{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hazard: Landslides" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `landslide` class inherits from the `hazard` class. Other than some of the hazard modules available in `climada`, the landslide module does not run a physical model in its background. Rather, this tutorial is a suggestion of how to handle two different types of hazard source files (in one case, already the finished product of some model output, in the other case just a historic data collection).\n", "\n", "We propose 2 different types of landslide hazard datasets that the module's methods work well with: \n", "* *historic landslides*: historic event sets based on the NASA COOLR global landslide catalogue, continuously updated.\n", "* *probabilistic landslides*: two raster files on probabilistic LS hazard, one for landslides triggered by precipitation and one for landslides triggered by earthquakes, based on data from the Norwegian Geotechnical Institute (NGI) for UNEP GRID, last improved 2018.\n", "\n", "The module comes with two main functions, both delivering a raster-hazard set (once of historic occurrences, once with probabilistically sampled occurrences)\n", "* `set_ls_hist()`\n", "* `set_ls_prob()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Option 1: historic landslide events: NASA COOLR initiative\n", "Data from the global landslide catalogue is continuously updated as part of the Cooperative Open Online Landslide Repository (https://pmm.nasa.gov/landslides/coolrdata.html#download). The data consists in points representing an approximate occurence location, without spatial extent and any kind of \"intensity\" (binary events).\n", "\n", "The most recent version of the dataset should always be downloaded by going to the link > \"Open Landslide Viewer\" (takes some time to load) > click \"Download the full Landslide Catalog\" > selecting the \"NASA Global Landslide Catalog Points (Shapefile)\" for download." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download and unzip the up-to-date version.\n", "\n", "**Important**: The original file has a typo in one of its entries, which messes up the reading of a bounding box. Reading it once into memory with geopandas and re-saving it as shapefile solves this. This has to be done only once.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Amending the Landslide catalog by loading and re-saving (only necessary first time!)\n", "import geopandas as gpd\n", "\n", "PATH_COOLR = 'your path to file nasa_global_landslide_catalog_point.shp'\n", "ls_gdf_all = gpd.read_file(PATH_COOLR)\n", "ls_gdf_all.to_file(PATH_COOLR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can start the actual task.." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Loading packages and constants\n", "%matplotlib inline\n", "from climada.hazard.landslide import Landslide\n", "PATH_COOLR = 'your path to file nasa_global_landslide_catalog_point.shp' " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The historic landslide events are read into a landslide hazard set.\n", "Since the events are reported as simple points, we convert the hazard set to a raster file with a certain resolution.\n", "\n", "**Important note on projections and resolution**\n", "The resolution is up to your choice and has implications: The grid which is generated has the same projection and units as the input geodataframe with point landslide occurrences. By default, this is EPSG:4326, which is a non-projected, geographic CRS. This means, depending on where on the globe the analysis is performed, the area per gridcell differs vastly. Consider this when setting your resoluton (e.g. at the equator, 1° ~ 111 km). In turn, one can use a projected CRS which preserve angles and areas within the reference area for which they are defined. To do this, reproject the input_gdf to the desired projection. For more on projected & geographic CRS, read [here](https://desktop.arcgis.com/en/arcmap/10.3/guide-books/map-projections/about-projected-coordinate-systems.htm)\n", " \n", "Here, we will stick with the default geopgraphic (non-projected) EPSG 4326 and take a resolution of 0.004° (which is about 450m at the equator).\n", "All area within a grid cell that \"hosts\" an event point is hence affected." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:37:35,873 - climada.hazard.landslide - INFO - Reading in gdf from source /Users/evelynm/climada_python/data/system/nasa_global_landslide_catalog_point/nasa_global_landslide_catalog_point.shp\n", "2021-03-17 11:37:35,943 - climada.hazard.landslide - INFO - Generating a raster with resolution 0.004 for box (120.0, 21.5, 122.0, 25.5)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/climada_python/climada/util/plot.py:326: 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": 2, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/opt/anaconda3/envs/climada_env/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": 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CuTEGf9VU/FVTKT3wRADS8Sjxpo3Edqyjd92TtKy7j8bGXW9tMg1O3Y9A/bzMdHEyHCpAERkxay2pcDuJtm2ZsttKonUbibZtkE7hr5mJv3oagfq5VBz7oSGt8e2Jv2oqDRf/iHS0B3/llDEeRXbzBIrettm0rihNuqmF2I51xBrX0/HYr0m0bsZfNe0fpThlIb7KKVpLHIQKUEQGZa0l1dPSX26ZtbpE61bibdswXj/+6mn4a2YSqJ1F8X7HEaiegaekYkx/AXtDZXhDZWP2ernKGINvUj2+SfWUHHA80L95Od70OrHG9UQ2Lqdz2e+wyVj/PsQ3S7FhAZ5gseP02UUFKCJvsdaS7GrabW1uK4m27XgCIfzVM/DXTCfQMJ+SA0/EXz09Jw9GyTfGFyA4dX+CU/eHw/vvS/a0EmtcT7xxPV1P/4F40yZ8k+oJTt2fsqXnEKiZ4TZ0FlABihQ4ay2J5k10t66m8ZkHsLFe/HVz8NdMJzhtEWWHnI6/ejqeolLXUWUYfGU1+BbWULLwGABsKkm8+Q2im/9O0x/+g5IDjqfinRcX9L5DFaBIAbLWEt+1gb71T9O3/mkAJh19BjVnfYFAwwLtO8pDxusj2DCfYMN8Sg48iR3/86+ULj6FQN0c19GcUQGKFBBrLdHNK+l65o+kwu0U7388ted9GX/dHMqLIZJFkyzL+IlsWkHR9AMLuvxABShSMBJt22m7/0ekomEqjvkAxfsdt9u8mrk12bSMXHjlX6l450dcx3BOBShSAPo2PE/bX39CxbEXUXrwaTk1obSMLZtOkWjdSnDKQtdRnFMBiuSxdKyPrmduoXftMure81WCU/dzHUkcs6kE1qYxBXzwy5tUgCJ5yKZThF95mK6nbqZo9qE0XPzDMbsgq+Q2j78Ib6icVHcrvkl1ruM4pQIUyRPpWB/RzSvp27icyKYV+KunUfverxOcPM91NMkyvqqpJNp3qABdBxCRkUt07iLy+gtENi4n1riO4JT9CM07gknHfAB/xWTX8SRLBWpnEm/aSGj2EtdRnFIBiuQQm04Ra1xHZONyIhtfIBXpJjR3KWVLzqD2vC9rqisZktCcpXQ9/UcmHfU+11GcUgGK5IC+11+g79UniLzxEr7yWkJzD6f6zMsJNMzHGI/reJJjimYspuWe75Hq7SjofcMqQJEsZpNx2v/2v0S3raL88POoOP6SEV9RQeRNxucnNPtQ+jYup+zg01zHcUZ/OopkqUTnLnb9/t9JR8M0fOSHlB1yhspPxkzx/KOIbHjOdQynVIAiWahv4/Ps+t0VlBx4IjXnfkn79mTMheYcRnT7qyS7m11HcUYFKJJlOp+5hfaH/pu69/wn5UvP1cTUMi48RaVMOuq9tN53Azadch3HCe0DFMki3cvvpHfN4zRcfENBH5wgE6P8iPcQeeMlOpf9lopjL8L4AqSiYZIdO0l2NJLq7cRTXI63pJJA3ey8u/ajClAkS4RfeZjuF+9h8kXXqfxkQhiPl5qzr6Dt/h+z/WcXAxabTuOvbMBXMRlvaRWpXa+R6mkj3vwGvtIqgtMPpHTxqQQb5ruOP2oqQJEs0Pfas3Qu+y31//IdfOWFPTuHTCxfWQ31F15DsqcV4/XjCZXvcbO7TafeuqBuy53fxlc5mYrjcvuKEipAEceiW16h7cEbqXvfN/BXT3MdRwqUr2zfRxgbj5fg5HkEJ8+j/PDz6V37BC13XDNB6caHDoIRcSje/AYt91xH7blf0pydkjOM10fxvCMJTjvAdZRR0RqgiCM2Gaf13u9T+a5LKZqx2HUckSFJdO6iZ8U99K55lNCcpa7jjIoKUMSRzid/j79qKiUHnug6isigYo3r6V5+J9EtL1O6+BQaPnojvvIael993HW0EVMBijgQ3bqK3lcfp+GjP9V5fpK1bDpFZMPzdL9wF8meVsqXnkv1GZ/Lm4kZVIAiEywd66P1Lz+k6vTL8u68KskP6XiU8KqH6VlxD55QGeWHn0/xwndgPF7X0caUClBkgrX/7X8JzV5C8dzDXUcReZtkuJ2eF+8l/PKDBKcvovqsLxCcun/ebqVQAYpMoL7XniW2fTUNH/2p6ygib0nH+uh47Jf0rXuKkkXvYvKHv4+/corrWONOBSgyQVK9HbQ99DNqz/sKnkDIdRwRABJt22m581qCU/dnyiduwhsqcx1pwqgARSaAtZa2v/6U0oNOoSjHz52S/NH32rO0PXgjFcd9mLJDTncdZ8KpAEUmQPiVh0l2t1B73pddRxEBoOu5P9Pz9/upu+BrBKcsdB3HCRWgyDhLdO6i84nfUP8v38Z4/a7jiNDz9/sJv/wQDR++AW9p4U68rgIUGWcdj95E+RHvIVA7y3UUEfrWP0PXM7dQ/8HrCrr8QHOBioyrZHcLsW1rKDv0bNdRRIhuXdV/INYFX8Nf2eA6jnMqQJFxFH75IUoOOB5PoMh1FClw8eY3aLn7u9S8+9818XqGClBknNhUkvArD1JagEfXSXZJdjXR/OerqTr5E4RmHeI6TtZQAYqMk1jjOrylVdr3J06l+rpouvVrlB95ASX7v9N1nKyiAhQZJ9Gtq3SZI3EqHY/SfNs3KF7wDsqXnuM6TtZRAYqMMZtO0ffas0Q2PIfRjC/iiE0labnrO/hrZlDxzo+4jpOVdBqEyBhKhttpu+8HpGN9lBx0sjY5iRPWpml74McYj4fq0y/L28msR0sFKDJGkt2t7Pr9Fyk96BQmHfOBvLt0jOSOzsd/Q7JjJ3Uf+Jb+H+6DClBkDNhknJa7vk3ZoWcz6aj3uo4jBax7+Z1EXn+B+ouuw+PX6Tf7on2AImMgvPoRPEVllB95gesoUsDCax6je8U91L3/m3hD5a7jZD0VoMgY6Fv/DKWLT9G+FnEm8sZLdDz6S+redzW+8lrXcXKCClBklKxNE9uxliKdYCyOJNq203rv96k9/ysEame6jpMzVIAio5TsasZTVIq3qNR1FClANp2i9S8/pOLYD+pak8OkAhQZpb61ywg2LHAdQwpU9/I78ASClC4503WUnKMCFBmFyOaVdK+4h8qT/tV1FClAyZ5Wup+/g+ozPo8x+nU+XPqOiYxQrHE9rfd8j9pzv4SvvM51HClAvasfpXjhMfgm6f/fSKgARUbAphJ0PnUz1Wd9gaIZB7mOIwXIWkv4lYcpXXyK6yg5SwUoMgK9657CW1xB8dzDXUeRAhXbvgbj9RPQ/ucRUwGKjECgbjaJzl2kY32uo0iB6l39KCUHnaxzT0dBBSgyAoHaWQQbFhBe/YjrKFKgottfJTR7iesYOU0FKDJCoVlLiG552XUMKUCpaJhUuA1/zQzXUXKaClBkhJI9LXiKylzHkAIUb1xPYPI8XelhlFSAIiMQb9pEeNUjuvKDOBFrXE9wykLXMXKeClBkmFKRHprvvJaKd1yIv2qq6zhSgBItmwnUzXUdI+epAEWGqeuZWwjNXkJo7lLXUaRApSLdeEsqXMfIeSpAkWFIdjXRu/pRKo69yHUUKWDpvm48Ie1/Hi0VoMgwdD75e8oOOxtvSaXrKFLAUpFuvKFJrmPkPBWgyBDFmzcR2fx3yg8/33UUKWDWWtLRHjwhXX5rtFSAIkPU8cT/MenoC/EEi11HkUJm05BOgcfnOknOUwGKDEF0yysk23dQdsjprqNIgTMeL3j92GTcdZScpwIUGYS1lo4nfkPFcR/GeP2u44jg8QexyZjrGDlPBSgyiGT7dlLhdor3P851FBEAjC+ITagAR0sFKDKIvo3LCc09XFfclqzhCRaTjva4jpHz9BMtsg/WWiIbnqN43hGuo4i8JTB5HrHG11zHyHkqQJE9sOkU4dWPsPPXl2GTcYIzFruOJPKW4LRFxHa86jpGztNxtCJ70PX0LUQ2raDyXR+laPahuuioZJXgtAPofv421zFyntYARXZjk3F6XrqPmnOuJDTnMJWfZB1/9TTS0V6SPW2uo+Q0FaDIbvpef4FA/Rz8lQ2uo4jskTEegtP2J7ZjresoOU0FKLKb3lcfp+SA413HENmn4LQDiG1f4zpGTlMBigyQDLcT3fwyxQuPcR1FZJ+CUxcR264DYUZDBSiSkejcRdPNX2LS0e/DEyxxHUdkn4KT55Fo30461uc6Ss5SAYoA8ZbNNN38JcoPP49JR73PdRyRQRmfn0D9XGKN611HyVk6DUIKXrKnjeZbv07lCZdq35/kFG9xBelYr+sYOUtrgFLQbDJOy53fpmzJmSo/yTnpeARPIOQ6Rs5SAUpBC6/6G55AiPKj3+86isiwWJsm0b4Db1m16yg5SwUoBc1bWg0er052l5wT3fIKnmAx/pqZrqPkLO0DlIJgbZpE61ZiO9ZifAH8NTPxV08nUD+HeNPrWGtVgpJTetc8SuniU/X/dhRUgJLXIptepOfv9xPb/iqeohKC0w7AplJ0L7+TZEcj3rJq0n2dpPs68ZZUuo4rMmTpSA++inrXMXKaClDyUjrWS8ejvySyeSUVx32IqlM/ha+s5m3L2FSSREcjyc5deELljpKKjIzx+rHJhOsYOU0FKHknun0Nrfd+n9Dsw5hy6Y14gsV7XM54fQRqZhComTHBCUXGgNePTakAR0MFKHkl8voKWu//ITVnfp7Q3MNdxxEZN8brBxXgqKgAJW/0rn+a9od+Tt17vkpw6n6u44iMK+MPkurrch0jp+k0CMkLkU0v0vHwf1P//m+q/KQglC4+he4Vd5OK9LiOkrNUgJLz0oko7Q/9F9VnfYFA/RzXcUQmRHDyPIoXHEPnst+6jpKzVICS88IrH8RfN5vQ7ENdRxGZUBXv/DB9G54ltvM111FykgpQclqqt4Pu5Xcw6egLXUcRmXDeolIqT/gYLXdcS3jNY1ibdh0ppwxagMaY6caYx4wxa40xa4wxl+/2+BeNMdYYU7OX51cYY24zxqzLvMbRmfunGGMeNcbcbYwpzdx3tTGmzxhTN+D54dENUfKRTcaJbF5J0x+vovTg0wg2zHcdScSJ0kUnUHPulfSsuIddv7uCaJZcJT4XumMoR4EmgSustS8ZY8qAF40xD1trXzXGTAdOAbbu4/k/Bv5qrX2vMSYAvHlS1ueAy4A5wIeA/87c3wpcAXxpCNmkgCTad9C34Tmim1cSa1xHoGYmZYedTdmSM11HE3GqaNoiJn/kB/S++gSt93yfQMM8QrOW4K+Zgb9mBl43Ez1kfXcMWoDW2p3AzsztHmPMWmAq8CrwQ+BK4O49PdcYUw68E7gk8/w4EM887AXSmY+Bk9n9CrjEGHOdtbZ9qAOR/JYKd7Dr5ispXngsZUvOpPa8/9BV20UGMMZD6aITKF5wNL2rHyW+ayPh1Y+QaN2G8QcI1Myi5uwr8JZOzJR/udAdw9oHaIyZBSwBnjfGnAPssNa+vI+nzAFagF8bY/5ujLnJGPPmb60bgf8BPgn8fsBzwpmBvG11WQpb+2M3Ubr4VKpP/RTFC45W+YnsTSr51s+Hp6gUf/U0vKFyottWk+xpcRIpW7tjyCfCZ7a13g58nv5V26uAU4fw+ocCl1lrnzfG/Bj4D+Cr1tot9Df8nvwEWGmM+cFguaqDdogjyB0a09ulEzHSke3Un/cZPIHs+d7k2/uUb+OBwhtT77qn6X7hLibVzaJu4YF4y2rwBotJx/pIx/sIzZiN8Y3t92TLII9na3e8+UUGZYzx0z+Am621dxhjDgJmAy9nLsUxDXjJGHOEtXbXgKduB7Zba5/PfH5bZhD7ZK3tNMb8Afj0YMu2xQxNkfy7HIjG9A99r6+iO1WMJ1UMkTEONUr59j7l23igcMZkrWXHfb+g4viP4DnwJJJ7eF5PApjA2dOyuTtgCAVo+lP+Elhrrb0h80VWAQOPttkMLLXWtu4WZpcxZpsxZqG1dj1wEv3bf4fiBuCFoWSU/BbdtILQnMNcxxDJasYYKo6/mJ6X7qNk0QkY4/Yst1zojqF8h44BPgycaIxZmfnY62F3mUNU7x9w12XAzcaYV4BDgG8P4WuS+YbcCQSHsrzkJ5tK0LdxOaHZKkCRwZQsehcAvWsecxukX9Z3h7E2d7eRG2PsEVffm3ebOOpDVmPK6Hr2VmI71lJ7wdey7srX+fY+5dt4oDwdqCsAACAASURBVDDHFNm8ks7Hf03DJT+ekDxbrjsba21OfpM1E4xkrUTHTrpfuIuqUz6ZdeUnkq2Kpi0i0b6DdDzLdphnIRWgZCVrLe0P/RflR16Ab1K96zgiOcP4/ATq5hBrXO86StZTAUpW6lu7jFRvB+VLz3UdRSTnBKfuR2zHWtcxsp4KULJOOhqm47FfUn3aZzBeHQQsMly+SXWketpcx8h6KkDJOh3Lfkto3pEEp+7vOopITkq078BfNdV1jKynApSskuxupW/tMiqOv9h1FJGclWjdhr9mhusYWU/blySr9Pz9L5QsOgFvUanrKCI5x9o0fa89S3zXBvw1M13HyXoqQMka6USM8CsPMfmi77mOIpJTrLVEN62g88n+uaFrzrkSX/keL7MnA6gAJWtEXn+BQN0c7bsQGaaW275BsquZiuM+RGjB0TpvdohUgJI1Eq1bCTQscB1DJKekejuJ7VjLtM/9AePxuo6TU3QQjGSNZEcj/soprmOI5JR0rBcTKAbHk1/nIn3HJGskOnbgUwGKDEv/z4wl2b7ddZScowKUrJCO9ZFo24G/Wvv/RIbDGEPp4lPoePzX5PLFDVxQAUpW6F5xN8Xzj8QbKncdRSTnTDr6/SS7W+hb/7TrKDlFBSjOpfq66HnxXia94wOuo4jkJOP1U7bkTCKvv+A6Sk5RAYpTqb4umm65irJDz9LpDyIjZG2aRNt2Ur0drqPkFJ0GIc6kIj00/emrhOYuZdIxH3QdRyQnJbub6XjkJlLhdmov+KrrODlFBShOpCI9NP/pPwnNOoSKd16sE3dFhinV10XXs7fSu/pRSpecQc27v4jxBVzHyikqQJlwqWiY5lu/SnDGQVS866MqP5FhsOkUnU//mZ4V91BywDuZ8rH/wlta6TpWTlIByoRKx3r7y2/qAVSe8DGVn8gwWJum86k/EN3yKpMv/iH+ismuI+U0FaBMmHSsl6Y/fY3glP2oPOnfVH4iw2CtpeNv/0st3dS99+t4AiHXkXKejgKVCZGOR2i69WsEG+ZRedLHVX4iw2CtpfOJ3xDbsZaq0z+r8hsjWgOUcZeO9dG+7EYCdXOoPPmTKj+RYep65hYir6+g/oPf6S+/iOtE+UFrgDKu0vEIzbddja9yClWnfkrlJzJM3S/eS++rj1N/4bc0U9IYUwHKuEnHIzT/+Wr8VdOYdOy/YDRbvciw9a55lOrTL9ORnuNAm0BlXKTjUZpv+wa+ygaqTv+s1vxERijd1423tNp1jLykP8llzKUTUZpv/ya+SfVUn/E5rfmJjJqu8jAe9JtJxlQ6EaPl9mvwlVWr/ETGgKeolHQ07DpGXtJvJxkzNp2i5c5r8ZZUUn3m5zEer+tIIjnPU1SmAhwnKkAZM90v3I1Nxqk+6wsqP5ExojXA8aMClDGRaNtG9/O3ac1PZAxZa0m0b8dTVOY6Sl5SAcqo2XSKtvt/TMWxH9TchCJjKPL6cgCKZh3iOEl+UgHKqEXfeAmbTlK65EzXUUTyRjoRpeORX1B5/CU6jWicqABl1Po2PEfJ/sfriE+RMRTZ8By+yimE5i51HSVv6TeWjIpNp+jb+Dyh+Ue5jiKSVyJvvESxfq7GlQpQRiXW+Bre4gr8lQ2uo4jklfiujQSn7Oc6Rl5TAcqoRDY8q79SRcZBqrdT83+OMxWgjJi1lr4Nz2rzp8gYs+kU6VgvHl39YVypAGXEIptWgPEQqJ/rOopIXkn1deEpKtM5teNMBSgjko5HaH/ov6g6Rdf4Exlrsa2vEKib7TpG3lMByoh0Pvl7imYcREgn6IqMqVRvBx2P/pLyo97rOkreUwHKsMV2bqB37RNUnvAx11FE8k7vuqcITjuA0MyDXUfJeypAGRabTtH2159S+a5L8RZPch1HJO+E5iwlunUVsR3rXEfJeypAGZbuF+7GGyqnZNEJrqOI5CV/ZQM1Z32Blru+TSrS7TpOXlMBypAlOnfR/fxtVJ32GR34IjKOQnMPp3jBO+h66g+uo+Q1FaAMibWW9of+i/Ij3qNZX0QmQNmSs+hb/7TrGHlNBShD0rd2GalwO+WHn+c6ikhB6H7xHkLzjnQdI6+pAGVQqUgPHY/eRPXpl2G8PtdxRPKatZbOZb8jumUlle+6xHWcvKbfZjKovrVPEJy5mOCUha6jiOQ1m0rS9tcbSbRtYfJF1+MpKnUdKa+pAGVQ0W1rCM3RNclExlM6HqHlru9gjIf6D3wHT6DIdaS8p02gsk/WWmLbVhOcvsh1FJG8lU5EabrlKnxlNdRe8FWV3wTRGqDsU7KjETxefJPqXUcRyUvWWtof/Bm+ygaqTr9MpxhNIK0Byj5Ft60hOH2RfihFxknPS/cRb9ncf5CZfs4mlApQ9im2fTVF0w90HUMkL0W3rabrmT9Re/5VePza7DnRVICyT9FtayiapgIUGWvJnlZa7/keNWd9AX/FZNdxCpIKUPYq2dWEjUfwVU9zHUUkr6SjYVru/A5lh55NaM5hruMULBWg7FV4zWMULzxG+yVExlBsx1oaf3M5wSkLKD/qfa7jFDQdBSp7ZG2a3lV/o+acK11HEckL1qbpfu42ulfcQ/Vpn6F4wdGuIxU8FaDsUWzbGowvSGDyfNdRRPJC11N/ILLpRRou/iG+8lrXcQQVoOxBqq+LzmW/o3Txqdr8KTIGUpFuup77M9M+9Ru8pZWu40iG9gHK28R2rGPn/32e4LT9KTvsbNdxRPKCp6gMX3ktyZ4W11FkAK0BylustbTceS1Vp3yK4oXvcB1HJC9YawmvfACbjOOv0hHV2UQFKG9Jtm0HX0DlJzJGkj1ttD3wE9KRLuovvBZPsNh1JBlABSgA2HSKjid/S/H8o1xHEckLvWufpP1v/0PZIWcw6R0X6lqaWUjviGBtmrYHfoqNR6k8/hLXcURymk0maHvwRmKN66i74Ku6jmYWUwEWOGstHY/cRLJjB3Xvvwbj87uOJJKz0rFemu/4Ft6iMhou+bHm98xyKsAC1/X0H4luW83kf/m2rkEmMkodj/8aX3k91WdchvF4XceRQeg0iALW/cLd9K59gvr3fxNPUanrOCI5LdG5i751T1N54qUqvxyhNcACFX7lYbpX3MXki67DW1LhOo5Izut65k+ULTkTb6jcdRQZIq0BFqDe9U/T+eTvqL/wW/jK61zHEcl5ic5dRDY+T9kR57uOIsOgAiwwkU0v0v7Qz6l779X4q6a6jiOSFyKvPUPxwmPwaldCTlEBFpDo1ldo/csN1J7/FQL1c1zHEckb0S2vUDTzYNcxZJhUgAUivOYxWu6+jtpzvkTRtANcxxHJGzaVJLr9VYpmHOQ6igyTDoIpALHG9XQ+/mvqP/BtArUzXccRySvxXRvwVdTjLZ7kOooMk9YAC0DvmkcpXXKmyk9kHES3rqJoxmLXMWQEVIAFILZjHaHZh7qOIZKXolte1v6/HKUCLACpSA8enZskMuZsMk5s52sUTT/QdRQZARVgAUjHejXTi8g4CL/yMIH6ubrMUY5SAeY5m05h4xH9gIqMsXjTJjqfupnq0y9zHUVGSAWY59KxPjyBEMborRYZK+lYHy13f5eqkz+hCSVymH4r5rl0NIzR5k+RMWOtpe3BGymasZiSA453HUdGQQWY5xKtW/GV17qOIZI3wi8/SKJ1K5Un/ZvrKDJKKsA8Zq2l56X7KD3oFNdRRPJCvHkTnct+S+25/4HHH3QdR0ZJM8HkqVQ0TPtff0qqr5OS/Y9zHUck56XjUVruvo7Kk/4Nf/U013FkDGgNMA9Ft65i568uw1taTcOHf4DxBVxHEsl5feuW4a+cQumiE1xHkTGiNcA807v2SToe/QXVp3+O0NylruOI5I3w6kcpX3qO6xgyhlSAecSmU3Q+dTM1Z3+Ropmam1BkrCR72ki0bCE093DXUWQMaRNoHoltfxXj8xPUZVlExpRNRPGESjFev+soMoZUgHkkum01oZmHYIxxHUUkrxh/ETYedR1DxpgKMA/YdIrwqkfoefFeivc71nUckbzjCRaTjvVhUwnXUWQMaR9gDrPW0rfuKToe/zW+shrq3v9NgpPnuY4lknc8gRCByfOIvL6C4gVHu44jY0QFmKPSsT5a7/s+yc4mas7+f7oci8g4Kz3oJMKrH1EB5hFtAs1Bqb4umm65Cm9JJQ2X/FjlJzIBihceS3TrKpLdza6jyBhRAeYYm0zQdMtVFM1eQtVpn8V4tRIvMhE8wWImHXkBrfd8X/sC84QKMMd0PX8bvkl1VBz3YR3tKTLByo96L96yanbdfCXpWJ/rODJKKsAckmjbTs+L91J1yidVfiIOGOOh5pwr8VdNo+v5213HkVEaswI0xkw3xjxmjFlrjFljjLl8t8e/aIyxxpiaAfddb4xZYYw5PvP5rMwylw1Y5kZjzCVjlTOXdS77LZOOei++8jrXUUQKljGGopkHk+ppcR0lq+VCJ4zlGmASuMJauz9wFPAZY8wB0P+NAE4Btr65sDFmv8zNdwKfGfA6zcDlxhjN4DxAMtxOdMvLlB58uusoImLTkE67TpHtsr4TxqwArbU7rbUvZW73AGuBqZmHfwhcCdgBT/EC6cx9A7fntQCPABePVbZ80Lv6EYoXHoMnWOw6ikjBi2x+meD0Ra5jZLVc6IRx2QdojJkFLAGeN8acA+yw1r48cBlr7RqgGHgK+PluL/Fd4ApjjHc88uUaa9OEX36I0oNPcx1FpOClY31ENq2geP5RrqPkjGzthDE/ht4YUwrcDnye/lXgq4BT97Sstfayvdz/hjFmOfDBwb5eddAOtkjO2X1MscbX8EyfQe2c+RiTm+MthPcp1+XbeGB8xtSx/FbmH/tuKmoqePsKzMTItvdpyyCPT3QnDMeYFqAxxk//QG+21t5hjDkImA28nDlqcRrwkjHmCGvtrkFe7tvAbcCyfS3UFjM0RfLviMiBY2p58l6CUw7GRnP7oN18f5/yQb6NB8Z2TL3rn6Zz5dM0XPITYg6/V7nyPrnohOEYy6NADfBLYK219gYAa+0qa22dtXaWtXYWsB04dAgDxVq7DngVOHusMuaiVKSbyKYVlOgq1CJOJXvaaH/o59ScdQWeQMh1nKyXC50wlqsUxwAfBk40xqzMfJw5yte8lv6/EApW75rHCM1dijdU5jqKSEHrfv42Sg88keDU/QZfWCAHOmHMNoFaa5/i7Ufu7GmZWYM8vhk4cMDnL1PAJ+tbawm//CBVp3zSdRSRghfduorq0/e4i0r2IBc6oWDLJRfEG9djUwmC03WFdxGX0okoyY6dBOrnuo4iY0gFmMW6nr+NskPO0LRnIo6lI914iko1+XyeUQFmqcjmlSSa36Ds0II+BkgkK6SjvXiKSl3HkDGmAsxCNp2i42//S+WJH8P4NCOciGvpaFgFmIdUgFmod+0yvKUVhObrytMi2SDV24G3eJLrGDLGVIBZJhXppuel+6k86ePa9yeSJeK7NuoAmDykAswy4VcepmjGIgK1s1xHEZGMWOM6AlMWuo4hY0wFmEWstYRfeZjiBce4jiIiGTaVJN60iWDDfNdRZIypALNIvHE92BSByfNcRxGRjETrFnzldXiCJa6jyBhTAWaR8KqHKT3oFO37E8kiscb1BKYscB1DxoEKMEukIt30rX+akkUnuo4iIgPEGtcT1P6/vKQCzAI2naL1nuspXXwqvvIa13FEZIBY43qCDSrAfKQCdMymU7Q/+DNsOkXF8Re7jiMiA6SjYVLhNvy1M11HkXGgie0cSsf6aLnnOrBQ957/xHi8riOJyACxna8RqJ+rn808pQJ0JBlup+W2bxCon0vVqZ/WJLsiWSi65WWCU/d3HUPGiTaBOhBv3cqu332R4gXvoOr0y1R+IlnIphKEVz9C6UEnu44i40S/eSdYonMXTX/8CpUnXErpgTriUyRb9a1/hkDNTPxVU11HkXGiNcAJ1vPCnZQefKrKTyTL9ax8gNJDznAdQ8aRCnAC2WSc8JrHKVtylusoIrIPidZtJNt3UDz/KNdRZBypACdQrHEd/qpp+MqqXUcRkX3oWfkAJYtP1f75PKcCnEDRrasomnGQ6xgisg/pRJTeVx+n7ODTXEeRcaYCnEAqQJHs17fuKYJTFuKbVOc6iowzFeAESccjxHdt1DlFIlmu5+/36+CXAqECnCDdy+8gNO8IPMFi11FEZC9iuzaS6u0gNOcw11FkAqgAJ0B06yv0vHgflcdf4jqKiOxD+OW/Unbw6Zr6rECoAMeRTSboeOxXtN77fWre/UXtUxDJctHNKyle8A7XMWSC6BjfcRJv2UzrfT/AN6meho/+FG/xJNeRRGQfUr2dpCM9+Ko180uhUAGOg1RfV/90Z++6hBJd4V0kJ8R2ricwZSHGaMNYoVABjoPuF+6ieL/jKF18qusoIjJEuvJ74dGfOmMsnYgSXvUw5Ye923UUERmGeOM6glP2cx1DJpAKcAxZa2m7/8eEZh+Gv3qa6zgiMkQ2nSK2cwOBhgWuo8gEUgGOoa5n/0Syq4nq0z7jOoqIDEOidSve0mq8oTLXUWQCqQDHSN/6ZwivfJDa9/wnxhdwHUdEhkH7/wqTCnAMxJs20fbgjdS+5yp8pVWu44jIMMUa16kAC5AKcJRSkW6a7/gWVad8iuDkea7jiMgIxBvX6wCYAqQCHKWeF+4mNOsQSvY/znUUERmBdDRMsqcVf+1M11FkgqkARyGdiNGz8gHKj3qv6ygiMkKxna8RqJ+r+T8LkApwFKJbX8FfMwN/5RTXUURkhGLa/FmwVICjEHl9BaG5S13HEJFRiDWuIzhVBViIVIAjZK0lsmkFoTmHu44iIiNkrSXe+BrBBh0BWohUgCOUbNsONo2/ZobrKCIyQsmORkywGG9ppeso4oAKcIT6Xn+B0JylutKDSA6L7dD5f4VMBThCsR2vUjRjsesYIjIKOgG+sKkARyjZuQt/lS6cKZLLdARoYVMBjoC1lmTnLnwVk11HEZERSsejJDt2EKib4zqKOKICHIF0byfGF8ATLHYdRURGKL5rA/7aWRif33UUcUQFOAKJzp34KhpcxxCRUdDmT1EBjkCycye+Sm3+FMllOgBGVIAjENn0IoG62a5jiMgI9Z8ArzXAQqcCHKbI5pXEdqyjbMnZrqOIyAjFd20Ejw9vea3rKOKQCnAYbDJO+0P/RdUpn8QTKHIdR0RGqHPZb5l09Ps0kUWBUwEOQ9dzf8ZfO5PieUe4jiIiIxTZvJJk1y5KF5/qOoo4pgIcokT7Dnpe+gtVJ33CdRQRGSFr03Q+8RsqjvswxutzHUccUwEOUc/f76fskDPwlde4jiIiI9S37mkAivc71nESyQYqwCGw1hLZ+DzFC49xHUVERsimknQ++Vsqjr8EY/SrT1SAQ5Jo3YJNp/Hr1AeRnNW38Xm8pdWEZh3iOopkCRXgEPRteI7i+UfqiDGRHBbfuYGimQe7jiFZRAU4BJENz1E8/2jXMURkFOLNmwjUa+Jr+QcV4CCS3a0kO5sITl/kOoqIjEK8eZOu/CBvowIcRLz5dQJTFmA8XtdRRGSEUuEOSKfxlukobvkHFeAg0tEw3qIy1zFEZBT61/5maz++vI0KcBDpaC+eolLXMURkFLT5U/ZEBTiIdDSMJ1jiOoaIjEK8aRN+HQAju1EBDiId0xqgSK57cxOoyEAqwEH0bwLVGqBIrkrHI6S6W/FXTXMdRbKMCnAQ6VhYa4AiOSzRshl/zXRNfi3/RAU4iHSsF6N9gCI5K978hg6AkT1SAQ7GWgw6dFokV8WbNmkeX9kjFeAgjMeLtWnXMURkhPqnQJvrOoZkIRXgYDxeSKdcpxCREbDpFInWLQRqZ7mOIllIBTgIYzxYFaBITkp1teAtrcITLHYdRbKQCnAwHi9oE6hITkq0bdMBMLJXKsBBGI9Xa4AiOSrRrgKUvVMBDsZ4tA9QJEfF27ZrCjTZKxXgAMlwO20P/ZzGmz5NdNvq/ju1CVQkJ1lrM5tAdQqE7JmmRshIxyO03PYN0rFe8PgITJ4PgPHoIBiRXJQKt+Ox4C2tdh1FspTWAOk/VLr13uvxllaRjkepOesLePxBrLWkIt1gXScUkeFKNG/CXz1N1wCUvVIBAh2P/hKbiAFQuvhkglMWYq2lc9lvSYU7KJ5/pOOEIjJc8eY3CFRPdx1DsljBF2D3i/cS3fx3QvOPItnVTMUxFwHQ9fQfiWxcTv2F12gybJEcFG/qXwMU2ZuCLsC+11+g+9lbqTr9MrqeuYXqs76A8fnpeekv9K5dRv0HvoW3eJLrmCIyAvHmTfi0Bij7ULAFGG/eRNv9P6L2/K/Q9eyfKFtyJsHJ8wCIbnmZimM/iLek0nFKERmJdKyPVLgN36Q611EkixVkASZ72mi+7RqqTvkU8dZtpMIdTDr6/f9YwOvXkZ8iOSzesgV/zQyMx+s6imSxgivAdDxKy+3fpGzJGQSnLKDzid9Qc/b/w3j9by1jvH5IJR2mFJHRSDRv0gwwMqiCKsB0NEzzn79GoH4upYecQctd36X88PP+aaZ44/VhUwk3IUVk1OIqQBmCgjkRPtXbQdOtX6No+oGUH3EBTX/4D4pmL6H8qPf+07LG6yPRupW+jc+TjvVhY32kY73YdIryI96Dxx90MAIRGap40yZKDjzZdQzJcgVRgMmuJpr+9J+ULDqRkgOOp+kPX6L04NMoP+p9ezxJNtCwgPDLD5LsasIEi/EES4hueQVjPEw68p8LU0Syh02nSLRtJVA3y3UUyXJ5X4Dxli00//nrlB95AcULjmbX7/+dSUe9j7IlZ+71OaUHnkjpgSe+9Xlk04tEXnuWug9dj/H59/o8EXEv0bYdb1kNnkAITeMk+5LXBRhrXE/zHddQecLHKJ53BLtu/hJlS87cZ/ntLt66lda/3EDt+Vfhr5g8jmlFZCxo/58MVd4WYGTzSlrvvZ7qMz9PcOr+NN/69f79f8PchNn5xG+YdPSFFE07YJySishYSjS/oStAyJDk5VGgveufpvXe66k978sE6ubQdPOXCExZSOXJHx/WxLiJ1m3Etq2hdPEp45hWRMZSvElrgDI0ebcG2PPyg3Q9dTP1778Gm0rQdPOV+zzgZW9SvR00/fnrVJ788cy+BBHJdtZa4s2bdBFcGZK8KsDuF+6m+8V7qHvfNwiv+hu9a5+g6qRPULL/ccN+rd5XnyDYsIDSA08ah6QiMh5S4TYwHk1jKEOSN5tAI5tX0r38dqpP/TSt915PKtzOlEt/NqLyA/BXTSXWuI6mW75CoqNxjNOKyHiIZ/b/6RqAMhR5UYCpcAdtf7mB4NT9ab3vB5Qf8R5qzrlyVFdyCM09nKmf+AWe4gr6XntmDNOKyHhJNG0ioM2fMkQ5X4A2naL1vu+TCreT7G5m8kXfo/Sgk8fmL0CPj2RXE75yzSgvkgt0CoQMR87vA0z1dYLxUPverxOas3RMN330vvo4pFMU73fsmL2miIyfeNMmKo77kOsYkiNyvgB9pdXUX3jNuLx276pHKD3kDIzJ+RVlkbyXjvWR6u3AVznFdRTJEYP+ZjfGTDfGPGaMWWuMWWOMuTxz/zXGmFeMMSuNMQ8ZY/b6v84Y4zXG/N0Yc9+A+6YYYx41xtxtjCnN3He1MabPGFM3YLnw6IY4cmVLzqTnxXt1bUCRHBBveQN/zUxdAzBL5EJ3DGXVJglcYa3dHzgK+Iwx5gDgemvtYmvtIcB9wNf28RqXA2t3u+9zwGXATcDAbRatwBVDyDXuQguOxhMsIbzqb66jiMgg4k2bCNRrBpgskvXdMWgBWmt3WmtfytzuyYSZaq3tHrBYCXuZddYYMw04KxN2IC+QznwM3HH3K+BCY0zVUAcxXowxVJ74r3Q9dTPpWJ/rOCKyD/1ToOkAmGyRC90xrJ1bxphZwBLg+czn1xpjtgEXsfcW/xFwZSbsQDcC/wN8Evj9gPvD9A/k8uFkGy/BhvkUzTqErudvcx1FRPZBR4Bmr2ztjiEfBJPZ1no78Pk3G9xaexVwlTHmy8Bnga/v9pyzgWZr7YvGmHcNfMxauwV4516+3E+AlcaYHwyWqzo4/pc7qT79ElruuIYazwV4g8Xj//UmYEwTTWPKfrk8HptKkQ6mqZ85C4//H+PI5THtTbaNacsgj2drd8AQC9AY488M4GZr7R17WOQPwF/YbRDAMcA5xpgzgSKg3Bjze2vtPo9TttZ2GmP+AHx6sGxtMUNTZJxnffBW0RaYTO+Kxyk79Kzx/VoZ4z4mBzSm7Jer44m3bKelJ44nWdS/52mAXB3TvuTKmLK5O2BoR4Ea4JfAWmvtDQPunz9gsXOAdXsI82Vr7TRr7SzgA8Cjgw1ggBuAT5Alp2qULj6F8KqHXccQkT3ovwKEDoDJJrnQHUPZB3gM8GHgxMxhqyszrfxdY8xqY8wrwKlktrtmDlG9f4hB98pa2wrcCQRH+1pjoWjmwaR6u4g3b3IdRUR2E2/eRKB+rusY8nZZ3x3G2uzanjwcxhh7xNX3TtjmgM4nf0861kfVyR8f169TH7I5s4ljqDSm7JfL42m65SuUH3EBoTmHve3+XB7T3mTbmLZcdzbW2uwJNAya4mQYSg46md5XH8emEq6jiEiGtZZ40xuaBFuGLSv2r2WjyBt/J/L6ctLRMOlEFACDwSZjRN54ieJ5RzpOKCIAqZ5WjNenawDKsKkA9yCdiPZfVunwcwnUz8MEivofsJbi/Y4lOHV/twFF5C3x5k34df6fjIAKcA/CrzxMcNr+TDrqfa6jiMggNAWajJT2Ae7GphJ0P3+Hyk8kR2gKNBkpFeBuoltX4y2tItiwwHUUERlEqq+L6NZVBKctch1FcpAKcHfpFJ6i0rc+TYU76Hj8N6TjUYehRGRPupffQfH+x+Erq3YdRXKQ9gHuxlNcTnTLSrZ8/3z8lVNI9XWBgeCUcLpSiwAAIABJREFUhRQvONp1PBHJSPV2En75IRo++hPXUSRHaQ1wN8GGBcy44g6mfuImQnMPx3g8pHs76dvwrOtoIpJh0yla7/sBpYechq+81nUcyVFaAxwg1dvBzv/7f6TCbRh/EYH6OVSe8DECk+dhfH7X8UQko+OxXwFQcdyHHSeRXKYCHKBn5V8JzV5C1WmfwXi8ruOIyB6EVz1C5PXlTP7ID/VzKqOiTaAZNpUkvPIByg49Sz9UIlkqtmMdHY//irr3fA3vgIPVREZCBfgma/HXzKT1Lz8kun2t6zQisptkTystd32b6jMux18z3XUcyQMqwAzj81N16qexyRhNN/87sR3/dIkqEXHEppK03HktZYeeTfG8I1zHkTyhfYAZic5dNP3xy5QceBLF844g0DB/8CeJyIToeek+PMFSyjVDk4whFWBG1zN/ovSgk6k4bqgXHRaRiZDq7aDr2VuZfNF19F9kXGRsaBMokIqGibz2DGWHnu06iojspnPZ7yg96GT81drvJ2NLBQj0rn6EojlL8ZZUuI4iIgOkomF61z2lTZ8yLgq+AK219Pz9AcqWnPH/27vvMDnLQu/j33vK7sz2lmTTSEgBEkJIDwIB6RACiAiKgqicoyJSFHwtvB5B33NQESxHPNiwBUGK9CBFWjAkAiGEQBISJH2T7GZ7m51yv3/swFlI2dlkd+9n5vl9rmsuZp95npnfnb2G3z7ddRQR+YD2NYuJHjyDYLTYdRTJQb4vwM5NKzGBgK4mL+JBbauepnDKia5jSI7yfQG2vf4URdPO0M51EY9JNO0k3rCN6MEzXEeRHOX7AuzctEpfMBEP6qp9p/s6vEEdrC4Dw/cFSCAANuU6hYh8QKKhhnD5CNcxJIf5ugCTbQ2QSpLsaHYdRUQ+IN5QQ6hsuOsYksN8W4Cprg52/OXbFB15GhEdACPiOYnGGkLlKkAZOL4twLZVfydUVk3p0Z9wHUVE9iDRUENYa4AygHxZgO+d+zfzLB39KeJBNpkg0VJHqHSY6yiSw3xZgF3b12GTXUQOmuo6iojsQaKljmBhGSYUdh1FcpgvC7B99WIKJx2vtT8Rr0rGMaF81ykkx/myAFPxTjC+HLpIdjABSCVdp5Ac58sWKJl1Ni2vLuouQhHxnkAQq/NzZYD5sgDDlaMJV40mtul111FEZA9MQGuAMvB8WYAAkZGTiW1d4zqGiOyJCeoKTTLgfFuAweJK4vVbXccQkT0wgSBWa4AywHxXgNZauna+Q9Oy+yiePt91HBHZg1RXh44ClQHnm8us21SS1tefonnpvWBTFB95GpExOg9QxIuSLXWESqpcx5Ac55sC3PW3n5No2ErlmV8hf+QknQMo4mGJljqCxSpAGVi+2QQa27KKilMvJzJqsspPxOOSLXWEVIAywHxRgKmuThLNtYQrRrqOIiIZSGoNUAaBLwrQhMLkDR1Pw7O/w1rrOo6I9CLRXKt9gDLg/FGAgSBDL7iBzk0raXz+D7rChIiHJZp3EtuymvyRk11HkRzniwIECEaKGHbB9+jc9Dq19/8XqVi760gisgeNL/yZ4unzCRaWuY4iOc43BQgQLCyj+sLvEywso+aPX9WJ8CIe01W3iY63X6Jk7kddRxEf8FUBQvf+wMrTvkzR1JOpf/I213FEpIfGxX+iZM55BPILXUcRH/DFeYA20dV9AEw81r3/z1psVwedm1aS6uogkBd1HVHE92Lb1tJVs46qBde6jiI+4YsCTLY30vra4xTPWECoYlT3leaNoWDScZhQnut4Ir5nbYqG535P6dGfIBDWJdBkcPiiAAPRUgoOPYa2NS9g453kj5zU/Rg1qfuWK4Gg64givmVTSXYt+gmkUhRNPcV1HPERfxRgOJ+qBdcAkGiuI7Z1NbGtb9Lw918Tr99K5RlXUXjYsY5TivhPvH4ruxb9FJMfZegFN2D0x6gMIl8UYE+hkipCJfMonDQPgNj29Wz/07UUTJiLCYUdpxPxB2tTtLz8ME0v/oXSoz9B8cwFGOO7Y/LEMd8V4AclW+vJqx6v8hMZJKl4J3UPfJ9UrJ3qi27SJQrFGV8VoLUpumrWkWjcTqJxO52bVxHbtobK0690HU3EF2wqyc57byBUXMWQ876tTZ7ilC8K0FpL2xtP0/TiPZhAgHDVGEIlQyiedgZDPvJNAvkFriOK+ELbG89CKkXlmV/RJk9xzhcF2L72HzS9eDcVp36JyEFTdTskEUdaXnmIsuMvUfmJJ/iiABsXL6TilMuIjjnSdRQR30o07yTRXEtE30PxiJz/MyzRWk+qvUlfOhHH2tctIzphjvb7iWfkfAF27XibvGHj97jZM163mZblj5Bsa3SQTMRf2tf+g4KJH3IdQ+Q9Ob8JNFhQRrKtYbfpHW+/TN2iHxMZdTgNz/+J6MEzKDv+EsJl1Q5SiuS29vXLSLY1ED14husoIu/J+TXAvKEHk2jeSbxx+3vTuuo2UffoLQw59zqGnPstRn3xtwSiJTT9406HSUVyU6qrk/onf0nFKZfpfFvxlJwvQBMMUXbcp9m+8Fo63n6JjneWU/fwTZQd92kio7rvOB2IFFF61Pl0rF+22/LWWt1BXuQANC25k8ioyUTHTnMdReR9cn4TKEDJzLMIVx1E/WM/I1hcReHk4yk68rT3zxQIQPD9/xzWWuoe+iEd65cRKh3W/SirpuCQo4mMmTqIIxDJTl21G2hd+SQjLr3VdRSR3fiiAAGiY45k5Bd/u9fXUx3NBCMl75vW8daLxHdtZuSX/kCydReJxh3Eat6i/qlf6gst0gtrLfWP/4KyeRcRLCx3HUdkN74pwN6kOpoJFLy/AFvfeJqS2ecSjBYTjBaTN2Qs0XEzaHn5QVKxNt21WmQf4nUbSbTU7b61RcQjcn4fYKaSHS3vuzN8ormOzo0rKZg4933zmWCYvGHjiG17a7AjimSV2OZVRMZM1Xl/4lkqwLT84YcS27aWjrdfpqt2A3WP3kzpUR8jECnaw9wG29Ux6BlFsknn5jeIjD7CdQyRvdIm0LRQSRXlJ/07jS/cgU3ECFeNoWTuebvNF9u6mkRLHdEJcxykFMkO1lo6N79O2fGXuI4islcqwB6KDj+BosNP2Oc8TUvvoXTORzFB/dOJ7E2ifismECZUOsx1FJG90ibQPujc8gZdNesoPOJk11FEPK1z8yoiB03RnVfE07QakwGbiNO45C5aX/sbladfSSCc7zqSiKd1bn6dyEE6V1a8TWuAveiq3UjN768kvmsTwz/737sdFSoi72etJbZpFZHRU1xHEdknFWAvks21JFp2UTr3Y4SKKlzHEfG8ru3rMcEQofIRrqOI7JMKsBfR8bOoOusadt57Ax0bVriOI+J5rSsfp3DqKdr/J56nAsxAwYS5DDn3W9Q99EPiu7a4jiPiWamuTtpXL6Zoig4UE+9TAWYoMnoKJXM+SuPzf3QdRcSz2t54mvxRkwmVVLmOItIrFWAfFM88i1jNOrp2vO06iojnxHdtoXHxQsrmXew6ikhGVIB9EAjnEx0/k84tb7qOIuIpqXgntQ9+n7LjPk3esHGu44hkRAXYR+GqMcTrNrmOIeIpDU/9inDVGN35QbKKCrCPwpWjie/a7DqGiGe0rnqazi1vUnna5TryU7KKCrCP8tJrgNZa11FEnIvXbabh6d8w5JyvE8gvcB1HpE9UgH0UKCwDa0m1N7qOIuJUqquT2gdvpOz4S8gberDrOCJ9pgLsI2MM4aqD6NJ+QPG5+idvI2/YeIqmnuo6ish+UQHuh3DVQToQRnyt9fWniG1bQ8WpX9J+P8laKsD9EK46iHjtRtcxRJyI79pMwzO3M+Qj3yCQF3UdR2S/qQD3Q55OhRAfa3juD5Qe9THyhox1HUXkgKgA90P3JtCNOhJUfKd15RN01ayjaPqZrqOIHDDdEHc/BAvLIBgi2VpPqLjSdRyRAWcTceqf+iWdm19n6AXf1U2hJSeoAPfTu2uBKkDJdYnmndQ+cCPB4iqGf/rHOt9PcoY2ge6nyEFTaX9riesYIgOqY8MKav74VQoOPZYhH/mWyk9yigpwPxVPO532tUt0f0DJSdZampbew65HbqbqrK9ROvc8ne4gOUcFuJ+CheWUHv1xdj1xqw6GkZySirVRe/9/0v7WUqo//WOiY450HUlkQKgAD0DxjAXYrg7aVj3tOopIv+iq3UDNH75CsKiS6k9+Xze2lZymAjwAJhCk/KTP07T0btdRRA5Yx4YV7LjzW5Qe/XEqT70MEwq7jiQyoFSAByh/5GGkOtvo3LjSdRSR/dbxr1dofOHPDD3/BoqmnOQ6jsigUAEeIGMCVJ11LbUP/YCW5Y+4jiPSZ51b3qDukZupOPkL5A+f6DqOyKBRAfaD6NhpVF98M43/uIt4wzbXcUT6pOGZ26k49UvkV493HUVkUKkA+0m4rJpgQSm2q9N1FJGM2VSSeO0GogfPcB1FZNCpAPtJsq2BREsdoYoRrqOIZM4YbCqJCeqiUOI/KsB+0rL8UQonHUcgHHEdRSRjxgQIFlWSaNnlOorIoOu1AI0xo40xzxhjVhtj3jDGXJWefpMxZo0xZqUx5n5jTNlelv9KerlVxpg7jTGR9PQRxpinjTEPGmOK0tOuN8a0G2OG9li+tX+GOrBaX3uckllnu44h0meh4iqSLXWuY0iOyYbuyGQNMAFcY62dBBwFXG6MmQw8CUyx1k4F3gK+uYcBjASuBGZZa6cAQeAT6ZevBK4AfgNc1GOxOuCaDHJ5hrWWZFsjoXJt/pTsEyyuJKEClP7n+e7otQCttTXW2uXp5y3AamCktfYJa20iPdtSYNRe3iIERI0xIaAAePcwySCQSj96XmTwduDjxpiKvgzEKZuCYBCbTPQ+r4jXpFKYQNB1Cskx2dAdfdoHaIwZC0wHln3gpc8Bj31wfmvtVuBHwCagBmiy1j6RfvnnwC+BLwILeyzWSvdArupLNpdMIEjesPF0bVvrOopInyUaawgWlruOITnMq92R8aFf6W2t9wFXW2ube0y/ju5V3Tv2sEw5cA5wMNAI3GOMuchau9BauxE4bi8f9zNghTHm5t5yVeZ740LU0WnHQNsGSqJHHPB7eWVM/Ulj8qauuk3YsgKGTZyUE+P5II1p4G3s5XWvdgdkWIDGmHB6AHdYa//aY/olwALgJLvnWyKcDLxjra1Nz/9X4Gje39q7sdY2GmP+DHypt2y7YoYdHe5v09JZfii7Fv2UEYed2S+bk7wwpv6mMXmLtZbax/9E/siZmFgIE7BZPZ690Zjc8XJ3QGZHgRrgt8Bqa+0tPaafDnwdONta276XxTcBRxljCtLvcxLd24EzcQvwBbLkrvX5IycTLCyjfc1i11FEMtK+ZjGJ+q2UzDzHdRTJQdnQHZnsAzwGuBg40RizIv2YT/d22GLgyfS02+C9Q1QXAVhrlwH3AsuB19Of96tMRmCtrQPuB/Izmd81YwylR19I05K/YFNJ13FE9inRtJP6v/+KyvlX664PMlA83x0mm2/maoyxc65/2DObA6y1bF94LSWzPkLhpHn7/T7Dorm3KUpj8o5UrI3tC79G0dTTKJn9v2t/2TqefdGYBt7GHyzAWuudQH2gK8H0I2MMZUdfSNOSu7A25TqOyG5sMkHtA98nf/QRFOvCDeJzKsB+Fhk3ExPKo+Otpa6jiLyPtZb6p26DQICKkz9P964VEf9SAfYzYwylx1xIw/N/JBWPuY4jAnTf9aHh778itm0tQ87+uk58F0EFOCCi42eTN/RgGp//o+soIqTindQ+cCNdtRupvvBGAvkFriOJeIIKcAAYY6g49Uu0r3mBjg0rXMcRH0u01rPjzusI5EUZdsENBCJFriOJeIYKcIAEo8VUnnEluxb9lFRnVtzQQnKITSVpWf4INbd/mej4WVSe+VVMUKc7iPSUFSeZZ6vouJkUTJxD/VO/pGpBVt3gQrJYbPt66h+/FRPKY9iFN5I3ZIzrSCKepAIcYGUf/izbfns5nZtXERk9xXUcyWGpWBuNixfStmYx5cd/hsIpJ+lIT5F90CbQARYIRyg75kIaX9jteq8i/cJaS9vq59n2m8uw8RgjLv0FRUecrPIT6YXWAAdB4eEn0PTi3XRuXElkzFTXcSSHxBu2Uf/E/5Bsa6DqnG8QGTXZdSSRrKECHAQmEKT0mAtpXHIn1SpA6Qc2Eadp2b20vPIwJXM/RsmsszFBfZ1F+kKbQAdJ4WHH0rX9bZLtTa6jSJaL129l2+++TNeOtxn+mZ9QOvejKj+R/aBvzSAxwTCRMVPpeGc5RYef4DqOZKl4/VZ23HUdpUd/guJpp7uOI5LVtAY4iKLjZtL5r1dcx5AsFW+oYcdd/1flJ9JPVICDKFwxinj9FtcxJAvFG7ez465vUfqh81V+Iv1Em0AHUeeGFUTGHOk6hmSZRNMOdtz5LUrnnkfx9Pmu43iatSlsVwfJjhZsvBM7ejSgC3/LnqkAB4m1lvb1y6g49TLXUSSLJJp2sv3Ob1Ey51yKZyxwHcdzmpb8hfb1S0l1tpLqaCUVa8OE89PXPDVED52CPeErOidS9kgFOEg631kOqRT5Iw5zHUWyRKK5lh13fYuSmWdTMvMs13E8qWXF3yg96jwiY6cTiBQRyC9874hYay2pRd8ltuUNXYVJ9kgFOAistTS+sJDSYz+p+7BJRuL1W9l5z/UUT59PyexzXMfxrMLDjyfRtJNwxcjdXjPGYPIiYFMOkkk20EEwgyC25Q1SsXYKDj3adRTxuFSsjbpHbmb7wq9RMvscSuZ81HUkTyucfAJtbz67x5tP20ScRP1W8qonOkgm2UAFOAhCpdWk2puwibjrKOJhNpWk9sEfggkw8gu/1j6/DOQNGUP+yEk0vXj3bq+1rX2BcMUoAnlRB8kkG6gAB0GopIq86ol0rFvqOop4WNOSv0AqQeXpVxDIL3QdJ2uUn/R5Wlc8RlfdpvdNb152H0WztO9U9k4FOEiKjjiZ5pcf0Fqg7FEqHqNl+SNUnHa5LmvWR6HiSsqO/SR1D/6AtjUvvPcdSzRuJ1wxynE68TJ90wZJwaR5tL+1hLpHb6Hq7K9hjP72kP/VvmYxecMnEi4f4TpKViqaPh+TV0DL8kdoXPwnIqOnYOOdJJtrobjYdTzxKP1feJAYE6BqwTUkW3fR+MzvsNa6jiQeYa3tvquD9vntN2MCFE05kWEX3kjFif9OXvUEyj78GUJl1a6jiYepAAeRCeUx5KPfpmPDq9Q/eRs2lXQdSTyga9taUrE2IuNmuo6S9YwxRMfPonjaGZTO/ZgOgJF9UgEOsmC0mOpP/YBEwzZ23vtdUrF215HEsZblj1A8/UxtFhcZZPrGORDIL2To+dcTKhvG9oVfI9G003UkcSTZ1kDH2y9ROPUU11FEfEcF6IgJBKk45TKKpp7K9oXXEqt5y3UkcaDltccpOOxYgpEi11FEfEcF6JAxhpLZ51Bx6uXsvOd62tb+w3UkGUQ2maB1xd8onnGm6ygivqTTIDygYOJcgsXfpfa+72G7Ohk250TXkWQQtKx4jHDlaPKGjnMdRcSXtAboEfnVExj2if9H43O/p0N3jc95yc5Wmpb8hfITL3UdRcS3VIAeEq4czdDzb6BxyV/oePsl13FkADUtuYuCiUeRN2Ss6ygivqUC9IB43WbqFv0Um0qSN2wclad8kbpFP6Fz0+uuo8kAaF+7hPbViymb9ynXUUR8TQXoAaHyauJ1m6h//FasteQNG0fVgmuoe/hHpLo6XceTfhTbtpZdT9zKkPO+TbCw3HUcEV9TAXqACYYZ8pGv0/7WizS98GcAogfPIH/04TQvu9dxOukv8cbt1N7/n1TOv5r86gmu44j4ngrQI0IlQ6lacA1NS+6ibfViAMo//Blalj9Kolknyme7ZEcLO++5ntIPfZyC8bNdxxERVICeEh0/i5IPXUDTkjtpf+tFQiVDKZ5xJg3P/cF1NDkANhGn9v7/pGDCHJ3zJ+IhKkCPKTv2k+RVT6Tu4Zvo3PImJXPPI7bpdbpqN7iOJvvBWkvdYz8hGC2h7MOfcR1HRHpQAXqMCQQpP+FSApEiau/7LonmWqLj59C5caXraLIfWlc+QaJ+K5ULrtHFrkU8Rt9IDwoWlFB19v8hFWtn593fIVQyhNi2Na5jSR8lO1tpXPwnKk77MoFwvus4IvIBKkCPioyeQtlxnybZUkvzP/9KbKsKMNs0vXAHBROP0hGfIh6lAvSwkrkfJTphDqlYG8nmnSRa611Hkgx11W6gbfXzlM272HUUEdkLFaCHGROg8syvEiwdRqhiFFjrOpJkqH3dUooOP5FgQanrKCKyFypAjwtGihjykW+S6myh7c1nsTblOpJkIF63ifDQsa5jiMg+qACzQH71BIZ/+hY61i1l593f0abQLBCv20S4aozrGCKyDyrALBEqHcawT36f/BGHsf33V9Guu0V4lk0lSTRsI1w5ynUUEdkH3RA3i5hAkLJ5nyIy9kjqHrmZzolHUf7hz2JCea6jSQ+Jxu0EC8sJhCOuo4jIPmgNMAtFRk9h+Gf/m2RrPTV//CpddZtcR5Ie4nUbCVcd5DqGiPRCBZilgpEiqs75BsUzz2LHn79By4rHsNZik3E63llO68oniddtdh3Tl+J1m1WAIllAm0CzmDGG4iNPIzJqMrUP3UTj4juwiRh5VWMIlVXT+PwfCZWPoPSYC4mOneY6rm901W4gOn6W6xgi0gsVYA4IV45m+CU/JtnaQCAvQiBSBIBNJmhf+w92/e2/yR9xKJWnfZlAfoHjtLnNJhN0bniV8hMvdR1FRHqhTaA5wgSChEqq3is/ABMMUTj5eEZc+gsC4QjbF15LvKHGYcrc17l5FaHy4YSKq1xHEZFeqAB9IBDOp+L0KyiePp/tC79Gxzuvuo6UszrWL6NgwlGuY4hIBlSAPmGMoXjGAoac83V2Lfox9U/9klSs3XWsnGKtpX3dUqITVYAi2UAF6DORg45g+OduJdXVwbbbL6d9/TKsrjHaL+I738EEQjoCVCRL6CAYHwpGi6mafzUdG1+j4cnbaHrhzxTPOofCSfMwwbDreFmre+1vLsYY11FEJANaA/Sx6JgjGX7prZTNu4i2VX9n622X0vTi3SQ7ml1Hy0rt65ZSoM2fIllDa4A+Z0yA6PjZRMfPpmvnOzS//CDbfvnvFEyaR8nscwlXjHQdMSskmnaSbKkjf+Qk11FEJENaA5T35A09mKr5VzPi324jWFDO9oVfo+GZ23WwTAba1y8jOn4OJhB0HUVEMqQClN0Ei8opm/cpRlx6K8n2Jrb95jI63n7ZdSxP61j3IgUT57qOISJ9oAKUvQoWllN15leoXPBV6hb9mFRXp+tIntS5cSXxhhoiB89wHUVE+kAFKL2KjjmScNUYOje95jqK59hEnF1P/IKKk79AIJzvOo6I9IEKUDISHTeDDt2EdzdN/7yPcMVIHf0pkoVUgJKRwsPm0fH2K+y4+z/o+NcrOnme7iM/W15+iIqTv+A6iojsB50GIRkJlQ5jxL/9D+3rXqT+778iWFRJxcmfJ2/IWNfRnLDW0rjkLkrmnkeodKjrOCKyH7QGKBkL5EUoOvwERlz6CwoPO5Ydd36LllcX+XJtsH3NC6TamyiZdY7rKCKyn1SA0mcmEKR4+nyqP/VDWl97nNoH/otkR4vrWIMmFWuj4elfU3rMJzFBbUQRyVYqQNlv4cpRVF/0I0LFQ6j5/ZV0bnnDdaRB0bh4IdFxs8ivHu86iogcABWgHBATClNx8uepOOUyah+4kaal97qONKBiNetoW7OYsg9/xnUUETlAKkDpFwUT5jD8kp/Q+trjtL35nOs4A8KmktQ/cSvlx3+WYLTEdRwROUAqQOk3oeIqhnzkm9Q/9UsSTTtcx+l3Hev/CSZI4ZQTXUcRkX6gApR+lTdsHEXTzqBp6T2uo/S7jg0rKDj0aN3vTyRHqACl35XMOpv2NS+QaNnlOkq/6tz4GpExR7qOISL9RAUo/S5YUErhlJNoful+11H6TaJlF6n2JvKGjXMdRUT6iQpQBkTJ7HNpe/0pku1NrqP0i/iuzYSHjsUYfWVEcoW+zTIgQiVVFBx6DC2vPOw6Sr9IttQRKq5yHUNE+pEKUAZMydzzaHl1Ecm2RtdRDliiuZZgyRDXMUSkH6kAZcCEy0dQPO0Mdv71e6TiXa7jHBCtAYrkHhWgDKjSeRcRKqum4bnfYVNJ13H2W6KljqAKUCSnqABlQBljqDrjamysnYZnbncdZ78lm+sIlagARXKJClAGnAmFKT/5C3S+s5zmlx9yHWe/dK8Bah+gSC5RAcqgCOYXMPT862lachddtRtcx+mTVKwdkgkCkSLXUUSkH6kAZdCESodRNu8i6h//RVbdRDfZsotgSZUugSaSY1SAMqiKpp1OsqOJ2NbVrqNkLNFSqyNARXKQClAGlTEBiqfNp2X5o66jZMwmujDhfNcxRKSfqQBl0BUdcRKd/3qZZFuD6ygZMYFgVp/CISJ7pgKUQReIFFFw6DG0vvaE6yiZCQQhqQIUyTUqQHGieMYCWlb8LSvWrEwghE0lXMcQkX6mAhQn8oaNI1Rc2X2Xda8LBiELilpE+kYFKM4UzTiTllcXuY7RK60BiuQmFaA4U3josXTtfId4/VbXUfYtEMRqH6BIzlEBijMmFKZo6imeXws0wRBoDVAk56gAxaniaWfQtuppUl2drqPslTFBbCrlOoaI9DMVoDgVKh1K/qjJtK1+znWUvQsGtQYokoNUgOJc8YwzaVn+qGevD2oCIe0DFMlBKkBxLjJ2GjbeQWzrGtdR9iwQBKsCFMk1vRagMWa0MeYZY8xqY8wbxpir0tNvMsasMcasNMbcb4wpy3TZ9GsjjDFPG2MeNMYUpaddb4xpN8YM7TFfa/8MVbzKmADF089dqwSBAAASU0lEQVSk9VVvXh/UBILYpDaBivRFNnRHJmuACeAaa+0k4CjgcmPMZOBJYIq1dirwFvDNPiwLcCVwBfAb4KIey9QB12SQS3JI4REn0/H2SyTbGl1H2V0wpBPhRfrO893RawFaa2ustcvTz1uA1cBIa+0T1tp3/yxeCozKdNn0y0EglX70vNHa7cDHjTEVfRmIZLfgu9cHXem964MaE8iKS7aJeEk2dEef9gEaY8YC04FlH3jpc8BjfVz258AvgS8CC3vM2kr3QK5CfKVo+nxaVjzmubIxQV0JRuRAeLU7QpnOmN7Weh9wtbW2ucf06+heXb2jL8taazcCx+1lkZ8BK4wxN/eWqzLfm0cOHgjfjung8UQnHEZR3SqiY6YOfKgM2VSA1IjhDIu+fwy59nvKtfGAxjQYNvbyule7AzIsQGNMOB3iDmvtX3tMvwRYAJxk93IM+96W3RdrbaMx5s/Al3qbd1fMsKPD9DZb1vHrmFqHz6bmmXsZ9vEjByFRZqwNsmXzZgLtFmPev9Ek135PuTYe0Jhc8nJ3QGZHgRrgt8Bqa+0tPaafDnwdONta296XZTN0C/AF+rCWKtmv8LBj6dr5L09dH9QYAwEdCCPSF9nQHZnsAzwGuBg40RizIv2YT/d22GLgyfS029LBRxhjFvWybK+stXXA/UB+JvNLbjChPIqO8N71QY0uiC3SV57vjl4b0lr7Au8/0uZde/w/lLV2GzC/l2X39lnXf+DnrwJfzXR5yQ3F08+g5g9foey4iwmEI67jdNPJ8CJ9kg3doSvBiOeESoeRP/Iw2t583nWU9+hkeJHcowIUT3r3yjCeuT5oMOi50zNE5MCoAMWTIgdPJxVrp2vbWtdRgO4LYusgGJHcogIUT+q+PugZtHjl+qABrQGK5BoVoHhW4RGn0LH+nyTbm1xHwQSCWgMUyTEqQPGsYLSY6CEf8sT1QXUQjEjuUQGKpxXPWEDLqx64PqjWAEVyjgpQPC2/egLBwjI6/vWy0xzdF8RWAYrkEhWgeF7xjDNpWe74yjAmCLojhEhOUQGK5xUeNo+uHeuJN253lsHoPECRnKMCFM8zoTyCBaWkOlvdhdBpECI5RwUonpdsbyLRuIO8IWOcZdCJ8CK5RwUonmatZddjP6Vo+hmYYNhZDqM1QJGcowIUT2t55SGSbY2UH3+J2yCBIOg8QJGcopvNiqe1vvYEladf4XTtD7QGmG2stdiuDlJBSMUyX86E87uv+iO+oAIUz0rFYyQat5M3bLzrKDoRPsu0rXqaXYt+DGPHsWVbTUbL2GSC4iNPo+KULw5wOvEKFaB4VqqzhUCkEBNyu/YHOhE+2xROPo621c9RcMgUDvr4BRkt07T0HhJNOwc4mXiJ9gGKZCKgE+GziQmGqVpwDe3rlpJore91fmtTtK74G0VHnDwI6cQrVIAiGdA+wOwTLCglf8QhxDa93uu8sa2rMeEIecMPGYRk4hUqQJFM6DzA7GQCGf3hEq/dSP6IQzHGDEIo8QoVoEgGkm31BCLFrmNIHyQ7WohtXUPkoCN6nTfV0YLJiw5CKvESFaBIL6y1xLasJn/kJNdRpA9im19Pn9bQ+7F+0QmzaV/7D1JdnYOQTLxCBSjeZVOA+01SicYaTCBIsGSI6yjSB9GJH6LgkKOpWXgt8brN+5w3b+g4ouNmUfP7K4nVvDVICcU1FaB4VrK1gWBRhesY3Wt/oyZr/1CWMcZQMnMBZcd8ku13fpO2tf/Y5/yVp3+ZsnkXs/PeG2hcchfWpgYpqbii8wDFsxJNOwmVDnUdg85Nr5E/arLrGLKfio44iXDFCOoW/ZT2N5+j4tTLCBaW73HewknzyB85idoHbyTV3kT5SZ/XHz45TGuA4lmpWBuB/EKnGZKtDXSs/yeFk45zmkMOTP7ISYz47M8IVYxg2+1X0PrGM1hr9zhvqKSKYeffQOfGlbSt+vsgJ5XBpDVA8axgQQnJDE5iHkjNyx+mcPLxBAtKneaQA2dCeZQf/xkKDj2WXYt+QuvKJymedjoFE4/ChPLeN28gUkR03EySbY2O0spg0BqgeFbe8EOIbVtLsr3JyeenYu20rvgbxbPPdfL5MjDyqycw/JIfUzT1FFpXPsmWWy9h1+M/J7Z1DcnOVtrefI66R26m5bXHvXEdWhkwWgMUzwoVV1E45UQa/v5rqs66dlA/O16/lbpHb6Fg4lGEy6oH9bNl4JlgmKLDT6Do8BNINNfS9sYz1C36McmWOiIHTSU6fjZlx11MqMT9PmgZOCpA8bSyeRdTc/vltL/9EgXjZw/KZ7a89jiNz/2B0mMupHjGmYPymeJOqGQIpR+6gJKjzodUEhPU/xb9QptAxdMCeREqTr+C+sd/QSrWPqCfZW2Khqd/S/M//0r1p35IycyzMEZfEb8wxqj8fEbfbvG86NhpRMZOo+G5PwzYZ9hEnNoHbiS2fR3VF/2IcOWoAfssEfEGFaBkhfITL6Vj3Yt0bnljQN4/tv0tEru2MOzj3yMY1TU/RfxABShZIRgpovCIU+hY/9IAfUKAQH4hJuj+5rsiMjhUgJI1EvVbCQ8ZMyDvbQKZ3TZHRHKHClCyRteOt8kfNmG36R3vLKdp6T10bl5FKr6fV/PXDW9FfEeHPElWSHW2kmxrIFQxYrfX2t58lkRzHe1vLSVet4Fw1UHkjziMyNhpRMfNwgSCvb6/CeqGtyJ+owKUrBDftYVw5ag9llmqq4PiGWdSeOgxpOIxunasJ7Z1Nc0v3kP9E7dRPP0MiqaeSrCwbK/vb0L5pLo6BnIIIuIxKkDJCia/gFRnKzaV3K0EbaydQF4BAIFwPpFRhxMZdTilcz9GbPt6Wl9dxLZff4HohDkUz1hA/ohDd3v/UOlQUu1NpOKdBMKRQRmTiLilfYCSFcLlIwiVVrPz7u+879qg1lpSna0E8qJ7XC6/egKVZ1zJiC/8hryh46h94PvseuIXu+0rNIEgofLhxHdtGdBxiIh3qAAlK5hgiKEX3EDe8AnU/OFqWl5dRFftBhqf/R02lSRcddA+lw9GiymZcy4jPvffpGJt1Pz+amLb179vnnDVQcTrNg3kMETEQ7QJVLKGCQQpP/4zREYfQdvqxTS/9ADBwnKGXXgjgfyCjN4jECliyFlfo+3NZ9l5z3comX0uJXPOxQSCKkARn1EBStaJjptJdNzMA3qPwskfJn/kZOoeuZn4ri1UnXk1eVUH0bryyX5KKSJep02g4luh0qEMPf8GYttW0/bmswSiJaRiba5jicggUQGKrwXyIlSd9TXqn/oVXTvfIZBf6DqSiAwSFaD4Xn71BEqP+hiNz/4ek+G+RBHJfipAEaB49kfIHzWZYLTEdRQRGSQ6CEYEMCbAkI9eh00mXEcRkUGiAhRJC4QjoLshifiGNoGKiIgvqQBFRMSXVIAiIuJLKkAREfElFaCIiPiSClBERHxJBSgiIr6kAhQREV9SAYqIiC+pAEVExJdUgCIi4ksqQBER8SUVoIiI+JIKUEREfEkFKCIivqQCFBERX1IBioiIL6kARUTEl1SAIiLiSypAERHxJRWgiIj4kgpQRER8SQUoIiK+pAIUERFfUgGKiIgvqQBFRMSXVIAiIuJLKkAREfElFaCIiPiSClBERHxJBSgiIr6kAhQREV9SAYqIiC+pAEVExJdUgCIi4ksqQBER8SUVoIiI+JIKUEREfEkFKCIivqQCFBERX1IBioiIL6kARUTEl1SAIiLiSypAERHxJRWgiIj4kgpQRER8SQUoIiK+pAIUERFf6rUAjTGjjTHPGGNWG2PeMMZclZ5+fvrnlDFm1j6WLzPG3GuMWZN+jw+lp48wxjxtjHnQGFOUnna9MabdGDO0x/KtBz5MEREZTNnQHZmsASaAa6y1k4CjgMuNMZOBVcBHged7Wf6nwN+stYcBRwKr09OvBK4AfgNc1GP+OuCaDHKJiIh3eb47ei1Aa22NtXZ5+nlLOsRIa+1qa+3afS1rjCkBjgN+m16+y1rbmH45CKTSD9NjsduBjxtjKvoyEBER8Y5s6I5QpjOmQ40FpgPLMlxkHFAL/M4YcyTwCnCVtbYN+DnwJ6AJ+GSPZVrpHshVwHd6+4DKfJthlOyhMWWHXBtTro0HNKbBsDGDebzYHdCHAkxva70PuNpa25zhYiFgBnCFtXaZMeanwDeAb1trN9Ld8HvyM2CFMebm3j5gV8ywo8P0NlvW0ZiyQ66NKdfGAxqTa17tDsjwKFBjTJjuAdxhrf1rJsukbQG2WGvfbf176R7UPqVXdf8MfKkPnyUiIh7i9e7odQ3QGGPo3g672lp7SyZv2iPMdmPMZmPMoeltvicBb2a4+C3AS5lkFBERb8mG7shkDfAY4GLgRGPMivRjvjHmXGPMFuBDwKPGmMfhvUNUF/VY/grgDmPMSmAa8F+ZjMBaWwfcD+RnMr+IiHiK57vDWOutHap9YYyxc65/OKu2h2diWNRqTFkg18aUa+MBjWkwbPzBAqy13gnUB7oSjIiI+JIKUEREfEkFKCIivqQCFBERX1IBioiIL6kARUTEl1SAIiLiSypAERHxJRWgiIj4kgpQRER8SQUoIiK+pAIUERFfUgGKiIgvZf3dIFxnEBHxs2DJUBJNO7LybhBZXYAiIiL7S5tARUTEl1SAIiLiSypAERHxJc8UoDHmdmPMTmPMqh7TbjLGrDHGrDTG3G+MKevx2jeNMeuNMWuNMaf1mP5hY8zLxpgf9pj2bHq+FenHvV7N/4H3/F562RXGmCeMMSM+8N4vG2OOT/881hjT0WOMK4wxn/bamNLzXZGe540P/J6yckzGmCONMS8aY143xjxsjCnx6piMMZXGmGeMMa3GmJ/v4z339W8yoGMaoPFcb4zZ2iPf/MEazwCOaZoxZmk638vGmDmDOaacYK31xAM4DpgBrOox7VQglH7+A+AH6eeTgdeAfOBg4G0gmH7tL0AUuBk4LD3tWWBWNuT/wHuW9Hh+JXBb+vlhwE1AAXB3etrYnp/t4TGdADwF5Kd/HpoDY3oJOD79/HPA9zw8pkLgWOCLwM/38Z57W37AxzRA47keuHYP07P5d/QEcEb6+Xzg2cEcUy48PLMGaK19Hqj/wLQnrLWJ9I9LgVHp5+cAd1lrY9bad4D1wLt//QQAC6SAQTs0tx/z91y+ucePhXSPCyBI9/gsAzjGgRgTcBnwfWttLP1+O9PTs3lMhwLPp58/CZyXfu65MVlr26y1LwCdvbzn3v5NBnxMAzGefcja3xHdmd/d2lAKbEs/H5Qx5QLPFGAGPgc8ln4+Etjc47Ut6WkAvwGWAAFr7eoe89zRY9X/pgFPu7tM87+PMeY/jTGbgU8B/wFgrX2D7r/uXgD+p8fs4z+wiWNeP4/hg/ZnTIcA84wxy4wxzxljZkPWj2kVcHb6+fnAaPDsmA5oeY+MaX/H8+X05sbbjTHl4JnxwP6N6WrgpvT/H34EfBM8NSbPC7kOkAljzHVAArjj3Ul7mM0CWGsfBx7fw+ufsta+PDAJ960v+XebaO11wHXGmG8CXwa+k55+xR5mf9taO+3AE/fuAMYUAsqBo4DZwN3GmHG2W7aO6XPAz4wx/wE8BHS9N7P3xnTAy7sc0wGM53+A79H9+/se3btIPgdZ/Tu6DPiKtfY+Y8wFwG+Bk8H9mLKF5wvQGHMJsAA4yVr77v98tpD+KzttFP+7+u8p/Zj/z8CjpAvQpQMc0xbgr+nl/mmMSQFVQO0ARu7VgYzJWruG7v05GGMOAc4c2LSZ2cuYBm35/nYgeay1O3q8z6+BR/o53n45wH/jS4Cr0s/voXvrl/SBpzeBGmNOB74OnG2tbe/x0kPAJ4wx+caYg4GJwD9dZNyXA81vjJnY48ezgTUDmTcT/fA7eQA4Mf1ehwB5QN3Apt63fvg9DU3/NwD8X+C2gU+9b/sY06As39/6YTzDe/x4Lt2brZ3qh3/jbcDx6ecnAuv6K5tvuD4K590HcCdQA8Tp/sv7UroPOtgMrEg/busx/3V0H5W3lvSRUPt472fT8737Pk95NT/df8XNSj+/j+4v6krgYWDkPj5/LNDR47NWAFd6cEx5wML0uJYDJ+bAmK4C3ko/vk/6EoMeHtMGug/IaE3PP3kPY9rr8gM9pgEaz5+A1+n+Lj0EDM+B39GxwCt0H6m8DJg5mGPKhYeuBSoiIr7k6U2gIiIiA0UFKCIivqQCFBERX1IBioiIL6kARUTEl1SAIiLiSypAERHxJRWgiIj40v8HCBZYv215e44AAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bbox_taiwan = (120.0, 21.5, 122.0, 25.5) # bbox as (minx, miny, maxx, maxy) \n", "# Example for Taiwan\n", "haz_ls_Taiwan_hist = Landslide()\n", "haz_ls_Taiwan_hist.set_ls_hist(bbox=bbox_taiwan, \n", " input_gdf=PATH_COOLR, \n", " res=0.004)\n", "# Visual inspection of the hazard\n", "haz_ls_Taiwan_hist.centroids.plot()\n", "haz_ls_Taiwan_hist.plot_intensity(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exemplary end-to-end impact calculation using the historic LS option\n", "\n", "The steps below follow the normal routine of defining impact functions, getting an exposure, and performing an impact calculation based on the given historic hazard set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Impact functions* relate the hazard intensity to a percentage of damage in the exposure. For a detailed description on impact functions, check out the respective tutorial.\n", "\n", "Since the historic landslides are binary (occurrence / non-occurrence), their intensity is simply put to \"1\" at the respective grid-point where one occurred. A dummy step impact function is created for illustrative purposes, where damage (impact) is simply 100% when intensity is (close to) 1, and 0 else." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/opt/anaconda3/envs/climada_env/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" ] } ], "source": [ "from climada.entity.exposures import LitPop\n", "from climada.entity.entity_def import Entity\n", "from climada.entity import ImpactFuncSet, ImpactFunc\n", "from climada.engine import Impact\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:00,271 - 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" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set impact function (see tutorial climada_entity_ImpactFuncSet)\n", "if_LS_hist = ImpactFunc() \n", "if_LS_hist.haz_type = 'LS'\n", "if_LS_hist.id = 1\n", "if_LS_hist.name = 'LS Linear function'\n", "if_LS_hist.intensity_unit = 'm/m'\n", "if_LS_hist.intensity = np.linspace(0, 1, num=15)\n", "if_LS_hist.mdd = np.sort(np.array([0,0,0,0,0,0,0,0,1., 1., 1., 1., 1., 1., 1.]))\n", "if_LS_hist.paa = np.sort(np.linspace(1, 1, num=15))\n", "if_LS_hist.check()\n", "if_LS_hist.plot()\n", "ifset_LS_hist = ImpactFuncSet()\n", "ifset_LS_hist.append(if_LS_hist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a detailed description of the *Exposure* class, refer to the respective tutorial.\n", "This LS tutorial uses the LitPop class, which models countries' gridded asset exposure by disaggregating a macroeconomic indicator (e.g. total asset value or GDP) proportional to the product of night light intensities (\"Lit\") and gridded population count (\"Pop\") per country. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:03,494 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:38:03,495 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-17 11:38:03,496 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-17 11:38:03,497 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-17 11:38:03,499 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-17 11:38:05,084 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 30.0 arcsec.\n", "2021-03-17 11:38:15,550 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2021-03-17 11:38:15,554 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.13\n", "2021-03-17 11:38:29,817 - climada.util.finance - WARNING - No data available for country. Using non-financial wealth instead\n", "2021-03-17 11:38:29,818 - climada.util.finance - WARNING - GDP data for TWN is not provided by World Bank. Instead, IMF data is returned here.\n", "2021-03-17 11:38:30,335 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:38:30,335 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-17 11:38:30,336 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-17 11:38:30,336 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-17 11:38:30,350 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-17 11:38:30,364 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:38:30,372 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 26 s\n", "2021-03-17 11:38:30,373 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2021-03-17 11:38:30,375 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-03-17 11:38:30,376 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-03-17 11:38:30,378 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-03-17 11:38:30,379 - climada.entity.exposures.base - INFO - geometry not set.\n", "2021-03-17 11:38:30,380 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-03-17 11:38:30,436 - climada.util.coordinates - INFO - Setting geometry points.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/opt/anaconda3/envs/climada_env/lib/python3.7/site-packages/geopandas/geodataframe.py:91: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " super(GeoDataFrame, self).__setattr__(attr, val)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:32,668 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n", "2021-03-17 11:38:33,775 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-03-17 11:38:33,776 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-03-17 11:38:33,776 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-03-17 11:38:33,777 - climada.entity.exposures.base - INFO - centr_ not set.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/opt/anaconda3/envs/climada_env/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:35,624 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/climada_python/climada/util/plot.py:326: 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", "/Users/evelynm/opt/anaconda3/envs/climada_env/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", "/Users/evelynm/opt/anaconda3/envs/climada_env/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:44,848 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "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": [ "# Set LitPop exposure for Taiwan\n", "exp_LS_hist = LitPop()\n", "exp_LS_hist.set_country('Taiwan')\n", "exp_LS_hist.set_geometry_points()\n", "exp_LS_hist.gdf.rename({'if_': 'if_LS'}, axis='columns',inplace=True)\n", "exp_LS_hist.set_lat_lon()\n", "exp_LS_hist.check()\n", "\n", "# plot the exposure\n", "exp_LS_hist.plot_basemap()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:47,503 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:38:47,504 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-17 11:38:47,505 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-17 11:38:47,505 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-17 11:38:47,507 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n" ] } ], "source": [ "# Set Entity \n", "ent_LS_hist = Entity()\n", "ent_LS_hist.exposures = exp_LS_hist\n", "ent_LS_hist.impact_funcs = ifset_LS_hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Important note**: Climada allows you to perform damage statistics (such as average annual impact, impact exceedance curves, etc.). Since those reported events have no guarantee of completeness, and cover a relatively short time, it is strongly advised **not** to perform such calculations. Since fr For `impact.at_event` in turn, no frequency correction is made. Apply the probabilistic method (explained below) for such calculations. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:38:47,515 - climada.entity.exposures.base - INFO - Matching 46165 exposures with 501501 centroids.\n", "2021-03-17 11:38:47,526 - climada.engine.impact - INFO - Calculating damage for 45512 assets (>0) and 64 events.\n", "2021-03-17 11:38:47,554 - climada.util.coordinates - INFO - Raster from resolution 0.008333333333297333 to 0.008333333333297333.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/climada_python/climada/util/plot.py:326: 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", "/Users/evelynm/opt/anaconda3/envs/climada_env/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The overall estimated impact from all events is 8561083 $\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Impact calculation from historic landslides, with exposure and impact function defined as above.\n", "imp_LS_Taiwan_hist = Impact()\n", "imp_LS_Taiwan_hist.calc(ent_LS_hist.exposures, ent_LS_hist.impact_funcs, haz_ls_Taiwan_hist)\n", "imp_LS_Taiwan_hist.plot_raster_eai_exposure()\n", "print(f'The overall estimated impact from all events is {int(imp_LS_Taiwan_hist.aai_agg)} $')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Option 2: probabilistic landslide hazard (precipitation / earthquake-induced) from UNEP / NGI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The global probabilistic hazardsets are provided publicly by UNEP GRID and were developed by the Norwegian Geotechnical Institute (NGI).\n", "\n", "Since the webservices are currently (as of 08/20) not working, please download the geoTIFFs manually:\n", "\n", "- Go to https://preview.grid.unep.ch/index.php?preview=data&events=landslides&evcat=2&lang=eng for precipitation-triggered landslides.\n", "- Go to https://preview.grid.unep.ch/index.php?preview=data&events=landslides&evcat=1&lang=eng for earthquake-triggered landslides.\n", "- Unzip the folder and move it to a sensible location\n", "\n", "\n", "The datasets are in units of expected annual probability and percentage of pixel of occurrence of a potentially destructive landslide event x 1000000 and include an estimate of the annual frequency of landslide triggered by precipitation / earthquakes. It depends on the combination of trigger and susceptibility defined by six parameters: slope factor, lithological (or geological) conditions, soil moisture condition, vegetation cover, precipitation and seismic conditions.\n", "\n", "Given how the external hazard set is defined (\"expected annual probability and percentage of pixel of occurrence of a potentially destructive landslide event \"), intensity and fraction are assigned a bit different from the normal hazard-reading method (but consistent with the definition in the historic set): \n", "\n", "Probabilistic events are produced by sampling over the occurrence probabilities in each grid cell. The user has the option to choose either a binomial or a Poisson distribution via the `dist` kwarg.\n", "The \"numbers of successes\" are stored as fraction, intensity is 0 if there was no event in a grid cell, and 1 if at least one event occurred. Frequency is number of successes / number of years.\n", "\n", "Read the documentation for details. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Loading packages and setting constants\n", "%matplotlib inline\n", "from climada.hazard.landslide import Landslide\n", "PATH_LSPROB = 'your-path-to/ls_pr.tif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's produce a 500 year probabilistic event set for the same geographic extent as above.\n", "Be aware that the resolution of the grid cells is 0.00833° (about 900m at the equator), so events tend to be quite large, if they occur." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:40:03,946 - climada.util.coordinates - INFO - Reading /Users/evelynm/climada_python/data/system/ls_pr/ls_pr.tif\n", "2021-03-17 11:40:04,074 - climada.hazard.landslide - INFO - Sampling landslide events for a 500 year period\n", "2021-03-17 11:40:04,090 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "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": [ "# Setting precipitation-triggered landslide hazard for Taiwan\n", "haz_ls_taiwan_prob = Landslide()\n", "bbox_taiwan = (120.0, 21.5, 122.0, 25.5)\n", "\n", "# The check-plots produce intensity (image 1) and fraction (image 2) plots\n", "# a correction factor of 1 million is applied since probs are reportet as x10e6 in the original data:\n", "haz_ls_taiwan_prob.set_ls_prob(bbox=bbox_taiwan, path_sourcefile=PATH_LSPROB, \n", " n_years=500, corr_fact=10e6, dist='poisson')\n", "# Visual inspection of the hazard\n", "haz_ls_taiwan_prob.centroids.plot()\n", "haz_ls_taiwan_prob.plot_intensity(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the hazard set loaded, it is now possible to calculate the expected damage for the simulated period:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from climada.entity import LitPop\n", "from climada.entity.entity_def import Entity\n", "from climada.entity import ImpactFuncSet, ImpactFunc\n", "from climada.engine import Impact\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Important for impact calculations**: Since impact functions act on the intensity of a hazard, an our hazard takes on binary intensity values (0 = no LS prob, 1 = >0 LS prob), it makes sense to define some step-function around those two values. The impact calculation accounts for the fractions (% of affected pixel and actual annual probability) by multiplying them into the end-result, anyways, under the hood." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:40:47,337 - 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" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set impact function\n", "if_LS_prob = ImpactFunc() \n", "if_LS_prob.haz_type = 'LS'\n", "if_LS_prob.id = 1\n", "if_LS_prob.name = 'LS Linear function'\n", "if_LS_prob.intensity_unit = 'm/m'\n", "if_LS_prob.intensity = np.linspace(0, 1, num=15)\n", "if_LS_prob.mdd = np.sort(np.array([0,0,0,0,0,0,0,0,1., 1., 1., 1., 1., 1., 1.]))\n", "if_LS_prob.paa = np.sort(np.linspace(1, 1, num=15))\n", "if_LS_prob.check()\n", "if_LS_prob.plot()\n", "ifset_LS_prob = ImpactFuncSet()\n", "ifset_LS_prob.append(if_LS_prob)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:40:49,509 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:40:49,510 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-17 11:40:49,511 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-17 11:40:49,512 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-17 11:40:49,513 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-17 11:40:51,032 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 30.0 arcsec.\n", "2021-03-17 11:41:01,453 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2021-03-17 11:41:01,455 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.13\n", "2021-03-17 11:41:14,423 - climada.util.finance - WARNING - No data available for country. Using non-financial wealth instead\n", "2021-03-17 11:41:14,424 - climada.util.finance - WARNING - GDP data for TWN is not provided by World Bank. Instead, IMF data is returned here.\n", "2021-03-17 11:41:14,905 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:41:14,906 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-17 11:41:14,906 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-17 11:41:14,907 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-17 11:41:14,920 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-17 11:41:14,929 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:41:14,938 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 25 s\n", "2021-03-17 11:41:14,939 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2021-03-17 11:41:14,939 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-03-17 11:41:14,941 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-03-17 11:41:14,942 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-03-17 11:41:14,944 - climada.entity.exposures.base - INFO - geometry not set.\n", "2021-03-17 11:41:14,945 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-03-17 11:41:14,993 - climada.util.coordinates - INFO - Setting geometry points.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/opt/anaconda3/envs/climada_env/lib/python3.7/site-packages/geopandas/geodataframe.py:91: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " super(GeoDataFrame, self).__setattr__(attr, val)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:41:17,210 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n", "2021-03-17 11:41:18,355 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-03-17 11:41:18,356 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-03-17 11:41:18,357 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-03-17 11:41:18,357 - climada.entity.exposures.base - INFO - centr_ not set.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/opt/anaconda3/envs/climada_env/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:41:20,252 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/climada_python/climada/util/plot.py:326: 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", "/Users/evelynm/opt/anaconda3/envs/climada_env/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", "/Users/evelynm/opt/anaconda3/envs/climada_env/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:41:25,067 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set exposure for Taiwan:\n", "exp_LS_prob = LitPop()\n", "exp_LS_prob.set_country('Taiwan')\n", "exp_LS_prob.set_geometry_points()\n", "exp_LS_prob.gdf.rename({'if_': 'if_LS'}, axis='columns', inplace=True)\n", "exp_LS_prob.set_lat_lon()\n", "exp_LS_prob.check()\n", "\n", "# plot exposure\n", "exp_LS_prob.plot_basemap()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:41:27,715 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-17 11:41:27,716 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-17 11:41:27,717 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-17 11:41:27,718 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-17 11:41:27,720 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n" ] } ], "source": [ "# Set Entity \n", "ent_LS_prob = Entity()\n", "ent_LS_prob.exposures = exp_LS_prob\n", "ent_LS_prob.impact_funcs = ifset_LS_prob" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-17 11:41:27,728 - climada.entity.exposures.base - INFO - Matching 46165 exposures with 115921 centroids.\n", "2021-03-17 11:41:27,739 - climada.engine.impact - INFO - Calculating damage for 45512 assets (>0) and 1 events.\n", "2021-03-17 11:41:27,853 - climada.util.coordinates - INFO - Raster from resolution 0.008333333333297333 to 0.008333333333297333.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/climada_python/climada/util/plot.py:326: 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", "/Users/evelynm/opt/anaconda3/envs/climada_env/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "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": [ "# Set impact for probabilistic simulation\n", "imp_LS_Taiwan_prob = Impact()\n", "imp_LS_Taiwan_prob.calc(ent_LS_prob.exposures, ent_LS_prob.impact_funcs, haz_ls_taiwan_prob)\n", "imp_LS_Taiwan_prob.plot_raster_eai_exposure()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 2 }