ymoZlDVTuXknDsgY2/XMTwz40jKIBRexz9T7JZTSvaebNH7zJnt/fk+Lq/tHRW3cJ2KmDexFqSkq862znXGFade8qVt+zOvl5/TPrqZlWw86n7sxOp+zE2/8XLkMtri6m5uM1VB8QrkYqHVKanMeaQ0mhZFCJVydFB1VUMrdhE3uWlaGUtgMzY27DJg7uBw/YAU8KzvU7O5+6MzufunPaccNPGM7wE4Z3uoyymjIOuOWAng6tTxtSXMyipkaue/89JpRXpLQpNLLZjDGlZTy/qR4IdzofMaBvVrl5UnDOuSw8VLcx+f7v8eDf0fh+nRQk7QQcBewKNAALgDlm1r8uznXOuQwu66c3q7XX4c1rkiZLehD4C3ASMBLYD7gUmC/p+5I6bGqXNFrS45IWSVoo6atx+AxJ70h6Kb6mpszzbUmLJb0m6cSe2kjnnHPZyVRSmAp80czeaj9CUgnwceDDwB86mL8F+KaZvSipGpgr6eE47moz+592y9wPOAvYn1AqeUTS3mbWinPOuV7RYVIws29lGNcC/CnTgs1sBbAivt8oaRGwW4ZZpgGzzKwJWCJpMXA48Eym9TjnnOs52bQplAOnA2NTpzezH2S7EkljgUOA5wjtExdJ+iwwh1CaWEtIGM+mzFZL5iTinHOuh2XTId49hLP4FqA+5ZUVSQMJVUxfM7MNwA3AnsBEQknifxOTppl9m/57JZ0vaY6kOatXr04zi3POua7K5pLUUWb20a4sXFIpISHcZmZ/BDCzlSnjfwHcFz/WAqNT1wssb79MM7sJuAlg0qRJ3um7c871oGxKCn+XdOD2Lljhlr9fAYvM7Ccpw0emTHYq4RJXgHuBsySVSxoHjAee3971Ouec67psSgpHA+dKWgI0Eap5zMwO6mS+o4BzCJevvhSHfQc4W9JEQtXQUuBLhAUulHQn8AqhqupCv/LIOed6VzZJ4aSuLNjMniJ9O8H9Gea5HLi8K+tzzjnXfZ0mBTNbJukDhBKDAU+b2Ys5j8w551yv67RNQdJ/ATOB4cAI4NeSLs11YM4553pfNtVHZwOHmFkjgKQrgBeBH+YyMOecc70vm6uPlgIVKZ/LgTdyEo1zzrm86rCkIOlnhDaEJmBh7LfICP0dPdU74TnnnOtNmaqP5sS/c4G7U4Y/kbNonHPO5VWmDvFm9mYgzjnn8i+bNgXnnHM7CE8KzjnnkjwpOOecS8qYFCRNl/SipPr4mhOfg+Ccc64fynRJ6meBrwHfINysJuADwFWSMLNbeydE55xzvSVTSeErwKlm9riZrTezdWb2GOEpbF/pnfCcc871pkxJYZCZLW0/MA4blKuAnHPO5U+mpNDQxXHOOef6qEx3NO8raV6a4QL2yFE8zjnn8ihjUui1KJxzzhWETN1cLEv9LGk4cCzwlpnNzXVgzjnnel+HbQqS7pN0QHw/ElgAfB74jaSv9VJ8zjnnelGmhuZxZrYgvv8c8LCZfQI4gpAcnHPO9TOZkkJzyvsPAfcDmNlGoK2zBUsaLelxSYskLZT01Th8mKSHJb0e/w6NwyXpWkmLJc2Lz4V2zjnXizIlhbcl/ZukUwl3Mj8AIKkSKM1i2S3AN81sX+BI4EJJ+wGXAI+a2Xjg0fgZ4CRgfHydD9zQhe1xzjnXDZmSwnnA/sC5wJlmti4OPxL4dWcLNrMVZvZifL8RWATsBkwDEs9qmAmcEt9PA2614FlgSGzLcM4510syXX20CrggzfDHgce3ZyWSxgKHAM8BO5vZirisFZJ2ipPtBrydMlttHLZie9blnHOu6zJ1iPdnwjOZEwx4D3jczH6b7QokDQT+AHzNzDZI6nDSNMNsm4mk8wnVS4wZMybbMJxzzmUh081r/5Nm2DDgM5IOMLNL0ozfiqRSQkK4zcz+GAevlDQylhJGAqvi8FpgdMrso4Dl7ZdpZjcBNwFMmjRpm6ThnHOu6zJVH/0t3XBJ9wJz2dJAnJZCkeBXwCIz+0nKqHuB6cAV8e89KcMvkjSLcNnr+kQ1k3POud6RqaSQlpm1ZqgCSnUUcA4wX9JLcdh3CMngTknnAW8BZ8Rx9wNTgcXAJsK9Ec4553pRpjaFYWkGDwU+CyzsbMFm9hTp2wkg3PfQfnoDLuxsuc4553InU0lhLqGhN3FgTzQ0PwF8ObdhOedc1yxsbGBJ0+YuzbuyuYXS7GpCstKK8VRdXZeWWSpx7MCBVBZlfGpyj8vUpjCuNwNxzrmeIGB+YwMjSrK5x3ZrxRJVPXgQHlZcwnutrds9X0NbG1VF6tEEla1M1UdHxyqgjsYPAsak9I/knHN5t3d5BSNK6imVGNDLZ9ntVRYVUdmF+Ta2tXJUVTUlhZQUgNMl/ZjQvcVcYDVQAewFTAZ2B76Z8widc247lEgcVVXFgxs3MqCoLN/hbLdNbW0MLi5mr/LyvKw/U/XR12NndZ8kXCE0kvAYzkXAzzOVIpxzLp/2Lq/g6fp6NrW15b20sL3WtLYwtXpQXkoJ0MklqWa2FvhFfDnnXJ/QV0sL+S4lQOYO8Zxzrs/au7yCgUVFbGrrtKf/grGmtYWjBlTlrZQAXbh5zbmkGYPzHUF+zVjfrdnnT5/fQ4G4dPpaaaEQSgmQRUlB0jYRphvmnHOFpi+VFgqhlADZVR89k+Uw55wrKInSwtrWlnyHklGhlBIg830KuxCeZ1Ap6RC23Nk8CBjQC7E551y39YUrkfJ9xVGqTG0KJxKeujYK+F+2JIUNhI7tnHOu4BV620IhlRIg830KM4GZkk43sz/0YkzOOdejCrm0UEilBMiuTeFQSUMSHyQNlfTDHMbknHM9qlDbFgqtlADZJYWTzGxd4kO8oW1q7kJyzrmeV4hXIhXKFUepskkKxamXoEqqBAonrTnnXBYKrbRQiKUEyC4p/BZ4VNJ5kj4PPAzMzG1YzjnX8wqptFCIpQTI4o5mM/uxpPmEp6UJ+G8zezDnkTnnXA8rlCuRCrWUAFl2c2FmfwX+muNYnEvr+Fvqeba2lZJYrt1tUBGvXTQQgNX1bXz1gUbuf70FCaaOL+G20/w2GtexQrgSqdCuOErVaVKQdCTwM2BfoAwoBurNbFCOY3Mu6bqpFXzhA9ue2Z12ZwOH7VrMsq9VM6AUFqzKf9Vbl34AABVZSURBVLWAK2z5Li0UcikBsmtTuA44G3gdqAS+QEgSGUm6WdIqSQtShs2Q9I6kl+Jrasq4b0taLOk1SSdu/6a4Hc1Db7Tw9vo2rvpwOYMrRGmxOGRkcb7Dcn1APtsWCrUtISGrspOZLQaKzazVzH5NePJaZ24BPppm+NVmNjG+7geQtB9wFrB/nOd6Sf7rdknffrSJET/eyFE31/PE0nD1yLO1rewzoojpf2pk+I83ctgv6vjb0sK4ssQVtnxdiVTopQTILilsklQGvCTpx5K+DlR1NpOZzQbWZBnHNGCWmTWZ2RJgMXB4lvO6fu7KE8p5898H8s43BnL+B0r5xO2beGNNG7Ub2njojVYmjy3m3W8O5Jv/Us60WZt4b5NXIbnO5aO0UOilBMguKZwTp7sIqAdGA6d3Y50XSZoXq5eGxmG7AW+nTFMbh21D0vmS5kias3r16m6E4fqKI0aVUF0uykvE9IllHDW6mPtfb6GyRIwdIs77QBmlxeKsA0oZPbiIp99qzXfIrg/o7dJCXyglQBZJwcyWAW3AWOCPwCWxOqkrbgD2BCYCKwgd7cGWzva2WnUH8dxkZpPMbFJNTU0Xw3B9mQSGcdDORWm/OM5lqzdLC32hlADZPWTnY8AbwLWERufFkk7qysrMbGVsl2gjPPc5UUVUSyiBJIwClndlHa5/WddoPLi4hcYWo6XNuG1eM7OXtXLiniWcum8paxuNmS9tprXNuOuVZt7Z0MZRY7w5ymWnt0oLfaWUANndp/C/wORE6UDSnsBf6MJ9C5JGmtmK+PFUIHFl0r3A7yT9BNgVGA88v73Ld/1Pc6tx6eONvPpeG8WCCSOK+dOZA9hnRDjw33vWAL5yfyMX3t/IhBFF3HPWAEYMKKxeMF1h6437Fgr5voT2skkKq9pVF70JrOpsJkm3A8cDIyTVApcBx0uaSKgaWgp8CcDMFkq6E3gFaAEuNDOvGHbUVBXxwhcHdjj+mN1LmP/ljsc715lc37fQl0oJkF1D80JJ90s6V9J04M/AC5JOk3RaRzOZ2dlmNtLMSs1slJn9yszOMbMDzewgMzs5pdSAmV1uZnua2T7xDuo+6brrrmPSpEmUl5dz7rnnJoc/++yzfPjDH2bYsGHU1NRwxhlnsGJFcvO56qqrOOCAA6iurmbcuHFcddVVeYjeuR1TLtsW+kpbQkI2SaECWAkcRzjzXw0MAz4BfDxnkfVRu+66K5deeimf//zntxq+du1azj//fJYuXcqyZcuorq7mc5/7XHK8mXHrrbeydu1aHnjgAa677jpmzZrV2+E7t0PKVdtCXyslQHYd4n2us2ncFqedFgpPc+bMoba2Njn8pJO2bpu/6KKLOO6445Kf/+M//iP5fp999mHatGk8/fTTnHXWWTmO2DkHuWlb6EttCQnZXH00TtJPJP1R0r2JV28E15/Nnj2b/fffP+04M+PJJ5/scLxzruf1dGmhL5YSILuG5j8BvyK0Jfitoj1g3rx5/OAHP+Cee+5JO37GjBm0tbVtVb3knMu9niwt9MVSAmSXFBrN7NqcR7KDWLx4MSeddBLXXHMNxxxzzDbjr7vuOm699VaefPJJyvvYGYZzfV1PXYnUV0sJkF1SuEbSZcBDQFNioJm9mLOo+qlly5Zxwgkn8L3vfY9zzjlnm/E333wzV1xxBbNnz2bUqFF5iNA51xOlhb5aSoDsksKBhP6PprCl+sjiZ9dOS0sLLS0ttLa20traSmNjIyUlJaxcuZIpU6Zw4YUXcsEFF2wz32233cZ3vvMdHn/8cfbYY488RO6cg+6XFvpyKQFAZmm7GNoygfQqcJCZbe6dkLI3adIkmzNnTr7D2MqMGTP4/ve/v9Wwyy67DEnMmDGDqqqtO5itq6sDYNy4cdTW1m5VZfSZz3yGG2+8MfdBd9WMwfmOIL9mrM93BDu0RRP2zdmyW8z49Zr3KVXRdpcWaps3M7V6EBMqKnIUXbDvq4u6PK+kuWY2Ke24LJLCHcC/mVmndzH3tkJMCjsUTwr5jmCHlsukAPBKYwMPbtzIbqXZlxY2tbXRijF96LCcVx3lKilkU320M/CqpBfYuk3h5C5H5JxzBa4rbQt9uS0hIZukcFnOo3DOuQKzvW0Lfb0tISGbO5r/1huB9Laxl/wl3yHk1dIrPtb9hXj1ievntqe00B9KCZAhKUjaSPoH3QgwMxuUs6icc64AZFta6C+lBMiQFMysujcDcc65QpRNaaG/lBIgu15SnXNuh9VZn0j9qZQAnhScc65TmZ630Neel9AZTwrOOdeJjkoL/a2UAJ4UnHMuK+lKC/2tlACeFJxzLivtSwv9sZQAOUwKkm6WtErSgpRhwyQ9LOn1+HdoHC5J10paLGmepA/kKi7nnOuq1NJCfywlQG5LCrcAH2037BLgUTMbDzwaPwOcBIyPr/OBG3IYl3POdUmitPBuS3O/LCVADpOCmc0G1rQbPA2YGd/PBE5JGX6rBc8CQySNzFVszjnXVXuXV7BLSWm/LCVAdn0f9aSdzWwFgJmtkLRTHL4b8HbKdLVx2Ipejs855zIqkThjyBAq+2FCgMJpaE63d9P26S3pfElzJM1ZvXp1jsNyzrltVRUVUeRJoUesTFQLxb+JZzTUAqNTphsFLE+3ADO7ycwmmdmkmpqanAbrnHM7mt5OCvcC0+P76cA9KcM/G69COhJYn6hmcs4513ty1qYg6XbgeGCEpFrCcxmuAO6UdB7wFnBGnPx+YCqwGNgEfC5XcTnnnOtYzpKCmZ3dwagPpZnWgAtzFYtzzrnsFEpDs3POuQLgScE551ySJwXnnHNJnhScc84leVJwzjmX5EnBOedckicF55xzSZ4UnHPOJXlScM45l+RJwTnnXJInBeecc0meFJxzziV5UnDOOZfkScE551ySJwXnnHNJnhScc84leVJwzjmX5EnBOedckicF55xzSZ4UnHPOJZXkY6WSlgIbgVagxcwmSRoG3AGMBZYCnzKztfmIzznndlT5LClMNrOJZjYpfr4EeNTMxgOPxs/OOed6USFVH00DZsb3M4FT8hiLc87tkPKVFAx4SNJcSefHYTub2QqA+HenPMXmnHM7rLy0KQBHmdlySTsBD0t6NdsZYxI5H2DMmDG5is8553ZIeSkpmNny+HcVcDdwOLBS0kiA+HdVB/PeZGaTzGxSTU1Nb4XsnHM7hF5PCpKqJFUn3gMfARYA9wLT42TTgXt6OzbnnNvR5aP6aGfgbkmJ9f/OzB6Q9AJwp6TzgLeAM/IQm3PO7dB6PSmY2ZvAwWmGvw98qLfjcc45t0UhXZLqnHMuzzwpOOecS/Kk4JxzLsmTgnPOuSRPCs4555I8KTjnnEvypOCccy7Jk4JzzrkkTwrOOeeSPCk455xL8qTgnHMuyZOCc865JE8KzjnnkjwpOOecS/Kk4JxzLsmTgnPOuSRPCs4555I8KTjnnEvypOCccy7Jk4JzzrmkgksKkj4q6TVJiyVdku94nHNuR1JQSUFSMfB/wEnAfsDZkvbLb1TOObfjKKikABwOLDazN81sMzALmJbnmJxzbodRku8A2tkNeDvlcy1wROoEks4Hzo8f6yS91kux9bQRwHv5WrmuzNeae1Re92E/4Puve/K7/6TuzL17RyMKLSmk20rb6oPZTcBNvRNO7kiaY2aT8h1HX+b7sHt8/3VPf91/hVZ9VAuMTvk8Cliep1icc26HU2hJ4QVgvKRxksqAs4B78xyTc87tMAqq+sjMWiRdBDwIFAM3m9nCPIeVK32+CqwA+D7sHt9/3dMv95/MrPOpnHPO7RAKrfrIOedcHnlScM45l+RJIQNJrZJekrRA0p8lDYnDd5V0V4b5xkpa0MmyJ0p6RtJCSfMknZkybpyk5yS9LumO2OiOpGMlvSipRdIn2y3vx3FZiyRdK3XvIubuStl3iVfBdFkiaZKka/Mdx/aStIukWZLekPSKpPsl7Z36fevJbZN0rqRde2JZ+VBov9+U8Z+UZJImpQz7duza5zVJJ3Z9q3uAmfmrgxdQl/J+JvDdLOcbCyzoZJq9gfHx/a7ACmBI/HwncFZ8fyPw5ZTlHgTcCnwyZVkfBJ4mNM4XA88AxxfKvvNXj+xPxf/rBSnDJgLHZPN96+I6nwAm5XvbuxF/Qf1+4+dqYDbwbGLfErr0eRkoB8YBbwDF+dpvXlLI3jOEO663OpOQtL+k5+MZyTxJ41NnkrSHpH9IOix1uJn908xej++XA6uAmniGPwVInMnMBE6J0y01s3lAW7vYDKgAyghfrFJgZU9teE+SdJikv0t6Oe63akkVkn4taX7cV5PjtOdK+qOkB+JZ149TlnN2nH6BtOX+bEl1kq6UNFfSI5IOl/SEpDclnRynOV7SffH9wJR1z5N0em/vkyxNBprN7MbEADN7ycyeTJ2o3bbNkDRT0kOSlko6LZYo58d9Whqn+y9JL8R9eZOCTwKTgNvid7tS0qGS/hb37YOSRvbi9ndX3n+/0X8DPwYaU4ZNA2aZWZOZLQEWE7r8yQtPCllQ6KjvQ6S/Z+IC4Bozm0j4EdWmzLcP8Afgc2b2QoblH044oL8BDAfWmVlLHF1L/DJ3xMyeAR4nnK2sAB40s0XZbV3OVGrr6qMzYzH6DuCrZnYwcALQAFwIYGYHAmcDMyVVxOVMBM4EDgTOlDQ6VmlcSfjxTQQOk5T44VUBT5jZocBG4IfAh4FTgR+kifN7wHozO9DMDgIe6+H90FMOAOZ2Yb49gY8RDjy/BR6P+7khDge4zswOM7MDgErg42Z2FzAH+HT8brcAPyOUUA8FbgYu784G9ZZC+f1KOgQYbWb3tVtEuu59Mv7mc6mg7lMoQJWSXiIUJ+cCD6eZ5hngu5JGAX80s9fDyQI1wD3A6ZbhXot4tvUbYLqZtcUzjfYyXjcsaS9gX8Id4AAPSzrWzGZn3Lrcaog/tCRJBwIrEj8wM9sQhx9NOOBgZq9KWkYongM8ambr43SvEPpsGU448K+Ow28DjgX+BGwGHojzzgeazKxZ0nzC/7G9Ewg3SRLXv7ab211o/pqy/cVsvW/GxveTJf0HMAAYBiwE/txuOfsQEtPD8StaTDgBKWQF8/uVVARcDZybbjHp5ulwq3LMSwqZJQ5suxPOBC5sP4GZ/Q44mXDm9aCkKXHUekL2P6qjhUsaBPwFuNTMno2D3wOGSEok7Gy6+jgVeNbM6sysDvgrcGQW29fbRPove6ZG8aaU962EE5lM0zdbrKglVLM1AZhZG+lPgjqKqdAsBA7twnyp299+35TEEtn1hBLAgcAvCFWR7QlYaGYT4+tAM/tIF+LpTYX0+60mJNUnJC0l/D7vVWhsLqjufTwpZCGeqf47cHGiHjZB0h7Am2Z2LaF4elActZlQl/hZSf/afpmxKuVu4FYz+33KuoxQFZS4umg64Ywlk7eA4ySVxPiOA/JdfZTOq8CuifpZhfaEEkLD26fjsL2BMUCm3m+fI2zviFg1cDbwty7G9BBwUeKDpKFdXE6uPQaUS/piYoBC+8xx3VxuIgG8J2kgW753EKrfquP71wh15v8S110qaf9urrtXFMLv18zWm9kIMxtrZmMJDc0nm9mcuN6zJJVLGgeMB57voc3fbp4UsmRm/yBcIXBWu1FnAgtiMXUC4cqgxDz1wMeBr0tq/1yITxGqPM5NqXdPVLf8J/ANSYsJVSW/guRBoBY4A/i5pESx9i5Cfeb8GOPLZta++N/b2rcpXGHhGRlnAj+T9DKhOJ84Uy2OVRx3AOeaWVNHCzazFcC3CT++l4EXzayzxNmRHwJDYyPry4QG3YITDzanAh9WuCR1ITCDbp5Rmtk6QulgPqH6LbXu/BbgxvjdLiYc6K6M++klwlVvfUIh/H4zxLaQcMXSK4TqvQvNrLULm9kjvJsL55xzSV5ScM45l+RJwTnnXJInBdcjFG6UurhQl9cTFLo2mJrvONKRdIvadX3iXFd4UnAuexOBgkwKzvUUTwquyyR9V6EDr0cINzchaU+FLhTmSnpS0gRJgxW6WSiK0wyQ9Ha8rHGb6dOsZ6KkZxW6Ibg7cdmoQvcVP1XoNmNBvLN0e7p3SNttQ1zulQrdH/xT0jHxEsQfEO6qfkkpHaDlg6TPxv3xsqTfxMHHxn3xZqLUoNCNx6MKHSnOT1xFo9DVwyJJv1Do1O0hSZVx3GFx2c9IukpbuoQojp9fiOO/lJeNd7nVmx0t+av/vAg3Us0n3AU7iNBfy8XAo2zpKOwI4LH4/h5gcnx/JvDL+L6j6WcAF8f384Dj4vsfAD+N758AfhHfH0vsxCzO+xShD6iDgU3ASXHc3YTrz0uBvwM1KTHdnLLc/43vpwKPxPfnErqEyPe+359w38CI+HkY4fLR3xNO9PYDFsdxJcCg+H5E/D+JcJdvCzAxjrsT+Ex8vwD4YHx/Rcp+PZ9woxaEPrbmAOPyvT/81bMv7+bCddUxwN1mtglA0r2Eew4+CPxeW+72L49/7yAceB8nXCt+fbxZqqPpicsdTOh9MnFz2kzCwS/hdgAzmy1pkGL3yHTevUNn3Tb8Mf6dS/ruMfJpCnCXmb0HYGZr4jb8ycKdy69I2jlOK+D/STqWcBfzbkBi3BIzeym+nwuMjfuv2sz+Hof/jnCtPsBHgINS2i4GE260WpKLjXT54UnBdUf7m1yKCJ2BTUwz7b3AjyQNI5QyHiN0XtfR9F2NIfE52b2DpG26d2BLtw3/0sFyEzfPJbrWKCQddc3R1G4aCHeK1wCHxiS5lC13MbfvQqQyZb6O1vtvZvZgV4J2fYO3Kbiumg2cqtClcjXwCUI1zRJJZwAoOBjAQp9MzwPXAPeZWauFDvHSTp9goYuCtZKOiYPOYesuLc6M8x5N6O10fZbxd6XbhtRuH/LpUeBTkoYDxETbkcHAqpgQJhP6AeqQhQ4BN0pK9J2Vegfwg8CXU9pk9pZU1dWNcIWp0M6AXB9hZi9KuoPQ3cEyINGv/6eBGyRdSqi3n0XoXgBCFdLvgeNTFpVp+oTphO4WBgBvAp9LGbdW0t8J7Rqf3474N8dqkGtjFVUJ8FNCx3MdeRy4RKFLhB+Z2R3Zrq8nmdlCSZcDf5PUCvwjw+S3AX+WNIfwv3o1i1WcB/xCUj2hfSWRaH9JqEp7UaG+ajVbPyvA9QPezYXrsyQ9QWiMnpPvWPoTSQNjyQ6Fx6iONLOv5jks10u8pOCca+9jkr5NOD4sI/0zAFw/5SUF55xzSd7Q7JxzLsmTgnPOuSRPCs4555I8KTjnnEvypOCccy7Jk4Jzzrmk/w87A3Pf6rk9JQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import copy\n", "from climada.util.constants import ENT_DEMO_FUTURE\n", "\n", "# future conditions\n", "ent_future = Entity()\n", "ent_future.read_excel(ENT_DEMO_FUTURE)\n", "ent_future.check()\n", "ent_future.exposures.ref_year = 2040\n", "\n", "haz_future = copy.deepcopy(tc_fl)\n", "haz_future.intensity.data += 15 # increase uniformly the intensity\n", "\n", "cost_ben = CostBenefit()\n", "cost_ben.calc(tc_fl, ent_fl, haz_future, ent_future, save_imp=True)\n", "cost_ben.plot_cost_benefit() # plot cost benefit ratio and averted damage of every exposure\n", "cost_ben.plot_event_view() # plot averted damage of each measure for every return period\n", "ax = cost_ben.plot_waterfall(tc_fl, ent_fl, haz_future, ent_future) # plot expected annual impact\n", "ax.set_title('Expected Annual Impact in 2015 and 2040')\n", "ax = cost_ben.plot_waterfall_accumulated(tc_fl, ent_fl, ent_future) # plot accumulated impact from present to future\n", "cost_ben.plot_arrow_averted(ax, accumulate=True, combine=True, disc_rates=ent_fl.disc_rates) # plot total averted damages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE\n", "\n", "Check what happens when different parameters are changed, such as the `imp_time_depen` and `risk_func` in CostBenefit.calc() (and plot_waterfall(), plot_waterfall_accumulated())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Your case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE:\n", "\n", "1. Build an entity. It might be one from your previous runs in MATLAB. Make sure i'is saved in version > v7.3 if it's a MATLAB file. If it's not, you'll get an error message. Then, you can save it again in MATLAB like that:\n", "`save('file_name.mat','variable_name', '-v7.3')`\n", "\n", "2. Build a hazard. It might also come from a previous run in MATLAB. This file might already contain the centroids. If not, define the centroids as well and use them in your calculations.\n", "\n", "3. Compute the impact.\n", "\n", "4. Visualization. Plot:\n", " * the damage functions for the hazard\n", " * the entity values map\n", " * the strongest event intensity\n", " * the maximum hazard intensity of all the events in Zürich (47.38, 8.54)\n", " * the impact exceedence frequency curve\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Put your code here\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-11-13 12:12:24,344 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-11-13 12:12:24,344 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-11-13 12:12:24,345 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-11-13 12:12:24,346 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-11-13 12:12:24,346 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-11-13 12:12:24,348 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-11-13 12:12:24,349 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-11-13 12:12:24,349 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-11-13 12:12:24,350 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-11-13 12:12:24,579 - climada.hazard.base - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/WS_ERA40.mat\n", "2019-11-13 12:12:24,804 - climada.hazard.centroids.centr - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/WS_ERA40.mat\n", "2019-11-13 12:12:25,122 - climada.entity.exposures.base - INFO - Matching 6186 exposures with 6331 centroids.\n", "2019-11-13 12:12:25,811 - climada.engine.impact - INFO - Calculating damage for 6186 assets (>0) and 1755 events.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:318: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HufP+AdxS37YGDx6sNX377beHzYtmjfq8f/qTKqju2hX4gKIIkKlWtj0Tlp93507nu/OXv3gdSZM0tGyrqmenoRKAFBFJAJoDW4GzgZnu8leBCOwmESHy8pz7V7Rp43Uk0cjKdjTLyXGmMVizCHmyUNXNwJ+ATThfpD3AUmC3qpa5q+Xh/Eo7jIhMFJFMEcncsWNHKEKOPps3Q+fOUX8byFCzsh0DLFmEjoikAqOBHsBRQAvA1xi/6mMeqjpVVYeo6pAOHTr43Ieqz7dGnUZ/zrw8a68IAivbgRO2nzM72/mR1aOH15GEnBenoc4FNqjqDlUtBd4Cfgoc4VbdAdKBLY3ZeHJyMvn5+eFb2AJEVcnPzyc5Obnhb9682ZJFcFjZDoAmle1gy8mBLl0gHGMLMi+us9gEnCwizYEi4BwgE1gIXA5MB8YD7zRm4+np6eTl5REL1fjk5GTSG/pPv7wctmxxTkOZQLOyHSCNKtuhkJMDffp4HYUnQp4sVHWxiMwElgFlwHJgKvA+MF1EHnXnvdiY7ScmJtIjBquIftu+3RmqIBy/iBHOynYMyMmBGsOkxApPruBW1d8Bv6sxez1gQ6AGW+XAbVazCAor21Fs1y7nvtsx2LgNdgV37LEL8oxpnHXrnKklCxMTrGZhTONkZztTSxYmJuTlQUICpKV5HYkxkaXyGotevbyNwyOWLGJN5QV5cfanN6ZBcnKc07cpKV5H4gn7jxFr8vLsFJQxjRGjo81WsmQRa+zqbWMax5KFiRmqh05DGWP8V1DgXKNkycLEhN27obDQahbGNFRl43aMXr0Nlixii3WbNaZxYni02UqWLGKJXZBnTOPEeLdZsGQRWyprFpYsjGmYnBzo1Mm5aViMsmQRSyprFp06eRuHMZEmxntCgSWL2JKXB0ceCUlJXkdiTGSJ4aHJK1myiCXWbdaYhtu3D7ZutZqF1wGYELIL8oxpuBgfbbaSJYtYYrdTNabhrNssYMkidhQWwo8/2mkoYxrKkgVgySJ2WLdZYxonJ8fpGNKqldeReMqSRaywq7eNaZzs7JivVYAli9hhV28b0zh2jQVgySJ2WM3CmIYrLHS+O5YsLFnEjLw8aNMGWrb0OhJjIsf69c7UkoUli5hh3WaNaTgbmvwgSxaxwm6nakzD2WizB1myiBV29bYxDZedDe3bwxFHeB2J5yxZxILSUvjhB6tZGNNQ1hPqIEsWseCHH5z7b1vNwpiGsWRxkCWLWGDdZo1puOJi+P57SxauhLoWikgycBFwOnAUUASsBt5X1W+CH54JCLsg7zDFxcW89957fPLJJ2zZsoWUlBSOO+44Ro4cybHHHut1eCYcbNjg1MitJxRQR7IQkSnAxcAiYDGwHUgG+gJ/dBPJXaq6MvhhmiaxcaGqmTJlCu+++y5nnXUWJ510EmlpaRQXF/Pdd98xefJkiouL+fOf/+x1mMZr2dnO1GoWQN01iyWqOqWWZX8RkTSga2N2KiJHAC8AxwEKXA+sBWYA3YFcYKyq7mrM9k0NeXnQrBm0bet1JGFh6NChTJkyxeeyO++8k+3bt7Np06ZGbdvKdhSx0WarqbXNQlXfrzlPRJJFpLW7fLuqZjZyv38FMlT1GOAEYA0wGZivqn2A+e5rEwiV3WZFvI4kLIwcOfKwecXFxRQUFACQlpbGkCFDGrt5K9vRIicHUlPtR5bL7wZuEfkF8AHwvog81tgdusnmDOBFAFUtUdXdwGjgVXe1V4FLGrsPU4PdTrVOL7zwAhdccAEjR47k/vvvb/R2rGxHGesJVU2tyUJELq4x61xVPVNVTwcO/2nmv57ADuBlEVkuIi+ISAvgSFXdCuBO02qJa6KIZIpI5o4dO5oQRgyxC/Kqeffdd6u9/t///sdHH33EJ598wvvvH1ahbggr29HEkkU1ddUsThCRd0TkBPf1ShH5t4i8DjSlJ1QCMAj4u6oOBPbTgGq5qk5V1SGqOqRDhw5NCCNGqNq4UDV8/fXXjB49mq+//hqA/v37c/XVV3PNNdc0tSeUle1oUVICGzdaT6gqam3gVtVHRaQj8Ig457ofAloCzZvYAyoPyFPVxe7rmThfqG0i0klVt4pIJ5zeV6apdu50Cr6dhjrogQce4IcffuChhx4C4JFHHmHfvn0UFhbSv3//pmzayna02LABKiqsZlFFfW0W+4E7gOeAqcBVwHdN2aGq/gB8LyJHu7POAb4FZgPj3XnjgXeash/jsm6zPrVo0YKnn36aW2+9lYkTJzJt2jT69u3bpG1a2Y4i1hPqMHVdZ/EoTmNdIjBDVUeJyCicBu5XVPW1Juz3V8C/RSQJWA9ch5O43hCRG4BNwBVN2L6pVHlBntUsDnrggQf4+OOPKS0t5corr2T27NnMnj2bkSNHMmHCBK699tqmbN7KdjSwZHGYuq6zuEhVB4hzDmop8LSqzhaROcCtTdmpqq4AfPVNPKcp2zU+2NXbh3nvvfdYsWIFqsrgwYO54447GDVqFCNGjOC5555r0ratbEeJnBxo3doZcdYAdSeL1SLyGpACfFQ5U1XLcPqSm0iweTPExcGRR3odSdg47rjjuPbaaykqKuLMM888OD8hIYFJkyZ5GJkJG9nZTuO2XZt0UF0N3NeIyPFAqapmhTAmE0h5edCpEyTUOQxYTHn99ddZtWoViYmJHHPMMV6HY8JRTg40/sLMqFRXm8VpqvppHctbA11VdXVQIjOBYd1mD/Ppp59y2mmn1bq8oKCg0cN9mChQWgq5uTBunNeRhJW6fm5eJiJPABk4bRY7cAYS7A0MA7oBdwU9QtM0eXnQr5/XUYSVWbNmce+993LhhRcyePBgOnToQHFxMTk5OSxcuJCNGzfaQIKxbONGKC+3xu0a6joN9WsRSQUux+m90QlniPI1wPN11TpMGMnLg/PO8zqKsPLUU0+xa9cuZs6cyZtvvsnWrVtJSUmhX79+3HTTTXXWOkwMsJ5QPtV5ItsdGfOf7sNEmoIC2LvXus36kJqayo033siNN97odSgm3NjQ5D7ZnfKimV2QZ0zD5eRAy5bWg7AGSxbRzG6nakzDVQ4gaN1mq6k3WYhIM3/mmTBkF+TV6cCBA37NMzHGRpv1yZ+axRd+zjPhxmoWdTrllFP8mmdiSFkZrF9vycKHuq6z6Ah0BlJEZCBQWSdrDTQPQWymqfLyoF07SE72OpKw8sMPP7B582aKiopYvnw5qgo411cUFhZ6HJ3x1KZNTsKwZHGYunpDXQBMANKBP3MoWRQAjb+dmAkdu+mRTx988AGvvPIKeXl53HXXXQeTRevWrXnssUbfBNJEg8pus3Yfi8PUdZ3Fq8CrInKZqs4KYUwmUOx2qj6NHz+e8ePHM2vWLC677DKvwzHhxK6xqJU/bRaDReSIyhcikuoOX27CndUs6rR06VJ279598PWuXbt44IEHPIzIeC4nB1JSnPHUTDX+JIvh7k3ngYMX6o0IXkgmIA4cgB07LFnUYe7cuRxxxMHfQaSmpjJnzhwPIzKey862brO18CdZxFftKisiKYB1nQ13W7Y4UzsNVavy8vJqXWWLioqs62yss26ztfJn3OrXgfki8jKgwPXAq0GNyjTdxo3OtEsXb+MIY9dccw3nnHMO1113HSLCSy+9xPjx4+t/o4lOBw7AunUwerTXkYSlepOFqj4hIqtw7vQlwO9V9YOgR2aaJsu9BYndr6FW9957L8cffzzz589HVXnwwQe54IILvA7LeGXVKmd4cruPhU9+3RFHVecCc4MciwmkrCxo0cJOQ9Vj+PDhDB8+3OswTDhYssSZWrLwyZ/hPk4WkSUisk9ESkSkXEQKQhGcaYKsLDj6aOeWqsanL7/8kqFDh9KyZUuSkpKIj4+ndevWXodlvJKZ6VzE2q2b15GEJX/+k/wNuArIxrkf9y+AZ4MZlAmAtWvtFFQ9brvtNqZNm0afPn0oKirihRde4Fe/+pXXYRmvLFkCQ4daT6ha+PWzU1VzgHhVLVfVl3HulGfCVWGh08B99NFeRxL2evfuTXl5OfHx8Vx33XUsXLjQ65CMFwoL4Ztv7BRUHfxpsygUkSRghXub1a1Ai+CGZZokOxtUrWZRj+bNm1NSUsKAAQO499576dSpE/v37/c6LOOFFSugosKpWRif/KlZXOuudxuwH+gC2BgJ4cx6Qvnltddeo6Kigr/97W+0aNGC77//nlmzbGSbmGSN2/Xyp+vsRrdm0R14C1irqiXBDsw0QVaWc97VBkOrU7du3SgpKSE3N5cxY8Zw9NFHk5SU5HVYxguZmc4QH0cd5XUkYaveZCEiI4F/AOtwrrPoISI3ud1pTTjKyoLu3Z0xbkyt3n//fW6++WZ69eqFqrJhwwaef/5560obizIz7RRUPfxps/gzMMxt5EZEegHvY9ddhK+sLDsF5Ye77rqLhQsX0tsd3mHdunWMHDnSkkWsKShweg/+7GdeRxLW/Gmz2F6ZKFzrge1Bisc0VUWFdZv1U1pa2sFEAdCzZ0/S0tI8jMh4Ytkyp0OI1Szq5E/N4hsRmQO8gTM21BXAEhEZA6CqbwUxPtNQ338PRUWWLPxw7LHHMmLECMaOHYuI8OabbzJ06FDeesuKdEyxxm2/+JMskoFtwJnu6x1AW+BinORh36xwYj2h/FZcXMyRRx7JRx99BECHDh348ccfeffddxG7MCt2ZGY6bXzt23sdSVjzpzfUdaEIxASIJQu/vfzyy01abqJEZqbVKvzgT2+oHsCvcLrOHlxfVUc1ZcciEg9kAptV9SJ3P9Nxai3LgGuti24jrF0LqanQoYPXkYS9DRs28Oyzz5Kbm0tZWdnB+bNnz27Sdq1sR5D8fFi/HiZO9DqSsOfPaaj/Ai8C7wIVAdz3JGANUDly2+PAU6o6XUT+AdwA/D2A+4sNlT2h7DRKvS655BJuuOEGLr74YuICO+Cile1IsXSpM7XG7Xr5kyyKVfWZQO5URNKBkcD/AXeKc4L4bKCy79qrwBTsC9VwWVlw4YVeRxERkpOTuf322wO6TSvbEaaycXvQIG/jiAD+JIu/isjvgA+Bg/ecVNVlTdjv08C9QCv3dTtgt6pWngvIA3zeiEFEJgITAbp27dqEEKLQnj2wdasNIOinSZMm8fDDD3P++efTrNmhOwUPato/DivbkSQzE/r2hSr3Yje++ZMsjscZH+psDp2GUvd1g4nIRTjXbiwVkbMqZ/tYVX29X1WnAlMBhgwZ4nOdmLV2rTO1xm2/rFq1itdee40FCxYcPA0lIixYsKBR27OyHYEyM+GMM7yOIiL4kywuBXoGsEHuVGCUiIzA6ZbbGufX2BEikuD+AksHtgRof7HDekI1yNtvv8369esDOR6Ule1I8sMPkJdnPaH85E+r3tdAwOpoqvobVU1X1e7AOGCBql4NLAQud1cbD7wTqH3GjKwsSEiAnj29jiQinHDCCezevTtg27OyHWEyM52pNW77xZ+axZFAlogsoXqbRZO6zvpwHzBdRB4FluP0wDINkZUFvXtDYqLXkUSEbdu2ccwxxzB06NBqbRZN7Trrg5XtcJSZ6dx2eOBAryOJCP4ki98Fa+equghY5D5fD5wYrH3FBBtAsEEefvjhoG3bynYEWLIE+vWDFnYvN3/4cwX3R6EIxDRRaSnk5MDo0V5HEjHOPPPM+lcy0UnVqVmMGOF1JBGj1mQhInvx3WtDAFXV1j6WGa9s2OAkDKtZ1KtVq1Y+x35SVUSEgoICD6IyIfX997B9uzVuN0CtyUJVW9W2zIQh6wnlt71793odgvGaNW43WEDHODAeqrzGwi7IM6Z+mZlOz8H+/b2OJGJYsogWWVnQsaNdiWqMP5YscRJFcrLXkUQMSxbRwnpCGeOfysZta69oEEsW0UAV1qyxZGGMP9avh927LVk0kCWLaLBzJ+zaZe0VxvijcqRZa9xuEEsW0cB6Qhnjv8xMaNYMjj3W60giiiWLaGDJwhj/LVkCAwbYsDgNZMkiGmRlOb067B4IxtStvByWLbNTUI1gySIaZGU57RWBvTWoMdHnu+9g3z5r3G4E++8SDazbrDH+qWzctmTRYJYsIl1xsTMulCULY+qXmemMMmvflwazZBHpcnKc6yys8BtTvyT+/C4AABiaSURBVMxMGDQI4uO9jiTiWLKIdNYTyhj/lJbC8uXWuN1IliwiXWWy6NvX2ziMCXfffuuctrX2ikaxZBHpsrKgWzdo3tzrSIwJb9a43SSWLCKd9YQyxj+ZmdCmjXOfetNgliwimeqhayyMMXWrHGnWx10STf0sWUSyzZth/36rWRhTnwMHYOVKOwXVBJYsIpn1hDLGPytXOr2hrCdUo1myiGTffutM7TSUMXVbvNiZWs2i0SxZRLLPP4fOnaFTJ68jMSa8zZ7tNGzbYJuNZskiUqnCokVw1lnWYGdMXfLzYcECuOIK+640gSWLSLV2LWzb5iQLY0zt3nnHGZr88su9jiSiWbKIVAsXOlNLFsbUbeZM6NEDBg70OpKIZskiUi1a5LRX9OrldSTGhK9du+B//3NqFXYKqkksWUSiyvaKYcPsC2BMXWbPdrrM2imoJrNkEYmysmD7djsFZUx9Zs50ekDZ9RVNFvJkISJdRGShiKwRkW9EZJI7v62IzBORbHeaGurYIsaiRc7UkkVYsbIdZvbsgQ8/tFNQAeJFzaIMuEtV+wEnA7eKyE+AycB8Ve0DzHdfG18WLYL0dOjZ0+tITHVWtsPJe+9BSYmdggqQkCcLVd2qqsvc53uBNUBnYDTwqrvaq8AloY4tItj1FWHLynaYmTnT6QRy0kleRxIVPG2zEJHuwEBgMXCkqm4F50sHpNXynokikikimTt27AhVqOHD2isigpVtj+3dC3PnwmWXQZw1zQaCZ0dRRFoCs4A7VLXA3/ep6lRVHaKqQzp06BC8AMOVtVeEPSvbYWDOHGekWTsFFTCeJAsRScT5Mv1bVd9yZ28TkU7u8k7Adi9iC3vWXhHWrGyHiZkzoWNH+OlPvY4kanjRG0qAF4E1qvqXKotmA+Pd5+OBd0IdW9iz9oqwZmU7TOzf79QsxoyB+Hivo4kaCR7s81TgWmCViKxw590P/BF4Q0RuADYBV3gQW3iz9opwZ2U7HGRkQGGh015hAibkyUJVPwVq+1l8TihjiTjWXhHWrGyHiZkzoUMHOOMMryOJKtZNIJJYe4UxdSsqgnffhUsvhQQvTpxEL0sWkcLaK4yp3wcfOG0W1gsq4CxZRAprrzCmfjNnQtu29j0JAksWkcLaK4yp24EDziizl1wCiYleRxN1LFlEioULrb3CmLrMm+dcuX2FdTYLBksWkcDaK4yp38yZcMQRcPbZXkcSlSxZRII1a2DHDjsFZUxtSkqce22PHg1JSV5HE5UsWUQCa68wpm4LFsDu3dYLKogsWUQCu77CmLq9+Sa0agXnned1JFHLkkW4s/ttG1O30lL4739h1Cho1szraKKWJYtwZ+0VxtRt0SL48Uc7BRVklizCnbVXGFO3mTOhZUu44AKvI4lqlizC3Zw5TntFjx5eR2JM+MnPd5LFyJGQkuJ1NFHNRtoKZ19+Ce+/D1OmWHuFMTWpwk03ORfi3Xef19E0yuzZ3/Lb3z5HXFxzTjrpSQC++eZv/PjjymrrpaQcyZAhvwdg5co/sWfPd9WWt2jRlUGDHgBg2bJH2b9/U7Xlbdr0pX//uwFYterpRsVqySJcqTpfgLQ0uOsur6MxJvy88grMmgWPPw4DB3odTYM9//zn3HLLSFRLSEjoS+Vt13fvXsKBA/OqrRsf34sffnCe79r1BSUlX1RbnpBwPFu2OM/z8z+hrGxVteVJSaewaVPl+79sVLyWLMLVnDnw8cfw3HPO+VhjzCE5OXD77U4vwbvv9jqaBnv44TlMmXI5iYnpLFjwIaed1r3K0lfrefesepZ/UM/y6YjMqDfGmixZhKPycpg8GXr3hhtv9DoaY8JLaSlcc41zv4pXX4W4yGp6/de/ypgy5T5SUvqxZMlcjj02zeuQ/GLJIhy9/jqsXg1vvGGjZxpT06OPwuLFMGMGdOnidTQN8tRTFdx5ZwKnnDKXN95oTXp6a69D8ltkpeRYUFwMDz4IQ4dav3FjavrsMydZjB8PY8d6HU2D3H//O9x559VcemkFCxakR1SiAKtZhJ+//Q2+/96pXlsPKGMOKShwTj916wbPPON1NA2yYcMuHn/8ZpKTj+T118tJTo683+mWLMLJrl3w2GNw4YVOw50x5pDbbnN+SH3yCbSOrF/l559/JxUVO3jppTk0bx6Zp5YjL71Fs8cfd0bO/OMfvY7EmPAyfTq89ppzivaUU7yOpkEefTSDnJxXOPXUyVx1VeR18a1kySJc5OXBX//qVLNPOMHraIwJH5s2wc03O0nit7/1OpoG2bNHefjhe0hK6secOQ96HU6T2GmocPG730FFBTzyiNeRGBM+ysvh2mud6euvO91lI8h99wnl5XN45ZXdtG4d2SPiRtaRj1bffONcjXrHHdC9u9fRGBM+nnzSuTj1lVci7n4ub7yxheef78Rdd3Xh6qsjq4uvL5YsvFZeDvfc41ylff/9XkcDwIYNu/nss3XV5iUmJtG79/EAbNqUzf79BdWWJyUl06vXsQDk5mZRVLS/2vKUlBZ0734MAOvWfUNJSXG15c2bt6Jbt74A5OSsorS0pNryVq2OID29FwBr166goqK82vLWrdvSubMz2GJW1jJUtdry1NQOdOzYlYqKCtauXX7YZ27XriNpaZ0pKysjO/trX4fFhNqCBU4bxdix8POfex1Ng7z88gp+8YuLaN16OI888k+vwwkMVY3Yx+DBgzWiFRaqXnqpKqg+/bSnoRw4oPr226qXXKIqco4CNR5d1RmwShXO97H82CrLT/Gx/OQqy4/zsfy8Ksu7+1g+psrydj6W/7zK8iQfy291lx3wsQyFye7ynVXnZ6qV7dArLFS96y5VEdU+fVR//NHriPxWWqp6+eXTFVI0Pr6zTp++3OuQfGpM2baahVfy8507e33xBTz9NEyaFPIQVGHpUnj22VzeeOPPFBc/yJFHpnH11Y/TufNGEqtcPZ6UlMKAAc7zrKyHKSi4rdq2UlJacbxT8eDbb59g375d1Za3bJnKT37iPF+16lmKivZWW966dQeOcSoerFjxT0pKiqotT03tSJ8+zvNly/5NWVn1mke7dun0cioeLFnyFqoV1ZanpXWne3eoqEggM3P2YceiU6fedOkCpaWtWL7cWf7oo6MOW88E2eLFMGECZGU5jdpPPhkxY6OtX1/OmWf+lry8x+nQ4VQ+/3wWvXsf6XVYgdPQ7BJOj4j99bV+verRR6s2a6b65psh2+2uXapLlqhOm6b60EOqvXqtURivkKBxcYn6wANvaWlpyMIJe1jNInSKi1UnT1aNi1Pt0kX1ww+9jshv+/ap/v3vqq1abVBorWeffbMeOHDA67Dq1JiybTWLUFu2DEaMgJISmDcPTj89oJs/cAC++865G2tWFmRnOwN05uTAzp2VaykwDniTxMRkbrjhVn7727tJT08PaCzG+GXZMmf4jtWr4brr4KmnoE0br6Oq15o18Ic/5DBjxmuUlDzET3/anT/+cTWnnx75jdm+WLIIpQ8+cMZ7atcOFi6Efv0atRlV2L7dSQCViaEyOaxf7/TABWe0kPT0ctLSvqJr17n06JHH/fe/RJ8+wh/+kEzXrpO54447SEuLjFEvTZQpKYH/+z/nkZYG773n3PEuTOXnw/LlsGRJGTNmLODrr58B5iASz4svjuK66wYjEp2JAsIsWYjIhcBfgXjgBVWNjkuZDxxwrj69+WY4/njnXhWdOtW6uqozDM7mzc5j48ZDtYOcHFi3DvbtO7R+UhL07QsnnFDGVVfF85OfCD/+mMGiRa+yYME8li7NJy4ujtNOO42RI0tJTEzk9dfrGzPfBFLUlu3GKC6GFSvglluc6TXXOGM9paZ6FpIq7N/v/AjbssUZVSQvz5l+990uVq8+wObNHYEcYCCwj5Ytj+Smmx7kzjtv4qijjvIs9lAJm2QhIvHAc8B5QB6wRERmq+q33kbmn/IDZRzYtpuKNWvRNVnI2izisrNIyF5DYt4GpKKCXUPP56t7Z7L741YUFDh3g9y710kM27YdSg5btjgF95ADJCTsonPnXRx9dBfOPLMlbdrksHNnBvAD27ZlkZW1htmzs3niiSx69uzJ009n8fnnnzBixAhGjBjB+eefT9u2bT06OrGtUWVb1fmn6hFVKCtzQqh8HDjglNWCAtizx3ns2uWU17w8p+zm5UH53kKGpG1iQOpG+iZvortspN3+jbTMdx7N924HoKhVGkvvfpt951xCmyynHVvEqRlXfdRUXu5USkpKnFtblJQ4sZaXH5qWl0NRERQWVj6UwkJh/37Iz99OQcF+9u8vZvfufeTn72bPnjaUlJyIc4r218AGYBOwEdhFnz638cQTz9K/f3fefvsGzj33NC6++GKaNYvsC+0aQpy2Du+JyCnAFFW9wH39GwBV/UNt72kucdpZkqrNOzeuJXclOD0QLi5ZR1mN91wc15pfJnSgVJVRpesP2+bYuCO4LqEdBVrOlaW5hy2/Lq4NPyeFnRWFjNN84lAE5xgqcD9wDbCKRC4hjgM04wBJHKAZe2kB/BG4FFgGjAUUESUurpz4+DJOPHEqQ4aMZP/+ebzyysWUl5dVu6Zg3rx5nHvuubz55puMHTuWuLg4evXqRb9+/ejXrx+33XYb6enpqCpio9Y2iYgsVdUhAdhOg8t2iojWvATtVWAI8B7g647TM4F+wAzA1zgAc4BuwEvAn30s/whoDzwL/MPH8iVAc5wS/K8aywT4xn3+kBtLJUVIJIk/cQYb6caLfMsaNrCPllQQ766V5kYAMLHK88pezL2ADHfelcBX7vwKd3oCzpEBOAv4GigDSt3pmbRqNZ8WLWDnzp6UlW2oFn/v3qOZOPG/dOgADz3Uj+TkBHr27EavXt3o1q0bw4YNY+jQoT6OSmRqTNkOm5oF0Bn4vsrrPOCkmiuJyESc0kRrSaRLs/bVlrdo1oEdLXsDkP7jXsprdKFMTu7IjhY9KNMKuvxY/cIygKSUzuxo3pX9FaV02bXvsOW06E5um17kx1XQcfsXEBcP8XEQF4fGJ7L2hDH86+Rr2JIotP3vfcQ5i4iLg8REYezYVM46C3bsaMlzz51EYqIQFyfEx8eTmJjIzTd3ZPBg+O67bqSmTiIhIYHmzZuTmppKamoqxx7rXPg2cuRItm3bRmpqarUurlWOUx2H2oRYg8t2ijSjZas+1ZYvOPJcvks+kqz9G2i583P3TYeWf9hpOCuatWXl3u9olb+kxsbhgy4Xk5rYmrV7vqX1j8udt8qhzfyvzxhaN0thy86VtNuxChGn3IqAxMHKk8fSunki8ZuW0mvzWuLjcR7uOvzsZ86HXbqU4zZvhhYtoHlzSqUZ8QkpHPfMq5wQD9v++TQdMz+nvFwoLXVqA82apXLddU4s77zTi9zcvQdH6BcR2rXrzPXXO6/feKM/W7c2IyEhjvh45/vTpUsPbrnFGQ3khRcuZMeO/qSkJJKcnEBKSiJ9+/Y6uP3p0x+juLiY5ORkWrRoQWpqKkcdddTBC8QnTFjjz9805oRTzeIK4AJV/YX7+lrgRFX9VW3vGTJkiGZmZoYqRBNjAlizsLJtwkpjynY4jTqbB1TtSpAObPEoFmMCycq2iXjhlCyWAH1EpIeIJOFcCHD4pbbGRB4r2ybihU2bhaqWichtwAc43QtfUtVv6nmbMWHPyraJBmGTLABUdQ5Opw1jooqVbRPpwuk0lDHGmDBlycIYY0y9LFkYY4yplyULY4wx9Qqbi/IaQ0T2Amu9jqOK9sDOetcKrXCLKZLi6aaqHUIZTKUwLNuVwu3vV8niapijVbVVQ94QVr2hGmFtIK6wDRQRyQyneCD8YrJ4/BZWZbtSuB4vi6thRKTBwwPYaShjjDH1smRhjDGmXpGeLKZ6HUAN4RYPhF9MFo9/LK6GsbgapsFxRXQDtzHGmNCI9JqFMcaYELBkYYwxpl4RmyxE5EIRWSsiOSIy2YP9dxGRhSKyRkS+EZFJ7vwpIrJZRFa4jxEhjClXRFa5+81057UVkXkiku1OU0MUy9FVjsEKESkQkTtCfXxE5CUR2S4iq6vM83lMxPGMW6ZWisigYMZWS7yelusqcdRWvj0pTz7iixeR5SLynvu6h4gsduOa4Q4FH+qYjhCRmSKS5R63U8LheInIr92/4WoRmSYiyY06XqoacQ+cYZ7XAT2BJJwb7v4kxDF0Aga5z1sB3wE/AaYAd3t0XHKB9jXmPQFMdp9PBh736O/1A84toEN6fIAzgEHA6vqOCTACmItzl9GTgcUeHCdPy3WVWGor356XJ3ffdwL/Ad5zX78BjHOf/wO4xYOYXgV+4T5PAo7w+njh3NJ3A5BS5ThNaMzxitSaxYlAjqquV9USYDowOpQBqOpWVV3mPt8LrMH5w4Sb0TiFGHd6iQcxnAOsU9WNod6xqn4M/Fhjdm3HZDTwL3V8CRwhIp1CEykQBuW6Uh3l2/PyJCLpwEjgBfe1AGcDM72KS0Ra4/wweRFAVUtUdTdhcLxwLr5OEZEEoDmwlUYcr0hNFp2B76u8zsPDf9Qi0h0YCCx2Z93mnsZ4KcTVTgU+FJGlIjLRnXekqm4F5x8AkBbCeCqNA6ZVee3V8alU2zHxulx5vX+fapTvcChPTwP3AhXu63bAblUtc197cdx6AjuAl93TYy+ISAs8Pl6quhn4E7AJJ0nsAZbSiOMVqclCfMzzpA+wiLQEZgF3qGoB8HegFzAA54/z5xCGc6qqDgKGA7eKyBkh3LdP7rnQUcCb7iwvj099vC5XXu//MD7Kt6dE5CJgu6ourTrbx6qhPm4JOKc7/66qA4H9OKedPOX+GBsN9ACOAlrg/H+oqd7jFanJIg/oUuV1OrAl1EGISCLOF+nfqvoWgKpuU9VyVa0A/olzaiEkVHWLO90OvO3ue1vlqRR3uj1U8biGA8tUdZsbm2fHp4rajonX5crr/Vfjq3zjfXk6FRglIrk4p+nOxqlpHOGeZgFvjlsekKeqlWcXZuIkD6+P17nABlXdoaqlwFvAT2nE8YrUZLEE6OO26CfhnOaYHcoA3POkLwJrVPUvVeZXPcd9KbC65nuDFE8LEWlV+Rw43933bGC8u9p44J1QxFPFVVQ5BeXV8amhtmMyG/i52yvqZGBP5SmEEPG8XFeqrXzjcXlS1d+oarqqdsc5PgtU9WpgIXC5h3H9AHwvIke7s84BvsX7798m4GQRae7+TSvjavjxCnWPgQC28o/A6aGxDvitB/s/DafqthJY4T5GAK8Bq9z5s4FOIYqnJ07vma+BbyqPCc753PlAtjttG8Jj1BzIB9pUmRfS44OTqLYCpTi//m6o7ZjgnM54zi1Tq4AhHpQrT8t1lThqK9+elScfMZ7Fod5QPYGvgBycU57NPIhnAJDpHrP/AqnhcLyAh4EsnB9mrwHNGnO8bLgPY4wx9YrU01DGGGNCyJKFMcaYelmyMMYYUy9LFsYYY+plycIYY0y9LFmEARHZ58c6d4hI8wDv9ygRmek+HyCNGAFWRC4RkYfc57eJyHWBjNFENivb0cO6zoYBEdmnqi3rWScXp9//ziDFMMHd/m0NfN/nwChV3el+4T9TZ7gDY6xsRxGrWYQRETlLRBZVGRP/3+7VxLfjjOuyUEQWuuueLyJfiMgyEXnTHcOn8p4WD7vzV4nIMe78M+XQPSSWi0grEekuzhj3ScAjwJXu8ivFGee+g/veOHHur9C+Rrx9gQOVX3JVLQRyRcSLITxMGLOyHfksWYSfgcAdOPcO6IkzOOAzOGO3DFPVYW7BfgA4V52BAzNxxvevtNOd/3fgbnfe3cCtqjoAOB0oqlxZneGwHwJmqOoAVZ0BvA5c7a5yLvC1j19+pwLLaszLdLdvTE1WtiOYJYvw85Wq5qkz0N4KoLuPdU7G+cJ9JiIrcMZ26VZleeWgb0urvP8z4C/uL7kj9NDwxLV5Cfi5+/x64GUf63TCGZa5qu04vxSNqcnKdgRLqH8VE2IHqjwvx/ffSIB5qnpVPds4+H5V/aOIvI8zvs+XInIuUFxbEKr6vYhsE5GzgZM49EusqiKgTY15yVT5ZWdMFVa2I5jVLCLHXpzbWwJ8CZwqIr0BxBlRsm9dbxaRXqq6SlUfx6lOH1PH9iu9gFNlf0NVy31sdg3Qu8a8vngzkqyJXFa2I4Ali8gxFZgrIgtVdQfOfXSnichKnC9YzS9ITXe4DX5f4/w6mltj+ULgJ5WNgO682UBLfFfTAT4GBopI1ZvPnAr8z98PZQxWtiOCdZ01tRKRIcBTqlpro56I/BV4V1X/JyIDgTtV9dqQBWlMI1jZbjirWRifRGQyzl3SflPPqo/h3LcCoD3wYDDjMqaprGw3jtUsjDHG1MtqFsYYY+plycIYY0y9LFkYY4yplyULY4wx9bJkYYwxpl7/Hzfd/L2XqWuTAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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O2egs7HCpwItIwtqTmc1d46czfvJKTuvaiIcuOIqqKSpbRaUtJSIJac3WPVw9Mp2pK7Zyy8kduOGEdpTTxUsHRQVeRBJOxtLNXDMqg117sxh+aS9O6dIo6kilkgq8iCSUsenLufuNGTSqmcqoK/vQsVHZ7SzscKnAi0hCyMrO4S/vz+aFr5fQv109Hv91D2pVqRR1rFJNBV5EIrd55z6uf2US3yzcyJBjW3PX6Z2oUL5c1LFKPRV4EYnUnDXbGDoinbVb9/L387txQVrzqCMlDRV4EYnMBzPWcMvYKVRLqcCrV/elR4vaUUdKKirwIlLicnKcf306n0c/mc9RzWsx/NJeNKyhzsKKmwq8iJSonXuzuGXsFD6cuZbzejbjL+d0JbWiOguLBxV4ESkxyzbuYuiIdOav2849Azsz5NhW6iwsjlTgRaREfL1gA9e/Mgl3GDGkD/3bq7OweFOBF5G4cnde/GYJ9783mzb1qvLs4DRa1asadawyQQVeROJmb1Y297w5g7HpKzi5c0MeubA71dRZWInRlhaRuFi3bQ9Xj8pg8rIt3HhiO24a0EGdhZUwFXgRKXZTl2/h6pEZbN2dyZMX9+T0IxtHHalMUoEXkWI1ftIKfj9+Og2qpzD+umM4onGNqCOVWSrwIlIssrJzePCDOTz7v8X0bVOHJy/uRZ2q6iwsSirwInLYtu7K5IbRk/jf/A1c1q8ldw/sTEV1FhY5FXgROSzz125n6Ih0Vm7ZzQPnHslFvVtEHUlCKvAicsg+mbWWm16dQmrF8owe2pe0VnWijiQxVOBF5KC5O09+vpCHPppL1yY1eebSXjSpVTnqWJJHXAu8mdUCngO6Ag4Mcfdv47lOEYmvXfuyuP21abw3fTVndW/Cg+d1U2dhCarQAm9mqcBA4GdAE2A3MAN4z91nFmH5/wQ+cPfzzawSUOUw84pIhFZs3sXQERnMWbONO0/rxLDj2qizsARWYIE3sz8DZwCfA98D64BUoAPwQFj8b3X3aQW8vgZwHHA5gLvvA/YVX3QRKUnfLdrIdS9PIjM7hxcuP5rjOzaIOpIcQGF78BPd/c8FTPuHmTUACjtc3gZYD7xgZkcBGcBv3X1n7ExmNgwYBtCihY6+iyQad2fU98u49+2ZtKhbhecGp9GmfrWoY0kRFHiiqru/V9gL3X2du6cXMksFoCfwlLv3AHYCv89nOcPdPc3d0+rXr1/E2CJSEvZl5XDXGzO4580ZHNehPm9ef6yKeylS6JUIZnaZmU0ys53hI93MBhdx2SuAFe7+fTg8jqDgi0gpsH77Xi5+7jtGT1jGdce35dnBadRIrRh1LDkIhbXBDwZuAm4BJgFGUKD/bma4+4jCFuzua8xsuZl1dPe5wEnArOKLLiLxMmPlVoaNSGfTrn08NqgHZxzVJOpIcggKa4O/DjjH3ZfEjPvUzM4DxgCFFvjQb4CXwzNoFgFXHGpQESkZb01ZyR3jplG3aiXGXXMMXZvWjDqSHKLCCnyNPMUdAHdfEp4hc0DuPgVIO8RsIlKCsnOchz6ay1OfL6R3qzo8eUlP6lVLiTqWHIbCCvzuQ5wmIqXMtj2Z/Hb0ZD6bu55f92nBn8/oQqUK6iystCuswB9hZvmd424Ep0CKSBJYuH4HQ0eks2zjLu4/uyuX9G0ZdSQpJoUW+BJLISKR+GzuOm4cPZlK5cvx8lV96NOmbtSRpBgVWODdfWnssJnVJbgydZm7Z8Q7mIjEj7vzzJeLePCDORzRqAbDB/eiWW31JJJsCmxkM7N3zaxr+LwxQR80Q4CRZnZTCeUTkWK2e182vx0zhQf+M4fTj2zMuGv7qbgnqcKaaFq7+4zw+RXAx+4+2MyqA18Dj8Y9nYgUq1VbdjNsZDozV23j9lM7ct3xbdVZWBIrrMBnxjw/CXgWwN23m1lOXFOJSLGbuGQT147KYE9mDs8NTuOkIxpGHUnirLACv9zMfkPQ5UBP4AMAM6sM6HplkVJk9IRl/PGtGTSrXYUxw3rRrkH1qCNJCSiswF8J3AcMAC509y3h+L7AC/EOJiKHLzM7h//37ixGfLuU4zrU57GLelCzivbPyorCzqJZB1yTz/jPgM/iGUpEDt/GHXu57uVJfL94E1cf14Y7ftGJ8uXU3l6WFNbZ2DsEt9nL5cAG4DN3HxXvYCJy6Gat2sbQEems37GXRy48inN6NIs6kkSgsCaah/IZVwe4xMy6uvtP+nYXkei9N201t702lZqVKzLumn50a1Yr6kgSkcKaaL7Ib7yZvU1wdyYVeJEEkpPjPPLJPB77dAE9W9Ti6Ut70aB6atSxJEKF3nQ7P+6erfNmRRLL9j2Z3PzqVD6ZvZYL05pz39ldSKlQPupYErHC2uDr5DO6NjAYmBm3RCJyUJZs2MnQEeks2rCTe8/swuB+LXXxkgCF78FnEBxYzf1LyT3I+jlwbXxjiUhRfDlvPTe8Mony5YyRQ3pzTLt6UUeSBFJYG3zrkgwiIkXn7jz/1WL++v5sOjSszrOD02heR/3JyP4Ka6Lp7+5fFTK9BtAipr8aESkBezKzueuN6YyftJJfdGnEw786iqopB304TcqAwv4qzjOz/yPooiADWA+kAu2AE4CWwK1xTygiP1izdQ9Xj0xn6oqt3HJyB244oR3ldPGSFKCwJpqbzaw2cD5wAdCY4FZ9s4FnCtu7F5HiN2nZZq4ZmcHOvVk8c2kvTu3SKOpIkuAK/V3n7psJepF8tmTiiEh+xqYv5+43ZtCoZiojr+xDx0bqLEwOTA13IgksKzuHv7w/mxe+XkL/dvV4/Nc9qFWlUtSxpJRQgRdJUJt37uOG0ZP4esFGhhzbmrtO70SF8gXehE3kJw5Y4M0sxd33HmiciBSfuWu2M3REOmu27uHv53fjgrTmUUeSUqgouwPfFnGciBSDD2as4Zwnv2ZPZjZjru6r4i6HrLDz4BsBTYHKZtaDH69orQHoigqRYpaT4zz26QIe+WQeRzWvxfBLe9GwhjoLk0NXWBPNqcDlQDPgYX4s8NuAu+IbS6Rs2bk3i1vHTuWDmWs4t2dT/nrOkaRWVGdhcngKOw/+JeAlMzvP3V8vwUwiZcqyjbsYOiKd+eu2c8/Azgw5tpU6C5NiUZQ2+F5m9sMdA8ystpndH8dMImXGNws2cOYTX7Fm2x5eGtKbK/u3VnGXYlOUAn9azA23cy9+Oj1+kUSSn7vz4teLufTfE6hfLYW3rj+Wn7WvH3UsSTJFOQ++fOxpkWZWGUiJbyyR5LU3K5t73pzB2PQVnNy5IY9c2J1q6ixM4qAof1WjgP+a2QsEfcIPAV6KayqRJLVu2x6uGZXBpGVbuPHEdtw0oIM6C5O4OWCBd/f/M7PpwEkEZ9L8P3f/MO7JRJLM1OVbuHpkBlt3Z/LkxT05/cjGUUeSJFek34Xu/h/gP4eyAjMrD6QDK9194KEsQ6S0e2PyCn73+nQaVE/h9WuPoXOTGlFHkjLggAdZzayvmU00sx1mts/Mss1s20Gs47cEXQyLlDnZOc5f35/Nza9OpWeLWrx9Q38VdykxRTmL5nFgEDAfqAxcBTxWlIWbWTPgl8BzhxpQpLTauiuTy1+YwPAvF3FZv5aMvLIPdaqqJ0gpOUVtollgZuXdPRt4wcy+KeLyHwXuANR5tZQpC9Zt56qX0lm5ZTcPnHskF/VuEXUkKYOKUuB3mVklYEp4C7/VQNUDvcjMBgLr3D3DzI4vZL5hwDCAFi30JZDS75NZa7np1SmkVizH6KF9SWtVJ+pIUkYVpYnm0nC+G4CdQHPgvCK87ljgTDNbAowBTjSzUXlncvfh7p7m7mn16+tCDym93J0nPlvA0JHptK5Xlbdv6K/iLpEqymmSS8M9+FbAeGCuu+8rwuvuBO4ECPfgb3P3Sw4rrUiC2rUvi9tfm8Z701dzVvcmPHheN3UWJpEryg0/fgk8DSwkOA++tZldHZ46KVLmrdi8i2EjMpi9Zht3ntaJYce1UX8ykhCK0gb/MHCCuy8AMLO2wHscxHnx7v458Pkh5BNJaN8v2si1L08iMzuHf19+NCd0bBB1JJEfFKXAr8st7qFFwLo45REpNUZ+t5R7355Ji7pVeG5wGm3qV4s6ksh+ilLgZ5rZ+8BYgr5oLgAmmtm5AO4+Po75RBLOvqwc/vzOTF75fhkndKzPPwf1oEZqxahjifxEUQp8KrAW+Hk4vB6oA5xBUPBV4KXM2LBjL9eOymDiks1cd3xbbj2lI+XVWZgkqKKcRXNFSQQRSXQzVm5l2Ih0Nu3ax78G9eDMo5pEHUmkUEU5i6Y18BuC0yR/mN/dz4xfLJHE8vbUVdwxbip1qlRi3DXH0LVpzagjiRxQUZpo3gSeB94BcuIbRySxLNmwk+e/WszI75ZydKvaPHVJL+pV0/1upHQoSoHf4+7/insSkQSxJzObD2euYcyE5Xy7aCPlyxmD+7Xk7l92plKFolz8LZIYilLg/2lmfwI+AvbmjnT3SXFLJRKBuWu2M3rCMt6YvJKtuzNpXqcyt5/akfN7NaNhjdSo44kctKIU+CMJ+qM5kR+baDwcFinVdu7N4t1pqxg9YTlTlm+hUvlynNKlIYN6t6Bfm7q6nZ6UakUp8OcAbYrS/4xIaeDuTFuxlTETl/H2lFXs3JdNuwbVuPuXR3Buz2bqs12SRlEK/FSgFrp6VUq5rbsyeXPKSkZPWMacNdtJrViOgd2aMKh3c3q2qK3+YyTpFKXANwTmmNlE9m+D12mSkvDcne8Xb+LVict5f/pq9mblcGTTmtx/dlfO7N5EV6BKUitKgf9T3FOIFLP12/fy+qQVvDpxOYs37KR6SgV+ldacC49urnPYpcwoypWsX5REEJHDlZ3j/G/+el6duJyPZ60lK8c5ulVtrj+hHb88sjGVK6l/dilbCizwZrad4GyZn0wC3N11a3hJCKu27GZs+nJeS1/Byi27qVO1Elcc24oLj25Ouwa6HbCUXQUWeHfXN0MSVmZ2Dv+dvY4xE5fxxbz1uMPP2tfjrtOPYEDnBqRU0N66SFHa4EUSxpINOxkzcTnjMlawYcdeGtZI4YYT2vGrtOY0r1Ml6ngiCUUFXhJebtcBoycs47tFmyhfzjihYwMG9W7OzzvUp0J5dR8gkh8VeElYc9ZsY8yE5eo6QOQQqcBLQtm5N4t3pq5izER1HSByuFTgJXLuztQVW3lVXQeIFCsVeInM1l2ZvDF5BWMmLlfXASJxoAIvJSq364AxE5bx/ow17FPXASJxowIvJSL/rgOacdHRLdR1gEicqMBL3OR2HTBmwnI+ma2uA0RKmgq8FJvtezKZu2Y7s9dsZ+6abXw2Z726DhCJkAq8HLSs7ByWbNzJnDXbmbN6O3PWbGPOmu2s2Lz7h3mqp1SgR8va3Hl6J07u3FBdB4hEQAVeCrV++17mrgmK+OzV25m7dhvz1u5gX1Zw98by5Yw29arSo0VtBvVuQadG1enUuAZNaqbqLBiRiKnACxB0B7Bg3Q5mrw72xnOL+oYdP96psX71FDo1qs5l/VrSqVENOjWuTtv61UitqL1zkUSkAl/G5OQ4K7fs/nGvfM125qzexuINO8kJO4dOqVCODg2rc0LHBnRqXINOjarTsVF16lVLiTa8iBwUFfgklZmdw9KNu1iwbjsL1u1gwbodzF+3g0Xrd7I7M/uH+ZrXqUynRjX45ZGN6RjulbeqW5Xy6hJApNRTgS/l9mRms3D9jh+KeO5jycadZGb/eL+WprUq07ZBNfq0rku7BtXoGO6VV0vRn4BIstK3uxSatmILT3y2gNmrt7N88y48rOPlDFrWrUq7BtUY0Lkh7epXo33DarStX42qKuQiZY6+9aXItj2ZPPzhXEZ8t5S6VSvRp01dzu3ZlHYNqtG+QXVa1aui0xFF5AdxK/Bm1hwYATQCcoDh7v7PeK0vmbk7701fzX3vzGL9jr1c1q8Vt5zSQf22iEih4rkHnwXc6u6TzKw6kGFmH7v7rDiuM+ks3biTP741ky/mradr0xo8d1ka3ZrVijqWiJQCcSvw7r4aWB0+325ms4GmgAp8EezNyubZLxfx2KcLqFi+HH86ozOD+7XS2S0iUmQl0gZvZq2AHsD3+UwbBgwDaO5LM10AAA64SURBVNGiRUnESXjfLdrIH96YzsL1O/nlkY25Z2BnGtXULepE5ODEvcCbWTXgdeAmd9+Wd7q7DweGA6SlpXne6WXJtj2Z3Pv2LF6ftIJmtSvzwuVHc0KnBlHHEpFSKq4F3swqEhT3l919fDzXVdrtyczmqhfTmbRsM9cd35bfnNhe3emKyGGJ51k0BjwPzHb3f8RrPckgKzuHG16ZzMSlm3hsUA8GdmsSdSQRSQLl4rjsY4FLgRPNbEr4OD2O6yuV3J3fj5/OJ7PXct+ZXVTcRaTYxPMsmq8AnfJxAA/8Zw7jMlZw04D2XNqvVdRxRCSJxHMPXg7gmS8W8syXixjcryW/Pal91HFEJMmowEdkbPpy/vafOQzs1pg/n9FFN8cQkWKnAh+Bj2et5c7x0/lZ+3r841fdKaeLl0QkDtTZWJzl5Dgbduxl1dY9rN6ym6WbdvHIx/Po2qQGT1/Si0oV9H+siMSHCnycrN22h2Ej0pm1ett+/bIDHNG4Bi9c0Vtd+IpIXKnCxMGufVlc9VI6C9fvYEj/1jStVZnGNSvTuGYqjWumUqdqJbW5i0jcqcAXs5wc56YxU5i5aivPXZbGiZ0aRh1JRMooNQAXswc/mMNHs9Zyz8DOKu4iEikV+GI0esKyH85rv/yYVlHHEZEyTk00h2FPZjZTlm8hfckmJi7ZzFcLNnB8x/r8cWBntbGLSORU4A/Cll37SF+ymYlLNjFhySZmrNz6wxkyHRpW49K+Lbn1lA5UKK8fRiISPRX4GO7OF/PWs3rrHjbv2se6bXtZu21P+NjLyi27AahY3ujWrBZX9m/D0a1q06tlbWpVqRRxehGR/anAA5nZOUxbsYU3Jq9k1HfLfhhfPbUCDWuk0rBGCn3a1KFNvaoc3aoORzWvRWpF9dUuIomtzBf4jTv2cubjX/+wdz7k2NYMPa41NStXpEqlMr95RKQUK/MV7KVvl7Jyy24evbA7XZvWpF2DalFHEhEpFmW6wI/LWMFTny/g5M4NObtH06jjiIgUqzJ7use3Czdy95vTOapZLR48r1vUcUREil2ZLPCvpS9n0LPfYRh/OqMLdarqDBgRST5lronmf/PX88jH8+jYsDpjr+5HzSoVo44kIhIXZabAuzv3vzeb579aTNNalbnvrC4q7iKS1MpMgc9Yupnnv1rM0a1q89zgo1XcRSTplYk2+LemrOSi4d9Rp2olnri4p4q7iJQJSV/g35qykptenUKPFrV49zf9aVA9NepIIiIlIqmbaJZt3MUtY6fSpGZlnrk0TWfLiEiZktR78C98s5jsHOdfg3qouItImZO0BX7d9j289M0S+rWpS88WtaKOIyJS4pKywO/el82f355JjsN9Z3XRzTdEpExKyjb4IS9O5NtFG7lpQHvaN6wedRwRkUgk3R78wvU7+HbRRoYd14abBnSIOo6ISGSSrsB/MGMNgG56LSJlXlIV+OwcZ1zGCnq2qEWTWpWjjiMiEqmkKvDpSzaxeMNOLunbMuooIiKRS6oC/9GstVQqX46TjmgYdRQRkcglTYHPys5h/KQV/LxjfWpWVl8zIiJxLfBm9gszm2tmC8zs9/Fc14TFm9i8K5OB3RrHczUiIqVG3Aq8mZUHngBOAzoDg8ysczzWlZmdw1/en03jmqkMUPOMiAgQ3z343sACd1/k7vuAMcBZxb2SbXsyOf+pb5i5ahv3DOxM1ZSkvHZLROSgxbMaNgWWxwyvAPrkncnMhgHDAFq0aHHQK6meUoHW9aoypH9rTj9SzTMiIrniWeDz6wDGfzLCfTgwHCAtLe0n0w+4EjMevajHwacTEUly8WyiWQE0jxluBqyK4/pERCRGPAv8RKC9mbU2s0rARcDbcVyfiIjEiFsTjbtnmdkNwIdAeeDf7j4zXusTEZH9xfWUE3d/H3g/nusQEZH8Jc2VrCIisj8VeBGRJKUCLyKSpFTgRUSSlLkf9LVFcWNm64Glh/jyesCGYoxT3BI9HyR+xkTPB8pYHBI9HyRWxpbuXj+/CQlV4A+HmaW7e1rUOQqS6Pkg8TMmej5QxuKQ6PmgdGQENdGIiCQtFXgRkSSVTAV+eNQBDiDR80HiZ0z0fKCMxSHR80HpyJg8bfAiIrK/ZNqDFxGRGCrwIiJJqtQX+JK8sXdRmVlzM/vMzGab2Uwz+204vo6ZfWxm88N/a0ecs7yZTTazd8Ph1mb2fZjv1bCb5yjz1TKzcWY2J9yW/RJpG5rZzeHnO8PMRptZatTb0Mz+bWbrzGxGzLh8t5kF/hV+d6aZWc8IM/49/JynmdkbZlYrZtqdYca5ZnZqVBljpt1mZm5m9cLhSLZjUZTqAl+SN/Y+SFnAre5+BNAXuD7M9Xvgv+7eHvhvOByl3wKzY4YfBB4J820Growk1Y/+CXzg7p2AowiyJsQ2NLOmwI1Amrt3JegS+yKi34YvAr/IM66gbXYa0D58DAOeijDjx0BXd+8GzAPuBAi/NxcBXcLXPBl+76PIiJk1B04GlsWMjmo7Hpi7l9oH0A/4MGb4TuDOqHPlk/Mtgj+KuUDjcFxjYG6EmZoRfNlPBN4luMXiBqBCfts2gnw1gMWEJwLEjE+IbciP9xyuQ9Dt9rvAqYmwDYFWwIwDbTPgGWBQfvOVdMY8084BXg6f7/edJri/RL+oMgLjCHY2lgD1ot6OB3qU6j148r+xd9OIsuTLzFoBPYDvgYbuvhog/LdBdMl4FLgDyAmH6wJb3D0rHI56W7YB1gMvhM1Iz5lZVRJkG7r7SuAhgj251cBWIIPE2oa5Ctpmifr9GQL8J3yeMBnN7ExgpbtPzTMpYTLmVdoLfJFu7B0VM6sGvA7c5O7bos6Ty8wGAuvcPSN2dD6zRrktKwA9gafcvQewk+ibtH4QtmOfBbQGmgBVCX6q55Uwf4/5SLTPHDP7A0ET58u5o/KZrcQzmlkV4A/AH/ObnM+4hPjcS3uBT9gbe5tZRYLi/rK7jw9HrzWzxuH0xsC6iOIdC5xpZkuAMQTNNI8Ctcws9y5fUW/LFcAKd/8+HB5HUPATZRsOABa7+3p3zwTGA8eQWNswV0HbLKG+P2Z2GTAQuNjDtg4SJ2Nbgv/Mp4bfm2bAJDNrROJk/InSXuAT8sbeZmbA88Bsd/9HzKS3gcvC55cRtM2XOHe/092buXsrgm32qbtfDHwGnB91PgB3XwMsN7OO4aiTgFkkyDYkaJrpa2ZVws87N1/CbMMYBW2zt4HB4VkgfYGtuU05Jc3MfgH8DjjT3XfFTHobuMjMUsysNcGBzAklnc/dp7t7A3dvFX5vVgA9w7/ThNmOPxH1QYBiOBByOsFR94XAH6LOE2bqT/ATbRowJXycTtDO/V9gfvhvnQTIejzwbvi8DcGXZwHwGpAScbbuQHq4Hd8EaifSNgTuBeYAM4CRQErU2xAYTXBMIJOgCF1Z0DYjaFp4IvzuTCc4IyiqjAsI2rFzvy9Px8z/hzDjXOC0qDLmmb6EHw+yRrIdi/JQVwUiIkmqtDfRiIhIAVTgRUSSlAq8iEiSUoEXEUlSKvAiIklKBV7iysyyzWxK2OPiO7G9BBYwfy0zu66k8h0KM7vPzAYcxPzHW9hjZz7TepjZc8WXLt911DezD+K5DklMKvASb7vdvbsHPS5uAq4/wPy1gIMu8CXUwyBmVt7d/+junxTTIu8CHiumZf2EmVVw9/XAajM7Nl7rkcSkAi8l6VtiOmEys9vNbGLYh/a94egHgLbhXv/f8+79mtnjZnZ5+HyJmf3RzL4CLjCzz83sQTObYGbzzOxneQOEy/sy7HN8lpk9bWblwmmnmNm3ZjbJzF4L+xLKbz0vmtn54bSTws7Qpod9iKeE439hQf/mXwHn5rcxzKw60M3dp5pZOQv6a68fTisX9i9eL9wDfz3cVhNzC7WZ9Tazb8L1f5N71a+ZXR7mfwf4KFzdm8DFh/CZSSmmAi8lItzDPomwKwkzO4XgsvPeBFes9jKz4wg6FFsY7vXfXoRF73H3/u4+Jhyu4O69gZuAPxXwmt7ArcCRBH2MnGvBzRvuBga4e0+CK2hvKWQ9mFkqQb/hF7r7kQQdpF0bjn8WOAP4GdCogBxpBFfB4u45wCh+LMIDgKnuvoGgX/xH3P1o4Dwgt0lnDnCcB52x/RH4a8yy+wGXufuJ4XB6mEXKkAoHnkXksFQ2sykEfWtnENzYAeCU8DE5HK5GUPCX5V3AAbyaZzi3Y7eMcJ35meDuiwDMbDRB1xJ7CG4a83XQtQyVCH5xFLQegI4EHY7NC4dfImiC+jwcPz9cxyiCG0Hk1ZigS+Rc/yboJ+ZRgi5zXwjHDwA6h7kAaoR7/zWBl8ysPUHXGBVjlvWxu2+KGV5H0OullCEq8BJvu929u5nVJLgpxvXAvwj67/ibuz8TO7MF/efHymL/X5qpeabvzDO8N/w3m4L/vvP2z+Fhno/dfVABr8m7Hsi/m9iC1pGf3cS8H3dfbmZrzexEoA8/7s2XI7jJxe79Vm72GPCZu58TbrfPC8mbGq5PyhA10UiJcPetBLe4u82CrpQ/BIbEtHM3NbMGwHagesxLlxLsvaaE/0mcVAxxelvQA2k54ELgK+A74FgzaxfmqWJmHQ6wnDlAq9zXAJcCX4TjW5tZ23B8Qf9pzAba5Rn3HEFTzVh3zw7HfQTckDuDmXUPn9YEVobPLz9A1g6EzUFSdqjAS4lx98nAVOAid/8IeAX41symE/T3Xt3dNxI0k8wws7+7+3JgLEGPki/zY5PO4fiW4GDuDILbAr4RnmlyOTDazKYRFPxOB3g/e4ArgNfC95BD0AviHoImmffCg6xLC3j9HKBm2NyS622C5qoXYsbdCKSFB6NnAdeE4/8P+JuZfU1wT9jCnAC8d4B5JMmoN0kpU8zseOA2dx8YdRYAM7sZ2O7uz4XDaQQHVIv1gKiZfQmc5e6bi3O5kti0By8SracIjxuY2e8J7gJ2Z3GuIDz18h8q7mWP9uBFRJKU9uBFRJKUCryISJJSgRcRSVIq8CIiSUoFXkQkSf1/84ZhnPcz+30AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# SOLUTION: example: winter storms in europe\n", "from climada.util import DATA_DIR\n", "import pandas as pd\n", "from climada.hazard import Hazard\n", "from climada.entity import Exposures, ImpactFuncSet\n", "from climada.engine import Impact\n", "\n", "# Put any absoulte path for your files or set up the configuration variable \"repository\"\n", "FILE_HAZARD = DATA_DIR + '/demo/WS_ERA40.mat' \n", "FILE_ENTITY = DATA_DIR + '/demo/WS_Europe.xls'\n", "\n", "# Define hazard type\n", "HAZ_TYPE = 'WS'\n", "\n", "# 1. Entity: we only need impact functions and exposures to compute the impact\n", "# Exposures\n", "exp_ws_eu = pd.read_excel(FILE_ENTITY)\n", "exp_ws_eu = Exposures(exp_ws_eu)\n", "exp_ws_eu.check()\n", "\n", "# Impact functions\n", "impf_ws_eu = ImpactFuncSet()\n", "impf_ws_eu.read_excel(FILE_ENTITY, 'Impact functions for winter storms in EU.')\n", "\n", "# 2. Hazard\n", "haz_ws_eu = Hazard(HAZ_TYPE)\n", "haz_ws_eu.read_mat(FILE_HAZARD, 'WS EU ERA 40')\n", "\n", "# 3. Impact\n", "imp_ws_eu = Impact()\n", "imp_ws_eu.calc(exp_ws_eu, impf_ws_eu, haz_ws_eu)\n", "\n", "# 4.\n", "# the damage functions for the hazard\n", "impf_ws_eu.plot()\n", "\n", "# the exposures values map\n", "exp_ws_eu.plot_hexbin(pop_name=False)\n", "\n", "# the strongest event\n", "haz_ws_eu.plot_intensity(-1) # might be better to use an other earth projection?\n", "\n", "# the impact exceedence frequency curve\n", "imp_exc_curve = imp_ws_eu.calc_freq_curve()\n", "imp_exc_curve.plot()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }