diff --git a/climate_services/probabilistic/MUSCLE_Aveiro/inputs/codec_aveiro.nc b/climate_services/probabilistic/MUSCLE_Aveiro/inputs/codec_aveiro.nc index 5b550e39..3419b323 100644 Binary files a/climate_services/probabilistic/MUSCLE_Aveiro/inputs/codec_aveiro.nc and b/climate_services/probabilistic/MUSCLE_Aveiro/inputs/codec_aveiro.nc differ diff --git a/methods/dynamical_downscaling/SfincsCompoundFlooding/01_Wrapper_Setup_Run.ipynb b/methods/dynamical_downscaling/SfincsCompoundFlooding/01_Wrapper_Setup_Run.ipynb new file mode 100644 index 00000000..e764ab7d --- /dev/null +++ b/methods/dynamical_downscaling/SfincsCompoundFlooding/01_Wrapper_Setup_Run.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "97b930aa", + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "import numpy as np\n", + "import pandas as pd\n", + "import xarray as xr" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0e0f6af4", + "metadata": {}, + "outputs": [], + "source": [ + "# Define grid resolution\n", + "resolution = 50\n", + "\n", + "# Setup grid parameters with spatial origin and grid size\n", + "x0, y0 = 585000, 2350004\n", + "x1, y1 = 632500, 2397504\n", + "\n", + "# Boundary point where ocean-driver forcing is setup\n", + "x, y = 601900.8911782742, 2356315.456879479\n", + "gdf_boundary_points = gpd.GeoDataFrame(geometry=gpd.points_from_xy([x], [y]), crs=6634)\n", + "\n", + "# Grid configuration dictionary\n", + "fixed_parameters = {\n", + " \"path_to_dem_tif\": \"inputs/dem.tif\",\n", + " \"dem_tif_var_name\": \"elevtn\",\n", + " \"path_to_rgh_tif\": \"inputs/sfincs.man\",\n", + " \"path_to_outflow_shp\": \"inputs/outflow_boundaries.shp\",\n", + " \"path_to_waterlevel_shp\": \"inputs/inflow_boundaries.shp\",\n", + " \"x0\": x0, # Origin location of the cell edge (x0)\n", + " \"y0\": y0, # Origin location of the cell edge (y0)\n", + " \"dx\": resolution, # Grid size in x-direction\n", + " \"dy\": resolution, # Grid size in y-direction\n", + " \"mmax\": (x1 - x0) // resolution, # Number of grid cells in x-direction\n", + " \"nmax\": (y1 - y0) // resolution, # Number of grid cells in y-direction\n", + " \"rotation\": 0, # Rotation angle in degrees (anti-clockwise from east)\n", + " \"epsg\": 6634, # Coordinate reference system (CRS) EPSG code\n", + " \"path_to_mask\": \"inputs/mask.shp\",\n", + " \"nr_subgrid_pixels\": 1,\n", + " \"gdf_boundary_points\": gdf_boundary_points,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4c323def", + "metadata": {}, + "outputs": [], + "source": [ + "# Creating time chunks as individual cases\n", + "K = 5" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d5523cb9", + "metadata": {}, + "outputs": [], + "source": [ + "# Waterlevels\n", + "waterlevels_forcing = pd.read_pickle(\"inputs/waterlevels.pkl\")\n", + "\n", + "time_chunks = np.array_split(waterlevels_forcing.index.sort_values().unique(), K)\n", + "time_bounds = [(edge[0], edge[-1]) for edge in time_chunks]\n", + "\n", + "waterlevels_forcing = np.array_split(waterlevels_forcing, K)\n", + "\n", + "slowly_waterlevel = [\n", + " pd.DataFrame(i[\"Msetup\"]).set_axis([0], axis=1) for i in waterlevels_forcing\n", + "]\n", + "quickly_waterlevel = [\n", + " pd.DataFrame(i[\"Hig\"]).set_axis([0], axis=1) for i in waterlevels_forcing\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "592f477d", + "metadata": {}, + "outputs": [], + "source": [ + "# Precipitation\n", + "precipitation_forcing = xr.open_dataset(\"inputs/precipitation.nc\")\n", + "precipitation_forcing = precipitation_forcing.rio.write_crs(\"epsg:4326\")\n", + "precipitation_forcing = precipitation_forcing.sortby(\"time\")\n", + "\n", + "precipitation_forcing = [\n", + " precipitation_forcing.sel(time=slice(str(start), str(end)))\n", + " for start, end in time_bounds\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0855f806", + "metadata": {}, + "outputs": [], + "source": [ + "metamodel_parameters = {\n", + " \"precipitation_forcing\": precipitation_forcing,\n", + " \"slowly_waterlevel_forcing\": slowly_waterlevel,\n", + " \"quickly_waterlevel_forcing\": quickly_waterlevel,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12c34008", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-02 03:40:51,291 - SfincsAlbaModelWrapper - WARNING - Parameter precipitation_forcing is not in the default_parameters\n", + "2025-10-02 03:40:51,293 - SfincsAlbaModelWrapper - WARNING - Parameter slowly_waterlevel_forcing is not in the default_parameters\n", + "2025-10-02 03:40:51,339 - SfincsAlbaModelWrapper - WARNING - Parameter quickly_waterlevel_forcing is not in the default_parameters\n" + ] + } + ], + "source": [ + "from bluemath_tk.wrappers.sfincs.sfincs_wrapper import SfincsModelWrapper\n", + "\n", + "sfincs_model = SfincsModelWrapper(\n", + " templates_dir=\"templates\",\n", + " metamodel_parameters=metamodel_parameters,\n", + " fixed_parameters=fixed_parameters,\n", + " output_dir=\"CASES\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b83fb3a2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Model dir already exists and files might be overwritten: /home/ibbisin0/globus/ricondal/Bluemath_Github/BlueMath/methods/dynamical_downscaling/SfincsExample/Alba_CASES/0000/gis.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Model dir already exists and files might be overwritten: /home/ibbisin0/globus/ricondal/Bluemath_Github/BlueMath/methods/dynamical_downscaling/SfincsExample/Alba_CASES/0001/gis.\n", + "Model dir already exists and files might be overwritten: /home/ibbisin0/globus/ricondal/Bluemath_Github/BlueMath/methods/dynamical_downscaling/SfincsExample/Alba_CASES/0002/gis.\n", + "Model dir already exists and files might be overwritten: /home/ibbisin0/globus/ricondal/Bluemath_Github/BlueMath/methods/dynamical_downscaling/SfincsExample/Alba_CASES/0003/gis.\n", + "Model dir already exists and files might be overwritten: /home/ibbisin0/globus/ricondal/Bluemath_Github/BlueMath/methods/dynamical_downscaling/SfincsExample/Alba_CASES/0004/gis.\n" + ] + } + ], + "source": [ + "sfincs_model.build_cases()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f08271ab", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-02 03:18:10,417 - SfincsAlbaModelWrapper - ERROR - Error running command: docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu\n", + "2025-10-02 03:18:10,418 - SfincsAlbaModelWrapper - ERROR - Error: Command 'docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu' returned non-zero exit status 2.\n", + "2025-10-02 03:18:13,839 - SfincsAlbaModelWrapper - ERROR - Error running command: docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu\n", + "2025-10-02 03:18:13,840 - SfincsAlbaModelWrapper - ERROR - Error: Command 'docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu' returned non-zero exit status 2.\n", + "2025-10-02 03:18:16,976 - SfincsAlbaModelWrapper - ERROR - Error running command: docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu\n", + "2025-10-02 03:18:16,976 - SfincsAlbaModelWrapper - ERROR - Error: Command 'docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu' returned non-zero exit status 2.\n", + "2025-10-02 03:18:20,365 - SfincsAlbaModelWrapper - ERROR - Error running command: docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu\n", + "2025-10-02 03:18:20,365 - SfincsAlbaModelWrapper - ERROR - Error: Command 'docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu' returned non-zero exit status 2.\n", + "2025-10-02 03:18:23,651 - SfincsAlbaModelWrapper - ERROR - Error running command: docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu\n", + "2025-10-02 03:18:23,651 - SfincsAlbaModelWrapper - ERROR - Error: Command 'docker run --rm -v .:/case_dir -w /case_dir deltares/sfincs-cpu' returned non-zero exit status 2.\n" + ] + } + ], + "source": [ + "sfincs_model.run_cases(launcher=\"docker\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-dev", + "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": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/methods/statistical_downscaling/.gitkeep b/methods/statistical_downscaling/.gitkeep deleted file mode 100644 index e69de29b..00000000 diff --git a/methods/statistical_downscaling/ExtremeEventClassification/01_GESLA_extract_variables.ipynb b/methods/statistical_downscaling/ExtremeEventClassification/01_GESLA_extract_variables.ipynb new file mode 100644 index 00000000..8c93d00a --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/01_GESLA_extract_variables.ipynb @@ -0,0 +1,754 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3ddcb4de-824a-4d7d-84a4-f336323d981e", + "metadata": {}, + "source": [ + "# Extract Needed Variables from Observed Sea Level Data\n", + "\n", + "This notebook performs the following steps:\n", + "\n", + "1. **Load tide gauge sea level data** \n", + " Tide gauge data are stored as `.pkl` files, each containing a `pandas.Series` with a datetime index and a column `'SL'` representing sea level.\n", + "\n", + "2. **Search and remove any outliers** \n", + " Search and remove outliers using a rolling time window and a threshold based on the window's median and standard deviation.\n", + " \n", + "3. **Remove Sea Level Rise (SLR)** \n", + " Detrend the data by removing long-term trends using linear regression.\n", + "\n", + "4. **Predict the tidal signal per tide gauge** \n", + " Use harmonic analysis to model the tidal component of the signal.\n", + "\n", + "5. **Calculate the Non-tidal Residual** \n", + " Subtract the predicted tidal signal from the observed sea level to isolate residuals.\n", + "\n", + "6. **Calculate the Skew-surge** \n", + " Estimate skew-surge values by analyzing deviations from the predicted tidal peaks.\n", + "\n", + "The station metadata is provided in a `stations_info.csv` file, which contains station information such as name, longitude, and latitude.\n" + ] + }, + { + "cell_type": "markdown", + "id": "5f109ef4-947a-4a09-b283-8224a78b2208", + "metadata": {}, + "source": [ + "## 1. Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8be3d317", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stationlonlat
0Huibertgat6.39843353.573748
1Schiermonnikoog6.20290853.468935
2Eemshaven6.82839253.448699
3Nes5.75890753.429936
4Lauwersoog6.19695253.408684
5West_Terschelling5.22002653.363043
6Vlieland_Haven5.09145653.296125
7Harlingen5.40934253.175632
8Oudeschild4.85019253.038833
9Den_Helder4.74499052.964357
10Petten_Zuid4.64970252.772657
11Scheveningen4.26356352.099033
12Hoek_van_Holland4.11988151.977572
13Brouwershavensche_Gat_083.81148351.750754
14Westkapelle3.44003151.521445
15Cadzand3.37627551.379296
\n", + "
" + ], + "text/plain": [ + " station lon lat\n", + "0 Huibertgat 6.398433 53.573748\n", + "1 Schiermonnikoog 6.202908 53.468935\n", + "2 Eemshaven 6.828392 53.448699\n", + "3 Nes 5.758907 53.429936\n", + "4 Lauwersoog 6.196952 53.408684\n", + "5 West_Terschelling 5.220026 53.363043\n", + "6 Vlieland_Haven 5.091456 53.296125\n", + "7 Harlingen 5.409342 53.175632\n", + "8 Oudeschild 4.850192 53.038833\n", + "9 Den_Helder 4.744990 52.964357\n", + "10 Petten_Zuid 4.649702 52.772657\n", + "11 Scheveningen 4.263563 52.099033\n", + "12 Hoek_van_Holland 4.119881 51.977572\n", + "13 Brouwershavensche_Gat_08 3.811483 51.750754\n", + "14 Westkapelle 3.440031 51.521445\n", + "15 Cadzand 3.376275 51.379296" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Load station info (names,lon,lat)\n", + "stations = pd.read_csv(\"inputs/stations_info.csv\", usecols=[\"station\", \"lon\", \"lat\"])\n", + "stations" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "819703f0-d58f-40a1-8894-e0e100e0af17", + "metadata": {}, + "outputs": [], + "source": [ + "# Load sea level data per station in a list\n", + "SL = []\n", + "for i in range(len(stations)):\n", + " sl_element = pd.read_pickle(f\"inputs/GESLA_NLD/tide_gauge_{i}.pkl\")\n", + " # Append loaded data to lists\n", + " SL.append(sl_element)" + ] + }, + { + "cell_type": "markdown", + "id": "318975a0-bbcf-40d0-8041-16e4a71bbac4", + "metadata": {}, + "source": [ + "## 2. Search and remove any outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "08b1f81f-6180-4d38-a010-2e695d8cdde8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[],\n", + " [],\n", + " [],\n", + " [],\n", + " [],\n", + " [],\n", + " [],\n", + " [23055],\n", + " [],\n", + " [],\n", + " [1658685],\n", + " [1763118],\n", + " [1317687,\n", + " 1317688,\n", + " 1317689,\n", + " 1740152,\n", + " 1740153,\n", + " 1740154,\n", + " 1740155,\n", + " 2312054,\n", + " 2312055,\n", + " 2312056,\n", + " 2312063,\n", + " 2312064],\n", + " [1553726, 1553727, 1553728],\n", + " [],\n", + " []]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from utils.GESLA_extract_variables import detect_outliers_window\n", + "\n", + "all_outliers = [\n", + " detect_outliers_window(series, deviation_threshold=3, window_size_days=2)\n", + " for series in SL\n", + "]\n", + "all_outliers" + ] + }, + { + "cell_type": "markdown", + "id": "d7447e59-85f4-45f2-8c71-0327a10e5cde", + "metadata": {}, + "source": [ + "## 3. Remove Sea Level Rise (SLR)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6ac3578b-fbef-42ad-a699-677fcd252923", + "metadata": {}, + "outputs": [], + "source": [ + "from utils.GESLA_extract_variables import detrend_series\n", + "\n", + "trends = []\n", + "detrended_SL = []\n", + "\n", + "for sl_element in SL:\n", + " detrended, trend = detrend_series(sl_element)\n", + " trends.append(trend)\n", + " detrended_SL.append(detrended)" + ] + }, + { + "cell_type": "markdown", + "id": "515ebb88-9f2a-44f0-b02c-5cf65720113e", + "metadata": {}, + "source": [ + "## 4. Predict the tidal signal per tide gauge" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "232bb188-6bca-471b-a3d2-67c941477080", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n", + "solve: matrix prep ... solution ... done.\n", + "prep/calcs ... done.\n" + ] + } + ], + "source": [ + "import utide\n", + "\n", + "tides = []\n", + "coefs = []\n", + "\n", + "for i, detrended_series in enumerate(detrended_SL):\n", + " detrended_series.dropna(inplace=True)\n", + " t = detrended_series.index\n", + "\n", + " # Solve for tidal coefficients\n", + " coef = utide.solve(\n", + " t,\n", + " detrended_series,\n", + " lat=stations[\"lat\"][i],\n", + " method=\"ols\",\n", + " nodal=True,\n", + " trend=False,\n", + " conf_int=\"MC\",\n", + " )\n", + "\n", + " # Reconstruct tidal signal\n", + " reconstruction = utide.reconstruct(t, coef)\n", + " tide = pd.Series(reconstruction.h, index=reconstruction.t_in)\n", + "\n", + " tides.append(tide)\n", + " coefs.append(coef)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "2a85feb1-1ca5-4653-81df-245abcd2435b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from utils.GESLA_extract_variables import HarmonicAnalysis\n", + "\n", + "# Usage without specifying efreq\n", + "ha = HarmonicAnalysis(coefs[0]) # first station\n", + "ha.plot_coefs()" + ] + }, + { + "cell_type": "markdown", + "id": "bd54f56d-d73f-4139-8f03-a00ea92015f1", + "metadata": {}, + "source": [ + "## 5. Calculate the Non-tidal Residual" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6f4bb951-c81c-4746-bbf6-9b36bd180e11", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1972-12-31 23:00:00 -0.115798\n", + " 1973-01-01 00:00:00 -0.143190\n", + " 1973-01-01 01:00:00 -0.134129\n", + " 1973-01-01 02:00:00 -0.087486\n", + " 1973-01-01 03:00:00 -0.038039\n", + " ... \n", + " 2018-09-07 23:10:00 0.133470\n", + " 2018-09-07 23:20:00 0.134670\n", + " 2018-09-07 23:30:00 0.141399\n", + " 2018-09-07 23:40:00 0.154153\n", + " 2018-09-07 23:50:00 0.143487\n", + " Length: 1759606, dtype: float64,\n", + " 1970-12-31 23:00:00 0.006184\n", + " 1971-01-01 00:00:00 -0.050093\n", + " 1971-01-01 01:00:00 -0.120589\n", + " 1971-01-01 02:00:00 -0.215426\n", + " 1971-01-01 03:00:00 -0.177769\n", + " ... \n", + " 2018-09-07 23:10:00 0.177663\n", + " 2018-09-07 23:20:00 0.195453\n", + " 2018-09-07 23:30:00 0.211819\n", + " 2018-09-07 23:40:00 0.225941\n", + " 2018-09-07 23:50:00 0.236978\n", + " Length: 1716065, dtype: float64,\n", + " 1978-12-29 08:00:00 -0.592475\n", + " 1978-12-29 09:00:00 -0.638412\n", + " 1978-12-29 10:00:00 -0.679678\n", + " 1978-12-29 11:00:00 -0.718835\n", + " 1978-12-29 12:00:00 -0.733895\n", + " ... \n", + " 2018-09-07 23:10:00 0.091226\n", + " 2018-09-07 23:20:00 0.095113\n", + " 2018-09-07 23:30:00 0.116876\n", + " 2018-09-07 23:40:00 0.135954\n", + " 2018-09-07 23:50:00 0.132019\n", + " Length: 1692040, dtype: float64,\n", + " 1970-12-31 23:00:00 -0.064311\n", + " 1971-01-01 00:00:00 -0.049531\n", + " 1971-01-01 01:00:00 -0.068241\n", + " 1971-01-01 02:00:00 -0.031866\n", + " 1971-01-01 03:00:00 -0.020088\n", + " ... \n", + " 2018-09-07 23:10:00 0.195332\n", + " 2018-09-07 23:20:00 0.201277\n", + " 2018-09-07 23:30:00 0.217851\n", + " 2018-09-07 23:40:00 0.224221\n", + " 2018-09-07 23:50:00 0.229241\n", + " Length: 1785016, dtype: float64,\n", + " 1970-12-31 23:00:00 0.007772\n", + " 1971-01-01 00:00:00 -0.113863\n", + " 1971-01-01 01:00:00 -0.295833\n", + " 1971-01-01 02:00:00 -0.407556\n", + " 1971-01-01 03:00:00 -0.421352\n", + " ... \n", + " 2018-09-07 23:10:00 0.149410\n", + " 2018-09-07 23:20:00 0.158462\n", + " 2018-09-07 23:30:00 0.185515\n", + " 2018-09-07 23:40:00 0.190283\n", + " 2018-09-07 23:50:00 0.202452\n", + " Length: 1777558, dtype: float64,\n", + " 1950-01-01 01:40:00 -0.374288\n", + " 1950-01-01 04:40:00 -0.424026\n", + " 1950-01-01 07:40:00 -0.139877\n", + " 1950-01-01 10:40:00 -0.109392\n", + " 1950-01-01 13:40:00 -0.099999\n", + " ... \n", + " 2018-09-07 23:10:00 0.179757\n", + " 2018-09-07 23:20:00 0.170304\n", + " 2018-09-07 23:30:00 0.186407\n", + " 2018-09-07 23:40:00 0.186422\n", + " 2018-09-07 23:50:00 0.168733\n", + " Length: 1814263, dtype: float64,\n", + " 1950-01-01 01:40:00 -0.365700\n", + " 1950-01-01 04:40:00 -0.325157\n", + " 1950-01-01 07:40:00 -0.159762\n", + " 1950-01-01 10:40:00 -0.125862\n", + " 1950-01-01 13:40:00 -0.025530\n", + " ... \n", + " 2018-09-07 23:10:00 0.196066\n", + " 2018-09-07 23:20:00 0.181740\n", + " 2018-09-07 23:30:00 0.179978\n", + " 2018-09-07 23:40:00 0.159323\n", + " 2018-09-07 23:50:00 0.138542\n", + " Length: 1814258, dtype: float64,\n", + " 1950-01-01 01:40:00 -0.764039\n", + " 1950-01-01 04:40:00 -0.502442\n", + " 1950-01-01 07:40:00 -0.212723\n", + " 1950-01-01 10:40:00 -0.123507\n", + " 1950-01-01 13:40:00 -0.414726\n", + " ... \n", + " 2018-09-07 23:56:00 0.312420\n", + " 2018-09-07 23:57:00 0.316597\n", + " 2018-09-07 23:58:00 0.320783\n", + " 2018-09-07 23:59:00 0.314975\n", + " 2018-09-08 00:00:00 0.319175\n", + " Length: 2982130, dtype: float64,\n", + " 1970-12-31 23:00:00 -0.227623\n", + " 1971-01-01 00:00:00 -0.280987\n", + " 1971-01-01 01:00:00 -0.220617\n", + " 1971-01-01 02:00:00 -0.157153\n", + " 1971-01-01 03:00:00 -0.132810\n", + " ... \n", + " 2018-09-07 23:10:00 0.173489\n", + " 2018-09-07 23:20:00 0.148345\n", + " 2018-09-07 23:30:00 0.142407\n", + " 2018-09-07 23:40:00 0.095391\n", + " 2018-09-07 23:50:00 0.077478\n", + " Length: 1761387, dtype: float64,\n", + " 1950-01-01 01:40:00 -0.417109\n", + " 1950-01-01 04:40:00 -0.248555\n", + " 1950-01-01 07:40:00 -0.237662\n", + " 1950-01-01 10:40:00 -0.220717\n", + " 1950-01-01 13:40:00 -0.135118\n", + " ... \n", + " 2018-09-07 23:56:00 0.044289\n", + " 2018-09-07 23:57:00 0.045774\n", + " 2018-09-07 23:58:00 0.047196\n", + " 2018-09-07 23:59:00 0.048557\n", + " 2018-09-08 00:00:00 0.049861\n", + " Length: 2995709, dtype: float64,\n", + " 1977-06-30 23:00:00 0.103545\n", + " 1977-07-01 00:00:00 0.030127\n", + " 1977-07-01 01:00:00 -0.680755\n", + " 1977-07-01 02:00:00 -1.337188\n", + " 1977-07-01 03:00:00 -0.533487\n", + " ... \n", + " 2017-07-18 07:30:00 -0.244041\n", + " 2017-07-18 07:40:00 -0.227642\n", + " 2017-07-18 07:50:00 -0.207939\n", + " 2017-07-18 08:10:00 -0.147949\n", + " 2017-07-18 08:20:00 -0.116148\n", + " Length: 1728745, dtype: float64,\n", + " 1953-01-29 23:00:00 0.253835\n", + " 1953-01-29 23:30:00 0.211959\n", + " 1953-01-30 00:00:00 0.099323\n", + " 1953-01-30 00:30:00 -0.061001\n", + " 1953-01-30 01:00:00 -0.130468\n", + " ... \n", + " 2018-09-07 23:10:00 0.040803\n", + " 2018-09-07 23:20:00 0.081897\n", + " 2018-09-07 23:30:00 0.094249\n", + " 2018-09-07 23:40:00 0.099358\n", + " 2018-09-07 23:50:00 0.078113\n", + " Length: 1830207, dtype: float64,\n", + " 1950-01-01 01:40:00 -0.435747\n", + " 1950-01-01 04:40:00 -0.333636\n", + " 1950-01-01 07:40:00 -0.292299\n", + " 1950-01-01 10:40:00 -0.069677\n", + " 1950-01-01 13:40:00 -0.116251\n", + " ... \n", + " 2018-09-07 23:56:00 0.163870\n", + " 2018-09-07 23:57:00 0.151795\n", + " 2018-09-07 23:58:00 0.149842\n", + " 2018-09-07 23:59:00 0.148011\n", + " 2018-09-08 00:00:00 0.136299\n", + " Length: 2929480, dtype: float64,\n", + " 1979-12-31 23:00:00 0.138714\n", + " 1980-01-01 00:00:00 0.519651\n", + " 1980-01-01 01:00:00 0.482610\n", + " 1980-01-01 02:00:00 0.330761\n", + " 1980-01-01 03:00:00 0.303252\n", + " ... \n", + " 2018-09-07 23:10:00 0.191318\n", + " 2018-09-07 23:20:00 0.132388\n", + " 2018-09-07 23:30:00 0.082293\n", + " 2018-09-07 23:40:00 0.059426\n", + " 2018-09-07 23:50:00 0.041722\n", + " Length: 1767228, dtype: float64,\n", + " 1970-12-31 23:00:00 -0.030594\n", + " 1971-01-01 00:00:00 0.040605\n", + " 1971-01-01 01:00:00 -0.108257\n", + " 1971-01-01 02:00:00 -0.265515\n", + " 1971-01-01 03:00:00 0.036330\n", + " ... \n", + " 2018-09-07 23:10:00 0.003145\n", + " 2018-09-07 23:20:00 -0.004585\n", + " 2018-09-07 23:30:00 -0.016012\n", + " 2018-09-07 23:40:00 -0.023052\n", + " 2018-09-07 23:50:00 -0.027548\n", + " Length: 1806707, dtype: float64,\n", + " 1970-12-31 23:00:00 -0.043669\n", + " 1971-01-01 00:00:00 -0.008703\n", + " 1971-01-01 01:00:00 -0.137494\n", + " 1971-01-01 02:00:00 -0.123046\n", + " 1971-01-01 03:00:00 -0.043832\n", + " ... \n", + " 2018-09-07 23:10:00 0.025814\n", + " 2018-09-07 23:20:00 0.010468\n", + " 2018-09-07 23:30:00 0.000699\n", + " 2018-09-07 23:40:00 0.004665\n", + " 2018-09-07 23:50:00 0.010677\n", + " Length: 1806694, dtype: float64]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## NTR = detrended SL - tides\n", + "\n", + "NTR = [detrended - tide for detrended, tide in zip(detrended_SL, tides)]\n", + "NTR" + ] + }, + { + "cell_type": "markdown", + "id": "113496ee-26a1-4467-8e96-53f04bff7837", + "metadata": {}, + "source": [ + "## 6. Calculate the Skew Surge\n", + "\n", + "To compute the **skew surge**, we follow these steps:\n", + "\n", + "1. **Extract the predicted high water levels** \n", + " Use the *turning point method* (Haigh et al., 2016; Woodworth et al., 1991) to identify tidal high waters.\n", + "\n", + "2. **Identify the nearest observed high water level** \n", + " Match each predicted high tide with the closest measured peak in the observed data.\n", + "\n", + "3. **Calculate the skew surge** \n", + " Subtract the predicted high water from the observed high water:\n", + " \n", + "
Skew Surge = Observed High Water − Predicted High Water
" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "f1a1a3d2-e007-4ec7-9601-0d1b353387b5", + "metadata": {}, + "outputs": [], + "source": [ + "from utils.GESLA_extract_variables import (\n", + " extract_high_water_tides,\n", + " find_measured_high_water,\n", + ")\n", + "\n", + "high_water_tides = extract_high_water_tides(tides, min_hours_between=6)\n", + "high_water_measured = find_measured_high_water(\n", + " detrended_SL, high_water_tides, time_window_hours=6\n", + ")\n", + "\n", + "skew_surge = [\n", + " measured - tide for measured, tide in zip(high_water_measured, high_water_tides)\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "1e70658d-f490-4ec4-8a5f-62fa882b22a1", + "metadata": {}, + "source": [ + "## Save variables (optional)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "6ef2748a-37d1-4bbd-87ee-504cc7c53fe9", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "os.makedirs(\"outputs\", exist_ok=True)\n", + "\n", + "for i, (\n", + " sl_element,\n", + " detrended_element,\n", + " tides_element,\n", + " NTR_element,\n", + " high_tide_element,\n", + " high_meas_element,\n", + " skew_element,\n", + ") in enumerate(\n", + " zip(SL, detrended_SL, tides, NTR, high_water_tides, high_water_measured, skew_surge)\n", + "):\n", + " sl_element.to_pickle(f\"outputs/tide_gauge_{i}.pkl\")\n", + " detrended_element.to_pickle(f\"outputs/detrended_SL_{i}.pkl\")\n", + " tides_element.to_pickle(f\"outputs/tides_{i}.pkl\")\n", + " NTR_element.to_pickle(f\"outputs/ntr_{i}.pkl\")\n", + " high_tide_element.to_pickle(f\"outputs/high_water_tide_{i}.pkl\")\n", + " high_meas_element.to_pickle(f\"outputs/high_water_measured_{i}.pkl\")\n", + " skew_element.to_pickle(f\"outputs/skew_surge_{i}.pkl\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-311-dev", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/methods/statistical_downscaling/ExtremeEventClassification/02_extremes.ipynb b/methods/statistical_downscaling/ExtremeEventClassification/02_extremes.ipynb new file mode 100644 index 00000000..e9f53931 --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/02_extremes.ipynb @@ -0,0 +1,502 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "19a2b322-2f16-4321-82b9-add3fda2fbf1", + "metadata": {}, + "source": [ + "# Extract extremes from a time series using Peak Over Threshold (POT)\n", + "\n", + "This notebook performs the following steps:\n", + "\n", + "1. **Load data** \n", + " Non-tidal residual (NTR) data are stored as `.pkl` files, each containing a `pandas.Series` with a datetime index and a column `'NTR'` representing residual level. The station metadata is provided in a `stations_info.csv` file, which contains station information such as name, longitude, and latitude.\n", + "\n", + "2. **Use Peak Over Threshold (POT) method to extract events** \n" + ] + }, + { + "cell_type": "markdown", + "id": "f7cb651e-8e5b-4066-98bb-fc696f0cc09e", + "metadata": {}, + "source": [ + "## 1. Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8120985d-1c5e-453b-9dff-eb8a01e3c7b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stationlonlat
0Huibertgat6.39843353.573748
1Schiermonnikoog6.20290853.468935
2Eemshaven6.82839253.448699
3Nes5.75890753.429936
4Lauwersoog6.19695253.408684
5West_Terschelling5.22002653.363043
6Vlieland_Haven5.09145653.296125
7Harlingen5.40934253.175632
8Oudeschild4.85019253.038833
9Den_Helder4.74499052.964357
10Petten_Zuid4.64970252.772657
11Scheveningen4.26356352.099033
12Hoek_van_Holland4.11988151.977572
13Brouwershavensche_Gat_083.81148351.750754
14Westkapelle3.44003151.521445
15Cadzand3.37627551.379296
\n", + "
" + ], + "text/plain": [ + " station lon lat\n", + "0 Huibertgat 6.398433 53.573748\n", + "1 Schiermonnikoog 6.202908 53.468935\n", + "2 Eemshaven 6.828392 53.448699\n", + "3 Nes 5.758907 53.429936\n", + "4 Lauwersoog 6.196952 53.408684\n", + "5 West_Terschelling 5.220026 53.363043\n", + "6 Vlieland_Haven 5.091456 53.296125\n", + "7 Harlingen 5.409342 53.175632\n", + "8 Oudeschild 4.850192 53.038833\n", + "9 Den_Helder 4.744990 52.964357\n", + "10 Petten_Zuid 4.649702 52.772657\n", + "11 Scheveningen 4.263563 52.099033\n", + "12 Hoek_van_Holland 4.119881 51.977572\n", + "13 Brouwershavensche_Gat_08 3.811483 51.750754\n", + "14 Westkapelle 3.440031 51.521445\n", + "15 Cadzand 3.376275 51.379296" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Load station info (names,lon,lat)\n", + "stations = pd.read_csv(\"inputs/stations_info.csv\", usecols=[\"station\", \"lon\", \"lat\"])\n", + "stations" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2f126e20", + "metadata": {}, + "outputs": [], + "source": [ + "# Load non-tidal residual data per station in a list\n", + "NTR = []\n", + "for i in range(len(stations)):\n", + " ntr_element = pd.read_pickle(f\"inputs/NTR/ntr_{i}.pkl\")\n", + " # Append loaded data to lists\n", + " NTR.append(ntr_element)" + ] + }, + { + "cell_type": "markdown", + "id": "5a107b8f-27b9-4d8d-8ed9-5e72ea268207", + "metadata": {}, + "source": [ + "## 2. Use Peak Over Threshold (POT) Method to Extract Events\n", + "\n", + "For additional options and details, see the function [`pot`](./extremes.py) in the `extremes.py` module." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4efa1b6e-6b0d-4d54-a3bc-dc8e04f48224", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1973-01-01 07:00:00 0.106786\n", + "1973-01-01 10:00:00 0.152441\n", + "1973-01-15 13:00:00 0.106237\n", + "1973-01-22 14:00:00 0.166259\n", + "1973-01-22 15:00:00 0.226747\n", + " ... \n", + "2018-09-07 23:10:00 0.133470\n", + "2018-09-07 23:20:00 0.134670\n", + "2018-09-07 23:30:00 0.141399\n", + "2018-09-07 23:40:00 0.154153\n", + "2018-09-07 23:50:00 0.143487\n", + "Length: 527882, dtype: float64\n", + "1971-01-01 10:00:00 0.122484\n", + "1971-01-01 23:00:00 0.099009\n", + "1971-01-02 07:00:00 0.136729\n", + "1971-01-08 00:00:00 0.151641\n", + "1971-01-08 01:00:00 0.232817\n", + " ... \n", + "2018-09-07 23:10:00 0.177663\n", + "2018-09-07 23:20:00 0.195453\n", + "2018-09-07 23:30:00 0.211819\n", + "2018-09-07 23:40:00 0.225941\n", + "2018-09-07 23:50:00 0.236978\n", + "Length: 514820, dtype: float64\n", + "1979-01-01 11:00:00 0.110143\n", + "1979-01-03 00:00:00 0.224076\n", + "1979-01-03 01:00:00 0.186293\n", + "1979-01-03 02:00:00 0.112697\n", + "1979-01-07 10:00:00 0.131546\n", + " ... \n", + "2018-09-07 17:00:00 0.099351\n", + "2018-09-07 17:10:00 0.097505\n", + "2018-09-07 23:30:00 0.117596\n", + "2018-09-07 23:40:00 0.136661\n", + "2018-09-07 23:50:00 0.132712\n", + "Length: 507612, dtype: float64\n", + "1971-01-01 12:00:00 0.101869\n", + "1971-01-02 01:00:00 0.187542\n", + "1971-01-02 02:00:00 0.172326\n", + "1971-01-02 03:00:00 0.201360\n", + "1971-01-02 04:00:00 0.231961\n", + " ... \n", + "2018-09-07 23:10:00 0.195332\n", + "2018-09-07 23:20:00 0.201277\n", + "2018-09-07 23:30:00 0.217851\n", + "2018-09-07 23:40:00 0.224221\n", + "2018-09-07 23:50:00 0.229241\n", + "Length: 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"from utils.extremes import pot\n", + "\n", + "# Parameters\n", + "indep = 3 * 24 # set independence between events (hours)\n", + "res = 1 # minutes\n", + "resunit = \"min\" # the lowest frequency in this data is 1 min\n", + "mindur = 6 # set minimum duration of event to keep (hours)\n", + "qopt = \"quan\" # 'quan' (quantile) or 'thre' (set threshold)\n", + "eventopt = \"exc\" # exc, gaps, cont (see function for details)\n", + "q = 0.70 # 70th percentile\n", + "\n", + "extremes_NTR = []\n", + "events_NTR = []\n", + "threshold_NTR = []\n", + "for ntr_data in NTR:\n", + " extremes_ntr, events_ntr, threshold_ntr = pot(\n", + " ntr_data, indep, mindur, eventopt, res, resunit, qopt, q\n", + " )\n", + " # Append the data for the current station to the respective lists\n", + " extremes_NTR.append(extremes_ntr)\n", + " events_NTR.append(events_ntr)\n", + " threshold_NTR.append(threshold_ntr)\n", + "\n", + "# cleanup\n", + "del extremes_ntr, events_ntr, threshold_ntr, ntr_data" + ] + }, + { + "cell_type": "markdown", + "id": "775cd1ea-f3bf-450a-bc58-a7597ea0e7d8", + "metadata": {}, + "source": [ + "## Save variables for future use (optional)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2bb0e8f7-c7e6-4d4d-9f5a-26cde1dfc2b9", + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "# Variables to save\n", + "variables = [\n", + " (\"extremes_NTR\", extremes_NTR),\n", + " (\"events_NTR\", events_NTR),\n", + " (\"threshold_NTR\", threshold_NTR),\n", + "]\n", + "\n", + "# Loop and save each variable\n", + "for variable_name, variable_data in variables:\n", + " with open(f\"outputs/{variable_name}.pkl\", \"wb\") as f:\n", + " pickle.dump(variable_data, f)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-311-dev", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/methods/statistical_downscaling/ExtremeEventClassification/03_event_types.ipynb b/methods/statistical_downscaling/ExtremeEventClassification/03_event_types.ipynb new file mode 100644 index 00000000..ef3c177b --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/03_event_types.ipynb @@ -0,0 +1,47069 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "19a2b322-2f16-4321-82b9-add3fda2fbf1", + "metadata": {}, + "source": [ + "# Event Types\n", + "\n", + "This notebook performs the following steps to extract storm surge event types:\n", + "\n", + "1. **Load data** \n", + " - Non-tidal residual (NTR) data are stored as `.pkl` files, each containing a `pandas.Series` with a datetime index. \n", + " - Station metadata is provided in a `stations_info.csv` file, which includes station name, longitude, and latitude, 70th percentile threshold. \n", + " - Additionally, we load `extremes_NTR.pkl`, which contains a list of `pandas.DataFrame` objects, each representing detected storm surge events for a station. Each dataframe has:\n", + " - **Index**: Timestamps of event maxima (datetime index) \n", + " - **Columns**:\n", + " - `max`: surge maximum of the event \n", + " - `duration`: event duration in hours \n", + " - `start`: datetime of the event start \n", + " - `end`: datetime of the event end \n", + "\n", + "2. **Extract storm surge hydrographs** \n", + " Event hydrographs have varying durations and sampling frequencies, so they are re-sampled to the same number of steps for clustering.\n", + "\n", + "3. **Clustering of hydrographs** \n", + " A multi-step process is used to identify patterns in the storm surge hydrographs.\n", + "\n", + "
\n", + "\n", + "> The methodology is described in more detail in: \n", + "> Pupić Vurilj, M. et al. *Storm surge hydrographs from historical observations of sea level along the Dutch North Sea coast.* \n", + "> **Nat Hazards (2025).** [https://doi.org/10.1007/s11069-025-07351-8](https://doi.org/10.1007/s11069-025-07351-8)\n", + "\n", + "**Figure:** \n", + "*Methodology from the paper mentioned above. This notebook covers steps (iii) and (iv).*\n", + "\n", + "
\n", + " \n", + "
\n" + ] + }, + { + "cell_type": "markdown", + "id": "efc0f9c7-105e-44c7-8439-fd16f53edeb4", + "metadata": {}, + "source": [ + "## 1. Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c29a745a-a5e1-4add-bc4a-cb51c3f193e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stationlonlat
0Huibertgat6.39843353.573748
1Schiermonnikoog6.20290853.468935
2Eemshaven6.82839253.448699
3Nes5.75890753.429936
4Lauwersoog6.19695253.408684
5West_Terschelling5.22002653.363043
6Vlieland_Haven5.09145653.296125
7Harlingen5.40934253.175632
8Oudeschild4.85019253.038833
9Den_Helder4.74499052.964357
10Petten_Zuid4.64970252.772657
11Scheveningen4.26356352.099033
12Hoek_van_Holland4.11988151.977572
13Brouwershavensche_Gat_083.81148351.750754
14Westkapelle3.44003151.521445
15Cadzand3.37627551.379296
\n", + "
" + ], + "text/plain": [ + " station lon lat\n", + "0 Huibertgat 6.398433 53.573748\n", + "1 Schiermonnikoog 6.202908 53.468935\n", + "2 Eemshaven 6.828392 53.448699\n", + "3 Nes 5.758907 53.429936\n", + "4 Lauwersoog 6.196952 53.408684\n", + "5 West_Terschelling 5.220026 53.363043\n", + "6 Vlieland_Haven 5.091456 53.296125\n", + "7 Harlingen 5.409342 53.175632\n", + "8 Oudeschild 4.850192 53.038833\n", + "9 Den_Helder 4.744990 52.964357\n", + "10 Petten_Zuid 4.649702 52.772657\n", + "11 Scheveningen 4.263563 52.099033\n", + "12 Hoek_van_Holland 4.119881 51.977572\n", + "13 Brouwershavensche_Gat_08 3.811483 51.750754\n", + "14 Westkapelle 3.440031 51.521445\n", + "15 Cadzand 3.376275 51.379296" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Load station info (names,lon,lat)\n", + "stations = pd.read_csv(\"inputs/stations_info.csv\", usecols=[\"station\", \"lon\", \"lat\"])\n", + "stations" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "aac66cbf", + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: Check if this is correct to set stations as a global variable\n", + "# TODO for user: Change 2 to len(stations) and remove from pickle loading\n", + "\n", + "import pickle\n", + "\n", + "# Load non-tidal residual data per station in a list\n", + "NTR = []\n", + "for i in range(len(stations)):\n", + " ntr_element = pd.read_pickle(f\"inputs/NTR/ntr_{i}.pkl\")\n", + " # Append loaded data to lists\n", + " NTR.append(ntr_element)\n", + "\n", + "# Load POT events for each station (lists) using 70th percentile\n", + "with open(\"outputs/extremes_NTR.pkl\", \"rb\") as f:\n", + " # TODO: Check if this is correct to set extremes_NTR as a global variable\n", + " globals()[\"extremes_NTR\"] = pickle.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a78c5a7f-dc87-4e9f-a07e-59e5d8184980", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from utils.event_types import plot_stations\n", + "\n", + "# Dutch coast extent [lon_min, lon_max, lat_min, lat_max]\n", + "coast_extent = [3.2, 7.2, 51, 53.7]\n", + "plot_stations(stations[\"lat\"], stations[\"lon\"], coast_extent)" + ] + }, + { + "cell_type": "markdown", + "id": "5a107b8f-27b9-4d8d-8ed9-5e72ea268207", + "metadata": {}, + "source": [ + "## 2. Extract storm surge hydrographs\n", + "\n", + "Distance-based clustering, such as K-medians, is a vector quantisation method that requires a constant number of dimensions. Therefore, the storm surge time series need to have the same number of time steps as they are used as features in clustering. Since the events in the dataset have varying time steps (∆t) and durations (D), it was necessary to normalise and interpolate the time series in time to allow for comparison of the different event shapes and durations\n", + "\n", + "The hydrographs are extracted following these steps:\n", + "\n", + "**a. Determine the maximum time interval for resampling** \n", + "A regular time grid is defined using the chosen `max_interval`, which sets the number of time steps for each hydrograph.\n", + "$$\n", + "\\Delta t_{\\text{new}} = \\frac{1}{\\max(\\Delta t \\cdot D)}\n", + "$$\n", + "\n", + "**b. Extract and normalise each event's time series** \n", + "For each extreme event:\n", + "- The corresponding segment of the NTR time series is extracted between the event's **start** and **end** timestamps.\n", + "- The extracted time series is **normalised** allowing comparison across events of different durations.\n", + "\n", + "**c. Resample the normalised time series** \n", + "- Each normalised event is interpolated onto the regular time grid using **slinear (linear spline)** interpolation." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4754b977-4d66-41c7-a750-e1577ace56b7", + "metadata": {}, + "outputs": [], + "source": [ + "## Determine the maximum time interval for resampling\n", + "# this takes a few minutes to run\n", + "\n", + "from utils.event_types import get_max_resample_interval, normalize_per_duration\n", + "\n", + "max_interval, timeseries_max, idx_station, dt_max, dur_max = get_max_resample_interval(\n", + " extremes_NTR, NTR\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1b6a9863-4612-46b7-b588-7a6cc61b4157", + "metadata": {}, + "outputs": [], + "source": [ + "## Extract hydrographs\n", + "\n", + "from utils.event_types import extract_hydrographs\n", + "\n", + "hydrographs_NTR = extract_hydrographs(\n", + " extremes_NTR, NTR, max_interval, normalize_per_duration\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "24cd439d-708e-45cd-b567-67d1293b3f40", + "metadata": {}, + "source": [ + "## 3. Clustering of hydrographs\n", + "\n", + "Clustering is performed following these steps:\n", + "\n", + "**a. Principal component analysis (PCA)** \n", + "**Features:** Hydrograph + Event Duration \n", + "Both features are weighted to contribute equally (50% each) to the variance in PCA.\n", + "\n", + "**b. Maximum disimilarity algorithm (MDA)** \n", + "Select a subset of 10% of the total data (4,584 events) to ensure a representative sample.\n", + "\n", + "**c. K-Medians** \n", + "Clustering of the MDA subset into 400 clusters using the K-medians algorithm (Wittek 2014), applying K-means++ as the initialization step.\n", + "\n", + "**d. OPTICS** \n", + "Clustering of the 400 centroids using the “Ordering Points To Identify the Clustering Structure” (OPTICS) (Ankerst et al. 1999) algorithm to merge some clusters.\n", + "\n", + "**e. Refinement** \n", + "Manual removal and merge based on Self-organising Maps (SOM) topology" + ] + }, + { + "cell_type": "markdown", + "id": "eced1b03-f203-489d-ab6e-61ae1966778d", + "metadata": {}, + "source": [ + "### PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "8c257be3-9c1e-4e4f-a647-31a59e2dae6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 413MB\n",
+       "Dimensions:    (events: 45843, timesteps: 1126)\n",
+       "Coordinates:\n",
+       "  * events     (events) int64 367kB 0 1 2 3 4 ... 45838 45839 45840 45841 45842\n",
+       "  * timesteps  (timesteps) int64 9kB 0 1 2 3 4 5 ... 1121 1122 1123 1124 1125\n",
+       "Data variables:\n",
+       "    features   (events, timesteps) float64 413MB 0.003502 0.002947 ... -1.074
" + ], + "text/plain": [ + " Size: 413MB\n", + "Dimensions: (events: 45843, timesteps: 1126)\n", + "Coordinates:\n", + " * events (events) int64 367kB 0 1 2 3 4 ... 45838 45839 45840 45841 45842\n", + " * timesteps (timesteps) int64 9kB 0 1 2 3 4 5 ... 1121 1122 1123 1124 1125\n", + "Data variables:\n", + " features (events, timesteps) float64 413MB 0.003502 0.002947 ... -1.074" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import xarray as xr\n", + "from utils.event_types import prepare_weighted_features\n", + "\n", + "# Combined weighted feature matrix (hydrograph + duration) for clustering\n", + "features = prepare_weighted_features(extremes_NTR, hydrographs_NTR)\n", + "features_dataset = xr.Dataset(\n", + " data_vars={\"features\": ((\"events\", \"timesteps\"), features)},\n", + " coords={\"events\": range(features.shape[0]), \"timesteps\": range(features.shape[1])},\n", + ")\n", + "features_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "47d0e15a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-01 08:13:56,650 - PCA - WARNING - Using 1126 out of 1126 available variables \n", + "If this is originated by using few times, please check 'nan_threshold_to_drop' parameter in fit method\n" + ] + }, + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 32MB\n",
+       "Dimensions:      (events: 45843, n_component: 85)\n",
+       "Coordinates:\n",
+       "  * events       (events) int64 367kB 0 1 2 3 4 ... 45839 45840 45841 45842\n",
+       "  * n_component  (n_component) int64 680B 0 1 2 3 4 5 6 ... 78 79 80 81 82 83 84\n",
+       "Data variables:\n",
+       "    PCs          (events, n_component) float64 31MB -0.7998 9.813 ... -0.04522\n",
+       "    stds         (n_component) float64 680B 19.43 13.05 10.53 ... 0.5757 0.5608
" + ], + "text/plain": [ + " Size: 32MB\n", + "Dimensions: (events: 45843, n_component: 85)\n", + "Coordinates:\n", + " * events (events) int64 367kB 0 1 2 3 4 ... 45839 45840 45841 45842\n", + " * n_component (n_component) int64 680B 0 1 2 3 4 5 6 ... 78 79 80 81 82 83 84\n", + "Data variables:\n", + " PCs (events, n_component) float64 31MB -0.7998 9.813 ... -0.04522\n", + " stds (n_component) float64 680B 19.43 13.05 10.53 ... 0.5757 0.5608" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from bluemath_tk.datamining.pca import PCA\n", + "\n", + "# PCA\n", + "pca = PCA(\n", + " n_components=0.99\n", + ") # random_state=42 missing in the latest version of bluemath_tk\n", + "pca_reduced = pca.fit_transform(\n", + " data=features_dataset,\n", + " vars_to_stack=[\"features\"],\n", + " coords_to_stack=[\"timesteps\"],\n", + " pca_dim_for_rows=\"events\",\n", + ")\n", + "pca_reduced" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4caa97dd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from bluemath_tk.datamining.mda import MDA\n", + "\n", + "mda = MDA(num_centers=4584) # 4584\n", + "nearest_centroids_idxs, nearest_centroids_df = mda.fit_predict(\n", + " data=pca.pcs_df.iloc[:, :3]\n", + ")\n", + "\n", + "mda.plot_selected_centroids(plot_text=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a08c0c99-00df-4bce-b0ab-ce3a58307a3e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from utils.event_types import (\n", + " count_events_per_station,\n", + " extract_chosen_events,\n", + " plot_magnitude_duration_violin,\n", + ")\n", + "\n", + "# Info about chosen events\n", + "selected = extract_chosen_events(\n", + " mda.centroid_real_indices, extremes_NTR, hydrographs_NTR, stations[\"station\"]\n", + ")\n", + "station_event_counts = count_events_per_station(selected)\n", + "\n", + "# Plot distribution per station for MDA subset\n", + "plot_magnitude_duration_violin(\n", + " chosen_events=selected, station_names=stations[\"station\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "5b20d9b1-be16-446f-a0b2-333aeab5f75b", + "metadata": {}, + "source": [ + "### K-medians (pyclustering)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "3a5011aa-8d7e-4bed-b961-0c68ab051f07", + "metadata": {}, + "outputs": [], + "source": [ + "from pyclustering.cluster.kmedians import kmedians\n", + "from sklearn.cluster import kmeans_plusplus\n", + "\n", + "k = 400 # number of clusters (around 10% of MDA subset)\n", + "\n", + "initial_medians, indexes = kmeans_plusplus(\n", + " mda.data.values, n_clusters=k, random_state=42\n", + ")\n", + "# initial_medians = np.random.rand(k, selected_events.shape[1])\n", + "\n", + "kmedians_instance = kmedians(\n", + " data=mda.data.values, initial_medians=initial_medians, amount_clusters=k\n", + ")\n", + "\n", + "# Run KMedians clustering\n", + "kmedians_instance.process()\n", + "\n", + "# Retrieve cluster labels\n", + "kmed_labels = kmedians_instance.get_clusters()" + ] + }, + { + "cell_type": "markdown", + "id": "5e496078-0755-41c3-8c25-9755b7f97812", + "metadata": {}, + "source": [ + "### OPTICS\n", + "\n", + "OPTICS is a density-based clustering algorithm.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "1c8d4241-a8f9-4665-8c6c-f2c46d52fe56", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of noise points: 133\n", + "Number of clusters: 103\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.cluster import OPTICS\n", + "from sklearn.metrics import pairwise_distances\n", + "\n", + "centroids = np.array(kmedians_instance.get_medians())\n", + "\n", + "# Timeseries closest to the centroid (medoid)\n", + "closest_points = []\n", + "closest_point_indices = []\n", + "for centroid in centroids:\n", + " distances = pairwise_distances(mda.data.values, [centroid], metric=\"manhattan\")\n", + " closest_point_index = np.argmin(distances)\n", + " closest_points.append(mda.data.values[closest_point_index])\n", + " closest_point_indices.append(closest_point_index)\n", + "\n", + "closest_points = np.array(closest_points)\n", + "\n", + "# Apply OPTICS clustering to the medoid\n", + "optics = OPTICS(min_samples=2, xi=0) # Adjust parameters as needed\n", + "optics.fit(closest_points)\n", + "\n", + "# Retrieve the cluster labels from OPTICS\n", + "optics_labels = optics.labels_\n", + "\n", + "num_noise_points = np.sum(optics_labels == -1)\n", + "max_optics_clusters = max(optics_labels)\n", + "print(\"Number of noise points:\", num_noise_points)\n", + "print(\"Number of clusters:\", max_optics_clusters)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "d594f0ba-d6fa-46fd-ad86-442311563b2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[24576,\n", + " 40961,\n", + " 32773,\n", + " 8208,\n", + " 8212,\n", + " 16410,\n", + " 26,\n", + " 24605,\n", + " 31,\n", + " 24612,\n", + " 55,\n", + " 24634,\n", + " 8254,\n", + " 16450,\n", + " 32835,\n", + " 24644,\n", + " 16462,\n", + " 16469,\n", + " 8288,\n", + " 110,\n", + " 41073,\n", + " 32884,\n", + " 32887,\n", + " 16507,\n", + " 32891,\n", + " 32897,\n", + " 32907,\n", + " 24719,\n", + " 41110,\n", + " 16536,\n", + " 24730,\n", + " 24731,\n", + " 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5742,\n", + " 22113,\n", + " 13836,\n", + " 43693,\n", + " 13673,\n", + " 31947,\n", + " 15955,\n", + " 1864,\n", + " 21423,\n", + " 30875,\n", + " 32294,\n", + " 38729,\n", + " 17557,\n", + " 3330,\n", + " 2903,\n", + " 5594,\n", + " 43818,\n", + " 40839,\n", + " 23110,\n", + " 19623,\n", + " 30684,\n", + " 23933,\n", + " 38331,\n", + " 44688,\n", + " 26618,\n", + " 28862,\n", + " 32396,\n", + " 3288,\n", + " 36116,\n", + " 21848,\n", + " 39608,\n", + " 44270,\n", + " 31588,\n", + " 33339,\n", + " 18506,\n", + " 15044,\n", + " 5320,\n", + " 31360,\n", + " 12507,\n", + " 34250,\n", + " 42131,\n", + " 17511,\n", + " 44438,\n", + " 1767,\n", + " 41198,\n", + " 35869]]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from utils.event_types import merge_kmedians_with_optics\n", + "\n", + "## Merge K-medians clusters based on OPTICS results\n", + "merged_labels = merge_kmedians_with_optics(kmed_labels, optics_labels)\n", + "merged_labels" + ] + }, + { + "cell_type": "markdown", + "id": "775cd1ea-f3bf-450a-bc58-a7597ea0e7d8", + "metadata": {}, + "source": [ + "### Refinement" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "8072d37f-4288-488c-96a9-9361d065829c", + "metadata": {}, + "outputs": [], + "source": [ + "# from utils.refinement import (\n", + "# filter_clusters_by_removal_and_centroid,\n", + "# manual_merge_step_one,\n", + "# manual_merge_step_three,\n", + "# manual_merge_step_two,\n", + "# )\n", + "\n", + "# # Manual removal and filter centroid maxima > 1\n", + "# filtered_clusters = filter_clusters_by_removal_and_centroid(\n", + "# merged_labels, hydrographs_NTR, pd.Series(mda.centroid_real_indices)\n", + "# )\n", + "\n", + "# # Manual merge\n", + "# step1 = manual_merge_step_one(filtered_clusters)\n", + "# step2 = manual_merge_step_two(step1)\n", + "# manual_merge_clusters = manual_merge_step_three(step2)\n", + "\n", + "# # Filter out clusters with less than 5 timeseries\n", + "# final_clusters = [labels for labels in manual_merge_clusters if len(labels) >= 5]" + ] + }, + { + "cell_type": "markdown", + "id": "4d7428ad-a870-4e17-ab4d-196c31be63c7", + "metadata": {}, + "source": [ + "### Clusters plot" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "61085f41-4baa-4f87-8207-a2dbd865c435", + "metadata": {}, + "outputs": [], + "source": [ + "# from utils.event_types import plot_clusters_NTR_only\n", + "\n", + "# plot_clusters_NTR_only(\n", + "# final_clusters, hydrographs_NTR, pd.Series(mda.centroid_real_indices)\n", + "# )" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-311-dev", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/methods/statistical_downscaling/ExtremeEventClassification/04_characterisation.ipynb b/methods/statistical_downscaling/ExtremeEventClassification/04_characterisation.ipynb new file mode 100644 index 00000000..79aaf90a --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/04_characterisation.ipynb @@ -0,0 +1,702 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "dc4cac19-a4a3-41f3-90c7-db2febaf31d6", + "metadata": {}, + "source": [ + "# Further characterisation of event types\n", + "\n", + "**Characteristics explored in this notebook:**\n", + "\n", + "\n", + "**1. Prevalent clusters across stations** \n", + "The percentage of each event type at each tide gauge station was calculated to identify the prevalent event types.\n", + "\n", + "**2. Yearly count of events per cluster** \n", + "Peaks within a cluster that occurred within ±2 days of each other were grouped as a single event, accounting for the possibility that the event impacted different stations at different times. Each unique group of peaks was then counted as **one event**, regardless of how many stations recorded it.\n", + "\n", + "**3. Correlation with North Atlantic Oscillation (NAO) index** \n", + "Correlation between the **mean yearly NAO index** and the **annual count of storm surge events** was calculated to explore atmospheric influence on surge activity.\n", + "\n", + "**4. Cumulative intensity of an event** \n", + "The intensity of a storm surge was determined by integrating sea level values that exceeded the 99th percentile over the event’s duration:\n", + "$$\n", + "I = \\int_{t_i}^{t_f} \\mathrm{NTR}_{\\text{above}}(t) \\, dt\n", + "$$\n", + "\n", + "**5. Tide–surge phase difference** \n", + "- Surge peaks were identified from time series data. \n", + "- The **phase difference** between each extracted surge peak and the nearest high tide was calculated as:\n", + "$$\n", + "\\varphi = t_{\\text{peak surge}} - t_{\\text{high tide}}\n", + "$$\n", + "\n", + "
\n", + "\n", + "> More details can be found in: \n", + "> Pupić Vurilj, M. et al. *Storm surge hydrographs from historical observations of sea level along the Dutch North Sea coast.* \n", + "> **Nat Hazards (2025).** \n", + "> [https://doi.org/10.1007/s11069-025-07351-8](https://doi.org/10.1007/s11069-025-07351-8)\n", + "\n", + "
\n", + "\n", + "**Data to be loaded:**\n", + "- Non-tidal residual (NTR) data are stored as `.pkl` files, each containing a `pandas.Series` with a datetime index.\n", + "- High tide data are also stored as `.pkl` files, each containing a `pandas.Series` with a datetime index.\n", + "- Station metadata is provided in a `stations_info.csv` file, which includes station name, longitude, and latitude, 70th percentile threshold, and 99th percentile threshold.\n", + "- `extremes_NTR.pkl`, which contains a list of `pandas.DataFrame` objects, each representing detected storm surge events for a station (using 70th percentile method). Each dataframe has:\n", + " - **Index**: Timestamps of event maxima (datetime index) \n", + " - **Columns**:\n", + " - `max`: surge maximum of the event \n", + " - `duration`: event duration in hours \n", + " - `start`: datetime of the event start \n", + " - `end`: datetime of the event end\n", + "- `event_types.h5` that contains event types and associated hydrographs (event_types (dict) structured by type -> station -> index -> np.array)\n" + ] + }, + { + "cell_type": "markdown", + "id": "567419d0-f425-42c3-89ec-e3e3640ec99d", + "metadata": {}, + "source": [ + "## Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ee75e813-d88e-4801-8386-56291a3d8e6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stationlonlatp70p99
0Huibertgat6.39843353.5737480.0951090.900051
1Schiermonnikoog6.20290853.4689350.0937071.000464
2Eemshaven6.82839253.4486990.0965131.062970
3Nes5.75890753.4299360.0926421.003521
4Lauwersoog6.19695253.4086840.0936261.033275
5West_Terschelling5.22002653.3630430.0852390.879679
6Vlieland_Haven5.09145653.2961250.0814880.851187
7Harlingen5.40934253.1756320.0930821.032932
8Oudeschild4.85019253.0388330.0866720.878051
9Den_Helder4.74499052.9643570.0853100.830807
10Petten_Zuid4.64970252.7726570.0955840.823620
11Scheveningen4.26356352.0990330.0885630.833140
12Hoek_van_Holland4.11988151.9775720.0821660.765548
13Brouwershavensche_Gat_083.81148351.7507540.0880060.871274
14Westkapelle3.44003151.5214450.0870570.780671
15Cadzand3.37627551.3792960.0891840.787374
\n", + "
" + ], + "text/plain": [ + " station lon lat p70 p99\n", + "0 Huibertgat 6.398433 53.573748 0.095109 0.900051\n", + "1 Schiermonnikoog 6.202908 53.468935 0.093707 1.000464\n", + "2 Eemshaven 6.828392 53.448699 0.096513 1.062970\n", + "3 Nes 5.758907 53.429936 0.092642 1.003521\n", + "4 Lauwersoog 6.196952 53.408684 0.093626 1.033275\n", + "5 West_Terschelling 5.220026 53.363043 0.085239 0.879679\n", + "6 Vlieland_Haven 5.091456 53.296125 0.081488 0.851187\n", + "7 Harlingen 5.409342 53.175632 0.093082 1.032932\n", + "8 Oudeschild 4.850192 53.038833 0.086672 0.878051\n", + "9 Den_Helder 4.744990 52.964357 0.085310 0.830807\n", + "10 Petten_Zuid 4.649702 52.772657 0.095584 0.823620\n", + "11 Scheveningen 4.263563 52.099033 0.088563 0.833140\n", + "12 Hoek_van_Holland 4.119881 51.977572 0.082166 0.765548\n", + "13 Brouwershavensche_Gat_08 3.811483 51.750754 0.088006 0.871274\n", + "14 Westkapelle 3.440031 51.521445 0.087057 0.780671\n", + "15 Cadzand 3.376275 51.379296 0.089184 0.787374" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Load station info (names,lon,lat)\n", + "stations = pd.read_csv(\"inputs/stations_info.csv\")\n", + "stations" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "153c8d66", + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "import h5py\n", + "\n", + "# Load non-tidal residual data per station in a list\n", + "NTR = []\n", + "high_tides = []\n", + "for i in range(len(stations)):\n", + " ntr_element = pd.read_pickle(f\"inputs/NTR/ntr_{i}.pkl\")\n", + " high_tide_element = pd.read_pickle(\n", + " f\"inputs/high_water_tide_detrended/high_water_tide_{i}.pkl\"\n", + " )\n", + " # Append loaded data to lists\n", + " NTR.append(ntr_element)\n", + " high_tides.append(high_tide_element)\n", + "\n", + "# Load POT events for each station (lists) using 70th percentile\n", + "with open(\"inputs/extremes_NTR.pkl\", \"rb\") as f:\n", + " globals()[\"extremes_NTR\"] = pickle.load(f)\n", + "\n", + "# Load event_types\n", + "event_types = {}\n", + "with h5py.File(\"inputs/event_types.h5\", \"r\") as f:\n", + " # Iterate over each cluster group\n", + " for cluster_name in f.keys():\n", + " cluster_group = f[cluster_name]\n", + " # Create a dictionary for this cluster\n", + " cluster_data = {}\n", + " # Iterate over each station in the cluster\n", + " for station_name in cluster_group.keys():\n", + " station_group = cluster_group[station_name]\n", + " # Create a dictionary for the station containing its time series directly\n", + " station_data = {}\n", + " # Iterate over each time series in the station group (series_0, series_1, ...)\n", + " for series_name in station_group.keys():\n", + " # Retrieve the time series data\n", + " hydrograph = station_group[series_name][:]\n", + " # Add the time series directly to the station data\n", + " station_data[series_name] = hydrograph\n", + " # Add the station data to the cluster data\n", + " cluster_data[station_name] = station_data\n", + " # Add the cluster data to the main loaded data dictionary\n", + " event_types[cluster_name] = cluster_data" + ] + }, + { + "cell_type": "markdown", + "id": "97db31d6-f16b-4b75-851f-7fcf4c40312c", + "metadata": {}, + "source": [ + "## 1. Prevalent clusters across stations" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0ae6e6e2-954b-4c65-9a81-655eedad4249", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Brouwershavensche_Gat_08: Top event types: ['type_13']\n", + "Cadzand: Top event types: ['type_1']\n", + "Den_Helder: Top event types: ['type_1']\n", + "Eemshaven: Top event types: ['type_1']\n", + "Harlingen: Top event types: ['type_1']\n", + "Hoek_van_Holland: Top event types: ['type_3']\n", + "Huibertgat: Top event types: ['type_1']\n", + "Lauwersoog: Top event types: ['type_1']\n", + "Nes: Top event types: ['type_1', 'type_2']\n", + "Oudeschild: Top event types: ['type_1', 'type_23', 'type_4', 'type_5', 'type_6', 'type_7']\n", + "Petten_Zuid: Top event types: ['type_4']\n", + "Scheveningen: Top event types: ['type_2', 'type_8']\n", + "Schiermonnikoog: Top event types: ['type_1']\n", + "Vlieland_Haven: Top event types: ['type_2', 'type_5']\n", + "West_Terschelling: Top event types: ['type_3', 'type_4']\n", + "Westkapelle: Top event types: ['type_1']\n" + ] + } + ], + "source": [ + "from utils.characterisation import extract_top_event_types\n", + "\n", + "top_event_types, unique_top_types = extract_top_event_types(event_types)\n", + "\n", + "prevalent_types = {\n", + " etype: stations\n", + " for etype, stations in event_types.items()\n", + " if etype in unique_top_types\n", + "}\n", + "\n", + "# Print summary\n", + "for station, types in top_event_types.items():\n", + " print(f\"{station}: Top event types: {types}\")" + ] + }, + { + "cell_type": "markdown", + "id": "820094f3-5d4b-4962-b41b-142d43def0da", + "metadata": {}, + "source": [ + "## 2. Yearly count of events per cluster" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3a675339-5fd5-4bed-9a6f-4edb1d50699a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vvXjwwQfjmWeeiXfeeSemT58e8+bNi/Ly8lh//fWjc+fOsccee8QRRxxR52FR48ePj0ceeSSef/75GDduXHz88cerfAIiSZLo2LFj7LrrrrHffvvF0UcfHRtttFGd9ltXrrjiiqUhttm4+uqrcxIYBgAApGf+/Jb5kxtuuCEWLFiQdf0+++wTPXr0yGNHAABQP5g9v2X2LB1pA8M6deoUm2++edb1e+65ZzRq1CgqKiqyqk8zrwIAQDEzI37LjFiaLrvsskK3UHDbbLNN7LvvvjFq1Kis1yxatCiPHQEAwIrMn98yf5aW9dZbL37xi1/EOeecEw0aNKj1fq1bt44rrrgiTjnllFTr3nvvvVqfXVvmT4DilmTSpAkQERFlZWXLhYVV34TbbLNN9OvXL3r37h3rrbdeodoDgHrjww8/jM0226zOz7399tvjlFNOiU6dOmX9asFHHHFE/Pe//63VuVVVVbHxxhtnnaR91FFHxQMPPLDK69O8alafPn1WeBLu6aefjgEDBsSTTz6Z9T4777xzXHbZZXHYYYdlvSat2bNnxy233BK33HJLrZ74SJIkDj744Pj5z38eBx54YA47LKwvvvgiNtpoo6x/uX2PPfaIsWPH5rkrAAAobubP1TN/mj/rwsKFC6NTp04xY8aMrNc89NBDef0cAACAXDJ7rp7Z0+z5XfPnz4911lkn6/rddtst9attb7jhhvHZZ59lVbvuuuvGl19+mWp/AABYFTPi6pkRzYi5cscdd0Tfvn2zrr/00ktjwIAB+Wsoh/r37x/XXXdd1vVt2rRJ9bNYAADqB/Pn6pk/zZ8rM3/+/GjevHlO91y0aFGsv/76MX/+/KzXNG/ePObNm5fTPmrC/AlQvPIbe1rPZTKZaN68efTr1y+ee+65GD9+fPTv319gGADUA40aNYpzzjkn6/pHHnkkPvnkk1qdOXr06KyfkIqI6NevX63OW5X58+dH3759Y5999kn1hFRExKuvvhqHH354HHvssTn/henKysr4y1/+EptvvnlceOGFtU5Kz2QyMWLEiDjooIPikEMOiffffz9HnRbW4MGDsw4Mi4i48sor89gNAACwJuZP8yffuP3221P9ksA222wTvXr1ymNHAABQf5g9zZ6lqHnz5ql+D6+ysjL1GYsXL866doMNNki9PwAAFCMzohmR+qFRo0ap6jfaaKM8dQIAACtn/jR/lqpcB4ZFRDRu3Dh22WWXVGsWLVqU8z5qwvwJULyEhtVQjx494l//+ldMmzYtbrnllujRo0ehWwIAcuzss8+OJk2aZFVbVVUV//rXv2p13t1335117YYbbhiHHnporc5bmU8//TR69OixQqp9Wvfff3/suuuu8cEHH+Skr/fffz/22GOP+MUvfpGXV28eOXJk7LTTTvHvf/8753vXtXvvvTfr2u222y723XffPHYDAABkw/xZc+bP+qGqqir++te/plpz4YUXpnoVPwAAWNuZPWvO7Fk4e+yxR9a1kydPjkwmk3X9rFmzYtasWVnX77rrrlnXAgBAsTMj1pwZkWIxceLEVPW77bZbnjoBAIBVM3/WnPmz/mnfvn2q+pYtW+apk3TMnwDFS2hYDbz55pvx7LPPxumnn56XpFAAoDi0bds2TjrppKzr//Wvf0VVVVWNzqqoqIj77rsv6/o+ffpEw4YNa3TWqnzyySexzz77xFtvvZWT/SZNmhT77LNPfPzxx7XaZ/To0dGjR4946aWXctLXqsyfPz/69OkTv//97/N6Tj7NmzcvnnvuuazrjzrqqDx2AwAAZMv8WTvmz9J37733xqRJk7Ku32STTeLkk0/OY0cAAFD/mD1rx+xZGMccc0zWtTNnzoxnn3026/qHH344VcjYQQcdlHUtAAAUOzNi7ZgRKbRZs2bFyJEjU6057LDD8tQNAACsmvmzdsyf9Uvaz+0NNtggT51kz/wJUNyEhtVA165dC90CAFBH+vfvn3Xtp59+Gg8//HCNznn88cdTJbSffvrpNTpnVebNmxeHH354zpLnq3366adx6KGHxoIFC2q0fvTo0XHooYemeoXn2howYED87//+b52dl0tPP/10VFRUZF3/3VdDePfdd+PGG2+Mk08+OXbYYYfYZJNNomnTplFeXh6tW7eOLl26xKGHHhqXXHJJjBgxIhYtWpTrdwEAANZa5s/aMX+WtquvvjpVff/+/aNRo0Z56gYAAOovs2ftmD3r3sknnxzt2rXLuv5Xv/pVVFZWrrFuzpw5cdlll2W9b5s2beKEE07Iuh4AAEqBGbF2zIgUypIlS+LHP/5xLFy4MOs1m222WRx++OF57AoAAFbN/Fk75s/6Y+LEianqd9555zx1kh3zJ0DxExoGALAa22+/ffTs2TPr+ptvvrlG59x9991Z1+6zzz6x1VZb1eicVbnvvvvi9ddfz+me1d566604//zzU6+bMGFCHHnkkfH111/noavV++1vfxtDhw6t83Nra9y4canqu3btGlVVVXH33XfH3nvvHVtvvXWcd955MWTIkHjjjTfi008/ja+//joqKipi9uzZMWHChBgxYkT84Q9/iEMPPTTatm0b5557brz//vt5eo8AAGDtYf6sPfNnaRo1alS8/PLLWde3bt06fvzjH+exIwAAqL/MnrVn9qxbTZo0ieuvvz7r+meeeSZOOOGE+Oqrr1ZZM3Xq1OjVq1eqn3Fefvnl0bhx46zrAQCgFJgRa8+MSF2bOHFi9OrVK+65555U6/72t79FWZk/IQQAoDDMn7Vn/ix9M2bMiPHjx6das+++++apmzUzfwKUBl9xAQDW4IILLsi6dsSIETFlypRU+y9atCiGDx+edX2/fv1S7Z+NTCaT8z2Xdeutt8ZTTz2Vdf3ixYvjhBNOiLlz5+axq9U766yz4qOPPirY+TWR5onFdu3axeTJk6NHjx5x0kknxTPPPJP6vLlz58Y//vGP6Nq1a1xwwQUxf/781HsAAADfMn/Wnvmz9Fx11VWp6s8+++xo0aJFnroBAID6z+xZe2bPuvWDH/wg1R9BPPDAA9GpU6f48Y9/HHfeeWeMHDkyRowYEbfddlv06dMntthiixg7dmzW+/Xq1SvOOuusmrQOAABFz4xYe2ZE8qGqqirmzp0bH3/8cYwePTquu+66OPTQQ6NLly4xcuTIVHv96le/isMOOyxPnQIAQHbMn7Vn/ixtt912W1RVVWVdX15eHscff3weO/qG+ROgtAkNAwBYgyOOOCK22GKLrGqXLFkS//rXv1Lt/8gjj8ScOXOyqm3ZsmWdDPsRETvuuGNcfvnlcffdd8fIkSPjrrvuigsvvDA23XTTGu33s5/9LOvav/zlL6mT08vKyuLwww+PwYMHx8SJE2Pu3LmxcOHCmDx5ctx1112x1157pdpv9uzZ8Ytf/CLVmkKbOHFi1rVz586N7t27xyuvvFLrcysrK+P666+PHXfcMd5+++1a7wcAAGsr86f5c20zfvz4GDFiRNb1jRs3TvXLQwAAwIrMnmbPUnTdddfFhRdeGEmSZFU/Z86cuOWWW+K0006LQw45JA499NDo169f/Pvf/071Sur7779/3HPPPVmfCwAApcaMaEaksD755JNIkmSFt4YNG0bLli2jY8eO0bNnz+jfv3+MGDEi1R+Yl5WVxaWXXhp/+MMf8vgeAABAdsyf5s+12RdffBFXX311qjWnnHJKrLvuujnrwfwJUD8lmXzHlrJKc+bMiSlTpsS0adNiwYIFsWDBgqisrFyupnfv3gXqDgAK7+uvv47nn39+hctHjBgRf/rTn7Le55prrokdd9wx6/ouXbpE+/btl7vsuuuui/79+2e1fsMNN4yPPvooGjZsmFX9D37wg/jPf/6TVe1ZZ50VN910U1a1Nf3F5fXXXz9uvPHGOPHEE1d6fVVVVfz5z3+O3/72t1FRUZFq7xEjRsTBBx+82ppZs2ZFx44dY968eVnvu/nmm8egQYNit912W23d7bffHuecc04sWrQo671ffvnl6NatW9b1hdS+ffuYPn16QXto1apVPProo7H77rsXtA8AAEjD/Lki8+fKmT9zq3fv3nHXXXdlXX/mmWfGP//5zzx2BAAA+WP2XJHZc+XMnqs2YsSIOO+88+KDDz7I6zlJksQvfvGLuPLKK7P+3AcAgDTMiCsyI66cGbF27rjjjujbt2/W9ZdeemkMGDAgfw19xyeffBIdOnTI+b477bRTXH/99an/oB8AgPrH/Lki8+fKmT/z57jjjov77rsv6/ry8vJ47733olOnTjnrwfwJUD8JDatDr7zySjzyyCPx/PPPx0svvRQzZ85c45o0KZwAsLZI+wPcUaNGxX777VerM+fOnRubbLJJ1onz9913XxxzzDFrrFuwYEG0bds2FixYkNW+L774YnTv3j2r2po8KdWyZct46qmnsnoSb9CgQfGjH/0o0jycPOaYY9b4BMcf//jHuPjii7Pec7PNNotnnnkmNtpoo6zqBw0aFKeeemrW+59yyikxcODArOsLpaqqKsrLy2PJkiWFbiVat24dY8eOja5duxa6FQAAqBXzp/lzWebP3Pr4449jiy22yPoXXsrKyuKdd96J733ve3nuDAAA6pbZ0+y5LLPnmlVUVMQdd9wRN998c7zyyis53/+www6LK664InbYYYec7w0AAGtiRjQjLsuMWHtrU2hY69ato1evXtG7d+81BggAAID50/y5LPNn/lx++eXxu9/9LtWaK664Ii655JKc9mH+BKifygrdQH03ffr0GDBgQHTq1Cl23XXXGDBgQIwYMSK++OKLyGQyq31bmS+//DLGjBmT1dvYsWPr+L0FgPqrRYsWqZ4Iu/nmm7Oq++9//5v1E1Lbbbdd1k9I1dR1112Xder/KaecEv369Uu1/8MPPxyzZ89ebc0dd9yR9X5JksSdd96Z9RNSEd/0ffjhh2ddf++998b8+fOzri+UefPmFUVgWETEV199Fccdd1zWn9sAAMC3zJ8rMn/WT9dcc02qV8g76qijBIYBAECOmD1XZPYsHY0aNYrTTjstLrvssjW+0nkavXr1iokTJ8ZDDz0kMAwAgLWKGXFFZkRK0aabbhrbbbedn6kCAFC0zJ8rMn/Wb3/7299SB4YdcMAB8atf/SpPHeWG+ROgeAgNy5Mvv/wyzj///OjUqVNcfvnl8fHHHy8XCJYkyWrfVqVRo0ZxzDHHRM+ePdf4ts8++8Sbb75Zh+81ANRv559/fpSVZffw6bHHHovJkyevsW7o0KFZn5/2CaC0tt122+jdu3eqNZdffnk0btw46/rFixfHqFGjVnn922+/HRMmTMh6v4MPPjj23nvvrOurnX/++VnXfv311zFy5MjUZ9S1r7/+utAtLOfdd9+Nyy67rNBtAABASTJ/rsj8Wb989dVXccstt6Rac9FFF+WpGwAAWDuZPVdk9ix+CxYsiD//+c+xySabxGGHHRbPP/98zvZ+5JFH4sADD4zf/va3MWPGjJztCwAApcCMuCIzIqXmtddei4svvji22mqrOPnkk+Pdd98tdEsAALAC8+eKzJ/10xVXXJHqNoqI2GqrreI///lP1veRQjF/AhSP4v6OUaLuuuuu2GqrreLvf/97LF68eKUhYRGxXIjYsm+r06JFi/jpT3+6yrXf3SfNA10AYPU233zzrBPQM5nMGv/4dc6cOfHoo49mtV95eXmceuqpWdXWVJ8+fVI/odC+ffs4+OCDU60ZM2bMKq8bPXp0qr3SPolWbe+99071vq6u52KxaNGiWu/RsmXLOP300+OOO+6IRx99NIYPHx433HBDHHnkkTV6sunaa6+NadOm1bovAABY25g/V2T+rF/+8Y9/xLx587Ku33vvvWO33XbLY0cAALD2MXuuyOxZ3J544on43ve+FxdeeGF8/vnneTnjww8/jP/93/+NTTfdNH7961/n5GewAABQCsyIKzIjUqqqqqpiyJAhseOOO8Zf//rXNf6dGgAA1CXz54rMn/VLVVVVnHPOOfGb3/wm1boNN9wwRo4cGeutt16eOss98ydA4QkNy6FFixbFqaeeGqeddlrMmjVrubCwiBVDwmrqggsuiBYtWqwQRPbdt0wmIzQMAHKsf//+WdfedtttUVFRscrrH3jggax/yfjoo4+O9ddfP+uza+KYY46p0bqjjz46Vf3rr7++yutefPHFVHvVJMU+IqJJkyapbs+XX365RufUpYYNG9Zq/SGHHBLvv/9+3HrrrdGnT5845JBD4sgjj4zzzjsvhg8fHq+88kpsttlmqfZctGhR/P3vf69VXwAAsLYyf67I/Fk/LFq0KK6//vpUay666KI8dQMAAGs3s+eKzJ7F6c9//nMcdNBB8emnn9bJeQsWLIgrr7wyunfvHu+9916dnAkAAIVmRlyRGZFStmjRovj5z38effv2jSVLlhS6HQAAWMr8uSLzZ/2wYMGCOOaYY+Kmm25Kta5du3bxxBNPpP7bzWJh/gQoHKFhOTJr1qw44IADYsiQIasMC8uVFi1aRN++fZfu+d0wsmXPmjRpUrzyyis5OxsA1nY9e/aMHXbYIava6dOnx/Dhw1d5/d133531uf369cu6tiZatmwZW2yxRY3WZnt7VFvdL1W///77qfbq0KHDGoNUV/U2Y8aMrM+ZOHFiqr4KoXHjxjVe26NHjxg+fHi0a9dulTU77rhjjB49Olq2bJlq7yFDhtS4LwAAWJuZP1dk/qwf/v3vf8dnn32WdX3Xrl3jsMMOy2NHAACw9jJ7rsjsWXz+9re/xYUXXliQV6YeP3587LfffjFhwoQ6PxsAAOqaGXFFZkTqgzvvvDMuuOCCQrcBAABLmT9XZP4sfTNmzIj9998/HnzwwVTr2rdvH6NGjYqtt946T53VHfMnQN0TGpYDc+bMif333z+ee+65pYFhEbkPC1vW+eefv/Sc6v+uytChQ/PSAwCsrdIMrjfffPNKL//yyy/j//7v/7Lao2PHjnHggQdmfWZN1OZJha5du6aq/+yzz1aZGP7RRx/VuI98mj59eixevLjQbaxWs2bNarz2xhtvjPLy8jXWdezYMX7729+m2vuDDz6ISZMm1bQ1AABYq5k/l2f+LH2ZTCb+8pe/pFpz4YUXrvHnIAAAQM2ZPZdn9iwu48aNi5/97Gep1jRs2DBOOumkuPfee2PKlCkxf/78WLhwYXzyySfx3//+N/r27ZvVz0arTZs2LXr16hXz5s1L2z4AAJQcM+LyzIjkW9u2bWPUqFErvI0YMSLuvffeuPXWW+Piiy+Oo48+Olq1alXjc2644YYYOXJkDjsHAIDaMX8uz/xZ2iZNmhR77LFHvPDCC6nWderUKcaMGZP6418T5k+A+kloWC1VVFTEkUceGa+//npEfBPglc+wsGqbb7557L///ms8J5PJxCOPPJLXXgBgbXPyySdHu3btsqp94oknVpqCfu+990ZFRUVWe/Tt2zfKyvL7sK1NmzY1XtukSZNUgVWVlZUxe/bslV731Vdf1biPfJs7d26hW1itpk2bRvPmzVOv22mnnWLnnXfOuv60006LRo0apToj7RNeAADAN8yfyzN/lr7hw4fHhAkTsq7feOON45RTTsljRwAAgNlzeWbP4nL22WdHZWVl1vVbbLFFvPzyyzF48OA49thjo2PHjtGsWbNo0qRJbLzxxnHEEUfEbbfdFq+//nqqP9z44IMP4pe//GVN3gUAACgpZsTlmRHJt8aNG8d+++23wtvBBx8cxx57bJx++ulx5ZVXxv333x9ffPFFPPzww7HnnnvW6KwLLrgg73/rBgAA2TJ/Ls/8WbpefPHF2H333Vf6Obo622yzTTzzzDOx1VZb5amz5Zk/AeonoWG1dNFFF8WYMWOWvsp9XX4D69Onzyqvy2QyS3t65513YubMmXXVFgDUe40bN46zzjorq9pMJhO33HLLCpfffffdWa1PkiT69u2bqr+aaNGiRZ2uX7hwYarLi8GCBQsK3cIatW/fPvWa/fffP1V9mzZtYrvttku1Ju2TXgAAwDfMn7Vfb/4sLldffXWq+v79+6cOrgYAANIxe9Z+vdkzP5577rl48cUXs65fb7314vHHH48ddthhjbVdunSJxx57LNq2bZv1/rfccktMmzYt63oAAChFZsTarzcjki8NGzaMXr16xTPPPBN//vOfo0GDBqnWT5gwIR577LE8dQcAAOmYP2u/3vxZeA8++GD07NkzZsyYkWrdPvvsE88880xssskmeeqsdsyfAKVDaFgtjBw5Mq677rqCBIZFRBx33HHRtGnTiIilPazKU089VRctAcBa49xzz43y8vKsam+//fZYvHjx0n9Pnz496+/NBx54YHTq1KlGPaaRdnCv7folS5as9PJ8J/bXRlVVVaFbWKOafK5su+22eV8zffr01GcAAADfMH/Wbr35s3g888wz8eyzz2Zd36pVq6x/KQgAAKgds2ft1ps982PQoEGp6i+++OLYbLPNsq7fZJNN4te//nXW9RUVFXHrrbem6gkAAEqRGbF2682I1IWf//zncemll6Zed++99+ahGwAAqBnzZ+3Wmz8L6+abb45jjjkmdRDaD3/4w3jssceidevW+Wksx8yfAMWteL/rF7mKioo4//zzl/67rgPDIiKaNm0a3//+97M6W2gYAORW+/bt48QTT8yqdsaMGXH//fcv/fewYcOyfoKjX79+Neovrblz59bp+urg02wvJztbb7116jXrr79+3tfMnz8/9RkAAMA3zJ+1W2/+LB5XXXVVqvqzzz671q+8BwAAZMfsWbv1Zs/8eOaZZ7KuTZIkevfunfqMU045ZY0v1rmsUaNGpT4DAABKjRmxduvNiNSVSy65JDbeeONUa8aOHZunbgAAID3zZ+3Wmz8L5ze/+U2cffbZqUPQfvnLX8bgwYOjcePGeeosP8yfAMVLaFgN/eMf/4j3338/kiQpSGBYtSOPPHKNNZlMJkaPHp3/ZgBgLdO/f/+sa2+66aal/z906NCs1qy33npx9NFHp+yqZmbPnl3jtVVVValCoZIkWeUf/bZp06bGfRCxzTbbpF7TrFmz1GuaN2+eqr5Ro0apzwAAAL5l/vyG+bN0vfvuu/HQQw9lXd+4ceO44IIL8tgRAADwXWbPb5g9i0Mmk4k333wz6/rNNtss2rVrl/qcNm3axGabbZZ1/Ysvvpj6DAAAKEVmxG+YESlmDRo0iGOPPTbVmgkTJhT0b+AAAOC7zJ/fMH+WhoqKijjttNPiiiuuSLWuQYMGcdNNN8Uf//jHVC9oVCzMnwDFS2hYDSxZsiSuueaaGn1TTpJk6Vsu7L///ms8LyLirbfeioULF+bkTADgG926dYu99torq9rRo0fHhAkT4pNPPsk6JfvUU0+ts9TwCRMm1HjtxIkTY8mSJVnXt2nTJsrLy1d6XadOnbLep3nz5lFVVRWZTKZO3jbddNOseyuUPfbYI/WaBQsWpF6T5knIiIh11lkn9RkAAMC3zJ/fMH+WrquvvjrVD/9PPfXU2HDDDfPYEQAA8F1mz2+YPYvD7NmzU70yd00Cw6q1bds269p58+bV6OerAABQasyI3zAjUuy22GKLVPVVVVW1CjIAAIBcM39+w/xZ/ObOnRuHHXZY3HnnnanWrbPOOvHggw/GWWedlafO6ob5E6A4CQ2rgQceeCCmTJkSEZHVH7l8Nyis+oFNLnTq1Ck6dOiw9JxlLXtGJpPu1RcBgOxccMEFWdf+85//jKFDh2b9OOD000+vaVupffbZZ/HFF1/UaG3axxire6XmrbfeOut95s+fH++9916qs+u77bbbLtZdd91Ua2bOnJn6nLRrNtlkk9RnAAAAyzN/mj9L1bRp02LgwIFZ1ydJEhdeeGEeOwIAAFbF7Gn2LBbz5s1LVV9ZWVnjs9KunTVrVo3PAgCAUmJGNCNS/MrK0v9ZYNoXDgYAgHwzf5o/i920adNin332iccffzzVug033DDGjBkThx56aJ46qzvmT4DiJDSsBoYOHZp17XeDwtZbb73o2bNnnHDCCctdXxs9evTI6sGt0DAA6ou0A2auwjpX5phjjsk6ff3OO+/M+o9kd9lll9hhhx1q01pqjz76aI3WjRgxIlX96t6vHj16pNrrvvvuS1Vf35WVlcUhhxySak1NHiOmXbPVVlulPgMAAIqB+TM/zJ9rl2uvvTYWL16cdf1RRx0VnTt3zmNHAABQXMye+WH2LG1NmjRJVT916tQanzVt2rRU9at61XYAAMgFM2J+mBGpryZNmpR6TfPmzfPQCQAApcb8mR/mz/rnnXfeid122y1ee+21VOu23XbbeOGFF2KnnXbKT2N1zPwJUJyEhqW0aNGiePTRR9cY9pUkydKaJEnihz/8Ybz00ksxY8aMeOKJJ1IFj63Jdtttl1XdxIkTc3YmABTSOuusk6p+9uzZeeokokGDBvE///M/WdXOnDkz6ycH+vXrV4uuambw4MGp1yxatCjuv//+VGt23333VV53wAEHpApV/ec//xkLFy5MdX4ac+fOjY8++ihv++fDiSeemKr+ySefTFX/xRdfxPjx41OtWd3HHAAAipn5Mz/MnysqxfkzG3Pnzo2bb7451ZqLLrooT90AAEBxMnvmh9lzRaU0e7Zu3ToaNGiQdf3UqVNr9LtxH3zwQarAsSRJomXLlqnPAQCAbJkR88OMuKJSmhFZuSVLlqT+4/4mTZqYawEAiAjzZ76YP1dUyvPn008/HXvuuWfq/g844IB45plnokOHDnnqrG6ZPwGKl9CwlF5++eWYN29eRKw6Fbf6gVQmk4n1118/Hn/88Rg8eHB069YtLz117do1q7opU6bk5XwAqGutWrVKVT9u3Lg8dfKNM844I6ep102bNo2TTjopZ/tla8SIEfHss8+mWnP99dfHzJkzU6058MADV3ndxhtvHLvttlvWe02ZMiUuueSSVOdnY/r06TFgwIDo1KlT6lCtQuvVq1dssMEGWdePGzcuXn311azr77jjjqioqMi6focddoi2bdtmXQ8AAMXE/Jkf5s9vlfL8mY2bb7451S8L7bXXXoKnAQBY65g988Ps+a1SnD0bNmyY9SvKV/v73/+e+pwbb7wxVf3GG28cjRs3Tn0OAABky4yYH2bEb5XijFjK7r///vjHP/4RCxYsyPnef/zjH+Pjjz9OtaZLly5RVuZPCQEAMH/mi/nzW6U+fw4bNiwOOuigmDVrVqp1p512Wjz66KOp72O1Zf4EWDv5SpvSCy+8sNrrlw0Ma9WqVYwZMyZ69uyZ156yTRn95JNP8toHANSVddddN1X9v/71r/j888/z1M03r3Lcp0+fnO13/PHH1/mTAtXOPPPMrJ/IGD9+fPzv//5vqv133333NT52OfPMM1Ptee2118all166ykDXbC1ZsiQef/zxOOWUU6Jjx47x+9//PvWTOsWgvLw8zjvvvFRrzj333Fi8ePEa6z766KPUH/NCPMEKAAC5Yv7MH/Nn6c+fa1JRURHXXXddqjUXXXRRnroBAIDiZfbMH7Nnac+e3bt3T1X/97//PUaPHp11/dixY+Nvf/tbqjPy9aKhAABQzYyYP2bE0p4RS9WUKVPi3HPPjQ4dOsQll1wSkyZNysm+N9xwQ/zud79LvW6//fbLyfkAAJQ+82f+mD9Lf/685ppr4gc/+EEsWrQo1boBAwbE7bffHo0aNcpTZ6tm/gRYOyWZ2n73Xsv06dMn7rrrrkiSZKUPfKovT5Ikhg4dGscff/wq9yorK1vpPsvuUVVVtcaePv300+jQocNq94qI6Nq1a7z55pvZvJsAUNQWLFgQLVu2zOr7ZLW2bdvGKaecEjvvvHO0bds2mjRpstK6rbfeOjbYYIPUPb333nvRpUuXWj8xEhExevTo2HfffWu9T3WYaVo9evSIoUOHrvaVm1944YU49thjY+rUqan2vuWWW+KMM85Ybc3ixYtj8803j08//TTV3rvvvnv88Y9/jL333jvr9/2rr76Kp59+Oh5++OH473//G9OmTVuh5vbbb4/TTjstVS+FNmvWrNhyyy3jyy+/zHrNIYccEnfeeWe0a9dupde/9tprceyxx8bkyZOz3rN58+YxZcqUWH/99bNeAwAAxcT8mR3z55rV1/lzde64447o27dv1vVbb711vPXWWzX+fAIAgFJl9syO2XPN6tvsmXaujIho1qxZXHvttXH66adHgwYNVlqTyWRi4MCBcd5558XcuXNT7X/DDTekfgEnAABIw4yYHTPimtW3GXFZn332Wbz77rtZ1Y4YMSL+9Kc/Zb13nz59sr5N2rdvH126dFltzbXXXhs//elPl7tsxx13jOOOOy6OOuqo2GabbaKsrCyr8zKZTIwZMyYuu+yyePLJJ7Na811jxoyJvffeu0ZrAQCoX8yf2TF/rll9nD+L6fdYs73tzJ8AayehYSntu+++8fTTT68xoKt79+7xwgsvrHavXIWGzZs3L1q2bLnKvSK++ea8wQYbrPSBFgCUou222y4vYZh33XVXnHrqqTVa26tXr3j00Udrdf6WW24Z7733Xk6eWKjNHuuss06ceeaZcdxxx8VWW20VrVu3ji+++CLeeOONGDJkSAwcODCWLFmSas/27dvHhx9+GI0bN15j7ZAhQ+Lkk0+uUe+bbbZZ7L///rHjjjtG+/bto1WrVpEkSSxcuDA+//zz+PTTT+Pdd9+NN954I9555501vh+l9qRUtRtuuCF+8pOfpFrTsmXLOOGEE2LvvfeO9u3bx+LFi+Ojjz6Kxx57LB566KHUH/OLL744rrzyylRrAACg2Jg/18z8uXbPnyuTyWRiu+22i7feeivrNbfddlvqPwYHAID6wuy5ZmbPtW/2nDt3bmy00UYxb9681Gs33XTTOProo6Nbt27Rpk2bSJIkZs6cGePGjYvhw4fH+++/n3rPRo0axdSpU6NNmzap1wIAQBpmxDUzI659M+KyahIynQ99+vSJO+64Y7U1K/uj7WU1b948dtxxx+jWrVtsttlmse6668a6664bzZs3jwULFsTcuXNj8uTJ8dZbb8WTTz4Z06dPr3G/O+64Y4wbN67G6wEAqH/Mn2tm/lw758/6Ehq2LPMnQP3UsNANlJqPPvpojd/okySp8YPZmmjatGlWdfPnz89zJwBQd3r27JmXJ6Vqo3///rV+Uur0008viicV5s2bF9dcc01cc801OdtzwIABWT0hFRFx0kknxZAhQ+LBBx9Mfc7kyZPj1ltvTb2uvjnnnHNi2LBhMWbMmKzXzJkzJ2699dac3H6bbbZZ/OY3v6n1PgAAUGjmz/wyf9ZPjzzySKrAsI022ihOOeWUPHYEAADFzeyZX2bP0tSiRYv4yU9+En/4wx9Sr/3www/j2muvzWk/Z5xxhsAwAADqhBkxv8yIFJP58+fH2LFjY+zYsXk/6y9/+UvezwAAoLSYP/PL/EkxMX8C1E9lhW6g1MyZMyerup49e+a5k29lMpms6hYtWpTnTgCg7px11lmFbmEF3//+96Nr1641Xt+gQYPo06dPDjsqHj169Igzzzwz1Zp///vfseWWW+apo/qvQYMGMWjQoGjbtm2dn92kSZMYNmxYNGvWrM7PBgCAXDN/lhbzZ3G46qqrUtX3798/ysvL89QNAAAUP7NnaTF71p2LL744Nt1000K3EW3bto0BAwYUug0AANYSZsTSYkakFFxwwQWx//77F7oNAACKjPmztJg/KQXmT4C6JTQspQULFmRVt/HGG+e5k2/Nnj07q7qqqqo8dwIAdWebbbaJXr16FbqNFZx//vk1XnvooYfGRhttlMNusrfbbrtFy5Yt87J3y5YtY/DgwVFWlu6hZ+vWreOJJ54oil8CL1WbbLJJPProo9GiRYs6O7Nhw4YxZMiQ6NatW52dCQAA+WT+zC3zZ/334osvxpgxY7Kub9WqVVH+8hEAANQls2dumT3rjxYtWsTQoUML+mJFDRs2jLvuuivatWtXsB4AAFi7mBFzy4zI2u7YY4+NP//5z4VuAwCAImT+zC3zJ2s78ydA3RMallJFRUVWdfl6ULcyX331VVZ1jRs3zm8jAFDHbrvttmjfvn2h21hO7969Y7311qvR2n79+uW4m+x17tw5hg0bFuXl5Tndt1GjRnHPPffE5ptvXqP1HTt2jLFjx8auu+6a077WJt26dYuRI0dGmzZt8n5W8+bN4957742jjz4672cBAEBdMn/mjvmz/rvqqqtS1Z911ll1+jMVAAAoVmbP3DF71i+77rprDB8+vE5fKKlaeXl5DBw4MA4++OA6PxsAgLWbGTF3zIiszc4+++wYOnRoNGzYsNCtAABQpMyfuWP+ZG1m/gQoDKFhKTVt2jSrulmzZuW5k29NmDAhq7omTZrkuRMAqFsbbLBBjBw5Mjp37lzoVpZq2rRp/PjHP069rl27dnHYYYfloaPsff/734///ve/WT/eWZMmTZrEf/7znzjooINqtc9GG20UY8aMiYsuuigaNGiQk96ytd5660WHDh3q9Mx82H333eOFF16I7t275+2MbbfdNp599tk48sgj83YGAAAUivkzt8yfK6ov8+fEiRPj/vvvz7q+vLw8+vfvn7+GAACghJg9c8vsuaJSnj0PPPDAePbZZ2P77bevszM322yzePLJJ+MHP/hBnZ0JAADVzIi5ZUZcUSnPiKzZJptsEvfcc0/84x//8AfbAACslvkzt8yfKzJ/1m/mT4DCEhqWUrYP0qZOnZrnTr71yiuvZFW3zjrr5LkTAKh722+/fbzyyivx61//OjbYYINCtxMREeedd17qAbdPnz7RqFGjPHWUvYMPPjiee+652HLLLWu1T8eOHePJJ5+Mo48+Oid9NW7cOP70pz/FuHHj4uijj44kSXKy78o0a9YsfvCDH8Tw4cPjs88+iwP+H3t3HiVXWeeP/3ObTod0SGIIkIWQCAkGswGySBBIAAFBllFQYGAMsrmyujDyFQRUGAY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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from utils.characterisation import (\n", + " extract_event_type_datetimes,\n", + " plot_yearly_event_counts,\n", + ")\n", + "\n", + "# Extract datetime information for each event type based on the event maxima index\n", + "# and compute unique event dates and yearly event counts (grouped by ±2 days)\n", + "\n", + "datetime_clusters, unique_dates, unique_yearly_count = extract_event_type_datetimes(\n", + " event_types=prevalent_types, # or event_types\n", + " extremes_NTR=extremes_NTR,\n", + ")\n", + "\n", + "# Plot the result\n", + "plot_yearly_event_counts(\n", + " prevalent_types,\n", + " unique_yearly_count,\n", + " num_rows=2,\n", + " num_cols=5,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "9f162d4e-2639-4a27-a904-2a115e57d0a4", + "metadata": {}, + "source": [ + "## 3. Correlation with North Atlantic Oscillation (NAO) index" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "92526206-dc6a-4274-be25-34311c08c279", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pearson: 0.315 (p=0.0107)\n", + "Spearman: 0.334 (p=0.0065)\n", + "Kendall: 0.236 (p=0.0084)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from utils.characterisation import (\n", + " aggregate_cluster_events,\n", + " compute_annual_nao_means,\n", + " compute_correlations,\n", + " download_nao_index,\n", + " filter_years,\n", + " plot_scatter_nao_vs_events,\n", + ")\n", + "\n", + "# Step 1: Get and parse NAO data\n", + "nao_df = download_nao_index()\n", + "\n", + "# Step 2: Compute yearly NAO index\n", + "nao_index = compute_annual_nao_means(nao_df)\n", + "\n", + "# Step 3: Filter by year\n", + "nao_index_filtered = filter_years(nao_index, 1950, 2017)\n", + "\n", + "# Step 4: Aggregate your event data\n", + "total_events_per_year = aggregate_cluster_events(unique_yearly_count)\n", + "total_events_per_year_filtered = filter_years(total_events_per_year, 1950, 2017)\n", + "\n", + "# Step 5: Correlate\n", + "compute_correlations(total_events_per_year_filtered, nao_index_filtered)\n", + "\n", + "# Plot\n", + "plot_scatter_nao_vs_events(total_events_per_year_filtered, nao_index_filtered)" + ] + }, + { + "cell_type": "markdown", + "id": "0cd8be63-970d-4fed-b784-82454c157b43", + "metadata": {}, + "source": [ + "## 4. Cumulative Intensity of an event" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bec8f637-4dbb-4cca-9d48-83b2fc381e47", + "metadata": {}, + "outputs": [], + "source": [ + "from utils.characterisation import (\n", + " compute_cumulative_intensities_types,\n", + " extract_all_event_timeseries_and_high_tides,\n", + ")\n", + "\n", + "# Concatenate all POT70 event timeseries and extract the high tides per each such event\n", + "NTR_timeseries, high_tides_timeseries = extract_all_event_timeseries_and_high_tides(\n", + " NTR, high_tides, extremes_NTR\n", + ")\n", + "\n", + "# Compute cumulative intensities for each event in each event type\n", + "cumulative_intensity = compute_cumulative_intensities_types(\n", + " event_types, NTR_timeseries, stations\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1515ae2c-7fe5-4a3f-8390-04826828f95c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank Intensity Type Station Key\n", + "1 120.45 type_30 Harlingen 21116\n", + "2 111.55 type_30 Eemshaven 5545\n", + "3 94.54 type_30 West_Terschelling 14202\n", + "4 93.39 type_30 Oudeschild 23554\n", + "5 88.72 type_9 Harlingen 19359\n", + "6 87.33 type_25 Eemshaven 5696\n", + "7 85.24 type_30 Brouwershavensche_Gat_08 38397\n", + "8 82.78 type_16 Nes 7437\n", + "9 82.66 type_16 Harlingen 20469\n", + "10 81.96 type_38 Eemshaven 5106\n" + ] + } + ], + "source": [ + "# Top 10 events\n", + "from utils.characterisation import get_top_events\n", + "\n", + "top_10_events = get_top_events(cumulative_intensity, event_types, top_n=10)\n", + "\n", + "print(f\"{'Rank':<5} {'Intensity':<10} {'Type':<10} {'Station':<12} {'Key'}\")\n", + "for rank, (intensity, event_type, station, key_str) in enumerate(top_10_events, 1):\n", + " print(f\"{rank:<5} {intensity:<10.2f} {event_type:<10} {station:<12} {key_str}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "48d18614-5440-4130-8059-7b4742ac752e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot an event using the Key and Threshold\n", + "from utils.characterisation import plot_event_cumulative_intensity\n", + "\n", + "threshold_99 = stations.loc[stations[\"station\"] == \"Harlingen\", \"p99\"].values[0]\n", + "\n", + "plot_event_cumulative_intensity(\n", + " event_types, NTR_timeseries, threshold_99=threshold_99, key=21116\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "a8012997-fc50-482c-96e9-e67fa1f61ef0", + "metadata": {}, + "source": [ + "## 5. Tide–surge phase difference" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "84f70f2f-56ce-4879-9f7f-c4e7ad49ccc3", + "metadata": {}, + "outputs": [], + "source": [ + "from utils.characterisation import (\n", + " extract_original_maxima_near_peaks,\n", + " find_peaks_in_smoothed,\n", + " # plot_all_events,\n", + " smooth_signal,\n", + ")\n", + "\n", + "# 1. Collect all keys from event_types to plot (limit if needed)\n", + "keys = []\n", + "for type_dict in event_types.values():\n", + " for station_dict in type_dict.values():\n", + " for key_str in station_dict.keys():\n", + " keys.append(int(key_str))\n", + "keys = keys[:972] # desired max (972 events in event_types)\n", + "\n", + "# 2. Process all event time series for these keys\n", + "processed_events = []\n", + "for key in keys:\n", + " series = NTR_timeseries[\n", + " key\n", + " ] # we select only the events that went into clustering (MDA subset)\n", + "\n", + " # smooth\n", + " smoothed, win_size, time_step_sec = smooth_signal(series, window_hours=12)\n", + "\n", + " # find peaks\n", + " smoothed_peaks = find_peaks_in_smoothed(smoothed, series.index, time_step_sec)\n", + "\n", + " # find original maxima near peaks\n", + " maxima = extract_original_maxima_near_peaks(\n", + " series, smoothed_peaks, search_radius=win_size // 2\n", + " )\n", + "\n", + " processed_events.append(\n", + " {\n", + " \"key\": key,\n", + " \"series\": series,\n", + " \"smoothed\": smoothed,\n", + " \"peaks\": smoothed_peaks,\n", + " \"maxima\": maxima,\n", + " }\n", + " )\n", + "\n", + "\n", + "# 3. Now you can use all maxima or any other result from processed_events\n", + "all_maxima = [event[\"maxima\"] for event in processed_events]\n", + "\n", + "# 4. Plot all processed events\n", + "# plot_all_events(processed_events)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "31779ac4-d3f9-41d0-a6ed-9bc1e5d9000e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5h3tj1pUfjmSyrEANe4ZEIhGDho2LuedfEyPGzch7u5amxlj25O1x+MDOArYDAABOhsEMAAAAAADdyLHDu+P2r70hmhoO5MwmkmVx2Xu/F3Xj5hShGQAAABERqfLKmHj6+Tlz2Uw61i19JLKZTBFaAQAAAN3Byod+GL/958ti/5YlJ7Rdsqw85r367+LVn7o9+g8/rUDteqayVHmMPW1enDb74kjkOewi3dYaK5+5J/buWF/gdgAAwIkwmAEAAAAAoJtobjwSd3z9jdFwYFte+Quu+2qMmXVlgVsBAADwfP0HjYiho3Lf5NBQvz+2b1pahEYAAABAKctk0vHYL/4+Fvzsk5FpazmhbQeOOj1e8/d3x9xXfiKSZakCNWTQ0LFx+suujFR5ZV75bDYT65Y9Ets2LIlsNlvgdgAAQD4MZgAAAAAA6AbaWo7HXTdcFwd3rMorf+Zr/iFOO+9NBW4FAADASxl72suisldNzty29c9GQ/2BIjQCAAAASlFLU0Pc9c3rYvn93zuh7RLJVMz9s7+Oq//uzhg4cnqB2vF/1fYfEjPOemVe54T+29Z1i2LDiscim8kUsBkAAJAPgxkAAAAAAEpcJt0W93///bF73RN55U+/9L0x66qPFLgVAAAA7SlLlcekGfNz5rLZbKxb+khkMukitAIAAABKScOB7fH7f3tlbFt+7wlt13/41HjN390Z8171yShLVRSoHS+muqZvzDz7z6KmdlDe2+zZvjZWLbo30m2tBWwGAADkYjADAAAAAEAJy2azseDmv43Nz96RV37CmdfEOa//QiQSiQI3AwAAIJe+A4bG8LG5n0jZ2HAotq1/tvCFAAAAgJKxd9OiuOVfroyDO1blvU0ikYzZL/9YXPP3d8egMTML2I72VFT2itPPvCr6Dx6V9zaH9u+IZU/dES3NjQVsBgAAtMdgBgAAAACAErbw9/8Wqx/5SV7ZEVMvjIve/o1IJJ0aBgAA6CpGT5obvXr3zZnbvnFZHD28rwiNAAAAgK5u48Lb4rZ/vzqO1+d/rqDf0Enx6k/dHme+5u+jrLyygO3IR1mqPKbOuSSGjpqS9zbH6g/E0sf/GI0NhwtXDAAAeEmuvgUAAAAAKFHL778xFv3xq3llB4+ZHZd/4KYoS1UUuBUAAAAnoqwsFZNmzI+IRI5kNtYufTjS6bZi1AIAAAC6oGw2G4tv/1rc+513Rbq1Kb+NEomYecUH45p/uDfqxs0tbEFOSCKZjPHTzo4xk8/Ie5vmpoZY9uQf48jB3QVsBgAAvBiDGQAAAAAAStCGZ34Xj/3y03ll+9aNj6s+enNUVNUUuBUAAAAno0+/wTFy/IycuabG+tiydmERGgEAAABdTbq1OR764Ufj6Vv/X97blFf2jqs+/LM4+3Wfi1RFrwK242QlEokYOX5mTJ55YSQS+d3m1dbaEiueviv27dpY4HYAAMD/lersAgAAAABQysrLy0/odegIO1Y9HA/c+MGIbDZntrrvkHjFx/8revUZVIRmUJoSyUQkMy+8yCmRzPXEYgC6Cms50B2Mmjg7Du7bFo1HD7Wb27VlZQwcMib6DhhapGaFZx0HKH3OlQOUPms5dG1NRw/E3d9+R+xe90Te29QMGBlXffinMWDktAI2o6MMHj4+KqqqY9Wi+yLd1pIzn81mYu2ShyKTboshIydHxIufY8lEMhIJ51gAAKAjGMwAAAAAAKegrq6usyvQw+zfsjTu/tbbIpNuzZktr+oTL//YL6LPoNFFaAalq7KisrMrAHCKrOVAd5BMlsXkGRfEksdvi2w202523bJHYvZ5V0cq1T1ukGpvHU+3NRexCQAny7lygNJnLYeu6/Du9XHn9W+O+n2b895m8Ni5ceWHfhTVfYcUrhgdru+AoTHzrFfEyoX3RHPTsby2Wb/isaiorI7+g0e+6DmWdFsi0g0vHIgJAACcOH+zBgAAAAAoEUf2bow7vvEX0dqc+wKMslRlXPXhn8bAkdOL0AwAAICO0Lt2QIyaODtnrvl4Q2xe83ThCwEAAACdaufqBXHrv778hIYyjD/jVfHnf32LoQwlqrpP/5hx9p9F7z4D8tsgm43Vzz4QDfUHClsMAAAwmAEAAAAAoBQ0HtkTt3/tjXH86P6c2UQiGZe+5zsxbPI5RWgGAABARxo5bkbU9B2UM7dn25o4tG9HERoBAAAAnWH1gp/FH7/2hmhpPJL3NnNe8Ym49D3fjVRFrwI2o9Aqq6rj9LNeEf0Gjcgrn0m3xaqF90bz8YYCNwMAgJ7NYAYAAAAAgC6u5fjRuOMbb4qj+7fklT//LV+KsXNeUeBWAAAAFEIimYxJM+ZHMlmWM7t++YJoa20uQisAAACgWLKZTDzx68/Hwz/+RGQzbXltkywrj4vecX287Oq/i0TSrULdQSpVHlPnXhZ1IyfllW9pboyVC++JttaWAjcDAICey29bAAAAAABdWFtrU9z9rbfFgW3L88rPe9XfxtQL3lrgVgAAABRSdU2/GD35jJy5lubG2LjqySI0AgAAAIqhtflY3PPtd8TSu2/Ie5vK3gPilX/5m5h8zhsL2IzOkEwmY+L082L0xDl55RsbDseaZx+ITCZT4GYAANAzGcwAAAAAANBFZTLpeODGD8XONQvyyk+76J0x55V/WeBWAAAAFMPwMdOitv+QnLl9OzfEgT1bitAIAAAAKKRjh3bFbV9+dWx+9o68t+k7ZGJc/Xe3x7BJZxewGZ0pkUjEqImzY+yUM/PKHz6wMzaseCyy2WyBmwEAQM+T6uwCAAAAAHQNmXRrtBw72Nk1eqSK3gMiWVbe2TXoYrLZbDz2i0/HpkW35ZUff8ar4ty/+GIkEokCNwMAAKAYEolETJoxPxY/emtk0m3tZjeseCxq+w+J8oqqIrUDAAAAOlL9/i3xh69cEw0HtuW9zfAp8+Py990Ylb37Fa4YXcaIsdOj+fjR2LVlVc7s3h3roqpXTYyaOLvwxQAAoAcxmAEAAACAiIhoOXYwNtz71c6u0SNNuOwvo6o29xMw6VkW/fErsfLBm/LKDp8yPy5+5w2RTJYVuBUAAADFVFXdJ8ae9rLYuPLxdnOtLU2xYcVjcdrsiw3sAwAAgBJTv3dT3PaVa+LYoR15bzPl/Gvj/Df/WyRTHgLRk4ybcmY0Hz8WB/duzZndun5xVPaqiYFDRhWhGQAA9AzJzi4AAAAAAMBzrXzoR7Hw91/KKztw1Iy44gM/jLLyygK3AgAAoDMMHXVa9Bs4PGfuwJ4tsX/XpiI0AgAAADrKkb0b47avvCb/oQyJRJz1us/G/Ou+YihDD5RIJGPyrAujpu+gvPLrlz8aRw7uLnArAADoOQxmAAAAAADoQjYt+kM8evPf5pWtHTw2Xv6xn0dFrz4FbgUAAEBnSSQSMfH086IsVZEzu3HV49HS1FiEVgAAAMCpOrxnQ9z271fHsUM788qnKqrjivffFLOu+FAkEokCt6OrKitLxdS5l0Vlr5qc2Ww2E2uXPhJNx50vAgCAjpDq7AIAAAAAUMra2toim82+4PVEIhGplNNvnJidax6L+7//gchmMzmzvfoMild87JdRXVtXhGbQvVnLAUqftRzo7ip71cT4qWfGumUL2s21tbbE+hWPxtS5l5XUDRrtreOl86cA6Nnq6+sjk3nhec1kMhm1tbWd0AiAE2Uth+I6vGtd/OGr10TjkT155av7DY2rPvTTGDRmZoGbUQoqKnvFtDOuiGVP/iHaWlvazabbWmPTxtUxcfLpUV6ee/AnAADw0lyBAgAAAMBLOrp7VWdX6PLS6fRLvldWVvair/cZOrVQdShhB7Ytj7tuuC7Sbc05s+VVNfHyj/0yauvGFaEZdH9tbW2ReZGBKMlE0s28ACXCWg70BIOHT4wDe7bEwb3b2s0d2rc99u5YF0NGTi5Ss1PX3jpenjKaAaAUHD16NFpbW1/wenl5uZt5AUqEtRyK59CutfGHr7wmjtfvyys/cNSMuOrDP43e/YcVuBmlpLqmb0yZc2msePqunA9/aG1tic0b18T4idNe8loWAAAgt2RnFwAAAAAA6Onq92+J27/+F9HadDRnNpmqiCs++KMYNHpGEZoBAADQVSQSiZgw/dxIlVfmzG5a9VQ0HW8oQisAAADgRBzcuTr+8O9X5z2UYfhp58er/uZ3hjLwovoOGBqTZs7PK3v8+LHYumVdZLPZArcCAIDuy2AGAAAAAIBOdLx+X9z+tTfE8fq9ucOJRFzyzm/FiCn5XVgBAABA91JRWR0Tpp+TM5dOt8b6ZQtcaA8AAABdyMHtK+MPX7kmjh/dn1d+xJT5cdWHfxrlVTUFbkYpGzxsfIyZfEZe2aP1h2Pnjs3OGQEAwEkymAEAAAAAoJO0NDXEHde/Oer3bsorf96b/iXGz3tVgVsBAADQlQ0aOi4GDR2XM3fk4K7YvXV1ERoBAAAAuRzYtjz+8NXXRlO+QxmmXhhXfvinkaqsLnAzuoMR42bEkJGT88oe2L8ndm5eXuBGAADQPaU6uwAAAAAApaNXv5GRSFV0do0upbmpObKRecHriUhGZVVlZNta4vjh7Z3QjK4u3dYS9/zn22P/liV55ef+2V/F9IveWeBWAAAAlILx086OI4d2R2vz8XZzm9c+E/0GDY9evfsWqRkAAADwfPu3Los//sfrovnYobzyI6dfHFd84IeRquhV4GZ0F4lEIiZMOyeONx6N+oO7cuY3r3kmKnvV5DX8EwAA+F8GMwAAAACQt0SqIspSlZ1do0tJprKRyb5wMEMykYyyVGWkO6ETXV82k4kHb/pI7Fj1cF75KfOvizP+/JMFbgUAAECpKK+oionTz41Vi+5rN5dJt8W6ZQtixlkvj0QiWaR2AAAAwH/bt2VJ3P4fr4/mxsN55Uedfllc/oEfRKq8qrDF6HYSyWSMn3ZerHn23jjecDhnfu3SR6Kisjpq+w8pfDkAAOgm/IsrAAAAAEARZbPZePxX/xgbnr4lr/zYOa+I89/ypUgkEgVuBgAAQCkZUDc66kZMypk7enhv7Ni8ogiNAAAAgP9r/9bl8cf/eF3eQxlGz7wyrvjATYYycNLKUuUx4fQLoryyV85sNpOOVYvui+PHjhShGQAAdA8GMwAAAAAAFNGSu66P5fd9N6/ssEnnxCXv/nYkk2UFbgUAAEApGjflzKio6p0zt3Xtomg8eqgIjQAAAICIiKOH98U9331vtDTmd9P7mFlXxeXvvzHKyisL3IzurryyV0w4/YJIlpXnzLa1NsfKhfdE0zHnjQAAIB8GMwAAAAAAFMnax34RT/32n/PKDhg5La740I89DQUAAICXlCqviEmnn58zl81mYu2yRyKTyRShFQAAAPRs9Yf2xopn7orWpqN55cfOeUVc9r7vR1mqosDN6Cl61fSLcdPPjUgkcmabGo/GQz/+q8hk0kVoBgAApc1gBgAAAACAIti67L546MefyCvbZ+DoePlHfxGV1X0L3AoAAIBS12/Q8Bg6ekrO3LH6A7F949IiNAIAAICeq/7Qnlj5zN2RbmvNKz9u7p/HZe/5nqEMdLja/kNj9OR5eWX3bHg6ltz1zQI3AgCA0mcwAwAAAABAge3dtCju/c67IpvHEyaqagbGyz/+y+jdb2gRmgEAANAdjJ08L6qq++TMbd/wbDQc2V+ERgAAANDz1B/aEyueuTvS6fyGMoyf9+q49N3fjmSqvMDN6KkGDh0fQ0adllf2md/9W+zdtKjAjQAAoLQZzAAAAAAAUECH92yIO69/S7S1NObMpiqr46qP3hz9hkwoQjMAAAC6i7JUeUyaMT9nLpvNxrplj0Qmj8GBAAAAQP4aGupjxTN3Rybdlld+wpnXxCXv+k9DGSi4oaOnRt9+A3Pmspm2uP/774+WpoYitAIAgNJkMAMAAAAAQIE0Ht4Td3ztjdHUcCBnNpFMxRXvvynqxs4pQjMAAAC6m9r+Q2L42NNz5hobDsfWdYuL0AgAAAB6hsZjDbF54+q8hzJMPOt1cfE7vhnJslSBm0FEIpGI4SPGRu+a2pzZ+n2b47FffLoIrQAAoDQZzAAAAAAAUAAtjfVxxzf+Io4e2JpX/qK3fz1GTr+4wK0AAADozsZMmhO9evfNmduxaXnUH9pbhEYAAADQvTU1HY9NG1dHJpPJKz/5nDfGRe+43lAGiiqZTMbYsZOjoqIyZ3btY7+IDc/8rgitAACg9BjMAAAAAADQwdKtzXHXt94WB7avyCt/1us+G5POfn2BWwEAANDdJctSMWnm/IhEIkcyG+uWPRLpPJ/kCQAAALxQS0tzbNqwKu/fryef+6a44G1fi2SyrMDN4IXKUqkYNWZiXtlHfvJXcfTAtgI3AgCA0mMwAwAAAABAB8pmMvHADz4Uu9Y+mld+xuXvj1lXfKjArQAAAOgp+vQdHCPHz8yZa2qsjy1rnylCIwAAAOh+WluaY9OG1dHa2pJXfsr518aFb/0PQxnoVL1794khQ0fmzLUcr48HfvChyGTSRWgFAAClw2AGAAAAAIAOks1m47H/+ofYuPD3eeUnnnlNnP3azxW2FAAAAD3OqAmzonefATlzu7asisMHdhWhEQAAAHQf6bbWWPPsg9HcfDyv/NQL3hrzr/33SCTdwkPnqxsyImr7D8mZ273uiXj2jq8XoREAAJSOVGcXAAAAAADoLp698xux4v7v55UdMfXCuPDt33DxDQAAAB0umSyLSTPnx5LHbotsNtNudv2yBTH7/KsjlSovUjsAgPZl0q3RcuxgZ9fokSp6D4hkmb8XArQnk0nH6mcfiIb6A3nlp1349jjvTf/q34XpMhKJREyeeUEsfvR3kW5raTe78LYvx4ipF8SQ8fOK1A4AALo2gxkAAAAAADrAmsd+EU/f8sW8soPGzIrLP3BTlKUqCtwKAACAnqp3nwExeuKc2LJuYbu55qaG2Lz6qZh4+nlFagYA0L6WYwdjw71f7ewaPdKEy/4yqmpzP0EboKfKZrOxbtmCOLx/R175cXNfaSgDXVJlr5qYMP2cWLvkoXZz2Uw67v/+++O1n3kgKnr1KVI7AADouvx2BwAAAABwirYuvSce/vEn8srWDh4bV33kZ1FRVVPgVgAAAPR0I8adHjV9B+fM7dm+Ng7t216ERgAAAFCastlsbFr1ZOzftTGvfP9BI+K8N/6ToQx0WYOHjY+6ERNz5o7u3xqP/vxTRWgEAABdn9/wAAAAAABOwd6NC+Oe77w7spl0zmyvPoPiFR/7ZVTX1hWhGQAAAD1dIpmMSTPmRzJZljO7fvmj0dbaXIRWAAAAUHq2b1wSu7auyivbp9/gOG32xZEsKy9wKzg146aeHVXVfXLm1j3xq1j/1G+L0AgAALq2VGcXAAAAAAAoVYd3r487rn9LpFuP58yWV/aOl3/0F1FbN64IzQAAANqXzWYim8k857V023Nvym9u2FfMSiWvuWHfCz7D53/GkX3e90VQXdM3xkw+IzatfqrdXEtzY2xc9WRMnnlBkZoBAABAadi1dXVsXbc4r2yvmn4xde7lUZYylIGuL5Uqj8kzL4xlT90Z2Uxbu9lHfvo3MWT8vOgzaHSR2gEAQNdjMAMAAAAAwEk4dnh33P71N0bzsYM5s8my8rj8AzfFoDEzi9AMAAAgt2y6LdItjc95rXH/xud8v2XB96MsVVnMWiUt3db8gs/w+Z9xJt0WnfGwzGFjpsWBPVuj/tDudnP7dm6IgXWjY+DQscUpBgCQp6O783tCOSemz9CpnV0BoMvbv3tzbFz5eF7ZyqreMX3eFVFe4XwKpaNPv8Ex+8oPxeI7vt5urrXpaNx/4wfiz//6d5EsczsaAAA9U7KzCwAAAAAAlJqWxvq44xt/EQ0HtuWVv+gd18fIaRcVthQAAAC8hEQiEZNmnJ/XRfMbVj4eLc3Hi9AKAAAAurbDB3bG2iUP5ZUtK0vFtHlXRmVV7wK3go43/eJ3xLDJ5+bM7dnwdCy+/T+K0AgAALomI8oAAAAA4BRUVFZEZF/kjUTRq1Akba1Ncde33hoHt6/MK3/2678QE8+8psCtgFNhLQcofdZygNyqqvvEuClnxoYVj7Wba21pio0rH4/TZl8ciURxFtL21vFsurUoHQA4NXV1dZHNvnAxL9b/lwBw6qzl8FxHj+yPVYvui2w2kzObTCZj3IQpUV3TtwjN4KW92DmWTFsi0sn2n+ubTJbFxe+8IX7zhYujufFwu9lFf/hKjJh6QQydeNYptgUAgNLT/t+sAQAAAIB2JRPJSCZf5Cvh1Ft3lM1k4sGbPhK71rZ/E8t/m3nFh2Lm5e8vcCvgVFnLAUqftRwgP0NGTo5+g0bkzB3YsyX279pYhEZ/Yh0HKH3l5eVRUVHxgq/y8vLOrgZAnqzl8L+OHzsSK5+5OzLptpzZRCIRY8adFtXVNUVoBu17sXMsiWQyryE7NQNGxPzrvpIzl81m4v4bPxgtjfUdURkAAEpKqrMLAAAAAACUiid+/dnY+Mzv8spOPOt1cdY1nylwIwAAgI7T1tTwnO+P7V0fiRxP0+N/ZTOZSLc0dnaNdiUSiZh4+nmxeMGtkW5raTe7YeUTUTtgWFRWVRepHQBA/nr1GxmJVEVn1ygp2baWOH54e2fXAOjympuOxYqn74q21ua88qPGTIw+ffoWuBUUx/gz/jxOO/8tsWbBz9rNNRzYFgtu/mRc8u5vF6kZAAB0DQYzAAAAAADkYek9345l934nr+zI6RfHRW/7uhuYAAAA6HIqq3rH+Klnxbplj7SbS7e1xIblC2LqGZfn9VRFAIBiSqQqoixV2dk1Skq6swsAlIDWluZY+czd0dx0LK/8iJHjol+/gQVuBcV17hv+KXavfTyO7N3Ybm79U7+NUadfGpPOfn2RmgEAQOdzVTAAAAAAQA4bnvldPPGrf8wrO3jM7Lj8fTdGMlVe4FYAAABwcgYPnxAD6kbnzB3avyP2bF9XhEYAAADQudJtrbFq0T3R2HA4r/zI8TNi4KAhhS0FnaC8qiYuefe3I5HM/SzgBTf/bdTv21z4UgAA0EUYzAAAAAAA0I6dax6LB37wobyytXXj4qqP/CzKq2oK3AoAAABOXiKRiAnTz41Uee6nTG9a/WQ0NR4tQisAAADoHJlMJtY8+0AcPbwvr/yw0VNjxLjTC9wKOs/gsbPjZVf/Xc5ca1ND3H/jByLT1lqEVgAA0Plyjy8DAAAAAOihDu5cHXf/59si09aSM9urz6B4xcd+Gb1qBxehGQAAQOFV9h0WqcrenV2jZKSbGuLY/o2dXSNvFZW9YsL0c2PNsw+0m8uk22L98gUx/WVXRSKRKFI7AAAAKI5sNhvrly+IQ/t35JUfNGx8jJt6VmTSuf8NGUrZrCs+FNtXPhg7Vz/Sbm7vxoWx6I9fiXmv/lSRmgEAQOcxmAEAAAAA4EUcO7Qr7vj6X0RL45Gc2VRldVz10Z9H7eCxhS8GAABQJMmy8ihLVXZ2jZKRSZXeDRmDho6NA8PGx/5d7Q+UOHJwd+zauiqGj5lWpGYAAABQHFvXL459Ozfkle03cHhMmnG+wYX0CIlkMi5+xzfj11+4KJqPHWo3u/j2r8WIaRfFsElnF6kdAAB0jmRnFwAAAAAA6GpaGuvjjm/8RRw7tDNnNpEsi8vee2MMHjOrCM0AAACgY42fenaUV/bKmduy5pk4fiz38EIAAAAoFXu2r4vtG5bkla3pOzimzLkkksmyAreCrqN3/2FxwVu/mjOXzWbiwR98ONqaG4vQCgAAOo/BDAAAAAAA/0e6rSXu/vY74uCOVXnlL7juqzF6xqUFbgUAAACFUV5RGROnn5czl8mkY92yRyKbzRShFQAAABTW4QM7Y8OKR/PK9urdN6adcVmUpcoL3Aq6nnFzXhlT5l+XM3f0wNZY+MevFKERAAB0HoMZAAAAAOAUZLKZyGRe5MtNCiUpm8nEQz/8aOxc/Uhe+TNe9ck47bw3FbgVUGjWcoDSZy0HODUD6kZF3chJOXNHD++LHZtWdPjxreMApa+1tTVaWlpe8NXa2trZ1QDIk7WcnqSx4XCsXvxAZLPZnNmKqt4xfd4VUV5RVYRmcGpe7BxLNpPJ62e9Pee84QvRd8jEnLmld/9n3g/BAACAUpTq7AIAAAAAUMpamlte9CaBZCIZVVUuzCg1T93yz7H+qd/mlZ0y/7qY+8q/KnAjoBis5QClz1oOcOrGTTkzjuzfGc1Nx9rNbV23KPoPHhm9+/TvsGO3t46XpxIddhwACmfv3r0veuNueXl5jBgxohMaAXCirOX0FC3Nx2Plwnsi3daSM5sqr4zp866Iyl41RWgGp+7FzrFk0y2RyWSirKzspPdbXtk7Ln3Pd+LWf7kqMumXHtiTzbTFIz/9m3jV3/w+EknPEgYAoPvxt1wAAAAAgIhYfv+NseSub+aVHT3j8jj/zf8WiYSbQwAAAOgeUqmKmDjj/Jy5bDYT65Y9HJnMCwcpAAAAQFeWTrfFqkX3RvPxhpzZZLIspp1xWVTX9Ct8MSgBg0bPiJe95tM5c3s2PBVrHr25CI0AAKD4DGYAAAAAAHq8TYv/GI/9MvcFBBERg8fOiUvf+91IlqUK3AoAAACKq9/A4TFs9NScuWP1B2P7hiVFaAQAAAAdI5vNxrqlD0fDkf155SfNvCD69KsrcCsoLTMue38MHjM7Z+7J33whjtfvK3whAAAoMoMZAAAAAIAebfeGp+L+738gIpvNme0zaExc9eGfRnll7yI0AwAAgOIbM/mMqKrukzO3feOSvG9mAQAAgM62Ze0zcWDPlryyY06bF4OGji1sIShByWRZzL/23yORaP92tObGw/HEbz5fpFYAAFA8BjMAAAAAAD3W4d3r465vXhfp1qac2aqagfGKj/0yetUOLkIzAAAA6BxlqfKYNGN+RCTazWWz2Vi37JHIpNuKUwwAAABO0u6tq2PHpuV5ZYeMnBwjxp5e4EZQugaNmRnTL3l3zty6x/8rdq5eUIRGAABQPAYzAAAAAAA9UuORPXHH1/8imo8dypktK+8VV334p9F3yPgiNAMAAIDOVdt/SIwYNz1nrrHhcGxdv7gIjQAAAODkHNq3PTaseiKvbL9BI2LCtHMikWh/WCH0dPNe/ano3W9YztwjP/ubSLc2F6ERAAAUh8EMAAAAAECP09LUEHd8481x9MDWnNlEIhmXvfe7UTf+jCI0AwAAgK5h9MQ50aumX87cjk3Lo/7QnsIXAgAAgBN07OjBWPPsgxHZbM5sdU3/OG32RZFIus0Gcqmoqolz/+KLOXNH9myIZ++6vgiNAACgOPzGCAAAAAD0KJm21rj3O++KA9uW5ZU/783/FmNmXVngVgAAANC1JMtSMXnG/Ig8nhK6btkjkW5rLUIrAAAAyE9zU2OsXHhPpNO5f18tr+wV0864LFKpiiI0g+5h7JxXxuiZV+TMPXv71+PIno1FaAQAAIVnMAMAAAAA0GNks9l4+Cd/GdtXPJBXfs4rPhHTLnxbgVsBAABA11TTd1CMGj8rZ66p8WhsWbuwCI0AAAAgt3Rba6xadG+0NDXmzCbLUjFt7mVR2aumCM2g+0gkEnHem/4lUhXV7ebSbc2x4OZPRjabLVIzAAAoHIMZAAAAAIAeY+FtX4q1j/8yr+zkc94Y8179qQI3AgAAgK5t5IRZ0bt2QM7crq2r4vCBnUVoBAAAAC8tm83EmiUPxbH6A3nlJ8+6MGr6DipwK+ie+gwcFXP/7K9y5nasejg2PPXbIjQCAIDCMpgBAAAAAOgR1j72i1j0h6/klR057aK44LqvRiKRKHArAAAA6NqSyWRMmjE/EonclxmtX7Yg2tpaitAKAAAAXtym1U/FoX3b8sqOm3JWDKwbXeBG0L3NvOz9MWDE1Jy5x//rM9F87HDhCwEAQAEZzAAAAAAAdHs7Vj0cD/34L/PKDhw1Iy57/w8imSovcCsAAAAoDb37DIjRk+bkzDU3HYtNq58qQiMAAAB4oZ2bV8auLavyyg4bPTWGj51W4EbQ/SVT5XH+tV/OmTt+dH88dcs/F6ERAAAUjsEMAAAAAEC3dnDn6rjn2++MbKYtZ7Zm4Kh4+UdujoqqmiI0AwAAgNIxYtzp0afv4Jy5vdvXxcE8n0wKAAAAHeXg3q15DwvsP3hUjJt6ZoEbQc8xdMKZMWX+dTlzqx7+cezZ8HQRGgEAQGEYzAAAAAAAdFuNR/bEnd94c7Qcr8+ZrazuF6/46C+iut+QIjQDAACA0pJIJGPSzPmRTJblzK5f/mi0tjQXoRUAAABENBzZH2uWPBQR2ZzZ3rUD4rRZF0Yi4XYa6EhnXfOZqOozKGfukZ/9TWTaWovQCAAAOp7fJAEAAACAbqm1+Vjc+c1ro+Hg9pzZslRlXPmhH0e/YZOK0AwAAABKU6/efWPM5Hk5c63Nx2PDyscim819QwwAAACciubjDbFy0b2RSbflzFZUVcfUuZdHWaq8CM2gZ6ns3S/Oef3nc+YObl8Zy+7/bhEaAQBAxzOYAQAAAADodjKZdNz3vffH/i1L8spf9M5vxtBJZxe4FQAAAJS+YWOmRu2AoTlzB3Zvjn07NxShEQAAAD1VW1trrFx0b7Q2H8+ZTZalYtoZl0dlVXURmkHPNPGs18WIKfNz5hb+/stx9MC2IjQCAICOZTADAAAAANCtZLPZePyX/xBbl96VV/7Maz4TE+a9usCtAAAAoHtIJBIx6fTzI1mWypnduOqJaDreUIRWAAAA9DTZbCbWLnkoGo8eyh1OJGLK7Iujd58BhS8GPVgikYjz3vKlSKYq2s21tTTGoz//dGSz2SI1AwCAjmEwAwAAAADQrSy/77ux4oEb88pOveCtMevKDxe4EQAAAHQvVdV9YtyUs3Lm0m2tsW7pw5HNZorQCgAAgJ5ky9qFcWjftryy46eeHf0HjyxwIyAiot+QCTHn5R/Lmdu69K7Y8uwdRWgEAAAdx2AGAAAAAKDb2LT4j/H4r/4xr+yo6ZfEeW/610gkEgVuBQAAAN3PkJGT8rqppf7QntixaUURGgEAANBT7N2xLnZsWp5XdvjY02PY6CkFbgT8X7Ov+mj0HTIhZ+7RX3w6WpoaitAIAAA6RqqzCwAAAAAAdIS9mxbF/d//YEQ2mzM7cOT0uPR9349kmVOkAAAAcDISiURMPP28WLzg1mhrbW43u3Xdoug3aHjU1A4sUjsAAAC6q/pDe2L98sfyyg4cMibGnjavID2y2UxkM5nnvJZue+7vx80N+wpy7O6quWHfCz7D53/GkX3e93RJZeWVcf5bvhR//Opr280dO7QzFv7+3+KcN/xTkZoBAMCpcdUxAAAAAFDy6vdvibu+eW2kW4/nzPbuNyyu+sjNUVFVU4RmAAAA0H1VVFbHxNPPi9WL7283l81mYt3Sh2PWOX9uSCIAAAAnrel4Q6xefH9k87g5v6bvoJg084JIJBIF6ZJNt0W6pfE5rzXu3/ic77cs+H6UpSoLcvzuKN3W/ILP8PmfcSbdFmXlxWzFyRoxZX5MPOt1sf7JX7ebW37f92LS2W+IQaNnFKkZAACcvGRnFwAAAAAAOBXNxw7Hnd94cxw/uj9ntryyd1z1kZ9F7/7DitAMAAAAur+BQ8ZE3YhJOXONDYdj89qFRWgEAABAd5Rua41Vi+6N1pamnNmKquqYOvfSKDMcEDrVOa//fFRW92s3k81m4pGf/nVkMunilAIAgFNgMAMAAAAAULLSrc1x93++Iw7vXpczm0iWxWXvuzEGjjq9CM0AAACg5xg39ayo6tUnZ27XlpVxeP+OIjQCAACgO8lms7F26cPRePRQzmyyLBVT514WFZXVRWgGtKdX7eA487WfyZnbt3lxrHr4R0VoBAAAp8b4PwAAAACgJGWz2Xjox5+IXWsfzSt//pv/LUadfkmBWwGUnmw2E9lM5jmvpduan/N9c8O+YlYqec0N+17wGT7/M47s874HAChhqVR5TJo5P5Y9eUdEZNvNrlu2IGafd3WUV1QWpxwAAAAlb8vahXFw79a8spNnzI+a2oEFbgTka8p5b4m1j/0i9mx4ut3cU7/9Yoyb/cqo7jekSM0AAODEGcwAAAAAAKcglUpFNvvCGw4SiUQntOlZFt72pVj/5K/zys6+6qMx9YK3FrgRUKp6+lqeTbdFuqXxOa817t/4nO+3LPh+lKXcOJevdFvzCz7D53/GmXRblJUXsxV0bz19LQfoCmr7D4mR42fE9o1L2821NDfGhpWPxWmzLvqfdbr9dTxdiLoAdLA+ffpE5vlDCSMimUx2QhsAToa1nK5q7471sWPTsryyoyfNiYFDxxa2UDvamhqe8/2xvesj4b+hvGUzmRf8ewon5sXOsWQiE+lE5/0cJpLJmP+WL8dv/vmyyGbaXjLX2nQ0Hvuvz8Rl7/1uEdsBAMCJMZgBAAAAAE5BKuUUW2dY89gvYtEfvpJXdvy8q+NlV3+6wI2AUmYtByh91nKArmHUxDlxaP+OOFZ/oN3cgd2bY1/dxqgbPiEi2l/H020GMwCUgtra2s6uAMApspbTFdUf2hvrlz+aV3bQsPExcvysAjeCru3FzrGkE5loSXbuEOMBI6fFzMvfH0vu+ma7uY3P3Bq7L35nDJ10dpGaAQDAiTF6DwAAAAAoKTtWPRwP//gv88oOmXBmXPSOb3gKCQAAABRBMpmMyTMviGSyLGd248rHo+l4Q84cAAAAPVPz8YZYvfi+yGYzObM1fQfFxNPPi0Sic28+B17a3D/7q6gZOCpn7vFffTaymdz/3QMAQGdwNTIAAAAAUDIO7lgVd//nOyKbacuZra0bF1d+8EeRKq8qQjMAAAAgIqK6pl+MnfKynLl0W2usW/pIXjfYAAAA0LOk21pj1aL7orWlKWe2orI6ps65NMrKUkVoBpys8srecf6b/jVnbt/mxbHh6VuK0AgAAE6c3zwBAAAAgJLQeGRP3Hn9W6K16WjObGXvAfHyj/w8qvoMLEIzgO6nrem5Ty4+tnd9JJLmfecrm8lEuqWxs2sAAHSaoaOmxKG92+LQ/h3t5uoP7Y4dm1fEyHEzitQMAACAri6bzcbapQ/HsaMHc2aTybKYOvfSqKiqLkKzE1fZd1ikKnt3do2SkW5qiGP7N3Z2DQpo9MzLY+ycV8bmxX9sN/fULV+MsXNeEamKXkVqBgAA+TGYAQAAAADo8tpajsddN7w1Gg5uz5ktS1XGlR/6UfQdMr4IzQAAAIDnSyQSMfH082Pxo7dGW2tzu9mtaxdF/4EjonftgCK1AwAAoCvbum5RHNy7Na/spJkXRE3fQQVudPKSZeVRlqrs7BolI5Nq6ewKFMG5b/in2Lb8vki3Nr1kpuHg9lh+3/di9ss/WsRmAACQm0cbAQAAAABdWjaTiQdv+kjs27w4r/xF7/xmDJ14VoFbAQAAAO2pqKqOiaeflzOXzWZi7dKHIpNuK0IrAAAAurK9OzfE9o1L88qOnjgnBg0dW9hCQIerGTgyZlz2vpy5xXd8LY7X7ytCIwAAyJ/BDAAAAABAl7bwti/FxoW/zyt75jWfiQnzXl3gRgAAAEA+Bg4ZE3UjJuXMNTYcjs1rFxahEQAAAF3V0cN7Y/3yR/PKDho6LkZOmFXgRkChzL7qo9Grz6B2M61NDbHwti8XqREAAOQn1dkFAAAAAABeyronfx2L/vjVvLJTL3hrzLrywwVuBNAzVfYdFqnK3p1do2Skmxri2P6NnV0DAKBLGDf1rDhycFc0H29oN7dry8oYMHhU9Bs0vEjNAAAA6CqajzfEqkX3RzaTzpmt6TsoJs44PxKJRBGaAYVQ0atPnPGqT8aCn32y3dyqR34S0y9+V/QfflqRmgEAQPsMZgAAAAAAuqTdG56Kh3708byyo6ZfEue96V9dfANQIMmy8ihLVXZ2jZKRSbV0dgUAgC4jlSqPyTMviGVP3hER2Xaz65Y9ErPPuzrKK/zdEwAAoKdIt7XGqkX3RWvL8ZzZisrqmDLn0igrcysMlLop518bK+6/MQ7tWvOSmWwmHU/8+vPx8o/eXMRmAADw0vw2CgAAAAB0OUf3b427v/X2yLTlvrF1wIipcen7vh9JF98AANAFZLOZyGYyz3kt3db8nO+bG/YVs1LJa27Y94LP8PmfcWSf9z3QpdT2HxIjx8+I7RuXtptraW6MjSsfj8mzLjR8EQAAoAfIZrOxdtnDcezowZzZZLIsps69NCqrqovQDCi0ZFkqznrdZ+PO69/cbm7b8ntj+8qHYuS0C4vUDAAAXporlQEAAADgFDS3NEc288KnPSaSiaj0dMeT0nL8aNz5zWuj6ej+nNlefQbFlR/+aVRU1RShGdBdWcsBSl9XWsuz6bZItzQ+57XG/Ruf8/2WBd+PspT/j8lXuq35BZ/h8z/jTLotysqL2Qo4UaMmzo5D+3fEsfoD7eb2794UNf2HxsAhYyORTEQqWaSCAJySvXv3Rmtr6wteLy8vj7q6uk5oBMCJspbTGbauWxQH92zNKztp5vyo6TuowI2gtL3YufJMW0tkMplIJrveSZZRp18aI6ZeGDtWPdRu7olffzau+Yf7IpksK1IzAAB4cV3vb9UAAAAAUEKymWxkspkXfL3YTWHklkm3xX3fe28c2rk6Z7YsVRlXfOjH0WfgqCI0A7ozazlA6bOWA3R9yWRZTJ55QV4X0G9b+0w0HT9qHQcoIa2trS/5BUBpsJZTbPt2bojtG5fmlR01cXYMGjquwI2g9L3YufJsZCKb7ZrnWBKJRJz9+s9FJBLt5g5uXxlrH/tlcUoBAEA7DGYAAAAAALqMJ3712di2/L68she+/RsxZPy8AjcCAAAAOkp1Tb8Ye9rLcubS6dbYsvrJyGYzRWgFAABAsR09vC/WLX80r+zAoWNj1ITZhS0EdJqBI6fHaee9OWfumd/9S7Q2NRShEQAAvDSDGQAAAACALmHlgzfF8vu/l1f2jD//m5h45msK3AgAAADoaENHT4l+g0bkzDUc2Rd7tq4uQiMAAACKqfl4Q6xafF9kM+mc2ZraQTFpxvxIJBJFaAZ0lpe96lORqqxuN9N4ZE8suftbRWoEAAAvLtXZBQAAAAAAtq98MB79xafzyk4485qY+2d/XeBGAADQcdqe9xSvY3vXRyLpOQr5ymYykW5p7OwaQAdJJBIx6fTzY/Gjt0Zba3O72R2blka/QUOirEjdAAAAKKx0W2usWnxftDYfz5ktr+wVU+ZeEmVlbnuB7q6635CYdeWHY+Hvv9RubsldN8TU+ddF7/7DitQMAACey5UeAAAAAECnOrRrbdz7nXfn9USUuvFnxIVv+5onogAAAEAJq6iqjonTz80jmY31yx6NdLqt4J0AAAAorGw2G+uWPRLH6g/mzCaTZTF17qVRWdW7CM2ArmDm5R+I6n5D282kW4/H07/7lyI1AgCAFzI6EAAAAADoNE1HD8Sd178lWo7X58zWDBgZV3zwR5EqrypCMzh12WwmspnMc15Ltz33abDNDfuKWankNTfse8Fn+PzPOLLP+x4AAOiSBg4dG3UjJsbeHevbzTU3HYvt2zbF6DETDWoEAAAoYVvXL44De7bklZ044/zo03dwgRsBXUl5Ze848+pPx4M//Gi7ubWP/zJOv/Q9MWjUjCI1AwCA/2UwAwAAAADQKdKtzXH3t98RR/fnvvimvLJ3XPXhn0Z1bV0RmkHHyKbbIt3S+JzXGvdvfM73WxZ8P8pSlcWsVdLSbc0v+Ayf/xln0m1RVl7MVgAAwMkaN/WsOHJwdzQfb2g3d+TwgTjUp28MGOi8AAAAQCnat3NjbN+wJK/sqAmzY/Cw8QVuBHRFk85+Qyy773txYNuylw5ls/HErz4Xr/zErw3xBACg6AxmAAAAAACKLpvNxiM//evYve6JnNlEIhmXvue7MWDktCI0AwCAwqvsOyxSlb07u0bJSDc1xLHnDWcCuodUqiJOm3VhLH3i9ojItpvdsWNzVPfuE1VVvYpTDgAAgA5x9PC+WLd8QV7ZgUPGxqiJswtbCOiyEslknPP6z8cfvnpNu7mdqx+JrcvuiTEzryhSMwAA+BODGQAAAACAolty5/Wx9vFf5pU9+w1fiNEzLy9wIwAAKJ5kWXmUpSo7u0bJyKRaOrsCUEB9+tXF8HEzYuempe3msplMbN2yLiZOOr1IzQAAADhVzU3HYtXi+yKbSefM9q4dGJNmzo9EIlGEZkBXNXzK+TF65pWxdeld7eae/PXnY9S0iyOZKi9SMwAAiEh2dgEAAAAAoGfZtOgP8dQt/5xXduqFb4vTL3lPgRsBAAAAnWno6KlR068uZ67peGPs3rW1CI0AAAA4Vem21li16L5obT6eM1te2Sumzr00yso8exSIOPu1/xiJZFm7mcO718WqBT8pUiMAAPgTv7UCAAAAAEWzb8uSuP/GD+WVHTFlfpz3xv/niSh0K21NDc/5/tje9ZFImqGcr2wmE+mWxs6uAQAAdLBEIhljp5wdq565M9JtLe1m9+/bHYP3bosBdaOK1A4AAIATlc1mY92yBXGs/kDObDJZFlPnXBqVVb2L0AwoBf2GTYppF749VjxwY7u5hb//ckw683VRUV1bpGYAAPR0rvYEAAAAAIri2KFdcdcN10W6NfcTUfoOmRiXve/GSKbKi9AMAAAA6Gzllb1izJSz8squW/ZItDQZ2gYAANBVbVv/bBzYszmv7MTTz48+/QYXthBQcs74s7+Oil7tD1xoajgQi+/4WnEKAQBAGMwAAAAAABRBa/OxuOuG66Lx8O6c2cre/eOqj/w0Knv3K3wxAAAAoMvoO3B4DB4xKWeurbU51i57OLLZbBFaAQAAcCL27doY2zY8m1d25IRZMXj4+MIWAkpSVZ+BMecVH8+ZW3bfd+Po/q2FLwQAAGEwAwAAAABQYNlsNh686aOxf+vSnNlkWXlc/v6bom+di28AAACgJxo+flb0qumXM3fkwK7YsWlZ4QsBAACQt6NH9sX6ZQvyyg4cMiZGT5xT4EZAKZt+ybujz8DR7WYybS3x1C1fLFIjAAB6ulRnFwAAAAAAurfFf/xqbFp0W17Z+df+eww/7dwCN4Kuo7LvsEhV9u7sGiUj3dQQx/Zv7OwaAABAASWTZTF26jmxZuHdkcmk281uWbco+g4YWqRmAAAAtKe56VisWnRfzt/lIiJ61w6ISTPmRyKRKEIzoFSlyqvizGv+Ie773nvbzW14+paYcel7o278GUVqBgBAT2UwAwAAAABQMJsW/zGe+f2/5ZWdddVH4rTz3lTgRtC1JMvKoyxV2dk1SkYm1dLZFQAAgCKoqq6NkRPnxta1T7cfzGZjzZKHYtorj0ZV7ZDilAMAAOAF0um2WLXovmhtPp4zW17RK6bOuTTKUuVFaAaUuvHzXh3L7vtO7N24sN3c47/6x3jVJ/9g4AsAAAWV7OwCAAAAAED3dHD7ynjgBx/KKzt29svjzKv/vsCNAAAAgFIxYOi46D94dM5c8/GGeOI3/xTZbLYIrQAAAHi+bDYb65Y9EsfqD+TMJpJlMXXupVHZq6YIzYDuIJFIxDmv/0LO3J4NT8emhbcVoREAAD2ZwQwAAAAAQIdrOnog7vrWW6OtuTFnduCoGXHxu74ViaTTlQAAAMCfJBKJGD35ZVFZ1TtndvOzd8Tax39ZhFYAAAA837YNz8aB3Zvzyk46/bzo029wYQsB3c6QCS+L8fNenTP35G+/EOnW5iI0AgCgp3KlMwAAAADQoTJtrXHPd94dR/dvzZntVVsXV374J1FemfsmCwAAAKBnSZVXxMTTz80r++jPPxWHd68vcCMAAAD+r/27N8W29c/mlR05fmYMHj6hsIWAbuvMa/4hkqmKdjNH92+NFQ/cWKRGAAD0RAYzAAAAAAAd6rH/+kzsWvtozlwyVRFXfPCHUdN/eBFaAQAAAKWoT7/BMXTYqJy5tubGuO977/NURAAAgCJpOLI/1i19JK/sgCGjY/SkuQVuBHRntYPGxOmXvDtnbtHt/xHNxw4XvhAAAD2SwQw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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from utils.characterisation import find_nearest_high_tide, plot_time_diff_histogram\n", + "\n", + "time_differences = []\n", + "\n", + "for i, key in enumerate(keys):\n", + " maxima_for_this_series = all_maxima[i] # list of (time, value)\n", + " high_tide_series = high_tides_timeseries[key] # get high tide series for this key\n", + " high_tide_times = pd.to_datetime(high_tide_series.index)\n", + "\n", + " for peak_time, peak_val in maxima_for_this_series:\n", + " nearest_high_tide, time_diff = find_nearest_high_tide(\n", + " peak_time, high_tide_times\n", + " )\n", + " time_differences.append(time_diff)\n", + "\n", + "# Plot histogram\n", + "plot_time_diff_histogram(time_differences)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-311-dev", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/methods/statistical_downscaling/ExtremeEventClassification/README.md b/methods/statistical_downscaling/ExtremeEventClassification/README.md new file mode 100644 index 00000000..15c16edc --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/README.md @@ -0,0 +1,34 @@ + +# Extreme Event Classification + +Framework for extreme event type classification from +> Pupić Vurilj, M. et al. *Storm surge hydrographs from historical observations of sea level along the Dutch North Sea coast.* Nat Hazards (2025). [https://doi.org/10.1007/s11069-025-07351-8](https://doi.org/10.1007/s11069-025-07351-8) + +The framework consists of four notebooks: + +#### 1. GESLA extract variables +Notebook to extract all necessary variables from the [GESLA-3 dataset](https://gesla787883612.wordpress.com/). + +#### 2. Extremes +Notebook to extract extreme events using Peak Over Threshold (POT). + +#### 3. Event types +Notebook to normalise storm surge hydrographs and perform clustering. + +#### 4. Characterisation +Notebook to characterise event types. + +## Installation + +The notebook 01_GESLA_extract_variables.ipynb requires the [Utide package](https://github.com/wesleybowman/UTide). UTide depends on a specific version of SciPy to function properly. + +``` + pip uninstall scipy + pip install scipy==1.11.4 + pip install utide +``` + +## Authors + +- [@pupicvuriljm](https://github.com/pupicvuriljm) + diff --git a/methods/statistical_downscaling/ExtremeEventClassification/assets/methodology.tiff b/methods/statistical_downscaling/ExtremeEventClassification/assets/methodology.tiff new file mode 100644 index 00000000..2c21183a Binary files /dev/null and b/methods/statistical_downscaling/ExtremeEventClassification/assets/methodology.tiff differ diff --git a/methods/statistical_downscaling/ExtremeEventClassification/inputs/stations_info.csv b/methods/statistical_downscaling/ExtremeEventClassification/inputs/stations_info.csv new file mode 100644 index 00000000..78e29e1d --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/inputs/stations_info.csv @@ -0,0 +1,17 @@ +station,lon,lat,p70,p99 +Huibertgat,6.398433,53.573748,0.095108693,0.900050781 +Schiermonnikoog,6.202908,53.468935,0.09370667,1.000464073 +Eemshaven,6.828392,53.448699,0.096512522,1.062969726 +Nes,5.758907,53.429936,0.092642083,1.003521423 +Lauwersoog,6.196952,53.408684,0.093626399,1.033275285 +West_Terschelling,5.220026,53.363043,0.08523915,0.87967898 +Vlieland_Haven,5.091456,53.296125,0.08148783,0.851187467 +Harlingen,5.409342,53.175632,0.093081892,1.032931632 +Oudeschild,4.850192,53.038833,0.086672351,0.878051127 +Den_Helder,4.74499,52.964357,0.085310047,0.830806772 +Petten_Zuid,4.649702,52.772657,0.095584411,0.823620217 +Scheveningen,4.263563,52.099033,0.088563383,0.833139696 +Hoek_van_Holland,4.119881,51.977572,0.082166127,0.765547873 +Brouwershavensche_Gat_08,3.811483,51.750754,0.088005961,0.87127408 +Westkapelle,3.440031,51.521445,0.087056742,0.780670797 +Cadzand,3.376275,51.379296,0.089183834,0.78737421 \ No newline at end of file diff --git a/methods/statistical_downscaling/ExtremeEventClassification/utils/GESLA_extract_variables.py b/methods/statistical_downscaling/ExtremeEventClassification/utils/GESLA_extract_variables.py new file mode 100644 index 00000000..5e25958b --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/utils/GESLA_extract_variables.py @@ -0,0 +1,361 @@ +from datetime import timedelta +from typing import List, Optional, Tuple, Union + +import matplotlib.cm as cm +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +from scipy import stats +from scipy.interpolate import CubicSpline + + +def detect_outliers_window( + data_series: pd.Series, deviation_threshold: float = 3, window_size_days: float = 2 +) -> List[int]: + """ + Detect outliers in a time series based on a rolling window median and standard deviation. + + Parameters + ---------- + data_series : pd.Series + Time-indexed series of values (e.g., sea level) to analyze. + deviation_threshold : float, optional + Number of standard deviations a point must differ from the window median + to be flagged as an outlier. Default is 3. + window_size_days : float, optional + Total length of the rolling window in days (centered on each point). + Default is 2. + + Returns + ------- + List[int] + List of indices in `data_series` identified as outliers. + + Notes + ----- + The function uses a centered rolling window approach where each data point + is compared against the median and standard deviation of surrounding data + within the specified time window. + """ + + outliers = [] + half_window = pd.Timedelta(window_size_days / 2, "d") + + for i, (time, value) in enumerate(data_series.items()): + window_start = time - half_window + window_end = time + half_window + window = data_series.loc[window_start:window_end] + + if window.empty or len(window) < 2: + continue + + med_value = window.median() + std_dev = window.std() + + if std_dev == 0: # avoid division by zero + continue + + if abs(value - med_value) > deviation_threshold * std_dev: + outliers.append(i) + + return outliers + + +def detrend_series(series: pd.Series) -> Tuple[pd.Series, str]: + """ + Remove linear trend from a time-indexed series using linear regression. + + Parameters + ---------- + series : pd.Series + Time-indexed data series to detrend. + + Returns + ------- + detrended_series : pd.Series + The detrended data series. + trend_str : str + String representation of the linear trend: "slope * t + intercept". + + Notes + ----- + The function fits a linear regression to the time series and subtracts + the fitted trend from the original data. + """ + + series_clean = series.dropna() + if len(series_clean) < 2: + raise ValueError( + "Series must contain at least 2 non-null values for detrending" + ) + + t_numeric = np.arange(len(series_clean)) + + slope, intercept, r_value, p_value, std_err = stats.linregress( + t_numeric, series_clean + ) + + trend_str = f"{slope:.6f} * t + {intercept:.6f}" + detrended_series = series_clean - (slope * t_numeric + intercept) + + return detrended_series, trend_str + + +class HarmonicAnalysis: + """ + Class for harmonic analysis visualization and coefficient plotting. + + This class provides methods to visualize harmonic analysis results, + including amplitude and phase information for tidal constituents. + """ + + def __init__(self, coef, efreq: Optional[Union[float, List[float]]] = None): + """ + Initialize the HarmonicAnalysis class. + + Parameters + ---------- + coef : object + Object containing harmonic analysis results, with attributes: + - coef.A: Amplitudes + - coef.g: Phase lags (degrees) + - coef.name: Names of constituents + - coef.aux.frq: Frequencies + efreq : float or list of float, optional + Frequency limit(s) for visual reference on plot. + """ + + self.coef = coef + self.efreq = efreq + + def plot_coefs( + self, alim: float = 0.02, show: bool = True, title: Optional[str] = None + ) -> None: + """ + Plot the coefficients obtained from harmonic analysis. + + Parameters + ---------- + alim : float, optional + Minimum amplitude for plotting coefficient name. Default is 0.02. + show : bool, optional + Flag to control whether to display the plot. Default is True. + title : str, optional + Title of the plot. Default is None. + + Notes + ----- + The plot shows amplitude vs frequency with phase information + encoded in the color of the vertical lines. + """ + + fig, ax = plt.subplots(figsize=(10, 3)) + ax.vlines( + self.coef.aux.frq, + ymin=0, + ymax=self.coef.A, + color=cm.twilight(self.coef.g / 360), + ) + + for i, c in enumerate(self.coef.name): + if self.coef.A[i] > alim: + ax.text( + self.coef.aux.frq[i], + self.coef.A[i] + 0.002, + c, + ha="center", + c="k", + size=8, + ) + + ax.set_xticks(self.coef.aux.frq) + ax.set_xticklabels(self.coef.aux.frq) + ax.set( + xlabel="Frequency [$h^{-1}$]", + ylabel="Amplitude [m]", + ylim=[0, None], + xscale="log", + ) + + if self.efreq is not None: + ax.vlines( + self.efreq, + ymin=0, + ymax=ax.get_ylim()[1], + ls="--", + color="k", + lw=1, + label="Frequency limit", + ) + ax.legend() + + ax.grid(axis="y") + + cbar = plt.colorbar(cm.ScalarMappable(cmap="twilight"), ax=ax) + cbar.set_ticks(np.linspace(0, 1, 7)) + cbar.set_ticklabels([str(el) for el in range(0, 361, 60)]) + cbar.set_label("Phase lag [degrees]") + + if title: + fig.suptitle(title) + + fig.tight_layout() + + if show: + plt.show() + + return fig, ax + + +def extract_high_water_tides( + tides: List[pd.Series], min_hours_between: float = 6 +) -> List[pd.DataFrame]: + """ + Extract high water tides using the turning point method. + + This function identifies high water peaks in tidal data using cubic spline + interpolation to find turning points, then filters out peaks that are too + close together. + + Parameters + ---------- + tides : List[pd.Series] + List of pandas Series with datetime index containing predicted sea level data. + min_hours_between : float, optional + Minimum time between valid high waters in hours. Default is 6. + + Returns + ------- + List[pd.DataFrame] + List of DataFrames containing valid high water tides for each tide series. + Each DataFrame contains columns for time and sea level values. + + Notes + ----- + The function uses cubic spline interpolation to find turning points in the + tidal signal, then applies a filtering step to remove peaks that are too + close together based on the minimum time threshold. + """ + + def drop_close_highs(df_orig: pd.DataFrame, h: float) -> pd.DataFrame: + """ + Remove high water peaks that are too close together. + + Parameters + ---------- + df_orig : pd.DataFrame + DataFrame with time and sea level columns. + h : float + Minimum hours between peaks. + + Returns + ------- + pd.DataFrame + DataFrame with close peaks removed. + """ + + df = df_orig.copy() + df["time_diff"] = df["time"].diff() + + while (df["time_diff"].iloc[1:] <= timedelta(hours=h)).any(): + rows_to_drop = [] + for i in range(len(df) - 1): + time_diff = df.iloc[i + 1]["time"] - df.iloc[i]["time"] + if time_diff <= timedelta(hours=h): + # Keep the higher peak + if df.iloc[i + 1][0] > df.iloc[i][0]: + rows_to_drop.append(i) + else: + rows_to_drop.append(i + 1) + df = df.drop(rows_to_drop).reset_index(drop=True) + df["time_diff"] = df["time"].diff() + + return df + + high_water_tides = [] + + for series in tides: + cstime = series.index + cs = CubicSpline(cstime, series.values.flatten()) + turning_idxs = np.where(np.diff(np.sign(np.diff(cs(cstime)))) < 0)[0] + 1 + turning_times = series.index[turning_idxs] + + high_water = pd.DataFrame( + series.iloc[turning_idxs].values.flatten(), index=turning_times + ) + high_water["time"] = high_water.index.to_series() + high_water = high_water.reset_index(drop=True) + + high_water = drop_close_highs(high_water, min_hours_between) + high_water = high_water[high_water[0] > 0] # Remove false/negative peaks + + high_water_tides.append(high_water) + + return high_water_tides + + +def find_measured_high_water( + detrended_SL: List[pd.Series], + high_water_tides: List[Union[pd.Series, pd.DataFrame]], + time_window_hours: float = 6, +) -> List[pd.Series]: + """ + Find measured high water peaks around predicted high water tides. + + This function searches for actual high water peaks in measured sea level data + within a specified time window around predicted high water times. + + Parameters + ---------- + detrended_SL : List[pd.Series] + List of pandas Series containing detrended sea level data. + high_water_tides : List[Union[pd.Series, pd.DataFrame]] + List of pandas Series or DataFrames with predicted high water times and values. + time_window_hours : float, optional + Time window in hours around each predicted high water timestamp + to search for maxima. Default is 6. + + Returns + ------- + List[pd.Series] + List of pandas Series with measured high water peaks (values indexed + by timestamp of maxima). + + Notes + ----- + The function searches for the maximum value within the specified time window + around each predicted high water time and returns the actual measured peaks. + """ + + time_window = pd.Timedelta(hours=time_window_hours) + high_water_measured = [] + + for k, detrended_series in enumerate(detrended_SL): + # Ensure high_water_tides[k] is a Series with times as index and values as predicted high water + if isinstance(high_water_tides[k], pd.DataFrame): + high_water_tides[k] = pd.Series( + high_water_tides[k][0].values, index=high_water_tides[k]["time"] + ) + + maxima = [] + maxima_times = [] + + for timestamp in high_water_tides[k].index: + start_time = timestamp - time_window + end_time = timestamp + time_window + + window_data = detrended_series[start_time:end_time] + + if not window_data.empty and len(window_data) > 0: + max_value = window_data.max() + max_time = window_data.idxmax() + maxima.append(max_value) + maxima_times.append(max_time) + + if maxima: # Only create series if we found maxima + maxima_series = pd.Series(maxima, index=maxima_times) + high_water_measured.append(maxima_series) + else: + high_water_measured.append(pd.Series(dtype=float)) + + return high_water_measured diff --git a/methods/statistical_downscaling/ExtremeEventClassification/utils/characterisation.py b/methods/statistical_downscaling/ExtremeEventClassification/utils/characterisation.py new file mode 100644 index 00000000..25ab5aa6 --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/utils/characterisation.py @@ -0,0 +1,877 @@ +import heapq +import re +from collections import Counter, defaultdict +from datetime import timedelta +from typing import Any, Dict, List, Tuple + +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import requests +import scipy.signal +import seaborn as sns +from matplotlib.gridspec import GridSpec +from scipy.stats import kendalltau, pearsonr, spearmanr + + +def extract_top_event_types( + event_types: Dict[str, Dict[str, Dict[str, np.ndarray]]], +) -> Tuple[Dict[str, List[str]], List[str]]: + """ + Extract the top 1 most prevalent event types per station, including ties. + + Parameters + ---------- + event_types : dict + Event types structured by type -> station -> index -> np.array + + Returns + ------- + tuple + top_event_types : dict + Top event types per station (including ties) + unique_top_types : list + Unique event types across all stations + """ + + # Count occurrences of each event type per station + station_type_counts = defaultdict(Counter) + for event_type, stations in event_types.items(): + for station, events in stations.items(): + station_type_counts[station][event_type] += len(events) + + # Convert counts to percentages + station_type_percentages = {} + for station, counts in station_type_counts.items(): + total = sum(counts.values()) + percentages = {etype: (count / total) * 100 for etype, count in counts.items()} + station_type_percentages[station] = percentages + + # Extract top 1 most prevalent event types, including ties + top_event_types = {} + for station, percentages in station_type_percentages.items(): + sorted_types = sorted(percentages.items(), key=lambda x: x[1], reverse=True) + top_types = [] + if sorted_types: + top_percentage = sorted_types[0][1] + top_types.extend( + [etype for etype, pct in sorted_types if pct == top_percentage] + ) + top_event_types[station] = top_types + + # Get all unique top event types + unique_top_types = list( + {etype for types in top_event_types.values() for etype in types} + ) + + return top_event_types, unique_top_types + + +def extract_all_event_timeseries_and_high_tides( + NTR: List[pd.DataFrame], + high_tide: List[pd.DataFrame], + extremes_NTR: List[pd.DataFrame], +) -> Tuple[List[pd.DataFrame], List[pd.DataFrame]]: + """ + Extract NTR and high tide time series for all events. + + Parameters + ---------- + NTR : list of pd.DataFrame + Non-tidal residual time series for each station. + high_tide : list of pd.DataFrame + High tide time series for each station. + extremes_NTR : list of pd.DataFrame + Extreme event dataframes with 'start' and 'end' columns. + + Returns + ------- + tuple + NTR_timeseries : list of pd.DataFrame + NTR segments for each event. + high_tides_timeseries : list of pd.DataFrame + High tide segments for each event (±24h extension). + """ + + NTR_timeseries = [] + high_tides_timeseries = [] + + for ntr_df, ht_df, extremes in zip(NTR, high_tide, extremes_NTR): + for _, row in extremes.iterrows(): + # NTR segment within event bounds + ntr_segment = ntr_df[ + (ntr_df.index >= row["start"]) & (ntr_df.index <= row["end"]) + ] + NTR_timeseries.append(ntr_segment) + + # High tide segment with ±24h extension + start_ext = row["start"] - timedelta(hours=24) + end_ext = row["end"] + timedelta(hours=24) + ht_segment = ht_df[(ht_df.index >= start_ext) & (ht_df.index <= end_ext)] + high_tides_timeseries.append(ht_segment) + + return NTR_timeseries, high_tides_timeseries + + +def extract_event_type_datetimes( + event_types: Dict[str, Dict[str, Dict[str, np.ndarray]]], + extremes_NTR: List[pd.DataFrame], +) -> Tuple[List[List[pd.Timestamp]], List[List[Any]], List[Dict[int, int]]]: + """ + Extract datetime information for each event type and compute unique event dates and yearly counts. + + Parameters + ---------- + event_types : dict + Event types structured by type -> station -> index -> np.array. + extremes_NTR : list of pd.DataFrame + Contains the datetime indices. + + Returns + ------- + tuple + datetime_clusters : list of list of pd.Timestamp + Datetime values per event type. + unique_dates : list of list of datetime.date + Unique dates per event type. + unique_yearly_count : list of dict + Yearly counts of events per type. + """ + + # Flatten datetime index and build lookup + datetime = pd.DatetimeIndex(np.concatenate([df.index for df in extremes_NTR])) + array_extremes = np.concatenate([df.values for df in extremes_NTR]) + assert len(datetime) == array_extremes.shape[0], "Datetime length mismatch" + idx_to_dt = {str(i): dt for i, dt in enumerate(datetime)} + + datetime_clusters, unique_dates, yearly_counts = [], [], [] + + for stations in event_types.values(): + # Gather datetime for all indices in this event type + dts = [idx_to_dt[k] for s in stations.values() for k in s if k in idx_to_dt] + datetime_clusters.append(dts) + + # Unique dates + dates = sorted(set(dt.date() for dt in dts)) + unique_dates.append(dates) + + # Count events per year with ±2-day grouping + per_year = defaultdict(list) + for d in dates: + per_year[d.year].append(d) + + counts = {} + for y, dlist in per_year.items(): + dlist.sort() + count, ref = 0, None + for d in dlist: + if not ref or (d - ref).days > 3: + count += 1 + ref = d + counts[y] = count + yearly_counts.append(counts) + + return datetime_clusters, unique_dates, yearly_counts + + +def plot_yearly_event_counts( + event_types: Dict[str, Any], + unique_yearly_count: List[Dict[int, int]], + num_rows: int = 2, + num_cols: int = 5, +) -> None: + """ + Plot yearly event counts for each storm surge type. + + Parameters + ---------- + event_types : dict + Event types with keys (e.g. 'type_1', 'type_2', ...). + unique_yearly_count : list of dict + Yearly counts corresponding to the keys in prevalent_types (unsorted). + num_rows : int, optional + Number of rows in subplot grid. Default is 2. + num_cols : int, optional + Number of columns in subplot grid. Default is 5. + """ + + # Get the unsorted list of event type keys + original_types = list(event_types.keys()) + + # Create a mapping from type name to yearly count + type_to_yearly = dict(zip(original_types, unique_yearly_count)) + + # Sort type names + sorted_type_names = sorted( + event_types.keys(), key=lambda x: int(re.search(r"\d+", x).group()) + ) + + # Get the yearly count in sorted order + sorted_yearly_counts = [type_to_yearly[etype] for etype in sorted_type_names] + + # Setup plot + fig, axs = plt.subplots(num_rows, num_cols, figsize=(8, 4), dpi=600) + axs = axs.flatten() + + for i, (etype, yearly_counts) in enumerate( + zip(sorted_type_names, sorted_yearly_counts) + ): + years = list(yearly_counts.keys()) + counts = list(yearly_counts.values()) + + axs[i].bar(years, counts, color="#6AAD91", width=1) + axs[i].set_title(f"{etype}", fontsize=8, fontweight="bold", pad=3) + axs[i].set_xlim(1950, 2018) + axs[i].set_ylim(0, 5) + axs[i].grid(True, linewidth=0.3) + axs[i].tick_params(axis="x", labelsize=8, colors="black") + axs[i].tick_params(axis="y", labelsize=8, colors="black") + axs[i].set_yticks([1, 2, 3, 4]) + axs[i].set_xticks([1960, 1980, 2000, 2018]) + axs[i].set_xticklabels(["'60", "'80", "'00", "'18"]) + + if i % num_cols != 0: + axs[i].set_yticklabels([]) + + if i // num_cols != num_rows - 1: + axs[i].set_xticklabels([]) + + for spine in axs[i].spines.values(): + spine.set_edgecolor("gray") + spine.set_linewidth(0.3) + + fig.text( + -0.01, + 0.5, + "Number of events per year", + va="center", + rotation="vertical", + fontsize=10, + color="black", + fontweight="bold", + ) + fig.text( + 0.5, + -0.01, + "Year", + va="center", + ha="center", + fontsize=10, + color="black", + fontweight="bold", + ) + + plt.tight_layout() + plt.subplots_adjust(hspace=0.3) + plt.show() + + +def download_nao_index( + url: str = "https://www.psl.noaa.gov/data/correlation/nao.data", +) -> pd.DataFrame: + """ + Download and return the raw NAO data as a DataFrame. + + Parameters + ---------- + url : str, optional + URL to download NAO data from. Default is NOAA PSL NAO data URL. + + Returns + ------- + pd.DataFrame + Raw NAO data with Year column and monthly values. + """ + + response = requests.get(url) + lines = response.text.strip().split("\n")[1:-3] # Skip header and footer + data = [list(map(float, line.split())) for line in lines] + + return pd.DataFrame(data, columns=["Year"] + list(range(1, 13))) + + +def compute_annual_nao_means( + df: pd.DataFrame, missing_val: float = -99.9 +) -> Dict[int, float]: + """ + Compute yearly average NAO index from the monthly data. + + Parameters + ---------- + df : pd.DataFrame + NAO data with Year column and monthly values. + missing_val : float, optional + Value to treat as missing data. Default is -99.9. + + Returns + ------- + dict + Dictionary with year as key and annual mean NAO as value. + """ + + df = df.replace(missing_val, np.nan) + + return { + int(row["Year"]): row.iloc[1:].mean(skipna=True) for _, row in df.iterrows() + } + + +def filter_years( + data: Dict[int, float], start: int = 1950, end: int = 2017 +) -> Dict[int, float]: + """ + Filter a dictionary to include only years within the given range. + + Parameters + ---------- + data : dict + Dictionary with year as key and values. + start : int, optional + Start year (inclusive). Default is 1950. + end : int, optional + End year (inclusive). Default is 2017. + + Returns + ------- + dict + Filtered dictionary with years in the specified range. + """ + + return {year: val for year, val in data.items() if start <= year <= end} + + +def aggregate_cluster_events(clusters: List[Dict[int, int]]) -> Dict[int, int]: + """ + Aggregate events per year across all clusters. + + Parameters + ---------- + clusters : list of dict + List of dictionaries with year as key and event count as value. + + Returns + ------- + dict + Aggregated event counts per year across all clusters. + """ + + total = {} + for cluster in clusters: + for year, count in cluster.items(): + total[year] = total.get(year, 0) + count + + return total + + +def compute_correlations(events: Dict[int, int], nao: Dict[int, float]) -> None: + """ + Compute Pearson, Spearman, and Kendall correlations between events and NAO index. + + Parameters + ---------- + events : dict + Dictionary with year as key and event count as value. + nao : dict + Dictionary with year as key and NAO index as value. + + Raises + ------ + ValueError + If insufficient data for correlation calculation. + """ + + shared_years = sorted(set(events) & set(nao)) + if len(shared_years) < 2: + raise ValueError("Insufficient data for correlation calculation.") + + event_values = [events[year] for year in shared_years] + nao_values = [nao[year] for year in shared_years] + + pearson_corr, pearson_p = pearsonr(event_values, nao_values) + spearman_corr, spearman_p = spearmanr(event_values, nao_values) + kendall_corr, kendall_p = kendalltau(event_values, nao_values) + + print(f"Pearson: {pearson_corr:.3f} (p={pearson_p:.4f})") + print(f"Spearman: {spearman_corr:.3f} (p={spearman_p:.4f})") + print(f"Kendall: {kendall_corr:.3f} (p={kendall_p:.4f})") + + +def plot_scatter_nao_vs_events( + events: Dict[int, int], nao: Dict[int, float], title: str = "NAO vs Event Frequency" +) -> None: + """ + Plot a scatter plot between NAO index and event counts. + + Parameters + ---------- + events : dict + Dictionary with year as key and event count as value. + nao : dict + Dictionary with year as key and NAO index as value. + title : str, optional + Plot title. Default is "NAO vs Event Frequency". + + Raises + ------ + ValueError + If not enough data to plot scatter. + """ + + years = sorted(set(events) & set(nao)) + if len(years) < 2: + raise ValueError("Not enough data to plot scatter.") + + x = [nao[year] for year in years] + y = [events[year] for year in years] + + plt.figure(figsize=(8, 4)) + plt.scatter(x, y, color="#6AAD91", edgecolors="black") + plt.xlabel("NAO Index") + plt.ylabel("Number of Events") + plt.title(title, fontsize=11, fontweight="bold") + plt.grid(True, linestyle="--", linewidth=0.3) + plt.tight_layout() + plt.show() + + +def cumulative_intensity(time_series: pd.Series, threshold_99: float) -> float: + """ + Compute cumulative intensity over threshold for a single time series. + + Parameters + ---------- + time_series : pd.Series + Time series data with datetime index. + threshold_99 : float + 99th percentile threshold value. + + Returns + ------- + float + Cumulative intensity above threshold. + """ + + time = time_series.index + time_numeric = (time - time[0]).total_seconds() / 3600.0 # hours + + above_threshold = time_series >= threshold_99 + + if above_threshold.any(): + ts_filtered = time_series.copy() + ts_filtered[~above_threshold] = 0 + intensity = np.trapz(ts_filtered, time_numeric) + return intensity + else: + return 0.0 + + +def compute_cumulative_intensities_types( + event_types: Dict[str, Dict[str, Dict[str, np.ndarray]]], + NTR_timeseries: List[pd.DataFrame], + stations: pd.DataFrame, +) -> Dict[str, List[float]]: + """ + Compute cumulative intensity per event type across all stations. + + Parameters + ---------- + event_types : dict + Event types structured by type -> station -> index -> np.array. + NTR_timeseries : list of pd.DataFrame + NTR time series for each event. + stations : pd.DataFrame + Station data with 'station' and 'p99' columns. + + Returns + ------- + dict + Dictionary with event type as key and list of intensities as value + """ + + cumulative_intensity_trap = {} + + # Map station names to 99th percentile thresholds + station_thresholds = dict(zip(stations["station"], stations["p99"])) + + for event_type, station_dict in event_types.items(): + type_intensities = [] + + for station_name, events_dict in station_dict.items(): + threshold_99 = station_thresholds.get(station_name) + if threshold_99 is None: + continue # skip if no threshold + + for key_str in events_dict.keys(): + key = int(key_str) + time_series = NTR_timeseries[key] + + intensity = cumulative_intensity(time_series, threshold_99) + type_intensities.append(intensity) + + cumulative_intensity_trap[event_type] = type_intensities + + return cumulative_intensity_trap + + +def get_top_events( + cumulative_intensity_trap: Dict[str, List[float]], + event_types: Dict[str, Dict[str, Dict[str, np.ndarray]]], + top_n: int = 10, +) -> List[Tuple[float, str, str, str]]: + """ + Extract top N events by intensity across all event types. + + Parameters + ---------- + cumulative_intensity_trap : dict + Dictionary with event type as key and list of intensities as value. + event_types : dict + Event types structured by type -> station -> index -> np.array. + top_n : int, optional + Number of top events to return. Default is 10. + + Returns + ------- + list of tuple + List of (intensity, event_type, station, key_str) tuples. + """ + + flat_intensities = [] + + for event_type, intensities in cumulative_intensity_trap.items(): + station_dict = event_types[event_type] + + # Flatten keys in the station dict (station_name -> keys) + keys_flat = [] + for station_name, keys_dict in station_dict.items(): + keys_flat.extend([(station_name, key_str) for key_str in keys_dict.keys()]) + + # Now intensities and keys_flat correspond index-wise + for i, intensity in enumerate(intensities): + station_name, key_str = keys_flat[i] + flat_intensities.append((intensity, event_type, station_name, key_str)) + + # Get top N events by intensity + top_events = heapq.nlargest(top_n, flat_intensities, key=lambda x: x[0]) + + return top_events + + +def plot_event_cumulative_intensity( + event_types: Dict[str, Dict[str, Dict[str, np.ndarray]]], + NTR_timeseries: List[pd.DataFrame], + threshold_99: float, + key: int, +) -> None: + """ + Plot time series for a given event key with threshold highlighting. + + Parameters + ---------- + event_types : dict + Event types structured by type -> station -> index -> np.array. + NTR_timeseries : list of pd.DataFrame + NTR time series for each event. + threshold_99 : float + Threshold value for highlighting. + key : int + Event key (corresponding to keys in event_types). + + Raises + ------ + ValueError + If key not found in event_types. + """ + + # Find the station and event_type that contains the given key + found = False + for event_type, station_dict in event_types.items(): + for station_name, events_dict in station_dict.items(): + if str(key) in events_dict: + found = True + break + if found: + break + if not found: + raise ValueError(f"Key {key} not found in event_types") + + # Extract full time series for this key + time_series = NTR_timeseries[key] + + # Determine which values exceed threshold + event_series_masked = time_series.where(time_series >= threshold_99) + + # Plot setup + plt.figure(figsize=(10, 6)) + gs = GridSpec(2, 2, width_ratios=[1, 2], height_ratios=[2, 1]) + ax1 = plt.subplot(gs[0, :]) + + # Plot full series and highlight above-threshold event segment + ax1.plot( + time_series.index, + time_series.values, + label="Original Time Series", + color="#6F1D77", + linewidth=1, + ) + ax1.plot( + event_series_masked.index, + event_series_masked.values, + label="Above Threshold", + color="#431148", + linewidth=5, + zorder=6, + ) + ax1.axhline(y=threshold_99, color="black", linestyle="--", linewidth=0.8, zorder=6) + + # Style + ax1.spines["top"].set_visible(False) + ax1.spines["right"].set_visible(False) + ax1.set_yticks([0, 1, 2, 3]) + ax1.set_ylabel("Non-tidal residual [m]", fontsize=8, fontweight="bold", labelpad=10) + ax1.tick_params(axis="both", labelsize=8) + + ax1.xaxis.set_major_formatter(mdates.DateFormatter("'%y %b %d")) + ax1.xaxis.set_major_locator(mdates.DayLocator(interval=1)) + for i, label in enumerate(ax1.get_xticklabels()): + if i % 3 != 0: + label.set_visible(False) + + ax1.text( + ax1.get_xlim()[0] + 0.04 * (ax1.get_xlim()[1] - ax1.get_xlim()[0]), + threshold_99, + "99th", + color="black", + fontsize=8, + ha="left", + va="center", + backgroundcolor="white", + zorder=6, + fontweight="bold", + ) + + plt.subplots_adjust(left=0.15, right=0.85, top=0.9, bottom=0.1, hspace=0.3) + plt.show() + + +def smooth_signal( + series: pd.Series, window_hours: int = 12 +) -> Tuple[np.ndarray, int, float]: + """ + Smooth a time series using a moving average window. + + Parameters + ---------- + series : pd.Series + Time series to smooth. + window_hours : int, optional + Window size in hours. Default is 12. + + Returns + ------- + tuple + smoothed : np.ndarray + Smoothed time series. + window_size : int + Window size in samples. + time_diff : float + Time difference between samples in seconds. + """ + + time_diff = (series.index[1] - series.index[0]).total_seconds() + window_size = int((window_hours * 3600) / time_diff) + smoothed = np.convolve( + series.values, np.ones(window_size) / window_size, mode="same" + ) + + return smoothed, window_size, time_diff + + +def find_peaks_in_smoothed( + smoothed: np.ndarray, time_index: pd.DatetimeIndex, time_step_sec: float +) -> List[Tuple[int, pd.Timestamp]]: + """ + Find peaks in smoothed time series with prominence filtering. + + Parameters + ---------- + smoothed : np.ndarray + Smoothed time series. + time_index : pd.DatetimeIndex + Time index for the series. + time_step_sec : float + Time step in seconds. + + Returns + ------- + list of tuple + List of (peak_index, peak_date) tuples. + """ + + wlen_max = int((72 * 3600) / time_step_sec) + wlen_min = int((12 * 3600) / time_step_sec) + wlen_samples = max(wlen_min, min(wlen_max, len(smoothed))) + + peaks, props = scipy.signal.find_peaks(smoothed, prominence=0.02, wlen=wlen_samples) + peak_dates = time_index[peaks] + prominences = props["prominences"] + + peaks_with_prom = sorted(zip(peaks, prominences, peak_dates), key=lambda x: -x[1]) + + seen = [] + final_peaks = [] + for peak, prom, pdate in peaks_with_prom: + if all(abs((pdate - prev).days) >= 0.52 for prev in seen): + final_peaks.append((peak, pdate)) + seen.append(pdate) + + return final_peaks + + +def extract_original_maxima_near_peaks( + series: pd.Series, + smoothed_peaks: List[Tuple[int, pd.Timestamp]], + search_radius: int, +) -> List[Tuple[pd.Timestamp, float]]: + """ + Extract original maxima near smoothed peaks. + + Parameters + ---------- + series : pd.Series + Original time series. + smoothed_peaks : list of tuple + List of (peak_index, peak_date) tuples from smoothed series. + search_radius : int + Search radius in samples around each peak. + + Returns + ------- + list of tuple + List of (max_time, max_val) tuples. + """ + + maxima = [] + + for peak_idx, _ in smoothed_peaks: + left = max(0, peak_idx - search_radius) + right = min(len(series), peak_idx + search_radius) + window = series.iloc[left:right] + if not window.empty: + max_time = window.idxmax() + max_val = window.max() + maxima.append((max_time, max_val)) + + return maxima + + +def plot_all_events(processed_events: List[Dict[str, Any]]) -> None: + """ + Plot all processed events in a grid layout. + + Parameters + ---------- + processed_events : list of dict + List of event dictionaries with 'series', 'smoothed', 'peaks', and 'maxima' keys. + """ + + n = len(processed_events) + n_cols = 5 + n_rows = int(np.ceil(n / n_cols)) + fig, axs = plt.subplots(n_rows, n_cols, figsize=(3 * n_cols, 2.5 * n_rows)) + axs = axs.flatten() + + for i, event in enumerate(processed_events): + ax = axs[i] + ax.plot( + event["series"].index, event["smoothed"], color="blue", label="Smoothed" + ) + ax.plot( + event["series"].index, + event["series"].values, + color="green", + alpha=0.5, + label="Original", + ) + + for peak_idx, _ in event["peaks"]: + ax.plot(event["series"].index[peak_idx], event["smoothed"][peak_idx], "rx") + + for max_time, max_val in event["maxima"]: + ax.plot(max_time, max_val, "gx") + + ax.tick_params(labelsize=6) + + for j in range(i + 1, len(axs)): + axs[j].axis("off") + + plt.tight_layout() + plt.show() + + +def find_nearest_high_tide( + peak_time: pd.Timestamp, high_tide_times: List[pd.Timestamp] +) -> Tuple[pd.Timestamp, float]: + """ + Find the nearest high tide time to a peak time. + + Parameters + ---------- + peak_time : pd.Timestamp + The time of the peak. + high_tide_times : list of pd.Timestamp + The high tide times to compare against. + + Returns + ------- + tuple + nearest_high_tide : pd.Timestamp + The closest high tide time. + time_diff_hours : float + Time difference in hours (peak_time - nearest_high_tide). + """ + + peak_time = pd.Timestamp(peak_time) + high_tide_times = pd.to_datetime(high_tide_times) + + nearest_idx = np.argmin(np.abs(high_tide_times - peak_time)) + nearest_high_tide = high_tide_times[nearest_idx] + + time_diff_hours = (peak_time - nearest_high_tide).total_seconds() / 3600 + + return nearest_high_tide, time_diff_hours + + +def plot_time_diff_histogram(time_differences: List[float], bins: int = 30) -> None: + """ + Plot histogram of time differences between peaks and high tides. + + Parameters + ---------- + time_differences : list of float + Time differences in hours. + bins : int, optional + Number of histogram bins. Default is 30. + """ + + figsize = (8, 4) + dpi = 600 + fig, ax = plt.subplots(figsize=figsize, dpi=dpi) + + ax.hist( + time_differences, + bins=bins, + color="#C28B3C", + edgecolor="#C28B3C", + alpha=0.7, + density=True, + zorder=2, + ) + sns.kdeplot(time_differences, color="#996515", linewidth=1, ax=ax) + + ax.grid(True, linestyle="--", alpha=0.4, zorder=0) + ax.set_xticks([-6, -4, -2, 0, 2, 4, 6]) + ax.set_ylim([0, 0.3]) + + plt.show() diff --git a/methods/statistical_downscaling/ExtremeEventClassification/utils/event_types.py b/methods/statistical_downscaling/ExtremeEventClassification/utils/event_types.py new file mode 100644 index 00000000..2727a554 --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/utils/event_types.py @@ -0,0 +1,783 @@ +from collections import Counter +from typing import Any, Callable, Dict, List, Tuple, Union + +import cartopy.crs as ccrs +import cartopy.feature as cfeature +import matplotlib.patheffects as PathEffects +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import seaborn as sns +from matplotlib.gridspec import GridSpec +from scipy.spatial.distance import pdist as dist +from scipy.spatial.distance import squareform +from sklearn.preprocessing import StandardScaler + + +def plot_stations( + lat: List[float], lon: List[float], coast_extent: Tuple[float, float, float, float] +) -> None: + """ + Plot station locations on a map with coastlines and borders. + + Parameters + ---------- + lat : array-like + Latitude coordinates of stations. + lon : array-like + Longitude coordinates of stations. + coast_extent : tuple + Map extent as (lon_min, lon_max, lat_min, lat_max). + """ + + fig, ax = plt.subplots( + subplot_kw={"projection": ccrs.PlateCarree()}, figsize=(8, 6) + ) + + # Add coastlines and borders + ax.add_feature( + cfeature.COASTLINE.with_scale("10m"), edgecolor="white", linewidth=0.5, zorder=3 + ) + ax.add_feature( + cfeature.BORDERS.with_scale("10m"), + linestyle="-", + linewidth=1, + edgecolor="white", + zorder=4, + ) + ax.add_feature( + cfeature.LAND.with_scale("10m"), facecolor="#f2e2a0", linewidth=0.5, zorder=3 + ) + + ax.set_extent(coast_extent, crs=ccrs.PlateCarree()) + + # Plot stations location + for i, (lat_val, lon_val) in enumerate(zip(lat, lon)): + ax.text( + lon_val, + lat_val, + str(i + 1), + transform=ccrs.PlateCarree(), + color="black", + fontsize=12, + ha="center", + va="center", + fontweight="bold", + zorder=5, + path_effects=[PathEffects.withStroke(linewidth=2, foreground="white")], + ) + + plt.axis("off") + plt.show() + + +def normalize_per_duration(series: pd.Series) -> pd.Series: + """ + Normalize a time series by its duration. + + Parameters + ---------- + series : pd.Series + Time series with datetime index to normalize. + + Returns + ------- + pd.Series + Normalized series with index scaled to [0, 1]. + """ + + dur = (series.index[-1] - series.index[0]).total_seconds() / 3600 + normalized_index = (series.index - series.index[0]).total_seconds() / (dur * 3600) + series.index = normalized_index + + return series + + +def get_max_resample_interval( + extremes_list: List[pd.DataFrame], NTR_list: List[pd.Series] +) -> Tuple[float, pd.Series, int, float, float]: + """ + Determine the maximum time interval used for re-sampling storm surge hydrographs. + + Parameters + ---------- + extremes_list : list of pd.DataFrame + Each dataframe contains event information with columns ['max', 'duration', + 'start', 'end'], and datetime index as event peaks. + NTR_list : list of pd.Series + List of non-tidal residual time series (datetime-indexed). + + Returns + ------- + tuple + max_interval : float + Maximum ∆t * D value across all events. + timeseries_max_interval : pd.Series + Corresponding NTR time series for the max interval event. + index_max_interval : int + Index of the station with the max interval event. + dt_max_interval : float + Sampling interval of the event with the max ∆t * D. + duration_max_interval : float + Duration (in hours) of the event with the max ∆t * D. + """ + + max_interval = 0 + timeseries_max_interval = None + + for j, extremes in enumerate(extremes_list): + extremes = extremes.copy() + extremes["t_peak"] = extremes.index + extremes.reset_index(drop=True, inplace=True) + + max_interval_element = 0 + + for i in range(len(extremes)): + timeseries = NTR_list[j][ + (NTR_list[j].index >= extremes["start"][i]) + & (NTR_list[j].index <= extremes["end"][i]) + ] + if len(timeseries) < 2: + continue + + dt = extremes["duration"][i] / (len(timeseries) - 1) + interval_value = dt * extremes["duration"][i] + + if interval_value > max_interval_element: + max_interval_element = interval_value + timeseries_max_element = timeseries + index_max_element = j + dt_max_element = dt + duration_max_element = extremes["duration"][i] + + if max_interval_element > max_interval: + max_interval = max_interval_element + timeseries_max_interval = timeseries_max_element + index_max_interval = index_max_element + dt_max_interval = dt_max_element + duration_max_interval = duration_max_element + + return ( + max_interval, + timeseries_max_interval, + index_max_interval, + dt_max_interval, + duration_max_interval, + ) + + +def extract_hydrographs( + extremes_list: List[pd.DataFrame], + NTR_list: List[pd.Series], + max_interval: float, + normalize_func: Callable[[pd.Series], pd.Series], +) -> List[np.ndarray]: + """ + Extract and resample normalized hydrographs from non-tidal residual (NTR) data. + + Parameters + ---------- + extremes_list : list of pd.DataFrame + List of dataframes containing event info with 'start' and 'end' columns. + NTR_list : list of pd.Series + List of non-tidal residual time series. + max_interval : float + Maximum interval value for resampling. + normalize_func : callable + Function to normalize a time series per event duration. + + Returns + ------- + list of np.ndarray + List where each element is a 2D array (events x resampled time steps). + """ + + hydrographs_list = [] + max_dt = 1 / max_interval + new_index = np.arange(0, 1 + max_dt, max_dt) + + for j, extremes in enumerate(extremes_list): + extremes = extremes.copy() + extremes["t_peak"] = extremes.index + extremes.reset_index(drop=True, inplace=True) + + regridded_NTR = [] + + for i in range(len(extremes)): + timeseries = NTR_list[j][ + (NTR_list[j].index >= extremes["start"][i]) + & (NTR_list[j].index <= extremes["end"][i]) + ] + + normalized = normalize_func(timeseries) + index_joined = normalized.index.join(new_index, how="outer") + regridded_temp = ( + normalized.reindex(index_joined) + .interpolate(method="slinear") + .reindex(new_index) + ) + regridded_NTR.append(regridded_temp) + + matrix_NTR = np.array(regridded_NTR) + matrix_NTR = matrix_NTR[:, :-1] + hydrographs_list.append(matrix_NTR) + + return hydrographs_list + + +def prepare_weighted_features( + extremes_list: List[pd.DataFrame], + hydrographs_list: List[np.ndarray], + ntr_weight: float = 0.5, + duration_weight: float = 0.5, +) -> np.ndarray: + """ + Concatenate and standardize hydrographs and durations, apply weighting, + and combine into a single feature matrix. + + Parameters + ---------- + extremes_list : list of pd.DataFrame + List of DataFrames containing extreme events with 'duration' in column index 1. + hydrographs_list : list of np.ndarray + List of 2D arrays with interpolated hydrographs. + ntr_weight : float, optional + Proportion of importance given to NTR features. Default is 0.5. + duration_weight : float, optional + Proportion of importance given to duration. Default is 0.5. + + Returns + ------- + np.ndarray + Combined weighted feature matrix for clustering. + """ + + # Concatenate all events and durations + array_extremes = np.concatenate([df.values for df in extremes_list]) + durations = array_extremes[:, 1] + + array_NTR = np.concatenate(hydrographs_list) + + # Standardize separately + scaler = StandardScaler() + scaled_NTR = scaler.fit_transform(array_NTR) + scaled_duration = scaler.fit_transform(durations.reshape(-1, 1)) + + # Apply weighting + ntr_weight_factor = np.sqrt(ntr_weight / scaled_NTR.shape[1]) + duration_weight_factor = np.sqrt(duration_weight) + + weighted_NTR = scaled_NTR * ntr_weight_factor + weighted_duration = scaled_duration * duration_weight_factor + + # Combine into single feature matrix + features = np.column_stack((weighted_NTR, weighted_duration)) + + return features + + +def plot_pca_variance( + pca: Any, n_components: int = 62, figsize: Tuple[int, int] = (10, 8), dpi: int = 600 +) -> None: + """ + Plot cumulative explained variance from a fitted PCA object. + + Parameters + ---------- + pca : sklearn.decomposition.PCA + Fitted sklearn PCA object. + n_components : int, optional + Number of components to display on x-axis. Default is 62. + figsize : tuple, optional + Figure size. Default is (10, 8). + dpi : int, optional + Dots per inch (image resolution). Default is 600. + """ + + plt.figure(figsize=figsize, dpi=dpi) + plt.plot( + range(n_components), + pca.explained_variance_ratio_.cumsum(), + marker="o", + linestyle="--", + color="#0076C2", + ) + plt.xlabel("Number of components", fontsize=12) + plt.ylabel("Cumulative explained variance", fontsize=12) + plt.grid(True, alpha=0.4) + plt.title("PCA Explained Variance", fontsize=14) + plt.tight_layout() + plt.show() + + +def extract_chosen_events( + md_reduced_index: List[int], + extremes_list: List[pd.DataFrame], + hydrographs_list: List[np.ndarray], + station_names: List[str], +) -> List[List[Union[str, Any]]]: + """ + Extract selected storm surge event metadata based on indices from dimensionality reduction. + + Parameters + ---------- + md_reduced_index : iterable + Indices of (MDA) selected events. + extremes_list : list + List of DataFrames containing extreme event data per station. + hydrographs_list : list + List of hydrograph series per station. + station_names : list + List of station names corresponding to extremes_list and hydrographs_list. + + Returns + ------- + list + List of [station_name, start_date, duration, magnitude] for selected events. + """ + + # Flatten event data + array_extremes = np.concatenate([df.values for df in extremes_list]) + start = array_extremes[:, 2] + duration = array_extremes[:, 1] + magnitude = array_extremes[:, 0] + + # Generate corresponding station names + stations = [] + for name, hydro in zip(station_names, hydrographs_list): + stations.extend([name] * hydro.shape[0]) + stations = np.array(stations) + + # Collect selected events + chosen_events = [] + for idx in md_reduced_index: + row = [stations[idx], start[idx], duration[idx], magnitude[idx]] + chosen_events.append(row) + + return chosen_events + + +def count_events_per_station( + chosen_events: List[List[Union[str, Any]]], +) -> Dict[str, int]: + """ + Count the number of selected storm surge events per station. + + Parameters + ---------- + chosen_events : list + List of [station_name, start_date, duration, magnitude] for selected events. + + Returns + ------- + dict + Dictionary with station names as keys and event counts as values. + """ + + # Extract station names from chosen events + station_names = [event[0] for event in chosen_events] + + # Count occurrences of each station name + station_event_counts = Counter(station_names) + + return dict(station_event_counts) + + +def plot_magnitude_duration_violin( + chosen_events: List[List[Union[str, Any]]], + station_names: List[str], + figsize_mm: Tuple[float, float] = (174, 234 / 3), + dpi: int = 300, +) -> None: + """ + Plot violin plots for magnitude and duration (in days) of storm surge events per station. + + Parameters + ---------- + chosen_events : list of list + List of [station, start_date, duration (hrs), magnitude] for selected events. + station_names : list of str + List of all station names (in desired order). + figsize_mm : tuple of float, optional + Figure size in millimeters (width, height). Default is (174, 234/3). + dpi : int, optional + Figure resolution in dots per inch. Default is 300. + """ + + # Prepare DataFrame + df = pd.DataFrame( + chosen_events, columns=["Station", "Start", "Duration", "Magnitude"] + ) + df["Duration_Days"] = df["Duration"] / 24 + df["Order"] = df["Station"].map({name: i for i, name in enumerate(station_names)}) + df_sorted = df.sort_values(by="Order") + + # Convert mm to inches + figsize_in = (figsize_mm[0] / 25.4, figsize_mm[1] / 25.4) + + # Create figure and grid spec + fig = plt.figure(figsize=figsize_in, dpi=dpi) + gs = GridSpec(1, 2) + + # === Magnitude Plot === + ax1 = fig.add_subplot(gs[:, 0]) + sns.violinplot( + data=df_sorted, + x="Magnitude", + y="Station", + order=station_names, + ax=ax1, + palette="husl", + inner="point", + edgecolor="None", + alpha=0.8, + inner_kws=dict(color="0.1", s=1), + zorder=3, + ) + ax1.set_xlabel("Magnitude [m]", fontsize=8, fontweight="bold") + ax1.set_ylabel("") + ax1.yaxis.tick_right() + ax1.yaxis.set_label_position("right") + ax1.set_yticklabels([]) + ax1.tick_params(axis="y", length=0) + ax1.set_xlim(-0.5, 4) + ax1.grid( + True, which="both", axis="both", color="lightgrey", linestyle="-", linewidth=0.5 + ) + for spine in ax1.spines.values(): + spine.set_color("grey") + spine.set_linewidth(0.7) + for label in ax1.get_xticklabels(): + label.set_fontsize(8) + ax1.text( + 0.02, + 0.98, + "a)", + transform=ax1.transAxes, + fontsize=12, + fontweight="bold", + verticalalignment="top", + horizontalalignment="left", + ) + + # === Duration Plot === + ax2 = fig.add_subplot(gs[:, 1]) + sns.violinplot( + data=df_sorted, + x="Duration_Days", + y="Station", + order=station_names, + ax=ax2, + palette="husl", + inner="point", + edgecolor="None", + alpha=0.8, + inner_kws=dict(color="0.1", s=1), + zorder=3, + ) + ax2.set_xlabel("Duration [days]", fontsize=8, fontweight="bold") + ax2.set_ylabel("") + ax2.yaxis.tick_right() + ax2.yaxis.set_label_position("right") + ax2.grid( + True, which="both", axis="both", color="lightgrey", linestyle="-", linewidth=0.5 + ) + for spine in ax2.spines.values(): + spine.set_color("grey") + spine.set_linewidth(0.7) + for label in ax2.get_xticklabels(): + label.set_fontsize(8) + for label in ax2.get_yticklabels(): + label.set_fontweight("bold") + label.set_fontsize(8) + ax2.text( + 0.02, + 0.98, + "b)", + transform=ax2.transAxes, + fontsize=12, + fontweight="bold", + verticalalignment="top", + horizontalalignment="left", + ) + + # Adjust position of second axis + pos2 = ax2.get_position() + ax2.set_position([pos2.x0 - 0.05, pos2.y0, pos2.width, pos2.height]) + + plt.tight_layout() + plt.show() + + +def sort_cluster_gen_corr_end( + centers: np.ndarray, dimdim: int +) -> Tuple[np.ndarray, int, int, float]: + """ + Organize dimdim centroids as in SOM (Self-Organizing Map). + + For dim=10, a matrix 10x10 has 100 centroids. Returns a matrix sc dimxdim + with the ordered index and a quality index qx, better the lesser. + + Parameters + ---------- + centers : np.ndarray + The dimxdim centroids with dimension (dimxdim, d). + dimdim : int + Number of clusters (must be rectangular, e.g., 20=4x5, 12=3x4). + + Returns + ------- + tuple + sc : np.ndarray + Ordered cluster matrix. + dimy : int + Number of rows in the matrix. + dimx : int + Number of columns in the matrix. + qx : float + Quality index (lower is better). + + Notes + ----- + Based on sort_cluster_gen_corr_end.m function created by rancellt@aemet.es, + Rafael Ancell, 22-10-2010. Modified by antonio.tomas@unican.es, 05-11-2010, + canovasv@unican.es, 22-12-2010, and aantolinezja@unican.es 03-06-2014. + + Raises + ------ + ValueError + If the number of clusters is not rectangular, e.g., 20=4x5, 12=3x4. + """ + + # 2D plots + if np.sqrt(dimdim) % 1 > 0: + dimy = int(np.floor(np.sqrt(dimdim))) + dimx = int(np.ceil(np.sqrt(dimdim))) + else: + dimy = int(np.sqrt(dimdim)) + dimx = int(np.sqrt(dimdim)) + + print(dimx) + if dimy * dimx != dimdim: + raise ValueError("Number of cluster must be rectangular, 20=4x5, 12=3x4.") + + dd = squareform(dist(centers, metric="euclidean"), force="tomatrix") + qx = 0 + + sc = np.reshape(np.random.permutation(dimdim), (dimy, dimx)) + + for i in range(dimy): + for j in range(dimx): + # FILA F-1 + if (i - 1) >= 0: + qx = qx + dd[sc[i - 1, j], sc[i, j]] + if (j - 1) >= 0: + qx = qx + dd[sc[i - 1, j - 1], sc[i, j]] + if (j + 1) < dimx: + qx = qx + dd[sc[i - 1, j + 1], sc[i, j]] + # FILA F + if (j - 1) >= 0: + qx = qx + dd[sc[i, j - 1], sc[i, j]] + if (j + 1) < dimx: + qx = qx + dd[sc[i, j + 1], sc[i, j]] + # FILA F+1 + if (i + 1) < dimy: + qx = qx + dd[sc[i + 1, j], sc[i, j]] + if (j - 1) >= 0: + qx = qx + dd[sc[i + 1, j - 1], sc[i, j]] + if (j + 1) < dimx: + qx = qx + dd[sc[i + 1, j + 1], sc[i, j]] + + q = np.inf + sigue = 1 + # Test all possible permutations of 3 nodes [i j k] + for i in range(dimdim): + if sigue == 0: + break + sigue = 0 + for j in range(dimdim): + for k in range(dimdim): + if len(np.unique([i, j, k])) == 3: + u = sc.copy() + u = np.reshape(u.T, (1, dimdim)) + u[0, i] = sc.T.flat[j] + u[0, j] = sc.T.flat[k] + u[0, k] = sc.T.flat[i] + u = np.reshape(u, (dimy, dimx)).T + f = 0 + for ix in range(dimy): + for jx in range(dimx): + print(jx) + + # FILA F-1 + if (ix - 1) >= 0: + f = f + dd[u[ix - 1, jx], u[ix, jx]] + if (jx - 1) >= 0: + f = f + dd[u[ix - 1, jx - 1], u[ix, jx]] + if (jx + 1) < dimx: + f = f + dd[u[ix - 1, jx + 1], u[ix, jx]] + # FILA F + if (jx - 1) >= 0: + f = f + dd[u[ix, jx - 1], u[ix, jx]] + if (jx + 1) < dimx: + f = f + dd[u[ix, jx + 1], u[ix, jx]] + # FILA F+1 + if (ix + 1) < dimy: + f = f + dd[u[ix + 1, jx], u[ix, jx]] + if (jx - 1) >= 0: + f = f + dd[u[ix + 1, jx - 1], u[ix, jx]] + if (jx + 1) < dimx: + f = f + dd[u[ix + 1, jx + 1], u[ix, jx]] + if f <= q: + q = f + sc = u + if q < qx: + qx = q + sigue = 1 + + return sc, dimy, dimx, qx + + +def merge_kmedians_with_optics( + kmed_labels: List[int], optics_labels: List[int] +) -> List[List[int]]: + """ + Merge K-medians cluster labels based on OPTICS clustering results. + + Parameters + ---------- + kmed_labels : list + List of K-medians cluster assignments (e.g., [0, 1, 1, 2, ...]). + optics_labels : list + Corresponding OPTICS cluster labels (e.g., [-1, 0, 0, 1, ...]). + + Returns + ------- + list + List of cluster indices grouped by OPTICS label + """ + + # Initialize a dictionary to store merged clusters + merged_clusters = {} + unchanged_clusters = [] + + # Iterate over optics_labels and merge clusters with the same label (excluding -1) + for i, label in enumerate(optics_labels): + if label == -1: + unchanged_clusters.append(kmed_labels[i]) + else: + if label not in merged_clusters: + merged_clusters[label] = kmed_labels[i] + else: + merged_clusters[label].extend(kmed_labels[i]) + + # Remove duplicates in each cluster after merging + for key in merged_clusters: + merged_clusters[key] = list(set(merged_clusters[key])) + + # Combine merged clusters and unchanged clusters + merged_cluster_labels = [merged_clusters[key] for key in sorted(merged_clusters)] + merged_cluster_labels.extend(unchanged_clusters) + + return merged_cluster_labels + + +def plot_clusters_NTR_only( + labels: List[List[int]], hydrographs_list: List[np.ndarray], md_reduced: Any +) -> None: + """ + Plot clustered NTR hydrographs with centroids. + + Parameters + ---------- + labels : list + Cluster labels for each event. + hydrographs_list : list of np.ndarray + List of hydrograph arrays per station. + md_reduced : object + Dimensionality reduction object with index attribute. + """ + + # Sort clusters by size + chosen_labels = labels.copy() + chosen_labels.sort(key=len, reverse=True) + + array_NTR = np.concatenate(hydrographs_list) + + # Calculate centroids + centroids = [] + for cluster_indices in chosen_labels: + mapped_indices = [md_reduced.index[index] for index in cluster_indices] + cluster_data = array_NTR[mapped_indices] + centroid = np.median(cluster_data, axis=0) + centroids.append(centroid) + + # Set up figure + fig, axs = plt.subplots(8, 7, figsize=(174 / 25.4, 234 / 25.4), dpi=600) + + for i, cluster_indices in enumerate(chosen_labels): + row, col = divmod(i, 7) + + ax = axs[row, col] + for index in cluster_indices: + array_index = md_reduced.index[index] + ax.plot(array_NTR[array_index], alpha=0.7, linewidth=0.5, color="#C49FE7") + + ax.plot(centroids[i], linewidth=1, color="#6F1D77", label="Centroid") + + ax.set_ylim(-2, 4) + ax.set_yticks([-1, 1, 3]) + ax.tick_params(axis="y", labelsize=8, colors="#6F1D77") + ax.set_xticks([0, 500, 1000]) + ax.tick_params(axis="x", labelsize=8, colors="black") + + # Add title and likelihood annotation + likelihood = len(cluster_indices) / 972 + ax.set_title(f"Type {i + 1}", fontsize=10, fontweight="bold", pad=13) + ax.text( + 0.5, + 1.02, + f"{likelihood:.2%}", + transform=ax.transAxes, + fontsize=8, + color="black", + ha="center", + va="bottom", + ) + + # Hide y-axis labels if not first column + if col != 0: + ax.get_yaxis().set_visible(False) + # Hide x-axis labels if not last row + if row != 7: + ax.get_xaxis().set_visible(False) + + for spine in ax.spines.values(): + spine.set_edgecolor("gray") + spine.set_linewidth(1) + spine.set_alpha(0.3) + + # Add shared labels + fig.text( + 0.06, + 0.5, + "Non-tidal residual [m]", + va="center", + rotation="vertical", + fontsize=10, + color="#6F1D77", + fontweight="bold", + ) + fig.text( + 0.5, + 0.088, + "Re-sampled time step", + va="center", + ha="center", + fontsize=10, + color="black", + fontweight="bold", + ) + + plt.subplots_adjust(hspace=0.7) + plt.show() diff --git a/methods/statistical_downscaling/ExtremeEventClassification/utils/extremes.py b/methods/statistical_downscaling/ExtremeEventClassification/utils/extremes.py new file mode 100644 index 00000000..2913e017 --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/utils/extremes.py @@ -0,0 +1,228 @@ +from typing import Tuple + +import numpy as np +import pandas as pd + + +def pot( + var: pd.Series, + indep: float, + mindur: float, + eventopt: str, + res: float, + resunit: str, + qopt: str, + q: float, +) -> Tuple[pd.DataFrame, pd.Series, float]: + """ + Peak Over Threshold (POT) method to extract events from time series data. + + This function implements three different methods for detecting extreme events + in time series data based on threshold exceedances. + + Parameters + ---------- + var : pd.Series + Pandas Series with datetime index containing the variable to analyze. + indep : float + Independence time in hours, minimum separation between events. + mindur : float + Minimum event duration in hours. + eventopt : str + Event detection method, one of: + - 'exc': exceedances separated by more than independence time + - 'gaps': intervals defined by gaps between exceedances larger than independence time + - 'cont': continuous intervals of threshold exceedance, no independence enforced + res : float + Data resolution (time step) in units defined by resunit. + resunit : str + Unit of time for resolution, e.g., 'min', 'h', 'd'. + qopt : str + Threshold type specification, either 'quantile' or 'threshold'. + q : float + Threshold value or quantile value depending on qopt. + + Returns + ------- + vare : pd.DataFrame + DataFrame of detected events with columns ['max', 'duration', 'start', 'end']. + events : pd.Series + Series with annual counts of detected events. + varth : float + Threshold value used for event detection. + + Raises + ------ + ValueError + If qopt is not 'quantile' or 'threshold', or if eventopt is not one of + the valid options. + + Notes + ----- + The function supports three different event detection methods: + + - 'exc': Finds exceedances separated by more than the independence time + - 'gaps': Identifies intervals defined by gaps between exceedances + - 'cont': Detects continuous intervals of threshold exceedance + + Events with duration less than mindur are filtered out from the results. + """ + + # Determine threshold + if qopt[:4] == "quan": + varth = var.quantile(q) + elif qopt[:4] == "thre": + varth = q + else: + raise ValueError("qopt must start with 'quan' or 'thre'") + + # Select values exceeding threshold + vare = var[var >= varth] + print(vare) + + # ----- Event detection using exceedances ('exc') ----- + if eventopt == "exc": + # Find indices where time gap between exceedances > independence threshold + istorm = np.insert( + np.where((vare.index[1:] - vare.index[:-1]) > pd.Timedelta(res, resunit))[ + 0 + ], + 0, + -1, + ) + + indx, vmax, dur, start, end = [], [], [], [], [] + for i, j in zip(istorm[:-1] + 1, istorm[1:]): + sub_var = vare[i : j + 1] + indx.append(sub_var.idxmax()) + vmax.append(sub_var.max()) + start.append(sub_var.index[0]) + end.append(sub_var.index[-1]) + dur.append( + (sub_var.index[-1] - sub_var.index[0]).total_seconds() / 3600 + ) # hours + + indx = pd.Index(indx) + + if len(indx) == 0: + print("no INDX", flush=True) + return np.nan, np.nan, np.nan + + # Check event independence based on indep threshold (hours) + indx2, vmax2, dur2, start2, end2 = ( + [indx[0]], + [vmax[0]], + [dur[0]], + [start[0]], + [end[0]], + ) + for i, v, d, st, en in zip(indx[1:], vmax[1:], dur[1:], start[1:], end[1:]): + if (i - indx2[-1]) > pd.Timedelta(indep, "h"): # independent event + indx2.append(i) + vmax2.append(v) + dur2.append(d) + start2.append(st) + end2.append(en) + else: + # Merge events, keep max amplitude and adjust duration + imx = np.argmax([vmax2[-1], v]) + indx2[-1] = [indx2[-1], i][imx] + vmax2[-1] = [vmax2[-1], v][imx] + end2[-1] = en + dur2[-1] = (en - start2[-1]).total_seconds() / 3600 # hours + + vare = pd.DataFrame( + index=indx2, + data=np.vstack((vmax2, dur2, start2, end2)).T, + columns=["max", "duration", "start", "end"], + ) + vare = vare[vare["duration"] >= mindur] + events = vare["max"].groupby(vare.index.year).agg("count") + + # ----- Event detection using gaps between exceedances ('gaps') ----- + elif eventopt == "gaps": + indx, vmax, dur, start, end = [], [], [], [], [] + + if len(vare) == 0: + print("No exceedances found.") + elif len(vare) == 1: + cluster = vare + indx.append(cluster.idxmax()) + vmax.append(cluster.loc[cluster.idxmax()]) + start.append(cluster.index[0]) + end.append(cluster.index[-1]) + dur.append( + (cluster.index[-1] - cluster.index[0]).total_seconds() / 3600 + ) # hours + else: + # Locate gap indices where gap > independence threshold + gap_indices = np.argwhere( + (vare.index[1:] - vare.index[:-1]) > pd.Timedelta(indep, "h") + ).flatten() + + if len(gap_indices) == 0: + # All exceedances are in one cluster + cluster = vare + indx.append(cluster.idxmax()) + vmax.append(cluster.loc[cluster.idxmax()]) + start.append(cluster.index[0]) + end.append(cluster.index[-1]) + dur.append( + (cluster.index[-1] - cluster.index[0]).total_seconds() / 3600 + ) # hours + else: + for i, gap_index in enumerate(gap_indices): + if i == 0: + cluster = vare.iloc[: gap_index + 1] + else: + cluster = vare.iloc[gap_indices[i - 1] + 1 : gap_index + 1] + + indx.append(cluster.idxmax()) + vmax.append(cluster.loc[cluster.idxmax()]) + start.append(cluster.index[0]) + end.append(cluster.index[-1]) + dur.append( + (cluster.index[-1] - cluster.index[0]).total_seconds() / 3600 + ) # hours + + indx = pd.Index(indx) + vare = pd.DataFrame( + index=indx, + data=np.vstack((vmax, dur, start, end)).T, + columns=["max", "duration", "start", "end"], + ) + vare = vare[vare["duration"] >= mindur] + events = vare["max"].groupby(vare.index.year).agg("count") + + # ----- Event detection using continuous threshold exceedance ('cont') ----- + elif eventopt == "cont": + istorm = np.insert( + np.where((vare.index[1:] - vare.index[:-1]) > pd.Timedelta(res, resunit))[ + 0 + ], + 0, + -1, + ) + + indx, vmax, dur, start, end = [], [], [], [], [] + for i, j in zip(istorm[:-1] + 1, istorm[1:]): + sub_var = vare[i : j + 1] + indx.append(sub_var.idxmax()) + vmax.append(sub_var.max()) + start.append(sub_var.index[0]) + end.append(sub_var.index[-1]) + dur.append(sub_var.count() * res) + + indx = pd.Index(indx) + vare = pd.DataFrame( + index=indx, + data=np.vstack((vmax, dur, start, end)).T, + columns=["max", "duration", "start", "end"], + ) + vare = vare[vare["duration"] >= mindur] + events = vare["max"].groupby(vare.index.year).agg("count") + + else: + raise ValueError("Invalid eventopt: choose 'exc', 'gaps', or 'cont'") + + return vare, events, varth diff --git a/methods/statistical_downscaling/ExtremeEventClassification/utils/refinement.py b/methods/statistical_downscaling/ExtremeEventClassification/utils/refinement.py new file mode 100644 index 00000000..bb8ad330 --- /dev/null +++ b/methods/statistical_downscaling/ExtremeEventClassification/utils/refinement.py @@ -0,0 +1,260 @@ +from typing import Any, List + +import numpy as np + + +def filter_clusters_by_removal_and_centroid( + merged_cluster_labels: List[List[int]], + hydrographs_list: List[np.ndarray], + md_reduced: Any, + threshold: float = 1.0, +) -> List[List[int]]: + """ + Filter clusters by removing unwanted indices and applying centroid threshold criteria. + + Parameters + ---------- + merged_cluster_labels : list of list of int + List of lists, where each sublist contains indices of a cluster. + hydrographs_list : list of np.ndarray + List of hydrograph series per station. + md_reduced : Any + Pandas DataFrame or Series containing original indices of data points. + threshold : float, optional + Minimum required max value in cluster centroid to keep it. Default is 1.0. + + Returns + ------- + list of list of int + Filtered cluster labels after removal and threshold filtering. + """ + + array_NTR = np.concatenate(hydrographs_list) + + labels_to_remove = [ + 64, + 65, + 197, + 171, + 170, + 111, + 258, + 252, + 104, + 84, + 267, + 278, + 123, + 56, + 79, + 59, + 305, + 224, + 11, + 72, + 208, + 244, + 309, + 286, + 282, + 142, + 235, + 127, + 233, + 307, + 14, + 185, + 263, + 228, + 88, + 108, + 300, + 95, + 239, + 159, + 85, + 223, + 124, + 241, + 168, + 94, + 156, + 52, + 181, + 77, + 152, + 120, + 270, + 162, + 274, + 187, + 245, + 251, + 198, + 163, + 100, + 238, + 86, + ] + + # Remove clusters listed in labels_to_remove + filtered_clusters_labels = [ + label + for index, label in enumerate(merged_cluster_labels) + if index not in labels_to_remove + ] + + # Compute centroids and filter by threshold + labels_max_threshold = [] + for cluster_indices in filtered_clusters_labels: + mapped_indices = [md_reduced.index[index] for index in cluster_indices] + cluster_data = array_NTR[mapped_indices] + centroid = np.median(cluster_data, axis=0) + if np.max(centroid) > threshold: + labels_max_threshold.append(cluster_indices) + + return labels_max_threshold + + +def manual_merge_step_one(filtered_clusters: List[List[int]]) -> List[List[int]]: + """ + Perform first manual merge step by combining specified cluster pairs. + + Parameters + ---------- + filtered_clusters : list of list of int + List of cluster labels to merge. + + Returns + ------- + list of list of int + Merged cluster labels after step one. + """ + + labels = filtered_clusters.copy() + + merge_map = [ + (75, 87), + (16, 64), + (47, 82), + (47, 72), + (21, 41), + (23, 50), + (26, 18), + (33, 60), + (55, 73), + (40, 79), + (20, 159), + (1, 120), + (35, 93), + (48, 156), + (12, 5), + (9, 87), + (9, 153), + (9, 165), + (61, 89), + (52, 74), + (59, 99), + (62, 102), + (63, 113), + (83, 162), + (94, 111), + (92, 121), + (100, 158), + (100, 71), + (106, 151), + (2, 128), + (98, 137), + (11, 157), + (15, 162), + ] + + for target, source in merge_map: + if source < len(labels) and target < len(labels): + labels[target].extend(labels[source]) + labels[source] = [] + + return [label for label in labels if label] + + +def manual_merge_step_two(filtered_clusters: List[List[int]]) -> List[List[int]]: + """ + Perform second manual merge step by combining specified cluster pairs. + + Parameters + ---------- + filtered_clusters : list of list of int + List of cluster labels to merge. + + Returns + ------- + list of list of int + Merged cluster labels after step two. + """ + + labels = filtered_clusters.copy() + + merge_map = [ + (65, 54), + (91, 105), + (26, 27), + (62, 18), + (3, 16), + (5, 31), + (29, 97), + (12, 52), + (11, 116), + (44, 45), + (44, 42), + (118, 134), + (118, 14), + (69, 2), + (69, 9), + (7, 24), + (7, 122), + ] + + for target, source in merge_map: + if source < len(labels) and target < len(labels): + labels[target].extend(labels[source]) + labels[source] = [] + + return [label for label in labels if label] + + +def manual_merge_step_three(filtered_clusters: List[List[int]]) -> List[List[int]]: + """ + Perform third manual merge step by combining specified cluster pairs. + + Parameters + ---------- + filtered_clusters : list of list of int + List of cluster labels to merge. + + Returns + ------- + list of list of int + Merged cluster labels after step three. + """ + + labels = filtered_clusters.copy() + + merge_map = [ + (75, 97), + (79, 84), + (2, 28), + (3, 103), + (17, 30), + (7, 22), + (4, 87), + (4, 16), + (38, 85), + (38, 55), + ] + + for target, source in merge_map: + if source < len(labels) and target < len(labels): + labels[target].extend(labels[source]) + labels[source] = [] + + return [label for label in labels if label] diff --git a/methods/statistical_downscaling/GlobalSurgeSeasons/01_ALL.ipynb b/methods/statistical_downscaling/GlobalSurgeSeasons/01_ALL.ipynb new file mode 100644 index 00000000..526da4ba --- /dev/null +++ b/methods/statistical_downscaling/GlobalSurgeSeasons/01_ALL.ipynb @@ -0,0 +1,1910 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "775b2bf4", + "metadata": {}, + "source": [ + "

Statistical estimation of seasonality

\n", + "\n", + "
\n", + "\n", + "Overview \n", + "\n", + "In this notebook, we estimate seasonal distribution of extreme events for any location in the world. \n", + "We explore when the most extreme events cluster in time, the strength of their timing, \n", + "and their cumulative effect in defining the length of the identified seasons.\n", + "\n", + "\n", + "Method\n", + "
    \n", + "
  1. Correct for trends in the time series using the Butterworth low-pass filter;
    2. \n", + "
  2. Extract the number of required extreme events (peaks) over a user-defined threshold;
    3. \n", + "
  3. Assess the seasonality of selected peaks based on the mixture model of the Von Mises–Fisher distribution;
    4. \n", + "
  4. Determine the length of the identified seasons from the first derivative of the model's distribution function.
    5. \n", + "
\n", + "\n", + "\n", + "---\n", + "\n", + "Key notes\n", + "\n", + "
    \n", + "
  • Point 1: The butter worth low pass filter is sensitive to nan values. ensure all nan values are dropped
    • \n", + "
  • Point 2: The selection of peaks is over the entire timeseries and should be modified as required
    • \n", + "
  • Point 3: Minimum number of angles to fit the Von Mises-Fisher distribution correctly is 30
    • \n", + "
\n", + "\n", + "Key papers\n", + "
    \n", + "
  • ButterWorth low-pass filter: Roberts, J. and Roberts, T.D. (1978) ‘Use of the Butterworth low-pass filter for oceanographic data’, Journal of Geophysical Research: Oceans, 83(C11), pp. 5510–5514. Available at: https://doi.org/10.1029/JC083iC11p05510.
    • \n", + " \n", + "
  • Extreme values modelling: Coles, S. (2001), An Introduction to Statistical Modeling of Extreme Values, Springer, London, U. K.
    • \n", + " \n", + "
  • Von Mises-Fisher distribution : Hornik, K. and Grün, B. (2014) ‘movMF: An R Package for Fitting Mixtures of von Mises-Fisher Distributions’, Journal of Statistical Software, 58, pp. 1–31. Available at: https://doi.org/10.18637/jss.v058.i10.
    • \n", + "
\n", + "\n", + "Key requirement\n", + "\n", + "
    \n", + "
  • This notebook requires embedding an R interpreter in Python using rpy2.
    • \n", + "\n", + "
  • Step 1: Install R on your system:\n", + "
      \n", + "
    • Windows: Download and install from CRAN.
      • \n", + "
    • macOS: Download from CRAN.
      • \n", + "
    • Linux: Use your package manager to install R.
      • \n", + "
    \n", + "
    • \n", + "\n", + "
  • Step 2: Install rpy2 in Python:\n", + " 
    # Using pip\n",
+    "pip install rpy2\n",
+    "
    \n", + "
    • \n", + "\n", + "
  • Step 3: Install the required R packages.\n", + "
      \n", + "
    • \n", + " Option 1: From R console:\n", + " 
      install.packages(c(\"movMF\", \"circular\", \"CircStats\", \"ggplot2\"))
      \n", + "
      • \n", + "
    • \n", + " Option 2: From Python using rpy2:\n", + " 
      import rpy2.robjects.packages as rpackages\n",
+    "utils = rpackages.importr('utils')\n",
+    "utils.chooseCRANmirror(ind=1)  \n",
+    "packages_to_install = ['movMF', 'circular', 'CircStats', 'ggplot2']\n",
+    "for pkg in packages_to_install:\n",
+    "    if not rpackages.isinstalled(pkg):\n",
+    "        utils.install_packages(pkg)
      \n", + "
      • \n", + "
    \n", + "
    • \n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9cabfb3e", + "metadata": {}, + "outputs": [], + "source": [ + "# Import necessary python packages\n", + "import glob\n", + "import xarray as xr\n", + "import pandas as pd\n", + "import numpy as np\n", + "import math\n", + "import os\n", + "from scipy.signal import butter, filtfilt" + ] + }, + { + "cell_type": "markdown", + "id": "61d7c48f", + "metadata": {}, + "source": [ + "Step 0: Access the input data and select a location of choice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4caf4d10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_0.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_1.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_2.parquet', 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'/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43109.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43110.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43111.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43112.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43113.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43114.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43115.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43116.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43117.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43118.parquet']\n" + ] + } + ], + "source": [ + "def extract_number(filename):\n", + " return int(''.join(filter(str.isdigit, filename)))\n", + "\n", + "station_files = glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/*.parquet')\n", + "station_files.sort(key=extract_number)\n", + "print(station_files)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11d4137c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "surge_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "skew_surge", + "rawType": "float64", + "type": "float" + } + ], + "ref": "5c8c65b7-6069-4449-ba1f-172cf4e872b1", + "rows": [ + [ + "0", + "1950-01-01 11:30:00", + "0.176" + ], + [ + "1", + "1950-01-02 11:00:00", + "0.279" + ], + [ + "2", + "1950-01-02 11:00:00", + "0.30300000000000005" + ], + [ + "3", + "1950-01-03 14:40:00", + "0.205" + ], + [ + "4", + "1950-01-04 11:00:00", + "0.10199999999999998" + ], + [ + "5", + "1950-01-05 09:00:00", + 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surge_timeskew_surge
01950-01-01 11:30:000.176
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43659 rows × 2 columns

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" + ], + "text/plain": [ + " surge_time skew_surge\n", + "0 1950-01-01 11:30:00 0.176\n", + "1 1950-01-02 11:00:00 0.279\n", + "2 1950-01-02 11:00:00 0.303\n", + "3 1950-01-03 14:40:00 0.205\n", + "4 1950-01-04 11:00:00 0.102\n", + "... ... ...\n", + "43654 2024-12-29 06:40:00 0.195\n", + "43655 2024-12-29 14:00:00 0.215\n", + "43656 2024-12-31 05:10:00 0.244\n", + "43657 2024-12-31 11:20:00 0.246\n", + "43658 2024-12-31 23:50:00 0.260\n", + "\n", + "[43659 rows x 2 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "one_station = station_files[1827] \n", + "input_station = pd.read_parquet(one_station)\n", + "input_station = input_station [['surge_time','skew_surge']]\n", + "input_station" + ] + }, + { + "cell_type": "markdown", + "id": "8f4de86e", + "metadata": {}, + "source": [ + "Step 1: Filter the timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "331e3c41", + "metadata": {}, + "outputs": [], + "source": [ + "def butterworth_low_pass_filter(data: pd.Series, cutoff: float = 0.0000000316880878140, order: int = 2, sample_rate: float = 1/3600) -> pd.Series:\n", + " nyq = 0.5 * sample_rate\n", + " normal_cutoff = cutoff / nyq\n", + " b, a = butter(order, normal_cutoff, btype='low', analog=False)\n", + " filtered = filtfilt(b, a, input_station.skew_surge)\n", + " cleaned_data = input_station.skew_surge - filtered\n", + " filtered_surge = pd.DataFrame({\n", + " 'date': input_station['surge_time'],\n", + " 'filtered_surge': cleaned_data\n", + " })\n", + " return filtered_surge" + ] + }, + { + "cell_type": "markdown", + "id": "a444866c", + "metadata": {}, + "source": [ + "\n", + "Step 2: Decluster the timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2610636c", + "metadata": {}, + "outputs": [], + "source": [ + "def decluster_timeseries(filtered_data: pd.DataFrame, indep: int = 36, quantile: float = 0.80) -> pd.DataFrame:\n", + " filtered_data['date'] = pd.to_datetime(filtered_data['date'])\n", + " threshold = filtered_data['filtered_surge'].quantile(quantile)\n", + " peaks = filtered_data[filtered_data['filtered_surge'] > threshold].copy()\n", + " peaks = peaks.sort_values(by='date').reset_index(drop=True)\n", + "\n", + " selected_peaks = []\n", + " prev_peak = None\n", + "\n", + " for _, peak in peaks.iterrows():\n", + " peak_time = peak['date']\n", + " peak_value = peak['filtered_surge']\n", + " \n", + " window_start = peak_time - pd.Timedelta(hours=indep)\n", + " window_end = peak_time + pd.Timedelta(hours=indep)\n", + "\n", + " if prev_peak is not None and prev_peak['window_end'] >= window_start:\n", + " # Overlapping: keep the higher of the two\n", + " if peak_value > prev_peak['peak']['filtered_surge']:\n", + " prev_peak = {'window_start': window_start, 'window_end': window_end, 'peak': peak}\n", + " else:\n", + " continue\n", + " else:\n", + " # No overlap or first peak\n", + " if prev_peak is not None:\n", + " selected_peaks.append(prev_peak['peak'])\n", + " prev_peak = {'window_start': window_start, 'window_end': window_end, 'peak': peak}\n", + "\n", + " # Add the last selected peak if it exists\n", + " if prev_peak is not None:\n", + " selected_peaks.append(prev_peak['peak'])\n", + "\n", + " # Create a new DataFrame of the selected peaks\n", + " declustered_peaks_df = pd.DataFrame(selected_peaks).reset_index(drop=True)\n", + " \n", + " return declustered_peaks_df" + ] + }, + { + "cell_type": "markdown", + "id": "fc0f31eb", + "metadata": {}, + "source": [ + "Step 3: Extract Peaks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78315d9d", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_top_peaks(selected_peaks: pd.DataFrame, top_n: int = 117) -> pd.DataFrame:\n", + " sort_df = selected_peaks.sort_values(by='filtered_surge', ascending=False)\n", + " Top_117 = sort_df[:top_n]\n", + " Top_117 = Top_117.reset_index(drop=True)\n", + " Top_117['doy'] = Top_117.date.dt.dayofyear\n", + " Top_117['doy radian'] = Top_117['doy'] / 365 * (2 * math.pi)\n", + " \n", + " return Top_117" + ] + }, + { + "cell_type": "markdown", + "id": "0051b3db", + "metadata": {}, + "source": [ + "Step 4: Extract day of year in radians" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a3ffaf8", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_doy_radians(df: pd.DataFrame) -> np.ndarray:\n", + " return df['doy radian'].to_numpy()" + ] + }, + { + "cell_type": "markdown", + "id": "66928b93", + "metadata": {}, + "source": [ + "Step 5: Call the functions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0320939d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filtered_Data:\n", + " date filtered_surge\n", + "0 1950-01-01 11:30:00 0.017134\n", + "1 1950-01-02 11:00:00 0.120189\n", + "2 1950-01-02 11:00:00 0.144245\n", + "3 1950-01-03 14:40:00 0.046300\n", + "4 1950-01-04 11:00:00 -0.056645\n", + "... ... ...\n", + "43654 2024-12-29 06:40:00 0.127575\n", + "43655 2024-12-29 14:00:00 0.147575\n", + "43656 2024-12-31 05:10:00 0.176575\n", + "43657 2024-12-31 11:20:00 0.178575\n", + "43658 2024-12-31 23:50:00 0.192575\n", + "\n", + "[43659 rows x 2 columns]\n", + "Selected_Peaks:\n", + " date filtered_surge\n", + "0 1950-01-02 11:00:00 0.144245\n", + "1 1950-02-19 12:30:00 0.141279\n", + "2 1950-02-24 04:10:00 0.197886\n", + "3 1950-03-07 00:10:00 0.130988\n", + "4 1950-03-11 21:40:00 0.150319\n", + "... ... ...\n", + "1703 2024-11-25 02:10:00 0.302575\n", + "1704 2024-12-02 17:20:00 0.265575\n", + "1705 2024-12-22 05:50:00 0.276575\n", + "1706 2024-12-25 09:20:00 0.207575\n", + "1707 2024-12-31 23:50:00 0.192575\n", + "\n", + "[1708 rows x 2 columns]\n", + "Top_peaks:\n", + " date filtered_surge doy doy radian\n", + "0 2020-02-22 17:50:00 0.850923 53 0.912353\n", + "1 1983-01-30 15:10:00 0.841885 30 0.516426\n", + "2 2005-01-09 07:10:00 0.824967 9 0.154928\n", + "3 1990-02-27 08:40:00 0.783631 58 0.998424\n", + "4 1983-01-18 16:00:00 0.768979 18 0.309856\n", + ".. ... ... ... ...\n", + "112 1983-10-19 13:00:00 0.513283 292 5.026548\n", + "113 2011-12-19 16:50:00 0.513122 353 6.076615\n", + "114 1988-12-13 21:00:00 0.512577 348 5.990544\n", + "115 2015-12-10 13:50:00 0.512224 344 5.921687\n", + "116 1989-02-19 13:40:00 0.511853 50 0.860710\n", + "\n", + "[117 rows x 4 columns]\n", + "Angles:\n", + " [0.91235294 0.51642619 0.15492786 0.99842397 0.30985571 0.2754273\n", + " 6.28318531 1.22220865 0.36149833 0.17214206 0.8090677 5.85283015\n", + " 0.37871254 0.58528301 5.90447277 0.67135405 0.20657048 0.22378468\n", + " 0.34428413 1.17056603 0.29264151 0.44756936 1.084495 5.28476134\n", + " 0.2754273 0.2754273 0.10328524 5.81840174 0.89513873 0.44756936\n", + " 0.39592675 1.53206436 0.39592675 0.08607103 5.62904547 0.06885683\n", + " 5.49133182 5.90447277 0.24099889 1.084495 1.39435071 6.24875689\n", + " 6.00775801 1.13613762 5.78397332 6.14547166 0.72299667 5.56018864\n", + " 5.62904547 0.22378468 5.25033293 5.35361817 0.10328524 0.60249722\n", + " 1.27385127 0.67135405 1.42877912 0.18935627 0.46478357 5.81840174\n", + " 0.49921198 0.22378468 6.30039951 0.92956714 6.11104324 6.19711428\n", + " 1.01563817 0.87792452 6.04218642 4.47569364 5.4569034 1.32549389\n", + " 0.44756936 5.66347388 1.05006659 6.04218642 1.084495 0.74021087\n", + " 5.85283015 0.30985571 0.99842397 0.79185349 5.90447277 0.60249722\n", + " 5.95611539 0.51642619 0.98120976 1.32549389 0.20657048 0.79185349\n", + " 5.81840174 0.65413984 1.32549389 1.44599333 0.5508546 5.56018864\n", + " 0.51642619 1.15335182 0.99842397 0.96399555 6.14547166 5.4396892\n", + " 0.08607103 4.92326301 1.084495 0.84349611 0.18935627 0.74021087\n", + " 6.09382904 5.64625967 1.49763595 0.43035516 5.02654825 6.07661483\n", + " 5.9905438 5.92168697 0.86071032]\n" + ] + } + ], + "source": [ + "filtered_data = butterworth_low_pass_filter(input_station)\n", + "print ('Filtered_Data:\\n', filtered_data)\n", + "selected_peaks = decluster_timeseries(filtered_data)\n", + "print ('Selected_Peaks:\\n',selected_peaks)\n", + "top_peaks_df = extract_top_peaks(selected_peaks)\n", + "print ('Top_peaks:\\n',top_peaks_df)\n", + "angles = extract_doy_radians(top_peaks_df)\n", + "print ('Angles:\\n',angles)" + ] + }, + { + "cell_type": "markdown", + "id": "dbb60e26", + "metadata": {}, + "source": [ + "Step 6: Embed R in Python" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf11591a", + "metadata": {}, + "outputs": [], + "source": [ + "os.environ['R_HOME'] = '/sw/arch/RHEL8/EB_production/2023/software/R/4.3.2-gfbf-2023a/lib64/R'\n", + "import rpy2.robjects as robjects\n", + "from rpy2.robjects.packages import importr\n", + "from rpy2.robjects import r\n", + "movMF = importr('movMF')\n", + "circular = importr('circular')\n", + "CircStats = importr('CircStats')" + ] + }, + { + "cell_type": "markdown", + "id": "86f60386", + "metadata": {}, + "source": [ + "Step 7: Null Hypothesis test of circular uniformity" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47cbe422", + "metadata": {}, + "outputs": [], + "source": [ + "robjects.globalenv['angles'] = robjects.FloatVector(angles)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a724ea14", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Rayleigh Test of Uniformity \n", + " General Unimodal Alternative \n", + "\n", + "Test Statistic: 0.7813 \n", + "P-value: 0 \n", + "\n", + "\n", + " Rao's Spacing Test of Uniformity \n", + " \n", + "Test Statistic = 209.8883 \n", + "P-value < 0.001 \n", + " \n", + "\n", + " Kuiper's Test of Uniformity \n", + " \n", + "Test Statistic: 6.2735 \n", + "P-value < 0.01 \n", + " \n", + "\n", + " Watson's Test for Circular Uniformity \n", + " \n", + "Test Statistic: 3.8445 \n", + "P-value < 0.01 \n", + " \n", + "\n", + " Rao's Spacing Test of Uniformity \n", + " \n", + "Test Statistic = 209.8883 \n", + "P-value < 0.001 \n", + " \n", + "[1] 209.8883\n", + "[1] 0.001\n", + "\n", + " Kuiper's Test of Uniformity \n", + " \n", + "Test Statistic: 6.2735 \n", + "P-value: 0.01 \n", + " \n", + "[1] 6.273479\n", + "[1] 0.01\n", + "\n", + " Watson's Test for Circular Uniformity \n", + " \n", + "Test Statistic: 3.85 \n", + "Approximate P-value: 0.01 \n", + " \n", + "[1] 3.85\n", + "[1] 0.01\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " FloatVector with 4 elements.\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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Watson's Test\n", + "watson_test <- watson.test(angles_circular)\n", + "print(watson_test)\n", + "\n", + "#Only the Rayleigh test returns a list with that contains the P-value even though they all print the P-value to the screen.\n", + "#Therefore to extract the P-value of the other three tests, we need to modify the original function of the three other tests\n", + "\n", + "# 1. RAO SPACING \n", + "rao2 <- function (x, alpha = 0, rad = TRUE) \n", + "{\n", + " rao.table <- NULL\n", + " data(rao.table, package = \"CircStats\", envir = sys.frame(which = sys.nframe()))\n", + " if (rad == TRUE) \n", + " x <- deg(x)\n", + " x <- sort(x %% 360)\n", + " n <- length(x)\n", + " spacings <- c(diff(x), x[1] - x[n] + 360)\n", + " U <- 1/2 * sum(abs(spacings - 360/n))\n", + " if (n < 4) \n", + " stop(\"Sample size too small\")\n", + " if (n <= 30) \n", + " table.row <- n - 3\n", + " else if (n <= 32) \n", + " table.row <- 27\n", + " else if (n <= 37) \n", + " table.row <- 28\n", + " else if (n <= 42) \n", + " table.row <- 29\n", + " else if (n <= 47) \n", + " table.row <- 30\n", + " else if (n <= 62) \n", + " table.row <- 31\n", + " else if (n <= 87) \n", + " table.row <- 32\n", + " else if (n <= 125) \n", + " table.row <- 33\n", + " else if (n <= 175) \n", + " table.row <- 34\n", + " else if (n <= 250) \n", + " table.row <- 35\n", + " else if (n <= 350) \n", + " table.row <- 36\n", + " else if (n <= 450) \n", + " table.row <- 37\n", + " else if (n <= 550) \n", + " table.row <- 38\n", + " else if (n <= 650) \n", + " table.row <- 39\n", + " else if (n <= 750) \n", + " table.row <- 40\n", + " else if (n <= 850) \n", + " table.row <- 41\n", + " else if (n <= 950) \n", + " table.row <- 42\n", + " else table.row <- 43\n", + " \n", + " numeric_p_value <- NA # Initialize numeric p_value\n", + " \n", + " if (alpha == 0) {\n", + " cat(\"\\n\")\n", + " cat(\" Rao's Spacing Test of Uniformity\", \"\\n\", \"\\n\")\n", + " cat(\"Test Statistic =\", round(U, 5), \"\\n\")\n", + " if (U > rao.table[table.row, 1]) {\n", + " cat(\"P-value < 0.001\", \"\\n\", \"\\n\")\n", + " numeric_p_value <- 0.001 # Set p-value as 0.001 for \"< 0.001\"\n", + " } else if (U > rao.table[table.row, 2]) {\n", + " cat(\"0.001 < P-value < 0.01\", \"\\n\", \"\\n\")\n", + " numeric_p_value <- 0.01 # Set p-value as 0.01 for \"0.001 < P-value < 0.01\"\n", + " } else if (U > rao.table[table.row, 3]) {\n", + " cat(\"0.01 < P-value < 0.05\", \"\\n\", \"\\n\")\n", + " numeric_p_value <- 0.05 # Set p-value as 0.05 for \"0.01 < P-value < 0.05\"\n", + " } else if (U > rao.table[table.row, 4]) {\n", + " cat(\"0.05 < P-value < 0.10\", \"\\n\", \"\\n\")\n", + " numeric_p_value <- 0.10 # Set p-value as 0.10 for \"0.05 < P-value < 0.10\"\n", + " } else {\n", + " cat(\"P-value > 0.10\", \"\\n\", \"\\n\")\n", + " numeric_p_value <- 1 # Set p-value as 1 for \"> 0.10\"\n", + " }\n", + " }\n", + " else {\n", + " cat(\"\\n\")\n", + " cat(\" Rao's Spacing Test of Uniformity\", \"\\n\", \"\\n\")\n", + " cat(\"Test Statistic =\", round(U, 5), \"\\n\")\n", + " if (sum(alpha == c(0.001, 0.01, 0.05, 0.1)) == 0) \n", + " stop(\"Invalid significance level\")\n", + " table.col <- (1:4)[alpha == c(0.001, 0.01, 0.05, 0.1)]\n", + " critical <- rao.table[table.row, table.col]\n", + " cat(\"Level\", alpha, \"critical value =\", critical, \"\\n\")\n", + " if (U > critical) \n", + " cat(\"Reject null hypothesis of uniformity\", \"\\n\", \"\\n\")\n", + " else cat(\"Do not reject null hypothesis of uniformity\", \"\\n\", \"\\n\")\n", + " }\n", + " \n", + " return(list(Test_Statistic = U, P_Value = numeric_p_value)) # Return both the test statistic and numeric p-value\n", + "}\n", + "\n", + "# Usage of the modified RAO spacing function:\n", + "rao_result <- rao2(angles_circular)\n", + "print(rao_result$Test_Statistic)\n", + "print(rao_result$P_Value)\n", + "\n", + "# 2. Kuiper_test\n", + "kuiper_test <- function(x, alpha = 0) {\n", + " cat(\"\\n\", \" Kuiper's Test of Uniformity\", \"\\n\", \"\\n\")\n", + " \n", + " # Critical values for Kuiper's test\n", + " kuiper_crits <- cbind(c(0.15, 0.1, 0.05, 0.025, 0.01), c(1.537, 1.62, 1.747, 1.862, 2.001))\n", + " \n", + " # Sort the input and transform it\n", + " x <- sort(x %% (2 * pi))/(2 * pi)\n", + " n <- length(x)\n", + " i <- c(1:n)\n", + " \n", + " # Compute the test statistic\n", + " D.P <- max(i/n - x)\n", + " D.M <- max(x - (i - 1)/n)\n", + " V <- (D.P + D.M) * (sqrt(n) + 0.155 + 0.24/sqrt(n))\n", + " cat(\"Test Statistic:\", round(V, 4), \"\\n\")\n", + " \n", + " # Initialize p-value variable\n", + " p_value <- NA\n", + " \n", + " if (alpha == 0) {\n", + " # Assign numeric p-value based on the value of the test statistic\n", + " if (V < 1.537) {\n", + " p_value <- 0.15\n", + " } else if (V < 1.62) {\n", + " p_value <- 0.125\n", + " } else if (V < 1.747) {\n", + " p_value <- 0.075\n", + " } else if (V < 1.862) {\n", + " p_value <- 0.0375\n", + " } else if (V < 2.001) {\n", + " p_value <- 0.0175\n", + " } else {\n", + " p_value <- 0.01\n", + " }\n", + " cat(\"P-value:\", p_value, \"\\n\", \"\\n\")\n", + " } else {\n", + " # Critical value comparison if alpha is provided\n", + " Critical <- kuiper_crits[(1:5)[alpha == c(kuiper_crits[, 1])], 2]\n", + " cat(\"Level\", alpha, \"Critical Value:\", round(Critical, 4), \"\\n\")\n", + " \n", + " # Decision on the null hypothesis\n", + " if (V > Critical) {\n", + " cat(\"Reject Null Hypothesis\", \"\\n\", \"\\n\")\n", + " } else {\n", + " cat(\"Do Not Reject Null Hypothesis\", \"\\n\", \"\\n\")\n", + " }\n", + " }\n", + " \n", + " # Return both the test statistic and the p-value\n", + " return(list(test_statistic = V, p_value = p_value))\n", + "}\n", + "\n", + "# Usage of the modified Kuiper test function:\n", + "kuiper_result <- kuiper_test(angles_circular)\n", + "print(kuiper_result$test_statistic) \n", + "print(kuiper_result$p_value) \n", + "\n", + "# 3. Watson test\n", + "watson <- function(x, alpha = 0, dist = \"uniform\") {\n", + " # Initialize p-value variable\n", + " p_value <- NA\n", + " \n", + " if(dist == \"uniform\") {\n", + " cat(\"\\n\", \" Watson's Test for Circular Uniformity\", \"\\n\", \"\\n\")\n", + " n <- length(x)\n", + " u <- sort(x)/(2 * pi)\n", + " u.bar <- mean(u)\n", + " i <- seq(1:n)\n", + " sum.terms <- (u - u.bar - (2 * i - 1)/(2 * n) + 0.5)^2\n", + " u2 <- sum(sum.terms) + 1/(12 * n)\n", + " u2 <- (u2 - 0.1/n + 0.1/(n^2)) * (1 + 0.8/n)\n", + " crits <- c(99, 0.267, 0.221, 0.187, 0.152)\n", + " \n", + " if(n < 8) {\n", + " cat(\"Total Sample Size < 8: Results are not valid\", \"\\n\", \"\\n\")\n", + " return(list(test_statistic = u2, p_value = NA))\n", + " }\n", + " \n", + " cat(\"Test Statistic:\", round(u2, 4), \"\\n\")\n", + " \n", + " if(sum(alpha == c(0, 0.01, 0.025, 0.05, 0.1)) == 0)\n", + " stop(\"Invalid input for alpha\")\n", + " \n", + " if(alpha == 0) {\n", + " if(u2 > 0.267) {\n", + " p_value <- 0.01\n", + " } else if(u2 > 0.221) {\n", + " p_value <- 0.0175\n", + " } else if(u2 > 0.187) {\n", + " p_value <- 0.0375\n", + " } else if(u2 > 0.152) {\n", + " p_value <- 0.1\n", + " } else {\n", + " p_value <- 0.15\n", + " }\n", + " cat(\"Approximate P-value:\", p_value, \"\\n\", \"\\n\")\n", + " } else {\n", + " index <- (1:5)[alpha == c(0, 0.01, 0.025, 0.05, 0.1)]\n", + " Critical <- crits[index]\n", + " if(u2 > Critical)\n", + " Reject <- \"Reject Null Hypothesis\"\n", + " else\n", + " Reject <- \"Do Not Reject Null Hypothesis\"\n", + " \n", + " cat(\"Level\", alpha, \"Critical Value:\", round(Critical, 4), \"\\n\")\n", + " cat(Reject, \"\\n\", \"\\n\")\n", + " }\n", + " \n", + " } else if(dist == \"vm\") {\n", + " cat(\"\\n\", \" Watson's Test for the von Mises Distribution\", \"\\n\", \"\\n\")\n", + " u2.crits <- cbind(c(0, 0.5, 1, 1.5, 2, 4, 100),\n", + " c(0.052, 0.056, 0.066, 0.077, 0.084, 0.093, 0.096), c(0.061, 0.066, 0.079, 0.092, 0.101, 0.113, 0.117), \n", + " c(0.081, 0.09, 0.11, 0.128, 0.142, 0.158, 0.164))\n", + " n <- length(x)\n", + " mu.hat <- circ.mean(x)\n", + " kappa.hat <- est.kappa(x)\n", + " x <- (x - mu.hat) %% (2 * pi)\n", + " x <- matrix(x, ncol = 1)\n", + " z <- apply(x, 1, pvm, 0, kappa.hat)\n", + " z <- sort(z)\n", + " z.bar <- mean(z)\n", + " i <- c(1:n)\n", + " sum.terms <- (z - (2 * i - 1)/(2 * n))^2\n", + " Value <- sum(sum.terms) - n * (z.bar - 0.5)^2 + 1/(12 * n)\n", + " \n", + " if(kappa.hat < 0.25)\n", + " row <- 1\n", + " else if(kappa.hat < 0.75)\n", + " row <- 2\n", + " else if(kappa.hat < 1.25)\n", + " row <- 3\n", + " else if(kappa.hat < 1.75)\n", + " row <- 4\n", + " else if(kappa.hat < 3)\n", + " row <- 5\n", + " else if(kappa.hat < 5)\n", + " row <- 6\n", + " else\n", + " row <- 7\n", + " \n", + " if(alpha != 0) {\n", + " if(alpha == 0.1)\n", + " col <- 2\n", + " else if(alpha == 0.05)\n", + " col <- 3\n", + " else if(alpha == 0.01)\n", + " col <- 4\n", + " else {\n", + " stop(\"Invalid input for alpha\", \"\\n\", \"\\n\")\n", + " }\n", + " Critical <- u2.crits[row, col]\n", + " if(Value > Critical)\n", + " Reject <- \"Reject Null Hypothesis\"\n", + " else\n", + " Reject <- \"Do Not Reject Null Hypothesis\"\n", + " \n", + " cat(\"Test Statistic:\", round(Value, 4), \"\\n\")\n", + " cat(\"Level\", alpha, \"Critical Value:\", round(Critical, 4), \"\\n\")\n", + " cat(Reject, \"\\n\", \"\\n\")\n", + " \n", + " } else {\n", + " cat(\"Test Statistic:\", round(Value, 4), \"\\n\")\n", + " if(Value < u2.crits[row, 2])\n", + " p_value <- 0.1\n", + " else if((Value >= u2.crits[row, 2]) && (Value < u2.crits[row, 3]))\n", + " p_value <- 0.075\n", + " else if((Value >= u2.crits[row, 3]) && (Value < u2.crits[row, 4]))\n", + " p_value <- 0.025\n", + " else\n", + " p_value <- 0.01\n", + " cat(\"Approximate P-value:\", p_value, \"\\n\", \"\\n\")\n", + " }\n", + " \n", + " } else\n", + " stop(\"Distribution must be either uniform or von Mises\")\n", + " \n", + " # Return both the test statistic and the numeric p-value\n", + " return(list(test_statistic = ifelse(dist == \"uniform\", round(u2, 4), round(Value, 4)), p_value = p_value))\n", + "}\n", + "\n", + "# Usage of the modified Watson test function:\n", + "watson_result <- watson(angles_circular)\n", + "print(watson_result$test_statistic) \n", + "print(watson_result$p_value) \n", + "\n", + "# Combine p-values into a vector\n", + "p_values <- c(rayleigh_test$p.value, kuiper_result$p_value, watson_result$p_value, rao_result$P_Value)\n", + "p_values\n", + "''')" + ] + }, + { + "cell_type": "markdown", + "id": "1fbfc766", + "metadata": {}, + "source": [ + "Step 8: Compute Bonferroni correction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae385cf6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " R/rpy2 DataFrame (4 x 3)\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
TestP_ValueSignificant
\n", + " ...\n", + " \n", + " ...\n", + " \n", + " ...\n", + "
\n", + " " + ], + "text/plain": [ + " [19]\n", + "R classes: ('data.frame',)\n", + "[StrSexpVector, FloatSexpVector, BoolSexpVector]\n", + " Test: \n", + " [16]\n", + " P_Value: \n", + " [14]\n", + " Significant: \n", + " [10]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "r('''\n", + "alpha <- 0.05\n", + "alpha_adjusted <- alpha / 4 # For four tests\n", + "Bonferronicor <- data.frame(\n", + " Test = c(\"Rayleigh\", \"Kuiper\", \"Watson\", \"Rao\"),\n", + " P_Value = p_values,\n", + " Significant = p_values < alpha_adjusted\n", + ")\n", + "''')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b105042", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Test P_Value Significant\n", + "1 Rayleigh 9.660513e-32 TRUE\n", + "2 Kuiper 1.000000e-02 TRUE\n", + "3 Watson 1.000000e-02 TRUE\n", + "4 Rao 1.000000e-03 TRUE\n", + "\n" + ] + } + ], + "source": [ + "bonferroni_df = r('Bonferronicor')\n", + "print(bonferroni_df)" + ] + }, + { + "cell_type": "markdown", + "id": "cf963e67", + "metadata": {}, + "source": [ + "Step 9: Fit the Von Mises-Fisher Model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da3777c2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] 1\n", + "theta:\n", + " [,1] [,2]\n", + "1 2.538791 0.7915087\n", + "alpha:\n", + "[1] 1\n", + "L:\n", + "[1] 89.34162\n", + "[1] \"Circular Correlation Coefficient: 0.916589292464587\"\n", + "[1] \"Estimated mean directions (in radians):\"\n", + " 1 \n", + "0.302216 \n", + "[1] \"Mean directions in degrees (normalized):\"\n", + " 1 \n", + "17.3157 \n", + " angle density first_derivative\n", + "1 343.3647 2.439772 3.623505\n", + " angle density first_derivative\n", + "1 51.27425 2.439296 -3.623506\n", + "[1] \"count_within_range: 63\"\n", + "[1] 67.90958\n" + ] + }, + { + "data": { + "text/plain": [ + " [0]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "r('''\n", + "# Check if all tests are significant and update the list\n", + "if (all(Bonferronicor$Significant)) {\n", + " uniformitytest <- 1\n", + "} else if (any(!Bonferronicor$Significant)) {\n", + " uniformitytest <- 0\n", + "}\n", + "\n", + "# If the uniformity test is 0, stop the process\n", + "if (uniformitytest == 0) {\n", + " stop()\n", + "} else {\n", + " set.seed(123)\n", + "\n", + " # Convert angles to Cartesian coordinates\n", + " prepare_data <- function(angles) {\n", + " cbind(cos(angles), sin(angles))\n", + " }\n", + " \n", + " data_matrix <- prepare_data(angles)\n", + "\n", + " # Fit von Mises model and compute BIC\n", + " fit_von_mises <- function(k, data) {\n", + " fit <- movMF(data, k = k, control = list(E = \"hardmax\", nruns = 20))\n", + " BIC_value <- BIC(fit)\n", + " return(list(fit = fit, BIC = BIC_value))\n", + " }\n", + "\n", + " # Extract the best model by BIC\n", + " get_best_model <- function(models) {\n", + " BIC_values <- sapply(models, function(res) res$BIC)\n", + " best_model_index <- which.min(BIC_values)\n", + " list(model = models[[best_model_index]]$fit, index = best_model_index)\n", + " }\n", + "\n", + " # Fit von Mises mixtures from 1 to 3 components\n", + " von_mises_mixture <- lapply(1:3, function(K) fit_von_mises(K, data_matrix))\n", + "\n", + " # Extract BIC values and find the best model (lowest BIC)\n", + " BIC_values <- sapply(von_mises_mixture, function(res) res$BIC)\n", + " best_model_index <- which.min(BIC_values)\n", + " best_model <- von_mises_mixture[[best_model_index]]$fit\n", + " \n", + " # Extract fitted parameters from the best model\n", + " mean_directions <- best_model$theta # mean_direction\n", + " mixing_proportion <- best_model$alpha # mixing proportion\n", + " print(mixing_proportion)\n", + " # Extract the estimated mean directions (in Cartesian form)\n", + " model_parameters <- print(best_model)\n", + " \n", + " # Create empirical CDF for observed data\n", + " observed_angles <- sort(as.numeric(angles_circular))\n", + " observed_probs <- ecdf(observed_angles)(observed_angles)\n", + "\n", + " # Simulate model-based angles for Q-Q plot and match quantiles\n", + " set.seed(123)\n", + " sim_data <- rmovMF(1000, mean_directions, mixing_proportion)\n", + " sim_angles <- atan2(sim_data[, 2], sim_data[, 1]) %% (2 * pi)\n", + " sim_angles <- sort(sim_angles)\n", + " sim_probs <- ecdf(sim_angles)(sim_angles)\n", + "\n", + " # Match quantiles\n", + " lookup_table <- data.frame(sim_probs, sim_angles)\n", + " matched_quantiles <- sapply(observed_probs, function(p) {\n", + " idx <- which.min(abs(lookup_table$sim_probs - p))\n", + " lookup_table$sim_angles[idx]\n", + " })\n", + "\n", + " # Calculate circular correlation\n", + " calculate_circular_correlation <- function(obs_ang, mod_ang) {\n", + " obs_circ <- circular(obs_ang, type = \"angles\", units = \"radians\")\n", + " mod_circ <- circular( mod_ang, type = \"angles\", units = \"radians\")\n", + " circular_correlation <- cor.circular(obs_circ, mod_circ)\n", + " }\n", + "\n", + " circular_correlation <- calculate_circular_correlation(observed_angles, matched_quantiles)\n", + " print(paste(\"Circular Correlation Coefficient:\", circular_correlation))\n", + "\n", + " # Convert Cartesian mean directions to degrees\n", + " convert_cartesian_to_angles <- function(directions) {\n", + " angles <- atan2(directions[, 2], directions[, 1])\n", + " deg <- angles * (180 / pi)\n", + " deg[deg < 0] <- deg[deg < 0] + 360\n", + " list(radians = angles, degrees = deg)\n", + " }\n", + " \n", + " conversion <- convert_cartesian_to_angles(mean_directions)\n", + " print(\"Estimated mean directions (in radians):\")\n", + " print(conversion$radians)\n", + " print(\"Mean directions in degrees (normalized):\")\n", + " print(conversion$degrees)\n", + "\n", + " # Find local maxima and minima of the first derivative\n", + " find_local_extrema <- function(derivatives) {\n", + " maxima <- which(diff(sign(diff(derivatives))) == -2) + 1\n", + " minima <- which(diff(sign(diff(derivatives))) == 2) + 1\n", + " list(maxima = maxima, minima = minima)\n", + " }\n", + " \n", + " # Compute density and its first numerical derivative from the model\n", + " compute_density_and_derivative <- function(directions, proportion) {\n", + " angles_seq <- seq(0, 2 * pi, length.out = 5000)\n", + " density_values <- dmovMF(cbind(cos(angles_seq), sin(angles_seq)), directions, proportion)\n", + " density_diff <- diff(density_values) / diff(angles_seq)\n", + " density_diff <- c(NA, density_diff) # Align length with angles_seq\n", + " list(angles = angles_seq, density = density_values, derivative = density_diff)\n", + " }\n", + " \n", + " density_results <- compute_density_and_derivative(mean_directions, mixing_proportion)\n", + " angles_seq <- density_results$angles\n", + " density_values <- density_results$density\n", + " density_diff <- density_results$derivative\n", + " \n", + " extrema <- find_local_extrema(density_diff)\n", + "\n", + " local_maxima_indices <- extrema$maxima\n", + " local_minima_indices <- extrema$minima\n", + "\n", + " maxima_info <- data.frame(\n", + " angle = angles_seq[local_maxima_indices] * (180 / pi),\n", + " density = density_values[local_maxima_indices],\n", + " first_derivative = density_diff[local_maxima_indices]\n", + " )\n", + "\n", + " minima_info <- data.frame(\n", + " angle = angles_seq[local_minima_indices] * (180 / pi),\n", + " density = density_values[local_minima_indices],\n", + " first_derivative = density_diff[local_minima_indices]\n", + " )\n", + "\n", + " print(maxima_info)\n", + " print(minima_info)\n", + " \n", + " export_component_variables <- function(w,\n", + " primary_mean = NA, secondary_mean = NA, tertiary_mean = NA,\n", + " primary_angle_difference = NA, secondary_angle_difference = NA, tertiary_angle_difference = NA,\n", + " rsquared_value = NA, primary_mix = NA, secondary_mix = NA, tertiary_mix = NA,\n", + " primary_mean_season_start = NA, primary_mean_season_end = NA,\n", + " secondary_mean_season_start = NA, secondary_mean_season_end = NA,\n", + " tertiary_mean_season_start = NA, tertiary_mean_season_end = NA,\n", + " count_within_range1 = NA, count_within_range2 = NA, count_within_range3 = NA,\n", + " circ_correlation = NA) {\n", + " assign(\"w\", w, envir = .GlobalEnv)\n", + " assign(\"rsquared_value\", rsquared_value, envir = .GlobalEnv)\n", + " assign(\"primary_mean\", primary_mean, envir = .GlobalEnv)\n", + " assign(\"primary_angle_difference\", primary_angle_difference, envir = .GlobalEnv)\n", + " assign(\"primary_mix\", primary_mix, envir = .GlobalEnv)\n", + " assign(\"primary_mean_season_start\", primary_mean_season_start, envir = .GlobalEnv)\n", + " assign(\"primary_mean_season_end\", primary_mean_season_end, envir = .GlobalEnv)\n", + " assign(\"count_within_range1\", count_within_range1, envir = .GlobalEnv)\n", + " assign(\"circ_correlation\", circ_correlation, envir = .GlobalEnv)\n", + "\n", + " if (w >= 2) {\n", + " assign(\"secondary_mean\", secondary_mean, envir = .GlobalEnv)\n", + " assign(\"secondary_angle_difference\", secondary_angle_difference, envir = .GlobalEnv)\n", + " assign(\"secondary_mix\", secondary_mix, envir = .GlobalEnv)\n", + " assign(\"secondary_mean_season_start\", secondary_mean_season_start, envir = .GlobalEnv)\n", + " assign(\"secondary_mean_season_end\", secondary_mean_season_end, envir = .GlobalEnv)\n", + " assign(\"count_within_range2\", count_within_range2, envir = .GlobalEnv)\n", + " }\n", + "\n", + " if (w == 3) {\n", + " assign(\"tertiary_mean\", tertiary_mean, envir = .GlobalEnv)\n", + " assign(\"tertiary_angle_difference\", tertiary_angle_difference, envir = .GlobalEnv)\n", + " assign(\"tertiary_mix\", tertiary_mix, envir = .GlobalEnv)\n", + " assign(\"tertiary_mean_season_start\", tertiary_mean_season_start, envir = .GlobalEnv)\n", + " assign(\"tertiary_mean_season_end\", tertiary_mean_season_end, envir = .GlobalEnv)\n", + " assign(\"count_within_range3\", count_within_range3, envir = .GlobalEnv)\n", + " }\n", + "}\n", + "\n", + " analyze_components <- function(w, proportion, mean_directions_degrees_normalized, maxima, minima, correlation, circular_angles) {\n", + "\n", + " find_nearest_circular <- function(target, points, direction = \"before\") {\n", + " circular_differences <- abs((points - target + 180) %% 360 - 180)\n", + "\n", + " if (direction == \"before\") {\n", + " valid_indices <- which((target - points + 360) %% 360 > 0 & (target - points + 360) %% 360 < 180)\n", + " if (length(valid_indices) == 0) {\n", + " valid_indices <- which(points == max(points))\n", + " }\n", + " } else {\n", + " valid_indices <- which((points - target + 360) %% 360 > 0 & (points - target + 360) %% 360 < 180)\n", + " if (length(valid_indices) == 0) {\n", + " valid_indices <- which(points == min(points))\n", + " }\n", + " }\n", + " nearest_index <- valid_indices[which.min(circular_differences[valid_indices])]\n", + " return(points[nearest_index])\n", + " }\n", + "\n", + " is_within_range <- function(angle, start, end) {\n", + " if (start < end) {\n", + " angle >= start & angle <= end\n", + " } else {\n", + " angle >= start | angle <= end\n", + " }\n", + " }\n", + "\n", + " angles_degrees <- circular_angles * (180 / pi)\n", + "\n", + " if (w == 1) {\n", + " primary_mix <- max(proportion)\n", + " rsquared_value <- correlation\n", + " primary_mean <- mean_directions_degrees_normalized\n", + " primary_mean_season_start <- maxima\n", + " primary_mean_season_end <- minima\n", + "\n", + " count_within_range1 <- sum(is_within_range(angles_degrees, primary_mean_season_start, primary_mean_season_end))\n", + " print(paste(\"count_within_range:\", count_within_range1))\n", + "\n", + " primary_angle_difference <- primary_mean_season_end - primary_mean_season_start\n", + " if (primary_angle_difference < 0) primary_angle_difference <- primary_angle_difference + 360\n", + " print(primary_angle_difference)\n", + " export_component_variables( w = w, primary_mean = primary_mean, primary_angle_difference = primary_angle_difference,\n", + " rsquared_value = rsquared_value,primary_mix = primary_mix, primary_mean_season_start = primary_mean_season_start,\n", + " primary_mean_season_end = primary_mean_season_end,count_within_range1 = count_within_range1, circ_correlation = correlation\n", + ")\n", + "\n", + " } else if (w == 2) {\n", + " rsquared_value <- correlation\n", + " max_index <- which.max(proportion)\n", + " min_index <- which.min(proportion)\n", + "\n", + " primary_mix <- proportion[max_index]\n", + " secondary_mix <- proportion[min_index]\n", + " primary_mean <- mean_directions_degrees_normalized[max_index]\n", + " secondary_mean <- mean_directions_degrees_normalized[min_index]\n", + "\n", + " primary_mean_season_start <- find_nearest_circular(primary_mean, maxima, \"before\")\n", + " primary_mean_season_end <- find_nearest_circular(primary_mean, minima, \"after\")\n", + "\n", + " count_within_range1 <- sum(is_within_range(angles_degrees, primary_mean_season_start, primary_mean_season_end))\n", + " print(paste(\"count_within_range primary:\", count_within_range1))\n", + "\n", + " primary_angle_difference <- primary_mean_season_end - primary_mean_season_start\n", + " if (primary_angle_difference < 0) primary_angle_difference <- primary_angle_difference + 360\n", + " print(primary_angle_difference)\n", + "\n", + " secondary_mean_season_start <- find_nearest_circular(secondary_mean, maxima, \"before\")\n", + " secondary_mean_season_end <- find_nearest_circular(secondary_mean, minima, \"after\")\n", + "\n", + " count_within_range2 <- sum(is_within_range(angles_degrees, secondary_mean_season_start, secondary_mean_season_end))\n", + " print(paste(\"count_within_range secondary:\", count_within_range2))\n", + "\n", + " secondary_angle_difference <- secondary_mean_season_end - secondary_mean_season_start\n", + " if (secondary_angle_difference < 0) secondary_angle_difference <- secondary_angle_difference + 360\n", + " print(secondary_angle_difference)\n", + " export_component_variables(\n", + " w = w,\n", + " primary_mean = primary_mean,\n", + " secondary_mean = secondary_mean,\n", + " primary_angle_difference = primary_angle_difference,\n", + " secondary_angle_difference = secondary_angle_difference,\n", + " rsquared_value = rsquared_value,\n", + " primary_mix = primary_mix,\n", + " secondary_mix = secondary_mix,\n", + " primary_mean_season_start = primary_mean_season_start,\n", + " primary_mean_season_end = primary_mean_season_end,\n", + " secondary_mean_season_start = secondary_mean_season_start,\n", + " secondary_mean_season_end = secondary_mean_season_end,\n", + " count_within_range1 = count_within_range1,\n", + " count_within_range2 = count_within_range2,\n", + " circ_correlation = correlation )\n", + "\n", + " } else if (w == 3) {\n", + " rsquared_value <- correlation\n", + " sorted_indices <- order(proportion, decreasing = TRUE)\n", + " max_index <- sorted_indices[1]\n", + " second_highest_index <- sorted_indices[2]\n", + " min_index <- sorted_indices[3]\n", + "\n", + " primary_mean <- mean_directions_degrees_normalized[max_index]\n", + " secondary_mean <- mean_directions_degrees_normalized[second_highest_index]\n", + " tertiary_mean <- mean_directions_degrees_normalized[min_index]\n", + "\n", + " primary_mix <- proportion[max_index]\n", + " secondary_mix <- proportion[second_highest_index]\n", + " tertiary_mix <- proportion[min_index]\n", + "\n", + " primary_mean_season_start <- find_nearest_circular(primary_mean, maxima, \"before\")\n", + " primary_mean_season_end <- find_nearest_circular(primary_mean, minima, \"after\")\n", + "\n", + " count_within_range1 <- sum(is_within_range(angles_degrees, primary_mean_season_start, primary_mean_season_end))\n", + " print(paste(\"count_within_range primary:\", count_within_range1))\n", + "\n", + " primary_angle_difference <- primary_mean_season_end - primary_mean_season_start\n", + " if (primary_angle_difference < 0) primary_angle_difference <- primary_angle_difference + 360\n", + " print(primary_angle_difference)\n", + "\n", + " secondary_mean_season_start <- find_nearest_circular(secondary_mean, maxima, \"before\")\n", + " secondary_mean_season_end <- find_nearest_circular(secondary_mean, minima, \"after\")\n", + "\n", + " count_within_range2 <- sum(is_within_range(angles_degrees, secondary_mean_season_start, secondary_mean_season_end))\n", + " print(paste(\"count_within_range secondary:\", count_within_range2))\n", + "\n", + " secondary_angle_difference <- secondary_mean_season_end - secondary_mean_season_start\n", + " if (secondary_angle_difference < 0) secondary_angle_difference <- secondary_angle_difference + 360\n", + " print(secondary_angle_difference)\n", + "\n", + " tertiary_mean_season_start <- find_nearest_circular(tertiary_mean, maxima, \"before\")\n", + " tertiary_mean_season_end <- find_nearest_circular(tertiary_mean, minima, \"after\")\n", + "\n", + " count_within_range3 <- sum(is_within_range(angles_degrees, tertiary_mean_season_start, tertiary_mean_season_end))\n", + " print(paste(\"count_within_range tertiary:\", count_within_range3))\n", + "\n", + " tertiary_angle_difference <- tertiary_mean_season_end - tertiary_mean_season_start\n", + " if (tertiary_angle_difference < 0) tertiary_angle_difference <- tertiary_angle_difference + 360\n", + " print(tertiary_angle_difference)\n", + " export_component_variables(\n", + " w = w,\n", + " primary_mean = primary_mean,\n", + " secondary_mean = secondary_mean,\n", + " tertiary_mean = tertiary_mean,\n", + " primary_angle_difference = primary_angle_difference,\n", + " secondary_angle_difference = secondary_angle_difference,\n", + " tertiary_angle_difference = tertiary_angle_difference,\n", + " rsquared_value = rsquared_value,\n", + " primary_mix = primary_mix,\n", + " secondary_mix = secondary_mix,\n", + " tertiary_mix = tertiary_mix,\n", + " primary_mean_season_start = primary_mean_season_start,\n", + " primary_mean_season_end = primary_mean_season_end,\n", + " secondary_mean_season_start = secondary_mean_season_start,\n", + " secondary_mean_season_end = secondary_mean_season_end,\n", + " tertiary_mean_season_start = tertiary_mean_season_start,\n", + " tertiary_mean_season_end = tertiary_mean_season_end,\n", + " count_within_range1 = count_within_range1,\n", + " count_within_range2 = count_within_range2,\n", + " count_within_range3 = count_within_range3,\n", + " circ_correlation = correlation)\n", + "\n", + " } else {\n", + " stop(\"Unexpected number of components w.\")\n", + " }\n", + " }\n", + "\n", + " # Call analyze_components AFTER all computations\n", + " analyze_components(\n", + " w = best_model_index,\n", + " proportion = mixing_proportion,\n", + " mean_directions_degrees_normalized = conversion$degrees,\n", + " maxima = maxima_info$angle,\n", + " minima = minima_info$angle,\n", + " correlation = circular_correlation,\n", + " circular_angles = angles_circular\n", + " )\n", + "}\n", + "''')" + ] + }, + { + "cell_type": "markdown", + "id": "5bb506a8", + "metadata": {}, + "source": [ + "Step 10: Value Extraction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98c85d3e", + "metadata": {}, + "outputs": [], + "source": [ + "def r_scalar(name):\n", + " if name in robjects.globalenv:\n", + " return float(np.array(robjects.globalenv[name])[0])\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec5c0a8b", + "metadata": {}, + "outputs": [], + "source": [ + "def get_event_radians(start_deg, end_deg):\n", + " start_rad = math.radians(start_deg)\n", + " end_rad = math.radians(end_deg)\n", + " if start_rad <= end_rad:\n", + " return angles[(angles >= start_rad) & (angles <= end_rad)]\n", + " else:\n", + " return angles[(angles >= start_rad) | (angles <= end_rad)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "310e2f3a", + "metadata": {}, + "outputs": [], + "source": [ + "def compute_surge_stats(filtered_rads):\n", + " surge_dict = {}\n", + " for rad in filtered_rads:\n", + " values = top_peaks_df[top_peaks_df['doy radian'] == rad]\n", + " if not values.empty:\n", + " surge_dict[rad] = values['filtered_surge'].values\n", + " surge_values = [v for sublist in surge_dict.values() for v in sublist]\n", + " if len(surge_values) == 0:\n", + " return None, None, None\n", + " surge_array = np.array(surge_values)\n", + " return surge_array.mean(), surge_array.std(), (surge_array.std() / surge_array.mean()) * 100\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8e95fefe", + "metadata": {}, + "outputs": [], + "source": [ + "# Gather R outputs\n", + "results = {\n", + " 'uniformity_test': r_scalar('uniformitytest'),\n", + " 'optimal_season_number': r_scalar('best_model_index'),\n", + " 'rsquared_value': r_scalar('rsquared_value'),\n", + " 'circ_correlation': r_scalar('circ_correlation'),\n", + " 'primary season': {\n", + " 'mean_direction': r_scalar('primary_mean'),\n", + " 'start': r_scalar('primary_mean_season_start'),\n", + " 'end': r_scalar('primary_mean_season_end'),\n", + " 'length': r_scalar('primary_angle_difference'),\n", + " 'mix': r_scalar('primary_mix'),\n", + " 'surge_count': r_scalar('count_within_range1')\n", + " },\n", + " 'secondary season': {\n", + " 'mean_direction': r_scalar('secondary_mean'),\n", + " 'start': r_scalar('secondary_mean_season_start'),\n", + " 'end': r_scalar('secondary_mean_season_end'),\n", + " 'length': r_scalar('secondary_angle_difference'),\n", + " 'mix': r_scalar('secondary_mix'),\n", + " 'surge_count': r_scalar('count_within_range2')\n", + " },\n", + " 'tertiary season': {\n", + " 'mean_direction': r_scalar('Tertiary_mean'),\n", + " 'start': r_scalar('Tertiary_mean_season_start'),\n", + " 'end': r_scalar('Tertiary_mean_season_end'),\n", + " 'length': r_scalar('Tertiary_angle_difference'),\n", + " 'mix': r_scalar('Tertiary_mix'),\n", + " 'surge_count': r_scalar('count_within_range3')\n", + " }\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e4759796", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No Secondary season found for this location.\n", + "No Tertiary season found for this location.\n" + ] + } + ], + "source": [ + "# Process each season if it exists\n", + "for season in ['primary season', 'secondary season', 'tertiary season']:\n", + " season_data = results.get(season)\n", + " if season_data and season_data.get('start') is not None and season_data.get('end') is not None:\n", + " filtered_rads = get_event_radians(season_data['start'], season_data['end'])\n", + " mean_surge, std_surge, cv_surge = compute_surge_stats(filtered_rads)\n", + " season_data['surge_mean'] = mean_surge\n", + " season_data['surge_std'] = std_surge\n", + " season_data['surge_cv'] = cv_surge\n", + " else:\n", + " print(f\"No {season.capitalize()} found for this location.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a44e7fa9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'uniformity_test': 1.0,\n", + " 'optimal_season_number': 1.0,\n", + " 'rsquared_value': 0.9165892924645869,\n", + " 'circ_correlation': 0.9165892924645869,\n", + " 'primary season': {'mean_direction': 17.315699950881832,\n", + " 'start': 343.3646729345869,\n", + " 'end': 51.274254850970195,\n", + " 'length': 67.90958191638327,\n", + " 'mix': 1.0,\n", + " 'surge_count': 63.0,\n", + " 'surge_mean': np.float64(0.6215656510128603),\n", + " 'surge_std': np.float64(0.08949579600957426),\n", + " 'surge_cv': np.float64(14.398446224262571)},\n", + " 'secondary season': {'mean_direction': None,\n", + " 'start': None,\n", + " 'end': None,\n", + " 'length': None,\n", + " 'mix': None,\n", + " 'surge_count': None},\n", + " 'tertiary season': {'mean_direction': None,\n", + " 'start': None,\n", + " 'end': None,\n", + " 'length': None,\n", + " 'mix': None,\n", + " 'surge_count': None}}\n" + ] + } + ], + "source": [ + "# Final results dict\n", + "import pprint\n", + "pprint.pprint(results,sort_dicts=False)" + ] + } + ], + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/methods/statistical_downscaling/NonStationaryGEV.ipynb b/methods/statistical_downscaling/NonStationaryGEV.ipynb new file mode 100644 index 00000000..f56ee405 --- /dev/null +++ b/methods/statistical_downscaling/NonStationaryGEV.ipynb @@ -0,0 +1,955 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "80c2d836", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import StandardScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "914f03df", + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_table(\"data/Hs_SS_PCs_FWT_LWT_Precip_Cantabria_reg_guided.txt\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7bad7b3a", + "metadata": {}, + "outputs": [], + "source": [ + "cols = [\"yyyy\", \"mm\", \"dd\", \"Hs\"] + [col for col in data.columns if col.startswith(\"PC\") and not col.endswith(\"_SS\")] + [\"FWT\"]\n", + "df_hs = data[cols]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "233b3ee8", + "metadata": {}, + "outputs": [], + "source": [ + "days_in_month = {\n", + " 1: 31,\n", + " 2: 28.25,\n", + " 3: 31,\n", + " 4: 30,\n", + " 5: 31,\n", + " 6: 30,\n", + " 7: 31,\n", + " 8: 31,\n", + " 9: 30,\n", + " 10: 31,\n", + " 11: 30,\n", + " 12: 31\n", + "}\n", + "\n", + "df_hs.loc[:,[\"time\"]] = (\n", + " df_hs[\"yyyy\"] - np.min(df_hs[\"yyyy\"])\n", + " + (df_hs[\"mm\"] - 1) / 12\n", + " + (df_hs[\"dd\"] - 1) / df_hs[\"mm\"].map(days_in_month) / 12 \n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "39585d65", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "time", + "rawType": "float64", + "type": "float" + } + ], + "ref": "e00d98da-aa43-40e2-8e9a-8053fde858b0", + "rows": [ + [ + "0", + "0.0" + ], + [ + "1", + "0.0026881720430107525" + ], + [ + "2", + "0.005376344086021505" + ], + [ + "3", + "0.008064516129032258" + ], + [ + "4", + "0.01075268817204301" + ], + [ + "5", + 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0.010753\n", + " ... \n", + "14605 39.986559\n", + "14606 39.989247\n", + "14607 39.991935\n", + "14608 39.994624\n", + "14609 39.997312\n", + "Name: time, Length: 14610, dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_hs[\"time\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c61b1403", + "metadata": {}, + "outputs": [], + "source": [ + "df_hs_monthly_idx = df_hs.groupby([\"yyyy\", \"mm\"])[\"Hs\"].idxmax()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f0672f20", + "metadata": {}, + "outputs": [], + "source": [ + "df_hs_monthly = df_hs.loc[df_hs_monthly_idx].reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "27d5f3d1", + "metadata": {}, + "outputs": [], + "source": [ + "Hsdata = df_hs_monthly.drop(columns=[\"yyyy\", \"mm\", \"dd\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b652119c", + "metadata": {}, + "outputs": [], + "source": [ + "hsmax = Hsdata.to_numpy()[:,0]\n", + "time = Hsdata.to_numpy()[:,-1]\n", + "covariates = {col: Hsdata[col] for col in Hsdata.columns[1:-1]}" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3ad708b0", + "metadata": {}, + "outputs": [], + "source": [ + "covariates_df = pd.DataFrame(covariates)\n", + "scaler = StandardScaler()\n", + "scaled_covariates_df = pd.DataFrame(\n", + " scaler.fit_transform(covariates_df), \n", + " columns=covariates_df.columns\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "bc7edc33", + "metadata": {}, + "source": [ + "## General fit" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3981fc09", + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.distributions.nonstat_gev import NonStatGEV" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d6cf1cf2", + "metadata": {}, + "outputs": [], + "source": [ + "nonstationary_gev = NonStatGEV(\n", + " xt=hsmax,\n", + " t=time,\n", + " covariates=scaled_covariates_df.iloc[:,:10],\n", + " harms=False,\n", + " trends=False,\n", + " var_name=\"Hs\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30c5cc68", + "metadata": {}, + "outputs": [], + "source": [ + "fit_result = nonstationary_gev.fit(\n", + " nmu=0,\n", + " npsi=0,\n", + " ngamma=0,\n", + " ntrend_loc=0,\n", + " list_loc=\"all\", \n", + " ntrend_sc=0, \n", + " list_sc=\"all\", \n", + " ntrend_sh=0, \n", + " list_sh=\"all\",\n", + " options = {\n", + " \"gtol\": 1e-4,\n", + " \"xtol\": 1e-4,\n", + " \"barrier_tol\": 1e-3,\n", + " \"maxiter\": 1000,\n", + " # \"verbose\": 3,\n", + " # \"initial_constr_penalty\": 10.0,\n", + " # \"initial_barrier_parameter\": 1e-2,\n", + " \"finite_diff_rel_step\": 1e-6,\n", + " # \"workers\":-1\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2f20939c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Fitted Time-Dependent GEV model for Hs\n", + "======================================================================\n", + "\n", + "Location Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Beta0 3.9957 0.0486 [ 3.9005, 4.0909]\n", + "Beta_cov1 0.7465 0.0492 [ 0.6500, 0.8430]\n", + "Beta_cov2 -0.3619 0.0523 [ -0.4643, -0.2595]\n", + "Beta_cov3 -0.0216 0.0454 [ -0.1106, 0.0674]\n", + "Beta_cov4 0.4583 0.0444 [ 0.3712, 0.5454]\n", + "Beta_cov5 0.5870 0.0445 [ 0.4997, 0.6742]\n", + "Beta_cov6 0.1741 0.0485 [ 0.0790, 0.2691]\n", + "Beta_cov7 -0.0036 0.0506 [ -0.1028, 0.0955]\n", + "Beta_cov8 0.1502 0.0376 [ 0.0765, 0.2238]\n", + "Beta_cov9 -0.3052 0.0465 [ -0.3964, -0.2140]\n", + "Beta_cov10 0.0192 0.0429 [ -0.0648, 0.1033]\n", + "\n", + "Scale Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Alpha0 -0.1562 nan [ nan, nan]\n", + "Alpha_cov1 0.2151 0.0375 [ 0.1415, 0.2886]\n", + "Alpha_cov2 -0.0519 0.0336 [ -0.1178, 0.0140]\n", + "Alpha_cov3 -0.0428 0.0342 [ -0.1099, 0.0243]\n", + "Alpha_cov4 0.0840 0.0396 [ 0.0064, 0.1616]\n", + "Alpha_cov5 0.1663 0.0361 [ 0.0955, 0.2370]\n", + "Alpha_cov6 -0.0502 0.0349 [ -0.1186, 0.0183]\n", + "Alpha_cov7 -0.0084 0.0368 [ -0.0805, 0.0637]\n", + "Alpha_cov8 -0.0200 0.0343 [ -0.0872, 0.0472]\n", + "Alpha_cov9 -0.0209 0.0363 [ -0.0920, 0.0502]\n", + "Alpha_cov10 0.0204 0.0349 [ -0.0480, 0.0887]\n", + "\n", + "Shape Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Gamma0 -0.1938 0.0279 [ -0.2485, -0.1390]\n", + "Gamma_cov1 -0.1484 0.0415 [ -0.2297, -0.0670]\n", + "Gamma_cov2 0.0477 0.0236 [ 0.0014, 0.0940]\n", + "Gamma_cov3 -0.1023 0.0310 [ -0.1630, -0.0416]\n", + "Gamma_cov4 0.0229 0.0442 [ -0.0638, 0.1096]\n", + "Gamma_cov5 -0.1168 0.0357 [ -0.1867, -0.0469]\n", + "Gamma_cov6 0.0159 0.0363 [ -0.0552, 0.0871]\n", + "Gamma_cov7 -0.0745 0.0415 [ -0.1559, 0.0069]\n", + "Gamma_cov8 -0.0245 0.0400 [ -0.1029, 0.0539]\n", + "Gamma_cov9 0.0741 0.0363 [ 0.0029, 0.1452]\n", + "Gamma_cov10 -0.0006 0.0328 [ -0.0648, 0.0637]\n", + "\n", + "Fit Statistics\n", + "----------------------------------------------------------------------\n", + "Log-likelihood: -621.9872\n", + "AIC: 1309.9744\n", + "Number of parameters: 33\n", + "Success: True\n", + "Message: `xtol` termination condition is satisfied.\n" + ] + } + ], + "source": [ + "nonstationary_gev.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fb02a0ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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B9TxWPZ/d0Z7Woj2tRXtai/YsvtRVIgtTch6JktnvGdL84gypUrn4z1+Yn01YhYp9+/ZJXFxcrmP6tQaF06dPS5kyZfI9ZuLEiTJhwoR8x1NTU6Vs2bKWXt/y5cstfT67oz2tRXtai/a0Fu1ZNNrVsWJtVxFx5DpuiEPmLdwoteP2SXGdOnUqMkNFUYwbN07Gjh2b/bUGkDp16kjPnj2lYsWKlnwPTXH6D6JHjx4SExNjyXPaGe1pLdrTWrSntWjP4pn9nuf7Lm1zqSTEF/Mb5KjwR1yoqFmzpuzfvz/XMf1aw4G7KoXSWSJ6y0tfvFa/gP3xnHZGe1qL9rQW7Wkt2rPwFizOlNXrnfmqFC5NGpeQmBj39xVGYX4uYRUq2rdvL0uWLMl1TBOuHgcAINLt3OOUr751ys49hny3VUdlugsNhvzlBodUrVz8QFFYQQ0VJ06ckO3bt+eaMqpTRatWrSoXXXSR2XXx888/y5tvvmneP3LkSHnppZfkgQcekNtvv10+/vhjeffddyUlJdcIFQAAIm666PQ3M+WHHTmPug8NnRLWSsd2HSUYghoqvvzyS3PNCRfX2Idhw4aZi1r9+uuvsnfv3uz7dTqpBogxY8bIlClT5MILL5Tp06cznRQAELFWpztl1pwsn84d0Eck4/TvEixBDRVXXXWVGOcn1brlbrVMfcymTZv8fGUAAIRGd8csHwNF7x4O6dHVkDyjBAIqrMZUAABgpwWt5i3SgZi+BYoBfUsEfb0PQgUAACE4s2PJcs+V/JwG9Y+Sa7pFSyggVAAAEEIDMmfPz5TNX3k7y5D4lg5plxAlDetHBWWWhyeECgAAwmZApiEPjy0hDeoGdT9QjwgVAACEQIViVgGBwiGGJN0UuoFCESoAAAhSkNixyynHTxqycYuX8ROGIZe3PCuDbigfUl0d7hAqAAAI1ZkdhiFdLz8jQ/9izV5V/ha6NRQAAGweKC5tdjZsAoWiUgEAQAC7POb5FCiccvdNx6VNh+oSTqhUAAAQIAcO+rD2hGHIwO6nwy5QKEIFAAABElvDIQ5vYy0Npwzsfkp69a8s4YjuDwAAAqRqZYckDY6WN+dmaUHCXHeijXO11Pv9C6lQqYQ0H5Mk1RrESrgiVAAAEEAnTxl/BIrzXR2Njq2X9pU2S/nkFyWqevgGCkWoAAAgWHt6OKJkXqWx0va+Y2EfKBRjKgAACNBU0iVuNgkzHNFyMCv8BmW6Q6UCAAA/TyPd8o2uTeF+5ocO3NQBnJGAUAEAQBAXuhrYL7R2Gi0Ouj8AAAhSoOjdwyHXdIuWSEGoAAAgCCtndukgMqBvZHUYECoAALDYirSCl+LukxhZgUJF3t8IAIAgD8pMXeV5OW4dmKkLYEXKOIqcCBUAAFhgdbpTZs3J8nh/o/oi3bpEScP6kTMwMy9CBQAAFlQoZnkJFEoDxWVtImdQpjuMqQAAoJgWL/MeKJRWKCJd5P8NAQDw89Lbn671vqX5oP6R2+WRE6ECAACLl97OGygiaS0KbxhTAQBAEezc4/S6FsXQG6KkdQt7VChcCBUAABRyUGbKsiz5xEuXx6D+UdK1kz2qEzkRKgAAsChMROLS24VBqAAAwIJ9PFSrSyJv6e3CsO/fHAAAH2d3FDQY06XvNfasULgw+wMAAAsCRYfLHNKgrr3fVqlUAADwx5iJHbuccvzk+RDx3TZDNn9V8ONaNRfpmxht+0ChCBUAANsraN+O/Ay5skOUGSbsNGW0IIQKAICt+bJvR07N6p2T224rS5hwg1oNAMDWVqQVPKvjTwaBwgtCBQDA1lWK1FW+hgpDht1UgkDhBd0fAADbOnDQh5kdhlOuTDgrfa+tQKAoAKECAGDbKsWv+z1UKYwsuebYdImtcEaaj0mSag1iA315YYlQAQCwHW8rZDoMpwz6fZK0r7hZyie/KFHVCRS+IlQAAGzF64JWRpbcc2iU1Kt24o9AERfoywtrhAoAgG26O2bPz/S+oJUjWjKr1ZHyyaMIFEVAqAAARDxfF7dyGFlSd8zddHkUEVNKAQARzdfFrXQsxS39TjMosxioVAAA7Dtt1DCk+elPJKH0FmZ5WIBQAQCIaLv3ehqUaUjHk/NlYNmFzPKwCN0fAICI7vqY/6GbqaOGIa3OpOUIFAzKtAKVCgBAxFq8LEvzQz7X/z5JOlfcSKCwGKECABBx1Ykdu5yyfqPT7fRRneHRsuJuAoUfECoAALaaOtrF+EguTJ5AoPADQgUAwD5TRw2n9BrTkUGZfsJATQBARNi+q4AtzA1DBnZnHQp/IlQAACLClq+9hArDkF6dTkuv/pUDeUm2Q/cHACAidh1dv8HDnYbTrFAQKPyPUAEACOtxFFu+0W3M3S9w1cy5QW4d04AujwAhVAAAwrY6MW+Rty4PJ4EiwAgVAICws2BxpixZ7n1PDwZlBh4DNQEAYVeh8BooROTKS88whiIICBUAgLAaQ+G1y8NkSN/rKgToipAT3R8AgLAJFJ+u9b64lcNhSNLgElK1siNg14U/ESoAAOG9/LZhyMXGZulyQyNp1KoKgSKICBUAgJC2c08B+3k4HNI3qaE0a1s1kJcFNwgVAICQ5csGYdrlEdeIQBEKGKgJAAjfDcLEkIH9ounyCBGECgBASFqRVvAsj0H9o+WabtEBuiIUhO4PAEBIVilSV3kIFUaWDOl9WuKvqEyFIsQQKgAAIWfxMk8zPZyS1O+0XNmjSqAvCT4gVAAAQm7FzE/Xulkx08iScXccl4atawTjsuADQgUAICx2HL0yIYNAEeIIFQCAoDp9prS8PU9kzbpMr+c1a1U2YNeEoiFUAACC5rP1IivWdvXp3Ib1mbAY6vgJAQCC1t3x1nv6fwXP4Bh2E2tRhAMqFQCA0JrhkcfDY6OlQV0+A4eDoP+Upk6dKvXq1ZPSpUtLu3bt5PPPP/d6/uTJk+Xiiy+WMmXKSJ06dWTMmDFy5syZgF0vAMCPMzxycDjOVygIFOEjqJWKuXPnytixY2XatGlmoNDAkJiYKNu2bZPY2Nh858+ePVseeughmTFjhnTo0EF++OEHufXWW8XhcMikSZOC8ncAABR+g7B5izwtbGVIu5ZnJL5tOXMMBV0e4SWooUKDwIgRI+S2224zv9ZwkZKSYoYGDQ95rV27Vjp27ChDhgwxv9YKx8033yzr168P+LUDAKzfIGxIr5NydS8WtgpXQQsV586dkw0bNsi4ceOyj0VFRUn37t0lPT3d7WO0OvHWW2+ZXSSXX3657Ny5U5YsWSK33HKLx+9z9uxZ8+Zy7Ngx88+MjAzzZgXX81j1fHZHe1qL9rQW7Vl0vx0VmTXH2xmGtGhbnrYNsddnYZ4raKHi0KFDkpWVJXFxcbmO69dbt251+xitUOjjOnXqJIZhSGZmpowcOVIefvhhj99n4sSJMmHChHzHU1NTpWxZa+c8L1++3NLnszva01q0p7Voz8LbsrW5iNT1cK8hrZt+LelrfwrwVUWm5Ra+Pk+dOhWZsz/S0tLk6aeflpdfftkcg7F9+3b561//Kk888YT84x//cPsYrYTouI2clQod4NmzZ0+pWLGiJdelKU5/gD169JCYmBhLntPOaE9r0Z7Woj2LJnWVyN5fPN3rlLGjsqRxg1YiojeE0uvTVeEP6VBRvXp1iY6Olv379+c6rl/XrFnT7WM0OGhXx/Dhw82vW7ZsKSdPnpQ777xTHnnkEbP7JK9SpUqZt7y0sa3+heCP57Qz2tNatKe1aM/CrUexMCXTS4XiGzNQ0J6h+foszPMEbZ5OyZIlJSEhQVauXJl9zOl0ml+3b9/eYwkmb3DQYKK0OwQAEHrmL/IcKB681yEX1aLLI1IEtftDuyWGDRsmbdu2NQde6pRSrTy4ZoMkJSVJ7dq1zXERql+/fuaMkTZt2mR3f2j1Qo+7wgUAIHQqFK/MyJRde9zda8ig/tFS7yKnfPdN4K8NERgqBg8eLAcPHpTx48fLvn37JD4+XpYuXZo9eHPv3r25KhOPPvqouSaF/vnzzz9LjRo1zEDx1FNPBfFvAQAo7NTRLh0cck23aMnI8LBeBcJS0Adqjh492rx5GpiZU4kSJSQ5Odm8AQBCt0LhLVCoPolBf/uBH7D2KQDAUivSvFcfevdwsFJmhCJUAAAsrVKkrvIcKlo2ExnQlypFpOInCwAIyM6jWqEgUEQ2froAAAt3HtUqRf6uDbYvtwd+wgCAYtv8TZbMW5TlNlAkXu0gUNgElQoAQLHoWhQbtrivUKhuXVhHyC4IFQCAInt7XoZs2GJ4DBSD+kcx08NGqEcBAIo8hmLVas+BoksHMRe4gn0QKgAARZo66mkMhQsLXNkPoQIAUGgfvn/ca6AYdlM03R42RIwEABTKR4uOyuqNZd1miviWIkMGlSBQ2BShAgDgs8M7D8j8FZVEHA63YyhuGRwTlOtCaKD7AwDgE+eh/bL7hZdFHO7fOhhDAUIFAMCnQHFiwj2y7UQdEUNnfOTG1FEoYiUAwKdAMf/U9fJZhYH5uj50Tw+mjkIRKgAABQaKmWeHy1flrnI7luKSiyl64zxeCQAAr4Fi9+Hy8lVp94FCD8XWoNsD5xEqAAAeA8WRg+fks2pD3QYKNbAfYynwJ7o/AABuA8XK450kJfYuj7M9unZmGW7kRqgAAOQLFItPJMrHFW/xWKFo2Uxk6CDWpEBudH8AAPIHigqeA4VKpEIBNwgVAIBcXR4FBQoGZ8ITQgUA2FzOQZkpFUcWGCiSBrNZGNxjTAUA2Hwvj29eeEtO/J4gm2r08hgodKOwdglR0rA+sz3gGaECAGzoyFFDPvzghKzeUEkk6l6RKp7PvSJBZHgSgzJRMEIFANgsTKQsy5JP1jpFpLTb7cvzGtCftwr4hlcKANjE6nSnzJqT9cdXvnVhsFEYCoOBmgBgkwrFn4HCN2wUhsKiUgEANrAiTbs7fKcVCgIFCotQAQARbucep6Su0iqF524Mnd3RvKlDypdzMMMDRUaoAICIH0eR6TVQUJWAVQgVABDR4yg8B4qhN0RJ6xZUJWAdQgUARKh924+ISEW39yVe7ZCunahOwFrM/gCACF16u/ysR0QM9zM+unUhUMB6hAoAiNC9PJwH98kVxioRMbLv01W4h93E3h3wD7o/ACACA0X6sXh5L/ZvIo4/Pzte2cEhfRMJFPAfKhUAEIG7jb5X6e+5AoVanf5nxQLwB0IFAERSl8f+X2RJjXvc7jZqGCIHDhIs4D90fwBABFUoUuIel01RndyepzkjtgZdH/AfQgUARECgWHm8k6TE3pWvyyOngf1YkwL+RagAgDAOFD9NSJYPzyTJpoo93XZ5uLA5GAKBUAEAYRooPpzwkXzomCJS1vvwOA0UA/ry6x7+x6sMAMLM4Z0HZM4L38omxxCv1QlFoEAg8UoDgDDay+PDD07I6g2VRKI6F3g+G4Uh0AgVABBWu42W9rbhqKldgsjA/iUYlImAI1QAQJjvNpoT3R0IJl55ABDGu43mRHcHgo1QAQAhv9tosohjsojDfWBgTw+ECkIFAIT4wlYV9/8i/eLmyIc62yNHFwhhAqGGUAEAIb6Xxydxw2Vx1J+BgjCBUMWGYgAQwoEiLW64fBg1RIwcFYo17DaKEEWoAIAQ3RxsbdwtuSoU2eew2yhCFN0fABBmm4Ox2yhCFaECAEItUFQc6XX57SvbOxhPgZBE9wcAhFCXR0pFrVB4Dwx9ElmLAqGJUAEAITIo83CNeI9dHjkXuKJKgVBFqACAEAgUx+JayIZWf/N6PitmItQxpgIAQmAdCp02Kt/kr0DEt9QNwqKkYX0qFAh9hAoACPI6FO6mjbp07xItTRtTVEZ44JUKAEHs8vAWKJg6inBDqACAIASKqLhacmLYU163Mx/Yjy4PhBe6PwAgCIGifPKLUvpkFRHJcnt+7x4OBmUi7BAqACBAgWL34fLyfdw9Uu7qRPn1o3Ky/kv3gYJZHghXhAoACECgmH3mFvmyeuL5gRJpns9/eGy0NKhLzzTCE69cAAhAheLLMn8EigKcOxeQSwP8glABAH5eevv9amN9ChTM9kC4o/sDAPwUKNKPxct7sX8rcOltV6BIGhzNbA+ENUIFAPipQuFroLiyg0P6JhIoEP4IFQDgj83B4rp7DRTX93GYXR0sv41IQqgAAD+sQ3Ggx30iK92fy5RRRCoGagKAxYEiY8xLsuDjcm7PJVAgklGpAACLV8r84bfqYhj5F7a669YouawNgQKRi0oFAFgYKKKqx8l325z5zo1yiDl+AohkQX+FT506VerVqyelS5eWdu3ayeeff+71/KNHj8rdd98tF1xwgZQqVUqaNGkiS5YsCdj1AoByHj7gNlAsXZklS5Yb+c4fwOZgsIGgdn/MnTtXxo4dK9OmTTMDxeTJkyUxMVG2bdsmsbGx+c4/d+6c9OjRw7xv3rx5Urt2bdmzZ49Urlw5KNcPwJ5KnTwmZ54cI8aB3IHiyFFD5i3KX6VQ9S4iUCDyBTVUTJo0SUaMGCG33Xab+bWGi5SUFJkxY4Y89NBD+c7X40eOHJG1a9dKTEyMeUyrHAAQyApF6xVzxDjxe65AoQ4czF+hUKyUCbsIWqjQqsOGDRtk3Lhx2ceioqKke/fukp6e7vYxixYtkvbt25vdHx988IHUqFFDhgwZIg8++KBER7sf/HT27Fnz5nLs2DHzz4yMDPNmBdfzWPV8dkd7Wov2tDZQnH7iPilz4neRGhdIqUdekKxKVSXrj7Zd+an7x13fW6RCuUzhR5Afr8/Qb8/CPFfQQsWhQ4ckKytL4uLOJ3wX/Xrr1q1uH7Nz5075+OOPZejQoeY4iu3bt8uoUaPMv3BycrLbx0ycOFEmTJiQ73hqaqqULVtWrLR8+XJLn8/uaE9r0Z7F7/LQCoUGitPlK8mWjv3l7Povs+//7fdKsumrDlqXyPEoQ+rV3i0Zp78Xhn55x+szdNvz1KlTkTml1Ol0muMpXnvtNbMykZCQID///LM899xzHkOFVkJ03EbOSkWdOnWkZ8+eUrFiRUuuS0ON/gB1vIerWwZFR3tai/a0pkJhjqH4o0KhgeLK6wbmas+Xp7t7pEPaXlpfunWpH8jLDSu8PkO/PV0V/pAOFdWrVzeDwf79+3Md169r1qzp9jE640MbKWdXR7NmzWTfvn1md0rJkiXzPUZniOgtL30eq1/A/nhOO6M9rUV7Fn3a6Omn/hyUqV0eWqHI2Z4LFmfK11vdj6do0jhaYmKCPtEu5PH6DN32LMzzBO2VrgFAKw0rV67MVYnQr3XchDsdO3Y0uzz0PJcffvjBDBvuAgUAWL4ORbXcM9M0ULibQqqaNxVpUJdAAfsI6qtduyVef/11mTVrlnz//ffyf//3f3Ly5Mns2SBJSUm5BnLq/Tr7469//asZJnSmyNNPP20O3ASAQCxs5fLbUZHpb2Z4DBRq2M1h1cMMFFtQX/GDBw+WgwcPyvjx480ujPj4eFm6dGn24M29e/eaM0JcdCzEsmXLZMyYMdKqVStznQoNGDr7AwACFSj2/nKhfPik9+fQPT5Y7Ap2E/QYPXr0aPPmTlpaWr5j2jWybt26AFwZADvypUKxZWtLr8/Ru4eDTcNgS3T2AYCPgUItTNH/OrwGigF9g/55DQgKQgUA+BgodF+PLzZ5fg4CBeyOUAHA9nwJFN729VAECoBQAcDmfAkUavGyLI/PQaAAzuNfAQDb8rVCsWBRpqzb4P45CBTAn/iXAMCWfAkUq9OdMmuO5wpFlw5CoAByoPsDgO34Eih27vEeKFSfRAIFkBP/IgDYSkGBQrs7UpZlySdrPa+UqbuPDujjYHErIA9CBQCxe6DQILFjl1M2f+OUHLuZe9So7nbp0bVxIC4ZCCuECgC2DhTeNgRz5/o+Ipmn/ycihAogL8ZUALBtoJgyzfuGYHmNHhElPbv69VKBsEalAoDtAsXRErHyzvQM+fp735+nw2UOiW8RLRkZnhfAAuyOUAHAVoEidUt1mbco0+fnaNVcpG9itDSoS2EXKAihAoBtAsX766rJkuW+VRqu7OAwwwQzPADfESoA2KZCUVCgqFNLpHfPKGlYP4owARQBoQKALcZQFNTl0bWzyNBBMQG7TiASESoARPwsj/lvZnh93KD+UXJNt+iAXScQqQgVACIyUGSMeUk2/FhNlszIkB9/dv+YdgkiA/uXoKsDsAihAkDEBYrPerwm86eU03u8bgZ2y2C6OwArMUcKQOQFipUaKLxjMzDAej7/q6pSpYo4HL6VCI8cOVKcawKAInd5nK9QeNe7B5uBAUENFZMnT87+/8OHD8uTTz4piYmJ0r59e/NYenq6LFu2TP7xj3/45UIBoKBBmfPWVPPa5aFaNhMZ0JcqBeAPPv/LGjZsWPb/Dxw4UB5//HEZPXp09rF7771XXnrpJVmxYoWMGTPG+isFAC+BYvfJGpK6KqvACgWBAvCfIv3r0orEP//5z3zHr7nmGnnooYesuC4AKOTS2+4DRbMmujomC1oBITtQs1q1avLBBx/kO67H9D4ACOTS2/MWee7yuG1oCbmsDcttAyFbqZgwYYIMHz5c0tLSpF27duax9evXy9KlS+X111+3+hoBoEhLbydezYBMIORDxa233irNmjWTf//737JgwQLzmH69Zs2a7JABAP6c5fHJ1qpeKxSqWxdWyQQCqcgjljQ8vP3229ZeDQAUECg2939V3pxSXkSMApfepkoBhMniVzt27JBHH31UhgwZIgcOHDCPffTRR/Ltt99aeX0AbMxdheLNxRoovGMvDyCMQsUnn3wiLVu2NMdRzJ8/X06cOGEe37JliyQnJ1t9jQBsyN0YipQvqnp9TOvmIs9OKEGgAMIpVOi0UV38avny5VKyZMns41dffbWsW7fOyusDYEOeBmV+utZ7l8fQG9kcDAi7UPH111/L9ddfn+94bGysHDp0yIrrAmBT7gLF0RKxXgdl6g4Cw25i2igQlgM1K1euLL/++qvUr18/1/FNmzZJ7dq1rbo2ADbjLlBEVY+T7Zs8r5Q59IYoad2CQZlA2FYqbrrpJnnwwQdl37595iZjTqdTPvvsM/n73/8uSUlJ1l8lANsGCrXla/dVii4dHNK1ExUKIKxDxdNPPy1NmzaVOnXqmIM0L7nkErnyyiulQ4cO5owQALAqUCxYnCnrN7h/XJ9EBmQCYd/9oYMzdeXM8ePHm+MrNFi0adNGGjdubP0VArDdtNENP1aT41sz5btthmz+yv3jWC0TiJBQoTuUaleHVir05nL69Gl57rnnzLABAL4GiiMHz8meuOvlh1Z3yvoppQvcvlyxWiYQId0fuveHa22KnE6dOmXeBwDeHDlqyPpPjsjSCe/Lf08Pkydj58p/o+6V9d9ooCgYq2UCEVSpMAzDHKCZly5+VbWq98VpANjb6nSnzJqTKSIVRKJuFylXuMf37uFgcSsgEkJFlSpVzDChtyZNmuQKFllZWWb1YuTIkf64TgARYOceV6AoWpVBA8WAvkXesgiAnxXqX+fkyZPNKsXtt99udnNUqlQp1+DNevXqSfv27f1xnQDC3NKVWTJvUVaRAwX7eQARFiqGDRtm/qmLXnXs2FFKlOATA4CC6bTQJcudhQ4U7RJE4ltGScP6jKEAwkGRUoHu8aErauqy3DkdPnzYPKZdIQCgAzIXLMqUdRt0zw6HTyGiUQOHlC/nIEgAdhqo6c7Zs2dzbTAGwO7dHa6poZ7DQXxLDRNUIwDbhYp///vf5p86QHP69OlSvnz57Pu0OvHpp5+aK20CsLfcgcIzxkkANg4VL7zwQnalYtq0aRIdHZ1voKYeB2DvLo+CAoV2cwzszzblgK1Dxa5du8w/u3btKgsWLDCnmAJATtt3eQ8UTAsFIleR/mWvWrXK+isBEBE2f3FSRMq4vY/uDiCy+Rwqxo4dK0888YSUK1fO/H9vJk2aZMW1AQgzHy06Kp9/U9btuMyHx0ZLg7pF2hkAQKSFik2bNsnWrVvN3Uj1/z1xt3w3gMh3eOcBmb+ikv4ScLujKIECiHwlCtPloQMzdX0KV/fH4MGDzRkhcXFx/rxGAGEQKGa+sFMkKsHt/ewoCthDieKsT/HRRx/JyZPafwrAjrM8duxyyvr007J5a2WPgYIdRQH7KNYQbE+LYAGI7DCRsixLPlnr+vdfyuPaVl06CAMzARspVKhw7VCa9xgAO21b7vsy/H0SmToK2Emhuz9uvfVWKVWqlPn1mTNnzK3OdUZITrqGBYDIq1AUJlDQ7QHYT5F2KXX5y1/+YvX1AAhBO/c45eNPCxco6PYA7KdQoeKNN97w35UACEmvzMiUDVt8Gz/VpKHI8CSW3wbsig5PAB69PS9DNmzxfo7uMlqnlkNaNo9iLQrA5ggVADzuNLpqtfdz7ro1Si5rQzcHgPP4WAGgSDuN6sSvhvX5FQLgT/xGAJDPirSCA0XS4GjGTgDIhe4PAPmqFKmr3IUKQy5p6pDOV0SZFQoCBYC8CBUAcgWKT9e6nzrapYNDbhkcE/BrAhA+CBUAsgdmehpHoTUJVscEUBDGVADwGijUQFbHBOADQgVgc77M9Kh3EYECQMEIFYDNLV6WVeBMj9gahAoABaOTFLBxhWLLN1ny6VqtUrgPDUwdBVAYhApA7D6Gwn1gGHpDlLRuwVgKAL4jVAA2q04sWJQp6zYUvMto104svw2gcAgVgE0sXyWyICWzwPO6dBC2LQdQJIQKwAa+39FYtu/x7VzWowBQVPz2ACJc6iqR7XsaFXgegzIBRMSU0qlTp0q9evWkdOnS0q5dO/n88899etycOXPE4XDIdddd5/drBMJ1DMXCFP0/z0EhvuX5Lcz/+VgJ6dw+JH4lAAhTQf8NMnfuXBk7dqwkJyfLxo0bpXXr1pKYmCgHDhzw+rjdu3fL3//+d+ncuXPArhUIN9t3eV/UqncPh4weHiOXtaFCASACQsWkSZNkxIgRctttt8kll1wi06ZNk7Jly8qMGTM8PiYrK0uGDh0qEyZMkAYNGgT0eoFwqE58sSlLXv9vhrw20+l1hseAvvSAArBOUH+jnDt3TjZs2CDjxo3LPhYVFSXdu3eX9PR0j497/PHHJTY2Vu644w5ZvXq11+9x9uxZ8+Zy7Ngx88+MjAzzZgXX81j1fHZHexbdZ+tF3nrP2xmGXNbGIdf3EalS2SkZGd4rGciP16e1aM/Qb8/CPFdQQ8WhQ4fMqkNcXFyu4/r11q1b3T5mzZo18p///Ec2b97s0/eYOHGiWdHIKzU11ayIWGn58uWWPp/d0Z6Fc/pMaVmxtqvX8RN6XwlZJ+lrjwTwyiITr09r0Z6h256nTp3y+dywqn0eP35cbrnlFnn99delevXqPj1GqyA6ZiNnpaJOnTrSs2dPqVixomUpTn+APXr0kJiYGEue085oz8L57ajIjt0iaWvEpxke/fpcIVUqB+LKIhOvT2vRnqHfnq4Kf8iHCg0G0dHRsn///lzH9euaNWvmO3/Hjh3mAM1+/fplH3M6z5dvS5QoIdu2bZOGDRvmekypUqXMW17a2Fa/gP3xnHZGexZ/y3J3U0ZjawR9KFVE4PVpLdozdNuzMM8T1FBRsmRJSUhIkJUrV2ZPC9WQoF+PHj063/lNmzaVr7/+OtexRx991KxgTJkyxaxAAHbg63LbLhfV2iMjb69LoADgV0Hv/tCuiWHDhknbtm3l8ssvl8mTJ8vJkyfN2SAqKSlJateubY6N0HUsWrRokevxlSufr+PmPQ5EqtXpTpk1x/t25ecZ0i7BIdf2Eklf+61UqVw3AFcHwM6CHioGDx4sBw8elPHjx8u+ffskPj5eli5dmj14c+/eveaMEADnKxS+BorePc5PGWVUPQDbhAqlXR3uujtUWlqa18fOnDnTT1cFhN9iVucZMqh/NJuCAbBnqABQzEGZhiEtjPXS4Ybm0qhVFVbHBBAUhAogAgZlXmGslNuTL5Wo6lUDeWkAkAuhAgj3KaOGU64fkyBR1WMDdVkA4BahAghRCxZnypLlhveTDEMGdj8t1RoQKAAEH6ECCLGujh27nLJ+o1M2f1XAyYbTDBS9+rM8JoDQQKgAwm39CcOQS43VMnhMSyoUAEIKoQIIp/UnDKf0Nd6R/sm9GEMBIOQQKoAQsHhZwYGi0ZnPZUjJ/8qFyRMkqnrunX0BIBSwVCUQAgMyP11b0IBMJ4ECQMijUgEE0dvzMmTV6gJOMpxyozGdQAEg5BEqgCCNoXhlRqbs2uPpDEN6OedItaNbpUHlIwQKAGGBUAGE3IJWhvRzzpYu+6dLVFwtKZ/8IoECQFhgTAUQYoGiu3MhgQJAWCJUAAHs8igoUHRyLpVr9r9IoAAQlggVQIAcOOhthochzZyb5Lr9zxIoAIQtxlQAAVx62z1DujkXSi8qFADCHKECCOIYistbnJFrvrpfKu7/hkABIOzR/QEEcdvytl89T6AAEDEIFYAf7NzjLDBQOAynVD24hUABIGLQ/QEEY7dRw5Dex16VqjVKEigARAxCBWBxhaLgQOGUPsdelW4V1hAoAEQUQgVg4cZgS5Z7nzZ6hXOFdD/4GhUKABGJUAFY4JUZGbJhi7czDLnPOV4u3L+GMRQAIhYDNYFi2vxNVoGB4kbn6wQKABGPSgVQ7EGZ3pfepkIBwC6oVADFWCnT+6BMKhQA7IVKBVBEi5d5DhS1YzPkjn1jWdgKgK1QqQCKuFrmp2s9zfQwCBQAbIlQAVi6Wub5Lg8CBQA7ovsDsGwtCgZlArA3QgVgyVoUhvRzziZQALA1uj8AH7s8vK1FcYVzpXTZP51AAcDWCBWAD1I/9rIWhZEl3Q++SqAAYHuECsCH9Si+3OxhHIXhlBt+n8ReHgDAmAqg6OtRXODcLXccvJ9AAQB/IFQAXioUCxZlyroNbu40sggUAJAHoQLwsLiV57UoRLqcfJdAAQB5MKYCKGSg0HEUXcquJVAAQB6ECiBPl4f3QGFIP+MduTB5AoECAPIgVAA5rEjzHii6GwulX3IvAgUAuEGoAHJUKVJXeQgVhlP6GrPlxuSrCBQA4AEDNYE/AsWyjzPd3tfo9OcypNR/6fIAgAIQKmB7q9OdMmuO+7UoVIdS6QQKAPABoQJi9wqFt0Ch3R7NxyRJVPXYQF4WAIQlxlTA1g4c9LSN+Xk925+Vag0IFADgC0IFbG33Xm+hwpDuvSoE8GoAILzR/QFbd33M/9D9bA+Hw5CkwSWkamVHwK8LAMIVoQK27vow3BQq+nY+JVd2r0igAIBCovsDtvXdNq1S5E4VUQ6DQAEARUSogC0tWJwpS5ZrqMgZHgwZ0C+aQAEARUSogC03DMsfKJRD6l1EoACAoiJUwIYbhum6FPnDg8MhEluDUAEARUWogK0CxScrjrkNFGpgvyi6PgCgGJj9Adt0eZyvUJR1e3/XziLXdIsO+HUBQCQhVMCmgzJzS2hNoACA4iJUIKK7OxYsypR1GwyvgYKxFABgDUIFIri7w7VapvfAwFgKALAGAzUR4YHCu0H9oxhLAQAWoVKBCJwy6j1QxLcUaZcQJQ3rU6EAACsRKmCrrcx793DIgL687AHAH+j+QESpEX1IxHBfqSBQAIB/ESoQMZyH9kvMC6Olz7FX8wULHTtBoAAA/+K3LCImUJyYcI+sPN5JllS8S8RxPi9f2cEhfRPZJAwAAoFKBSIqUKRUHCnGH4FCrUn3PsYCAGAdQgUiIlDsPlxeUswKRe6KhNMoePAmAMAadH8gMioU1f/s8siJ1TIBIHAIFYiILo+8FQoXVssEgMAhVCAsA8VPE5Ll62MJklLJc6Do0oGdRwEgkAgVCCuHdx6QhS9slHWOKSKVvQ8J6pPIyxsAAonfuggbHy06KvNXVBKJ6u71PC1cJA1mGikABBqhAiFv5x6nLFhwSrbuKuuxq8OlQV2RkbeXIFAAQBAQKhCSTp8pLV9uFvl4dYbs2qNTQksVtIO56aaBVCgAIFgIFQg5n60XWbG2q8ha1xHfQkKHyxzSoC5LrwBAsITEb+CpU6dKvXr1pHTp0tKuXTv5/PPPPZ77+uuvS+fOnaVKlSrmrXv37l7PR/htXf7We74HCd3GvF+iQx4eGy23/4WMDAC2DhVz586VsWPHSnJysmzcuFFat24tiYmJcuDAAbfnp6Wlyc033yyrVq2S9PR0qVOnjvTs2VN+/vnngF87rOfr6pftEkSenVBCRg+PkWt7l6BCAQAhIOi/iSdNmiQjRoyQ2267TS655BKZNm2alC1bVmbMmOH2/LfffltGjRol8fHx0rRpU5k+fbo4nU5ZuXJlwK8d1tu9V0OF92ChO46OSIph7AQAhJig1ovPnTsnGzZskHHjxmUfi4qKMrs0tArhi1OnTklGRoZUrVrV7f1nz541by7Hjh0z/9TH6M0Kruex6vns6rejIvM/1EDhPixc1kbk+j4iVSo7JSMj99bm8IzXp7VoT2vRnqHfnoV5rqCGikOHDklWVpbExcXlOq5fb9261afnePDBB6VWrVpmEHFn4sSJMmHChHzHU1NTzYqIlZYvX27p89nJb79Xkm+3NhHDqJHvvsb1fpC6tX6SMqXPSHr24E0UFq9Pa9Ge1qI9Q7c99cO7r8J6ZNszzzwjc+bMMcdZ6CBPd7QKomM2clYqXOMwKlasaFmK0x9gjx49JCYmxpLntFN1YsZske073VcodFmK2/7SRKpUbhKU64sEvD6tRXtai/YM/fZ0VfhDPlRUr15doqOjZf/+/bmO69c1a9b0+tjnn3/eDBUrVqyQVq1aeTyvVKlS5i0vbWyrX8D+eM5ItnRllsxb5OrGcN/l0bOrQ2JrhHX2DRm8Pq1Fe1qL9gzd9izM8wR1oGbJkiUlISEh1yBL16DL9u3be3zcs88+K0888YQsXbpU2rZtG6Crhf8ChWfdurAhGACEi6B/BNSuiWHDhpnh4PLLL5fJkyfLyZMnzdkgKikpSWrXrm2OjVD//Oc/Zfz48TJ79mxzbYt9+/aZx8uXL2/eEB5rURQcKAwZ0MfBDA8ACCNBDxWDBw+WgwcPmkFBA4JOFdUKhGvw5t69e80ZIS6vvPKKOWtk0KBBuZ5H17l47LHHAn79KNweHl9965Tvfyh4LYpmDbdKj67NAnJdAIAICRVq9OjR5s0dHYSZ0+7duwN0VbDSKzMyZcMWw6dFra7tJZK+dpdGi4BcGwAggkIFItuCxQUHitbNRYbeeH53UearA0B4CvqKmoj88RNLlhdcoXAFCgBA+CJUwK+27yp4hocuu02gAIDwR/cHgjptVAPFNd2YNgoAkYBQAb+No3Df7WHIJU0d0vmKKGlYnwoFAEQSQgUs9/a8DFm12tO9DundPVqaNqbnDQAiDaEClnplRoZs2OL5ft3LI7YG1QkAiER8XISli1sVFCiSBkfT5QEAEYpKBSyjq2V6W9RqYH+mjQJAJCNUwBKr052yeJmGivyhoWtnkaGD2H0QACId3R+wZIGrWXMy3QaKls0IFABgF4QKFNu+7UfcBgqVyBoUAGAbhAoUi/PQfik/6xERI/94CmZ6AIC9ECpQrEBxYsI98v2xi/Ldx0wPALAfBmqiWIHiyMFzMi/2byKO3Pl03JhoaVCXzAoAdsJvfRQ5UDj3/yKHa8SLkSdQqHPngnJpAIAgIlSgyIEiKq6W1BszyuzqyCmKsRQAYEuEChQ5UJRPflG+219djBz7hmnAuIWxFABgS4QKFDlQ7D5ZQ96cm5X7REOkeTMCBQDYEQM1UaRAkbqlusxblCdQnM8UcuCgQaUCAGyISgWKGCjc7/PB2hQAYF+EChS6y8NToFA9uzqoUgCATdH9gWJ3eeTUrQvLcgOAXREq4DVQHItrIb8Oelq++KCCbP7Kc4VCDbuJWR8AYGeECngMFEvj7pUVUdeJLCg4KDw8lhU0AcDuCBVwGyjejHtavoq6wuPuozkN6h9FoAAAMFAT+QPFT3GdChUormF7cwAAlQq4G5S5vcs4kdXeA0W7BJGB/UswhgIAkI1QYXN5A8Xm/q/K4sVlvT6G6gQAwB1ChY3lDRQZY16SN6eUd3tunVoivXtGScP6UVQnAABuESpsyt200dUfVfB4/uAB0dK0MUNwAACeESpsqLDTRll6GwDgC0KFzRRl2mgSW5kDAHxAqLCRokwbZVErAICveLew6RiKD+qMLzBQsKgVAKAwqFTYKFAcOXhOVsQ9Iuuiuon8XHCgYNooAKAwCBU2CRQrj3eSlNi7RByeKw8140Su7cW0UQBA0RAq7BIoKo48P43Di7GjWCETAFB0dJjboMsjpaJWKAru7iBQAACKg1AR4YMy19RI8trloRg/AQCwAt0fET7LIy2qr8dzr+zgkL6JrEEBALAGoSJCuzz2xF0vXzQYKbI7f2Bo3Vxk6I2MnwAAWItQEUGB4qcJyZJ6+kZZF9vvfJfHbvfn9qE6AQDwA0JFmDty1JD/bflN0udtl28cU0TKFTxM5ty5gFwaAMBmCBVhHCZSlmXJJ2udIlJBJOpynx7H5mAAAH8hVISh1elOmTUn64+vfA8IGijYHAwA4C+EijCzc0/OQOE7ZnoAAPyNUBG2FYqCtUsQiW/JstsAgMAgVITRGApfA0WThiLDk5gyCgAILEJFmFiRpgMyPYtvKVKnlkNaNme7cgBAcBAqwqRKkbpKqxTuKw8Pj40mSAAAgo5QEcJBYscupxw/acj6dWdFpKTb84bdRKAAAIQGQkXIrj9h5DjqPlAMvcEhndsTKAAAoYFQEcazO1q3YGdRAEDo4GNuGM7ucG1XzuwOAEAoIVSEiPmLMn0+t3cPh1zTjSoFACC00P0RAhYszpT1G3yvUBAoAAChiFAR5C6PBYsyZZ3HQGFIfEuHNG/qkPLlHKyMCQAIaYSKkB2UaUjvHlEyoC8/IgBAeGBMRUgOyiRQAADCD6EiCIHirXe9DcokUAAAwhPvXAFElwcAIJLx7hVCXR6D+kczswMAELYIFQGyfZf3XUaH3hAlXTsRKAAA4YtQEQBLV2bJvEXeQwVLbgMAwh0DNUMgUOhOo6w/AQAId1Qq/DyOwlug6JfokM4dCBQAgMhApcKPNn/tOVA4HEKgAABEFCoVfjLjrUxZ+4XhMVAkDSZQAAAiC6HCD3bucXoIFIa0S3DIwP4lCBQAgIhD94cfpH7sqdvDIZ3bU6EAAEQmQoUfqhRfbnZ67PaIrUGgAABEJro/LLR8lciCFN3Xw31wYBwFACCShUSlYurUqVKvXj0pXbq0tGvXTj7//HOv57/33nvStGlT8/yWLVvKkiVLJNi+39FYFqToOAr3oeHhsdHSuX1INDcAAH4R9He5uXPnytixYyU5OVk2btworVu3lsTERDlw4IDb89euXSs333yz3HHHHbJp0ya57rrrzNs333wjwZK6SmT7nkYeA0Xi1Q5pUDfoTQ0AgF8F/Z1u0qRJMmLECLntttvkkksukWnTpknZsmVlxowZbs+fMmWKXHPNNXL//fdLs2bN5IknnpBLL71UXnrpJQnWAlcLvVQoVLcuLMENAIh8QR1Tce7cOdmwYYOMGzcu+1hUVJR0795d0tPT3T5Gj2tlIyetbLz//vtuzz979qx5czl27Jj5Z0ZGhnkrrp/3nhORkh4HZg4dJFKhXKZY8K1sw/VzseLnA9rTarSntWjP0G/PwjxXUEPFoUOHJCsrS+Li4nId16+3bt3q9jH79u1ze74ed2fixIkyYcKEfMdTU1PNikhxnT5TWhxylRi5ij6G1Ir7WS5p+IP8fviMhMCQj7C0fPnyYF9CRKE9rUV7Wov2DN32PHXqlM/nRvzsD62C5KxsaKWiTp060rNnT6lYsaIl36NGzUyZs0CjRJTZCXJdH4f07HqhiOgNRUnF+g+iR48eEhMTE+zLCXu0p7VoT2vRnqHfnq4Kf8iHiurVq0t0dLTs378/13H9umbNmm4fo8cLc36pUqXMW17a2FY1+JUdRA7u+1hatrpaLriA1TKtYuXPCLSn1WhPa9GeoduehXmeoA7ULFmypCQkJMjKlSuzjzmdTvPr9u3bu32MHs95vtJU5un8QClT+ow0aSQECgCAbQW9+0O7JoYNGyZt27aVyy+/XCZPniwnT540Z4OopKQkqV27tjk2Qv31r3+VLl26yL/+9S/p06ePzJkzR7788kt57bXXgvw3AQDA3oIeKgYPHiwHDx6U8ePHm4Mt4+PjZenSpdmDMffu3WvOCHHp0KGDzJ49Wx599FF5+OGHpXHjxubMjxYtWgTxbwEAAIIeKtTo0aPNmztpaWn5jt1www3mDQAAhI6gL34FAAAiA6ECAABYglABAAAsQagAAACWIFQAAABLECoAAIAlCBUAAMAShAoAAGAJQgUAALAEoQIAAFiCUAEAACxBqAAAAJYgVAAAgMjZpTSQDMMw/zx27Jhlz5mRkSGnTp0ynzMmJsay57Ur2tNatKe1aE9r0Z6h356u90vX+6c3tgsVx48fN/+sU6dOsC8FAICwev+sVKmS13Mchi/RI4I4nU755ZdfpEKFCuJwOCxLcRpSfvzxR6lYsaIlz2lntKe1aE9r0Z7Woj1Dvz01JmigqFWrlkRFeR81YbtKhTbIhRde6Jfn1h8g/yisQ3tai/a0Fu1pLdoztNuzoAqFCwM1AQCAJQgVAADAEoQKC5QqVUqSk5PNP1F8tKe1aE9r0Z7Woj0jqz1tN1ATAAD4B5UKAABgCUIFAACwBKECAABYglABAAAsQajw0dSpU6VevXpSunRpadeunXz++edez3/vvfekadOm5vktW7aUJUuWBOxaI609X3/9dencubNUqVLFvHXv3r3A9rebwr4+XebMmWOuLHvdddf5/RojuT2PHj0qd999t1xwwQXmqPsmTZrwb74Y7Tl58mS5+OKLpUyZMubqkGPGjJEzZ84E7HpD2aeffir9+vUzV7fUf7vvv/9+gY9JS0uTSy+91HxtNmrUSGbOnOm/C9TZH/Buzpw5RsmSJY0ZM2YY3377rTFixAijcuXKxv79+92e/9lnnxnR0dHGs88+a3z33XfGo48+asTExBhff/11wK89EtpzyJAhxtSpU41NmzYZ33//vXHrrbcalSpVMn766aeAX3sktKfLrl27jNq1axudO3c2rr322oBdb6S159mzZ422bdsavXv3NtasWWO2a1pamrF58+aAX3sktOfbb79tlCpVyvxT23LZsmXGBRdcYIwZMybg1x6KlixZYjzyyCPGggULdOamsXDhQq/n79y50yhbtqwxduxY8/3oxRdfNN+fli5d6pfrI1T44PLLLzfuvvvu7K+zsrKMWrVqGRMnTnR7/o033mj06dMn17F27doZd911l9+vNRLbM6/MzEyjQoUKxqxZs/x4lZHdntqGHTp0MKZPn24MGzaMUFGM9nzllVeMBg0aGOfOnQvgVUZue+q5V199da5j+obYsWNHv19ruBEfQsUDDzxgNG/ePNexwYMHG4mJiX65Jro/CnDu3DnZsGGDWXLPuX+Ifp2enu72MXo85/kqMTHR4/l2UpT2zEu39dXtfatWrSp2V9T2fPzxxyU2NlbuuOOOAF1p5LbnokWLpH379mb3R1xcnLRo0UKefvppycrKErsrSnt26NDBfIyri2Tnzp1mV1Lv3r0Ddt2RJD3A70e221CssA4dOmT+ctBfFjnp11u3bnX7mH379rk9X4/bXVHaM68HH3zQ7E/M+w/FjorSnmvWrJH//Oc/snnz5gBdZWS3p77pffzxxzJ06FDzzW/79u0yatQoM/jqyoZ2VpT2HDJkiPm4Tp06mbtjZmZmysiRI+Xhhx8O0FVHln0e3o90N9PTp0+b41asRKUCYeWZZ54xBxcuXLjQHPSFwtHti2+55RZz8Gv16tWDfTkRwel0mlWf1157TRISEmTw4MHyyCOPyLRp04J9aWFJBxVqpefll1+WjRs3yoIFCyQlJUWeeOKJYF8afEClogD6izc6Olr279+f67h+XbNmTbeP0eOFOd9OitKeLs8//7wZKlasWCGtWrXy85VGZnvu2LFDdu/ebY4ez/mmqEqUKCHbtm2Thg0bil0V5fWpMz5iYmLMx7k0a9bM/ISo5f+SJUuKXRWlPf/xj3+YwXf48OHm1zp77uTJk3LnnXeaYU27T+A7T+9Hui261VUKxU+nAPoLQT99rFy5MtcvYf1a+1Hd0eM5z1fLly/3eL6dFKU91bPPPmt+Ulm6dKm0bds2QFcbee2p05y//vprs+vDdevfv7907drV/H+dvmdnRXl9duzY0ezycIUz9cMPP5hhw86BoqjtqWOm8gYHV2Bjq6rCC/j7kV+Gf0bglCid4jRz5kxzSs6dd95pTonat2+fef8tt9xiPPTQQ7mmlJYoUcJ4/vnnzSmQycnJTCktRns+88wz5pS0efPmGb/++mv27fjx40H8W4Rve+bF7I/itefevXvN2UijR482tm3bZixevNiIjY01nnzyySD+LcK3PfX3pbbnO++8Y06HTE1NNRo2bGjOqoNh/t7T6fV607fwSZMmmf+/Z88e835tS23TvFNK77//fvP9SKfnM6U0BOjc3osuush8c9MpUuvWrcu+r0uXLuYv5pzeffddo0mTJub5Op0nJSUlCFcdGe1Zt25d8x9P3pv+8kHRXp85ESqK355r1641p43rm6dOL33qqafMabsofHtmZGQYjz32mBkkSpcubdSpU8cYNWqU8dtvvwXp6kPLqlWr3P4+dLWh/qltmvcx8fHxZvvr6/ONN97w2/Wx9TkAALAEYyoAAIAlCBUAAMAShAoAAGAJQgUAALAEoQIAAFiCUAEAACxBqAAAAJYgVAAAAEsQKgCEhFtvvVWuu+66As9zOBzy/vvvW/Z969WrJ5MnT7bs+QA7I1QAyPfmrm/ceW/XXHONX7/vlClTZObMmQWe9+uvv0qvXr38ei0AioatzwHkowHijTfeyHWsVKlSfv2elSpV8nq/axtxT1tmAwg+KhUA8tEAoW/eOW9VqlQx79Oqxauvvip9+/aVsmXLSrNmzSQ9Pd3c/vuqq66ScuXKSYcOHWTHjh3Zz/fYY49JfHy8+TjdXl0fd+ONN8rvv//usftDn2v06NFy3333SfXq1SUxMdFt98dPP/0kN998s1StWtX83m3btpX169eb9+k1XHvttRIXFyfly5eXyy67TFasWBGQNgTsiFABoNCeeOIJSUpKks2bN0vTpk1lyJAhctddd8m4cePkyy+/1N2PzUCQk4aOd999Vz788ENZunSpbNq0SUaNGuX1+8yaNcusTnz22Wcybdq0fPefOHFCunTpIj///LMsWrRItmzZIg888IA4nc7s+3v37i0rV640v59WYPr16yd79+61uEUAmPy2/ymAsKRbJ0dHRxvlypXLddPtvJX+2nj00Uezz09PTzeP/ec//8k+9s4775jbVrvoNvX6nD/99FP2sY8++siIiooyfv31V7dbsOv2zW3atMl3ffq9Fi5caP7/q6++alSoUME4fPiwz3+/5s2bm1txu9StW9d44YUXfH48AM8YUwEgn65du8orr7yS65h2L7i0atUq+/+1a0G1bNky17EzZ87IsWPHpGLFiuaxiy66SGrXrp19Tvv27c2KwrZt2zyOk0hISPB6nVopadOmTa5ry0krFdr1kpKSYg7wzMzMlNOnT1OpAPyEUAEgHx2b0KhRI4/3x8TEZP+/jnHwdMzVDVGc6/CmTJkyXu//+9//LsuXL5fnn3/e/Pvo+YMGDTIHfQKwHmMqAASEVgd++eWX7K/XrVsnUVFRcvHFFxf5ObViotWKI0eOuL1fx2LoANDrr7/erKRoRWT37t1F/n4AvCNUAMjn7Nmzsm/fvly3Q4cOFes5S5cuLcOGDTMHU65evVruvfdecwZIcaaI6qwPfbzOGtEAsXPnTpk/f745G0U1btxYFixYYAYP/b46oLS41RMAnhEqAOSjszMuuOCCXLdOnToV6zm1+2HAgAHmbIyePXuaVYaXX365WM+pM0NSU1MlNjbWfF6tRjzzzDMSHR1t3j9p0iRzKqxOcdVZHzot9dJLLy3W9wTgmUNHa3q5HwCKTQdL6toSWjEAELmoVAAAAEsQKgAAgCXo/gAAAJagUgEAACxBqAAAAJYgVAAAAEsQKgAAgCUIFQAAwBKECgAAYAlCBQAAsAShAgAAiBX+HyVgFZSKExfQAAAAAElFTkSuQmCC", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nonstationary_gev.paramplot()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c234b4fd", + "metadata": {}, + "outputs": [], + "source": [ + "nonstationary_gev.save_model(\"nonstationary_gev_cov.pkl\")" + ] + }, + { + "cell_type": "markdown", + "id": "e5212729", + "metadata": {}, + "source": [ + "## PRUEBA RAPIDA" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "545984f7", + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.core.io import load_model\n", + "nonstationary_gev = load_model(\"nonstationary_gev_cov.pkl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b479795c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nonstationary_gev.returnperiod_plot(monthly_plot=False, conf_int=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f95bfd5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "11fd2bc0", + "metadata": {}, + "source": [ + "## Harmonic fit" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "77c20181", + "metadata": {}, + "outputs": [], + "source": [ + "nonstationary_gev2 = NonStatGEV(\n", + " xt=hsmax,\n", + " t=time,\n", + " covariates=None,\n", + " harms=True,\n", + " trends=False,\n", + " var_name=\"Hs\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ee0ad217", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting Harmonic iterative process\n", + "Iteration: 0 - AIC: 1842.8949788335\n", + "Iteration: 1 - AIC: 1531.6914074217711\n", + "Iteration: 2 - AIC: 1464.4874849688683\n", + "Iteration: 3 - AIC: 1454.4326606002123\n", + "Iteration: 4 - AIC: 1448.22279791894\n", + "Iteration: 5 - AIC: 1450.0017554897745\n", + "End of the Harmonic iterative process\n", + "Harmonic AIC: 1448.22279791894 \n", + "\n", + "No covariates provided, skipping Covariates iterative process \n", + "\n" + ] + } + ], + "source": [ + "fit_result = nonstationary_gev2.auto_adjust()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b7d696b6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Fitted Time-Dependent GEV model for Hs\n", + "======================================================================\n", + "\n", + "Location Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Beta0 3.8341 0.0533 [ 3.7296, 3.9385]\n", + "Beta1 (sin) 1.5643 0.0658 [ 1.4354, 1.6932]\n", + "Beta1 (cos) 0.3395 0.0695 [ 0.2033, 0.4757]\n", + "\n", + "Scale Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Alpha0 -0.0530 0.0364 [ -0.1244, 0.0183]\n", + "Alpha1 (sin) 0.5153 0.0522 [ 0.4130, 0.6176]\n", + "Alpha1 (cos) 0.0871 0.0521 [ -0.0151, 0.1893]\n", + "Alpha2 (sin) -0.2098 0.0493 [ -0.3065, -0.1130]\n", + "Alpha2 (cos) -0.0616 0.0504 [ -0.1603, 0.0372]\n", + "\n", + "Shape Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Gamma0 -0.0765 0.0315 [ -0.1382, -0.0149]\n", + "Gamma1 (sin) -0.1410 0.0468 [ -0.2328, -0.0492]\n", + "Gamma1 (cos) -0.0218 0.0429 [ -0.1059, 0.0624]\n", + "\n", + "Fit Statistics\n", + "----------------------------------------------------------------------\n", + "Log-likelihood: -713.1114\n", + "AIC: 1448.2228\n", + "Number of parameters: 11\n", + "Success: True\n", + "Message: `gtol` termination condition is satisfied.\n" + ] + } + ], + "source": [ + "nonstationary_gev2.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ff8a8811", + "metadata": {}, + "outputs": [], + "source": [ + "nonstationary_gev2.save_model(\"nonstationary_gev_harm.pkl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a7e6b117", + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.core.io import load_model\n", + "nonstationary_gev2 = load_model(\"nonstationary_gev_harm.pkl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b74d1a1f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nonstationary_gev2.plot(return_plot=False, init_year=df_hs[\"yyyy\"].min())" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "96a0a548", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nonstationary_gev2.returnperiod_plot(monthly_plot=True, conf_int=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c61f1f09", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1fedb751", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-good", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/distributions/ExtremeCorrection.ipynb b/toolkit/distributions/ExtremeCorrection.ipynb new file mode 100644 index 00000000..5d333b1f --- /dev/null +++ b/toolkit/distributions/ExtremeCorrection.ipynb @@ -0,0 +1,1995 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "44df2d2a", + "metadata": {}, + "source": [ + "# Extreme Correction " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fef028d6", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "9b930af0", + "metadata": {}, + "source": [ + "### Import Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ce0e57b3", + "metadata": {}, + "outputs": [], + "source": [ + "historical_dataset = xr.open_dataset(\"inputs/Wave_families_santona_daily.nc\")\n", + "sampled_dataset = xr.open_dataset(\"inputs/simulated_waves_100years.nc\").rename({\"bulk_Hs\": \"Hs\", \"bulk_Tp\": \"Tp\", \"bulk_Dir\": \"Dir\", \"DWT\": \"bmus\"})\n", + "sampled_dataset[\"bmus\"] = sampled_dataset[\"bmus\"] - 1 # Adjusting DWT index to start from 0" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fa8e0c1d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 935kB\n",
+       "Dimensions:      (time: 14610)\n",
+       "Coordinates:\n",
+       "  * time         (time) datetime64[ns] 117kB 1979-01-01 ... 2018-12-31\n",
+       "Data variables:\n",
+       "    sea_Hs       (time) float32 58kB ...\n",
+       "    sea_Tp       (time) float32 58kB ...\n",
+       "    sea_Dir      (time) float32 58kB ...\n",
+       "    swell_1_Hs   (time) float64 117kB ...\n",
+       "    swell_1_Tp   (time) float64 117kB ...\n",
+       "    swell_1_Dir  (time) float64 117kB ...\n",
+       "    Hs           (time) float32 58kB ...\n",
+       "    Tp           (time) float32 58kB ...\n",
+       "    Dir          (time) float32 58kB ...\n",
+       "    bmus         (time) int64 117kB ...
" + ], + "text/plain": [ + " Size: 935kB\n", + "Dimensions: (time: 14610)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 117kB 1979-01-01 ... 2018-12-31\n", + "Data variables:\n", + " sea_Hs (time) float32 58kB ...\n", + " sea_Tp (time) float32 58kB ...\n", + " sea_Dir (time) float32 58kB ...\n", + " swell_1_Hs (time) float64 117kB ...\n", + " swell_1_Tp (time) float64 117kB ...\n", + " swell_1_Dir (time) float64 117kB ...\n", + " Hs (time) float32 58kB ...\n", + " Tp (time) float32 58kB ...\n", + " Dir (time) float32 58kB ...\n", + " bmus (time) int64 117kB ..." + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "historical_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9598173d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 117MB\n",
+       "Dimensions:  (n_sim: 100, time: 36525)\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 292kB 2000-01-01 2000-01-02 ... 2099-12-31\n",
+       "Dimensions without coordinates: n_sim\n",
+       "Data variables:\n",
+       "    bmus     (n_sim, time) int64 29MB 14 25 25 31 31 31 25 ... 21 23 23 23 23 17\n",
+       "    Hs       (n_sim, time) float64 29MB ...\n",
+       "    Tp       (n_sim, time) float64 29MB ...\n",
+       "    Dir      (n_sim, time) float64 29MB ...
" + ], + "text/plain": [ + " Size: 117MB\n", + "Dimensions: (n_sim: 100, time: 36525)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 292kB 2000-01-01 2000-01-02 ... 2099-12-31\n", + "Dimensions without coordinates: n_sim\n", + "Data variables:\n", + " bmus (n_sim, time) int64 29MB 14 25 25 31 31 31 25 ... 21 23 23 23 23 17\n", + " Hs (n_sim, time) float64 29MB ...\n", + " Tp (n_sim, time) float64 29MB ...\n", + " Dir (n_sim, time) float64 29MB ..." + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sampled_dataset" + ] + }, + { + "cell_type": "markdown", + "id": "24630df7", + "metadata": {}, + "source": [ + "### Apply correction in complete series" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "88371556", + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.distributions.extreme_correction import ExtremeCorrection" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "bb60851a", + "metadata": {}, + "outputs": [], + "source": [ + "config = {\n", + " \"var\": \"Hs\",\n", + " \"bmus\": [False, \"\"],\n", + " \"join_sims\": True,\n", + " \"folder\": None,\n", + "}\n", + "\n", + "pot_config = {\n", + " \"init_threshold\": 0.01,\n", + " \"n0\": 10,\n", + " \"min_peak_distance\": 2,\n", + " \"sig_level\": 0.05,\n", + " \"plot\": False,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1e614628", + "metadata": {}, + "outputs": [], + "source": [ + "extr_corr = ExtremeCorrection(\n", + " corr_config=config,\n", + " pot_config=pot_config,\n", + " method=\"pot\" # \"pot\" for GPD or \"am\" for GEV\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "71f93f78", + "metadata": {}, + "outputs": [], + "source": [ + "extr_corr.fit(data_hist=historical_dataset, plot_diagnostic=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8ae84b1c", + "metadata": {}, + "outputs": [], + "source": [ + "sim_pit_data_corrected = extr_corr.transform(data_sim=sampled_dataset, prob=\"unif\", random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7a29cb8b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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<xarray.Dataset> Size: 146MB\n",
+       "Dimensions:  (n_sim: 100, time: 36525)\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 292kB 2000-01-01 2000-01-02 ... 2099-12-31\n",
+       "Dimensions without coordinates: n_sim\n",
+       "Data variables:\n",
+       "    bmus     (n_sim, time) int64 29MB 14 25 25 31 31 31 25 ... 21 23 23 23 23 17\n",
+       "    Hs       (n_sim, time) float64 29MB ...\n",
+       "    Tp       (n_sim, time) float64 29MB ...\n",
+       "    Dir      (n_sim, time) float64 29MB ...\n",
+       "    Hs_corr  (n_sim, time) float64 29MB 1.618 1.302 1.599 ... 2.251 2.177 0.9566
" + ], + "text/plain": [ + " Size: 146MB\n", + "Dimensions: (n_sim: 100, time: 36525)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 292kB 2000-01-01 2000-01-02 ... 2099-12-31\n", + "Dimensions without coordinates: n_sim\n", + "Data variables:\n", + " bmus (n_sim, time) int64 29MB 14 25 25 31 31 31 25 ... 21 23 23 23 23 17\n", + " Hs (n_sim, time) float64 29MB ...\n", + " Tp (n_sim, time) float64 29MB ...\n", + " Dir (n_sim, time) float64 29MB ...\n", + " Hs_corr (n_sim, time) float64 29MB 1.618 1.302 1.599 ... 2.251 2.177 0.9566" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim_pit_data_corrected" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e8dae530", + "metadata": {}, + "outputs": [], + "source": [ + "sim_pit_data_corrected = extr_corr.fit_transform(\n", + " data_hist=historical_dataset,\n", + " data_sim=sampled_dataset,\n", + " prob=\"unif\",\n", + " plot_diagnostic=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "89856692", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figs, axes = extr_corr.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "e7231145", + "metadata": {}, + "source": [ + "### Apply correction by Weather Types" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "106f19a9", + "metadata": {}, + "outputs": [], + "source": [ + "config = {\n", + " \"var\": \"Hs\",\n", + " \"bmus\": [False, \"\"],\n", + " \"join_sims\": True,\n", + " \"folder\": None,\n", + "}\n", + "\n", + "pot_config = {\n", + " \"init_threshold\": 0.01,\n", + " \"n0\": 10,\n", + " \"min_peak_distance\": 2,\n", + " \"sig_level\": 0.05,\n", + " \"plot\": False,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "857c28be", + "metadata": {}, + "outputs": [], + "source": [ + "extr_corr = ExtremeCorrection(\n", + " corr_config=config,\n", + " pot_config=pot_config,\n", + " method=\"pot\" # \"pot\" for GPD or \"am\" for GEV\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a448ea01", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Applying correction for Weather Type: 0\n", + "Applying correction for Weather Type: 1\n", + "Applying correction for Weather Type: 2\n", + "Applying correction for Weather Type: 3\n", + "Applying correction for Weather Type: 4\n", + "Applying correction for Weather Type: 5\n", + "Applying correction for Weather Type: 6\n", + "Applying correction for Weather Type: 7\n", + "Applying correction for Weather Type: 8\n", + "Applying correction for Weather Type: 9\n", + "Applying correction for Weather Type: 10\n", + "Applying correction for Weather Type: 11\n", + "Applying correction for Weather Type: 12\n", + "Applying correction for Weather Type: 13\n", + "Applying correction for Weather Type: 14\n", + "Applying correction for Weather Type: 15\n", + "Applying correction for Weather Type: 16\n", + "Applying correction for Weather Type: 17\n", + "Applying correction for Weather Type: 18\n", + "Applying correction for Weather Type: 19\n", + "Applying correction for Weather Type: 20\n", + "Applying correction for Weather Type: 21\n", + "Applying correction for Weather Type: 22\n", + "Applying correction for Weather Type: 23\n", + "Applying correction for Weather Type: 24\n", + "Applying correction for Weather Type: 25\n", + "Applying correction for Weather Type: 26\n", + "Applying correction for Weather Type: 27\n", + "Applying correction for Weather Type: 28\n", + "Applying correction for Weather Type: 29\n", + "Applying correction for Weather Type: 30\n", + "Applying correction for Weather Type: 31\n", + "Applying correction for Weather Type: 32\n", + "Applying correction for Weather Type: 33\n", + "Applying correction for Weather Type: 34\n", + "Applying correction for Weather Type: 35\n" + ] + } + ], + "source": [ + "final_simulated_data = sampled_dataset.copy()\n", + "final_simulated_data[\"Hs_corr\"] = xr.zeros_like(final_simulated_data[\"Hs\"])\n", + "\n", + "\n", + "for wt in np.unique(historical_dataset.get(\"bmus\").values):\n", + "# for wt in [0]:\n", + "\n", + " print(f\"Applying correction for Weather Type: {wt}\")\n", + " hist_wt = historical_dataset.copy()\n", + " sim_wt = sampled_dataset.copy()\n", + "\n", + " hist_hs_aux = np.zeros_like(historical_dataset[\"Hs\"].values)\n", + " hist_hs_aux[np.where(historical_dataset.get(\"bmus\") == wt)[0]] = historical_dataset.isel(time=np.where(historical_dataset.get(\"bmus\") == wt)[0])[\"Hs\"].values\n", + " hist_wt[\"Hs\"].values = hist_hs_aux\n", + " \n", + " sim_hs_aux = np.zeros_like(sampled_dataset[\"Hs\"])\n", + " for sim in sampled_dataset.n_sim.values:\n", + " sim_hs_aux[sim,np.where(sampled_dataset.get(\"bmus\").isel(n_sim=sim) == wt)[0]] = sampled_dataset.isel(time=np.where(sampled_dataset.get(\"bmus\").isel(n_sim=sim) == wt)[0], n_sim=sim)[\"Hs\"].values\n", + " sim_wt[\"Hs\"].values = sim_hs_aux\n", + "\n", + "\n", + " corr_ouput = extr_corr.fit_transform(\n", + " data_hist=hist_wt,\n", + " data_sim=sim_wt,\n", + " prob=\"unif\",\n", + " plot_diagnostic=False,\n", + " )\n", + " \n", + " final_simulated_data[\"Hs_corr\"].values = final_simulated_data[\"Hs_corr\"].values + corr_ouput[\"Hs_corr\"].values" + ] + }, + { + "cell_type": "markdown", + "id": "3f0ba725", + "metadata": {}, + "source": [ + "### Return Period plot" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b2225e70", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "020cf749", + "metadata": {}, + "outputs": [], + "source": [ + "# Annual Maxima\n", + "am_hist = historical_dataset[\"Hs\"].groupby(\"time.year\").max()\n", + "am_corrected = final_simulated_data[\"Hs_corr\"].groupby(\"time.year\").max()\n", + "am_uncorrected = final_simulated_data[\"Hs\"].groupby(\"time.year\").max()\n", + "\n", + "# Historical AM Return Periods\n", + "n_year = extr_corr.am_data.shape[0]\n", + "ecdf_am_probs_hist = np.arange(1, n_year + 1) / (n_year + 1)\n", + "T_annmax = 1 / (1 - ecdf_am_probs_hist)\n", + "\n", + "# Simulated AM Return Periods\n", + "n_year_sim = am_corrected.shape[1]\n", + "ecdf_annmax_probs_sim = np.arange(1, n_year_sim + 1) / (n_year_sim + 1)\n", + "T_annmax_sim = 1 / (1 - ecdf_annmax_probs_sim)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a9467153", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 6))\n", + "ax = fig.add_subplot(111)\n", + "\n", + "\n", + "# No-Corrected Sampled AM values\n", + "ax.semilogx(\n", + " T_annmax_sim,\n", + " np.sort(am_uncorrected.isel(n_sim=0).values),\n", + " color=\"tab:gray\",\n", + " linewidth=0,\n", + " marker=\"D\",\n", + " markersize=5,\n", + " alpha=0.4,\n", + " label=\"Sampled Annual Maxima\",\n", + ")\n", + "for sim in final_simulated_data.n_sim.values[1:]:\n", + " ax.semilogx(\n", + " T_annmax_sim,\n", + " np.sort(am_uncorrected.isel(n_sim=sim).values),\n", + " color=\"tab:gray\",\n", + " linewidth=0,\n", + " marker=\"D\",\n", + " markersize=5,\n", + " alpha=0.4\n", + " )\n", + "\n", + "\n", + "# Corrected Sampled AM values\n", + "ax.semilogx(\n", + " T_annmax_sim,\n", + " np.sort(am_corrected.isel(n_sim=0).values),\n", + " color=\"tab:red\",\n", + " linewidth=0,\n", + " marker=\"D\",\n", + " markersize=5,\n", + " alpha=0.8,\n", + " label=\"Corrected Sampled Annual Maxima\",\n", + " )\n", + "for sim in final_simulated_data.n_sim.values[1:]:\n", + " ax.semilogx(\n", + " T_annmax_sim,\n", + " np.sort(am_corrected.isel(n_sim=sim).values),\n", + " color=\"tab:red\",\n", + " linewidth=0,\n", + " marker=\"D\",\n", + " markersize=5,\n", + " alpha=0.8\n", + " )\n", + "\n", + "\n", + "# Historical AM values\n", + "ax.semilogx(\n", + " T_annmax,\n", + " np.sort(am_hist),\n", + " color=\"tab:blue\",\n", + " linewidth=0,\n", + " marker=\"o\",\n", + " markersize=5,\n", + " alpha=0.8,\n", + " label=\"Historical Annual Maxima\",\n", + ")\n", + "\n", + "ax.set_xlabel(\"Return Periods (Years)\")\n", + "ax.set_ylabel(f\"{extr_corr.var}\")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_xticks([1, 2, 5, 10, 20, 50, 100, 250, 1000, 10000])\n", + "ax.get_xaxis().set_major_formatter(plt.ScalarFormatter())\n", + "ax.set_xlim(left=0.9, right=n_year_sim + 100)\n", + "ax.set_ylim(bottom=0)\n", + "ax.legend(loc=\"best\")\n", + "ax.grid()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-good", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/distributions/GEV.ipynb b/toolkit/distributions/GEV.ipynb index 73daf3f4..c3fa70db 100644 --- a/toolkit/distributions/GEV.ipynb +++ b/toolkit/distributions/GEV.ipynb @@ -32,20 +32,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "id": "e483a32d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'mean': 1.6176583190738754,\n", - " 'median': 1.3359810891121353,\n", - " 'variance': 1.8032552692986161,\n", - " 'std': 1.3428534057366859}" + "{'mean': 1.6176583190738771,\n", + " 'median': 1.3359810891121355,\n", + " 'variance': 1.803255269298612,\n", + " 'std': 1.3428534057366843}" ] }, - "execution_count": 12, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -57,7 +57,7 @@ "random_state = 42\n", "\n", "# Generate a random sample from GEV distribution\n", - "x = GEV.random(1000, loc=loc, scale=scale, shape=shape, random_state=random_state)\n", + "x = GEV.random(100, loc=loc, scale=scale, shape=shape, random_state=random_state)\n", "\n", "x_pdf = GEV.pdf(x, loc=loc, scale=scale, shape=shape) # Probability Density Function\n", "x_cdf = GEV.cdf(x, loc=loc, scale=scale, shape=shape) # Cumulative Distribution Function\n", @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "4b76f426", "metadata": {}, "outputs": [ @@ -89,9 +89,9 @@ "--------------------------------------\n", "Parameters:\n", " - loc: 1.0000\n", - " - scale: 0.8911\n", - " - shape: -0.1998\n", - "Negative Log-Likelihood value: 1351.1757\n", + " - scale: 0.8932\n", + " - shape: 0.0829\n", + "Negative Log-Likelihood value: 148.9648\n", "Optimization terminated successfully.\n" ] } @@ -103,13 +103,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "25bff181", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -122,11 +122,19 @@ "fig = fit_result.plot() # Plot the fitted GEV distribution against the data\n", "plt.show(fig) # Show the plot" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ab9b8d1a", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "bluemath_dev", + "display_name": "bluemath-good", "language": "python", "name": "python3" }, @@ -140,7 +148,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.9" + "version": "3.11.13" } }, "nbformat": 4, diff --git a/toolkit/distributions/GPD.ipynb b/toolkit/distributions/GPD.ipynb index a292cc8e..09487608 100644 --- a/toolkit/distributions/GPD.ipynb +++ b/toolkit/distributions/GPD.ipynb @@ -32,20 +32,20 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 2, "id": "e483a32d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'mean': 0.8333333333333334,\n", - " 'median': 1.6472471835193794,\n", + "{'mean': 1.8333333333333335,\n", + " 'median': 1.6472471835193792,\n", " 'variance': 0.49603174603174605,\n", " 'std': 0.7042952122737638}" ] }, - "execution_count": 25, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -56,14 +56,14 @@ "shape = -0.2\n", "random_state = 42\n", "\n", - "# Generate a random sample from GEV distribution\n", - "x = GPD.random(2000, loc=threshold, scale=scale, shape=shape, random_state=random_state)\n", + "# Generate a random sample from GPD distribution\n", + "x = GPD.random(2000, threshold=threshold, scale=scale, shape=shape, random_state=random_state)\n", "\n", - "x_pdf = GPD.pdf(x, loc=threshold, scale=scale, shape=shape) # Probability Density Function\n", - "x_cdf = GPD.cdf(x, loc=threshold, scale=scale, shape=shape) # Cumulative Distribution Function\n", - "x_ppf = GPD.qf(x_cdf, loc=threshold, scale=scale, shape=shape) # Percent-Point Function (Quantile Function)\n", - "x_sf = GPD.sf(x, loc=threshold, scale=scale, shape=shape) # Survival Function\n", - "x_stats = GPD.stats(loc=threshold, scale=scale, shape=shape) # Mean, Variance, Skewness, Kurtosis\n", + "x_pdf = GPD.pdf(x, threshold=threshold, scale=scale, shape=shape) # Probability Density Function\n", + "x_cdf = GPD.cdf(x, threshold=threshold, scale=scale, shape=shape) # Cumulative Distribution Function\n", + "x_ppf = GPD.qf(x_cdf, threshold=threshold, scale=scale, shape=shape) # Percent-Point Function (Quantile Function)\n", + "x_sf = GPD.sf(x, threshold=threshold, scale=scale, shape=shape) # Survival Function\n", + "x_stats = GPD.stats(threshold=threshold, scale=scale, shape=shape) # Mean, Variance, Skewness, Kurtosis\n", "x_stats" ] }, @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 3, "id": "4b76f426", "metadata": {}, "outputs": [ @@ -88,36 +88,28 @@ "Fitting results for Generalized Pareto Distribution (GPD):\n", "--------------------------------------\n", "Parameters:\n", - " - loc: 0.0000\n", - " - scale: 1.0521\n", - " - shape: -0.2478\n", - "Negative Log-Likelihood value: 1605.9867\n", + " - threshold: 1.0000\n", + " - scale: 1.0011\n", + " - shape: -0.1981\n", + "Negative Log-Likelihood value: 1606.0712\n", "Optimization terminated successfully.\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\user\\victor\\trabajo\\bluemath_tk\\bluemath_tk\\distributions\\gpd.py:312: RuntimeWarning: invalid value encountered in log\n", - " + (1 / shape + 1) * np.sum(np.log(y))\n" - ] } ], "source": [ - "fit_result = GPD.fit(data = x - threshold, f0 = 0.0) # Fit the GEV distribution to the data\n", + "fit_result = GPD.fit(data = x, threshold = threshold) # Fit the GEV distribution to the data\n", "fit_result.summary() " ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 4, "id": "25bff181", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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" ] @@ -127,9 +119,18 @@ } ], "source": [ - "fig = fit_result.plot() # Plot the fitted GEV distribution against the data\n", + "# Plot the fitted GEV distribution against the data\n", + "fig = fit_result.plot(npy=10) # npy=10, assuming 10 exceedances per year\n", "plt.show(fig) # Show the plot" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "170b85ba", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/toolkit/distributions/Non_stationary_GEV/Ayoola_Time_dependent_GEV.ipynb b/toolkit/distributions/Non_stationary_GEV/Ayoola_Time_dependent_GEV.ipynb new file mode 100644 index 00000000..53dbf2ea --- /dev/null +++ b/toolkit/distributions/Non_stationary_GEV/Ayoola_Time_dependent_GEV.ipynb @@ -0,0 +1,543 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "98ecd696", + "metadata": {}, + "outputs": [], + "source": [ + "import glob\n", + "import numpy as np\n", + "import pandas as pd\n", + "from scipy import signal\n", + "from functools import reduce\n", + "from bluemath_tk.distributions.nonstat_gev import NonStatGEV" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24ed1fda", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_number(filename):\n", + " return int(''.join(filter(str.isdigit, filename)))\n", + "\n", + "station_files = glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/*.parquet')\n", + "station_files.sort(key=extract_number)\n", + "print(station_files)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc79a7bf", + "metadata": {}, + "outputs": [], + "source": [ + "def run_regression(X, y):\n", + " X_const = sm.add_constant(X)\n", + " model = sm.OLS(y, X_const).fit()\n", + " \n", + " dw_test = durbin_watson(model.resid)\n", + " omnibus_stat, omnibus_p = omni_normtest(model.resid)\n", + " \n", + " return model, X_const, dw_test, omnibus_p, y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4404183e", + "metadata": {}, + "outputs": [], + "source": [ + "def check_normality(omnibus_p):\n", + " if omnibus_p < 0.05:\n", + " print(\"Residuals not normal (Omnibus).\")\n", + " return False # Residuals are not normal\n", + " else:\n", + " print(\"Residuals appear normal (Omnibus).\")\n", + " return True # Residuals are normal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3b27710f", + "metadata": {}, + "outputs": [], + "source": [ + "def summarize_model(model, X_const):\n", + " \n", + " param_names = X_const.columns\n", + " \n", + " params = pd.Series(model.params, index=param_names)\n", + " std_errors = pd.Series(model.bse, index=param_names)\n", + " p_values = pd.Series(model.pvalues, index=param_names)\n", + "\n", + " summary = {\n", + " 'intercept': params['const'] if 'const' in param_names else np.nan,\n", + " 'r_squared': model.rsquared,\n", + " 'adj_r_squared': model.rsquared_adj, \n", + " 'f_statistic': getattr(model, 'fvalue', np.nan),\n", + " 'f_pvalue': getattr(model, 'f_pvalue', np.nan),\n", + " 'model_summary': model.summary()\n", + " }\n", + "\n", + " for name in params.index:\n", + " if name != 'const':\n", + " summary[f'slope_{name}'] = params[name]\n", + " summary[f'p_value_{name}'] = p_values[name]\n", + " summary[f'CI_{name}'] = std_errors[name] * 1.96\n", + " return summary" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fd25f0da", + "metadata": {}, + "outputs": [], + "source": [ + "one_station = station_files[3915] \n", + "data = pd.read_parquet(one_station)\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53096749", + "metadata": {}, + "outputs": [], + "source": [ + "data = data [['surge_time','skew_surge']]\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2bc181af", + "metadata": {}, + "outputs": [], + "source": [ + "data = data[~((data['surge_time'] >= '1950-01-01') & \n", + " (data['surge_time'] <= '1950-01-04'))]\n", + "data = data[~((data['surge_time'] >= '2021-03-09') & \n", + " (data['surge_time'] < '2021-03-10'))]\n", + "data = data.reset_index(drop=True)\n", + "\n", + "data['detrended_surge'] = signal.detrend(data['skew_surge'])\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1167b681", + "metadata": {}, + "outputs": [], + "source": [ + "data['Year'] = data['surge_time'].dt.year\n", + "data['Month'] = data['surge_time'].dt.month\n", + "data['Month_name'] = data['surge_time'].dt.month_name().str[:3]\n", + "data.set_index(\"surge_time\", inplace=True)\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0bd29ac8", + "metadata": {}, + "outputs": [], + "source": [ + "Annual_quant = data['detrended_surge'].resample('YE').max().reset_index()\n", + "Annual_quant['Year'] = Annual_quant['surge_time'].dt.year\n", + "print(f\"Annual quantiles:\\n{Annual_quant}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "875b191c", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima_idxs = data.resample(\"YE\")[\"detrended_surge\"].idxmax()\n", + "data_monthly_maxima_idxs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "953329eb", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima = data.loc[data_monthly_maxima_idxs]\n", + "data_monthly_maxima" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "89357b5b", + "metadata": {}, + "outputs": [], + "source": [ + "climate_files = sorted(glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/*.txt'))\n", + "print (climate_files)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a20e0e6c", + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.expand_frame_repr', False) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e99d41cc", + "metadata": {}, + "outputs": [], + "source": [ + "indices =['AMM', 'AO', 'Nao', 'Nino1+2_anom', 'Nino3_4_anom', 'Nino3_anom', 'Nino4_anom', 'ONI', 'PNA', 'SOI', 'WHWP', 'WP', 'PDO']\n", + "name_indices = ['Atlantic Multidecadal Oscilliation', 'Arctic Oscilliation', 'North Atlantic Oscilliation', 'Extreme Eastern Tropical Pacific SST',\n", + " 'East Central Tropical Pacific SST', 'Eastern Tropical Pacific SST', 'Central Tropical Pacific SST', 'Oceanic Nino Index',\n", + " 'Pacific North American Index', 'Southern Oscilliation Index', 'Western Hemisphere Warm Pool', 'Western Pacific Index', 'Pacific decadal oscillation']\n", + "dfs = {}\n", + "for mode, file in zip(indices, climate_files):\n", + " df = pd.read_fwf(file, skiprows=1, header=None)\n", + " df.columns = [\"Year\", \"Jan\", \"Feb\", \"Mar\", \"Apr\", \"May\", \"Jun\", \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"]\n", + " df['mean'] = df.loc[:, 'Jan':'Dec'].mean(axis=1)\n", + " dfs[mode] = df[['Year','mean']] \n", + "print(dfs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c8729527", + "metadata": {}, + "outputs": [], + "source": [ + "dfs.items()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "19552996", + "metadata": {}, + "outputs": [], + "source": [ + "melted_dfs = []\n", + "for mode, df in dfs.items():\n", + " df_long = df.melt(id_vars='Year', var_name='Mean', value_name=mode) # value_name = mode name\n", + " melted_dfs.append(df_long)\n", + "melted_dfs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68dc2212", + "metadata": {}, + "outputs": [], + "source": [ + "merged_indices = reduce(lambda left, right: pd.merge(left, right, on=['Year', 'Mean']), melted_dfs)\n", + "merged_indices = merged_indices.drop(columns=['Mean'])\n", + "merged_indices" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7169e45", + "metadata": {}, + "outputs": [], + "source": [ + "data.set_index(\"surge_time\", inplace=True)\n", + "data.index = pd.to_datetime(data.index)\n", + "data[\"year\"] = data.index.year\n", + "data[\"month\"] = data.index.month\n", + "data[\"day\"] = data.index.day\n", + "data[\"hour\"] = data.index.hour\n", + "data[\"minute\"] = data.index.minute\n", + "data[\"second\"] = data.index.second\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b2b30ce1", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima_idxs = data.resample(\"M\")[\"detrended_surge\"].idxmax()\n", + "data_monthly_maxima_idxs\n", + "data_monthly_maxima = data.loc[data_monthly_maxima_idxs]\n", + "data_monthly_maxima" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "656b223e", + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "data_monthly_maxima = data_monthly_maxima.reset_index()\n", + "data_monthly_maxima\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a2adb2a", + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "dupli = data_monthly_maxima.duplicated(subset=[\"surge_time\"])\n", + "print(f\"Number of duplicate entries: {dupli.sum()}\")\n", + "dat = data_monthly_maxima[dupli]\n", + "dat\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "612d2a60", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima.detrended_surge.plot(figsize=(14, 7))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0a23e33", + "metadata": {}, + "outputs": [], + "source": [ + "days_in_month = {\n", + " 1: 31,\n", + " 2: 28.25,\n", + " 3: 31,\n", + " 4: 30,\n", + " 5: 31,\n", + " 6: 30,\n", + " 7: 31,\n", + " 8: 31,\n", + " 9: 30,\n", + " 10: 31,\n", + " 11: 30,\n", + " 12: 31,\n", + "}\n", + "days_in_month" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10eb73bd", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "660288dd", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima[\"time\"] = (\n", + " data_monthly_maxima[\"year\"]\n", + " - np.min(data_monthly_maxima[\"year\"])\n", + " + (data_monthly_maxima[\"month\"] - 1) / 12\n", + " + data_monthly_maxima[\"day\"] / data_monthly_maxima[\"month\"].map(days_in_month) / 12\n", + ")\n", + "data_monthly_maxima" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "baf67e52", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "data_monthly_maxima_idxs = data_monthly_maxima.resample(\"Y\")[\"skew_surge\"].idxmax()\n", + "data_monthly_maxima_idxs\n", + "data_annual_maxima = data_monthly_maxima.loc[data_monthly_maxima_idxs]\n", + "data_annual_maxima\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "606328c2", + "metadata": {}, + "outputs": [], + "source": [ + "data_annual_maxima.plot(x=\"year\", y=\"skew_surge\", figsize=(14, 7))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "23dfd566", + "metadata": {}, + "outputs": [], + "source": [ + "data_monthly_maxima = data_monthly_maxima.reset_index()\n", + "data_monthly_maxima" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dfc8567a", + "metadata": {}, + "outputs": [], + "source": [ + "climate_files = '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/NaoJones.txt'\n", + "df = pd.read_fwf(climate_files, skiprows=1, header=None)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57a167a7", + "metadata": {}, + "outputs": [], + "source": [ + "df.columns = [\"Year\", \"Jan\", \"Feb\", \"Mar\", \"Apr\", \"May\", \"Jun\", \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"]\n", + "df['centile99.5'] = df.loc[:, 'Jan':'Dec'].mean(axis=1)\n", + "nf = df[['Year','centile99.5']] \n", + "nf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf6e69ce", + "metadata": {}, + "outputs": [], + "source": [ + "nf.set_index(\"Year\", inplace=True)\n", + "nf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd782983", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev = NonStatGEV(\n", + " xt=data_annual_maxima[\"detrended_surge\"].values,\n", + " t=data_annual_maxima[\"time\"].values,\n", + " covariates=nf,\n", + " harms=False,\n", + " trends=False,\n", + " var_name=\"skew_surge\",\n", + ")\n", + "nonstatgev" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88b0c091", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev.fit(\n", + " nmu=0, # Harmonics in location\n", + " npsi=0, # Harmonics in scale\n", + " ngamma=0, # Harmonics in shape\n", + " ntrend_loc=0, # Trend in location\n", + " list_loc=\"all\", # List of covariates in location (if \"all\" all covariates are used)\n", + " ntrend_sc=0, # Trend in scale\n", + " list_sc=\"all\", # List of covariates in scale (if \"all\" all covariates are used)\n", + " ntrend_sh=0, # Trend in shape\n", + " list_sh=\"all\" # List of covariates in shape (if \"all\" all covariates are used)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "45419816", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev.plot()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c4ba83ca", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev.ngamma" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2db83722", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev.summary()" + ] + } + ], + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/distributions/Non_stationary_GEV/Ayoola_Time_dependent_GEV_backward_reg_copy.ipynb b/toolkit/distributions/Non_stationary_GEV/Ayoola_Time_dependent_GEV_backward_reg_copy.ipynb new file mode 100644 index 00000000..66ed8591 --- /dev/null +++ b/toolkit/distributions/Non_stationary_GEV/Ayoola_Time_dependent_GEV_backward_reg_copy.ipynb @@ -0,0 +1,4372 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "98ecd696", + "metadata": {}, + "outputs": [], + "source": [ + "import glob\n", + "import numpy as np\n", + "import pandas as pd\n", + "from scipy import signal\n", + "from functools import reduce\n", + "import statsmodels.api as sm\n", + "from statsmodels.stats.stattools import durbin_watson\n", + "from statsmodels.stats.stattools import omni_normtest\n", + "from bluemath_tk.distributions.nonstat_gev import NonStatGEV" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "24ed1fda", + "metadata": {}, + 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'/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43116.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43117.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43118.parquet']\n" + ] + } + ], + "source": [ + "def extract_number(filename):\n", + " return int(''.join(filter(str.isdigit, filename)))\n", + "\n", + "station_files = glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/*.parquet')\n", + "station_files.sort(key=extract_number)\n", + "print(station_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "dc79a7bf", + "metadata": {}, + "outputs": [], + "source": [ + "def run_regression(X, y):\n", + " X_const = sm.add_constant(X)\n", + " model = sm.OLS(y, X_const).fit()\n", + " \n", + " dw_test = durbin_watson(model.resid)\n", + " omnibus_stat, omnibus_p = omni_normtest(model.resid)\n", + " \n", + " return model, X_const, dw_test, omnibus_p, y" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4404183e", + "metadata": {}, + "outputs": [], + "source": [ + "def check_normality(omnibus_p):\n", + " if omnibus_p < 0.05:\n", + " print(\"Residuals not normal (Omnibus).\")\n", + " return False # Residuals are not normal\n", + " else:\n", + " print(\"Residuals appear normal (Omnibus).\")\n", + " return True # Residuals are normal" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3b27710f", + "metadata": {}, + "outputs": [], + "source": [ + "def summarize_model(model, X_const):\n", + " \n", + " param_names = X_const.columns\n", + " \n", + " params = pd.Series(model.params, index=param_names)\n", + " std_errors = pd.Series(model.bse, index=param_names)\n", + " p_values = pd.Series(model.pvalues, index=param_names)\n", + "\n", + " summary = {\n", + " 'intercept': params['const'] if 'const' in param_names else np.nan,\n", + " 'r_squared': model.rsquared,\n", + " 'adj_r_squared': model.rsquared_adj, \n", + " 'f_statistic': getattr(model, 'fvalue', np.nan),\n", + " 'f_pvalue': getattr(model, 'f_pvalue', np.nan),\n", + " 'model_summary': model.summary()\n", + " }\n", + "\n", + " for name in params.index:\n", + " if name != 'const':\n", + " summary[f'slope_{name}'] = params[name]\n", + " summary[f'p_value_{name}'] = p_values[name]\n", + " summary[f'CI_{name}'] = std_errors[name] * 1.96\n", + " return summary" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fd25f0da", + "metadata": {}, + "outputs": [], + "source": [ + "one_station = station_files[0] \n", + "data = pd.read_parquet(one_station)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "77e0b4b6", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "tide_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "surge_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "station_x_coordinate", + "rawType": "float64", + "type": "float" + }, + { + "name": "station_y_coordinate", + "rawType": "float64", + "type": "float" + }, + { + "name": "stations", + "rawType": "uint16", + "type": "integer" + }, + { + "name": "waterlevel", + "rawType": "float64", + "type": "float" + }, + { + "name": "station_x_coordinate_tide", + "rawType": "float64", + "type": "float" + }, + { + "name": "station_y_coordinate_tide", + "rawType": "float64", + "type": "float" + }, + { + "name": "stations_tide", + "rawType": "uint16", + "type": "integer" + }, + { + "name": "tide", + "rawType": "float64", + "type": "float" + }, + { + "name": "skew_surge", + "rawType": "float64", + "type": "float" + } + ], + "ref": "9a27f494-86db-4a49-9a1c-4bb0db95c495", + "rows": [ + [ + "0", + "1950-01-01 02:00:00", + "1950-01-01 00:00:00", + "24.089000000000002", + "34.827", + "0", + "-0.076", + "24.089000000000002", + "34.827", + 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tide_timesurge_timestation_x_coordinatestation_y_coordinatestationswaterlevelstation_x_coordinate_tidestation_y_coordinate_tidestations_tidetideskew_surge
01950-01-01 02:00:001950-01-01 00:00:0024.08934.8270-0.07624.08934.8270-0.052-0.024
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....................................
522372024-12-29 21:50:002024-12-29 22:10:0024.08934.82700.05324.08934.82700.153-0.100
522382024-12-30 10:20:002024-12-30 10:00:0024.08934.8270-0.01124.08934.82700.106-0.117
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522402024-12-31 10:50:002024-12-31 10:50:0024.08934.8270-0.04424.08934.82700.107-0.151
522412024-12-31 22:50:002024-12-31 22:50:0024.08934.8270-0.00424.08934.82700.156-0.160
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" + ], + "text/plain": [ + " tide_time surge_time station_x_coordinate \\\n", + "0 1950-01-01 02:00:00 1950-01-01 00:00:00 24.089 \n", + "1 1950-01-01 10:40:00 1950-01-01 09:00:00 24.089 \n", + "2 1950-01-01 21:40:00 1950-01-01 20:30:00 24.089 \n", + "3 1950-01-02 08:50:00 1950-01-02 10:40:00 24.089 \n", + "4 1950-01-02 22:20:00 1950-01-02 21:30:00 24.089 \n", + "... ... ... ... \n", + "52237 2024-12-29 21:50:00 2024-12-29 22:10:00 24.089 \n", + "52238 2024-12-30 10:20:00 2024-12-30 10:00:00 24.089 \n", + "52239 2024-12-30 22:20:00 2024-12-30 22:10:00 24.089 \n", + "52240 2024-12-31 10:50:00 2024-12-31 10:50:00 24.089 \n", + "52241 2024-12-31 22:50:00 2024-12-31 22:50:00 24.089 \n", + "\n", + " station_y_coordinate stations waterlevel station_x_coordinate_tide \\\n", + "0 34.827 0 -0.076 24.089 \n", + "1 34.827 0 -0.037 24.089 \n", + "2 34.827 0 0.020 24.089 \n", + "3 34.827 0 -0.075 24.089 \n", + "4 34.827 0 -0.025 24.089 \n", + "... ... ... ... ... \n", + "52237 34.827 0 0.053 24.089 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"closest_rows = closest_rows.drop(columns=\"time_diff\")\n", + "data = closest_rows\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2bc181af", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "surge_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "skew_surge", + "rawType": "float64", + "type": "float" + }, + { + "name": "detrended_surge", + "rawType": "float64", + "type": "float" + }, + { + "name": "Year", + "rawType": "int32", + "type": "integer" + } + ], + "ref": "fdbb1f7e-62d0-48ef-965e-8250267430fe", + "rows": [ + [ + "1950-01-04 11:40:00", + "0.03", + "0.02481973861670686", + "1950" + ], + [ + "1950-01-04 23:40:00", + "0.117", + "0.11182001437139773", + "1950" + ], + [ + "1950-01-05 11:30:00", + "0.097", + "0.09182029012608858", + "1950" + ], + [ + "1950-01-05 22:40:00", + "0.089", + "0.08382056588077944", + "1950" + ], + [ + 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skew_surgedetrended_surgeYear
surge_time
1950-01-04 11:40:000.0300.0248201950
1950-01-04 23:40:000.1170.1118201950
1950-01-05 11:30:000.0970.0918201950
1950-01-05 22:40:000.0890.0838211950
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............
2024-12-29 22:10:00-0.100-0.0908492024
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" + ], + "text/plain": [ + " skew_surge detrended_surge Year\n", + "surge_time \n", + "1950-01-04 11:40:00 0.030 0.024820 1950\n", + "1950-01-04 23:40:00 0.117 0.111820 1950\n", + "1950-01-05 11:30:00 0.097 0.091820 1950\n", + "1950-01-05 22:40:00 0.089 0.083821 1950\n", + "1950-01-06 12:30:00 0.026 0.020821 1950\n", + "... ... ... ...\n", + "2024-12-29 22:10:00 -0.100 -0.090849 2024\n", + "2024-12-30 10:00:00 -0.117 -0.107848 2024\n", + "2024-12-30 22:10:00 -0.140 -0.130848 2024\n", + "2024-12-31 10:50:00 -0.151 -0.141848 2024\n", + "2024-12-31 22:50:00 -0.160 -0.150848 2024\n", + "\n", + "[51977 rows x 3 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data [['surge_time','skew_surge']]\n", + "data = data[~((data['surge_time'] >= '1950-01-01') & \n", + " (data['surge_time'] <= '1950-01-04'))]\n", + "data = data[~((data['surge_time'] >= '2021-03-09') & \n", + " (data['surge_time'] < '2021-03-10'))]\n", + "data = data.reset_index(drop=True)\n", + "\n", + "data['detrended_surge'] = signal.detrend(data['skew_surge'])\n", + "data['Year'] = data['surge_time'].dt.year\n", + "data.set_index(\"surge_time\", inplace=True)\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0bd29ac8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "surge_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "skew_surge", + "rawType": "float64", + "type": "float" + }, + { + "name": "detrended_surge", + "rawType": "float64", + "type": "float" + }, + { + "name": "Year", + "rawType": "int32", + "type": "integer" + } + ], + "ref": "a22d2d1a-2908-4eb7-b610-443a593b3f95", + "rows": [ + [ + "1950-04-05 00:50:00", + "0.217", + "0.21186716842353487", + "1950" + ], + [ + "1951-03-27 01:10:00", + "0.224", + "0.21905164831172053", + "1951" + ], + [ + "1952-12-23 13:00:00", + 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skew_surgedetrended_surgeYear
surge_time
1950-04-05 00:50:000.2170.2118671950
1951-03-27 01:10:000.2240.2190521951
1952-12-23 13:00:000.2970.2923841952
1953-02-09 07:40:000.2010.1964091953
1954-10-28 10:30:000.2010.1967371954
............
2020-12-13 21:50:000.2200.2283852020
2021-03-23 18:40:000.1950.2034362021
2022-01-11 18:30:000.2180.2265892022
2023-11-25 22:00:000.2260.2349452023
2024-03-28 00:50:000.1820.1910082024
\n", + "

75 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " skew_surge detrended_surge Year\n", + "surge_time \n", + "1950-04-05 00:50:00 0.217 0.211867 1950\n", + "1951-03-27 01:10:00 0.224 0.219052 1951\n", + "1952-12-23 13:00:00 0.297 0.292384 1952\n", + "1953-02-09 07:40:00 0.201 0.196409 1953\n", + "1954-10-28 10:30:00 0.201 0.196737 1954\n", + "... ... ... ...\n", + "2020-12-13 21:50:00 0.220 0.228385 2020\n", + "2021-03-23 18:40:00 0.195 0.203436 2021\n", + "2022-01-11 18:30:00 0.218 0.226589 2022\n", + "2023-11-25 22:00:00 0.226 0.234945 2023\n", + "2024-03-28 00:50:00 0.182 0.191008 2024\n", + "\n", + "[75 rows x 3 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Annual_max_idx = data.resample('YE')['detrended_surge'].idxmax()\n", + "#print(f\"Annual_max_idx:\\n{Annual_max_idx}\")\n", + "Annual_max = data.loc[Annual_max_idx]\n", + "Annual_max" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "89357b5b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/AMM.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/AO.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/NaoJones.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina1_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina3_4_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina3_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina4_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/ONI.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/PNA.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/SOI.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/WHWP.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/WP.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/ZPDO.txt']\n" + ] + } + ], + "source": [ + "climate_files = sorted(glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/*.txt'))\n", + "print (climate_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a20e0e6c", + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.expand_frame_repr', False) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e99d41cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'AMM': Year mean\n", + "0 1950 0.758333\n", + "1 1951 1.348333\n", + "2 1952 1.473333\n", + "3 1953 1.628333\n", + "4 1954 -0.168333\n", + ".. ... ...\n", + "70 2020 0.640833\n", + "71 2021 0.060833\n", + "72 2022 0.629167\n", + "73 2023 2.791667\n", + "74 2024 3.459167\n", + "\n", + "[75 rows x 2 columns], 'AO': Year mean\n", + "0 1950 -0.199333\n", + "1 1951 -0.364667\n", + "2 1952 -0.674917\n", + "3 1953 -0.016417\n", + "4 1954 -0.000583\n", + ".. ... ...\n", + "70 2020 0.781000\n", + "71 2021 -0.064333\n", + "72 2022 0.117500\n", + "73 2023 -0.002333\n", + "74 2024 0.147333\n", + "\n", + "[75 rows x 2 columns], 'Nao': Year mean\n", + "0 1950 0.488333\n", + "1 1951 -0.067500\n", + "2 1952 -0.371667\n", + "3 1953 0.397500\n", + "4 1954 0.510000\n", + ".. ... ...\n", + "70 2020 0.335833\n", + "71 2021 -0.673333\n", + "72 2022 -0.063333\n", + "73 2023 -0.566667\n", + "74 2024 -0.181667\n", + "\n", + "[75 rows x 2 columns], 'Nino1+2_anom': Year mean\n", + "0 1950 -1.479167\n", + "1 1951 0.358333\n", + "2 1952 -0.800000\n", + "3 1953 0.237500\n", + "4 1954 -2.015000\n", + ".. ... ...\n", + "70 2020 -0.525000\n", + "71 2021 -0.789167\n", + "72 2022 -1.182500\n", + "73 2023 1.953333\n", + "74 2024 -0.158333\n", + "\n", + "[75 rows x 2 columns], 'Nino3_4_anom': Year mean\n", + "0 1950 -1.349167\n", + "1 1951 -0.052500\n", + "2 1952 -0.333333\n", + "3 1953 0.246667\n", + "4 1954 -0.894167\n", + ".. ... ...\n", + "70 2020 -0.362500\n", + "71 2021 -0.722500\n", + "72 2022 -0.936667\n", + "73 2023 0.824167\n", + "74 2024 0.347500\n", + "\n", + "[75 rows x 2 columns], 'Nino3_anom': Year mean\n", + "0 1950 -1.154167\n", + "1 1951 0.099167\n", + "2 1952 -0.534167\n", + "3 1953 0.134167\n", + "4 1954 -1.295833\n", + ".. ... ...\n", + "70 2020 -0.462500\n", + "71 2021 -0.665833\n", + "72 2022 -0.915833\n", + "73 2023 1.181667\n", + "74 2024 0.241667\n", + "\n", + "[75 rows x 2 columns], 'Nino4_anom': Year mean\n", + "0 1950 -1.432500\n", + "1 1951 -0.270000\n", + "2 1952 -0.440000\n", + "3 1953 -0.142500\n", + "4 1954 -0.828333\n", + ".. ... ...\n", + "70 2020 -0.038333\n", + "71 2021 -0.553333\n", + "72 2022 -0.829167\n", + "73 2023 0.545000\n", + "74 2024 0.603333\n", + "\n", + "[75 rows x 2 columns], 'ONI': Year mean\n", + "0 1950 -0.860000\n", + "1 1951 0.430833\n", + "2 1952 0.174167\n", + "3 1953 0.713333\n", + "4 1954 -0.400833\n", + ".. ... ...\n", + "70 2020 -0.359167\n", + "71 2021 -0.722500\n", + "72 2022 -0.938333\n", + "73 2023 0.812500\n", + "74 2024 0.350833\n", + "\n", + "[75 rows x 2 columns], 'PNA': Year mean\n", + "0 1950 -0.642500\n", + "1 1951 -0.170000\n", + "2 1952 0.092500\n", + "3 1953 0.540000\n", + "4 1954 -0.219167\n", + ".. ... ...\n", + "70 2020 0.206667\n", + "71 2021 -0.131667\n", + "72 2022 0.186667\n", + "73 2023 0.247500\n", + "74 2024 0.275000\n", + "\n", + "[75 rows x 2 columns], 'SOI': Year mean\n", + "0 1950 1.510833\n", + "1 1951 -0.694167\n", + "2 1952 -0.221667\n", + "3 1953 -0.767500\n", + "4 1954 0.233333\n", + ".. ... ...\n", + "70 2020 0.300833\n", + "71 2021 0.772500\n", + "72 2022 1.424167\n", + "73 2023 -0.440833\n", + "74 2024 -0.003333\n", + "\n", + "[75 rows x 2 columns], 'WHWP': Year mean\n", + "0 1950 -1.366667\n", + "1 1951 0.226667\n", + "2 1952 0.685833\n", + "3 1953 0.593333\n", + "4 1954 -1.245000\n", + ".. ... ...\n", + "70 2020 2.863333\n", + "71 2021 1.382500\n", + "72 2022 1.525000\n", + "73 2023 6.174167\n", + "74 2024 6.226667\n", + "\n", + "[75 rows x 2 columns], 'WP': Year mean\n", + "0 1950 0.250000\n", + "1 1951 -0.151667\n", + "2 1952 0.248333\n", + "3 1953 -0.198333\n", + "4 1954 -0.250000\n", + ".. ... ...\n", + "70 2020 -0.140833\n", + "71 2021 0.295000\n", + "72 2022 -0.144167\n", + "73 2023 0.793333\n", + "74 2024 0.368333\n", + "\n", + "[75 rows x 2 columns], 'PDO': Year mean\n", + "0 1950 -2.235833\n", + "1 1951 -1.121667\n", + "2 1952 -1.549167\n", + "3 1953 -0.640000\n", + "4 1954 -0.403333\n", + ".. ... ...\n", + "70 2020 -1.143333\n", + "71 2021 -1.880833\n", + "72 2022 -2.114167\n", + "73 2023 -2.251667\n", + "74 2024 -2.590833\n", + "\n", + "[75 rows x 2 columns]}\n" + ] + } + ], + "source": [ + "indices =['AMM', 'AO', 'Nao', 'Nino1+2_anom', 'Nino3_4_anom', 'Nino3_anom', 'Nino4_anom', 'ONI', 'PNA', 'SOI', 'WHWP', 'WP', 'PDO']\n", + "name_indices = ['Atlantic Multidecadal Oscilliation', 'Arctic Oscilliation', 'North Atlantic Oscilliation', 'Extreme Eastern Tropical Pacific SST',\n", + " 'East Central Tropical Pacific SST', 'Eastern Tropical Pacific SST', 'Central Tropical Pacific SST', 'Oceanic Nino Index',\n", + " 'Pacific North American Index', 'Southern Oscilliation Index', 'Western Hemisphere Warm Pool', 'Western Pacific Index', 'Pacific decadal oscillation']\n", + "dfs = {}\n", + "for mode, file in zip(indices, climate_files):\n", + " df = pd.read_fwf(file, skiprows=1, header=None)\n", + " df.columns = [\"Year\", \"Jan\", \"Feb\", \"Mar\", \"Apr\", \"May\", \"Jun\", \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"]\n", + " df['mean'] = df.loc[:, 'Jan':'Dec'].mean(axis=1)\n", + " dfs[mode] = df[['Year','mean']] \n", + "print(dfs)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "19552996", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[ Year Mean AMM\n", + " 0 1950 mean 0.758333\n", + " 1 1951 mean 1.348333\n", + " 2 1952 mean 1.473333\n", + " 3 1953 mean 1.628333\n", + " 4 1954 mean -0.168333\n", + " .. ... ... ...\n", + " 70 2020 mean 0.640833\n", + " 71 2021 mean 0.060833\n", + " 72 2022 mean 0.629167\n", + " 73 2023 mean 2.791667\n", + " 74 2024 mean 3.459167\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean AO\n", + " 0 1950 mean -0.199333\n", + " 1 1951 mean -0.364667\n", + " 2 1952 mean -0.674917\n", + " 3 1953 mean -0.016417\n", + " 4 1954 mean -0.000583\n", + " .. ... ... ...\n", + " 70 2020 mean 0.781000\n", + " 71 2021 mean -0.064333\n", + " 72 2022 mean 0.117500\n", + " 73 2023 mean -0.002333\n", + " 74 2024 mean 0.147333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nao\n", + " 0 1950 mean 0.488333\n", + " 1 1951 mean -0.067500\n", + " 2 1952 mean -0.371667\n", + " 3 1953 mean 0.397500\n", + " 4 1954 mean 0.510000\n", + " .. ... ... ...\n", + " 70 2020 mean 0.335833\n", + " 71 2021 mean -0.673333\n", + " 72 2022 mean -0.063333\n", + " 73 2023 mean -0.566667\n", + " 74 2024 mean -0.181667\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino1+2_anom\n", + " 0 1950 mean -1.479167\n", + " 1 1951 mean 0.358333\n", + " 2 1952 mean -0.800000\n", + " 3 1953 mean 0.237500\n", + " 4 1954 mean -2.015000\n", + " .. ... ... ...\n", + " 70 2020 mean -0.525000\n", + " 71 2021 mean -0.789167\n", + " 72 2022 mean -1.182500\n", + " 73 2023 mean 1.953333\n", + " 74 2024 mean -0.158333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino3_4_anom\n", + " 0 1950 mean -1.349167\n", + " 1 1951 mean -0.052500\n", + " 2 1952 mean -0.333333\n", + " 3 1953 mean 0.246667\n", + " 4 1954 mean -0.894167\n", + " .. ... ... ...\n", + " 70 2020 mean -0.362500\n", + " 71 2021 mean -0.722500\n", + " 72 2022 mean -0.936667\n", + " 73 2023 mean 0.824167\n", + " 74 2024 mean 0.347500\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino3_anom\n", + " 0 1950 mean -1.154167\n", + " 1 1951 mean 0.099167\n", + " 2 1952 mean -0.534167\n", + " 3 1953 mean 0.134167\n", + " 4 1954 mean -1.295833\n", + " .. ... ... ...\n", + " 70 2020 mean -0.462500\n", + " 71 2021 mean -0.665833\n", + " 72 2022 mean -0.915833\n", + " 73 2023 mean 1.181667\n", + " 74 2024 mean 0.241667\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino4_anom\n", + " 0 1950 mean -1.432500\n", + " 1 1951 mean -0.270000\n", + " 2 1952 mean -0.440000\n", + " 3 1953 mean -0.142500\n", + " 4 1954 mean -0.828333\n", + " .. ... ... ...\n", + " 70 2020 mean -0.038333\n", + " 71 2021 mean -0.553333\n", + " 72 2022 mean -0.829167\n", + " 73 2023 mean 0.545000\n", + " 74 2024 mean 0.603333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean ONI\n", + " 0 1950 mean -0.860000\n", + " 1 1951 mean 0.430833\n", + " 2 1952 mean 0.174167\n", + " 3 1953 mean 0.713333\n", + " 4 1954 mean -0.400833\n", + " .. ... ... ...\n", + " 70 2020 mean -0.359167\n", + " 71 2021 mean -0.722500\n", + " 72 2022 mean -0.938333\n", + " 73 2023 mean 0.812500\n", + " 74 2024 mean 0.350833\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean PNA\n", + " 0 1950 mean -0.642500\n", + " 1 1951 mean -0.170000\n", + " 2 1952 mean 0.092500\n", + " 3 1953 mean 0.540000\n", + " 4 1954 mean -0.219167\n", + " .. ... ... ...\n", + " 70 2020 mean 0.206667\n", + " 71 2021 mean -0.131667\n", + " 72 2022 mean 0.186667\n", + " 73 2023 mean 0.247500\n", + " 74 2024 mean 0.275000\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean SOI\n", + " 0 1950 mean 1.510833\n", + " 1 1951 mean -0.694167\n", + " 2 1952 mean -0.221667\n", + " 3 1953 mean -0.767500\n", + " 4 1954 mean 0.233333\n", + " .. ... ... ...\n", + " 70 2020 mean 0.300833\n", + " 71 2021 mean 0.772500\n", + " 72 2022 mean 1.424167\n", + " 73 2023 mean -0.440833\n", + " 74 2024 mean -0.003333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean WHWP\n", + " 0 1950 mean -1.366667\n", + " 1 1951 mean 0.226667\n", + " 2 1952 mean 0.685833\n", + " 3 1953 mean 0.593333\n", + " 4 1954 mean -1.245000\n", + " .. ... ... ...\n", + " 70 2020 mean 2.863333\n", + " 71 2021 mean 1.382500\n", + " 72 2022 mean 1.525000\n", + " 73 2023 mean 6.174167\n", + " 74 2024 mean 6.226667\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean WP\n", + " 0 1950 mean 0.250000\n", + " 1 1951 mean -0.151667\n", + " 2 1952 mean 0.248333\n", + " 3 1953 mean -0.198333\n", + " 4 1954 mean -0.250000\n", + " .. ... ... ...\n", + " 70 2020 mean -0.140833\n", + " 71 2021 mean 0.295000\n", + " 72 2022 mean -0.144167\n", + " 73 2023 mean 0.793333\n", + " 74 2024 mean 0.368333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean PDO\n", + " 0 1950 mean -2.235833\n", + " 1 1951 mean -1.121667\n", + " 2 1952 mean -1.549167\n", + " 3 1953 mean -0.640000\n", + " 4 1954 mean -0.403333\n", + " .. ... ... ...\n", + " 70 2020 mean -1.143333\n", + " 71 2021 mean -1.880833\n", + " 72 2022 mean -2.114167\n", + " 73 2023 mean -2.251667\n", + " 74 2024 mean -2.590833\n", + " \n", + " [75 rows x 3 columns]]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "melted_dfs = []\n", + "for mode, df in dfs.items():\n", + " df_long = df.melt(id_vars='Year', var_name='Mean', value_name=mode) # value_name = mode name\n", + " melted_dfs.append(df_long)\n", + "melted_dfs" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "68dc2212", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Year", + "rawType": "int64", + "type": "integer" + }, + { + "name": "AMM", + "rawType": "float64", + "type": "float" + }, + { + "name": "AO", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nao", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino1+2_anom", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino3_4_anom", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino3_anom", + 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YearAMMAONaoNino1+2_anomNino3_4_anomNino3_anomNino4_anomONIPNASOIWHWPWPPDO
019500.758333-0.1993330.488333-1.479167-1.349167-1.154167-1.432500-0.860000-0.6425001.510833-1.3666670.250000-2.235833
119511.348333-0.364667-0.0675000.358333-0.0525000.099167-0.2700000.430833-0.170000-0.6941670.226667-0.151667-1.121667
219521.473333-0.674917-0.371667-0.800000-0.333333-0.534167-0.4400000.1741670.092500-0.2216670.6858330.248333-1.549167
319531.628333-0.0164170.3975000.2375000.2466670.134167-0.1425000.7133330.540000-0.7675000.593333-0.198333-0.640000
41954-0.168333-0.0005830.510000-2.015000-0.894167-1.295833-0.828333-0.400833-0.2191670.233333-1.245000-0.250000-0.403333
.............................................
7020200.6408330.7810000.335833-0.525000-0.362500-0.462500-0.038333-0.3591670.2066670.3008332.863333-0.140833-1.143333
7120210.060833-0.064333-0.673333-0.789167-0.722500-0.665833-0.553333-0.722500-0.1316670.7725001.3825000.295000-1.880833
7220220.6291670.117500-0.063333-1.182500-0.936667-0.915833-0.829167-0.9383330.1866671.4241671.525000-0.144167-2.114167
7320232.791667-0.002333-0.5666671.9533330.8241671.1816670.5450000.8125000.247500-0.4408336.1741670.793333-2.251667
7420243.4591670.147333-0.181667-0.1583330.3475000.2416670.6033330.3508330.275000-0.0033336.2266670.368333-2.590833
\n", + "

75 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " Year AMM AO Nao Nino1+2_anom Nino3_4_anom Nino3_anom Nino4_anom ONI PNA SOI WHWP WP PDO\n", + "0 1950 0.758333 -0.199333 0.488333 -1.479167 -1.349167 -1.154167 -1.432500 -0.860000 -0.642500 1.510833 -1.366667 0.250000 -2.235833\n", + "1 1951 1.348333 -0.364667 -0.067500 0.358333 -0.052500 0.099167 -0.270000 0.430833 -0.170000 -0.694167 0.226667 -0.151667 -1.121667\n", + "2 1952 1.473333 -0.674917 -0.371667 -0.800000 -0.333333 -0.534167 -0.440000 0.174167 0.092500 -0.221667 0.685833 0.248333 -1.549167\n", + "3 1953 1.628333 -0.016417 0.397500 0.237500 0.246667 0.134167 -0.142500 0.713333 0.540000 -0.767500 0.593333 -0.198333 -0.640000\n", + "4 1954 -0.168333 -0.000583 0.510000 -2.015000 -0.894167 -1.295833 -0.828333 -0.400833 -0.219167 0.233333 -1.245000 -0.250000 -0.403333\n", + ".. ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "70 2020 0.640833 0.781000 0.335833 -0.525000 -0.362500 -0.462500 -0.038333 -0.359167 0.206667 0.300833 2.863333 -0.140833 -1.143333\n", + "71 2021 0.060833 -0.064333 -0.673333 -0.789167 -0.722500 -0.665833 -0.553333 -0.722500 -0.131667 0.772500 1.382500 0.295000 -1.880833\n", + "72 2022 0.629167 0.117500 -0.063333 -1.182500 -0.936667 -0.915833 -0.829167 -0.938333 0.186667 1.424167 1.525000 -0.144167 -2.114167\n", + "73 2023 2.791667 -0.002333 -0.566667 1.953333 0.824167 1.181667 0.545000 0.812500 0.247500 -0.440833 6.174167 0.793333 -2.251667\n", + "74 2024 3.459167 0.147333 -0.181667 -0.158333 0.347500 0.241667 0.603333 0.350833 0.275000 -0.003333 6.226667 0.368333 -2.590833\n", + "\n", + "[75 rows x 14 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_indices = reduce(lambda left, right: pd.merge(left, right, on=['Year', 'Mean']), melted_dfs)\n", + "merged_indices = merged_indices.drop(columns=['Mean'])\n", + "merged_indices" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a4a30fa0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Merged DataFrame:\n", + " AMM AO Nao Nino1+2_anom Nino3_4_anom Nino3_anom Nino4_anom ONI PNA SOI WHWP WP PDO detrended_surge\n", + "0 0.758333 -0.199333 0.488333 -1.479167 -1.349167 -1.154167 -1.432500 -0.860000 -0.642500 1.510833 -1.366667 0.250000 -2.235833 0.211867\n", + "1 1.348333 -0.364667 -0.067500 0.358333 -0.052500 0.099167 -0.270000 0.430833 -0.170000 -0.694167 0.226667 -0.151667 -1.121667 0.219052\n", + "2 1.473333 -0.674917 -0.371667 -0.800000 -0.333333 -0.534167 -0.440000 0.174167 0.092500 -0.221667 0.685833 0.248333 -1.549167 0.292384\n", + "3 1.628333 -0.016417 0.397500 0.237500 0.246667 0.134167 -0.142500 0.713333 0.540000 -0.767500 0.593333 -0.198333 -0.640000 0.196409\n", + "4 -0.168333 -0.000583 0.510000 -2.015000 -0.894167 -1.295833 -0.828333 -0.400833 -0.219167 0.233333 -1.245000 -0.250000 -0.403333 0.196737\n", + ".. ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "70 0.640833 0.781000 0.335833 -0.525000 -0.362500 -0.462500 -0.038333 -0.359167 0.206667 0.300833 2.863333 -0.140833 -1.143333 0.228385\n", + "71 0.060833 -0.064333 -0.673333 -0.789167 -0.722500 -0.665833 -0.553333 -0.722500 -0.131667 0.772500 1.382500 0.295000 -1.880833 0.203436\n", + "72 0.629167 0.117500 -0.063333 -1.182500 -0.936667 -0.915833 -0.829167 -0.938333 0.186667 1.424167 1.525000 -0.144167 -2.114167 0.226589\n", + "73 2.791667 -0.002333 -0.566667 1.953333 0.824167 1.181667 0.545000 0.812500 0.247500 -0.440833 6.174167 0.793333 -2.251667 0.234945\n", + "74 3.459167 0.147333 -0.181667 -0.158333 0.347500 0.241667 0.603333 0.350833 0.275000 -0.003333 6.226667 0.368333 -2.590833 0.191008\n", + "\n", + "[75 rows x 14 columns]\n" + ] + } + ], + "source": [ + "df_merged = pd.merge(merged_indices, Annual_max, on='Year', how='left')\n", + "df_merged = df_merged.drop(columns=['skew_surge', 'Year'])\n", + "print(f\"Merged DataFrame:\\n{df_merged}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8450af9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Residuals not normal (Omnibus).\n", + "Residual for AMM with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for AO with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for Nao with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for Nino1+2_anom with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for Nino3_4_anom with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for Nino3_anom with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for Nino4_anom with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for ONI with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for PNA with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for SOI with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for WHWP with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for WP with lag 0 is not normal.\n", + "Residuals not normal (Omnibus).\n", + "Residual for PDO with lag 0 is not normal.\n" + ] + } + ], + "source": [ + "results = []\n", + "min_lead = 0\n", + "max_lead = 0\n", + "lags = np.arange(min_lead, max_lead + 1)\n", + "for lag in lags:\n", + " for col in indices:\n", + " #print(f\"\\n===== Processing {col} =====\")\n", + " \n", + " df_lagged = df_merged[[col, 'detrended_surge']].copy()\n", + " df_lagged[col] = df_lagged[col].shift(lag)\n", + " df_lagged = df_lagged.dropna()\n", + " \n", + " X = df_lagged[[col]]\n", + " y = df_lagged['detrended_surge']\n", + " \n", + " model, X_const, dw, omnibus_p, _ = run_regression(X, y)\n", + " \n", + " # Check normality of residuals based on omnibus p-value\n", + " is_normal = check_normality(omnibus_p)\n", + " if not is_normal:\n", + " print(f\"Residual for {col} with lag {lag} is not normal.\")\n", + "\n", + " summary = summarize_model(model, X_const)\n", + " #print(summary['model_summary'])\n", + " \n", + " results.append({\n", + " 'index': col,\n", + " 'Lag': lag,\n", + " 'slope': summary.get(f'slope_{col}', np.nan),\n", + " 'r_squared': summary['r_squared'],\n", + " 'p_value': summary.get(f'p_value_{col}', np.nan),\n", + " 'CI': summary.get(f'CI_{col}', np.nan),\n", + " 'omnibus_p': omnibus_p})" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "11cb722d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " index Lag slope r_squared p_value CI omnibus_p\n", + "0 AMM 0 -0.001489 0.004805 0.554562 0.004916 0.000618\n", + "1 AO 0 -0.005962 0.003483 0.615014 0.023135 0.001346\n", + "2 Nao 0 -0.006848 0.008228 0.438964 0.017247 0.002513\n", + "3 Nino1+2_anom 0 -0.002750 0.003565 0.610865 0.010546 0.001180\n", + "4 Nino3_4_anom 0 -0.003695 0.003335 0.622607 0.014652 0.000805\n", + "5 Nino3_anom 0 -0.002808 0.002110 0.695526 0.014006 0.000931\n", + "6 Nino4_anom 0 0.000129 0.000003 0.987987 0.016718 0.000780\n", + "7 ONI 0 -0.005962 0.008044 0.444146 0.015187 0.000896\n", + "8 PNA 0 -0.013314 0.012791 0.333983 0.026832 0.001584\n", + "9 SOI 0 0.006832 0.014830 0.297964 0.012774 0.001019\n", + "10 WHWP 0 -0.000614 0.000674 0.825071 0.005427 0.000845\n", + "11 WP 0 -0.007903 0.004916 0.550030 0.025795 0.001703\n", + "12 PDO 0 -0.001308 0.000877 0.800920 0.010131 0.000580\n" + ] + } + ], + "source": [ + "results_df = pd.DataFrame(results)\n", + "print(results_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "03da64f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'SOI'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lowest_pval_index = results_df.loc[results_df['p_value'].idxmin(), 'index']\n", + "lowest_pval_index" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "432d96e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "' --- IGNORE ---\\nif lowest_pval_index == \\'SOI\\':\\n df_subset = df_merged.drop(columns=[\\'detrended_surge\\', \\'Nino1+2_anom\\', \\'Nino3_4_anom\\',\\'Nino3_anom\\', \\'Nino4_anom\\', \\'ONI\\'])\\n print(\"SOI is the most significant Enso variable. Dropping other Enso predictors.\")\\nelif lowest_pval_index == \\'ONI\\':\\n df_subset = df_merged.drop(columns=[\\'detrended_surge\\', \\'Nino1+2_anom\\', \\'Nino3_4_anom\\',\\'Nino3_anom\\', \\'Nino4_anom\\', \\'SOI\\'])\\n print(\"ONI is the most significant Enso variable. Dropping other Enso predictors.\")\\nelif lowest_pval_index == \\'Nino1+2_anom\\':\\n df_subset = df_merged.drop(columns=[\\'detrended_surge\\', \\'Nino3_4_anom\\', \\'Nino3_anom\\', \\'Nino4_anom\\', \\'ONI\\', \\'SOI\\'])\\n print(\"Nino1+2_anom is the most significant Enso variable. Dropping other Enso predictors.\")\\nelse:\\n df_subset = df_merged.drop(columns=[\\'detrended_surge\\', \\'Nino3_4_anom\\',\\'Nino3_anom\\', \\'Nino4_anom\\'])\\nprint (df_subset)\\nX = df_subset\\nY = df_merged[\\'detrended_surge\\']\\n'" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "''' --- IGNORE ---\n", + "if lowest_pval_index == 'SOI':\n", + " df_subset = df_merged.drop(columns=['detrended_surge', 'Nino1+2_anom', 'Nino3_4_anom','Nino3_anom', 'Nino4_anom', 'ONI'])\n", + " print(\"SOI is the most significant Enso variable. Dropping other Enso predictors.\")\n", + "elif lowest_pval_index == 'ONI':\n", + " df_subset = df_merged.drop(columns=['detrended_surge', 'Nino1+2_anom', 'Nino3_4_anom','Nino3_anom', 'Nino4_anom', 'SOI'])\n", + " print(\"ONI is the most significant Enso variable. Dropping other Enso predictors.\")\n", + "elif lowest_pval_index == 'Nino1+2_anom':\n", + " df_subset = df_merged.drop(columns=['detrended_surge', 'Nino3_4_anom', 'Nino3_anom', 'Nino4_anom', 'ONI', 'SOI'])\n", + " print(\"Nino1+2_anom is the most significant Enso variable. Dropping other Enso predictors.\")\n", + "else:\n", + " df_subset = df_merged.drop(columns=['detrended_surge', 'Nino3_4_anom','Nino3_anom', 'Nino4_anom'])\n", + "print (df_subset)\n", + "X = df_subset\n", + "Y = df_merged['detrended_surge']\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "99cf5677", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "' --- IGNORE ----\\nselected= backward_elimination(X, Y)\\nprint(f\"Selected features backward: {selected}\")\\n\\nfinal_model = sm.OLS(Y, sm.add_constant(X[selected])).fit()\\nprint(final_model.summary())\\n\\nmodel, X_const, dw, omnibus_p, _ = run_regression(X[selected], Y)\\nis_normal = check_normality(omnibus_p)\\n\\nsummary = summarize_model(model, X_const)\\n\\nresult = [{\\n \\'predictors\\': selected,\\n \\'r_squared\\': summary[\\'r_squared\\'],\\n \\'adj_r_squared\\': summary[\\'adj_r_squared\\'],\\n \\'f_pvalue\\': summary[\\'f_pvalue\\'], \\n \\'combo_num\\': len(selected),\\n \\'omnibus_p\\': omnibus_p }]\\n\\nresults_df = pd.DataFrame(result)\\nprint(results_df)\\n'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Perform backward elimination\n", + "df_subset = df_merged.drop(columns=['detrended_surge'])\n", + "X = df_subset\n", + "Y = df_merged['detrended_surge']\n", + "\n", + "def backward_elimination(X, Y):\n", + " selected_feature = list(X.columns)\n", + " while True:\n", + " model = sm.OLS(Y, sm.add_constant(X[selected_feature])).fit()\n", + " pvalues = model.pvalues.iloc[1:] # Ignore intercept\n", + " max_pval = pvalues.max()\n", + " if max_pval > 0.05:\n", + " excluded_feature = pvalues.idxmax()\n", + " selected_feature.remove(excluded_feature)\n", + " else:\n", + " break\n", + " return selected_feature\n", + "\n", + "''' --- IGNORE ----\n", + "selected= backward_elimination(X, Y)\n", + "print(f\"Selected features backward: {selected}\")\n", + "\n", + "final_model = sm.OLS(Y, sm.add_constant(X[selected])).fit()\n", + "print(final_model.summary())\n", + "\n", + "model, X_const, dw, omnibus_p, _ = run_regression(X[selected], Y)\n", + "is_normal = check_normality(omnibus_p)\n", + "\n", + "summary = summarize_model(model, X_const)\n", + "\n", + "result = [{\n", + " 'predictors': selected,\n", + " 'r_squared': summary['r_squared'],\n", + " 'adj_r_squared': summary['adj_r_squared'],\n", + " 'f_pvalue': summary['f_pvalue'], \n", + " 'combo_num': len(selected),\n", + " 'omnibus_p': omnibus_p }]\n", + " \n", + "results_df = pd.DataFrame(result)\n", + "print(results_df)\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "35d08dbd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'intercept': np.float64(0.22094958572246956), 'r_squared': np.float64(0.0), 'adj_r_squared': np.float64(0.0), 'f_statistic': np.float64(nan), 'f_pvalue': array(nan), 'model_summary': \n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: detrended_surge R-squared: 0.000\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: nan\n", + "Date: Tue, 07 Oct 2025 Prob (F-statistic): nan\n", + "Time: 07:35:59 Log-Likelihood: 132.98\n", + "No. Observations: 75 AIC: -264.0\n", + "Df Residuals: 74 BIC: -261.6\n", + "Df Model: 0 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.2209 0.005 46.259 0.000 0.211 0.230\n", + "==============================================================================\n", + "Omnibus: 14.319 Durbin-Watson: 2.172\n", + "Prob(Omnibus): 0.001 Jarque-Bera (JB): 15.723\n", + "Skew: 1.058 Prob(JB): 0.000385\n", + "Kurtosis: 3.744 Cond. No. 1.00\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"}\n", + "{'intercept': np.float64(0.22094958572246956), 'r_squared': np.float64(0.0), 'adj_r_squared': np.float64(0.0), 'f_statistic': np.float64(nan), 'f_pvalue': array(nan), 'model_summary': \n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: detrended_surge R-squared: 0.000\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: nan\n", + "Date: Tue, 07 Oct 2025 Prob (F-statistic): nan\n", + "Time: 07:35:59 Log-Likelihood: 132.98\n", + "No. Observations: 75 AIC: -264.0\n", + "Df Residuals: 74 BIC: -261.6\n", + "Df Model: 0 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.2209 0.005 46.259 0.000 0.211 0.230\n", + "==============================================================================\n", + "Omnibus: 14.319 Durbin-Watson: 2.172\n", + "Prob(Omnibus): 0.001 Jarque-Bera (JB): 15.723\n", + "Skew: 1.058 Prob(JB): 0.000385\n", + "Kurtosis: 3.744 Cond. No. 1.00\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"}\n", + "{'intercept': np.float64(0.22094958572246956), 'r_squared': np.float64(0.0), 'adj_r_squared': np.float64(0.0), 'f_statistic': np.float64(nan), 'f_pvalue': array(nan), 'model_summary': \n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: detrended_surge R-squared: 0.000\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: nan\n", + "Date: Tue, 07 Oct 2025 Prob (F-statistic): nan\n", + "Time: 07:35:59 Log-Likelihood: 132.98\n", + "No. Observations: 75 AIC: -264.0\n", + "Df Residuals: 74 BIC: -261.6\n", + "Df Model: 0 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.2209 0.005 46.259 0.000 0.211 0.230\n", + "==============================================================================\n", + "Omnibus: 14.319 Durbin-Watson: 2.172\n", + "Prob(Omnibus): 0.001 Jarque-Bera (JB): 15.723\n", + "Skew: 1.058 Prob(JB): 0.000385\n", + "Kurtosis: 3.744 Cond. No. 1.00\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"}\n", + "{'intercept': np.float64(0.22094958572246956), 'r_squared': np.float64(0.0), 'adj_r_squared': np.float64(0.0), 'f_statistic': np.float64(nan), 'f_pvalue': array(nan), 'model_summary': \n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: detrended_surge R-squared: 0.000\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: nan\n", + "Date: Tue, 07 Oct 2025 Prob (F-statistic): nan\n", + "Time: 07:35:59 Log-Likelihood: 132.98\n", + "No. Observations: 75 AIC: -264.0\n", + "Df Residuals: 74 BIC: -261.6\n", + "Df Model: 0 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.2209 0.005 46.259 0.000 0.211 0.230\n", + "==============================================================================\n", + "Omnibus: 14.319 Durbin-Watson: 2.172\n", + "Prob(Omnibus): 0.001 Jarque-Bera (JB): 15.723\n", + "Skew: 1.058 Prob(JB): 0.000385\n", + "Kurtosis: 3.744 Cond. No. 1.00\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"}\n", + "{'intercept': np.float64(0.22094958572246956), 'r_squared': np.float64(0.0), 'adj_r_squared': np.float64(0.0), 'f_statistic': np.float64(nan), 'f_pvalue': array(nan), 'model_summary': \n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: detrended_surge R-squared: 0.000\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: nan\n", + "Date: Tue, 07 Oct 2025 Prob (F-statistic): nan\n", + "Time: 07:36:00 Log-Likelihood: 132.98\n", + "No. Observations: 75 AIC: -264.0\n", + "Df Residuals: 74 BIC: -261.6\n", + "Df Model: 0 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.2209 0.005 46.259 0.000 0.211 0.230\n", + "==============================================================================\n", + "Omnibus: 14.319 Durbin-Watson: 2.172\n", + "Prob(Omnibus): 0.001 Jarque-Bera (JB): 15.723\n", + "Skew: 1.058 Prob(JB): 0.000385\n", + "Kurtosis: 3.744 Cond. No. 1.00\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"}\n", + "{'intercept': np.float64(0.22094958572246956), 'r_squared': np.float64(0.0), 'adj_r_squared': np.float64(0.0), 'f_statistic': np.float64(nan), 'f_pvalue': array(nan), 'model_summary': \n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: detrended_surge R-squared: 0.000\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: nan\n", + "Date: Tue, 07 Oct 2025 Prob (F-statistic): nan\n", + "Time: 07:36:00 Log-Likelihood: 132.98\n", + "No. Observations: 75 AIC: -264.0\n", + "Df Residuals: 74 BIC: -261.6\n", + "Df Model: 0 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.2209 0.005 46.259 0.000 0.211 0.230\n", + "==============================================================================\n", + "Omnibus: 14.319 Durbin-Watson: 2.172\n", + "Prob(Omnibus): 0.001 Jarque-Bera (JB): 15.723\n", + "Skew: 1.058 Prob(JB): 0.000385\n", + "Kurtosis: 3.744 Cond. No. 1.00\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"}\n", + " enso_variable predictors r_squared adj_r_squared f_pvalue combo_num omnibus_p is_normal aic bic\n", + "0 SOI [] 0.0 0.0 nan 0 0.000778 False -263.965534 -261.648046\n", + "1 Nino1+2_anom [] 0.0 0.0 nan 0 0.000778 False -263.965534 -261.648046\n", + "2 ONI [] 0.0 0.0 nan 0 0.000778 False -263.965534 -261.648046\n", + "3 Nino3_4_anom [] 0.0 0.0 nan 0 0.000778 False -263.965534 -261.648046\n", + "4 Nino3_anom [] 0.0 0.0 nan 0 0.000778 False -263.965534 -261.648046\n", + "5 Nino4_anom [] 0.0 0.0 nan 0 0.000778 False -263.965534 -261.648046\n" + ] + } + ], + "source": [ + "enso_vars = [\"SOI\", \"Nino1+2_anom\", \"ONI\", \"Nino3_4_anom\", \"Nino3_anom\", \"Nino4_anom\"]\n", + "all_results = []\n", + "\n", + "for enso in enso_vars:\n", + " # Take all predictors except ENSO, then add back the chosen one\n", + " allowed_features = X.columns.drop(enso_vars).tolist()\n", + " allowed_features.append(enso)\n", + " X_subset = X[allowed_features]\n", + "\n", + " # Run backward elimination\n", + " selected = backward_elimination(X_subset, Y)\n", + " # Final regression on selected features\n", + " model, X_const, dw, omnibus_p, _ = run_regression(X[selected], Y)\n", + " #is_normal = check_normality(omnibus_p)\n", + " summary = summarize_model(model, X_const)\n", + " print (summary)\n", + "\n", + " # Store results\n", + " result = {\n", + " 'enso_variable': enso,\n", + " 'predictors': selected,\n", + " 'r_squared': summary['r_squared'],\n", + " 'adj_r_squared': summary['adj_r_squared'],\n", + " 'f_pvalue': summary['f_pvalue'],\n", + " 'combo_num': len(selected),\n", + " 'omnibus_p': omnibus_p,\n", + " 'is_normal': is_normal,\n", + " 'aic': model.aic,\n", + " 'bic': model.bic\n", + " }\n", + " all_results.append(result)\n", + "\n", + "results_df = pd.DataFrame(all_results)\n", + "print(results_df)\n", + "# --- Pick the \"best\" model automatically ---\n", + "best_idx = results_df['f_pvalue'].idxmin()\n", + "best_model_info = results_df.loc[best_idx]\n", + "\n", + "#print(\"\\nBest model choice based on P-value:\")\n", + "#print(best_model_info)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "14ee464d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final backward selection order: []\n" + ] + } + ], + "source": [ + "# --- Pick the \"best\" model automatically ---\n", + "selected_predictor = results_df.loc[results_df['f_pvalue'].idxmin(), \"predictors\"]\n", + "selected_predictor\n", + "print('Final backward selection order:', selected_predictor)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ca9e9285", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "No objects to concatenate", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[23]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m dfs_list = [dfs[col] \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m selected_predictor]\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m climate_mode = \u001b[43mpd\u001b[49m\u001b[43m.\u001b[49m\u001b[43mconcat\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdfs_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 3\u001b[39m climate_mode = climate_mode.drop(columns=[\u001b[33m'\u001b[39m\u001b[33mYear\u001b[39m\u001b[33m'\u001b[39m])\n\u001b[32m 4\u001b[39m climate_mode.columns = selected_predictor\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.conda/envs/Paper_1/lib/python3.12/site-packages/pandas/core/reshape/concat.py:382\u001b[39m, in \u001b[36mconcat\u001b[39m\u001b[34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[39m\n\u001b[32m 379\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m copy \u001b[38;5;129;01mand\u001b[39;00m using_copy_on_write():\n\u001b[32m 380\u001b[39m copy = \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m382\u001b[39m op = \u001b[43m_Concatenator\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 383\u001b[39m \u001b[43m \u001b[49m\u001b[43mobjs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 384\u001b[39m \u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m=\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 385\u001b[39m \u001b[43m \u001b[49m\u001b[43mignore_index\u001b[49m\u001b[43m=\u001b[49m\u001b[43mignore_index\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 386\u001b[39m \u001b[43m \u001b[49m\u001b[43mjoin\u001b[49m\u001b[43m=\u001b[49m\u001b[43mjoin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 387\u001b[39m \u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 388\u001b[39m \u001b[43m \u001b[49m\u001b[43mlevels\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlevels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 389\u001b[39m \u001b[43m \u001b[49m\u001b[43mnames\u001b[49m\u001b[43m=\u001b[49m\u001b[43mnames\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[43mverify_integrity\u001b[49m\u001b[43m=\u001b[49m\u001b[43mverify_integrity\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[43m \u001b[49m\u001b[43msort\u001b[49m\u001b[43m=\u001b[49m\u001b[43msort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 393\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 395\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m op.get_result()\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.conda/envs/Paper_1/lib/python3.12/site-packages/pandas/core/reshape/concat.py:445\u001b[39m, in \u001b[36m_Concatenator.__init__\u001b[39m\u001b[34m(self, objs, axis, join, keys, levels, names, ignore_index, verify_integrity, copy, sort)\u001b[39m\n\u001b[32m 442\u001b[39m \u001b[38;5;28mself\u001b[39m.verify_integrity = verify_integrity\n\u001b[32m 443\u001b[39m \u001b[38;5;28mself\u001b[39m.copy = copy\n\u001b[32m--> \u001b[39m\u001b[32m445\u001b[39m objs, keys = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_clean_keys_and_objs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobjs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 447\u001b[39m \u001b[38;5;66;03m# figure out what our result ndim is going to be\u001b[39;00m\n\u001b[32m 448\u001b[39m ndims = \u001b[38;5;28mself\u001b[39m._get_ndims(objs)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.conda/envs/Paper_1/lib/python3.12/site-packages/pandas/core/reshape/concat.py:507\u001b[39m, in \u001b[36m_Concatenator._clean_keys_and_objs\u001b[39m\u001b[34m(self, objs, keys)\u001b[39m\n\u001b[32m 504\u001b[39m objs_list = \u001b[38;5;28mlist\u001b[39m(objs)\n\u001b[32m 506\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(objs_list) == \u001b[32m0\u001b[39m:\n\u001b[32m--> \u001b[39m\u001b[32m507\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mNo objects to concatenate\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 509\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m keys \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 510\u001b[39m objs_list = \u001b[38;5;28mlist\u001b[39m(com.not_none(*objs_list))\n", + "\u001b[31mValueError\u001b[39m: No objects to concatenate" + ] + } + ], + "source": [ + "dfs_list = [dfs[col] for col in selected_predictor]\n", + "climate_mode = pd.concat(dfs_list, axis=1)\n", + "climate_mode = climate_mode.drop(columns=['Year'])\n", + "climate_mode.columns = selected_predictor\n", + "print(climate_mode)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7169e45", + "metadata": {}, + "outputs": [], + "source": [ + "days_in_month = {\n", + " 1: 31,\n", + " 2: 28.25,\n", + " 3: 31,\n", + " 4: 30,\n", + " 5: 31,\n", + " 6: 30,\n", + " 7: 31,\n", + " 8: 31,\n", + " 9: 30,\n", + " 10: 31,\n", + " 11: 30,\n", + " 12: 31,\n", + "}\n", + "days_in_month\n", + "Annual_max[\"month\"] = Annual_max.index.month\n", + "Annual_max[\"day\"] = Annual_max.index.day\n", + "Annual_max[\"hour\"] = Annual_max.index.hour\n", + "Annual_max[\"minute\"] = Annual_max.index.minute\n", + "Annual_max[\"second\"] = Annual_max.index.second\n", + "\n", + "Annual_max[\"time\"] = (\n", + " Annual_max[\"Year\"]\n", + " - np.min(Annual_max[\"Year\"])\n", + " + (Annual_max[\"month\"] - 1) / 12\n", + " + Annual_max[\"day\"] / Annual_max[\"month\"].map(days_in_month) / 12\n", + ")\n", + "Annual_max" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd782983", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev = NonStatGEV(\n", + " xt=Annual_max[\"detrended_surge\"].values,\n", + " t=Annual_max[\"time\"].values,\n", + " covariates= climate_mode,\n", + " harms=False,\n", + " trends=False,\n", + " var_name=\"skew_surge\",\n", + ")\n", + "nonstatgev" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88b0c091", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev.fit(\n", + " nmu=0, # Harmonics in location\n", + " npsi=0, # Harmonics in scale\n", + " ngamma=0, # Harmonics in shape\n", + " ntrend_loc=0, # Trend in location\n", + " list_loc=\"all\", # List of covariates in location (if \"all\" all covariates are used)\n", + " ntrend_sc=0, # Trend in scale\n", + " list_sc=\"all\", # List of covariates in scale (if \"all\" all covariates are used)\n", + " ntrend_sh=0, # Trend in shape\n", + " list_sh=\"all\" # List of covariates in shape (if \"all\" all covariates are used)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "45419816", + "metadata": {}, + "outputs": [], + "source": [ + "nonstatgev.plot()\n" + ] + } + ], + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/distributions/Non_stationary_GEV/Tim_depdnt_GEV_annual_max_with_int.ipynb b/toolkit/distributions/Non_stationary_GEV/Tim_depdnt_GEV_annual_max_with_int.ipynb new file mode 100644 index 00000000..7d7aa2a0 --- /dev/null +++ b/toolkit/distributions/Non_stationary_GEV/Tim_depdnt_GEV_annual_max_with_int.ipynb @@ -0,0 +1,4977 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 59, + "id": "98ecd696", + "metadata": {}, + "outputs": [], + "source": [ + "import glob\n", + "import numpy as np\n", + "import pandas as pd\n", + "from scipy import signal\n", + "from functools import reduce\n", + "import statsmodels.api as sm\n", + "from statsmodels.stats.stattools import durbin_watson\n", + "from statsmodels.stats.stattools import omni_normtest\n", + "from bluemath_tk.distributions.nonstat_gev import NonStatGEV" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "24ed1fda", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + 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'/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43117.parquet', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/station_43118.parquet']\n" + ] + } + ], + "source": [ + "def extract_number(filename):\n", + " return int(''.join(filter(str.isdigit, filename)))\n", + "\n", + "station_files = glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/sksurge_parquets/*.parquet')\n", + "station_files.sort(key=extract_number)\n", + "print(station_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "dc79a7bf", + "metadata": {}, + "outputs": [], + "source": [ + "def run_regression(X, y):\n", + " X_const = sm.add_constant(X)\n", + " model = sm.OLS(y, X_const).fit()\n", + " \n", + " dw_test = durbin_watson(model.resid)\n", + " omnibus_stat, omnibus_p = omni_normtest(model.resid)\n", + " \n", + " return model, X_const, dw_test, omnibus_p, y" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "4404183e", + "metadata": {}, + "outputs": [], + "source": [ + "def check_normality(omnibus_p):\n", + " if omnibus_p < 0.05:\n", + " #print(\"Residuals not normal (Omnibus).\")\n", + " return False # Residuals are not normal\n", + " else:\n", + " #print(\"Residuals appear normal (Omnibus).\")\n", + " return True # Residuals are normal" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "3b27710f", + "metadata": {}, + "outputs": [], + "source": [ + "def summarize_model(model, X_const):\n", + " \n", + " param_names = X_const.columns\n", + " \n", + " params = pd.Series(model.params, index=param_names)\n", + " std_errors = pd.Series(model.bse, index=param_names)\n", + " p_values = pd.Series(model.pvalues, index=param_names)\n", + "\n", + " summary = {\n", + " 'intercept': params['const'] if 'const' in param_names else np.nan,\n", + " 'r_squared': model.rsquared,\n", + " 'adj_r_squared': model.rsquared_adj, \n", + " 'f_statistic': getattr(model, 'fvalue', np.nan),\n", + " 'f_pvalue': getattr(model, 'f_pvalue', np.nan),\n", + " 'model_summary': model.summary()\n", + " }\n", + "\n", + " for name in params.index:\n", + " if name != 'const':\n", + " summary[f'slope_{name}'] = params[name]\n", + " summary[f'p_value_{name}'] = p_values[name]\n", + " summary[f'CI_{name}'] = std_errors[name] * 1.96\n", + " return summary" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "fd25f0da", + "metadata": {}, + "outputs": [], + "source": [ + "one_station = station_files[1227] \n", + "data = pd.read_parquet(one_station)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "a519d37e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "tide_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "surge_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "station_x_coordinate", + "rawType": "float64", + "type": "float" + }, + { + "name": "station_y_coordinate", + "rawType": "float64", + "type": "float" + }, + { + "name": "stations", + "rawType": "uint16", + "type": "integer" + }, + { + "name": "waterlevel", + "rawType": "float64", + "type": "float" + }, + { + "name": "station_x_coordinate_tide", + "rawType": "float64", + "type": "float" + }, + { + "name": "station_y_coordinate_tide", + "rawType": "float64", + "type": "float" + }, + { + "name": "stations_tide", + "rawType": "uint16", + "type": "integer" + }, + { + "name": "tide", + "rawType": "float64", + "type": "float" + }, + { + "name": "skew_surge", + "rawType": "float64", + "type": "float" + } + ], + "ref": "2f6cab8b-7ec2-455e-bff8-4d483bc2d9d8", + "rows": [ + [ + "0", + "1950-01-01 03:40:00", + "1950-01-01 00:20:00", + "-3.113", + "55.964", + "1227", + "1.5", + "-3.113", + "55.964", + "1227", + "0.039", + "1.461" + ], + [ + "1", + "1950-01-01 16:30:00", + "1950-01-01 13:00:00", + 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tide_timesurge_timestation_x_coordinatestation_y_coordinatestationswaterlevelstation_x_coordinate_tidestation_y_coordinate_tidestations_tidetideskew_surge
01950-01-01 03:40:001950-01-01 00:20:00-3.11355.96412271.500-3.11355.96412270.0391.461
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....................................
529292024-12-30 02:20:002024-12-30 02:10:00-3.11355.96412271.968-3.11355.96412272.051-0.083
529302024-12-30 14:40:002024-12-30 14:40:00-3.11355.96412272.109-3.11355.96412272.248-0.139
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529322024-12-31 15:20:002024-12-31 15:20:00-3.11355.96412272.053-3.11355.96412272.409-0.356
529332024-12-31 23:50:002024-12-31 23:50:00-3.11355.9641227-0.044-3.11355.9641227-0.2310.187
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skew_surgedetrended_surgeYear
surge_time
1950-01-04 02:50:00-0.342-0.3252071950
1950-01-04 15:10:000.4490.4657931950
1950-01-05 03:30:00-0.215-0.1982071950
1950-01-05 15:40:000.2240.2407931950
1950-01-06 04:20:00-0.260-0.2432071950
............
2024-12-30 02:10:00-0.083-0.0608072024
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52927 rows × 3 columns

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" + ], + "text/plain": [ + " skew_surge detrended_surge Year\n", + "surge_time \n", + "1950-01-04 02:50:00 -0.342 -0.325207 1950\n", + "1950-01-04 15:10:00 0.449 0.465793 1950\n", + "1950-01-05 03:30:00 -0.215 -0.198207 1950\n", + "1950-01-05 15:40:00 0.224 0.240793 1950\n", + "1950-01-06 04:20:00 -0.260 -0.243207 1950\n", + "... ... ... ...\n", + "2024-12-30 02:10:00 -0.083 -0.060807 2024\n", + "2024-12-30 14:40:00 -0.139 -0.116807 2024\n", + "2024-12-31 03:00:00 -0.122 -0.099807 2024\n", + "2024-12-31 15:20:00 -0.356 -0.333807 2024\n", + "2024-12-31 23:50:00 0.187 0.209193 2024\n", + "\n", + "[52927 rows x 3 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data [['surge_time','skew_surge']]\n", + "data = data[~((data['surge_time'] >= '1950-01-01') & \n", + " (data['surge_time'] <= '1950-01-04'))]\n", + "data = data[~((data['surge_time'] >= '2021-03-09') & \n", + " (data['surge_time'] < '2021-03-10'))]\n", + "data = data.reset_index(drop=True)\n", + "\n", + "data['detrended_surge'] = signal.detrend(data['skew_surge'])\n", + "data['Year'] = data['surge_time'].dt.year\n", + "data.set_index(\"surge_time\", inplace=True)\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "0bd29ac8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " skew_surge detrended_surge Year\n", + "surge_time \n", + "1950-03-11 20:10:00 0.532 0.548806 1950\n", + "1951-12-24 23:20:00 0.600 0.616935 1951\n", + "1952-01-15 16:40:00 0.574 0.590939 1952\n", + "1953-01-31 16:10:00 0.535 0.552014 1953\n", + "1954-11-12 03:50:00 0.491 0.508142 1954\n", + "... ... ... ...\n", + "2020-01-15 05:30:00 0.696 0.717836 2020\n", + "2021-11-26 19:50:00 0.597 0.618970 2021\n", + "2022-02-21 05:50:00 0.514 0.535987 2022\n", + "2023-11-02 17:40:00 0.527 0.549109 2023\n", + "2024-01-22 12:20:00 0.641 0.663125 2024\n", + "\n", + "[75 rows x 3 columns]\n" + ] + } + ], + "source": [ + "Annual_max_idx = data.resample('YE')['detrended_surge'].idxmax()\n", + "#print(f\"Annual_max_idx:\\n{Annual_max_idx}\")\n", + "Annual_max = data.loc[Annual_max_idx]\n", + "print (Annual_max)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "89357b5b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/AMM.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/AO.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/NaoJones.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina1_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina3_4_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina3_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/Nina4_anom.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/ONI.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/PNA.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/SOI.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/WHWP.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/WP.txt', '/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/ZPDO.txt']\n" + ] + } + ], + "source": [ + "climate_files = sorted(glob.glob('/home/aapolola/prjs0911/GTSM_ERA5_Extension/Climate_indices/*.txt'))\n", + "print (climate_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "a20e0e6c", + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.expand_frame_repr', False) " + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "e99d41cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'AMM': Year mean\n", + "0 1950 0.758333\n", + "1 1951 1.348333\n", + "2 1952 1.473333\n", + "3 1953 1.628333\n", + "4 1954 -0.168333\n", + ".. ... ...\n", + "70 2020 0.640833\n", + "71 2021 0.060833\n", + "72 2022 0.629167\n", + "73 2023 2.791667\n", + "74 2024 3.459167\n", + "\n", + "[75 rows x 2 columns], 'AO': Year mean\n", + "0 1950 -0.199333\n", + "1 1951 -0.364667\n", + "2 1952 -0.674917\n", + "3 1953 -0.016417\n", + "4 1954 -0.000583\n", + ".. ... ...\n", + "70 2020 0.781000\n", + "71 2021 -0.064333\n", + "72 2022 0.117500\n", + "73 2023 -0.002333\n", + "74 2024 0.147333\n", + "\n", + "[75 rows x 2 columns], 'Nao': Year mean\n", + "0 1950 0.488333\n", + "1 1951 -0.067500\n", + "2 1952 -0.371667\n", + "3 1953 0.397500\n", + "4 1954 0.510000\n", + ".. ... ...\n", + "70 2020 0.335833\n", + "71 2021 -0.673333\n", + "72 2022 -0.063333\n", + "73 2023 -0.566667\n", + "74 2024 -0.181667\n", + "\n", + "[75 rows x 2 columns], 'Nino1+2_anom': Year mean\n", + "0 1950 -1.479167\n", + "1 1951 0.358333\n", + "2 1952 -0.800000\n", + "3 1953 0.237500\n", + "4 1954 -2.015000\n", + ".. ... ...\n", + "70 2020 -0.525000\n", + "71 2021 -0.789167\n", + "72 2022 -1.182500\n", + "73 2023 1.953333\n", + "74 2024 -0.158333\n", + "\n", + "[75 rows x 2 columns], 'Nino3_4_anom': Year mean\n", + "0 1950 -1.349167\n", + "1 1951 -0.052500\n", + "2 1952 -0.333333\n", + "3 1953 0.246667\n", + "4 1954 -0.894167\n", + ".. ... ...\n", + "70 2020 -0.362500\n", + "71 2021 -0.722500\n", + "72 2022 -0.936667\n", + "73 2023 0.824167\n", + "74 2024 0.347500\n", + "\n", + "[75 rows x 2 columns], 'Nino3_anom': Year mean\n", + "0 1950 -1.154167\n", + "1 1951 0.099167\n", + "2 1952 -0.534167\n", + "3 1953 0.134167\n", + "4 1954 -1.295833\n", + ".. ... ...\n", + "70 2020 -0.462500\n", + "71 2021 -0.665833\n", + "72 2022 -0.915833\n", + "73 2023 1.181667\n", + "74 2024 0.241667\n", + "\n", + "[75 rows x 2 columns], 'Nino4_anom': Year mean\n", + "0 1950 -1.432500\n", + "1 1951 -0.270000\n", + "2 1952 -0.440000\n", + "3 1953 -0.142500\n", + "4 1954 -0.828333\n", + ".. ... ...\n", + "70 2020 -0.038333\n", + "71 2021 -0.553333\n", + "72 2022 -0.829167\n", + "73 2023 0.545000\n", + "74 2024 0.603333\n", + "\n", + "[75 rows x 2 columns], 'ONI': Year mean\n", + "0 1950 -0.860000\n", + "1 1951 0.430833\n", + "2 1952 0.174167\n", + "3 1953 0.713333\n", + "4 1954 -0.400833\n", + ".. ... ...\n", + "70 2020 -0.359167\n", + "71 2021 -0.722500\n", + "72 2022 -0.938333\n", + "73 2023 0.812500\n", + "74 2024 0.350833\n", + "\n", + "[75 rows x 2 columns], 'PNA': Year mean\n", + "0 1950 -0.642500\n", + "1 1951 -0.170000\n", + "2 1952 0.092500\n", + "3 1953 0.540000\n", + "4 1954 -0.219167\n", + ".. ... ...\n", + "70 2020 0.206667\n", + "71 2021 -0.131667\n", + "72 2022 0.186667\n", + "73 2023 0.247500\n", + "74 2024 0.275000\n", + "\n", + "[75 rows x 2 columns], 'SOI': Year mean\n", + "0 1950 1.510833\n", + "1 1951 -0.694167\n", + "2 1952 -0.221667\n", + "3 1953 -0.767500\n", + "4 1954 0.233333\n", + ".. ... ...\n", + "70 2020 0.300833\n", + "71 2021 0.772500\n", + "72 2022 1.424167\n", + "73 2023 -0.440833\n", + "74 2024 -0.003333\n", + "\n", + "[75 rows x 2 columns], 'WHWP': Year mean\n", + "0 1950 -1.366667\n", + "1 1951 0.226667\n", + "2 1952 0.685833\n", + "3 1953 0.593333\n", + "4 1954 -1.245000\n", + ".. ... ...\n", + "70 2020 2.863333\n", + "71 2021 1.382500\n", + "72 2022 1.525000\n", + "73 2023 6.174167\n", + "74 2024 6.226667\n", + "\n", + "[75 rows x 2 columns], 'WP': Year mean\n", + "0 1950 0.250000\n", + "1 1951 -0.151667\n", + "2 1952 0.248333\n", + "3 1953 -0.198333\n", + "4 1954 -0.250000\n", + ".. ... ...\n", + "70 2020 -0.140833\n", + "71 2021 0.295000\n", + "72 2022 -0.144167\n", + "73 2023 0.793333\n", + "74 2024 0.368333\n", + "\n", + "[75 rows x 2 columns], 'PDO': Year mean\n", + "0 1950 -2.235833\n", + "1 1951 -1.121667\n", + "2 1952 -1.549167\n", + "3 1953 -0.640000\n", + "4 1954 -0.403333\n", + ".. ... ...\n", + "70 2020 -1.143333\n", + "71 2021 -1.880833\n", + "72 2022 -2.114167\n", + "73 2023 -2.251667\n", + "74 2024 -2.590833\n", + "\n", + "[75 rows x 2 columns]}\n" + ] + } + ], + "source": [ + "indices =['AMM', 'AO', 'Nao', 'Nino1+2_anom', 'Nino3_4_anom', 'Nino3_anom', 'Nino4_anom', 'ONI', 'PNA', 'SOI', 'WHWP', 'WP', 'PDO']\n", + "name_indices = ['Atlantic Multidecadal Oscilliation', 'Arctic Oscilliation', 'North Atlantic Oscilliation', 'Extreme Eastern Tropical Pacific SST',\n", + " 'East Central Tropical Pacific SST', 'Eastern Tropical Pacific SST', 'Central Tropical Pacific SST', 'Oceanic Nino Index',\n", + " 'Pacific North American Index', 'Southern Oscilliation Index', 'Western Hemisphere Warm Pool', 'Western Pacific Index', 'Pacific decadal oscillation']\n", + "dfs = {}\n", + "for mode, file in zip(indices, climate_files):\n", + " df = pd.read_fwf(file, skiprows=1, header=None)\n", + " df.columns = [\"Year\", \"Jan\", \"Feb\", \"Mar\", \"Apr\", \"May\", \"Jun\", \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"]\n", + " df['mean'] = df.loc[:, 'Jan':'Dec'].mean(axis=1)\n", + " dfs[mode] = df[['Year','mean']] \n", + "print(dfs)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "19552996", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[ Year Mean AMM\n", + " 0 1950 mean 0.758333\n", + " 1 1951 mean 1.348333\n", + " 2 1952 mean 1.473333\n", + " 3 1953 mean 1.628333\n", + " 4 1954 mean -0.168333\n", + " .. ... ... ...\n", + " 70 2020 mean 0.640833\n", + " 71 2021 mean 0.060833\n", + " 72 2022 mean 0.629167\n", + " 73 2023 mean 2.791667\n", + " 74 2024 mean 3.459167\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean AO\n", + " 0 1950 mean -0.199333\n", + " 1 1951 mean -0.364667\n", + " 2 1952 mean -0.674917\n", + " 3 1953 mean -0.016417\n", + " 4 1954 mean -0.000583\n", + " .. ... ... ...\n", + " 70 2020 mean 0.781000\n", + " 71 2021 mean -0.064333\n", + " 72 2022 mean 0.117500\n", + " 73 2023 mean -0.002333\n", + " 74 2024 mean 0.147333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nao\n", + " 0 1950 mean 0.488333\n", + " 1 1951 mean -0.067500\n", + " 2 1952 mean -0.371667\n", + " 3 1953 mean 0.397500\n", + " 4 1954 mean 0.510000\n", + " .. ... ... ...\n", + " 70 2020 mean 0.335833\n", + " 71 2021 mean -0.673333\n", + " 72 2022 mean -0.063333\n", + " 73 2023 mean -0.566667\n", + " 74 2024 mean -0.181667\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino1+2_anom\n", + " 0 1950 mean -1.479167\n", + " 1 1951 mean 0.358333\n", + " 2 1952 mean -0.800000\n", + " 3 1953 mean 0.237500\n", + " 4 1954 mean -2.015000\n", + " .. ... ... ...\n", + " 70 2020 mean -0.525000\n", + " 71 2021 mean -0.789167\n", + " 72 2022 mean -1.182500\n", + " 73 2023 mean 1.953333\n", + " 74 2024 mean -0.158333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino3_4_anom\n", + " 0 1950 mean -1.349167\n", + " 1 1951 mean -0.052500\n", + " 2 1952 mean -0.333333\n", + " 3 1953 mean 0.246667\n", + " 4 1954 mean -0.894167\n", + " .. ... ... ...\n", + " 70 2020 mean -0.362500\n", + " 71 2021 mean -0.722500\n", + " 72 2022 mean -0.936667\n", + " 73 2023 mean 0.824167\n", + " 74 2024 mean 0.347500\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino3_anom\n", + " 0 1950 mean -1.154167\n", + " 1 1951 mean 0.099167\n", + " 2 1952 mean -0.534167\n", + " 3 1953 mean 0.134167\n", + " 4 1954 mean -1.295833\n", + " .. ... ... ...\n", + " 70 2020 mean -0.462500\n", + " 71 2021 mean -0.665833\n", + " 72 2022 mean -0.915833\n", + " 73 2023 mean 1.181667\n", + " 74 2024 mean 0.241667\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean Nino4_anom\n", + " 0 1950 mean -1.432500\n", + " 1 1951 mean -0.270000\n", + " 2 1952 mean -0.440000\n", + " 3 1953 mean -0.142500\n", + " 4 1954 mean -0.828333\n", + " .. ... ... ...\n", + " 70 2020 mean -0.038333\n", + " 71 2021 mean -0.553333\n", + " 72 2022 mean -0.829167\n", + " 73 2023 mean 0.545000\n", + " 74 2024 mean 0.603333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean ONI\n", + " 0 1950 mean -0.860000\n", + " 1 1951 mean 0.430833\n", + " 2 1952 mean 0.174167\n", + " 3 1953 mean 0.713333\n", + " 4 1954 mean -0.400833\n", + " .. ... ... ...\n", + " 70 2020 mean -0.359167\n", + " 71 2021 mean -0.722500\n", + " 72 2022 mean -0.938333\n", + " 73 2023 mean 0.812500\n", + " 74 2024 mean 0.350833\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean PNA\n", + " 0 1950 mean -0.642500\n", + " 1 1951 mean -0.170000\n", + " 2 1952 mean 0.092500\n", + " 3 1953 mean 0.540000\n", + " 4 1954 mean -0.219167\n", + " .. ... ... ...\n", + " 70 2020 mean 0.206667\n", + " 71 2021 mean -0.131667\n", + " 72 2022 mean 0.186667\n", + " 73 2023 mean 0.247500\n", + " 74 2024 mean 0.275000\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean SOI\n", + " 0 1950 mean 1.510833\n", + " 1 1951 mean -0.694167\n", + " 2 1952 mean -0.221667\n", + " 3 1953 mean -0.767500\n", + " 4 1954 mean 0.233333\n", + " .. ... ... ...\n", + " 70 2020 mean 0.300833\n", + " 71 2021 mean 0.772500\n", + " 72 2022 mean 1.424167\n", + " 73 2023 mean -0.440833\n", + " 74 2024 mean -0.003333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean WHWP\n", + " 0 1950 mean -1.366667\n", + " 1 1951 mean 0.226667\n", + " 2 1952 mean 0.685833\n", + " 3 1953 mean 0.593333\n", + " 4 1954 mean -1.245000\n", + " .. ... ... ...\n", + " 70 2020 mean 2.863333\n", + " 71 2021 mean 1.382500\n", + " 72 2022 mean 1.525000\n", + " 73 2023 mean 6.174167\n", + " 74 2024 mean 6.226667\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean WP\n", + " 0 1950 mean 0.250000\n", + " 1 1951 mean -0.151667\n", + " 2 1952 mean 0.248333\n", + " 3 1953 mean -0.198333\n", + " 4 1954 mean -0.250000\n", + " .. ... ... ...\n", + " 70 2020 mean -0.140833\n", + " 71 2021 mean 0.295000\n", + " 72 2022 mean -0.144167\n", + " 73 2023 mean 0.793333\n", + " 74 2024 mean 0.368333\n", + " \n", + " [75 rows x 3 columns],\n", + " Year Mean PDO\n", + " 0 1950 mean -2.235833\n", + " 1 1951 mean -1.121667\n", + " 2 1952 mean -1.549167\n", + " 3 1953 mean -0.640000\n", + " 4 1954 mean -0.403333\n", + " .. ... ... ...\n", + " 70 2020 mean -1.143333\n", + " 71 2021 mean -1.880833\n", + " 72 2022 mean -2.114167\n", + " 73 2023 mean -2.251667\n", + " 74 2024 mean -2.590833\n", + " \n", + " [75 rows x 3 columns]]" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "melted_dfs = []\n", + "for mode, df in dfs.items():\n", + " df_long = df.melt(id_vars='Year', var_name='Mean', value_name=mode) # value_name = mode name\n", + " melted_dfs.append(df_long)\n", + "melted_dfs" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "68dc2212", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Year", + "rawType": "int64", + "type": "integer" + }, + { + "name": "AMM", + "rawType": "float64", + "type": "float" + }, + { + "name": "AO", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nao", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino1+2_anom", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino3_4_anom", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino3_anom", + "rawType": "float64", + "type": "float" + }, + { + "name": "Nino4_anom", + "rawType": "float64", + "type": "float" + }, + { + "name": "ONI", + "rawType": "float64", + "type": "float" + }, + { + "name": "PNA", + "rawType": "float64", + "type": "float" + }, + { + "name": "SOI", + "rawType": "float64", + "type": "float" + }, + { + "name": "WHWP", + "rawType": "float64", + "type": "float" + }, + { + "name": "WP", + "rawType": "float64", + "type": "float" + }, + { + "name": "PDO", + "rawType": "float64", + "type": "float" + } + ], + "ref": "c57a9596-bfd8-403e-9fa4-e05e38e220db", + "rows": [ + [ + "0", + "1950", + "0.7583333333333333", + "-0.19933333333333333", + "0.48833333333333334", + "-1.4791666666666667", + 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219521.473333-0.674917-0.371667-0.800000-0.333333-0.534167-0.4400000.1741670.092500-0.2216670.6858330.248333-1.549167
319531.628333-0.0164170.3975000.2375000.2466670.134167-0.1425000.7133330.540000-0.7675000.593333-0.198333-0.640000
41954-0.168333-0.0005830.510000-2.015000-0.894167-1.295833-0.828333-0.400833-0.2191670.233333-1.245000-0.250000-0.403333
.............................................
7020200.6408330.7810000.335833-0.525000-0.362500-0.462500-0.038333-0.3591670.2066670.3008332.863333-0.140833-1.143333
7120210.060833-0.064333-0.673333-0.789167-0.722500-0.665833-0.553333-0.722500-0.1316670.7725001.3825000.295000-1.880833
7220220.6291670.117500-0.063333-1.182500-0.936667-0.915833-0.829167-0.9383330.1866671.4241671.525000-0.144167-2.114167
7320232.791667-0.002333-0.5666671.9533330.8241671.1816670.5450000.8125000.247500-0.4408336.1741670.793333-2.251667
7420243.4591670.147333-0.181667-0.1583330.3475000.2416670.6033330.3508330.275000-0.0033336.2266670.368333-2.590833
\n", + "

75 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " Year AMM AO Nao Nino1+2_anom Nino3_4_anom Nino3_anom Nino4_anom ONI PNA SOI WHWP WP PDO\n", + "0 1950 0.758333 -0.199333 0.488333 -1.479167 -1.349167 -1.154167 -1.432500 -0.860000 -0.642500 1.510833 -1.366667 0.250000 -2.235833\n", + "1 1951 1.348333 -0.364667 -0.067500 0.358333 -0.052500 0.099167 -0.270000 0.430833 -0.170000 -0.694167 0.226667 -0.151667 -1.121667\n", + "2 1952 1.473333 -0.674917 -0.371667 -0.800000 -0.333333 -0.534167 -0.440000 0.174167 0.092500 -0.221667 0.685833 0.248333 -1.549167\n", + "3 1953 1.628333 -0.016417 0.397500 0.237500 0.246667 0.134167 -0.142500 0.713333 0.540000 -0.767500 0.593333 -0.198333 -0.640000\n", + "4 1954 -0.168333 -0.000583 0.510000 -2.015000 -0.894167 -1.295833 -0.828333 -0.400833 -0.219167 0.233333 -1.245000 -0.250000 -0.403333\n", + ".. ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "70 2020 0.640833 0.781000 0.335833 -0.525000 -0.362500 -0.462500 -0.038333 -0.359167 0.206667 0.300833 2.863333 -0.140833 -1.143333\n", + "71 2021 0.060833 -0.064333 -0.673333 -0.789167 -0.722500 -0.665833 -0.553333 -0.722500 -0.131667 0.772500 1.382500 0.295000 -1.880833\n", + "72 2022 0.629167 0.117500 -0.063333 -1.182500 -0.936667 -0.915833 -0.829167 -0.938333 0.186667 1.424167 1.525000 -0.144167 -2.114167\n", + "73 2023 2.791667 -0.002333 -0.566667 1.953333 0.824167 1.181667 0.545000 0.812500 0.247500 -0.440833 6.174167 0.793333 -2.251667\n", + "74 2024 3.459167 0.147333 -0.181667 -0.158333 0.347500 0.241667 0.603333 0.350833 0.275000 -0.003333 6.226667 0.368333 -2.590833\n", + "\n", + "[75 rows x 14 columns]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_indices = reduce(lambda left, right: pd.merge(left, right, on=['Year', 'Mean']), melted_dfs)\n", + "merged_indices = merged_indices.drop(columns=['Mean'])\n", + "merged_indices" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "a4a30fa0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Merged DataFrame:\n", + " AMM AO Nao Nino1+2_anom Nino3_4_anom Nino3_anom Nino4_anom ONI PNA SOI WHWP WP PDO detrended_surge\n", + "0 0.758333 -0.199333 0.488333 -1.479167 -1.349167 -1.154167 -1.432500 -0.860000 -0.642500 1.510833 -1.366667 0.250000 -2.235833 0.548806\n", + "1 1.348333 -0.364667 -0.067500 0.358333 -0.052500 0.099167 -0.270000 0.430833 -0.170000 -0.694167 0.226667 -0.151667 -1.121667 0.616935\n", + "2 1.473333 -0.674917 -0.371667 -0.800000 -0.333333 -0.534167 -0.440000 0.174167 0.092500 -0.221667 0.685833 0.248333 -1.549167 0.590939\n", + "3 1.628333 -0.016417 0.397500 0.237500 0.246667 0.134167 -0.142500 0.713333 0.540000 -0.767500 0.593333 -0.198333 -0.640000 0.552014\n", + "4 -0.168333 -0.000583 0.510000 -2.015000 -0.894167 -1.295833 -0.828333 -0.400833 -0.219167 0.233333 -1.245000 -0.250000 -0.403333 0.508142\n", + ".. ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "70 0.640833 0.781000 0.335833 -0.525000 -0.362500 -0.462500 -0.038333 -0.359167 0.206667 0.300833 2.863333 -0.140833 -1.143333 0.717836\n", + "71 0.060833 -0.064333 -0.673333 -0.789167 -0.722500 -0.665833 -0.553333 -0.722500 -0.131667 0.772500 1.382500 0.295000 -1.880833 0.618970\n", + "72 0.629167 0.117500 -0.063333 -1.182500 -0.936667 -0.915833 -0.829167 -0.938333 0.186667 1.424167 1.525000 -0.144167 -2.114167 0.535987\n", + "73 2.791667 -0.002333 -0.566667 1.953333 0.824167 1.181667 0.545000 0.812500 0.247500 -0.440833 6.174167 0.793333 -2.251667 0.549109\n", + "74 3.459167 0.147333 -0.181667 -0.158333 0.347500 0.241667 0.603333 0.350833 0.275000 -0.003333 6.226667 0.368333 -2.590833 0.663125\n", + "\n", + "[75 rows x 14 columns]\n" + ] + } + ], + "source": [ + "df_merged = pd.merge(merged_indices, Annual_max, on='Year', how='left')\n", + "df_merged = df_merged.drop(columns=['skew_surge', 'Year'])\n", + "print(f\"Merged DataFrame:\\n{df_merged}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "8450af9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " index Lag slope r_squared p_value CI omnibus_p\n", + "0 AMM 0 -0.007698 0.018130 0.249426 0.012996 0.058637\n", + "1 AO 0 0.115906 0.185835 0.000113 0.055653 0.123720\n", + "2 Nao 0 0.051314 0.065225 0.027007 0.044563 0.045323\n", + "3 Nino1+2_anom 0 0.029183 0.056691 0.039682 0.027308 0.029559\n", + "4 Nino3_4_anom 0 0.033593 0.038924 0.089769 0.038292 0.026887\n", + "5 Nino3_anom 0 0.039690 0.059541 0.034885 0.036186 0.020127\n", + "6 Nino4_anom 0 0.034480 0.031603 0.127043 0.043785 0.039012\n", + "7 ONI 0 0.022712 0.016482 0.272333 0.040246 0.027237\n", + "8 PNA 0 0.005562 0.000315 0.879836 0.071860 0.039364\n", + "9 SOI 0 -0.026568 0.031662 0.126680 0.033705 0.044371\n", + "10 WHWP 0 0.007656 0.014780 0.298793 0.014340 0.028904\n", + "11 WP 0 0.017491 0.003399 0.619279 0.068703 0.034648\n", + "12 PDO 0 0.012961 0.012149 0.346510 0.026810 0.080975\n" + ] + } + ], + "source": [ + "results = []\n", + "min_lead = 0\n", + "max_lead = 0\n", + "lags = np.arange(min_lead, max_lead + 1)\n", + "for lag in lags:\n", + " for col in indices:\n", + " #print(f\"\\n===== Processing {col} =====\")\n", + " \n", + " df_lagged = df_merged[[col, 'detrended_surge']].copy()\n", + " df_lagged[col] = df_lagged[col].shift(lag)\n", + " df_lagged = df_lagged.dropna()\n", + " \n", + " X = df_lagged[[col]]\n", + " y = df_lagged['detrended_surge']\n", + " \n", + " model, X_const, dw, omnibus_p, _ = run_regression(X, y)\n", + " \n", + " # Check normality of residuals based on omnibus p-value\n", + " is_normal = check_normality(omnibus_p)\n", + " #if not is_normal:\n", + " #print(f\"Residual for {col} with lag {lag} is not normal.\")\n", + "\n", + " summary = summarize_model(model, X_const)\n", + " #print(summary['model_summary'])\n", + " \n", + " results.append({\n", + " 'index': col,\n", + " 'Lag': lag,\n", + " 'slope': summary.get(f'slope_{col}', np.nan),\n", + " 'r_squared': summary['r_squared'],\n", + " 'p_value': summary.get(f'p_value_{col}', np.nan),\n", + " 'CI': summary.get(f'CI_{col}', np.nan),\n", + " 'omnibus_p': omnibus_p})\n", + "\n", + "results_df = pd.DataFrame(results)\n", + "print(results_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "03da64f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'AO'" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lowest_pval_index = results_df.loc[results_df['p_value'].idxmin(), 'index']\n", + "lowest_pval_index" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "99cf5677", + "metadata": {}, + "outputs": [], + "source": [ + "# Perform forward selection\n", + "from itertools import combinations\n", + "\n", + "df_subset = df_merged.drop(columns=['detrended_surge'])\n", + "X = df_subset\n", + "Y = df_merged['detrended_surge']\n", + "\n", + "def forward_selection_with_interactions(X, y, p_threshold=0.05):\n", + " \"\"\"\n", + " Forward selection for main effects + model comparison with interaction terms.\n", + " Chooses the model (main-only or with interactions) that yields the lowest F-test p-value.\n", + " \"\"\"\n", + " selected_features = []\n", + " X_working = X.copy()\n", + " best_model = None\n", + " best_f_pvalue = np.inf\n", + " best_interactions = []\n", + "\n", + " # ---- STEP 1: Main effects forward selection ----\n", + " while True:\n", + " remaining_features = [f for f in X_working.columns if f not in selected_features]\n", + " new_pval = pd.Series(index=remaining_features, dtype=float)\n", + "\n", + " for feature in remaining_features:\n", + " model = sm.OLS(y, sm.add_constant(X_working[selected_features + [feature]])).fit()\n", + " new_pval[feature] = model.pvalues.get(feature, np.nan)\n", + "\n", + " min_pval = new_pval.min()\n", + " if min_pval < p_threshold:\n", + " best_feature = new_pval.idxmin()\n", + " selected_features.append(best_feature)\n", + " best_model = sm.OLS(y, sm.add_constant(X_working[selected_features])).fit()\n", + " best_f_pvalue = best_model.f_pvalue\n", + " print(f\"Added main effect '{best_feature}' (p={min_pval:.4f})\")\n", + " else:\n", + " print(\"No additional main effects meet significance threshold.\")\n", + " break\n", + "\n", + " # ---- STEP 2: Try all possible 2-way interactions among selected predictors ----\n", + " interaction_candidates = list(combinations(selected_features, 2))\n", + " best_interaction = None\n", + " best_model_inter = None\n", + "\n", + " for inter in interaction_candidates:\n", + " col_name = \"_x_\".join(inter)\n", + " X_working[col_name] = X_working[inter[0]] * X_working[inter[1]]\n", + " model_inter = sm.OLS(y, sm.add_constant(X_working[selected_features + [col_name]])).fit()\n", + " model_f_p = model_inter.f_pvalue\n", + "\n", + " print(f\"Tested interaction {col_name}: model F-test p={model_f_p:.4e}\")\n", + "\n", + " if model_f_p < best_f_pvalue:\n", + " best_f_pvalue = model_f_p\n", + " best_interaction = col_name\n", + " best_model_inter = model_inter\n", + "\n", + " # ---- STEP 3: Final decision ----\n", + " if best_interaction:\n", + " final_selected = selected_features + [best_interaction]\n", + " final_model = best_model_inter\n", + " print(f\"\\n✅ Selected interaction model: {best_interaction} (lowest model p={best_f_pvalue:.4e})\")\n", + " else:\n", + " final_selected = selected_features\n", + " final_model = best_model\n", + " print(f\"\\n✅ Selected main-effects-only model (lowest model p={best_f_pvalue:.4e})\")\n", + "\n", + " return final_selected, final_model" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "35d08dbd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Added main effect 'AO' (p=0.0001)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No additional main effects meet significance threshold.\n", + "\n", + "✅ Selected main-effects-only model (lowest model p=1.1291e-04)\n", + "Added main effect 'AO' (p=0.0001)\n", + "Added main effect 'Nino1+2_anom' (p=0.0463)\n", + "No additional main effects meet significance threshold.\n", + "Tested interaction AO_x_Nino1+2_anom: model F-test p=3.1937e-04\n", + "\n", + "✅ Selected main-effects-only model (lowest model p=8.2656e-05)\n", + "Added main effect 'AO' (p=0.0001)\n", + "No additional main effects meet significance threshold.\n", + "\n", + "✅ Selected main-effects-only model (lowest model p=1.1291e-04)\n", + "Added main effect 'AO' (p=0.0001)\n", + "Added main effect 'Nino3_4_anom' (p=0.0484)\n", + "No additional main effects meet significance threshold.\n", + "Tested interaction AO_x_Nino3_4_anom: model F-test p=2.6760e-04\n", + "\n", + "✅ Selected main-effects-only model (lowest model p=8.5924e-05)\n", + "Added main effect 'AO' (p=0.0001)\n", + "Added main effect 'Nino3_anom' (p=0.0285)\n", + "No additional main effects meet significance threshold.\n", + "Tested interaction AO_x_Nino3_anom: model F-test p=2.1311e-04\n", + "\n", + "✅ Selected main-effects-only model (lowest model p=5.4468e-05)\n", + "Added main effect 'AO' (p=0.0001)\n", + "No additional main effects meet significance threshold.\n", + "\n", + "✅ Selected main-effects-only model (lowest model p=1.1291e-04)\n", + "\n", + "===== Summary of All ENSO Variable Results =====\n", + " enso_variable predictors r_squared adj_r_squared f_pvalue combo_num omnibus_p is_normal aic bic\n", + "0 SOI [AO] 0.185835 0.174683 0.000113 1 0.123720 True -130.557727 -125.922751\n", + "1 Nino1+2_anom [AO, Nino1+2_anom] 0.229822 0.208429 0.000083 2 0.127674 True -132.723323 -125.770859\n", + "2 ONI [AO] 0.185835 0.174683 0.000113 1 0.123720 True -130.557727 -125.922751\n", + "3 Nino3_4_anom [AO, Nino3_4_anom] 0.228992 0.207575 0.000086 2 0.050342 True -132.642533 -125.690068\n", + "4 Nino3_anom [AO, Nino3_anom] 0.238694 0.217546 0.000054 2 0.062458 True -133.592215 -126.639750\n", + "5 Nino4_anom [AO] 0.185835 0.174683 0.000113 1 0.123720 True -130.557727 -125.922751\n", + "\n", + "Best Model Information:\n", + "enso_variable Nino3_anom\n", + "predictors [AO, Nino3_anom]\n", + "r_squared 0.238694\n", + "adj_r_squared 0.217546\n", + "f_pvalue 0.000054\n", + "combo_num 2\n", + "omnibus_p 0.062458\n", + "is_normal True\n", + "aic -133.592215\n", + "bic -126.63975\n", + "Name: 4, dtype: object\n" + ] + } + ], + "source": [ + "# ---- Run for each ENSO variable ----\n", + "enso_vars = [\"SOI\", \"Nino1+2_anom\", \"ONI\", \"Nino3_4_anom\", \"Nino3_anom\", \"Nino4_anom\"]\n", + "all_results = []\n", + "\n", + "for enso in enso_vars:\n", + " allowed_features = X.columns.drop(enso_vars).tolist()\n", + " allowed_features.append(enso)\n", + " X_subset = X[allowed_features]\n", + "\n", + " selected, model = forward_selection_with_interactions(X_subset, Y)\n", + " # Ensure interaction terms are present in X\n", + " X_selected = X.copy()\n", + " for var in selected:\n", + " if \"_x_\" in var and var not in X_selected.columns:\n", + " vars_to_multiply = var.split(\"_x_\")\n", + " X_selected[var] = X_selected[vars_to_multiply[0]] * X_selected[vars_to_multiply[1]]\n", + "\n", + " model_summary = summarize_model(model, sm.add_constant(X_selected[selected]))\n", + "\n", + " model, X_const, dw, omnibus_p, _ = run_regression(X_selected[selected], Y)\n", + " is_normal = check_normality(omnibus_p)\n", + "\n", + " result = {\n", + " 'enso_variable': enso,\n", + " 'predictors': selected,\n", + " 'r_squared': model_summary['r_squared'],\n", + " 'adj_r_squared': model_summary['adj_r_squared'],\n", + " 'f_pvalue': model_summary['f_pvalue'],\n", + " 'combo_num': len(selected),\n", + " 'omnibus_p': omnibus_p,\n", + " 'is_normal': is_normal,\n", + " 'aic': model.aic,\n", + " 'bic': model.bic\n", + " }\n", + " all_results.append(result)\n", + "\n", + "results_df = pd.DataFrame(all_results)\n", + "print(\"\\n===== Summary of All ENSO Variable Results =====\")\n", + "print(results_df)\n", + "\n", + "# --- Pick the \"best\" model automatically ---\n", + "best_idx = results_df['f_pvalue'].idxmin()\n", + "best_model_info = results_df.loc[best_idx]\n", + "print(\"\\nBest Model Information:\")\n", + "print(best_model_info)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "14ee464d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['AO', 'Nino3_anom']" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# --- Pick the \"best\" model automatically ---\n", + "selected_predictor = results_df.loc[results_df['f_pvalue'].idxmin(), \"predictors\"]\n", + "selected_predictor" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "3917a96e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0 -0.199333\n", + " 1 -0.364667\n", + " 2 -0.674917\n", + " 3 -0.016417\n", + " 4 -0.000583\n", + " ... \n", + " 70 0.781000\n", + " 71 -0.064333\n", + " 72 0.117500\n", + " 73 -0.002333\n", + " 74 0.147333\n", + " Name: AO, Length: 75, dtype: float64,\n", + " 0 -1.154167\n", + " 1 0.099167\n", + " 2 -0.534167\n", + " 3 0.134167\n", + " 4 -1.295833\n", + " ... \n", + " 70 -0.462500\n", + " 71 -0.665833\n", + " 72 -0.915833\n", + " 73 1.181667\n", + " 74 0.241667\n", + " Name: Nino3_anom, Length: 75, dtype: float64]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Ensure interaction terms are present in merged_indices\n", + "for col in selected_predictor:\n", + "\tif \"_x_\" in col and col not in merged_indices.columns:\n", + "\t\tvars_to_multiply = col.split(\"_x_\")\n", + "\t\tmerged_indices[col] = merged_indices[vars_to_multiply[0]] * merged_indices[vars_to_multiply[1]]\n", + "\n", + "dfs_list = [merged_indices[col] for col in selected_predictor]\n", + "dfs_list" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "ca9e9285", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " AO Nino3_anom\n", + "0 -0.199333 -1.154167\n", + "1 -0.364667 0.099167\n", + "2 -0.674917 -0.534167\n", + "3 -0.016417 0.134167\n", + "4 -0.000583 -1.295833\n", + ".. ... ...\n", + "70 0.781000 -0.462500\n", + "71 -0.064333 -0.665833\n", + "72 0.117500 -0.915833\n", + "73 -0.002333 1.181667\n", + "74 0.147333 0.241667\n", + "\n", + "[75 rows x 2 columns]\n" + ] + } + ], + "source": [ + "climate_mode = pd.concat(dfs_list, axis=1)\n", + "climate_mode.columns = selected_predictor\n", + "print(climate_mode)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "b7169e45", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "surge_time", + "rawType": "datetime64[ns]", + "type": "datetime" + }, + { + "name": "skew_surge", + "rawType": "float64", + "type": "float" + }, + { + "name": "detrended_surge", + "rawType": "float64", + "type": "float" + }, + { + "name": "Year", + "rawType": "int32", + "type": "integer" + }, + { + "name": "month", + "rawType": "int32", + "type": "integer" + }, + { + "name": "day", + "rawType": "int32", + "type": "integer" + }, + { + "name": "hour", + "rawType": "int32", + "type": "integer" + }, + { + "name": "minute", + "rawType": "int32", + "type": "integer" + }, + { + "name": "second", + "rawType": "int32", + "type": "integer" + }, + { + "name": "time", + "rawType": "float64", + "type": "float" + } + ], + "ref": "bf69dbd1-da6b-4e56-ae0c-19ef061bdb94", + "rows": [ + [ + "1950-03-11 20:10:00", + "0.5320000000000003", + "0.5488060286538531", + "1950", + "3", + "11", + "20", + "10", + "0", + "0.1935483870967742" + ], + [ + "1951-12-24 23:20:00", + "0.6000000000000003", + "0.6169348013675133", + "1951", + "12", + "24", + "23", + "20", + "0", + "1.9784946236559138" + ], + [ + "1952-01-15 16:40:00", + "0.5739999999999998", + "0.5909390869887282", + "1952", + "1", + "15", + "16", + "40", + "0", + "2.0376344086021505" + ], + [ + "1953-01-31 16:10:00", + "0.5349999999999997", + "0.5520143914757972", + "1953", + "1", + "31", + "16", + "10", + "0", + "3.0806451612903225" + ], + [ + "1954-11-12 03:50:00", + "0.49099999999999966", + "0.5081424499192548", + "1954", + "11", + "12", + "3", + "50", + "0", + "4.863888888888889" + ], + [ + "1955-01-13 06:00:00", + "0.5180000000000002", + "0.5351546945512992", + "1955", + "1", + "13", + "6", + "0", + "0", + "5.032258064516129" + ], + [ + "1956-03-02 06:20:00", + "0.665", + "0.6822363254315907", + "1956", + "3", + "2", + "6", + "20", + "0", + "6.169354838709678" + ], + [ + "1957-01-09 08:10:00", + "0.627", + "0.6442980587848113", + "1957", + "1", + "9", + "8", + "10", + "0", + "7.021505376344086" + ], + [ + "1958-12-16 18:50:00", + "0.4850000000000003", + "0.5024373414743094", + "1958", + "12", + "16", + "18", + "50", + "0", + "8.956989247311828" + ], + [ + "1959-12-30 15:10:00", + "0.6469999999999998", + "0.6645120337297759", + "1959", + "12", + "30", + "15", + "10", + "0", + "9.994623655913978" + ], + [ + "1960-04-05 21:20:00", + "0.395", + "0.4125312169866446", + "1960", + "4", + "5", + "21", + "20", + "0", + "10.261111111111111" + ], + [ + "1961-03-20 17:30:00", + "0.5470000000000002", + "0.5645999910032905", + "1961", + "3", + "20", + "17", + "30", + "0", + "11.21774193548387" + ], + [ + "1962-02-12 08:20:00", + "0.665", + "0.6826647855145219", + "1962", + "2", + "12", + "8", + "20", + "0", + "12.115781710914455" + ], + [ + "1963-09-26 20:10:00", + "0.6360000000000001", + "0.6537814156347389", + "1963", + "9", + "26", + "20", + "10", + "0", + "13.73611111111111" + ], + [ + "1964-12-12 20:20:00", + "0.6099999999999999", + "0.6278687606766508", + "1964", + "12", + "12", + "20", + "20", + "0", + "14.946236559139784" + ], + [ + "1965-11-01 20:40:00", + "0.5390000000000001", + "0.5569326368404793", + "1965", + "11", + "1", + "20", + "40", + "0", + "15.833333333333334" + ], + [ + "1966-09-06 18:40:00", + "0.48599999999999977", + "0.5039935538848966", + "1966", + "9", + "6", + "18", + "40", + "0", + "16.680555555555557" + ], + [ + "1967-03-18 07:00:00", + "0.794", + "0.8120315122442326", + "1967", + "3", + "18", + "7", + "0", + "0", + "17.21236559139785" + ], + [ + "1968-11-26 19:20:00", + "0.5490000000000004", + "0.5671536524488695", + "1968", + "11", + "26", + "19", + "20", + "0", + "18.902777777777775" + ], + [ + "1969-09-29 04:50:00", + "0.6070000000000002", + "0.6252140593002852", + "1969", + "9", + "29", + "4", + "50", + "0", + "19.744444444444447" + ], + [ + "1970-10-19 05:50:00", + "0.5899999999999999", + "0.6082899760189562", + "1970", + "10", + "19", + "5", + "50", + "0", + "20.798387096774192" + ], + [ + "1971-01-19 19:50:00", + "0.5069999999999999", + "0.5253082409284214", + "1971", + "1", + "19", + "19", + "50", + "0", + "21.048387096774192" + ], + [ + "1972-12-13 20:00:00", + "0.6819999999999999", + "0.7004450746915105", + "1972", + "12", + "13", + "20", + "0", + "0", + "22.948924731182796" + ], + [ + "1973-11-19 09:50:00", + "0.5309999999999999", + "0.5495122160905505", + "1973", + "11", + "19", + "9", + "50", + "0", + "23.883333333333333" + ], + [ + "1974-02-11 18:00:00", + "0.7300000000000004", + "0.7485288483824104", + "1974", + "2", + "11", + "18", + "0", + "0", + "24.112831858407077" + ], + [ + "1975-01-31 05:20:00", + "0.714", + "0.732598540746459", + "1975", + "1", + "31", + "5", + "20", + "0", + "25.080645161290324" + ], + [ + "1976-01-10 20:50:00", + "0.589", + "0.6076664984543019", + "1976", + "1", + "10", + "20", + "50", + "0", + "26.024193548387096" + ], + [ + "1977-10-31 05:20:00", + "0.5509999999999999", + "0.5697964956311665", + "1977", + "10", + "31", + "5", + "20", + "0", + "27.830645161290324" + ], + [ + "1978-11-15 02:30:00", + "0.581", + "0.5998713919638342", + "1978", + "11", + "15", + "2", + "30", + "0", + "28.87222222222222" + ], + [ + "1979-12-05 03:40:00", + "0.778", + "0.7969473086825055", + "1979", + "12", + "5", + "3", + "40", + "0", + "29.92741935483871" + ], + [ + "1980-12-31 22:10:00", + "0.47099999999999986", + "0.4900247559801822", + "1980", + "12", + "31", + "22", + "10", + "0", + "30.99731182795699" + ], + [ + "1981-01-14 21:20:00", + "0.7470000000000001", + "0.7660275110223923", + "1981", + "1", + "14", + "21", + "20", + "0", + "31.03494623655914" + ], + [ + "1982-12-20 18:00:00", + "0.603", + "0.6221664875960888", + "1982", + "12", + "20", + "18", + "0", + "0", + "32.96774193548387" + ], + [ + "1983-10-30 21:20:00", + "0.6290000000000002", + "0.6482284250265105", + "1983", + "10", + "30", + "21", + "20", + "0", + "33.82795698924731" + ], + [ + "1984-01-01 13:10:00", + "0.5129999999999999", + "0.5322407716971542", + "1984", + "1", + "1", + "13", + "10", + "0", + "34.0" + ], + [ + "1985-12-21 22:30:00", + "0.4810000000000003", + 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+ "1992-01-01 11:50:00", + "0.7930000000000001", + "0.8128168816348135", + "1992", + "1", + "1", + "11", + "50", + "0", + "42.0" + ], + [ + "1993-01-16 08:50:00", + "0.9199999999999999", + "0.9398919820446816", + "1993", + "1", + "16", + "8", + "50", + "0", + "43.04032258064516" + ], + [ + "1994-04-01 05:50:00", + "0.7140000000000004", + "0.7339787148549921", + "1994", + "4", + "1", + "5", + "50", + "0", + "44.25" + ], + [ + "1995-01-21 17:50:00", + "0.492", + "0.5120369788957999", + "1995", + "1", + "21", + "17", + "50", + "0", + "45.053763440860216" + ], + [ + "1996-11-06 23:30:00", + "0.544", + "0.5641661597638616", + "1996", + "11", + "6", + "23", + "30", + "0", + "46.84722222222222" + ], + [ + "1997-02-25 16:30:00", + "0.8120000000000003", + "0.8321879960243399", + "1997", + "2", + "25", + "16", + "30", + "0", + "47.15412979351033" + ], + [ + "1998-04-03 07:10:00", + "0.5499999999999998", + "0.5702671779782225", + "1998", + "4", + "3", + "7", + "10", + "0", + "48.25555555555555" + 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skew_surgedetrended_surgeYearmonthdayhourminutesecondtime
surge_time
1950-03-11 20:10:000.5320.5488061950311201000.193548
1951-12-24 23:20:000.6000.61693519511224232001.978495
1952-01-15 16:40:000.5740.5909391952115164002.037634
1953-01-31 16:10:000.5350.5520141953131161003.080645
1954-11-12 03:50:000.4910.5081421954111235004.863889
..............................
2020-01-15 05:30:000.6960.7178362020115530070.037634
2021-11-26 19:50:000.5970.618970202111261950071.902778
2022-02-21 05:50:000.5140.5359872022221550072.142330
2023-11-02 17:40:000.5270.54910920231121740073.836111
2024-01-22 12:20:000.6410.66312520241221220074.056452
\n", + "

75 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " skew_surge detrended_surge Year month day hour minute second time\n", + "surge_time \n", + "1950-03-11 20:10:00 0.532 0.548806 1950 3 11 20 10 0 0.193548\n", + "1951-12-24 23:20:00 0.600 0.616935 1951 12 24 23 20 0 1.978495\n", + "1952-01-15 16:40:00 0.574 0.590939 1952 1 15 16 40 0 2.037634\n", + "1953-01-31 16:10:00 0.535 0.552014 1953 1 31 16 10 0 3.080645\n", + "1954-11-12 03:50:00 0.491 0.508142 1954 11 12 3 50 0 4.863889\n", + "... ... ... ... ... ... ... ... ... ...\n", + "2020-01-15 05:30:00 0.696 0.717836 2020 1 15 5 30 0 70.037634\n", + "2021-11-26 19:50:00 0.597 0.618970 2021 11 26 19 50 0 71.902778\n", + "2022-02-21 05:50:00 0.514 0.535987 2022 2 21 5 50 0 72.142330\n", + "2023-11-02 17:40:00 0.527 0.549109 2023 11 2 17 40 0 73.836111\n", + "2024-01-22 12:20:00 0.641 0.663125 2024 1 22 12 20 0 74.056452\n", + "\n", + "[75 rows x 9 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "days_in_month = {\n", + " 1: 31,\n", + " 2: 28.25,\n", + " 3: 31,\n", + " 4: 30,\n", + " 5: 31,\n", + " 6: 30,\n", + " 7: 31,\n", + " 8: 31,\n", + " 9: 30,\n", + " 10: 31,\n", + " 11: 30,\n", + " 12: 31,\n", + "}\n", + "days_in_month\n", + "Annual_max[\"month\"] = Annual_max.index.month\n", + "Annual_max[\"day\"] = Annual_max.index.day\n", + "Annual_max[\"hour\"] = Annual_max.index.hour\n", + "Annual_max[\"minute\"] = Annual_max.index.minute\n", + "Annual_max[\"second\"] = Annual_max.index.second\n", + "\n", + "Annual_max[\"time\"] = (\n", + " Annual_max[\"Year\"]\n", + " - np.min(Annual_max[\"Year\"])\n", + " + (Annual_max[\"month\"] - 1) / 12\n", + " + (Annual_max[\"day\"] - 1) / Annual_max[\"month\"].map(days_in_month) / 12\n", + ")\n", + "Annual_max" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "f74f204e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " AO Nino3_anom\n", + "0 -0.276292 -1.408922\n", + "1 -0.682808 0.455383\n", + "2 -1.445641 -0.486686\n", + "3 0.173458 0.507445\n", + "4 0.212388 -1.619648\n", + ".. ... ...\n", + "70 2.134121 -0.380083\n", + "71 0.055642 -0.682537\n", + "72 0.502728 -1.054406\n", + "73 0.208086 2.065577\n", + "74 0.576081 0.667348\n", + "\n", + "[75 rows x 2 columns]\n" + ] + } + ], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "scaler = StandardScaler()\n", + "new_scale = pd.DataFrame(scaler.fit_transform(climate_mode), columns=climate_mode.columns)\n", + "climate_mode = new_scale\n", + "print (climate_mode)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "bd782983", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nonstatgev = NonStatGEV(\n", + " xt=Annual_max[\"detrended_surge\"].values,\n", + " t=Annual_max[\"time\"].values,\n", + " covariates= climate_mode,\n", + " harms=False,\n", + " trends=False,\n", + " var_name=\"skew_surge\",\n", + ")\n", + "nonstatgev" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "88b0c091", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'x': array([ 0.59354035, 0.04212733, 0.02558999, -2.54279926, 0.19006409,\n", + " 0.05816939, -0.07600188, 0.00609349, -0.07419338]),\n", + " 'negloglikelihood': np.float64(-75.63856630981286),\n", + " 'success': True,\n", + " 'message': '`gtol` termination condition is satisfied.',\n", + " 'grad': array([ 6.46308018e-08, 7.67318065e-09, -1.31905364e-08, 2.70583496e-06,\n", + " 5.99030805e-07, 1.93533162e-06, 1.24625101e-05, 1.82115358e-05,\n", + " -8.93275484e-05]),\n", + " 'hess_inv': None,\n", + " 'AIC': np.float64(-133.27713261962572),\n", + " 'n_params': 9,\n", + " 'lambdas': [array([ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", + " 0.00000000e+00, 0.00000000e+00, 1.17808101e-05, 1.80483645e-05,\n", + " -8.91559360e-05])],\n", + " 'beta0': np.float64(0.5935403457790205),\n", + " 'beta': array([], dtype=float64),\n", + " 'betaT': array([], dtype=float64),\n", + " 'beta_cov': array([0.04212733, 0.02558999]),\n", + " 'alpha0': np.float64(-2.542799255896309),\n", + " 'alpha': array([], dtype=float64),\n", + " 'alphaT': array([], dtype=float64),\n", + " 'alpha_cov': array([0.19006409, 0.05816939]),\n", + " 'gamma0': np.float64(-0.07600188467719658),\n", + " 'gamma': array([], dtype=float64),\n", + " 'gammaT': array([], dtype=float64),\n", + " 'gamma_cov': array([ 0.00609349, -0.07419338]),\n", + " 'loglikelihood': np.float64(75.63856630981286),\n", + " 'hessian': array([[-1.27385756e+04, 5.16536254e+03, 1.64445721e+03,\n", + " 2.36828329e+02, -6.45345907e+01, -1.61092990e+02,\n", + " -4.58648755e+02, 1.58598903e+02, -5.15354301e+01],\n", + " [ 5.16536254e+03, -1.67008016e+04, -1.16143110e+03,\n", + " -6.45345907e+01, 7.98653511e+02, 7.93651964e+01,\n", + " 1.58598903e+02, -9.57767178e+02, -1.18204836e+02],\n", + " [ 1.64445721e+03, -1.16143110e+03, -1.10387231e+04,\n", + " -1.61092990e+02, 7.93651964e+01, -5.64234117e+01,\n", + " -5.15354301e+01, -1.18204836e+02, -1.71789625e+02],\n", + " [ 2.36828329e+02, -6.45345907e+01, -1.61092990e+02,\n", + " -1.44246575e+02, -1.57280046e+00, -1.05513911e+01,\n", + " -5.14835504e+01, 1.00040250e+03, -5.07362597e+02],\n", + " [-6.45345907e+01, 7.98653511e+02, 7.93651964e+01,\n", + " -1.57280046e+00, -1.90449582e+02, -8.14033703e+00,\n", + " 4.49675109e+00, -6.13983472e+01, -1.93788946e+00],\n", + " [-1.61092990e+02, 7.93651964e+01, -5.64234117e+01,\n", + " -1.05513911e+01, -8.14033703e+00, -1.21257719e+02,\n", + " -1.90522780e+01, -1.93788946e+00, -1.67669152e+01],\n", + " [-4.58648755e+02, 1.58598903e+02, -5.15354301e+01,\n", + " -5.14835504e+01, 4.49675109e+00, -1.90522780e+01,\n", + " -1.88663159e+02, -3.62984385e+00, -4.05405950e+01],\n", + " [ 1.58598903e+02, -9.57767178e+02, -1.18204836e+02,\n", + " 1.00040250e+03, -6.13983472e+01, -1.93788946e+00,\n", + " -3.62984385e+00, -1.13419478e+02, -1.68156889e+01],\n", + " [-5.15354301e+01, -1.18204836e+02, -1.71789625e+02,\n", + " -5.07362597e+02, -1.93788946e+00, -1.67669152e+01,\n", + " -4.05405950e+01, -1.68156889e+01, -1.06910469e+02]]),\n", + " 'invI0': array([[ 1.05660744e-04, 4.59596420e-05, 1.67987183e-05,\n", + " 2.60006285e-05, 1.98529630e-04, -8.17680559e-05,\n", + " -1.81012980e-04, -1.05430638e-04, -1.57683187e-04],\n", + " [ 4.59596420e-05, 1.30189824e-04, 1.01327883e-05,\n", + " 1.08607866e-04, 6.51560073e-04, 4.92226089e-05,\n", + " 1.36160711e-04, -3.39539106e-04, -7.15554887e-04],\n", + " [ 1.67987183e-05, 1.01327883e-05, 9.70949279e-05,\n", + " 1.12870379e-05, 1.10250580e-04, -3.77039115e-05,\n", + " -9.23397668e-06, -9.17593676e-05, -2.07034198e-04],\n", + " [ 2.60006285e-05, 1.08607866e-04, 1.12870379e-05,\n", + " 2.68245129e-05, 7.99169131e-04, 1.95464626e-08,\n", + " 9.15066323e-05, -1.06787435e-03, -1.59277187e-04],\n", + " [ 1.98529630e-04, 6.51560073e-04, 1.10250580e-04,\n", + " 7.99169131e-04, 8.78795667e-03, 2.02015265e-06,\n", + " 1.14833639e-03, -2.34126049e-03, -5.01265771e-03],\n", + " [-8.17680559e-05, 4.92226089e-05, -3.77039115e-05,\n", + " 1.95464626e-08, 2.02015265e-06, 8.62263358e-03,\n", + " -3.76924810e-04, -4.65171920e-04, -1.09075486e-03],\n", + " [-1.81012980e-04, 1.36160711e-04, -9.23397668e-06,\n", + " 9.15066323e-05, 1.14833639e-03, -3.76924810e-04,\n", + " 6.50927508e-03, -1.00119721e-03, -2.75526395e-03],\n", + " [-1.05430638e-04, -3.39539106e-04, -9.17593676e-05,\n", + " -1.06787435e-03, -2.34126049e-03, -4.65171920e-04,\n", + " -1.00119721e-03, 2.67314022e-03, 5.71605788e-03],\n", + " [-1.57683187e-04, -7.15554887e-04, -2.07034198e-04,\n", + " -1.59277187e-04, -5.01265771e-03, -1.09075486e-03,\n", + " -2.75526395e-03, 5.71605788e-03, 1.17169919e-02]]),\n", + " 'std_param': array([0.01027914, 0.01141008, 0.00985368, 0.00517924, 0.0937441 ,\n", + " 0.09285814, 0.08068008, 0.05170242, 0.10824505])}" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nonstatgev.fit(\n", + " nmu=0, # Harmonics in location\n", + " npsi=0, # Harmonics in scale\n", + " ngamma=0, # Harmonics in shape\n", + " ntrend_loc=0, # Trend in location\n", + " list_loc=\"all\", # List of covariates in location (if \"all\" all covariates are used)\n", + " ntrend_sc=0, # Trend in scale\n", + " list_sc=\"all\", # List of covariates in scale (if \"all\" all covariates are used)\n", + " ntrend_sh=0, # Trend in shape\n", + " list_sh=\"all\" # List of covariates in shape (if \"all\" all covariates are used)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "45419816", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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qEC8IXwAAAAAgipgzXyKt8kWi9RgAAJLU4e5Qu9vbRmygyheJuS+hYoYvbsOtA/UHwrwaxAvCFwAAAACIIubNg0irfJGk6TnTJdHSAwAQ38yWYzbZlO5MH/CxZvhS01YT9HXFM3PzisR1CkKH8AUAAAAAooh588Bui7y3czNyqHwBAMBsOZaZlDno72srfGknfAkmc/OKxHUKQifyrtYBAAAAAP2yKl8isO3Y9Fxv5cv++v1yeVxhXg0AAOHR0NEgScpMHLjlmCRmvoRIz/CF2XQIFcIXAAAAAIgiHsMjKTLbjhWmFyrNmaYuT5fKGsrCvRwAAMLCrHzJSswa9LF5yYQvodArfKkt6tWGDAgWwhcAAAAAiCKRXPlit9k1LXuaJHaVAgDil1X5kjR45YvZdqy2jfAlmHqGL42djapqrQrjahAvCF8AAAAAIJqcvHcQieGLJM3I9c59IXwBAMQrXypfmPkSGmb4YraC21e7L5zLQZwgfAEAAACAKGK2HRtsgG+4TM/xzn1hmC0AIF75UvnCzJfQMMOXWbmzJHlbjwHBFplX6wAAAACAPhndpS8RyQpfaglfAADxyax8MassBmJWvtS111kbLBB45vXTzNyZkqjQRWgQvgAAAABAFDFvHtgj9O3c9Jzpssmm423H2cULAIhLZuVLVtLgbcdyknIkSW7DrcaOxqCuK14ZhtEdvuR5wxcqdBEKkXm1DgAAAADok2F4bx7YbJFZ+pLqTNW4jHGSuLEBAIhPvlS+OBOc1uOY+xIcVtWwutuOlTeWq7WrNVxLQpwgfAEAAACAKGLeQLBFat8xdbceo586ACAeWeHLEGa+SMx9Cbae7dxGpIxQfkq+DBkqqS8J46oQDwhfAAAAACCKmDcQIrXyRZKm556c+0LlCwAgDpntw4ZS+SJ1z32h8iU4zKphyXv9ZF6nsEkEwUb4AgAAAABRxGo7FsGVLzNyZkjipgYAID6ZlS9DmfkidYcvtW1UvgSDR92VL3bZuU5ByBC+AAAAAEAUMduO2W2R+3ZuRq73psaBhgPq8nSFeTUAAISOYRhq6GiQROVLpOjZdsxu6xG+1BG+ILgi92odAAAAAHCaaKh8GZM2RunOdLk8Lh1sOBju5QAAEDKtrla5DbekoVe+MPMluE5tO2ZuEimuK+4VzACBRvgCAAAAAFHErHyJ4OzF2089h37qAID4Y1a9OO1OJSckD+k5ecknwxfajgVFr7ZjNrsmZE5QUkKS2lxtOtJ0JIwrQ6wjfAEAAACAKGLu0LRH+Ns5M3wpqSsJ80oAAAidnvNebLah7ZSwZr5Q+RIUPStf7LLLYXdoavZUSbQeQ3BF9tU6AAAAAKBPQ72hEy7Tc09WvnBTAwAQRxo7vOHLUOe9SMx8CbaercXM6yez9di+2n1hWRPiA+ELAAAAAEQRs+1YJM98kdQ9zJa2YwCAONLQ6W075kv4wsyX4OoZvtht3tvhZoVucW1xWNaE+ED4AgAAAABRxLyBEOmVL1Ozp8omm2raa3Si7US4lwMAQEiYlS9ZSVlDfo5Z+dLS1aJ2V3tQ1hXPrHl56t68Ym0SoUIXQUT4AgAAAABRxOxbHumVL6nOVE3InCBJKq5jVykAID74U/mS7kyX0+6UJNW11wVlXfHM2rgim7V5xWyPWtFSoYaOhrCtDbGN8AUAAAAAooi5e9NsmxHJpuVMk0RLDwBA/PCn8sVmszH3JYjM8KXntVNmYqYK0wslsUkEwRP5V+sAAAAAAEu0VL5ItPQAAMQffypfJOa+BFNf4YvUY+4L4QuChPAFAAAAAKKIWfkS6TNfJGlGrjd84aYGACBemJUvmUm+hS9W5UsblS+B5lHf4Yt5nVJUyyYRBAfhCwAAAABEkZ59yyOduaO0tKFUXe6uMK8GAIDg87fyxQxfqHwJvP6qhs0K3X21+0K+JsQHwhcAAAAAiCLRVPkyOm20MhIz5PK4VNpQGu7lAAAQdP7MfJGkvGRv2zFmvgRef23HzPDlQP0BuTyukK8LsY/wBQAAAACiiLl789QbCJHIZrPRTx0AEFcaO0+2HWPmS8To79qpMKNQqY5UdXo6VdZQFoaVIdZF/tU6AAAAAMBiVr5ECzN8oZ86ACAeDHfmS20b4UugmTNfTm07ZrfZu69T6rhOQeARvgAAAABAFOmvb3mkMlt6cFMDABDr3B63mrqaJElZib61HWPmS/D013ZMkmbkcp2C4CF8AQAAAIAoYla+REPbMan7pgZtxwAAsa6ps8n6s7+VL8x8CTxr40of8/Ks65RarlMQeNFxtQ4AAAAAkBR9lS9TsqfIbrOrtr1WJ9pOhHs5AAAEjTnvJdWRKqfd6dNzzZkvde11VqUGAsNsO9Zn5cvJCt19tftCuibEB8IXAAAAAIgi5g2ZvnZvRqIUR4rGZ4yXFJtzX+rb61VSVxLuZQAAIkBDR4Mk36teJCknKUeS5Dbc1twYBIa5ccXex63wqdlTZZNNNe01bBJBwBG+AAAAAEAUMduORUv4IsV2P/VvvfktfeIfn9DBhoPhXgoAIMzMyhdf571IkjPBqcxEb2hD67HAGmjjSqozVRMyJ0ii9RgCj/AFAAAAAKKIFb5ESdsxqbulR6zNfalvr9fO6p2SpNKG0jCvBgAQbsOpfJG6577UttcGbE0YuO2YJE3PmS4pNjeJILwIXwAAAAAgilitM/q5gRCJrJsaMdZ2bHvVduvPde11YVwJACASDKfyReqe+0LlS2ANNi9vZu5MSYQvCLzouVoHAAAAAERn5cvJtmNlDWXqdHeGeTWBs6Vyi/VnwhcAgBm+DLvypY3Kl0Ay2471t3HFao8aY5tEEH6ELwAAAAAQRQbqWx6pClILlJmYKZfhiqn2XFurtlp/pkUMAMBqO5Y4vPCFypfAGix8MSt0DzYcVIe7I2TrQuwjfAEAAACAKBKNlS82my3mWo/VtteqpK6k198BAPHNajuW5GfbsWRv2zF+pwTWYNdOBakFykrKkttw60D9gVAuDTGO8AUAAAAAoon3/kFUVb5IPVp6DKGfepenS5UtlcFe0rD0nPci0XYMADD8yhdz5gttxwJrsMoXm82mGTm0HkPgEb4AAAAAQBSx2o5FUeWLJOumRnFd8aCP/eF7P9Slf71U/zrxr2Avy29bK70tx8ZljJMk1XUQvgBAvAvYzBcqXwLKME5WvgywccWs0B3KdQowVIQvAAAAABBFrNYZUVb5Mj335E2N2mLrJkh/yhvLZcjQW0feCsXS/GKGL5dNvEwSu5QBAMx8iVQeDVz5Ikkzc2dKGlqFLjBUhC8AAAAAEEXM8MUeZW/npmRNkd1mV11HnY63HR/wseZNkp1VO0OxNJ/VtNVof/1+SdIlEy6RJNV21A4aKgEAYttwZ75Q+RIcVtuxAa6drPaotUX8PkfARNfVOgAAAADEuaG0zohEyY5kTcycKGnwfurm1/jBiQ/U5ekK9tJ8tq1qmyRpWs40Tc6aLElyeVxq7moO57IAAGHW1NkkafgzX1q6WtTuag/YuuLdUK6dJmdNlsPmUGNnY8TPnUP0IHwBAAAAgChitR2Lspkv0tDnvpg7VNtcbRE5+NZsObakYImSHclKcaRIkuramfsCAPGq092pNlebJP/Dl3Rnupx2pyR+pwSSVfkyQNuxxIRETcqeJInWYwgcwhcAAAAAiCLmDYRoq3yRuue+DHZTw/waJWlH1Y6grskf2yq9lS9LRy2VRJsYAEB3yzGbbMpIzPDrGDabjbkvQTDUjSvmJpFI3PiB6ET4AgAAAABRxGqdEYWVL9NzvOFLce3QKl8kaWd1ZM19OdF2QgcaDkiSFhUskkT4AgCQGjoaJEkZiRkDVlgMht8pgTeUyhepR/hC5QsChPAFAAAAAKJQNFa+mDc1yhrL1OHu6PdxHvWofKneEVGDb815L9Nzpis7OVuSlJOcI4kWMQAQz8zKl6ykrGEdx5z7UtNG5UugDDl8yR1ae1RgqAhfAAAAgDjQ3Nmslq6WcC8DAWDdQIjCt3MjU0cqOylbbsOtA/UH+n1cz7Cltr1W5U3loVjekGyt8M57MVuOSVJO0snwpYPwBQDilVn54u+8FxOVL4E35LZjJ8OX8sZytXa1Bn1diH3Rd7UOAAAAwCftrnZd849r9JmXPiOXxxXu5WCYzBsIUdh1TDabzWo9NlA/dTNgMocOR9Lcl61V3vBl8ajF1se4UQYACFjlS/LJyhdmvgTMUCtfcpNzlZ+SL0OGSupLQrE0xDjCFwAAACDG7avdp8qWSpU1lmlPzZ5wLwfDZFaFRGPli9Rj7ssALT3MmyRnjjhTUuTMfTnRdkIHGw7KJpsWFxC+AAC6UfkSuax5eUNo2To9d/BNIsBQRefVOgAAAIAh6/nmcUvlljCuBIFgtc6Iwpkv0tD6qZvhiznQfkd1ZFS+bK30Vr3MyJ3Ra2czM18AAIGe+VLbRvgSKOYsucEqX6Tu+XSELwgEwhcAAAAgxu2t3Wv9eXPF5jCuBIFg7d6Mxr5j6q58Kaor6jXbpSczfFkwcoEk6VDjIZ1oOxGaBQ7ADF96Vr1IhC8AAKmxwxu+UPkSeXyZl2eFL3WELxg+whcAAAAgxu2r3Wf9eWf1TnW4O8K4GgyXuXszWitfpmRPUYItQQ0dDapqrerzMWZ1T3ZStqZmT5Uk7areFaol9ssMX5aOWtrr49woAwA0dAa27RgzXwLHl7ZjPSt0zdAG8BfhCwAAABDDujxdKqnzDgxNSkhSh7tDHxz/IMyrwnBEe+VLUkKSJmVNktR/67Geg3EXjlwoKfytx6pbq1XWWCabbFpYsLDX58zKl9r22n6reQAAsc2sfBlu2zEzfKlrr+Pmf4D0vK4YzITMCUpKSFKbq01Hmo4Ee2mIcYQvAAAAQAwrayhTp6dTac40XTT+Ikm0Hot2ZlXIUG4gRKppOdMkDR6+2Gw2LSjwth7bWbUzNIvrx7bKbZKkmbkzT7uxlpPkDV+6PF1q6WoJ+doAAOEX6MoXt+G2Ah0Mj1U1PISNKw67w6q6pfUYhit6r9YBAAAADMpsOTYjZ4bOHn22JGlL5ZZwLgnDFO2VL9Lgw2zNr7Fn5cve2r1q7WoNzQL7YP67WTJqyWmfS3WmKsWRIom5LwAQr6yZL0nDC1+cCU4rwKGdZWD0vK4YCrP1WM/WvYA/CF8AAACAGLa3dq8k7279paO9cyo+PP5hWG9iY3jMypcozl569VPvS88dqqPTRqsgtUBuw60PT3wYsjWealuVt/Klr/BF6q5+qe3gRhkAxKPGzpPhyzArXyTmvgSaL23HJGl6znRJUnFt39cpwFARvgAAAAAxzNyxNzN3pgrTC1WYXiiX4dL2qu1hXhn85esNhEhkVr6UNZap3dV+2ufNrzHBliCbzRb2uS9VLVU61HjIW4lzyrwXkzX3pY3wBQDijWEYAZv5Ikl5KXmSCF8Cxdy4MtSqYatCl7ZjGKbovVoHAAAAMCDDMHqFL5K0bPQySbQeiwXR3HZsRMoI5STlyGN4dKD+wGmfPzVgCvfcl61VWyV5/x31t6PZGpDcQdsxAIg3ba42uQyXpMBWvhDoB4bPlS+53sqXipYKNXQ0BG1diH2ELwAAAECMOtZyTE2dTb0Ghy4b5Q1fNldsDufSMAyxUPlis9msGxt97So1v0abzRswmZUvu4/vlsvjCtEqu22r9LYcWzpqab+PsSpf6M8PAHHHvEHvtDutGWDDYYUv/E4JCF+vnTITM1WYXiip/xapwFBE79U6AAAAgAHtq/FWvUzNnipnglOSrLkv+2r3sZMvSlkzX6Kc2dKjr5sapw7GnZo9VenOdLW6WsNyE8SsFOtv3ovUo/KlncoXAIg3Pee9mBsHhiMvmbZjgWS1HfPhv40194XwBcNA+AIAAADEqL21eyV1txyTvO2epmRNkSHD2s2P6GIGE9HcdkzqvqlRVNtH5YtO7lA9+ZY1wZ6geSPnSZJ2Voe29VhlS6UONx2W3WbXgpEL+n0clS8AEL/MDS2ZScNvOSZ1z3yh7VhgWJUvPtwKn5Hr3SRitvAF/EH4AgAAAMQo86Z2z/BF6q5+eb/i/ZCvCcNn7t6M5rZjUvdNjaK6IitQMp3adkySFo1cJEnaUbUjRCv02lrpnfcyO3e2MhIz+n0clS8AEL/MypesxKyAHI+2Y4FlbVzxofLFrNDta5MIMFTRfbUOAAAAoF99Vb5I0rLR3rkvZislRBd/biBEoslZk+WwOdTU2aSq1qpenzu17Zgkq+pkZ/XO08KaYDLDl4FajkncKAOAeBboyhd+pwSWP/PyzPDlQP2BsMybQ2wgfAEAAABiUF17nXVD23zzaFpcsFg22VTaUKrjrcfDsTwMg1UVEuVtxxITEjUxa6Kk03eVug23pN43SeaMmCOH3aHjbcd1pPlIyNY51PAlJ8nbdqyug8oXAIg3wap8YeZLYJzaznQoCjMKlepIVaenU2UNZUFaGWId4QsAAAAQg8yql/EZ45WemN7rc1lJWZqVN0sS1S/RyJ+hsZGqZ+uxnvqqfEl2JOuMvDMkhW7uS0VzhY40H1GCLWHAeS9Sj5kvbbUhrcwBgGh2uOmwNhzaEPU/N4M186Wlq0XtrvaAHDOe+VM1bLfZ+71OAYaK8AUAAACIQWYlgfmm8VTLRtF6LNpFe+WL1F2VVVxX3Ovj1g7VU9qDLBy5UFLo5r5srTo57yVv9mkh5qnMXcqdnk61ulqDvjYAiAXff+f7unXjrSEL1YMl0JUv6c50Oe1OScwSCwR/2o5J0vSc6ZIIX+C/iAhfHn74YU2aNEnJyclatGiR3n777X4fW1FRoeuvv14zZsyQ3W7XLbfc0ufj/va3v2n27NlKSkrS7Nmz9dxzzwVp9QAAAEDkMStfZuXO6vPzS0cvlSRtrtgcsjUhMPy9gRCJ+htm219rtZ5zX0JhS4U3nBys5ZgkpTpTlZyQLIke/QAwVEebj0qSPjzxYZhXMjxm+BKoyhebzcbclwDyt2rYqnypJXyBf8J+tf7MM8/olltu0Zo1a7Rz506tWLFCl19+ucrLy/t8fEdHh/Lz87VmzRrNmzevz8ds2rRJn/70p3XjjTdq9+7duvHGG3Xddddp82beWAIAACA+7KvdJ0mamTuzz88vHLlQDptDR5uP6khT6OZnYPisGwgxUPkyPde7o7S8qVxtrjZJ6tV65tSAaf7I+ZKk0obSkOwE3la1TdLQwhepu/UYu5QBYHCGYai+o16StL9+f3gXM0xW27HEwIQvEnNfAsnauOLjrfD+NokAQ+UI9wJ+8Ytf6Mtf/rK+8pWvSJIefPBBvfbaa3rkkUf005/+9LTHT5w4UQ899JAk6Q9/+EOfx3zwwQd1ySWX6Pbbb5ck3X777Xrrrbf04IMP6umnn+7zOR0dHero6LD+3tjoTay7urrU1dXl/xcYA8yvP96/D4g/nPuIV5z7iEexdt63udqswaBTM6f2+XU55dScEXO06/gubTq6SVdPuTq0i4TfPB7vDQS32z3sczbc536WI0u5ybmqba/VvuP7NGfEHLk9buvzblfvrzE9IV2TMifpYONBba/YrvPHnh+0tR1rPqajzUeVYEvQmTlnDul7lJ2UrYqWClU3V6srOzZ+nsSqcJ/7QLhE0rnf5mpTh9t7L664tjgi1uQvM3xJS0gL2NeRm+QNX6qbq6P6exMJXG6X9w+Gb+f+xPSJssmmmvYaVTZWWrN4EN98OYfCGr50dnZq+/bt+t73vtfr45deeqnee+89v4+7adMm3Xrrrb0+dtlll+nBBx/s9zk//elPdffdd5/28XXr1ik1NdXvtcSS9evXh3sJQFhw7iNece4jHsXKeX/YdViGDKXb0rXlzf5nuuS0eXfpP7/jeSUWJYZqeRimtnZvhci777yrg46DATlmOM/9HFeOalWrv7/9d5UnlcttdIcvG9ZvUIo9pdfj89rzdFAH9bfNf1PLBy1BW9eODu9cmTH2Mdq4fuOQnuNu9q79n1v/GdS1IXBi5ec+4KtIOPfr3N1VgiW1JXpp7UtR21KzsrFSkvTR9o/UtLspIMdsbfHOD9u0e5OcRc6AHDNelbSXSJKOHj2ql19+2afn5tnzdMJzQk+se0LTnNOCsTxEmdbWoc/2C2v4cuLECbndbhUUFPT6eEFBgSorK/0+bmVlpc/HvP3223XbbbdZf29sbNS4ceN06aWXKjMzcCWD0airq0vr16/XJZdcIqeTH/aIH5z7iFec+4hHsXbeP1vyrLRVmjtqrlZduKrfxxVUFejN19/UsYRjuvzyy33ug43wePC5B9XU1qQVK1ZY7TD8FQnnftGOIh3Yd0BJ45K0avEqdbg7dNczd0nybqJLd/YedO8p9Wjb+9vUmNGoVZf2f34P1+ZNm6WD0soZK7Vq/tBe5/1N76v4YLHGzRinVbODtzYMXySc+0A4RNK5v6dmj/TayXWpS3PPm6vxGePDuiZ/3ffsfZJHuuz8yzQpa1JAjlm8s1g79+5U/oR8rVrE75ThOLTrkF7f87rGjx2vVWf59r186523tL58vbKnZfO7HZK6O2YNRdjbjkmnDzsyDGPYb/x8PWZSUpKSkpJO+7jT6Qz7L6NIwfcC8YpzH/GKcx/xKFbO++L6YknS7BGzB/x6Fo5eqOSEZJ1oP6HDrYc1JXtKqJaIYTBnojgdgTtfw3nuzxoxS5JUUl8ip9Mpl81lfS7JmXTauhaPWSxJ2lO7R26bW8mO5ICvyTAMbav2zns5a8xZQ/7emO1IGjobYuJnSTyIlZ/7gK8i4dxvcveuEClrLtOU3Oi7FnF73Grq8n4tuWm5Afu+5qfmS5Lqu+rD/t8q6p0sqEpISPD5ezkrb5bWl6/X/sb9/HeAJPl0HoS1lm/EiBFKSEg4rSKlurr6tMoVX4waNSrgxwQAAACihTkUdEbuwFURiQmJWjBygSRpc8XmoK8LgWHIG77ESqXS9JzpkqSSuhIZhmGFS5L6bD8zNn2s8lPy5fK49K8T/wrKmo42H1VFS4UcNofmj5w/5OflJHtb+dV11A3ySABAXXvvn5UldSVhWsnwNHc1W3/OSswK2HHNQL+2rTZgx4xX5rWFP23tzOtp8/oa8EVYw5fExEQtWrTotD6T69ev1/Lly/0+7tlnn33aMdetWzesYwIAAADRwOVxqaTee/NiVu6sQR+/dPRSSdKWyv5nwyAy2RQb4cvkrMly2B1q6mpSRUuFPIbH+lxfN0lsNpsVGu6s3hmUNW2t3CpJmjNijlKdQ58BmpvsHY5c014TlHUBQCyp76jv9ff99fvDs5BhauzwtiBKcaTImRC4ygjzd0ptO+HLcHnkvbaw+3Er3NwkcrDhoDrcHQFdF2Jf2KdY3XbbbXr00Uf1hz/8QXv37tWtt96q8vJyfe1rX5PkncVy00039XrOrl27tGvXLjU3N+v48ePatWuX9uzZY33+5ptv1rp163Tfffdp3759uu+++7RhwwbdcsstofzSAAAxrqmzSRsPb1SXpyvcSwEAi/nGMM2ZpnEZ4wZ9/LJRyyR5bza7Pe5BHo1IYIYT0TqU+FTOBKcmZ02W5N1Vat4gkfqv7llYsFCStKN6R1DWZIYvS0Yt8el55o2yU3dzAwBOZ/6sNK9X9tdFZ/jS0NkgScpKClzVi0SgH0hm5Ys/VcMFqQXKSsqS23DrQP2BQC8NMS7sV+uf/vSn9eCDD+pHP/qR5s+fr3/+8596+eWXNWHCBElSRUWFysvLez1nwYIFWrBggbZv366nnnpKCxYs0KpV3QOPli9frj//+c/64x//qLlz5+qxxx7TM888o2XLloX0awMAxLbf7PqNvvnGN/WP/f8I91IAwLKvdp8kaUbOjCHdnJ+VN0vpznQ1djZqX92+YC8PAWC1HYuRyhfJe75KUnFdce+2Y/28ZTUrX3ZX7w54aGgYhrZWecOXxaMW+/Rcq+0Y4QsADMqsfFk6yluFW9ZYpk53ZxhX5B+z8iUzMTOgx+0Z6PesCoXvhrNxxWazWdcptB6Dr8IevkjS17/+dZWVlamjo0Pbt2/XeeedZ33uscce08aNG3s93uwD3PN/ZWVlvR5z7bXXat++fers7NTevXv1iU98IgRfCQAgnlQ0V0iSPjzxYZhXAgDdrPBlkHkvJofdocUF3hvMWypoPRYNzBsIsTLzRerRT72uaNC2Y5K3BUiqI1VNXU0Bb1NzpOmIKlsq5bA7ND9/vk/P7Rm+9AyRAACnM8OX6TnTleHMkNtw62DDwfAuyg/BrnxxG24r4IF/zKpaf6+dzOuU4rrigK0J8SEiwhcAAKJRq6tVkqzZCgAQCczwZSjzXkzLRnsrxDdXbg7KmhBgJ+/px1Lly7ScaZK8NzXcRnclS383SRx2h+blz5MU+LkvZtXLmSPO9Gnei9R9o6zd3a42V1tA1wUAscasEsxNzrV+D0Tje6tgVb44E5zWMZn7Mjzmhgh/Zr5I3RW6RXVUvsA3hC8AAPjJDF/21+1ndyuAiGAYhvbW7pUkzcydOeTnLR3tbfexo2qHutzMsYp0VtuxWKp8OXlTo7yxXK1d3t+vg7UGWVDgbT0W6Lkv5rwXsyLMF6mOVCUlJEniRhkADMasfMlOztbU7KmSonPui1n5EujwRWLuS6AMd16eVaFbW8R7f/iE8AUAAD+ZN4daXa2qaKkI82oAQDrWckxNnU1y2B3WTYyhmJo9VbnJuWpztelfNf8K4goRCNYNhBh6O5eXkqcRKSNkyLBaegz29S0cuVBSYCtfDMPQlkpv+z0zlPSFzWZj7gsADJH5czInKScmKl8C3XZMInwJFDMw8XfjyuSsyXLYHGrsbFRlS2Ugl4YYFztX6wAAhJgZvkhSSV30vUkAEHvMlmNTsqbImeAc8vPsNruWjFoiSXq/4v2grA2BY3T3HYsp03OmS5JVvTXY7tQzR5ypBFuCKlsqrTlsw3W46bCqW6t7tTXzVU7SyfClg/AFAPpjGEZ35UsSlS/9yUvJkyTVtlFNORzmzBd/N64kJiRqUvYkSbQeg28IXwAA8JPZdkyKzh1aAGKPGb740nLMZM592VKxJaBrQuBZfcv9bJ0RqczWY+Z5PNjXl+pMtWYbBar1mFn1MnfEXKU4Uvw6hrVLuY1dygDQn6auJmvGV3ZytlX5cqzlmJo7m8O5NJ+FovKFVpbDY1YND6dlqzX3pZbwBUMXW1frAACEUM/Kl/310bdDC0Ds2VfjvWk9K2+Wz89dNsobvuw+vptB4RHOmvkSY6Uv03O9lS9m+DKUGyTm3JdAtR4z572YlWD+MG+UUfkCAP2rb6+X1D0rKyspSyNTRkqKvvdWjZ3e8CUolS/J3soX2o4NTyA2rljhC5Uv8AHhCwAAfujydKnT02n9PRrL4wHEHrNdkz+VL+MyxmlU2ih1ebq0q3pXgFeGQLL6lsdY+GLe1KhurZY0tBsk5tyXQFS+GIahbZXbJA0vfGHmCwAMzqzkMH9mSorauS9W27GkwIcvVuULbceGZbhtxyRpRq73OsWcTQcMBeELAAB+6Fn1IkmlDaVyeVxhWg0AeG/0VrVWSeq+ie0Lm82mpaO8A8bN1kuITOYNhOG0zohEE7MmymnvnlU0lBsk80fOl+TdBNHQ0TCs1z/UeEjVbdVy2p1+z3uRum8k0iIGAPpnznsx52RJitq5L1bbscTAtx2zZr7wO2VYrI0rw2k7djJ8KW8sP+1+ANAfwhcAAPxgtuRx2B1KcaSoy9Ol8qbyMK8KQDwzWzWNyxin9MR0v45hzn3ZXLE5YOtCEHjvH8Rc5YvT7tSU7CnW34dyg2REyghNyJwgQ4Z2H989rNffWuVtOTY3f66SHcl+H4f+/AAwOLM6MDs52/pYtFa+WG3Hgln5wu+UYTFnvgyn7Vhucq7yU/JlyKD6BUNG+AIAgB9aulokSenO9KjdoQUgtpjhiz8tx0xm5ctHNR+pqbMpIOtC4FmtM4ZxAyFSTc+Zbv15qF/fgpGBmfuytcIbvpj/DvxlzXyh7RgA9KvPypcc7/uqkroSq1Ih0nW6O62NecGY+WL+TmHmy/AE6trJnE9H+IKhir2rdQAAQsAsM051pHaHL1E2GBJAbDHDl1m5s/w+xqi0UZqYOVEew6PtVdsDtTQEWCBaZ0Qqf8IXa+5Llf9zXwzDsCpfhjPvRWLmCwAMRV3H6ZUvU7KmyCab6jvqoyZsMKtebLIpIzEj4MfPTfGGLy1dLWp3tQf8+PEiUPPyzNa+RbVFw14T4gPhCwAAfmh1nQxfnIQvACKDGb6Y/aj9Ze76p/VY5DIUHbuB/dHz/PW18uVfJ/6lTnenX69b1limE20nlGhP1Nz8uX4dw5SbdLLypYPwBQD6U99eL6l35UuyI1njM8dL8la/RANz3ktGYkZQKlIznBnWPDRCff8Fou2Y1CN8qSN8wdAQvgAA4IdelS89yuMBIBzaXG0qayyTNLzKF0laOvpk+FJJ+BKJerZhifm2Y0N8uzohc4Jyk3PV6enUnpo9fr3u1kpv1cu8kfOUlJDk1zFMZuVLm6uNgbwA0I++Kl8kaVr2ybkvUfLeqqGzQVJwWo5J3ipX5r4Mn3n9NNxrJ7O9b3FdsRXoAAOJvat1AABCoMXlnfmS6ky13iCUN5VTCg4gLMw3gHnJecpPzR/WscyWSyV1Jappi46WH/GkZ9XLcFtnRCJzmK009LZqNpvNqn7ZUe1f6zEzfFlSMLyWY5KU5kxToj1REtUvANCfvipfpO65L9HSVcCsfMlKygraazD3ZfgCNfNlfOZ4JSUkqc3VpiNNRwKxNMQ4whcAAPzQs/JlRMoIZSVlyWN4dLDhYJhXBiAemX2nzd14w5GbnGu1VDBnYCBy9NxlGYuVL1L3MFtfvj4zfNlZtdPn1zMMozt8Gea8F8kbBjH3BQAGVt9RL0nKTsru9fFoq3wxZ74Eq/JF6p77wqYY/5nXT8PduOKwO6y247Qew1DE5tU6AABB1uZqk+StfLHZbNabhGjZoQUgtuyt3SspMOGL1N16bEvFloAcD4ETy/NeTGb450v4snDkQknSzuM7fW4DcrDhoGraa5SUkKQz88/06bn9oUUMAAzMrAw0w2qTWflyoOFAVLR1aujwth0LZuVLXnKeJH6nDEeg2o5J3fPpzHmLwEAIXwAA8ENLl7ftWJozTZKs3S8l9dGxQwtAbNlX433zNzMvMOHLslHLJElbKglfIk6P7GWobbmijRm++LI7dWbeTCUnJKuho8HnKlRr3kv+8Oe9mMybidwoA4DTuTwuq13XqZUv4zPGK9GeqDZXm442HQ3D6nwTisoXwpfhC1TbMal7Pl1xbfGwj4XYR/gCAIAferYdk6RpOScrX+qofAEQWi6Pywp+Z+XOCsgxFxUsUoItQYcaD6mypTIgx0RgmDcPpKEPpI82S0YtUbozXXNGzBnyc5x2p+bmz5Xk+9wXM2QMRMsxE23HAKB/jZ2NViXnqRUjDrtDk7MnS4qOjW1m5UtmUhDbjjHzZdjMypdAbFwxN4nQdgxDEZtX6wAABFmryxu+pDhTJHVXvtB2DEColTWUqcPdoVRHqsZljAvIMdMT03VG3hmSpM0VmwNyTASGefNAit3Kl/zUfG389Ebdd959Pj3Pn7kvhmFoW9U2SYENX8wbZYQvAHC6+vZ6Sd5qEYfdcdrno6mls1n5kpUYvLZj5syX2jYqX/xltrALxMYVs+1YRUuFFb4B/SF8AQDAD2b4Yla+TMmeIsl7Adbc2Ry2dQGIP+a8lxm5MwI6gH3ZaFqPRaKe/e+HOzQ2kiUlJPl8PptzX3ypfCltKFVte62SE5J15ojAzHuRmPkCAAPpb96LyZz7UlJH5YtE27FAMK+fArFxJSMxQ4XphZKk4jpaj2FghC8AAPjh1JkvWUlZGpk6UlJ07NACEDvMYZ8zcwMz78W0dPRSSd7Kl57VFogcsVr54q+5+XNlt9l1tPmoqlqqhvQcM1ycN3KeEhMSA7aWnCRmvgBAf8yqwFPnvZiofOmNQH/4zDZ3gdqoZM19IXzBIAhfAADwQ1tXm6Tuyhep+01CNPQmBhA7zPAlUPNeTPPz58tpd6qqtUrlTeUBPTb8Z948kGK78sUf6YnpVh/2nceH1npsa+VWSdKSgsC1HJOY+QIAAxms8sWcp1nWUKYud1fI1uUPM3wJxcyX2vbaXhWwGDq34ZYUuHl5Zusx8zoc6A/hCwAAfrDajjm7wxdr7ktd5O/QAhAbDMOw3vSZbwIDJdmRrPkj50ti7ksk6XnTJZBt5mKFL3NfPIZH2yq9817MSq9AsWa+dBC+AMCpzJkvZpXgqQpSC5ThzJDLcOlg48EQrsx3VtuxxOCHL27DrcaOxqC9Tiwzq7gDVTVsbvYoqi0KyPEQu7haBwDAD6e2HZO6d2hFQ3k8gNhQ0VKhxs5GOWwOKwAOpKWjuluPITJQ+TKwBQUnw5fqwcOXA/UHVNdRpxRHiubkzQnoOmgRAwD9M4Pp7OTsPj9vs9miYu6LYRjdbceSgtd2zJngtMIdfq/4x9y8EqiNK2b4cqD+gFweV0COidhE+AIAgB+sypcebcfMNwiELwBCZW/tXknSlOwpAZ1XYTpr9FmSvK2ZaHMRGXrN3yF7Oc2CfG/4UlRXpObO5gEfa7Ycm58/X84EZ0DXYbbSaXO1qc3VFtBjA0C0G6zyRYqOuS9trjbrxnswK1+k7lC/pr0mqK8Tqzw6Gb4E6FZ4YUah0pxp6vR0qqyhLCDHRGwifAEAwA+tXd7wJcWZYn1sctZk2WRTbXutatq4KAYQfGarg5m5M4Ny/DNGnKEUR4rqOuoieudpPOkZvgTqBkIsKUgrUGF6oTyGRx8c/2DAx1rzXkYFdt6LJKU70+WwOyQx9wUATmVVviRl9/uYaKh8MateHHaHUhwpgzx6eAhfhifQbcfsNrum50yX5N3wAfSHq3UAAPzQV+VLiiNF4zLGSYrsHVoAYodZ+RKs8MVpd2pRwSJJ0pbKLUF5DfimV9uxAN1AiDULRy6UJO2o3tHvYzyGR9uqvPNeghG+2Gy27rkvhC8A0ItV+ZLcf+WLNU8zgt9X9Zz3EuzfyXkpeZKk2jbajvkj0G3HJBG+YEgIXwAA8FGnu9MqL+8580WKjjcJAGLHvtp9koIXvkjSslHLJDH3JVL0bP/GzJe+DWXuS0ldieo76pXiSNEZI84IyjpiYe5LU2eTfrf7dypvLA/3UgDEkKFUvphtx442H7XmbUaaUMx7McXC75RwMjevBDIkm5HrnftiVqIDfSF8AQDAR2bLMUmnlZdHQ3k8IpthGGrqbAr3MhAF6tvrVdlSKan7zV8wLBvtDV+2VW1joGgEoPJlcGblywfHP1CXp6vPx5hVLwtGLpDTHth5LyZzloF5kzEavVz6sv5713/r59t+Hu6lAIgh9R31kgaufMlOzlZ+Sr6kyN3Y1rPyJdjykk9WvhC++MWqfAngrfAZOYQvGNywzriOjo5ArQMAgKhhthxLSkiy+rmbzB1aJfWEL/DP2oNrtfzp5fp7yd/DvRREuH113qqXseljlZGYEbTXmZE7Q5mJmWrpatGemj1Bex34hqqX/k3KmqSspCy1u9u1r2Zfn48J5rwXk3lTMZpbxJg3SLdUbiF8BRAQne5Oq5JloMoXSZqWc/K9VYRubAtH5UswZovuPr5bd7x9h/57539rXdk6HWw4KLfHHfDXCadgtB2bmj1VNtlU016jE20nAnbccDEMQ7uP71aHm/v9gTSsM2758uWnfay4uHg4hwQAIOKZlS+nthyTerQdq9vfaygyMFT/PPxPSdL/fvS/nEMYkHlTeVberKC+jt1m19JRSyUx9yUSBOPmQayx2+xakO9tPdbX3Jdgz3sxWS1iOqI3fGl3t0uSWrpa9K8T/wrzagDEAjPUTbAlDLp5JNJbOjd2eMOXUFS+5KYEr+3YfVvu04ulL+p3H/xO//HWf+jjz39cZz11lj7z0md057t36vE9j+v9ivejuurGfF8VyKrhVGeqJmROkCQV10b//fDH9zyuG16+Qf++4d/7rRyG7/y6Yn/ppZf085//XC0tLTp27Fivz33qU58KyMIAAIhULS7vTq1TW45J0oSsCXLYHWp1taqipSLUS0MMONBwwPp/hjdiIHtr90oK7rwX09LR3vDl/Yr3g/5aGJh184DKlwENNPelpK5EDR0NSnGkaHbe7KCtwQxf6tqjt+1Ym6vN+jNznwAEgvkzMSspa9CNBJFe+dLQ6W07ForKl2C1HatsqdSHJz6UTTatnrJac/LmKDkhWe3udn1U85Ge3/+87t96v/7Puv+j8585Xxf+5UL927p/08+3/lwv7H9Be2v2RkWlhEeBbzsm9Zj7EuXv26paqvSbXb+R5K0Ovn/L/WFeUexwDP6Q051xxhkqLy9XdXW1PvOZz+jIkSMaO3asxowZo4SEhECvEQCAiGJWvqQ6U0/7nNPu1KSsSSqpK9H++v0akz4m1MtDFHN5XDrYcND6+9rStSG5sY7otK/WW/kSinNk2Sjv3Jdd1bvU4e5QUkJS0F8TfQvGwNhYZM592Vm9U4Zh9Pp+mRVcCwsWBm3ei9Tddiyaw5d2V7v15/cr3tdX5301jKsBEAuseS9J/c97MZktnal86VFNGeDw5Y3yNyRJ80fO10/O/Ykkye1x60jzERXXFaukrkTFdcUqrivWkaYjOtF2QifaTmhTxSbrGAm2BE3InKDpOdM1LWeapudM1/Sc6RqdNjpirleCUfkieee+vFb2WtSHLw9se0CtrlYVphfqWPMx/bnoz5qRO0PXTr823EuLej6FL+vWrdO8efM0adIkff3rX9ecOXN03nnnSZKOHj2qgwcPas6cOUFZKAAAkcKc+ZLqOD18kbzl8SV1JSqpK9F5Y88L5dIwCMMw9Nz+5zQhc4IWFSwK93JOc6TpSK8S75cPvqxbFt6iBDubW9Bbm6tNZY1lkkITvkzKmqT8lHwdbzuuD45/ENRWTRgYlS9DMztvthLtiaptr9WhxkOamDXR+pw176UguOexNfMlitu09Kx82XV8l1q7WvvcfAIAQ2UG0tnJ2YM+dnL2ZNlkU217rU60ndCIlBFBXp1vQln5YrYda+5qDuhGmNfLX5ckXTz+YutjCXZvmDIhc4IumXCJ9fHWrlbtr9/fK5ApqfdWk5Y2lKq0oVSvlr1qPT7dmW6FMdOyp2l67nRNzZ4a1FmF/QlW21ar8qU2esOXLRVb9ErZK7Lb7PrFBb/QO0ff0a93/lr/tfm/NCV7ihaMXBDuJUY1n8KXT3ziE2pra1N+fr7mzZun+fPnq6urSxdffLEKCwtVWFgYrHUCABAxBpr5Inl3aL2iVyJ2h1Y8e+vIW7rrvbuUnJCsv338bxqfOT7cS+rFbDk2NXuqqlqrVN1are1V262WT4CppK5EHsOj3ORc5afkB/31bDab5ubP1evlr6u4rpjwJYyofBmaxIREzRkxRzuqd2hn9U4rfPEYHm2v2i4puPNepOC1iAmlnuGLy+PSjuodOrfw3DCuCEC0q+vwhi9DqXxJcaRoXMY4lTeVa3/9/ogLX0JZ+ZLhzJDT7lSXp0u1bbUanT562Mesa6+zfif2DF/6k+pM1dz8uZqbP9f6mGEYqm6tVkl9j0CmrkSlDaVq7mrWzuqdp7UAHZM25rQqmfGZ4+Ww+9WgaUistmMBDl+m50yXJB1sOBiV1eFdni791+b/kiRdN/06zc6brVm5s1RUW6R1h9bp1jdv1Z+v/LNGpY0K80qjl09ndVNTk4qKirR7927t3r1bO3bs0K9+9SudddZZeumll5SW1vdNKAAAYonVdmyAyhcpcsvj49njex6X5B0g/P13v68/XvbHiKoqKa0vlSTNyp2lefnz9LeSv2ntwbWELziN2XJsVu6skN2ENwPnnm2IEHrB2rkZixYWLNSO6h3aUb1D10y7RpJ3Z2pjZ6NSHalBnfcixVbbsVRHqlpdrdpcsZnwBcCw1LfXS+r+GTmYaTnTVN5UrpK6Ep01+qwgrsx3ZuVLKMIXm82m3ORcVbVWqbY9MOHLxsMb5Tbcmpk7U2Mzxvq9roK0AhWkFfT6/dDl7lJZY1mvQKa4rlhVrVU61nJMx1qOaeORjdbjE+2JmpI9pbtSJmealhQskTMhMO1Bg1U5XJBaoKykLDV0NOhA/YGgX1sE2pN7nlRpQ6lyk3P1jQXfkOT9b/rjc35s/fe7+c2b9aeP/UnJjuQwrzY6+RS+VFZWaubMmZo5c6Y+/elPS5KOHz+uT37yk/rxj3+se++9NyiLBAAgklhtx/ppuzE1xxu+lNaXyuVxBXUHD4auqLZIWyq3KMGWoKSEJO2s3qkn9j6hz5/x+XAvzWIGdlOyp2hu/lz9reRvWl+2XncsuyPqdlEhuPbW7pUUmpZjpuQE7xuuTndnyF4TpzMrXzA4s01Gzx23ZsuxhQULg/772byx2OpqVburPSpvWrS7veHLOYXnaP2h9Xq/4v0wrwhAtDMrX7KTsof0+KnZU/V6+esRubHNrHwJRdsxSVb4UtNeE5DjmS3HLhp/UUCO15MzwalpOdM0LWeartAV1scbOhqsIMasltlft1+trlbtrd1rXeNK0uopq605NMMVrM0rNptNM3JmaEvlFhXVFkVV+FLVUqVHdj8iSbpl4S29zuNUZ6p+ddGv9JmXPqP8lHy5DXe4lhn1fLraLCws1IgRIzR//nyr7diCBQv0i1/8QqtWrSJ8AQDEhcFmvhSmFyrFkaI2V5vKm8o1OWtyKJeHfjyx9wlJ0iUTLtGy0ct096a79asdv9KKsSsi5r9RaYO38mVK9hQtKlikgtQCVbVW6e0jb2vlhJVhXh0iidlXOpThS5LDGwCaN2MRHubOTSpfBjcvf55ssulQ4yFrVoAZviwdFfyKwgxnhhx2h1wel+ra6wKySznUzLZj5489X+sPrde+2n2qba+1Bj8DgK/8qXyRpP11ERi+dIau7ZjUPfelpm344UtLV4s2HdskSVo5PnTvM7KSsrR41GItHrXY+pjH8Oho81GrQmZvzV69cfgNvVr2qr679LsBmRETzLatM3K94UtxXXHAjx1MD2x7QK2uVs3Nn6vVU1ef9vnC9EI9uepJjc0Yy3XnMPj0nSsuLtZvf/tbLV++XPv379edd96pOXPm6Nxzz1VNTY1uuOEGPfTQQ3rzzTeDtV4AAMKupatFUv+VL3abXVOypkiKzDcJ8aimrUZrS9dKkm6cfaM+Oe2TOmfMOer0dOr773xfLo8rzCuU3B63DjYclCRNyZoiu82uVZNWSZK1dkDyzl0w39yFNHw5WX3V4e4I2WvidNbNgwC3zYhFWUlZVjXqrupdcnvcIZv3Inlv8JgzDWo7onPui9l2rDC90Oprv6ViSziXhCFo7WrV1sqt+v2Hv9dtG2/T0/ueDveSAIuvlS/Tsr3hS0l9iVW9EAk8hkdNnU2SpMyk0IQvgZwl9vbRt9Xp6dSEzAlW2+xwsdvsGpcxThePv1hfm/c1PXjhg5qcNVkd7g5tOLQhIK9hVb74dit8SGbkzJAkFdUVBfzYwbKlYoteKXtFdptda5at6TdcGZ85nuBlmHz67k2dOlWf+MQn9MMf/lDPPfecSktLVV9fr2eeeUaGYcgwDD3++OO64oorBj8YAABRarCZL1J367FILI+PR38p+ou6PF3WgEibzaYfLv+hMpwZ+vDEh3rso8fCvUQdaz6mDneHkhOSNSZ9jCTpisnea6q3jrxl7awDyhrK1OHuUKojVeMzx4fsdQlfIkOwepbHqoUjF0qSdlTvUFFdkZq6mpTmTAtZcGlWiETr3Bez2jfFmaJlo5dJEq3HIoxhGDrceFgvHnhRP3n/J7ruxeu0/Onl+tJrX9KDOx7U+kPrdd+W+6xqA5yusqVSDR0N4V5G3KjvqJc09MqX8Znj5bQ71eZq07HmY0FcmW+aOpusDRFZiaFpOxbI8OWNQ29I8rYcC9X8wKGy2Wy6cvKVkqSXSl8KyDGDOTNvRu7J8KW2yLpOi2Rdni791+b/kiRdN/26qGqVFo18OuOysrJ0/vnn6+abb9Yf//hHbd++XRUVFXr55Zc1ZcoUPfnkk9q2bZuampqCtV4AAMJusJkvUvcOLcKX8Ot0d+rPRX+WJN0460br46PSRuk7S78jSXp418MqqSsJy/pM5rkyKWuSEuwJkqTpOdM1NXuqujxdAdv1hehn9sKekTsjpDvRzJkvHS7Cl3DyyHvzINJulEQqc+7LjqodVsuxRQWLQjaPzby5GK3hi1n5kpKQYg26JnwJL7Oq5dEPH9U3X/+mLvjLBVr13Crd8c4deqboGe2t3Su34dbIlJG6ZMIlGp02Wm7DrX8e/We4lx6RKlsqtfr51frCq1+IipumscD8eWhWBg7GYXdYLYLDfb3ekznvJcWRErCh8IMxA/3hznzpcHforSNvSQptyzFfmJvQtlZuVWVL5bCPZ21eCcL10+SsyXLYHGrsbAzIWoPtyT1PqrShVLnJufrGgm+Eezkxz6crzj/96U/avXu3du/erRdffFFlZWWSpLS0ND377LPW4xISEgK6SAAAIolZ+ZLmTOv3MWblSyS9QYhXrxx8RbXttSpILdDFEy7u9bnVU1Zrw6ENeuvIW1rzzho9ecWTctpD8+bpVAcaDkiSJmd3z5+x2Wy6YvIVemjHQ1pbulafmPaJsKwNkcWc92K2OAiVxIREScx8CbuT9wYJX4bGrHzZV7vP2jSxpCD4LcdMZvgSiF3K4WCGL8mOZC0uWCyHzaGjzUd1uOmwxmWMC/PqYp9hGCpvKtfu47v1wfEPtPv4bhXXFZ/Weslpd2pW3izNy5+nuflzNT9/vkaljZIk/ffO/9bvPvidXj/0uj4+5ePh+DIi2mtlr6nV1ar99ftVXFds7WBHcBiGYVW+ZCdnD/l503KmqaiuSPvr9+vC8RcGZ3E+CvW8F6l75ktt2/B+p2yu2KxWV6tGpozUnBFzArG0gBuTPkaLCxZrW9U2rS1dqy+f+eVhHc/cvBKMtmOJCYmalD1JJXUlKqoriugZb1UtVXpk9yOSpFsW3qKspNBUbcUzn8KXq6++WldffbX19+bmZlVUVKiwsFCpqf3v/gUAIJZYlS8DtB0zK1/Km8rV4e6w2vUgtAzD0ON7HpckXT/r+tOCFZvNprvOvktXv3C19tbu1e8//L2+Nu9r4ViqSutLJcmaF2RaNWmVHtrxkLZWblVVS5UK0grCsTxEkH21+yRJs/JmhfR1kx3eypdOd2dIXxe9BbNneSwanT5ao9JGqbKl0qp8WTI6dOGLuUs5GsMXt8etTo/333uKI0WpzlTNzZ+rHdU79H7F+4QvQVTWUKZfbP+FdlXvsuZj9DQqbZTmjpirefnzNG/kPM3KnWUF5Ke6ePzF+t0Hv9N7x95Tm6tNKY6UYC8/qqwrW2f9+e2jbxO+BFmbq81qXzrUyhdJ1kySSNrYZraqC+XN60C1HXu9/HVJ3pZjkTzP48rJV2pb1Ta9VPqSvjTnS8PaeGJWvgTr652RM8MbvtQW6YJxFwTlNQLhgW0PqNXVqrn5c7V66upwLycuDOuMS09P17Rp0wheAABxxZr5MkDbsREpI5SVlCWP4bGGqCP0tlVtU1FdkVIcKfrktE/2+Zj81HzdsewOSdLvdv/OurEdambbsSnZvcOXMeljtHDkQhky9MrBV8KxNEQQwzCstmOhmllhMkNkKl/Cy+wvT+XL0JmtxyQp3ZmumTmh+7cTzTNfev5bN8NXs/XY5orNYVlTvPh/H/w/vXn4TdV11CnRnqj5+fP1+dmf1wPnP6AN127Q+mvX64ELHtBNZ9ykefnz+g1eJO/vijFpY9Tubtd7x94L4VcR+SqaK/TBiQ+sv7995O0wriY+mFUvifZEn4LAaTnejW0l9ZETvoSl8iUAgb7L49Kb5W9KklZOiMyWY6ZLJl6iRHui9tfvH/Ywe3PzSrCun8zr8uGuM5i2VGzRK2WvyG6za82yNREdvMUSvssAAPjIGj47wBsGm80WkTu04o1Z9fLxKR8fcFfaqkmrdPH4i+UyXFrzzhp1ubtCtURJ6hXSnRq+SN09j9ceXBvSdSHyVLZUqrGzUQ6bw/oZEypm+MLMl/AywxcMndl6TPLOezHnaoVCNM98aXO1WX82Zz6dNaY7fDm19RUCw2N49O6xdyVJ95x7j96//n09vupx/eeS/9SlEy/1uQLWZrPpovEXSZLeKH8j4OuNZusOeateJmZOlCTtOr7LqmZAcJiVXNnJ2T7dBDe7CpQ1lIX8Or0/5rkSrvDF35/BO6t3qq6jTllJWVpUsCiQywu4zMRMnT/ufEnSiwdeHNaxrLZjQQocpudMlyQV1xUH5fjD1eXp0j2b75EkXTf9Os3Omx3mFcUPwhcAAHzU0tUiaeCZL1KP8vgI2qEVTw43HtbGwxslSZ+b9bkBH2uz2XTnWXcqJylHxXXF+u0Hvw3+Ans41nxM7e52JdoTVZheeNrnL51wqRw2h/bV7tOB+gMhXRsii1n1Mjl78oA7nYPBCl/chC/hFOy2GbGoZ+XLklGhazkmSblJ0dt2zAxfUhwp1k3SOSPmKNWRqvqOemv+FAJrb81e1bbXKs2Zpo9N+lhABnmb4cvGwxvl8riGfbxYYYYvn535WU3NniqP4dGmY5vCvKrYVt9eL8m3lmOSt9VeujNdLsOlssaywC/MD2blSyjbjpnhi9twq7Gj0a9jmC3HLhh7gRx2n6ZRhMVVk6+SJL188GW5PW6/j2NeP9kUnMoXs2VheWO51Skjkjy19ykdaDig3ORcfWPBN8K9nLjCFTsAAD5q6/LejBho5ovUvUNrf93+oK8Jp3ty35MyZGhF4QpNypo06OPzUvK05qw1kqTff/h7fXTio2Av0VLa4J33MjFrYp9vgrKTs3Vu4bmSpLWlVL/EM7MtXqhbjkndbYcIX8LLajsWpJsHsWhq9lTrhpXZNitUzMqXaAxf2l3etmNm1YvkHexuBli0HguOd46+I8l7rp46q85fC0YuUHZStho7G7W9antAjhntKlsq9cHxD2STTZdMuEQrCldI8s59QfD0rHzxRSR2FQhH2zFngtN6PX9+rxiGYYUvF4+/OKBrC5ZzC89VdlK2TrSdGNbvHWtmXpA2r+Qm5yo/JV+GjIirfqlqqdLDux6WJN2y8JaQBoYgfAEAwCeGYVhtxwaa+SJJU3O8bxDMWR4InabOJj1X8pwk6YbZNwz5eZdNvEwfm/gxuQ231ryzJmQ3mfub99KT2Xrs5YMvWzu3EH/MypdZubNC/tpmpQ3hS3gFu2d5LEqwJ+i/L/pvPXjBgyEfpm3NfOljaHqkM8OXU9usLhu9TJL0fsX7IV9TPDDDF3PTRSA47A5rADStx7zWlXmrXhaMXKD81HytGOsNX945+g4t9YLIbMHoa+WL1D33JVLeW5ltx0J9I9v8vVLTXuPzc/fU7FFlS6VSHCk6e8zZgV5aUDgTnLps4mWSpBdL/W89Zm5eCWbl8PTcyGw99sC2B9TqatXc/LlaPXV1uJcTdwhfAADwQYe7Q27DW+481LZjFS0Vau5sDvra0O25kufU6mrVlKwpOnu0b28s7lh2h3KTc3Wg4YC1QyjYzFZiU7L6D1/OH3e+Uh2pOtp8VLuO7wrJuhB5zDY/ob6BLHXvfid8CS8qX/xzZv6ZunhC6Hf5mpUvLV0t6nR3hvz1h8NsO2ZWvZnM6qHtVduj7muKdA0dDdYA+ECGL1L3Lvc3Dr/BJg51txy7dOKlkqT5I+cr3Zmu2vZa7anZE86lxTQzfMlOyvb5uVS+eA0nfNlQvkGStKJwxWk/2yPZVVO8rcdeL3/d75Ze1uaVIF4/zcjxXp9HUlvOLRVb9ErZK7Lb7FqzbA1ta8OA7zgAAD4wq16k3m04+pKVlKWRqSMlRc4OrXjg9rj11L6nJHmrXnzdHZ6TnKO7zr5LkvTYR49p9/HdAV/jqUrrvW3HBqp8SXGkaOWElZJoPRav6tvrVdFSISk8bcesmS8uwpewOnnPlMqX6JCZmCmHzdtOMtpaj7W7T7YdO+UG3dTsqcpLzlO7uz0kvyPjyaaKTfIYHk3NnqpRaaMCeuyzRp+lFEeKKlsq4z5cqGyptM7dSyZcIsnbUs+sBHj7CK3HgqW+o15Sd4DgC7PyJVLmaYar8iUvJU+SVNvm+++UaGs5Zpo7Yq7GZ4xXm6vN+hp8Fey2Y1L39XlRXWSEL12eLt2z+R5J0nXTr9PsvNlhXlF8ivzJSgAARBBzp02KI0UJ9oRBHz8te5qqW6u1v36/5o+cH+TVQZLePPymjjYfVXZStq6cfKVfx7ho/EW6cvKVeqn0JX3/ne/r2aueDdruMI/h0YEGb+XL5OzJAz72iklX6B8H/qHXyl7Td5d+N2C94BEd9tV5572MTR+rjMSMkL++Gb6YN2QRHtbNA/bRRQWbzabsZG+v+tr22oDfUA8mc8PJqW3HbDabzhpzltaWrtX7Fe9bM2AwfO8c8bYcO2fMOQE/drIjWecWnqv1h9br9fLXdcaIMwL+GtFiwyHv7v8FIxdYG6UkbzXA+kPr9UzRM/pXzb+GfDxfK4nMCkZfnFt4rj4363M+Py/SmOGLrzNfpO55mkebj6qlq2XQLgTBFu7KF18D/dL6Uh1sOCin3anzxp4XjKUFjc1m05WTr9TDux/W2tK1ViWML8x/p8HcvGJWvhTXFctjeMJeZfLU3qd0oOGAcpNz9Y0F3wjrWuIZ4QsAAD7o70ZEf6ZmT9W7x96l8iWEHt/zuCTpU9M/NazA5HtLv6fNFZtV1limX+/8tb695NuBWmIvlS2VanO1yWF3aHzG+AEfu3T0UuUl56mmvUbvHX1P5487PyhrQmTaV+MNX2blhX7eiyQlObzhS5enKyLeUMYrq+0YlS9RIzc5VyfaTljtdqKFOfOlr9+ly0Yts8KXby74ZqiXFpMMw9C7x96VJJ07NrAtx0wXjrtQ6w+t1xvlb+hbC78VlNeIBlbLsQmX9vr4irEr5LQ7VdNeo38e+Wc4ltavTcc26dMzPi2HPbpv4w1n5kt2crbyU/J1vO24DtQf0Nz8uYFenk/CVvmSfLLyxcfwxWw5tmz0MqUnpgd8XcFmhi+bKjbpeOtx5afm+/R8j4Jf+TI+c7ySEpLU5mrTkaYjGp858Hu7YKpqqbJaaN+y8JaQn6foFt0/tQEACDGz8mWoO62m5nh7E++vI3wJhY9qPtKO6h1y2B36zMzPDOtYWUlZ+uHyH+r/vv5/9fiex3XR+Iu0qGBRgFbazZz3MjFz4qBvqB12hy6fdLme2PuE1pauJXyJM2bli7mrLtR6tlrscHcMOYRGYDEIOvqYc1+iru3YyfAl1ZF62ufMuS//OvEvNXU2haUaL9YU1RXpRNsJpThStHDkwqC8xnljz5PD5tCBhgMqayjTxKyJQXmdSFbVUqWd1TslyWrnahqRMkKPX/54wIZlByIk73R36sfv/1huw60uT1fUhy/DqXyRvBvbjrcdV0ldSdjDl3BXvtS0+TbzxWzXtXL8ykEeGZnGZY7TvPx52n18t14++LI+f8bnfXq+WfkSzMphh92hqdlT9VHNR9pXuy+s4csD2x5Qq6tVc/PnavXU1WFbBwhfAADwiRm+9HUjoi9meXyk9CaOdU/ueVKS9LGJH+vVRsJf5409T9dMvUbP7X9Od757p/561V+V6hzaf/uhKm0YfN5LT1dMvkJP7H1Cbx5+MyJaLiB0wl35kpiQaP25w0X4Em5UHkWP3CTvjbJoq3xpc7VJ6nvG3ej00ZqYOVFljWXaWrlVF42/KNTLiznvHPW2HFs2almvn7eBlJWUpSWjlmhTxSa9cfgNfSnrS0F5nUhm7v6fnz+/zzaAZ4w4I6Jaspnhi+StPE1RdP/uHU7li+Sd+7KpYlPYuwp0ubusn5GZSSEOX1J8bzt2rPmY9tTskd1m1wXjLgjSyoLvqslXaffx3Vpbutbn8MXcvBLsyuEZuTP0Uc1HKqor0qUTLx38CUGwpWKLXil7RXabXWuWreGaMcz47gMA4AOz7dhQb8BPypokm2yqba/1eXcSfHO89bheKXtFknTD7BsCdtxvL/m2RqWN0uGmw3pwx4MBO67JfPM41PDljLwzNCFzgtrd7Xqj/I2ArweRqc3VpoONByV1D/MMNYfdYQ0O73B3hGUN6NF2TLQdixbRXvnSXwvPZaOXSZI2V2wO2ZpimRm+nFsYnJZjJjMo83dodbRbV3ay5ViYbor6qmeli8vjCuNKhs8wjO7Kl6Rsv44xNdvbVaCkLrwb2xo6vS3HbLIp3RnaFl7+tB0z3zMsGLlAeSl5QVlXKFw28TI57A7trd3rc2eJULQdk6TpOdMlScW1gamg81WXp0v3bL5HkrcN9+y82WFZB7oRvgAA4IOWrhZJQw9fUp2pGpsxVpLCvkMr1v256M9yeVxaOHKhzsgL3I7FjMQM3b38bknS0/ue1paKLQE7tuQdfilJU7KGFr7YbDZdMekKSdLa0rUBXQsiV0ldiTyGR7nJucpP8a3HdSCZc18IX8LH3LnJLsboYbaIqeuIssoXt3dXd39Vbmbrsfcr3g/ZmmJVU2eTdlfvliSdU3hOUF/rwnEXSpI+OP6BjrceD+prRZrq1mqr5dglEy4J82qGxm6zK8GWICn6w5emria5Dbck/9uOTcuJjK4CZsux9MR0JdgTQvra5u8UX8IXs+IrWluOmbKTs7WicIUk6cXSF316bijajknd7YGL6oqC+jr9eWrvUzrQcEA5STnMZIsQXLEDAOADq/JliG3HpO4dWoQvwdPuatezRc9KCmzVi2n5mOX61PRPSZJ+8N4PrBBuuAzD0IEG78yXoVa+SN7WY5K0qWKTTrSdCMhaENn21Xpbjs3MnRnWQetJCd7wpd3dHrY1xDvz5gGiR7RWvrR1nWw71k/ly5JRS2STTaUNpapqqQrl0mLO5orNchkuTcycaG3aCZaCtALNHeGdlfHm4TeD+lqRZv2h9TJkaF7+vD5bjkUqs/qly9MV5pUMT317vSTv+yjzesJXk7MmR0RXgcYOb/iSlRj6IeZm27HmruYhbYapaavRjqodkhQTLSKvmnKVJO8mNF/m4IWy7ZgkVbRUqKGjIaivdaqqlio9vOthSdKti25VVlLoz0+cjvAFAAAf+DrzReqxQyvM5fGxbG3pWtV11KkwvVAXjQvOm4r/WPwfKkwv1NHmo3pg2wMBOWZVa5VaulrksDk0PmPoAxnHZ47XmSPOlMfw6LWy1wKyFkS2nuFLOJk3SzrdnWFdRzyz2o6FMYSDb6zKlyib+WKGrP1VvmQlZVmVppsraT02HKFqOWa6cLy3+iXe2pdaLccmREfLMZPT7pQU/ZUvZvWfGUj7I1K6CpiVL6Ge9yJJGc4M65yobRs81N94eKMMGZqdN1tj0scEeXXBd97Y85ThzFBVa5W2VW4b0nMMw7Cun4JdOZyRmKHC9EJJUnFdaFuPPbDtAbW6WjU3f65WT10d0tdG/whfAADwga8zXyRpWrY3fKHyJTgMw9ATe5+QJH125meDVvqf5kzTj5b/SJL0bPGzeu/oe8M+5oF6b9XLhMwJciY4fXquWf1C67H4YIYvs3JnhXUdVuWLK3oqXxo7G3W46XC4lxEwoWqbgcCJ1soX8995f+GLxNyXQDAMI+Thy8XjL5bkDc2aOptC8prhdrz1uNVyLFrmvZjMypdoD1/Myhd/572YIuG9lVnREI7KF5vN5lPrsVhpOWZKSkiy/g2/VPrSkJ5jBi9SaGbmmXNfimpD13psS8UWvVL2iuw2u9YsW0N72gjCfwkAAHxgVr6kOdOG/JyebcdoFxN471e8r/31+5XqSNUnpn0iqK+1dPRSXT/zekne9mPDvWFhhi+Tsyf7/NzLJl6mBFuCPjzxoQ41HhrWOhDZXB6XtXOOyhff3bbxNq1+fnVI3wAHE5Uv0ccMX6Kt8qXNdbLtWELfbcck6awxJ+e+HHufaxw/7a/fr6rWKiUlJGlRwaKQvOakrEmalDVJLo9L/zzyz5C8ZriZLcfm5s+NqpZjUuy0HTMrX/yd92KamuN9bxXOrgLhrHyRuisqa9oHbr3W1NlkheNm6BoLzNZj6w+tH9KGoJ7tyUIRSpitx0I196XL06V7Nt8jSfrU9E9pdt7skLwuhobwBQAAH/gz82VC5gQ57A61dLWosqUyWEuLW2bVy9VTr1ZGYkbQX+/mhTdrfMZ4VbVW6be7fzusY5U2lErybd6LaUTKCGvY8culLw9rHYhshxoPqcPdoRRHisZnDr09XTAkOaJv5ktpfam6PF16tvjZcC8lIELVsxyBk5ecJ8nbnz+agsuhVL4sGLlASQlJqm6r1sGGg6FaWkx59+i7krwzdPqbrxMM5o3YeGk9tu5QdLYck2Ko7djJADonyf+2Y1KPls714Qtfwln5InXPfRls7s3bR95Wl6dLk7Im+bXZK1ItGLlAY9LGqLmrWRsPbxz08T03B4QkfMk5Gb6EaOPPU3uf0oGGA8pJytE3F3wzJK+JoSN8AQDAB9bMFx/ajjkTnJqYOVFSeN8kxKKDDQf1zyP/lE02fW7W50LymqnOVH3lzK9IGv4FtdkuYUqW7+GL1KP12MG17DiOYXtr90ryvpELdwsBcwf8UAa8RgrzBvLa0rXWTv5oZlW+hKBtBgIjIzFDCTZvS8xoqn6xKl8GCASSEpK0YOQCSd5KVPgu1C3HTGb48s7Rd6LqZ7o/jrcetwaOR2P4Eittx6zKl0C1Havb79PA9UAKd+WLGeoP1nYs1lqOmew2u/U+aCitxzzqPk9CsXnFDF8O1B8I+r/b6tZqPbzrYUnSrYtuVVZSeAJB9I/wBQAAH/hT+SJ1v0kIZ3l8LHpy75OSpPPHnR/SigCz1L+5q9nvYxiGodJ6/ytfJOmi8RcpOSFZhxoP6aOaj/xeCyLbvhrvvJdwtxyTpMSEREnRFb60ub03kJu7mq1hy1HtZM5K+BI97Da7dbMxmua+mP92BqvGMOe+EL74rrWrVdurt0sKffgyO2+2RqaOVKurNeZn9mwo3+BtOTZirkanjw73cnwWK23HzJkvZitGf43PHC+n3alWV6sqWioCsDLfNXacDF8SIzd8aXe1W+FuLLUcM1055UpJ3urBwX639mo7FoJb4YUZhUpzpqnT06myhrKgvtbPt/1cra5Wzc2fq9VTVwf1teAfwhcAAHzQ0tUiybfKF6m7N3E4B0PGmoaOBv3jwD8kSTfOujGkr23O/DHPB38cbzuupq4mJdgSNCFzgt/ruHDchZK8u/oRm/bVecOXWXmzwrySHpUvrugIX1weV68dh38v+XsYVxMY5u7NcFdBwTfROPfFrBobbMPJ2aPPliRtrdwa9TvzQ21zxWa5PC6Nyxjn97WAv+w2uy4ad5Ek6fXy10P62qG2/tB6SdIlEy4J80r8Y7Ydi/bwxax8GW744rQ7NSlrkqTwbWxr6DzZdixMVQbmRrCBQodNxzapzdWmUWmjYnIGyOSsyToj7wy5DJdePfjqgI/t2SEgFJUvdptd03OmSwru3JctFVv0ysFXZLfZtWbZGq4NIxT/VQAA8IHVdszHypep2YQvgfb3kr+rzdWm6TnTtWTUkpC+dnpiuqThVb4cqD8gSRqXMc6qJvCHWXL/ysFXuOkVgwzD0L5ab/hiDu8Mp2ib+dKzQscmm3ZU77BmLUUrWgxGJ2uXckcUVb4Moe2Y5K3Ky0zMVHNXM1WYPjJ3pZ8z5pywvP7FE7y74Tce3ii3xx2WNQTbibYT2l7lrS66ZGJ0hi+x0nbMqnwZ5swXqXvuS7jeW4W78mUoM1/MlmMXj784ZufEXTXlKkmDtx7rVfkSooAi2OFLl6dL92y+R5L0qemfismALVYQvgAA4APzRoSvlS9m27HS+tKof+MUCVwel57a95Qk6cbZN4b8DUUgKl/M8MXflmOm5YXLlZ2UrZr2Gm2p2DKsYyHyVLZUqqGjQQ6bw/o5Ek5JCd7wJVqGhvec8XL+2PMlSc+VPBeu5QSEOfOF3Y3RJZorX8yKt/4k2BOs1mOx3r4qkAzD0LvH3pUkrRi7IixrWFSwSJmJmaptr9Wu47vCsoZge/3Q6/IYHs3Jm6PC9MJwL8cvsVL5Ut9RL2n4M1+k7o1txXXFwz6WPyK98qXL06W3jrwlKTZbjpk+NvFjSrAl6MMTH+pgw8F+H9dz5kso2o5J3ZumhjsjtD9P7X1KBxoOKCcpR99c8M2gvAYCgyt2AAB8YN5sN2++D1VhRqFSHCnq9HTqcNPhYCwtrmwo36DKlkrlJufq8kmXh/z1053eypc2V5vfO0UPNAQmfHHanbps4mWSpLUHaT0Wa/bW7pUkTc6ePKwKqUAxw5doqXzpefP42unXSpL+ceAf6nJH7w0ss/KFmS/RxQxfomnmi/nvJ8WRMuhjl41i7ouvDjYe1NHmo3LanVpcsDgsa3DanVYwHautx9Yd8s76unTipWFeif9ipfIlUG3HpO6qgnitfBls5sv2qu1q6GhQbnKuFo5cGMqlhVReSp6Wj1kuaeAWzKFuOyZJM3KCF75Ut1br4V0PS5JuXXRr2EJADA3hCwAAPmh1+dd2zG6za0qW9yY7rceG74k9T0iSPj3j09bN4FDqGb61uPyrfimt97Y+Ms+L4TBbj204tKHXTn9EP/MN28zcmWFeiVe0zXyxwhdHss4pPEcjU0aqtr1Wbx5+M8wr859Z+RKrLURiVbRVvnS5u+QyvDd6B2s7JklnjTlLkrSrepfVohUDe/eot+plccFinyuqA+mi8d65L2+UvxFzbQ1r2mq0rWqbpOid9yLFRvji8riswCKQlS8HGw6GvCLIMIyIqXypa6/r1VLL9Pohb5h6wbgLlGBPCOnaQq1n67H+foaFo+3Y1OypssmmmvYanWg7EdBj/3zbz9XqatXc/LlaPXV1QI+NwCN8AQBgiAzD6J754seb5Kk5J+e+1BG+DMcHxz/Q7uO75bQ7dd2M68KyhsSERKsFREun7+GLYRhWCDfcyhdJmp8/X4XphWp1teqtw28N+3iIHGblS6SEL2b1Tc9ZKpHMrNBJdiTLYXdYb1D/XvL3cC5rWMwbCIQv0WWwXcqRps3dHeQPZcPJ+IzxGp02Wl2eLu2s3hnMpcUMc97LuYXnhnUdy8csV1JCko42Hw1bC6dgeb3c23LsjLwzNDZjbLiX47dYaDvW2NlobR4IRGAxOm200pxpcnlcOtRwaNjH80Wbq80KwsI28+Vk+OIyukMtk8fw6I3yNyTFdssx0wXjLlCaM01Hm4/22z6xZ/gSqsrhVGeqJmROkCQV1wbuZ+uWii165eArstvsWrNsDW1oowD/hQAAGKJ2d7v1psHXyhepe4dWSX1JQNcVb8yql1WTVmlEyoiwrcNsPdbc1ezzc2vaa9TY2Si7za6JWROHvRabzaZVk1ZJGrjkHtFnX+0+SZETvpg74KMmfDllZsU1066RJL137D0dbT4atnUNh1X5QtuxqBJtlS/mv50EW4K1634gNptNZ432Vr8w92Vwba42bav0VmSEO3xJdaZabXtirfXYurLobzkmxUblS317vSRvWDGUnymDsdlsYXtv1djpDTscNseQ2jIGgzPBqYzEDEmnh/ofnvhQ1W3VSnOmWT+XY1mKI0Urx6+UJL144MU+H9Pz2imUm1esuS91gWk91uXp0j2b75EkfWr6pzQ7b3ZAjovgInwBAGCIzHkvNtmG1ILjVOawbNqO+a+ypdLq3X3D7BvCuhaz9Zh5XvjiQL133su4jHEBa5tmth575+g71htcRLf69npVtFRIipzwJepmvvSofJG8/+bOGn2WDBl6fv/zYVyZ/8yWGux0jC45SdE188VsYZnsSB7yjaplo5n7MlRbK7eq09OpMWljNClrUriX06v1WKyoaavR1qqtkqRLJ0R3+BILlS+BnPdimpbjfW9VUhfa8KWhw9tyLDMpM6xVqGZFZU17Ta+PmyHqeYXnRcS8wFC4csqVkqTXyl5Tp7vztM9bVcMh3rhizX0JUPjy1N6ndKDhgHKScvTNBd8MyDERfFyxAwAwRG1d3hsRKY4Uv256mW3HyhvLo2bXeKT5874/y224tWTUkrDfjE5P9L/yxQxfJmdNDth6pmRP0czcmXIZLiugQnQz36gVphdauxvDzQxf+npjG4lOrXyRpE9O+6Qk6bmS5+T2uMOyruGg8iU69ezPHw3Mfzu+7Oo2w5e9tXuj5usMF7Pl2DmF50REC8ELxl6gBFuCiuqKdKTpSLiXExBmy7HZebOjuuWYFFuVL4GY92IKd+VLuFqOmczfKz1DfcMwrHkvF0+I/ZZjpiUFSzQydaQaOxv19pG3T/t82MIXs/KldvjhS3VrtR7e9bAk6dZFt4Zt3hB8R/gCnNTQ0aDVz6/WD979QcwNGgQQGK0u/+e9SFJ+Sr4yEzPlNtw62HAwkEuLC22uNj1b/Kwk6YZZ4a16kborX4YTvgRi3ktPV0zyVr/Qeiw2mC3HZuXOCvNKukVb5UvP3fumi8ZfpOykbFW1VundY++Ga2l+4zo1Opk3yZq6mtTljvzd69a/nYShV/qOSBlh7UTfXEnrsYG8e9T7syfcLcdM2cnZWlSwSFLsVL+YG1GivepF6q58iebwxap8SQpc5cv0nOmSQj9P05yxEu6b33kpJytf2rorX/bX71d5U7kS7YlaUbgiXEsLuQR7gtUF4MXS01uPmddOoQ5fzHP0YMPBYW++/Pm2n6vV1aq5+XOtGYaIDoQvwEnbKreptKFUz+1/Tv+753/DvRwAEchsL2XedPdVr97EIS6PjwUvHnhRjZ2NGpcxTuePPT/cy7FmvrR2tfr83AMNwQlfLp90uWyyaUf1Dh1rPhbQYyP09tbulRQ5LcckKcnhDV86XNFRvWe+0e0ZviQmJOqqKVdJkv5e8vewrGs4PPLu3qTtWHTJTMpUgi1BUvdNyEjWV3A5FMtGeatfmPvSv/LGcpU3lcthd1jVQpHAbD0WC3NfattrtbXyZMuxKJ/3InVXvkRz27H6jnpJ3qAvUMz3VUeaj/h1Pe6vSK582VC+QZK0fMxyvzcMRqsrJ3tbj/3zyD+t1nAm89op1OFLQWqBspKy5Dbc1uY7f2yp2KJXDr4iu82uNcvWcA0YZfivBZx0sLF7F/qD2x/UB8c/CONqAEQiq/LF4f+FrLkjlLkvvvEYHj2x9wlJ0udmfU4J9oQwr6hH5Uun75UvpfWlkqQpWYENXwrSCrRk1BJJ0ssHXw7osRF6+2pOVr7kRVDliz06246lJPRunfSJqZ+QJL11+C2daDsR8nUNy8nCl0hoVYShs9vs1i7paGjJZf7b8fWa5+wxZ0uS3j/G3Jf+mC3HFo5c6PeGnmC4aJw3fNlZvbPXTvpoZLYcm5U7S+MyxoV7OcMWC5UvZkAQyMqXnOQcjUgZIUnDurHtK/PGftgrX07OfOkZvpgtx8wwNZ5Mz5muGTkz1OXp0mtlr/X6XLjajtlsNs3M8W6i8rf1WJenS/dsvkeS9Knpn9LsvNkBWx9Cg/AFOMlsAZTqSJXLcOnbb337tLQcQHwzd1T50v/8VNOyCV/88d6x93Sw4aDSnem6eurV4V6OpO7KF7Miaqhq22tV11Enm2yamDUx4OsyS+7Xlq6lPVEUa3e1WxtDzGGdkcCsfImWtmPmOs11m6bmTNW8/HlyGS69sP+FcCzNb+YNBDtv5aKOuUv51OHIkcjfypdFBYvksDl0pPlIzMwOCbSe814iyej00ZqVO0uGDL115K1wL2dY1pWdbDkWA1UvUozNfAlg5YsUnrkvkVr5crjpsIrqipRgS9AF4y4I48rCx6xsfqn0pV4fD1fbMUmanuttPVZcV+zX85/a+5QONBxQTlKOvrngm4FcGkKEK3bgJDN8+d7S72lcxjgdazmmO9+9kxtXACzDnfkieW/4SaHvTRztHt/zuCTpmmnXRMwu0bRE/2a+mDvzCtMLhxXk9WflhJVy2p3aX7/f74t8hF9JXYk8hke5ybkamToy3MuxmPMfhtu3OlQGmlvxyWmflORtPRZN13uGVfoS3nXAdznJ3h3fUVH5cjK49PX3VJozTXPz50qi9VhfOtwdVjusSJn30tPF470DuqO59Vhde113y7EYmPcidVe+RHPbsWDMfJG6uwqEsqVzpFS+5KacDPRPVqqZ85oWFyy2ft/Em8snXS67za6d1Tt1uOmw9fFwVb5I3Zuoiup8r3ypbq3Ww7seliTduujWsJ9z8A/hCyBvCl7a4G0Bc+aIM/Xz838up92pNw+/qSf3Phnm1QGIFMOd+SJ178461nLMr3ZV8Wh/3X69d+w92W12XT/z+nAvx5Lm8J4Hvla+mOGLeS4EWmZipjUTZ23p2qC8BoKv57yXSGovlZRwcuZLlIQvVtuxPm4gX/b/2bvvwKrK84Hj37uyd0IghBAIkBA2orJxAgo4UVTUOuus1Vp/rda666haa20ddVs34kYUUGTIkCWyAmElQEISsnfu/P1xOScJhMx77zn35vn8oyTnnvMkufN93ud5+k0n3BLOgaoDbCjc4OvQOk1JvmixgCC6Rtml7A/Jl85WvgDqHJO1h6X12LE2Fmyk3lFPYliiWg2tJ0ryZW3+2g6/v9GLpQeW4nA5GBw3mL5RfbUOxyMCqfLF00kBLboK6LXyRUmadseWY4rEsER19ljTz0HqzBcN3lNnxLmTLztLd3Z4s8+zG56l1l7LiB4juGDgBd4IT/iAJF+EAI7UHaHGVoPJYKJvVF+GxA/hnpPvAeAfG//BtuJtGkcohNADZSGiKzNfooOjSQx172JXhq6L1r2/050EPzPlTPpE9tE4mkYRQe62Y52tfEmLSfN4TAql9djC/QvVnV7Cv+wsdc97GRw3WONImlOTL3b/SL4oSaKWFpDDLGGc2/9cAD7d/alP4+oK5YO7DFv1P8qO76b9+fWqtaqxtoxLGge4K1/kNai5n/LdLccmJU/SVWJdMSBmAH0j+2J1WtX2aP5mce7RlmMBUvUCjcmXQKh8iQmO8eh5tah8UZMvwdomX5rOfDlSe4TNRZuB7p18AZg1YBbQvAWzlm3H0qLTMBvMVFmrKKgpaPft1h1ex7f7v8VoMHL/2PvlfZ8fk7+cEDS2HOsT2YcgUxAAVwy+gqmpU7E77dyz/B71BVYI0X0pM1+60nYMGluP+fJDgr8qry/n671fA3DVkKs0jqY5pQKqw8mXo0m3ATEDPB6TYnKfyURaIimsLWRj4UavXUd4jzKUU3fJFz+b+aIsICtJo2NdMugSAJbkLPGbWX9S+eK/jt2lrGetVY21ZXiP4YSZwyhrKJP2l8dQEhp6bDkG7l3h/tx6rLy+XG13FyjzXqCx7ZhfV740lAOer3xJi07DgIGS+hKfPbeqbceC9NF2rNpWzXc53+HCxfCE4fQK76VpXFo7u+/ZhJpDyanMUTdSa9l2LMgURP+Y/kD7W4/ZnDae+PkJAC5Nv5Qh8UO8Fp/wPkm+CEFj8qV/VH/1awaDgUcmPEJyRDJ51Xk8tOohv+oHLoTwPKX9QlcqX6Cx3ZQvy+P91SfZn9DgaCAzLpOTEk/SOpxmIizuyhclKddeSuWLN5MvwaZgddHhw50feu06wjscToe6YKm75MvRJIbVYdU4kvZRFpBP1DppSPwQMmIzsDqtftOmT60kkNyL3/GrmS9dSL5YjBZO7nUyIHNfmsqrzmN/xX5MBpPamk2PlF3zKw+txObwr0qLpQfdLccyYjNIjUrVOhyP8ffKF6vDqn6O8nTlS5glTK2M98VMzRpbjTpLJCYkxuvXa02kJVK9b3yS/QnQ2DqwOwuzhKnPY1/vc2/i0zL5AjA41v1+Xtlc1ZYPsj5gb8VeYoNjuWP0Hd4MTfiAJF+EoEnyJbp/s69HBkXyj9P+gdlo5vsD38sClhDdXK3dQ5UvSvLFBx8Q/JnNYeOjnR8BcPWQq3XXnqMzlS9l9WXqrrymCX9vmJvpno+zJHeJ7Dz2MzmVOdQ76gk1h+pu8UhJvjhcDr9YBGpraLjBYODiQRcD7tZj/rDRRm07Jh/l/I4686VB/8mXrsx8AdSe+2sOr/FYTP5uVd4qAEb2GKn5rIjWjOgxgoTQBKpt1awrWKd1OB2yOOdoy7EAqnoBMBv8e+aLUvViMpiIDIr0+PmVz1a7y73fVeDt7W9Taa0kNSpV82oEg8Ggvq4oa1qSfHGbleZuPfbd/u+wOW2aVw0rc1/aU/lSVFvES5tfAuAPY/5AdLC2FVai6+QduxCcOPkCMDRhqDr/5dkNz7K9ZLtPYxNC6IfadqyLlS9qb2IffEDwZ4tzF1NUV0RCaALn9DtH63COo1S+1FjbP5B2X8U+AJIjkrucxGtLemy62u/8lV9f8eq1hGcp814yYjN019+56UKsP8x9UWJsbW7FzLSZBJuCyS7L9qv3eXpLSIu2+VXlSxuJy7aM6+2e+7KpcJPfVMp528q8lYB+W44pjAYjZ6ScAbiH1/uLioaKxpZjATTvBcBicrcd84dNDy1RnvOig6O98r7GV3NfiuuKeWf7OwDcedKdajs4LSlzX8CdhOoX3U+7YHRkXNI44kPiKWsoY3Xeas0rX9Jj0wHatSHu2Q3PUmuvZUSPEVww8AJvhyZ8QF+f5oTQyP7KEydfAOYOnstZfc/C5rRxz7J7qLJW+TI8IYROeKryRelNXFpfSkldiSdCCzgul4t3d7wLwOUZl6sfOvUkPKjjlS9Ky7G06DSvxHSsW0feigEDS3KXtLvMXWhPTb4c3SWnJ0HGIPX/lWH2elbnaHv3fnRwNFNTpwLu6he9UxYQpPLF/yg7lEvq9f/a39XKl0Exg4gLiaPOXsevR371ZGh+yeawqYkBvSdfoLH12I8Hf2xsdahzSw8sxe6ykx6bHnAL0EprKX+vfIkN9uy8F8WgGHfyxdstnV/e/DJ19jpG9BjB2X3P9uq12kuZ+wJS9dKU2Wjm3P7nArBg3wK1aljrypcDlQdabVm97vA6vt3/LUaDkfvH3q+7TViic+SvKLq9WlstBTUFwImTL03nvxyqPsRDq2X+ixDdkfJGSWk31VlNexMri/Giuc1HNrO9ZDtBxiAuzbhU63BapFa+2Gra/Zqg/L2V9gjeNjB2INP7TQfg5V9f9sk1RddllWYBkBmXqXEkxzMYDGrrMX9IvqgzX1qpfAHU1mML9y3s8BwnX1NaZ8jMF/+jVL5UWat0v4NdSb50tvLFYDAwLsld/SJzX2BT0Sbq7HXEh8TrMrF+rLG9xhJhieBI3RG2HNmidTjtsih3ERB4VS/g/23HlFaL3pqRolS+7Cnf47V1mv0V+9UNGnePuVs31adNK18k+dLceQPOA9xJ5AprBaBd1XBcSBw9QnvgwtVq9cub294E4NL0SzVvayc8R5IvottTql7iQuJa7aUYHRzNM1OewWw0syR3CR/v+thXIQohdEKtfOli2zHwbW9if6RUvZw34Dx1p7DeKEk4h8uhtmdpy96Ko5UvMb6pfAG4ZeQtGDDww4Ef1IoKoV8ul0v9Ow2OH6xxNC1Tki/tvd9rSU2+tLF7/+SeJ5MalUqtvZZFOYt8EVqnad06Q3RedFBjy53y+nJtg2lDex87rVGSL2sPr/VITP5MmfcyMXmiX+xktpgsTO4zGXAPsde7ioYKfs4/2nIswOa9gP+3HVOe77xV+dI3qi9mo5kaWw2Haw575Rr/2vQvHC4Hp6eczpieY7xyjc5QPiclRyQzOE6f7xu1khmXyYDoATQ4GtR5UFq+d0qPa731mMvlUtvfXjToIp/FJbxP/6/6QnhZa/NejjW8x3D+cNIfAHh6/dNklWR5NTYhhL6oM188MKtDSb54uzzeH+VX5/PDgR8AuDLzSo2jObFQc6j6Br7G1r65L0rly4DoAV6L61gDYgZwTn/3zBxleKPQr8LaQioaKjAZTD6rkOooJfniD3Mc2ruAbDAY1OoXf2g9BvjFAq5ozmQ0ERMcA0Bpfam2wbRBrXwxda7yBRqTL9uKt3X7ts3KvJfJyZM1jqT9lNZjSw8s1X3XB6Xl2KDYQe36XO9v/L3tmLcrXyxGi/p398bcl1+KfuGHAz9gNBi566S7PH7+rhiVOAqAS9Iv0U01jl4YDAZmDZgFoCZftGzZmhHrrno8USvowtpCyhvKdf0ZQHSOvGMX3V5Hki8AVw+5mtNTTsfmtPHH5X+k2tr+Xv9CCP+mLLB7ovJFLY8vk+TLsT7c+SFOl5NxSePU35MeGQ1GtfqlPa8FFQ0VFNcVA76tfAF39YvRYOTHgz+yo2SHT68tOkbZ2JEWk6YmOfRGrXyx+0Hli6P9u/fPH3A+ZoOZX4/8quvnZq37louuUXZ+6z35ojy+O9t2DCApIonUqFQcLgcbCjZ4KjS/U1BTwJ7yPRgNRsb3Hq91OO02OXkyQcYgcitz2VexT+twWrU4172wGogtxwB1sLtUvpyYMvfF010FXC4Xz214DoCLBl7EgBjfbaBqjzNTzuSHS3/ghmE3aB2KLs3sPxOAKpt7A4CW752UyqRdZS0nX5SKmP7R/XX7GUB0ji6SLy+99BL9+/cnJCSEMWPGsHLlylaPX758OWPGjCEkJIS0tDReeeWV4455/vnnycjIIDQ0lJSUFP7whz9QX6//D4jC99TkS1T7ki8Gg4G/TfwbSeFJHKw6yCNrHtH9TiAhhGeobcc8XPkizyGNam21fJrt3nV+9ZCrNY6mbUrypcbeduWLsnCRFJ7U5blBHZUWnaYOnXx5s8x+0TOl5Zge570olESGP818ac/u/YTQBE5LOQ3Qd/WLk6Ntx2SHq19S5r6U1ZdpHEnrOpK4bI0696VAH3NfXC4XPx74kW/3f+uzayotx4YnDG+1zbXehFvCGdfb/fdTKpL1qKKhQm1tF4gtx6Ax+eK3lS9Hn++Uyj9vUDZsebryZenBpWw+spkQUwi3jbrNo+f2BIPBQGJYorwnOIGkiCRO6XWK+m8tky9K5Ut2WbbaQrYppSImPTbdp3EJ79M8+fLxxx9z1113cf/99/PLL78wefJkzj33XA4cONDi8fv372fGjBlMnjyZX375hb/85S/8/ve/59NPGz8gvf/++9x777089NBDZGVl8cYbb/Dxxx9z3333+erHEn6ko5UvcHT+y2nPYDaY+S7nOz7J/sRb4QkhdMLpcqotODxR+dIvqh9mg5lqWzUFNQVdPl+g+GLPF1TZqugX1Y9JyZO0DqdNEZYIAGqsbSdflJZjvq56Udwywl39suzQMrYXb9ckBtG2rFJ35Yue+3YHmYIA/SdfHE4HVqe7NVqwuX07CGcPmg3A1/u+1m1bNal88W9Kf36lDY9eKe95upp8GZs0FoC1+drPfdlZupPrFl3H73/8PX9a8ScOVh30yXV/yvsJcM978Tdnprhbj+k5+bLs4DLsTjsDYwaSFq3NeyxvMxsCo+2Yknz2BqXyxZMtne1OO89vfB5wbwpLDEv02LmF78xKm6X+v5bvnfpG9SXYFEydvY5DVYeO+75SEZMRl+Hr0ISXmbUO4LnnnuOGG27gxhtvBNwVK4sWLeLll1/mySefPO74V155hb59+/L8888DkJmZyYYNG3j22WeZPdv9YWnNmjVMnDiRuXPnAtCvXz+uuOIK1q1bd8I4GhoaaGho/ABZWVkJgM1mw2bzz9JOT1F+/kD8PTicDnIrcwFICU/p0M84JGYIvxv1O57/5Xn+vu7vDIkdomayRWAI5Pu+6Dhl3guABYtH7hepUansrdjLzuKdJAQndPl8nqLVfd/pcvLejvcAuDz9chx2Bw4cPo2ho5REXEV9RZu/r+zSo6Xkkf01eV5JDkvm3NRz+SbnG/7zy3944fQXfB6DnunlOV+pfBkYNVDzWE4kyOhOvtQ21Oo2Rmj+vG12mdsV6yk9TqFnWE8KawtZvH8x01OnezPETnE43M+LLpfLI79/vdz3u4voIHflQ3FNsa5/50rypavveUbHj8aAgb0Ve8mvyKdHWA9PhdhuZfVlvLzlZT7b+1mz3ca/Fv2KEaNX/w42p02tyhjfc7yu/+YtmZQ0CQMGdpTs4GD5QXqF99I6pON8t/87AM5KOcvvfr/tZXC5F4ytDqtfPu8rlS+R5kivXbNfRD/AXWle21CrVgt1lsPp4OmNT5NTmUNMcAxXD746YO9fge703qcTZAzC6rRiwKDp33FA9AB2lO5g+5HtJIUmNfvezhL3Z4ABkQPkvuYHOvI30jT5YrVa2bhxI/fee2+zr0+bNo3Vq1e3eJs1a9YwbVrzUtLp06fzxhtvYLPZsFgsTJo0iffee49169Zx6qmnsm/fPhYuXMg111xzwliefPJJHnnkkeO+vnjxYsLCur7DORAsWbJE6xA8rsRRgs1pw4yZX5b/wq+GXzt0+zhXHBnmDHbZd/G7Rb/jtsjbCDZIb8ZAE4j3fdFxVc7GPrFLFy31SGl3WK379eWbn7+hMqSyy+fzNF/f93fadnKw5iAhhhAsuy0s3LPQp9fvjLpq9+LUqg2rqN1S2+qx66rdm0Cqc6tZWKDNzzbIMQgjRn7K/4lXv3qVPuY+msShZ1o+59c6azlccxiA3PW5FBmLNIulNVXV7ufDnzf9TMM2/Va/1DgbK9J+WPRDuwfUD3EMoZBCXvv5NRzb9ZcA3tawDYCCwwUsXOi55xJ5v+Mbyuyvzbs3szBPn69zLpdLbdm3atkqIo2RXTpfb1Nv8hx5vLb4NUYFjfJAhO3jcDlYZ13HD/U/UO9y/zzDLMMA2Gbbxnebv2NG6Ayv3vf32/dTbasmzBDG/rX7yTXkeu1a3tLX1JdcRy4vLn6R8cH6mllT56xjTeUaAIJzgll4UJ+Pqa7KtbvvN5XVlX75vH+4wv3eZvuG7VSYK7xyDZfLRRDuBfb3v3mfRFPnq1RsLhuf1H7CDpt7TuJZprNYsWSFp0IVGkg3pbPNuQ0DBk3f74TWutvgLly/EOu2xgprq8vKgSp3B6hDmw6xcHNgPpcFktra1j/7N6Vp8qW4uBiHw0HPnj2bfb1nz54UFLTcgqWgoKDF4+12O8XFxSQlJXH55Zdz5MgRJk2ahMvlwm63c+uttx6X5Gnqvvvu4+6771b/XVlZSUpKCtOmTSMqKqoLP6X/s9lsLFmyhKlTp2KxdG33gN6syFsBy90tYGbNmNX2DVowqWESc7+dS0FtAetj1vP4hMel32aACOT7vui4A5UHYIG7//XMmTM9cs78bfls3bIVcy8zMybM8Mg5PUGr+/6XP3wJNXDZ4Mu4aPRFPrtuVyxbuYw9B/cwcMhAZqS3/jd84fMXwA4XTr6QEQkjfBNgC/au2cvX+79ma+RWbjrjJs3i0Bs9POevK1gHSyE5PJnZs2ZrEkN7LF6+mL15e8kclsmMgfp57jpWfk0+fAnBpmBmzWz/+7xRNaNY9uUy9tn3MWLKCPpE6CtJWbazjIWbFpLcO5kZE7v++9fDfb87qcqu4scNPxKZGMmMKfp8/NTb63lg3gMAzJo+q8tzyvZs3sPbO96moWcDM8b75mdeV7COZzc+y546dwui9Jh0/m/M/zGm5xgW7F/AtjXbqImsATteve//e/O/YQeclnoasyZ07vOm1kqzSnnul+coiipixln6us8u2LcAx1oHadFpXDvzWq3D8Zptxdt4bfFrBIUGMWOGfz3vu1wuHpv3GDhg1pmz6B3R22vXmrdoHltLtpI0IqnTlavlDeXcveJudlTswGK08Oj4R3VZBSs6Jjo/mjuW3UGEMULT9zuVuyrZuHEjzgQnM05rfCxvLd6Ka7GL+JB45syao0lsomOUjlntoXnbMTh+WKTL5Wp18bql45t+fdmyZTz++OO89NJLjB07lj179nDnnXeSlJTEAw880OI5g4ODCQ4+vmLBYrHIh5CjAvF3cbDa3ec3LSat0z9bD0sPnjntGa797lq+y/2Osb3Hckn6JZ4MU2gsEO/7ouOsuHemhJnDPHZ/yIh3tyrcV7lPl/cxX973d5XuYn3hekwGE1cOuVKXv4+WRAa7dwPXO+tbjbnKWkVRnbuKIT0+XdOf79ZRt7IwZyGrDq9iR/kORvYYqVkseqTlc/6eSvciYWZ8pq4fA6EW9649GzZdx6m0LQw2BXcoztSYVCb0nsCq/FV8vf9rfn/S770VYqcYjO7PPCaTyaO/f3m/4xs9wt1ttyqsFbr9fdc4GqvGIkIiMBu7tmwwIXkCb+94m58Lf8ZsNnt1o9qhqkP8Y8M/+P7A94B7wPcdo+9g9qDZmIwmAEYmul/3dpXtwhnh9Op9f02Buypjcp/Juv17t+Xs/mfz3C/PsaloEzWOGmJCYrQOSfXDIfcsmun9pvvt77c9QoPdr7t2p93vnvdrbbXqjLgeET28er30uHS2lmxlf9X+Tl0nrzqPW5bcQk5lDpFBkfzrjH81G9Yu/Nfpqafz8pkvs3fDXk3f7wzpMQSA3eW7m8WgfAbIiMsI6OeyQNKRv1P7au+9JCEhAZPJdFyVS1FR0XHVLYpevXq1eLzZbCY+Ph6ABx54gKuvvpobb7yR4cOHc9FFF/HEE0/w5JNP4nQ6Wzqt6Kb2V+4HoH90/y6dZ1TiKPWD+VPrnmJX6a4uxyaE0Jdau7usNMziuVaUymDIveV7cTj119rGl97Peh+As1PPJikiqY2j9UPZDVxtrW71uL3lewFIDEskMqhr7Vu6KiUqhfMGnAfAy5tf1jQW0Zwy70XvgzaDTe4NS8piil7VOTo/MPziQRcD8OWeL3U74FjLobGi8+JC4gAorS/VOJITU+e9GC1dTrwAjE4cTZAxiKLaIvXzl6fV2mr59y//5oIvLuD7A99jMpiYO3guCy5awJyMOWriBdwz98LMYdQ76jniPOKVeACO1B5hZ+lODBiYmDzRa9fxtpTIFNJj03G4HO7OETpRZa1idb67Xf201GltHO3fzAb341Cvr0etKW8oB9zz4kLNoV691qBY92er3WW7O3zbHSU7uGrhVeRU5tArvBf/O+d/kngJMGN7jSXGGKNpDOmx6QAcrjlMRUNjC77sMvdsUL1/BhCdo2nyJSgoiDFjxhzXb2/JkiVMmDChxduMHz/+uOMXL17MySefrGadamtrMRqb/2gmkwmXy6VWyQgBsL/CM8kXgGuHXsuk5Ek0OBq4Z/k9zYa8CiH8X43NvQvUk8mX5MhkQkwhWJ1WDlYd9Nh5/U1JXQnf7PsGgKsyr9I4mo5Rky+21pMv+yr2ATAwZqDXY2qPm0bchMlgYlX+KjYXbdY6HHGUknzJjMvUOJLW+UvypcHujq8ziz1npJxBXEgcRXVF/JT3k6dD6xK16l+SL34pNjgW0Hny5Wji0lMLpSHmEEb3HA3Az4d/9sg5FS6Xi2/3f8v5X5zPq1texeq0MrbXWD457xPuG3sf0cHRx93GZDQxJN69+zjPnufReJpalb8KgKHxQ9Wkm786q+9ZAPyQ+4PGkTRadnAZNqeNtOg0Bsbq4/2VtyhJUH9MvpQ1lAEQExLj9fbsysa2PeV7OnS7VXmruO676yiuKyY9Np33zn0v4O9TQhuRQZEkRyQDjQkXQN3AnREryZdApGnyBeDuu+/m9ddf58033yQrK4s//OEPHDhwgFtuuQVwz2L5zW9+ox5/yy23kJuby913301WVhZvvvkmb7zxBvfcc496zHnnncfLL7/MRx99xP79+1myZAkPPPAA559/PiaT6bgYRPflyeSL0WDkiUlPkBiWSE5lDo+tfUySfUIEELXyxey55IvRYGRAzADAXXrcXc3LnofVaWVEwghGJY7SOpwOibBEALSZcFcqX9Ki07weU3ukRKZw/oDzAXhp80saRyPAPWNBeV8yOG6wxtG0Tk2+2PWdfFEGhoeYOl75YjFZ1MfIp7s/9WhcXeXEXckvMwb9U2yIO/lSaa3E5rRpHE3L1MdOJ6rGTmRc0jgA1uav9dg5s0qyuPa7a/nTij9RWFtIckQy/zz9n7w27TV1B/yJDI0fCkCew3vJFyVx689VLwol+bI6f7VaGaW1xTmLAZjWL7CrXsD9mgTo9jmjNeX15UBj4tmblITJoapD7d4M+8WeL7j9h9uptdcyNmksb5/zNj3DW+7EI4QnKNUvSsLF6XKyq0ySL4FM8+TLZZddxvPPP8+jjz7KqFGjWLFiBQsXLiQ1NRWAw4cPc+DAAfX4/v37s3DhQpYtW8aoUaN47LHHeOGFF5g9u3Eo6V//+lf++Mc/8te//pUhQ4Zwww03MH36dP773//6/OcT+lVWX0Z5QzkGDKRGpXrknLEhsTwz5RlMBhML9i3giz1feOS8Qgjt1dncHzQ9WfkCjZUQe8o6tkMrUFgdVj7e+TEAVw3xr6oXgPCg9lW+KMkXJdmmBzeNuAmzwcyaw2v4pegXrcPp9vaU78HhchAXEkdiWKLW4bRKWZDVe+VLV9qOAVw06CIAVh5aSVFtkcfi6iqpfPFvMcEx6t+uacsRPVEW1z3ZIkhJvqwvWN/l3ful9aU8suYRLltwGZuKNhFqDuV3o37HFxd8wdmpZ7crMTk0wbvJF7vTzpp897yXScmTvHINX0qPTSc5Ipl6R73a6ktLVdYqtbIo0FuOgX+3HWta+eJtcSFxxIfE48KlVp2fiMvl4pVfX+GBVQ/gcDmYmTaTl896WfP2wCLwKa3FlITLoapD1NnrCDIG0S+6n4aRCW/RPPkCcNttt5GTk0NDQwMbN25kypQp6vfefvttli1b1uz40047jU2bNtHQ0MD+/fvVKhmF2WzmoYceYs+ePdTV1XHgwAFefPFFYmJifPDTCH+hvBj3jujt0Q8WJ/U8id+N/h0AT/z8RKf6jQoh9EdpOxZuDvfoedXexN208uW7nO8oqS8hMSyRs1PP1jqcDlMqX5T7x4nsrdBf8qVPZB8uGHgBINUvepBVmgW4d7zpvaIhyBQE6D/50pXKF3BXqp2UeBIOl4Mv93zpydC6xIU7+WI06OKjnOggk9FETHAMoN/WY8pjx5OfkTLjMokMiqTKVsWOkh2dOofNaeP9rPeZ9fks5mfPx4WLc/udy1cXfsXNI2/uUKJVqXwpcBRgc3i+mmBb8TYqrZVEBUUxPGG4x8/vawaDgTP7ngnA0gNLNY6mseVY/+j+umnp6k1K5YvdZfe77hq+rHyBxuqX1tZh7E47j6x5hBc3vwjADcNu4IlJT6i/ZyG8SaluUSpflCTMwNiBHpmzJvRH3rGLbktp7eGNzPL1w65nYu+J1DvqZf6LEAFCbTvmrcqXDvYmDgQul4t3d7wLwBWDr8Bi9L8PPO2Z+VJtraagpgDQT9sxxW9H/Bazwczaw2vZVLhJ63C6tZ0l7nkvg+P13XIMGpMZfpN86ULrpNnp7ur6z3Z/htPl9EhcXaVWvug8SSdOTGk9VlZfpnEkLetq4rIlJqOJsb3GAp2b+7Imfw2XfnUpT617iiprFYPjBvP2OW/z9GlP0yu8V4fPlxKZQqQlEjt2dYOEJyktxyb0noDJGBitz89McSdflh1cpnkFxuLcoy3HUqd1i+fCpguyWv/uO0qtfDmadPY2Ze7LiTa21dpqufPHO/l096cYDUbuH3s/d425SzY0CJ9RKl/2lu/F7rTLvJduQJ5dRLelznuJ6vq8l2MZDUaemPwEiaGJ7KvYx+M/P+7xawghfEtJonpyFyg0Vr4cqDyg+4VMT9tQuIGdpTsJMYVwafqlWofTKe2pfFFeb3qE9mhx8K+WkiOSuXDQhYBUv2htZ6k7+ZIZl6lxJG1TZr4oC7R6Ve/oevJlaupUIiwRHKo+xLqCdZ4KrUuUyhdpO+a/lOSLXitflA0nnn7PMzbJnXxZe7j9c18OVh3kzqV3ctOSm9hbsZfY4FgeHP8gH838iDE9x3Q6FoPBwJD4IQDsKO1cJU5rAmnei2J04mjiQuKotFaysXCjZnFUW6tZnedufdYd5r1AY9sx8L+5L2rlS4hvKl+Uz1YttXQuqSvhhkU3sOLQCoJNwfzz9H9y+eDLfRKXEIrkiGTCLeFYnVZyKnIaky9xknwJVJJ8Ed2WmnyJ9nzyBdz9Rv8+5e8YDUa+2vuVzH8Rws8pCxFKpYOn9AjtQVRQFA6Xg5yKHI+eW+/e2/EeAOcPOF93SYn2UitfrCeufFGqmtJi9FX1orhp+E2YjWZ+LviZDQUbtA6nW3I4HWSXZQP+8cFLSb5YHVaNI2mdJ3bvh5pDmZk2E4DPsj/zSFxdpVTgdIfd3oEqLiQO0G/yxROJy5Yoc19+KfqlzaHttbZaXtj0Ahd+cSFLDy7FZDBxVeZVfH3R11yafqlHqkmGxHkn+VJSV8L2ku1AYMx7UZiMJk5POR2AHw78oFkcyw4tw+q00i+qn1rlEOiatsOyu6TypTUnqnzJrczlqoVXsa1kGzHBMbw+7XW1lZ4QvmQ0GEmPTQfcLceUtmNS+RK4JPkiui1vJ18ATu51MrePuh1wz39RBi4L/+BwOrQOQeiIUtng6bZjBoNBbT3Wnea+HKw6yI8HfwTgyswrNY6m85TkS2uVL8qMsQHR+pn30lRSRBIXD7wYgJd+leoXLeRW5lLvqCfUHEpqZKrW4bQp2Hy08sUR+JUvALMHuVuPfX/ge3UHr5ak8sX/KckXvbYdq7O5EyOeTr6kRqXSK7wXNqeNXwp/afEYl8vFN/u+4bwvzuO1ra9hdVoZlzSO+efN58+n/tmjmzXUypdOzqA5EWUgfWZcJgmhCR49t9aU1mNLDyzVrBXjkpwlgLvqpbskoZtVvnhhRpE3Kc9zvqp8UeYrFtcVq9fecmQLVy+8mkPVh0iOSObdc99lVOIon8QjREuU5Mv6gvUcrjns/lpcupYhCS+S5IvolhocDeRV5wHeTb4A3Dj8RsYnjafOXscfl/1R5r/4if0V+znj0zP4vu57rUMROqHs0Awzezb5Aq2XxweqD7I+wIWLickTdVsR0h5K27F6R/0Je3AriXflw6Ae/XbEb7EYLawvWM/6gvVah9PtZJVmAe4PYv4wG8DvZr50cW5FZnwmmXGZ2Jw2Fuxb4InQukSZ+SL96f2X7me+HE1cevo9j8FgUKtf1hYc33psR8kOrvnuGu5deS9FtUUkRyTz/BnP8+rUV9Uh2p6kVL7sKd/j0eezQGw5phjXexyRQZEU1hayKm+Vz69fY6tRf7/TUrtHyzFwP3aUBIy/zXwpbygHfFf5EmYJo09EH8D92P7xwI/csOgGyhrKGBI/hPdmvOeVub9CdIRS6b44xz2/qnd4b6KCorQMSXiRvGMX3VJuZS4uXEQGRRIfEu/VaynzXxJCE9hbsZcn1z3p1esJz1hxaAXVtmr22fdpHYrQCSVx6unKF0CtfFHaUwW6ams1n+/5HIDfZP5G42i6pmkbuhNVv/hD8qVXeC8uHuSufnlx84vq4q7wDWXey+C4wRpH0j5BpiDAj5IvHti9r1S/fLr7U80fH0rli/BfscH6nvniycfOsdS5L/mNyZeSuhIeXv0wly+4nF+KfiHUHModo+/gywu/5Ky+Z3mtuqFXWC/CDeHYXXY2FnhmhonD6VArXwKp5Zgi2BTMBQMuAGDernk+v/7yg8uxOq2kRqWqO8e7C6X1mL/NfPF15QugJmtf/vVl7lp2F/WOeiYlT+Kt6W8FXDWa8E9Ki7EqW5X7337Qdlh0niRfRLektIBJi07zSalyQmgCf5/snv/yxZ4v+Hrv116/pugaZSHMhnfe3M7Pns8bW9/QfAFHj2xOW5t9wLWgLKyHmz078wUaky+7y7pH27HP93xOja2GtOg0xvcer3U4XWIxWdT5Fy0lX2ptteTX5AP6bTumuHH4jViMFjYWbtTNYPHuwt+SL2rli13nyRcPzq2YkTaDEFMIe8r3sKV4S5fP11lWh5XlB5cDEBkUqVkcomv0PvNFeR/W1aqxliiVLztLd1JcV8y7O97lvM/Pcyc2cTGj/wy+uvArbhpxk/r66i0Gg4H+ZncXhNt/uJ2n1z9NlbWqS+fcUbKD8oZyIiwRjOgxwhNh6s6cjDkArMhbQX51vk+vvTjXvUt8Wmr3aTmm8MfKF5fL5fPKF2ic+7K+YD1Ol5OLB13Mv8/8t1c20QnRGYNiBzWrYJbkS2CT5Ivolnwx7+VYpyadyi0jbwHgsbWPsa9cKir0TE2+uDyffKmz1/HY2sd4ftPzrMlf4/Hz+zOXy8Vt39/GWZ+cxcGqg1qH00yt3V35EmoJ9fi5leRLfk1+q4PbA4HD6eD9rPcBuGrIVQHxwVmpfqm2Hf+3U15v4kLiiAmJ8WVYHdYrvBeXpF8CwEubX5LksI+4XC71NSczLlPjaNrHb2a+HN29H2ru+vN2ZFAk0/q5W9x8tvuzLp+vs/6x4R9klWYRExzDZRmXaRaH6Bp15kuDPtuOKckXTzx2jpUQmsDAmIG4cHHRlxe5Ex62KjLjMvnfuf/j71P+Tq/wXh6/7onMDJ3J6X1Ox+6y8+6Od5n1+Sw+3/15p+eZ/JTvbok1vvd4LEZLG0f7p/7R/RmbNBany8n87Pk+u26trbax5Vi/7tNyTGE2+l/ypcpWhcPlnqPqy8qXplVRt428jYfHP6z+/oTQg1BzKH0j+6r/ViphRGCS5IvolrRIvgDcNPwmxvYa657/svyPutzdL9xtVHIqcgCwuqweP/+hqkPqB7pXt77q8fP7s58Lfmbt4bVUWavUBXq9UNuOeWHmS0xIDD1CewCwt2Kvx8+vJ8sOLiOvOo/o4Ghmpc3SOhyPUOa+tFT5ovw9lQSb3t04/EaCjEFsKtrE2sPH9+MXnldYW0h5Qzkmg8krMw28QdmNbnV4/jXSk5Tki6d2zyutx77d/+0J2wx60w+5P/DBzg8AeHzS4z5doBae5S8zX7zRdgwaq1/KG8qJDY7lofEP8eHMDxmdONor12tNpDGS56Y8xytnv0K/qH6U1pfy4OoHufKbK9lypONVbuq8l96BN++lqcszLgfcrRh9NQB++aHlNDga6BvZt1suVCrJPH9qO1ZeXw64Pz95u5KtqTP6nsFlGZfxzJRnuHXUrQGx2UsEnqbVLlL5Etgk+SK6JWVhvX+Ub5MvJqOJp6Y8RXxIPHvK9/D3dX/36fVF++wt34vd5d5RZMfzO4sOVB1Q/39j4UY2Fnqmx3QgeGPrG+r/f7778y63fvAkpfLFW+Xqg2Ld5fF7ygJ77su7We8CMCd9jld21GpBrXxpoWpJmeOTFp3m05g6KzEskUszLgWk+sVXskqyAEiLSfPpwkRXKHHqvfKlznG0dZKHFpBHJ46mf3R/6ux1fLv/W4+cs73yqvN4YPUDAFw39Dqm9Jni0+sLz1KSL+UN5brcxV5n817lC8Dlgy9neMJwrh5yNQsuXsAl6ZdgMpq8cq32mpg8kc/O/4x7Tr6HcEs420q2ceXCK/nrT3+luK64Xecory9n65Gt6vkC2ekpp5MYmkhpfSnfH/jeJ9dUBlNP69f9Wo6Bf1a+KNV9vqx6Aff7lL+O+yvn9D/Hp9cVoiOUJHK4JZzkiGSNoxHeJMkX0e04XU5yKnMA31e+gLvU/qkpT2HAwKe7P2XBvgU+j0G0blfpLvX/vdF27EDlgWb/fm3Lax6/hj/aXrKdtYfXYjKY6B3em1p7LV/s+ULrsFRK5UvTAeuepFRGKIv1gWhHyQ42Fm7EbDAHVLuciKATV74oLSYHxOh73ktTNwy7gWBTMJuPbJbWiD6ws+zovJdY/5j3Ao1zIPRe+aLMpAk1eWYB2WAwqNUvvmw9ZnPa+NPyP1FlrWJEjxHccdIdPru28I6msw+UeQh6oiRWvZV8SY1K5YOZH/CnU/5EVFCUV67RGRaThWuGXsOCixaoQ+W/3Pslsz6fxTvb32mzwmPN4TW4cDEwZmDAV6aZjWa1VenHuz72+vVqbbWszFsJuOe9dEcWk7vyRdkk6A+UyhdfznsRwl+c3Otk9397ntxs/osIPPLXFd1OYU0hdfY6zEYzyZHaZJfHJY3j5pE3A/DomkfVNmhCH3aVNUm+YOt0z+cTUSpfZqbNxGQwsSp/FduLt3v0Gv7oza1vAjCj/wxuHHEjAO9nvY/D6dAyLMA9p0RZiPBG2zFoTL7sLt/tlfPrwXs73gPcOxZ7hvfUOBrPaW3my95yd9sxf0q+9AjrwaXp7uqXF399UapfvGxnydHkS5z/JF+CTEGAu02nnu8f3midNCttFmajma3FW5tt1vCmFza9wJbiLUQGRfL0lKcDdo5Ed2I2mtXFSD22HlNa9nmr7ZjeJYQm8LdJf+P9Ge8zLH4YNbYant3wLLO/ns3qvNUnvJ3Scmxy8mRfhaqpiwddjMlgYmPhRnaXeff964pDK2hwNJASmeJXr5eeZDa4K1981ebNE5TKF73PPRRCC6MTR/PejPd4dOKjWocivEySL6LbURIdfSP7avrh9ZYRt3BKr1Oos9dxz/J71A85QnvK4GNFg6PBo+c/WOkeJD+h9wRm9J8BwKtbuvfsl9zKXJbkLgHgumHXMSttFtHB0eRV57Hs0DJtg4Nm85mk7VjnHKk9wrc57jY9Vw+5WuNoPEtJvhxb+VJnryOvOg/wr+QLwA3DbyDEFMKWI1tYlb9K63ACmvKakxmfqXEk7dd0QdbTr5Ge5I0F5PjQeM5IOQPwTfXLikMreHv72wA8NuExaUsRQPQ890V53xMo7UE7a0SPEbw/830enfAocSFx7K/Yz83f38zvl/6eg1UHmx3rdDlZled+vZyUPEmLcH2uZ3hPzux7JgDzds3z6rUW5x5tOZbaPVuOgX+2HVMqX2KDfdt2TAh/MbLHSOJC4rQOQ3iZJF9Et7Ovwt0CRuv++yajib9P/jtxIXFkl2Xz9/Uy/0UPXC4X2aXZzb7m6cSYUvnSN7IvNw6/EQMGlh5c6vUdY3r21ra3cOHitD6nMSh2EKHmUC4Z5G5loFRLaElZVDcbzAQZg7xyDeU5qaS+hNL6Uq9cQ0sf7/oYu9PO6MTRDEsYpnU4HhVhabnt2P6K/bhwERsc63dvqhNCE5iTMQeQ2S/eVNFQQX5NPuBfgzabzqbRc/JFWUBW2qR5ivL69PW+r726eaagpoD7f7ofgLmD53JW6lleu5bwPWUxUo+v+d567Pgjo8HIRYMu4uuLvubqIVdjNpj58eCPXPjFhbyw6QW1Le3O0p2U1JcQZg5jdOJojaP2HeW9wtf7vlZ/F55Wa6tl5aGjLcf6dc+WY4C6cdSf2o6plS/SdkwI0Y1J8kV0O0rlixbzXo7VI6wHT05+EgMG5mfP9/nwVnG8/Jp8qmxVmI1mdXeRJwcKNzgaKKgpACAlMoW0mDTOTj0bgNe3vu6x6/iTI7VH+GrvV4B7t73i8sGXYzKY2FC44bhqJF+rtbs/TIZaQr222y7MEkafiD5A4FW/NDga1B2RV2VepXE0nneitmNKy7G0GG2T/Z113bDrCDGFsLV4q9pnXXiW0rYqOSJZV3MP2mI2mjEZ3MOx9Zx8UWLzdOukcb3H0Tu8N1XWKq8NmrY77fx5xZ8pbygnMy6TP578R69cR2hHScrrOfnS3StfmooKiuJPp/yJ+efPZ1zSOKxOK69tfY3zvzifb/d/q7YcG5s0Vp3N0R2M7TWWflH9qLHVeG2W6Yq8FdQ76ukT0YfMOP+pEvU05bOpP7UdU2ZaKZV+QgjRHUnyRXQ7+yv1k3wBd+up3474LQAPr36Y3MpcjSPq3pRF/oExA9XZHp7c1ZpXlYcLF+GWcPVD92+Hu//+3+V8x4HKAx67lr94N+tdbE4boxNHN9sp2Cu8lzpQU+vqFyX54q15L4qBsYE59+Wbfd9Q1lBGUniS2p4ikJyo8kWptFTm+fibhNAELh98OSDVL96SVZoF+Ne8F4VS/aIMtdcjb82tMBqMXDjoQsB7rcde/vVlNhVtItwSzrOnPavO2RGBQ3kfqOwM1xNl45EkX443IGYAr059lefPeJ7kiGQKawv504o/8fLml4Hu03JMYTAY1OqXj3d97JX3CotzjrYc69d9W45Bk+SLy3+SL0pbRal8EUJ0Z5J8Ed2OnipfFLeOvJUxPcdQa6/lj8v+qOtdpIFO2YWcHpuutlrw5N+jacsx5cNDZnwmk5Mn43Q5eWPbGx67lj+otFaqFRE3DLvhuO9fOeRKABbuX0hxXbFPY2tKaaPgrXkvikExR+e+lAdO5YvL5eLdHe8C7rY5ygfHQKJWvlibV74of0et21x2xbVDryXUHMr2ku2sOLRC63ACjpLw98fki5LQ0Ot7FqfLqS4ge6N10kUDL8JoMLK+YL3HN86syV/Da1teA+Ch8Q/RN6qvR88v9EHPM1+8lbgMFAaDgbP6nsUXF3zB7aNuJ8QUoraCmpg8UePofO/8AecTYgohuyybX4/86tFz19pq1aqi7txyDJq0HfOjmS/K85tUvgghujNJvohupdJaqS7g9ovqp20wTZiNZp6e8jRxIXHsKtvFM+uf0TqkbktJvgyOG6x+4PRk2zGlsuXYhZSbRtwEwFd7v+Jw9WGPXU/v5u2aR42thoExA5ncZ/Jx3x/ZYyQjEkZgc9r4JPsTDSJ0U5Iv4eZwr15HqZAIpLZj6wrWsad8D6HmUC5Ov1jrcLwiIugElS/l7sqXATEDfB6Tp8SHxjdWv/wq1S+epiRf/LGNilKJodfkS9O4vLGA3Cu8FxN7uxdZPVn9UlxXzL0r78WFi0vSL+Hc/ud67NxCX5TFSL21HXM4HerjRypfWhdiDuGWkbfw1YVfcVnGZdx50p0kRyRrHZbPRQdHq89VH+36yKPn/invJ+rsdSRHJDMkbohHz+1v/LntmFS+CCG6M0m+iG4lpyIHgMTQRHWxTC8SwxJ5YtITgLtk+7uc7zSOqHvaVdaYfFFaqniy7VjTypemRiWO4tRep2J32nlr+1seu56e1dvr1XZi1w+7HqOh5Zekq4a4Z4R8vPNjrA6rz+JrSm075u3Kl9jGypdAWeTeWLgRgKmpU/1qpkVHtDTzpd5ez6HqQ4B/J18Arht6HaHmUHaU7GDZwWVahxMw6u31ajVuRlyGxtF0nFJN4skNCp7U9LVbeT33tNmDZgPw5Z4vsTm7vhjmcDq4d8W9lNaXMih2EH8+5c9dPqfQL73OfPF24jIQJUUk8ddxf+XG4TdqHYpmLht8GeBuEebJ+/Ti3KMtx1K7d8sxaEy+KFVW/kBpqxgbLJUvQojuS5IvolvRY8uxpiYmT1TftL+y+RWNo2ndsoPLWJ2/WuswPKrSWkledR7QvO2YJxeWDlYdBCAlMuW47ymzfz7b/ZmmLbZ85au9X1FSX0JSeBLn9D/nhMednXo2iWGJlNSXaJaUVNuOeXnmS7+ofpgNZqpt1RTWFnr1Wr5ypO4IAH0i+mgcife0NPMltzIXp8tJdHA08SHxWoXmEbEhscwdPBdwz6EIlMSg1vaU78HhchAbHEvPsJ5ah9Nh6swXnVe+WIwWr7U7nJIyhfiQeErqSzzSlu/1ra/zc8HPhJpDefa0Z2XhO8Dpte1Ynb1O/X9vJS5F4BkaP5Rh8cOwOW18vvtzj5yzzl6nPrd295Zj4H9tx+xOO5UNlQDEhMRoG4wQQmhIki+iW1GGH+s1+QIwo/8MAErqSzSOpGUul4tXfn2FO5bewe3f305BTYHWIXlMdmk2AEnhSUQHRze2HfNk5csJ2o4BjO01lhEJI2hwNPC/Hf/z2DX1yO6089Y2d4XPNUOvUT9MtMRitHDF4CsAeG/He5os/CqL6t6ufLGYLPSL7gfA7rLdXr2WrxypdSdfeoT10DgS72kp+aLMexkQPSAgdmpeO/RawsxhZJVm8ePBH7UOh6LaomYLhP4oqzQLcFda+uN9RE2+2PWZfFHuH95MYFiMFi4YeAEAn2Z/2qVzrS9Yz0u/vgTAX8f91a9nRYn2USpf9Jp8CTWHnrAqWYiWzMmYA8An2Z/gcDq6fL6mLceGxg/t8vn8nb+1Hau0VuLC/bktOjha42iEEEI78m5KdCt6r3yBxvY1yk57PXG5XPxjwz94cfOLgLvk2ZN9zrWmtBxT2r94uvLF5rCRX5MPHN92DNzDO5XZLx/v/JiKhgqPXFePluQu4VD1IWKDY7l4UNtzQC4ZdAnBpmCySrPYVLTJBxE256u2Y9Bk7kt5YMx9USpfeoQGbvJFuV80bTu2t3wvAGkxgbGAGhMSw5WZVwLaV79sLNzIuZ+ey8zPZrLlyBbN4uiqpjPG/FGwWd+VL8rGiVCTd2dWKK9hq/JXdXpDSml9KfeuuBeny8n5A87n/AHnezJEoVNK8qW8odwjC9Weojx2lPfBQrTXOf3PISooirzqPFblr+ry+RbnuFuOTU2d6pebFDxNrXzxk7Zj5fXlAEQFRbW60U4IIQKdJF9Et+JPyRer0+qR/uGe4nA6eGTNI7yz4x0ATk85HXDv9PSX0ue2KAthGbFHky8ernzJr8nH6XISag4lITShxWOm9JlCRmwGtfZa3s963yPX1RuXy8Wb294EYG7m3HYNc40JiWFW2iwAdU6ML6nJFy+3HYMATL50s8oXJSmhVFoOiPbveS9NXTP0GsIt4ews3cnSA0s1iaHKWsVfVv4Fq9PKkbojXPfddXy19ytNYumqppUv/kjvbceUjRNKkshbUqNSObnnyThdTr7Y80WHb+90Obn/p/spqiuif3R/7h97v+eDFLqk7AR34VKHUuuB8tiRtneio0LNoWo14Lxd87p0rnp7PcsPLQfc816E/1W+qPNeQmTeixCie5Pki+g2bE4bh6rcw4/1nHxpurirl+oXm9PGfSvv49Pdn2I0GHl0wqM8d9pzxIXEUVRXpL4x9nc7S3cCjQthavLFQ5UvSsuxlMiUE+7eMhgM6uyX97Pep9pa3eJx/mx1/mp2lu4k1ByqthNrj6syrwJg6cGl6mweX1Fnvvii8iXWnXwJhLZjDqdDbaEYyJUvStLc6XKq7VqUypcBMYGTfIkOjlarX1769SWcLqfPY3ji5yfIr8knOSKZ01NOx+q0cv9P9/Ps+md1tXO8LQ6nQ32MD46X5Is3qLv3fbCAPDt9NgCf7/68w4+Ld7a/w095PxFsCubZ0571yeuM0AeL0UJUUBSgr9ZjTduOCdFRc9LdrcdWHFrRpffrSsux3uG9GZYwzFPh+TXlMVlaX6pxJO2jVL7EBMdoGocQQmhNki+i2zhYdRC7y06oOVTXg20tJotaltt0foBW6u31/OHHP/BtzreYjWaenvI0Fw26CIvJwkUDLwLgk12faBxl19mcNrXSQK18MXm28uVA1dF5Ly20HGvq7L5n0y+qH5XWSj7e9bFHrq0nb2x7A4BL0i/pUP/fgbEDGZ80HqfLyYdZH3orvBYpyZdwc7jXrzUoZhDgXrz3p8XklpTWl+J0OTEajGp7lUDUtC9+ja0Gq8OqPt4DKfkC8JshvyHCEkF2WTY/HPjBp9f+dv+3LNi3AKPByFOTn+JfZ/xLbdX4zo53uH3p7VRaK30aU2flVuZSZ68j1BxKamSq1uF0ipJ88eRcNE/yVdsxcL9uRwZFkl+Tz9r8te2+3eaizfxr078AuPfUe0mPTfdWiEKn1LkvDfpLvkjli+iMftH9GJc0Dhcu5mfP7/R5pOXY8UYnjgZgzeE1GkfSPmrlS7BUvgghujdJvohuo2nLMb2/gdPL3JcaWw23/3A7yw8tJ9gUzAtnvMD0ftPV789On40BA6vyV3Gw6qCGkXZdTkUONqeNcEs4yZHJgOdnvii/o5SolFaPMxlN3Dj8RgD+t+N/fj9UuqktR7awvmA9ZqOZ3wz5TYdvf9UQd/XLZ7s/82ly0pczX5IjkgkxhWB1Wv3+caXMe4kPicdkNGkcjfcYDAb1ebvaVk1OZQ5Ol5NIS2TAVfxEB0erj8OXNvuu+uVw9WEeW/MYADeNuIlRiaMwGozcMfoOnjntGUJMIazKW8WV31ypvt7rmVJpOSh2kN8+NpSFWavTqnEkLfNl66QQc4jaGvPT3Z+26zYVDRX8acWfcLgcnNvvXGYPmu3NEIVOKckXPe1kl8oX0VWXZ1wOuN+vWx0df42ot9ez7NAyAKb1k5ZjinG9x2EymNhfsd/nXQA6Q2mnGBMSo2kcQgihNUm+iG7DH+a9KJRFvBq7dpUvFQ0V/Hbxb1lXsI5wSzgvn/0yk/tMbnZMSmQKE5InAPBJtn9XvygLYRmxGeoOdk/PfFHajrVV+QIwI20GyRHJlNaX8tnuzzxyfT1QZr3M7D+TXuG9Onz7ScmT6BfVjypbFV/u+dLT4Z2Qkgj1xUKEyWhSqyX8fe5Ld5j3omg692Vf+dF5LzEDdJ/s74yrMq8i0hLJnvI9LMld4vXrOZwO/vLTX6iyVTEiYQQ3j7i52ffP6XcO/zv3f/QK70VOZQ5zv5nLykMrvR5XVyivOZlxmRpH0nlBxiBA/5UvSoWOtynJk6UHl7a5kO5yuXhg1QMcrjlM38i+PDj+wYB8rhBtU2Yh6Cn54suWfSIwnZZyGolhiZTWl/J97vcdvv2qvFXU2etICk9ieMJwL0Ton6KCohjZYyTg/h3pndJOUSpfhBDdnSRfRLehJF/SotM0jqRtyu56rdqOFdcVc92i69havJXo4GjemPYGp/Q6pcVjlb6+X+z+olM7m/RiV+kugGYtP7xV+dKe5IvFaOH6YdcD8Na2t/xmsGJr9pXvU9sUKT9bRxkNRuZmzgXgg50f+GzXvVL5oiRGvW1gzNG5L+X+PfdFqXwJtOqPlqhJc1uNmjQLtJZjiqbVL6/8+orXH4dvb3+bDYUbCDWH8uTkJ9WBs01lxmfy4cwPGZ04mmpbNbf/cDtvbXsLl8vl1dg6K6s0C2icMeaPlIVZvc588XXrpIy4DIbFD8PutPP13q9bPfaDnR/w48EfsRgtPHPaM0QERfgkRqE/SvJFTzNffNmyTwQms9HMJemXAHSqhfKi3EWAtBxryaTkSQCszNP3JhOQyhchhFBI8kV0G35V+WLWru1YfnU+13x7DbvLdtMjtAdvTX+LoQlDT3j8lD5T6BnWk7KGsk7tbNKLXWXu5EvThTBPVr7YnXYOVR8CoG9U28kXgAsGXkCP0B4U1hby1d6vuhyD1t7a/hYAZ6acSVpM55OgFwy4gEhLJLmVufyU95OnwmuVkgj11SDkQbHuuS97yqTyxV8olS/Vtmr2VbgrX/wh2d9ZVw1prH5R+rJ7w46SHfxn838AuO/U+1p9/kwITeCNaW8we9BsXLh4buNz/OWnv+iuMsPlcgVE5YtSUaLX5IsSly9bJ12cfjHgbj12osTf9uLtPLvhWQDuOfkehsQP8Vl8Qn+k7ZgIVLMHzcZkMLGpaBPZZdntvl29vZ7lB5cD0nKsJUry5efDP+t+c55UvgghhJskX0S34HK5GpMvUfpPvmhV+ZJTkcM1313DgaoDJEck884576iLwCdiNpqZne5utTEve54vwvQ4l8ulVr40S754sPKloKYAu9NOkDGIxLDEdt0m2BTMtUOvBeD1ra9jd9q7HIdWCmoKWLBvAQDXD+9c1YsizBLGxYPcC1zv7ni3y7G1h7IQEWb2TfJFqXzx+7Zj3bTyZW/5XiBwK1/A3fri6qFXA/Dyry/jcDo8fo06ex1/XvFn7E47Z/c9mwsHXtjmbSwmCw+Nf4j7Tr0Pk8HEgn0LuO676yisKfR4fJ1VWFtIeUM5JoOJgbEDtQ6n0/SefFFbJ5l81zppRv8ZhJpD2V+xn81HNh/3/SprFfcsv0e9T18x+AqfxSb0SUm+6Knypc7h26oxEZgSwxI5s++ZAMzb1f7PiKvzV1Nrr6VXeC9GJIzwVnh+KyMug/iQeOrsdWwq2qR1OK1SK1+CYzSNQwghtCbJF9EtFNcVU22rxmgwtrvqQEvKIp7S6sgXdpXu4prvrqGgpoD+0f15+5y32xwMr7h44MWYDCY2Fm5UFx39SVFtEWUNZRgNxmaLpZ5sqXKgyj3vJSUyRZ0p0x6XpF9CbHAsh6oP8V3Od12OQyvv7ngXu9POyT1PVnsVd8UVmVdgNBhZe3itT6pDlCo0Xydfcitz/bqdX3eqfFGet8vqy9T5ToGcfIGjs1+CItlXsY9FOYs8fv5/bPgHOZU5JIYm8tD4h9rdesRgMDA3cy7/nfpfooOj2VayjSu+uYItR7Z4PMbOUKpe+kf399k8Em9QYtdbZZFCiwXkcEs45/Q7B4D52fObfc/lcvHImkc4VH2I5IhkHpn4iLTTEeqOcD1VvsjMF+Epl2VcBsDXe79u96bCxbnuatqz+54tz5EtMBqMTEyeCOCzDgCdpTyvKe0VhRCiu5Lki+gWlKqXPhF9CDIFaRxN25QFXl9Vvmwu2sx1i66jtL6UzLhM3j7n7Q4NQ+8Z3pPTU04H4JPsT7wUpfcoLcf6R/Vv9kHTkwtLByvd817am9BShFnC1NkKr2953WczTjypoqFCvV/cMPwGj5wzOSKZs/qeBcB7We955JytUR6Lvpr5khiWSGRQJA6XQ33+8kdFdUVA96h8UWY27CjZgd1lJ9wSTs+wnhpH5V2RQZFcM+QaAF7Z8opHq1+WH1yu9ol/bNJjneoXPjZpLB/O/JCBMQM5UneE6767ThctHJV5L/7ccgw825rTG5S4fJ3gUiozF+cspspapX79k+xPWJSzCLPBzNNTniYqKMqncQl90uPMF2k7Jjzl1F6n0i+qH7X2Wr7Z902bxzc4Glh2cBkA0/tN925wfmxy8mRA/8kXqXwRQgg3Sb6IbsGf5r1Ak8oXH8x8WXt4LTctuYkqaxWjE0fz+vTX1RYIHTEnfQ4AX+35Sv3Q5i+UlmMZcRnNvu7JtmNK5UvfyI5XXl0x+AoiLZHsrdjL0gNLuxyLr32480Pq7HVkxGYwsfdEj533yswrAViwb4FXFy1sThtWp7v6xFczXwwGA4Ni3C3/dpfv9sk1vaG4thjoXpUvSnXFgOgB3WLH5pWZVxIdHM3+iv18m/OtR85ZXFfMg6sfBNzVNRN6T+j0uVIiU3hvxnucnnI6VqeV+3+6n2fXP+uVNmnttbPEXfnStM2lP1I2aaw5vIZDVYc0juZ4Wsx8ARjZYyQDYwZS76jn2/3ux8Su0l38fd3fAbhrzF2M6CGtdISb2nasQT/JFyVxKckX0VUGg0Gtfvlo10cnnIWlWJ23mhpbDYlhifI82YrxvcdjNBjZU76HgpoCrcNpkdVhVTevSeWLEKK7k+SL6Bb2V/pn8sXblS8/HviR276/jTp7HeOTxvPK2a90eifmuN7j6BPRhypbFd/t96/2WEoLmOOSLx7c1duV5EtkUCSXD74cgFe3vNrmBxc9qbPX8UHWB4C76sWTi9EnJZ5EZlwmDY4GPt39qcfOe6ymyURftR2DJnNffNBWzRscTgfF9UeTL92h8sXirnw5VO1ehE6LSdMyHJ+JCIpQq1/+++t/uzybyuVy8dDqhyitL2VQ7CDuGnNXl2MMt4TzrzP+xU0jbgLgnR3vcPvS26m0Vnb53J2hVFv6e/JlUvIkTu55MnX2Oh5e87DuXpuU525ft04yGAxq9cv87PnU2mq5Z/k9WJ1WpvSZwtVDrvZpPELflORLeUO5pknhpiT5Ijzp/IHnE2IKYXfZ7hZnYTWltBybljqtQ22au5vo4GiGJwwH9Fv9olS9GA1GIoMitQ1GCCE0Jq9oolvYV74PgLRo/1gMU3bXe3Pmyzf7vuEPy/6AzWnjrL5n8Z+z/tOlXf1Gg5FLMy4F/K/1WHZZNgCDY5svhKnJFw9UvnS27Zji6iFXE2oOJas0i1X5q7ocj698vvtzyhrKSI5IZmrqVI+e22AwqItYH2Z9iM1p8+j5FUoFmsVowWKyeOUaLVEGce8p98/kS1lDGU6XE6PB2KlqOn9zbEs6JXnWHczNnEtMcAw5lTnqTv/OmrdrHisOrSDIGMRTk5/yWMsoo8HIHaPv4JnTniHEFMKqvFVc+c2VPm/rV9FQQV51HnB8wt/fGA1GHpnwCCGmEH4+/DOf7f5M65Ca0XJuxay0WViMFrJKs7j1+1vJqcyhZ1hPHp/4uCwoimaUlopOl5MKa4W2wRylJi5NMvNFdF1UUBQz0mYA8NHOj054nNVhVVuOTes3zQeR+Tdl7suqPH1+LlS6EsQEx8jrnhCi25NnQdEt+Fvli7dnvmwu2sx9K+/D4XJwXtp5PHvasx6ZhXPhwAsxG81sLd7KjpIdHojU+2ptteRW5gKQHpfe7Htq27EuVr44XU4OVrmTL52pfAF3ufal6e7klr9Uv9icNt7Z/g4A1w29DrPR7PFrTO83nfiQeIrqiliSs8Tj54fG5IuvWo4plLZj/pp8Kap1z3uJC4nzyt9eb5TKF4W/JPs9IdwSzjVDj85++fWVTle/7KvYx7MbngXcrZnSY9PbuEXHndPvHP537v/oFd6LnMoc5n4zl5WHVnr8OieitLlMjkgmOjjaZ9f1lr5Rfblj9B0APLvhWV21P1GTLxosIMeGxKpzyTYVbcJkMPH0lKc7NbtIBDaL0aLuCtfL3Jc6hzZVYyJwzclwt6dekruEkrqSFo9Znb+aals1iWGJjOwx0pfh+SVl7svaw2u9tgGtK5TKl9hgaTkmhBCSfBF+p9ZWy6KcRTy+9nHW5K9p1/HKYkC/qH5ejs4zvD3z5Y2tb+DCxfR+0/nbpL95bGE0LiROrW6Yt2ueR87pbdll2bhwkRCaQEJoQrPvearypai2CKvTitloVnvkd8Y1Q6/BYrTwS9EvbCjc0KWYfGFRziLya/KJC4njgoEXeOUaQaYgLhvs7iX9XtZ7XrmGUoHmy5Zj0Fg5kVed5/UWhN5QXNd9Wo4BhAc1r3wZEDNAo0i0MXfwXGKDYzlQdaBdQ3WPZXPYuHfFvdQ76hmfNF6d6eQNmfGZfDjzQ0YnjqbaVs3tP9zOW9ve8klSW2lz6e8tx5q6MvNKRvQYQbWtmsfWPqabzQHKa7dWC8iz02er/3/7qNs5qedJmsQh9C8+JB6A0vpSjSNxUypfpO2Y8JSh8UMZnjAcm9PG53s+b/GYxTnulmNTU6dKpUQ7DIkfQmxwLNW2an4t+lXrcI6jzLGSTQdCCCHJF+EnyurL+Hz35/zuh98x+aPJ3LP8Hj7a9RH/3PjPNm+bU5kDuBMD/vLi782ZL/sr9rPs0DIMGPjdqN95/M2tMlRx4f6FVFmrPHpub1BajrXU/kXZLdvgaMDpcnb6Ggcq3fNe+kT06VKiKzEskYsGXgTAa1te6/R5fMHlcvHG1jcA98Bsby5+zUmfg8VoYWvxVn494vkPH2rli4+TLzEhMWriYm/5Xp9e2xOUypceYd0j+dK08iXMHEZSeJKG0fhemCWMa4ddC8B/t3R89st/Nv+HrNIsYoJj+Nukv3l94SUhNIE3pr3B7EGzceHiuY3P8fj6x716TTjxjDF/ZjKaeHTCo1iMFlYcWsE3+zuefPMGLStfAE7tdSqXpF/C5RmXc8PwGzSJQfgHZRi1XipftGzZJwKXUv0yP3v+cfONrA4rPx78EXDPexFtMxqMTEieAOhz7kt5fTkglS9CCAGSfBE6drj6MO9nvc/1i67n9Hmn8+DqB1l+aDlWp5WY4Big+SDsE1H6uftL1Qs0aTtm93zy5X87/gfA6Smn0y+6n8fPf1LiSQyIHkCdva5Tu599Td2FHHv8LuSmCzYNjoZOX+NAlTv5khLZuXkvTV0//HpMBhNrDq9h65GtXT6ft6zMW8me8j2EW8LVyhRviQ+NZ0Z/dy/p93Z4vvpFSYIeO9PDF5TqF39sPXak7gjQjSpfmtw/0qLTMBgMGkajjcszLicuJI6DVQf5eu/X7b7d+oL1vLXtLQAeHv8wiWGJ3gqxGYvJwkPjH+K+U+/DaDDy2Z7PyLPnefWaWaVZAGTGZXr1Or42IGYAt4y8BYCn1j2lVr5pSevKF6PByEPjH+L+cffLLm7RKmVxUi+VL0ryRSpfhCed0+8cooKiyKvOO25+5Zr8Ne6WY6GJjEocpU2AfmhS8iRAn8kXqXwRQohG8klA6IbL5WJv+V5e3fIqly24jGmfTuOpdU+xvmA9TpeTwXGDuX3U7Xx2/mf8+8x/A7RrZ62SfPGXeS/QOFvC023HSupK+GrPVwBcO/Raj55bYTAYuDTDPZtkXvY83bQfORGl/35Lu5CbDnruytwXJfnSN6pz816aSo5IZmbaTABe3fpql8/nLUrVy5z0OUQFRXn9elcNuQpw95L29MwBpe1YqMX3ixADY93Jl91lu31+7a46Uns0+dJNKl+aJV9ius+8l6bCLGFcN/Q6wD2bqj09yCsaKvjLT3/BhYuLB13MWalneTvMZgwGA3Mz53Ju/3MBWNPQdjvTzqq316vvSQKp7ZjiumHXMThuMBUNFTzx8xNahyMLyMJv6K3yRdqOCW8IMYdw4cALAfh418fNvrc4191y7OzUsyVZ3QETek/AgIFdZbvUinO9kMoXIYRoJK9sQlNOl5MtR7bwz43/5PwvzufCLy/k37/8mx0lOzBg4KTEk/i/k/+Pby/+lk/O+4RbRt7CoNhBausmh8vRxhUaky/+NPzYWzNfPt71MVanleEJwxmdONqj527qvAHnEWIKYXfZbq+0gfIUh9PB7nL3onZLyReT0YQZ932tK8mXg5UHAc9UvgDcOPxGDBhYdnCZmjzSk1+KfmFT0SYsRouaFPG2wXGDOaXXKThcDj7a+ZFHz63VzBeAQTGDANT7qT/pbpUvTduOdbd5L03NyZhDXEgch6oPsWDvglaPdblcPL72cQpqCkiJTOHPp/zZR1Ee78rB7hkzW21bTzgMuKv2lu/F4XIQExxDz7CeXrmGlixGC49NfAyzwcyS3CUsyV2iaTzK63bTjRRC6JEyD/DLvV+SV+3d6rv20LplnwhcSuuxlYdWqvd1q8PKjweOthzrJy3HOiIuJI6h8UMBWJW3qo2jfUutfDnasUQIIbozSb4In7M5bazJX8Pf1v6NqZ9M5cqFV/LmtjfJqczBYrQwOXkyD49/mB/n/Mg7577Db4b+hj6RfZqdQ0m+tKfyZV/FPsC/Kl+8MfOlzl6nLkpfM/Qar7bEiQqKUncRz9s1z2vX6aoDVQeos9cRYgohNTK1xWMsBgsAdY62W9y1dh2AvpFdr3wB931Z+XDy+tbXPXJOT3pz65sAnD/gfJ+1DwL3bBmAT7I/aVdLwvZSZ75YfJ98UduOlflh27Ha7pV8aVr5ovzduqMwSxjXD7secM9+aa365Zv93/BtzreYDCaemvyUJo8xxfAewxkWPwwHDj7b85lXrqG0HBscNzhg29INjhvMdcPc1U+Pr31c3fmqBa3bjgnRXpekX0LfyL7kVedx3XfXcbDqoKbxKO95pfJFeFpqVCrjk8bjwsUnuz4BYO3htVTZqugR2sOrmwMD1aQ+7tZjx7Zy05pa+RIilS9CCCHJF+ETdfY6fsj9gb+s/Aunf3w6Ny25iY93fUxRXRHhlnDO6XcOz0x5hhWXreCls19idvps4kPjT3g+k8EEtF354nA6yK3MBfwz+WJ1WtvVtqU9vt77NWUNZSRHJHNWX++3dVF2Ni3KWaTp4ktrdpW5q0YGxQ7CZDS1eIwFd/Kls5UvLpdL/RDtibZjit8O/y3g/v3et/I+ssuyPXburthdtptlh5ZhwOC11nYnclqf00iOSKbSWtmheRNtUZIv4Wbfz3xRKihK6kt00wu+vZTKF18m4LQUbglXW2X4U6WlN8zJmEN8SDx51Xlqq8tj5VXn8fha94D7m0fezIgeI3wZYovmZswF4JM9n2BzeOa1tyllxligzXs51i0jbyEtOo2S+hKeXv+0JjG4XC5pOyb8RkJoAm9Of5N+Uf04XHOY6767Tv384ms2p03d3CaJS+ENyizIz/d8jtVhZXGOtBzriom9JwKwOn91uzam+kp5QzkglS9CCAGSfBFeVNFQwVd7v+LOpXcy5aMp3LXsLr7e9zWV1kriQuKYPWg2L571IisuW8Ezpz3DOf3PISIoou0T01j50lZiIr86H5vTRrApmKTwpC7/TL7StL2RJ1qPOV1O/rfjfwBcPeRq9ffnTUPjh5IZl4nVaeXLvV96/Xqd0dq8F4VS+dLZ5EtxXTF19jpMBhO9w3t36hwtyYjLYO7gubhwsWDfAmZ/NZvbvr+NDQUbNJ2zowzNPjv1bPpF9/PptU1GE1dmulsHvZ/1vsd+D2rbMQ125YdZwugT4a7821u+1+fX7yyH06G2bkoITdA4Gt8wG8384aQ/cPOIm4+r1uxuQs2h3DD8BuDo7JdjEhkOp4O/rPwL1bZqRvUYpSaTtXZWyllEGiIpritW+897UtPKl0AWZArisYmPYTQY+Xrf16w4tMLnMVidVly4XwOkdZLwBz3De/LWOW8xIHoAhbWFXPfddWr1vi81fb8riUvhDaf1OY2eYT0prS/l2/3fsvTgUgCmpk7VODL/NDxhONHB0VRZq9havFXrcFTKpjGpfBFCCEm+CA8rrCnko50fcePiGznt49O4/6f7WXpwKfWOepIjkrl6yNW8fc7bLL10KQ9PeJgpfaYQZArq8HXMhqMzX5ytV77sr3TPe0mNSj1hZYMeWUwWLEb3or8nki/LDi4jtzKXyKBILhp4UZfP1x4Gg0Gtfvkk+xOcLqdPrtsRyi7kwbEnXghTK18cnUu+KC3HksKTsJgsnTrHidw39j4+mvkR01KnYcDAyryVXLfoOq769ip+OPCDz3/n+dX5fLv/WwBuGHaDT6+tuGjgRYRbwtlXsY81+Z4ZnK22HdNg5gvAwFh3C6vdZf4z96WsoQyHy4EBQ6tVjIHm2mHX8rvRv9M6DF24NP1SeoT2IL8mny/2ftHse29ue5NNRZsIt4TzxOQnfLIhoD0sJgunBp8KwAdZH3j03A6nQ30MB3ryBWBEjxFqK8hH1zxKlbXKp9dvuoAcbJaZL8I/JIQm8Mb0NxgUO4gjdUe47rvrfN52VHnsmAwm9bOIEJ5kNpq5JP0SAJ5e/zRV1iriQ+I5KfEkjSPzTyajiQlJEwD4Ke8njaNxc7lcUvkihBBNSPJFdFlORQ5vbH2DK7+5krPnn83jPz/Oz4d/xuFyMCh2ELeMvIVPzvuEby/+lj+d8ifG9BzT5URIe2e+7K9wJ1/8qeWYwpNzX97Z/g4Al2Vc5tPd+zP6zyDCEkFuZS7rCtb57LrtlV3qbtXlzcqXA5VH5714sOVYU0MThvKP0//BgosWcGn6pQQZg9hyZAt3/XgXF3xxAZ/t/gyrw+qVax/rfzv+h91lZ2zSWIYmDPXJNY8VERTBhQMvBODdrHc9cs4au/sxqNU8ikExgwDYU+4/c1+UeS9xIXG6WVgXvhViDlGrX17b8ppa/bK9eDsvbX4JgPtOvY+UyBTNYmzJKUGnYDFa2FK8hS1HtnjsvLlVudTZ6wg1h5Ia1fKMsUDzu9G/IyUyhcLaQp7b+JxPr63M/TIbzLKALPxKfGg8b0x7g8FxgymtL+X6Rderldq+oDx2QswhATubSmhv9qDZmA1mKq2VgLti3p82SurNxGR36zG9JF/q7HU0OBoAqXwRQgiQ5IvoBJfLxfaS7byw6QUu/OJCzvviPJ7f9DxbirdgwMCoHqP445g/8s1F3/DZ+Z9x+6jbPT5cVnlzZnd1g+SLvWvJly1HtrCpaBNmo5m5g+d6IrR2C7OEMSttFgDzds3z6bXbUlJXQlFdEQYMDIoddMLjupp8Uea9eHuBsW9UXx4c/yCLLlnEjcNvJNISSU5lDg+tfohzPz2Xt7a9RbW12mvXL6sv49PsTwHtql4UcwfPxYCBn/J+oqCmoMvnUytfNEq+KMPb/Sr50s3mvYiWXZJ+CYmhiRyuOcznez6n1lbLvSvvxe6yMy11GucPOF/rEI8TYYxgeup0AD7Y6bnql50l7krL1maMBZpQcyiPTHgEgPnZ8/n58M8+u7ay6CMzK4Q/ig2J5fVprzM0fihlDWXcsPgGdpTs8Mm11eSLtOsTXtQjrAdn9j1T/ff0ftM1jMb/KcmXHSU7KK4r1jiaxnkvFqNFs84BQgihJ5J8ER3yfe73TP90OpcvuJzXtr7G3oq9mI1mJvaeyAPjHuCHS3/g3Rnvcu2wa7220x8aK1+cLmerrZWU5Is/Dj9W+ix3tfJFqXqZ2X8mPcJ6dDmujro041IAfjzwo7obXg92lbl3EfaN6qsmulriqbZjfSO993hoKiE0gTtPupPFlyzmj2P+SGJoIkV1RTy38TmmzZ/G8xuf98qb8g93fki9o54h8UMYlzTO4+fviL5RfRmeMBzAI4t96swXjduO7Snbo+k8n45QHuvdZd6LaFmwKbjZ7Jcn1z1JTmUOiWGJPDj+Qd3uqr4843IAFuUs8tjrltLmMjMu0yPn8xen9DqFyzLcw5UfWv2QR1qptoeyYUKSL8JfRQdH8+q0VxmRMIKKhgpuXHwj24q3ef26SvJF5r0Ib7t8sPu1NjEsUVqOdVFCaIL6/sJTbZe7oqyhDIDY4FjdvtcTQghfkuSL6JDo4GgO1xwm1BzK1NSpPDn5SZZftpxXpr7CnIw5PlvcNxkad422NvdFGVTpz5Uvdba6Tp/jYNVBvj/wPQDXDL3GI3F1VHpsOqMTR2N32fl8z+eaxNASpeVYemx6q8cplS/Kh9GO8nbbsROJCIrg2mHX8u3sb3l0wqP0i+pHla2KN7a9wfT503lkzSPkVuZ65Fq1tlp1h/j1w67XxZvsU3qdAsD6gvVdPpfyGNQq+dI/qj9mg5kqWxWFtYWaxNBRRXVFgFS+CJidPpvEsEQKawv5Ys8XADw+6XGig6O1DawVQ+KGuF+3nHY+yf7EI+dUki+ttbkMVH8Y8weSwpPIq87j37/82yfXlN37IhBEBUXx36n/ZXTiaKqsVfx28W/ZXLTZq9dUNhtJ4lJ42ym9TuHFs17klbNf6TYVod40KXkSACvzVmocCZTXlwMQExKjaRxCCKEXknwRHTI6cTT/PvPfrLhsBc+d/hyz0mYRFRTl8zia9u8+UeuxsvoyteTVH/ure6Lt2Hs73sPpcjIxeWKrrbW87dJ0d/XL/Oz5rSbLfGlnmXshrK3Bx11pO+ZyudS2Y76qfDlWkCmIiwZdxJcXfsnzZzzPiB4jsDqtzM+ez3mfn8fdy+5me/H2Ll3j092fUtFQQd/Ivpzd92wPRd41SvJlQ+GGLp9LqT5rrULKmywmi/ocpgzs1rviWnd1lVS+iGBTML8d/lv139cMuUbz6rj2mJvpbtP58a6Puzw3y+VyddvKF3A/dz40/iEA3s963+uLxyALyCJwRARF8MrZr3Byz5OptlVz85Kb2Vi40WvXU97vSqsg4QtT+kzR9DNqIFGSL2vy12j+eVutfJF5L0IIAUjyRXSQ2Wjm9JTTNf8w23SAs93ZcvJFaTnWO7y3X5bOq8mXTrYdq2ioUCtNrhmiTdWLYlq/aWrV1Kr8VZrGolCGl7aVfAkiCOhc27GyhjKqbdUYMJAcmdzxID3IaDByVt+zeO/c93hr+ltMTp6MCxdLcpdw+TeXc+OiG1mdt7rDba1sDpva2u66YdfpZufa6MTRmAwm8qrzyKvO69K51LZjGs18gSatx/xk7otUvoimLh50Maf0OoWJvSfy+5N+r3U47XJW37NIDEuktL6URTmLunSuwtpCyhrKMBlM3XaRaWLyRC4YcAEuXDyw6gF1Jou3NNiPznyRyhcRAMIsYbx41ouMTRpLrb2WW7+/lXWH13nlWmrVmCQuhfArI3qMINISSXlDOdtLuraxrquUypfYYEm+CCEESPJF+Kn2tB1Tki/+2HIMGnecdTb58kn2J9TZ68iIzdB8l3GwKZgLB1wIuHcRa63B0aDeP9pqO2Y2uBN9ykJORygtx3qF9yLYFNzh23uDwWDg5F4n89LZL/Hp+Z8yK20WJoOJnwt+5ubvb+ayBZfx7f5vT5jUPNbC/QsprC2kR2gPXQ3PDrOEMTRhKAAbCrpW/aL1zBeAgTH+lXyRyhfRVJApiDenv8krU18hyBSkdTjtYjFa1Nkv72W916V5S0rVS//o/rp5LdDC/53yfySEJpBTmcPLm1/26rXqHLKALAJLmCWM/5z5Hyb2nkidvY7bfriN1fmrPX4dmZckhH8yG82M6+3+zP9T3k+axqJUvsQEx2gahxBC6IUkX4RfMhlNGHDPlThR2zG/T74c3WXfmeG0VoeV97PeB9yzXvQwg+PSDHfrsZWHVpJfna9pLHvK9+BwOYgJjqFnWM9Wj7XQ+ZkvWrcca0t6bDpPTn6ShRcv5KrMqwg1h5JVmsWfVvyJWZ/P4qOdH7Xabs3pcvLmtjcBuGrIVbpbVD2116kArCvo2u5QJQGqZeWLslveX9qOSeWLCASz02cTZAxiR8kOfj3ya6fPoyRf2qq0DHTRwdE8MO4BAN7e/rZXd+bKArIIRCHmEP515r+Y0mcKDY4G7vjhDlYe8ux8B+X9rj92DRCiu5ucPBmAVXnadppQK1+k7ZgQQgCSfBF+TGlvdMK2Y5X+nXxR2o4pu+47YuH+hRTXFZMYlsg5/c/xdGidkhqVyrikcbhwMT97vqaxKC3HMmIz2kxMqTNfOtF27ECVu/IlJSqlw7f1pd4RvfnzqX9m8ezF3DbqNmKCY8irzuPxnx9n+qfT+e+v/6WioeK42y07uIx9FfuItEQyJ32O7wNvwyk9j8596ULli81hU59jNE2+xLiTL/sq9mnex7ktTpeTkroSQCpfhH+LC4ljRtoMAD7I+qDT55HkS6Mz+57JOf3OweFy8OCqB7E5bF65jpJ8kQVkEWiCTcE8f/rznJlyJlanlTt/vJMfD/zosfOrbcekZZ8QfmdC7wkAbC3eSll9mWZxSOWLEEI0J8kX4bcsRveieFszX/w9+dLRtmMul0udwXFV5lXq70kP5mS4F+g/2/0ZNqd3FlzaQ02+xGW0eWyQ4ejMl1YqQE5EaTum18qXY8WExHDryFtZfMli7jv1PpIjkimtL+U/m//D1PlTeXr90xTUFADu+9kb294A4LLBlxERFKFl6C0alTgKs8FMfk1+p+e+NE1+armIlxyRTIgphAZHA4eqD2kWR3uU1pficDkwYCA+NF7rcITokiszrwRgSe4SCmsKO3UOJfmSGZfpsbj82X1j7yM2OJbssmxe3/a6V66hzJTpzm3eROCymCw8e/qzTEudhs1p4+5ld/N97vceObey2UiqxoTwPz3De5Iem44Ll1faErZXeUM5IJUvQgihkOSL8FvK3BeH6/hd4A2OBnWx1V+TL52d+bIqfxV7yvcQbgnnkvRLvBFap52ecjoJoQmU1Jd4dJdeR3VkF7LSdqwzyRe9tx07kVBzKHMz57LgogU8Nfkp0mPTqbPX8e6Odzn303O5/6f7+Wz3Z2w5soUgY5C6OKk3Tee+rC9Y36lzKG3/goxBmiYyTUYTaTFpAOwp0/fcl+I697yX2JBYXSV/heiMwXGDGdNzDHaXvVMzyyqtler7kfYk/LuDuJA47ht7HwCvbnnVK+0UZWi4CHQWo4W/T/k75/Y/F7vLzj3L7+G7/d91+bx1NvdjR8s5d0KIzpuYPBHQtvWYUnUjlS9CCOEmyRfht8xG9yD0lipfcitzcbqcRAZFEh/inzuv1bZjHZz5olS9zB40m8igSI/H1RUWo4WLB10MwLzseZrE4HK5yC7LBtwzT9qitB1Thvd2hL+0HTsRs9HMzLSZzD9vPi+f/TKn9DoFu8vOV3u/4uE1DwNw4cALdd1a6pRe7tZjnU2+KMlP5fGopYExAwHILs/WOJLWFdXKvBcRWJQE8/zs+WpFRXsplZa9w3sTHRzt8dj81Tn9zuH0lNOxO+08uOrBE1Yxd5Y680VaJ4kAZjaaeXLSk5yXdh4Ol4M/r/wzX+/9ukvnlMoXIfybOvclfxVOl1OTGKTyRQghmpPki/BbSuVLSx/Ym7Yc08Ow+c5Q5kt0ZObLztKdrD28FpPBxFWZV3krtC65ZNAlGA1Gfj78MzkVOT6/fl51HtW2aixGC2nRaW0e39nKl4qGCnVOSp+IPh0PVEcMBgOTkifx5vQ3+WDGB5zd92wMGAgxhXDt0Gu1Dq9VTZMvLperw7dXHn9azntRKHNf/KXyRc9JOSE64oyUM+gV3ouyhjK+3f9th26bVZIFyLyXYxkMBh4Y9wCRlki2lWzj3R3vevT8ygKyzHwRgc5kNPHYxMe4aOBFOF1O7v/pfr7Y80Wnz6dUjcljRwj/NKrHKMIt4ZTWl5JVmuXz67tcLsrrywGpfBFCCIUkX4TfUitfXK0kX6L8s+UYQLi54zNflKqXaf2mkRSR5JW4uiopIkndkTM/e77Pr6/sQh4YMxCLqe2WSErlS0d3OystxxJDE3WxcO8pw3sM559n/JNvZ3/LZ+d/pvuqnlE93HNfDtcc7tTcFyX5oodFiIGx7sqXPeX6Tr5I5YsINGajmcszLgfgg6wPOpTIVdtcxkvy5ViJYYn83yn/B8CLm1/06IYMtfJFdu+LbsBkNPHwhIe5NP1SXLh4cNWDnX6PLS37hPBvFpOFsb3GAvDToZ98fv0qW5W6PiPJFyGEcJPki/BbrbUda1r54q+UBfv2Jl8KagrUXs/XDL3Ga3F5wpyMOQB8sfeLTs1S6YqdZe6FsPa0HIPG5EtH4zxQ6d8tx9qSHJHsFz9bmCWMYQnDgM61HlPa/ump7VhuZS5Wh1XjaE5MKl9EIJo9aDYhphCySrP4peiXdt9Oec0ZHCvJl5ZcOPBCJvSeQIOjgYdWP+SxFilK5UuwKdgj5xNC74wGIw+Me4C5g+fiwsUjax7ho50fdfg80rJPCP83qc8kAH7K833yRal6CTWHShJXCCGOkuSL8FtK8sXhdBz3vUBIvnR05ssHWR9gd9k5pdcpDI0f6s3Qumxi74n0Du9NRUMFS3KX+PTaSuVLe1vAKG3HlJ2A7aXMe+kb2bdDtxOep7Qe21C4ocO3VZKfehg82zOsJ5FBkThcDvU5To/UypdQqXwRgSMmJIaZaTMBeC/rvXbdpsHRwL7yfQBkxmd6LTZ/ZjAYeGj8Q4SZw9hUtKlTi8UtURaQ9VC1KISvGAwG7j31Xn4z5DcAPP7z47y3o33PVwq1ZZ9FHjtC+KtJvd3Jly3FW9Q22L5S1lAGQGywzHsRQgiFJF+E3zIbWq58cbqc5FTmALRrpodedaTypdpazSfZnwDofgYHuNsjXJJ+CQDzds3z6bWV5EtGXEa7jlcrXxwdq3xR2o71jZLki9ZO7nUy0Lm5L0rSTQ+t4wwGQ+PcFx23HlMrX8Kk8kUElrmZcwFYemAph6sPt3n8nrI9OFwOYoJj6BnW09vh+a3eEb25a8xdADy/6flOtYg8lrQdE92VwWDgnpPv4fph1wPw9/V/5+1tb7f79nW2ozNfTJJ8EcJfJUUkMSB6AE6XkzWH1/j02uq8l5AYn15XCCH0TJIvwm+ZjCbg+JkvRbVF1NnrMBvNJEcmaxGaRygzX6xOKzanrdVjP939KdW2atKi05iUPMkX4XXZRYMuwmwws/nIZjUh4m2V1krya/IBH7Ydi9R/a65AN6rHKMxG99yXQ9WHOnRbpfJMD5Uv0Nh6TM/JF6l8EYEqPTadU3udisPl4ONdH7d5vDLodnDcYAwGg7fD82uXZVzGSYknUWev4+HVD3c4UX4sdW6FtE4S3ZDBYOCuk+7i5hE3A/CPjf/gtS2vteu2ymYjSVwK4d+UNQFfz32RyhchhDieJF+E3zrRzBelxUffyL5YjG0PVNerpjMmWms9ZnPaeD/rfQB+M+Q3GA3+8bBOCE3gzL5nAqhVO96mJHl6h/cmOji6XbcJIghwt4/pSC96aTumH2GWMIYnDAdgQ0HHWo/V2GvUc+jBwNijyZcyfSZfnC4nJXUlAPQI66FxNEJ4nlL9Mn/3/DaT8jtLj857aWeby+7MaDDy6MRHCTYFs/bwWj7f83mXztfgaABkAVl0XwaDgd+N/h23j7odgBd+eYGXN7/cZmJTSVxKyz4h/NvE5IkArMpf1eUNDR2hVL7EhkjyRQghFP6xSitEC5S2Y8fOfNlf6f/zXgAsJouaPGot+bIkZwmHaw4TFxLHrAGzfBWeR8zJmAPAgn0L2j3bpis62nIMGu9n0P7ql2prNaX1pYBUvujFyT0bW491hFr5opfky9HKl93luzWOpGVl9WVqNWJ8aLzG0Qjheaf3OV2dWbZw/8JWj5XkS8ekRqXyu1G/A+DZ9c9SWFPY6XPJ0HAh3G4ZeQt3nnQnAC/9+hL//uXfrS7EqlVjkrgUwq+N6TmGUHMoxXXF7CrzTZcJaKx8iQmO8dk1hRBC7yT5IvyWWvlyTNsxZRC1vydfoLH65URzX1wuF29vfxuAuYPnEmwK9lVoHnFqr1PpF9WPGltNm4tYnqC88exI8sVCY/WUspO2Lcq8l7iQOCKCIjoQofCWU3qdAsD6wo7Nfam167PtWF51XrvmQflaQU0B4L7vOjwILwAAPuNJREFU+3PloRAnYjKauGLwFQC8n/V+q88n+yrclbjtbXMp4OohVzM8YThVtioeW/tYp3frSuskIRrdOPxG7jn5HgBe2/oa/9z4zxM+tpTEpVS+COHfgkxBjO01FoCf8nzXeqy8oRyQyhchhGhKki/Cb6kzX5yBm3xRFnyVBeBjbSjcQFZpFiGmEC7LuMyXoXmEwWDgkvRLAJi3a57XS6KVypfBse3fhWw0GAkyuluPtbfyRVqO6c+oRPfcl4KaAg5VtX/ui1L50rQNoJZiQ2JJCHUPst9bvlfjaI73vx3/A2Bo/FCNIxHCey4adBGh5lCyy7LZUHjiVobK80dUUJSvQvN7JqOJRyc8itloZvmh5Z3emCG794Vo7pqh13DvqfcC8Nb2t3h6/dPHve92uVzSdkyIAKK0HvNl8qWsXipfhBDiWJJ8EX5LaQd1wuRLVAAkX462OjrRDnel6uWCgRcQExLjo6g864IBFxBkDCKrNIttxdu8dh2b06YOKe9I5Qs0Lt7UOeradbxS+dI3SpIvehFqDmVEwgjAXf3SXmrbMZ1UvkBj9Ytyf9aL7cXbWbh/IQYM3DH6Dq3DEcJrooOjOS/tPAB15tqxbE4bDpe7LaokADpmYOxAdVD4U+ueUudIdYS6e98kC8hCKK7MvJIHxj0AwHtZ7/H4z483m2dodVpx4U7ISMs+IfzfpORJAGwu2kyVtcon15TKFyGEOJ4kX4TfUtuONUm+VFmrOFJ3BAiMyhdlt31L81D2le9jxaEVGDDwmyG/8XVoHhMTEsP0ftMBmJc9z2vX2V+xH5vTRoQlguSI5A7dVvkA2u7Kl0p35YvMe9GXk3t1fO6L2nZMJzNfoMnclzL9zH1xuVw8u+FZAM4bcB6Z8ZkaRySEd83NnAvAjwd/JK8677jvN9gb21T6W0tQPbhh+A1kxGZQ3lDOk+ue7NBtXS6X2iY02Cy/eyGampMxh0cmPIIBAx/v+phH1zyqJmCavs+VpLEQ/q9PZB/6RfXD4XLw8+GffXJNqXwRQojjSfJF+C2l7ZiysxQgpyIHgMTQxICYtaHOfLEfX/mitPc5q+9Zfl9hMSdjDgDf7f+OioYKr1xDaTmWHpuOwWDo0G2VD6DSdsy/qXNfCto/90WPlS/K/Ag9Vb4sO7iMDYUbCDYFS9WL6BYGxAxgXNI4nC4nH+/8+LjvKzNHQJIvnWExWnh04qOYDCYW5Szih9wf2n1bu9MuVUdCtOLiQRfzt0l/w2gw8unuT3lw1YM4nA615ZjFaFE3uQkh/JtS/eKr1mNq5UuwVL4IIYRCki/CbynDnJtWvijDbQOh6gUaF3yPbTtWXFfMV3u/Atw9nP3dyB4jSY9Np95Rz4J9C7xyjZ2lOwEYHNf+eS8KZeGsvcmXg5XSdkyPRvYYidloprC2sN1zX5TEpx4rX/SSfLE5bTy38TnAPSy7V3gvjSMSwjeuzLwSgPm75x9Xoaq8XgSbgjuc8BduQ+KHcN2w6wD4289/a/fmjKYtQqXtmBAtO3/A+Twx6QmMBiNf7v2S+1fdT7W1GpCkpRCBREm+rMxb6fX5qg6nQ32t9teW6EII4Q2SfBF+y2Q4vvJFmffSL7qfFiF5nLLge+yizoc7P8TmtDGyx0hGJY7SIDLPMhgMzEl3V7/M2zXPK28Md5W5K186Ou8FGtuOtWfmS62tlqK6IkDajulN07kv6wrWtes2auWLjpIvA2IGAO4krFLar6VPsz8lpzKHuJA4bhh2g9bhCOEzk5Mn0yeiD1XWKr7Z/02z76ltr6TqpUtuGXkL/aP7U1xXzNPrn27XbZTEl8lgkt37QrRiZtpMnp7yNCaDiW/2fcNfV/0VcL9fEkIEhjE9xxBsCqaotsjrG7cqrBXq3Kjo4GivXksIIfyJJF+E32pp5ouSfAmUyhe17ViTypdaWy0f73K3OLl26LVahOUVM9NmEmoOZV/FPjYWbvTouV0ul9p2rFPJl6M7AJv28D+RQ9Xuioro4Gh506lDauuxwvbNfVFnvuio7ViYJUydW6R19Uu1tZqXf30ZgFtH3hoQ7R6FaC+T0aTOfvkg64NmGweUtmOyg7xrgk3BPDrhUQwY+GrvV6w8tLLN2yiv1VJ1JETbpvebzj9O+wdmo5ntJdsBSb4IEUhCzCHq5x9vtx4rry8HIDIoUu1SIoQQQpIvwo8plS/Nki+VgZl8URaAAb7a+xUVDRWkRKZwRsoZWoXmcRFBEcxMmwnAvOx5Hj13YW0h5Q3lmAwmtWVTRyiVL017+J+I2nJM5r3oUkfmvrhcLups7mon5bGoF4NiBgGwu2y3pnG8ue1NSutL6RfVj9npszWNRQgtXDjwQkLNoewp38PPBY3DbJUEgPL6ITpvVOIotcXbo2sfVVsjnYhSpSqJLyHa56zUs3j+9OfVxVJJvggRWJTWY6vyVnn1OmUN7op8mfcihBDNSfJF+K1jK19sTpu68J0WnaZZXJ50bOWLw+ngfzv+B7hnK5iMJs1i8wal9diS3CWU1JV47LzZZdmAOynXmRYwygKOMoi0NQeqDgDSckyvRvQYgcVooai2iINVB1s91uq0Yne5n1/0VPkCMDBW+7kvBTUF6vPRH8b8QXa4iW4pMiiSCwZcAMD7We+rX1eS9cFmaTvmCXeMvoM+EX0oqCngnxv/2eqxStsxWUAWov1OSzmNF858gZjgGMb3Hq91OEIID1KSLxuLNh43S9aTlMoXmfcihBDNSfJF+C01+XJ0cfRQ1SHsLjuh5lB6hvXUMjSPURYOlDdJPx78kYNVB4kOjlYXewJJZnwmwxOGY3fa+WLPFx47787SnUDnWo5BY/JFWdBpjZJ86RsllS96FGoOZXjCcMBd/dKaprOW9LaIp1RwaZl8+fcv/6bB0cCYnmMCqgpPiI66IvMKAJYfXK4mdaXyxbPCLGE8MuERwF0d29rzt/JaLb97ITpmUvIkll+2nLvH3K11KEIID0qNSiUlMgW7087Ph39u+wadJJUvQgjRMkm+CL+lJF8cTgfQfN5LoPT4Prbt2Dvb3wHcFSJ6GgDuSZemXwrAJ9mf4HQ5PXJOJfkyOHZwp24vbccCi9J6bF3BulaPUx53IaYQ3VWZqcmXsj1ttk/zhqySLL7e+zUA95x8T8A85wrRGWnRaUzsPREXLj7a+READY7GuSPCM05NOlV9j/DgqgebJcibknk7QnSe0SDLA0IEoom9JwLebT1W3lAOQExwjNeuIYQQ/kjeXQm/dezMl30V+4DAmfcCTZIvtlo2F21m85HNWIwWdcBvIDqn/zlEBkWSV53Hmvw1Hjmn0nYsPS69U7dXky8dqHyRtmP6dWqvUwHYULCh1cSFUnGmx0RnWnQaZoOZKlsVhbWFPr22y+XiHxv+gQsX5/Y/l2EJw3x6fSH0SJlJ8vnuz6m11UrbMS+5e8zd9AzryaHqQ/xn839aPEZ5rZbElxBCCOE2uc9kAH7K+8lrG7fK6t2VL3EhcV45vxBC+CtJvgi/dWzbMbXyJSqAki/mxpkvStXLeQPOIyE0QcuwvCrUHKq2VJu3a16Xz1djq+FApTshkhHbtbZjbc18aXA0UFBTAEjbMT1T577UFanJspYou6r1Nu8FwGKykBqVCvi+9djKvJX8XPAzFqOFO0+606fXFkKvJiZPJDUqlSpbFV/t/UrajnlJRFAED41/CID3drzH5qLNxx2jJL701i5SCCGE0MrJPU8myBhEfk2+um7iaWrli8x8EUKIZiT5IvyWmnw5WvmSU5EDBFbli7LjPq86jx8O/ADAb4b8RsuQfEJpK7L80HI1mdFZu8t248JFj9AexIfGd+ocyuKZ0kbmRPKq8nDhIsISIb1udSzEHMKIHiOA1ue+KG3H9Fj5AjAwtrH1mK/YnXae2/AcAFdlXkVyRLLPri2EnhkNRq4Y7J798sHODxorX6T6wuMm95nM+QPOx4WLh1Y/dNxrszrzRdqOCSGEEID788yYnmMAd/WLNyiVL/I5WAghmpPki/BbZkPjzBeXy9Vs5kugUBZ9a2w1uHAxOXkyA2IGaByV96XFpHFyz5NxuBx8vvvzLp1rV+kuADLiOlf1Ao0LOG21HWvackxmYOibMvelteRLnc1d6aTHyhdonPuyu3y3z675xZ4v2Fuxl+jgaG4ccaPPriuEP7hgwAWEW8LZX7GfHw/+CEgCwFv+dMqfiA+JZ1/FPv7763+bfU+pUpXfvRBCCNFoUvIkwHvJF5n5IoQQLZPki/BbTduOldSXUGWrwmgwqq14AoEy80Vx7dBrtQlEA3My5gAwf/d8tbqpM3aW7QRgcNzgTp+jvTNflPZm0nJM/07p2Zh8OVHf4xq7e+bLsY9DvRgUMwjwXduxWlst//nFPWPhlhG3EBUU5ZPrCuEvIoIiuHDghQBsLNwISOWLt0QHR/PAuAcAeHPbm+wo2aF+T6mEkZZvQgghRKNJfdzJlw2FG9psp90ZauVLiFS+CCFEU5J8EX7LZDQB7jY4StVLn4g+BJmCtAzLo5SZLwCZcZnqbv3u4Ky+ZxEXEkdRbRErDq3o9HnUypdOznuBJjNfHK2/SVUqX/pGSvJF70YmjiTIGMSRuiPkVua2eIw680Xnbcf2lu/F4XR4/Xpvb3+bkvoSUiJTuCzjMq9fTwh/dMXgKzDQWPko1Rfec1bqWUxLnYbD5eDBVQ9ic9oAaTsmhBBCtKR/VH96h/fG5rSxoXCDx88vlS9CCNEySb4Iv6W0HWuafAmklmPQfMf9NUOv6VatrIJMQeoO4nm75nXqHA6ng91l7pZMXWk7puxcbqvy5WDVQcDddkzoW7ApuHHuS2HLrceUmS96HdrcJ6IPwaZgGhwNHKo+5NVrFdUW8fb2twG466S7sJgsXr2eEP4qNSqVyX0mq/+W6gvvum/sfcQEx7CrbBdvbn0TaNJ2TH73QgghhMpgMKitx1blr/LouW0OG9W2akAqX4QQ4liSfBF+q2nly76KfUDgJV8sJguXZVzG1NSpTOs3TetwfO6S9EsA95tDJbHREblVudQ76gk1h3apGkXajgWmtua+1Nj03XbMZDSRFp0GwJ4y77Yee3Hzi9TZ6xjZYyRTU6d69VpC+LsrB1+p/r+0HfOuhNAE/nzqnwF4Zcsr7CnbQ71DKl+EEEKIlkxMngjA6sOrPXresgZ3yzGjwUhkUKRHzy2EEP5Oki/Cb1mM7p3XDpcjYCtfAP467q88d/pz6s/bnaREpjCxt/sN4vzs+R2+fXZpNuCejaEk6zpDWcBRFnRaYnPYyK/JB6TtmL9Qki8bCja0OPdFbTtm1mfbMYBBse65L7vLd3vtGtll2Xyx5wsA7jn5nm5VgSdEZ4zvPV59P6LX5G0gmdl/Jqf1OQ27086Dqx9UE+d6rVoUQgghtDI2aSxmo5lD1YcodhR77LzKvJeY4BiMBllmFEKIpuRZUfgtk+H4mS+BmHzp7uZkzAHgiz1fYHVYO3TbnaU7ga61HIMmyZdWKl/ya/JxupyEmkNJCE3o0vWEb4zoMUKd+5JTmXPc95XWNXqd+QLuxCLAopxFVDRUeOUaz218DqfLydTUqYxKHOWVawgRSAwGA3+b+DfOH3A+0/tN1zqcgGcwGHhg3ANEWCLYWryVpQeWAlJ1JIQQQhwr3BLOmMQxAOy2e27zlsx7EUKIE5Pki/BbZqN75kuVtYrDNYcB9xA5EVim9JlCYlgipfWl/HDghw7ddmeZO/kyOG5wl2JQ2461UvmitBxLiUyRygA/EWwKZmTiSKDl1mP+UPlyTv9ziA2OZU/5Hq5fdD2l9aUePf+aw2tYlbcKs9HMXSfd5dFzCxHIRvQYweOTHpe+5z7SM7wn95x8DwANjgZA2o4JIYQQLVFaj+22eS75orQdk+SLEEIcTxfJl5deeon+/fsTEhLCmDFjWLlyZavHL1++nDFjxhASEkJaWhqvvPLKcceUl5dz++23k5SUREhICJmZmSxcuNBbP4LQgJJ82VuxF4C4kDhiQmI0jEh4g9lo5pJB7tkv83bN69BtlbZj6bHpXYqhPZUvB6qOznuRlmN+5ZSeja3HjlVj1/fMF4Be4b1465y3SAhNILssm+u/u54jtUc8cm6ny8nzvzwPwOUZl8ssIyGErl086GLGJo1V/y3JFyGEEOJ4k5InAbDPvq/NmabtVV5fDiCbToQQogWaJ18+/vhj7rrrLu6//35++eUXJk+ezLnnnsuBAwdaPH7//v3MmDGDyZMn88svv/CXv/yF3//+93z66afqMVarlalTp5KTk8P8+fPZtWsXr732GsnJyb76sYQPKDM8lFY7/aL6aRiN8KaLB12MyWBiQ+EG9pXva9dtiuuKOVJ3BAOGLidfQk3uvvENjgacLmeLxxysOghASlRKl64lfOvkXicDsL5w/XFzX5TKl1CLvucGDIgZwFvT3yIxLJG9FXu5btF1FNQUdPm8m62b2V2+m0hLJDePuNkDkQohhPcYDAYeHv+wOuslyhKlcURCCCGE/gyMGUjPsJ7YsbOpaJNHzimVL0IIcWJmrQN47rnnuOGGG7jxxhsBeP7551m0aBEvv/wyTz755HHHv/LKK/Tt25fnn38egMzMTDZs2MCzzz7L7NmzAXjzzTcpLS1l9erVWCzuIeWpqamtxtHQ0EBDQ4P678rKSgBsNhs2m63LP6c/U35+vf0eDM7mrZ1SI1N1F6PwjLigOKYkT+HHQz/y0c6P+L8x/9fmbXYc2QG4K1EsWDp131BuY3Q15qmr66tbHOKbW5ELQHJYstwP/UhmTCZBxiCK64rZXbK72dwoZWhzMMG6/5smhyXz+tmvc/MPN5Nbmcu1317Lf8/6L70jenfqfFV1VSypXwLADcNuINwUrvvfgRBdpdf3O6L9eob05J9T/smaw2sYlTBK/pbtJPd90V3JfV90V+N6juPL/V+yMm8lE3pP6PL5SmvdrY+jLFHyeBK6Jc/5wpM6cj/SNPlitVrZuHEj9957b7OvT5s2jdWrV7d4mzVr1jBt2rRmX5s+fTpvvPEGNpsNi8XCV199xfjx47n99tv58ssv6dGjB3PnzuXPf/4zJpOpxfM++eSTPPLII8d9ffHixYSF6bffvy8tWbJE6xCa2Wnb2ezf9Xn10lougPW1uVsefZ79OYMKBhFkCGr1+JX17vaFkfWRXb5frFza2ApxwXcLCDce34ZqZ6X7/pi/PZ+F2XI/9CfJxmT2O/fzztJ3ODX4VPXrRyrd7bu2bNxC5a+VWoXXIVearuRN45vk1eRx5ddXcn3E9cSb4jt8nh/rf6TKVUWMMYbofdEs3C/3adF96O39jui4QQxiyWH5O3aU3PdFdyX3fdHdhFnda1w/7P2B4UeGd/l8O2rcGx8L9hWwMF8+Nwh9k+d84Qm1tbXtPlbT5EtxcTEOh4OePXs2+3rPnj0pKGi5ZUpBQUGLx9vtdoqLi0lKSmLfvn0sXbqUK6+8koULF7J7925uv/127HY7Dz74YIvnve+++7j77rvVf1dWVpKSksK0adOIiurebQtsNhtLlixh6tSpaiWRHkTnR/PesvfUf5879ly1f6kIPE6Xk++/+p68mjwMgw3MGDCj1eNXrVoFuXDakNOYMbT1Y09Eue9Pnzadv336N6xOK5POmERSeFKz4+xOOw/PexiAS86+hF7hvTp1PaGNQ1sP8crWV6jvUc+MSY33lX99/i+ogzMnncnguMEaRtgxU2uncvPSm8mpzOFd+7v8d8p/m1X0tKWkroQnvn4CgD+e8kdmDpjprVCF0BW9vt8Rwtvkvi+6K7nvi+5qfO14Pv7iY4qdxYyYMoI+EX26dL4FSxdAAYwfPZ4Z/Tv32VsIb5PnfOFJSses9tC87Ri4ezQ35XK5jvtaW8c3/brT6SQxMZFXX30Vk8nEmDFjyM/P55lnnjlh8iU4OJjg4ODjvm6xWORBeZTefhfBluZ/r4HxA3UVn/C8SzMu5flNz/PZ3s+4ZPAlrR6bXZ4NwJCEIV2+X1gsFkLMIVitVuwG+3HnK6wqxO60E2QMIjk6GaNB83FaogPG9h7LK1tfYWPRRsxms/paUmevAyAqNMqvnlt6R/fmrXPe4reLf8ue8j389off8vq01xkUO6hdt39tw2vU2mtJNiUzI22GX/3sQniC3t7vCOErct8X3ZXc90V3ExsWS19TX3IcOfxc+DP9Y9u/UaslFVb3HN6EsAR5LAndk+d84QkduQ9pukKYkJCAyWQ6rsqlqKjouOoWRa9evVo83mw2Ex/vbq2SlJREenp6sxZjmZmZFBQUYLVaPfxTCK2YjY25wyBjEL3DOzfbQPiPiwZdhNloZmvxVnaU7DjhcfX2enIqcwDIiM3wyLVDzCHquY91oOoAACmRKZJ48UPDewwn2BRMSX0J+yv3A+6kfq3dXUYaZva/1pMJoQm8Of1NMuMyKa0v5fpF15NVktXm7faW7+XT3Z8CcE7oOa1uhBBCCCGEEEL4p0EW98asn/J+6vK5yhrKAIgNie3yuYQQItBoukoYFBTEmDFjjuu3t2TJEiZMaHno1/jx4487fvHixZx88slq1mnixIns2bMHp9OpHpOdnU1SUhJBQa3PiRD+o2nypV90P0zGluf5iMARFxLH1NSpAHyS/ckJj9tbvheHy0FscCyJYYkeuXaoORRoOflysPIgAClRKR65lvCtYFMwI3uMBGD94fUA1DvqcbrcryHhluNn/PiD2JBYXpv2GsMThlPeUM4Ni29g65Gtrd7mnxv/icPl4Iw+Z9Df3LUdcEIIIYQQQgh9SjenA7CuYB1WR9c2KZfXlwMQExzTxaiEECLwaL5F++677+b111/nzTffJCsriz/84Q8cOHCAW265BXDPYvnNb36jHn/LLbeQm5vL3XffTVZWFm+++SZvvPEG99xzj3rMrbfeSklJCXfeeSfZ2dl88803PPHEE9x+++0+//mE95gNjcmXjswzEP5tTvocAL7Z9w3V1uoWj9lZuhOAjLgMj+3cDza529y1VvnSN7KvR64lfO/kXicDsL7QnXyptTUOT1OqnvxRdHA0r059ldGJo6myVvHbJb/ll6JfWjx23eF1LD+0HJPBxB2j7vBxpEIIIYQQQghf6WXqRUJoAnX2OjYWbuz0eersddQ73J+RpfJFCCGOp3ny5bLLLuP555/n0UcfZdSoUaxYsYKFCxeSmpoKwOHDhzlw4IB6fP/+/Vm4cCHLli1j1KhRPPbYY7zwwgvMnj1bPSYlJYXFixezfv16RowYwe9//3vuvPNO7r33Xp//fMJ7mla6SPKl+xjTcwxp0WnU2ev4Zt83LR6zq2wX4LmWY9C4AF/nqDvue5J88X+n9joVgPUF65u1HAs1h/p9K7mIoAheOfsVTul1CjW2Gm5ecjPrDq9rdozT5eTZDc8CcGn6pfSL6qdBpEIIIYQQQghfMBgMTEhyd5xZlbeq0+dRql4sRotftmsWQghv08WK0m233UZOTg4NDQ1s3LiRKVOmqN97++23WbZsWbPjTzvtNDZt2kRDQwP79+9Xq2SaGj9+PGvXrqW+vp69e/fyl7/8pdkMGOH/mrYd6x8lyZfuwmAwMCfDXf3ycfbHuFyu447ZVXo0+RLnueRLqEnajgWy4QnuuS+l9aXsr9ivVr74a8uxY4VZwnjxrBeZ0HsCdfY6bvvhtmYfsr7Z9w1ZpVmEW8K5ddStGkYqhBBCCCGE8AUl+dKVuS+lDaUAxAbHyrxIIYRogS6SL0J0RrPki1S+dCuz0mYRYgphd9lufj3ya7PvOV1OtfJlcNxgj11TqXxpcDQcd72DVe7ki1S++K8gUxCjeowC3NUvSuVLIO3eCjWH8sKZL3Ban9NocDRwx9I7WH5wOfX2ev79y78BuHH4jcSFxGkcqRBCCCGEEMLbxiWNw2gwsrdiL4erD3fqHOq8l5AYzwUmhBABRJIvwm81nfmSGpWqYSTC16KDozmn/zkAzNs1r9n38qrzqLHVYDFa6Bfdz2PXVNuO2Zu3HSuqLcLqtGI2mukV3stj1xO+p8x9WVewTq18CbMETvIF3LOL/nn6Pzm779nYnDbuWnYXf1rxJw7XHKZnWE+uyrxK6xCFEEIIIYQQPhAVFMWIhBEA/JTfueqXsoYywF35IoQQ4niSfBF+KykiiWHxw5iZNjPgFkhF2+aku1uPLcpZpO62gcaWYwNjBmIxWjx2vRCTO/lybNuxA5XueS99Ivo0q8YS/ueUXqcAsKFwAzW2GiCwKl8UFpOFZ057hnP7n4vdaefHgz8CcOdJd6pJRiGEEEIIIUTgm5Q8CYCfDnUu+SKVL0II0TpJvgi/ZTFa+HDWhzw1+SmtQxEaGJYwjMy4TKxOK1/u/VL9+s7SnYBnW45BY+VLveOY5EuVO/mSEinzXvzd8IThhJhCKK0vZVvxNiDwKl8UZqOZJyc9yQUDLgBgSPwQZqbN1DgqIYQQQgghhC9N6uNOvqw9vBabw9bh2yuVLzHBMZ4MSwghAoYkX4QQfslgMDAnw1398kn2J7hcLgB13ktGXIZHr3fCypejyZe+UTLvxd8FmYIYmTgSgOWHlgOBWfmiMBlNPDrxUd6Y9gavT3sdo0HeEgghhBBCCNGdZMZlEhcSR629ls1HNnf49krlS2yItB0TQoiWyEqLEMJvzeg/g3BLOLmVuawrWAc0th3LiPVw8uUEM1+UtmNS+RIYTunpbj22r2IfELiVLwqjwcipSacSGRSpdShCCCGEEEIIHzMajEzsPRGAlXkrO3x7qXwRQojWSfJFCOG3wixhzEqbBcC8XfOoaKjgcM1hANLj0j16LbXt2IkqXyKl8iUQKHNfFOGWcI0iEUIIIYQQQgjvm5jsTr6sylvV4duWN5QDEBcS58mQhBAiYEjyRQjh1y5NvxSApQeWsjp/NQDJEclEBUV59Dqh5lAAGhwN6tdcLhcHKw8C0nYsUAxLGKa2mIPAbjsmhBBCCCGEEBN6T8CAgeyybAprCjt027J6qXwRQojWSPJFCOHXMuIyGNVjFHaXnX9u/Kf7ax5uOQYtz3w5UneEekc9JoOJ3uG9PX5N4XtBpiBGJY5S/x3obceEEEIIIYQQ3VtsSCzDE4YDsCq/Y9UvSuWLzHwRQoiWSfJFCOH35mTMAVBbjmXEeSH5osx8cTTOfFHmvSSFJ2ExWTx+TaGNpq3HlIonIYQQQgghhAhUSuuxn/J+avdtXC4X5fXlgFS+CCHEiUjyRQjh96b1m0Z0cLT6b28mX5pWvhyskpZjgahp8kVmvgghhBBCCCEC3aTkSQCszV+L3Wlv122qbdXYXe5jJfkihBAtk+SLEMLvBZuCuXDAheq/B8cN9vg1Wmo7dqDKXfmSEpni8esJ7QyLb5z7IjNfhBBCCCGEEIFuaPxQYoJjqLJVseXIlnbdRql6CTWHqpsVhRBCNCfJFyFEQLg041IsRgtJ4Ulemb+iVr44miRfjrYd6xsplS+BxGKycEbfMzAbzAyMGah1OEIIIYQQQgjhVSajifG9xwPtbz1W2lAKQGywzHsRQogTkeSLECIgpEal8tGsj3hz+psYDAaPn1+d+WJvnPmitB1LjUr1+PWEtp6Y9ARL5ywlLSZN61CEEEIIIYQQwusmJ08G2p98Uee9hMR4KSIhhPB/Zq0DEEIIT0mPTffauUNN7sHrDY4GwD1cUG07FiVtxwKN2WgmNkR2cAkhhBBCCCG6B6XyJas0i+K6YhJCE1o9vqyhDJDKFyGEaI1UvgghRDuobceOznwprS+lxlaDAQN9IvpoGZoQQgghhBBCCNElCaEJDIkfAsCqvFVtHi+VL0II0TZJvgghRDsoyZcGRwNOl1NtOZYUnkSQKUjL0IQQQgghhBBCiC6blDwJaF/rMal8EUKItknyRQgh2iHEFKL+f729XlqOCSGEEEIIIYQIKEryZXX+ahxOR6vHljeUAxATHOPlqIQQwn9J8kUIIdoh2BSs/n+9o54Dle7kS9/IvlqFJIQQQgghhBBCeMzwhOFEBkVSaa1ka/HWVo8tqz9a+SKzMoUQ4oQk+SKEEO1gMpoIMrrbizWtfJHkixBCCCGEEEKIQGA2mpnQewIAq/Jbn/silS9CCNE2Sb4IIUQ7KXNf6u31HKx0z3yRtmNCCCGEEEIIIQLFxN4TAfjpUOtzX6TyRQgh2ibJFyGEaCc1+eKQyhchhBBCCCGEEIFHmfuyvWQ7pfWlJzxOqXyJDZbkixBCnIgkX4QQop1CzaEAFNYUUmmtBKBPZB8tQxJCCCGEEEIIITymR1gPMmIzcOFidf7qFo9xOB1UNFQAEBMS48PohBDCv0jyRQgh2inE5K58yS7LBiAxLFFNyAghhBBCCCGEEIFAqX75Ka/l1mOV1kpcuACIDo72WVxCCOFvJPkihBDtFGwOBhqTL9JyTAghhBBCCCFEoFGSL6vzVuN0OY/7flm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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nonstatgev.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "2474feff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Fitted Time-Dependent GEV model for skew_surge\n", + "======================================================================\n", + "\n", + "Location Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Beta0 0.5935 0.0103 [ 0.5734, 0.6137]\n", + "Beta_cov1 0.0421 0.0114 [ 0.0198, 0.0645]\n", + "Beta_cov2 0.0256 0.0099 [ 0.0063, 0.0449]\n", + "\n", + "Scale Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Alpha0 -2.5428 0.0052 [ -2.5530, -2.5326]\n", + "Alpha_cov1 0.1901 0.0937 [ 0.0063, 0.3738]\n", + "Alpha_cov2 0.0582 0.0929 [ -0.1238, 0.2402]\n", + "\n", + "Shape Parameters\n", + "----------------------------------------------------------------------\n", + "Parameter Estimate Std. Error 95% CI \n", + "----------------------------------------------------------------------\n", + "Gamma0 -0.0760 0.0807 [ -0.2341, 0.0821]\n", + "Gamma_cov1 0.0061 0.0517 [ -0.0952, 0.1074]\n", + "Gamma_cov2 -0.0742 0.1082 [ -0.2863, 0.1380]\n", + "\n", + "Fit Statistics\n", + "----------------------------------------------------------------------\n", + "Log-likelihood: 75.6386\n", + "AIC: -133.2771\n", + "Number of parameters: 9\n" + ] + } + ], + "source": [ + "nonstatgev.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "3f6eefc6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nonstatgev.returnperiod_plot(monthly_plot=False)\n" + ] + } + ], + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/distributions/POT.ipynb b/toolkit/distributions/POT.ipynb new file mode 100644 index 00000000..d2fade63 --- /dev/null +++ b/toolkit/distributions/POT.ipynb @@ -0,0 +1,248 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from bluemath_tk.distributions.pot import OptimalThreshold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Optimal Threshold Selection \n", + "\n", + "Select optimal threshold for an exponential randomly generated data using the Studentized Residuals Method, Mínguez (2025) [1]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data = np.random.exponential(scale=2.1, size=20*365) # 20 years of daily data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "threshold = 0 # Initial threshold\n", + "n0 = 10 # Minimum number of exceedances\n", + "min_peak_distance = 2 # 2 days between peaks\n", + "siglevel=0.05\n", + "\n", + "# Inicializar la clase\n", + "opt_thres = OptimalThreshold(\n", + " data=data,\n", + " method=\"studentized\",\n", + " plot=True\n", + ")\n", + "\n", + "# Obtener los picos\n", + "threshold, pks, pks_idx = opt_thres.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
, )" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "opt_thres.potplot()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3.14780683])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Independent POT plot" + ] + }, + { + "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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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from bluemath_tk.distributions.pot import potplot\n", + "\n", + "time = np.linspace(2000, 2020, num = 365*20)\n", + "potplot(\n", + " data=data,\n", + " threshold=10,\n", + " time=time,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mean Residual Life Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.distributions.pot import mrlp" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = mrlp(data, threshold=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# References\n", + "\n", + "[1] Mínguez, R. (2025). Automatic Threshold Selection for Generalized\n", + " Pareto and Pareto–Poisson Distributions in Rainfall Analysis: A Case\n", + " Study Using the NOAA NCDC Daily Rainfall Database. Atmosphere, 16(1),\n", + " 61. https://doi.org/10.3390/atmos16010061" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-good", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/toolkit/mesh/XYZ_grid.ipynb b/toolkit/mesh/XYZ_grid.ipynb new file mode 100644 index 00000000..0bff8c76 --- /dev/null +++ b/toolkit/mesh/XYZ_grid.ipynb @@ -0,0 +1,755 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "234adcf7", + "metadata": {}, + "source": [ + "# pymesh2D: Mesh Generation from XYZ Bathymetry\n", + "\n", + "[![GitHub](https://img.shields.io/badge/GitHub-pymesh2d-blue?logo=github)](https://github.com/GeoOcean/pymesh2d)\n", + "\n", + "This notebook demonstrates how to use **pymesh2D** to generate unstructured triangular meshes from bathymetric data stored in XYZ format. \n", + "`pymesh2D` is a Python-based mesh generator for two-dimensional polygonal geometries, providing Delaunay-based triangulation algorithms.\n", + "\n", + "**Repository:** [https://github.com/GeoOcean/pymesh2d](https://github.com/GeoOcean/pymesh2d)\n", + "\n", + "---\n", + "\n", + "## Table of Contents\n", + "\n", + "1. [Data Loading](#1-loading-xyz-bathymetric-data)\n", + "2. [Coastline Extraction](#2-coastline-polygon-extraction)\n", + "3. [Polygon Preprocessing](#3-polygon-resampling-and-preparation)\n", + "4. [Mesh Generation](#4-mesh-generation-with-delaunay-refinement)\n", + "5. [Mesh Quality Optimization](#5-mesh-smoothing-and-quality-control)\n", + "6. [Bathymetry Interpolation](#6-bathymetry-interpolation)\n", + "7. [Export](#7-export-to-grid-formats)" + ] + }, + { + "cell_type": "markdown", + "id": "e3a444f0", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 1. Loading XYZ Bathymetric Data\n", + "\n", + "Load bathymetric data from an XYZ file (space-separated format with Longitude, Latitude, and Depth columns):\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2bbf3275", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "dat_path = \"Bahia_Sant_5m.xyz\"\n", + "\n", + "batimetry = pd.read_csv(dat_path, sep='\\s+', header=None, names=[\"Longitude\", \"Latitude\", \"Depth\"])" + ] + }, + { + "cell_type": "markdown", + "id": "c5dd044f", + "metadata": {}, + "source": [ + "### Visualize the Bathymetry\n", + "\n", + "Let's plot the elevation data using a terrain colormap:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3e4b75be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Latitude')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "ax.set_title(\"Bathymetry Scatter Plot\")\n", + "cbar = plt.colorbar(ax.scatter(batimetry[\"Longitude\"][::10], batimetry[\"Latitude\"][::10], c=batimetry[\"Depth\"][::10], cmap='terrain', s=1/2), ax=ax)\n", + "cbar.set_label(\"Depth (m)\")\n", + "ax.set_xlabel(\"Longitude\")\n", + "ax.set_ylabel(\"Latitude\")" + ] + }, + { + "cell_type": "markdown", + "id": "b7f2d442", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 2. Coastline Polygon Extraction\n", + "\n", + "Now we extract the coastline by identifying the **zero-elevation contour** (sea level). \n", + "The `getiso_polygone` function extracts polygons where elevation ≤ 0 (i.e., the ocean areas)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "240a6dfb", + "metadata": {}, + "outputs": [], + "source": [ + "import pyproj\n", + "\n", + "crs = pyproj.CRS.from_epsg(4326)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cb8a8257", + "metadata": {}, + "outputs": [], + "source": [ + "from pymesh2d.geom_util.getiso import getiso_polygone\n", + "\n", + "lon = batimetry[\"Longitude\"]\n", + "lat = batimetry[\"Latitude\"]\n", + "zdat = batimetry[\"Depth\"]\n", + "\n", + "# Target mesh resolution in meters (raster resolution)\n", + "raster_resolution = 75\n", + "\n", + "# Extract ocean polygon (elevation <= 0)\n", + "polygone_intersection = getiso_polygone(lon, lat, zdat, zmax=0, grid_res=2000)" + ] + }, + { + "cell_type": "markdown", + "id": "5088b221", + "metadata": {}, + "source": [ + "### Visualize the Extracted Coastline\n", + "\n", + "Overlay the extracted polygon on the bathymetry:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a43460f0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import geopandas as gpd\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "cbar = plt.colorbar(ax.scatter(batimetry[\"Longitude\"][::10], batimetry[\"Latitude\"][::10], c=batimetry[\"Depth\"][::10], cmap='terrain', s=1/2), ax=ax)\n", + "gdf = gpd.GeoDataFrame(geometry=[polygone_intersection], crs=crs)\n", + "gdf.plot(ax=ax, facecolor=\"grey\", alpha=0.3, edgecolor=\"black\", linewidth=2);" + ] + }, + { + "cell_type": "markdown", + "id": "a77acd1a", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 3. Polygon Resampling and Preparation\n", + "\n", + "Before mesh generation, we need to:\n", + "1. **Reproject** the polygon to UTM coordinates (for accurate distance calculations)\n", + "2. **Resample** the polygon vertices to achieve uniform spacing matching our target resolution" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "886996e8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from pymesh2d.geom_util.poly_util import resample_polygon\n", + "from pymesh2d.geom_util.proj_util import get_utm_crs_from_crs, reproject_geometry\n", + "\n", + "# Reproject to UTM for metric calculations\n", + "polygone_intersection_UTM = reproject_geometry(\n", + " polygone_intersection, crs, get_utm_crs_from_crs(crs)\n", + ")\n", + "\n", + "# Resample polygon vertices to target resolution\n", + "polygone_intersection_resampled_UTM = resample_polygon(\n", + " polygone_intersection_UTM, raster_resolution\n", + ")\n", + "\n", + "# Visualize the resampled polygon\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "\n", + "x, y = polygone_intersection_resampled_UTM.exterior.xy\n", + "ax.scatter(x, y, color=\"red\", s=1, label=\"Exterior boundary\")\n", + "ax.plot(x, y, color=\"black\", lw=1)\n", + "\n", + "for i, hole in enumerate(polygone_intersection_resampled_UTM.interiors):\n", + " xh, yh = hole.xy\n", + " label = \"Island boundaries\" if i == 0 else None\n", + " ax.scatter(xh, yh, color=\"blue\", s=1, label=label)\n", + " ax.plot(xh, yh, color=\"gray\", linestyle=\"--\", lw=1)\n", + "\n", + "ax.set_xlabel(\"Easting (m)\")\n", + "ax.set_ylabel(\"Northing (m)\")\n", + "ax.set_title(\"Resampled Polygon: Nodes and Edges\")\n", + "ax.axis(\"equal\")\n", + "ax.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "3f5a3132", + "metadata": {}, + "source": [ + "### Create Bounding Box and Final Domain\n", + "\n", + "We create a bounding box polygon and intersect it with the coastline to define our final mesh domain:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f929fc3", + "metadata": {}, + "outputs": [], + "source": [ + "from shapely.geometry import Polygon\n", + "from pymesh2d.geom_util.poly_util import buffer_area\n", + "\n", + "min_lat = 43.5 # min(lat)\n", + "# Create bounding box polygon\n", + "poly_bbox = Polygon([\n", + " (min(lon), min_lat),\n", + " (min(lon), max(lat)),\n", + " (max(lon), max(lat)),\n", + " (max(lon), min_lat),\n", + " (min(lon), min_lat),\n", + "])\n", + "\n", + "# Reproject to UTM and apply small negative buffer\n", + "poly_bbox_UTM = reproject_geometry(poly_bbox, crs, get_utm_crs_from_crs(crs))\n", + "poly_bbox_UTM = buffer_area(poly_bbox_UTM, -0.06)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7cf828e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pymesh2d.geom_util.poly_util import polygon_to_node_edge\n", + "\n", + "# Compute intersection to get final domain\n", + "polygone_final_UTM = polygone_intersection_resampled_UTM.intersection(poly_bbox_UTM)\n", + "node, edge = polygon_to_node_edge(polygone_final_UTM)\n", + "\n", + "# Visualize the final domain\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "\n", + "for e in edge.astype(int):\n", + " ax.plot(node[e, 0], node[e, 1], \"k-\", lw=0.5)\n", + "ax.scatter(node[:, 0], node[:, 1], color=\"red\", s=2)\n", + "\n", + "ax.set_xlabel(\"Easting (m)\")\n", + "ax.set_ylabel(\"Northing (m)\")\n", + "ax.set_title(f\"Final Domain: {len(node)} nodes, {len(edge)} edges\")\n", + "ax.axis(\"equal\");" + ] + }, + { + "cell_type": "markdown", + "id": "cacac4b3", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 4. Mesh Generation with Delaunay Refinement\n", + "\n", + "Now we generate the mesh using **Delaunay refinement**. We also define a **mesh sizing function** (`hfun`) based on wave dispersion characteristics, which controls element sizes based on local water depth." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "482178c9", + "metadata": {}, + "outputs": [], + "source": [ + "from pymesh2d.geomesh_util.depth_field import depth_field_from_dat\n", + "from pymesh2d.geomesh_util.hfun_dispercion import hfun_wavenumhunt\n", + "\n", + "# Create depth field for mesh sizing function\n", + "depth_field = depth_field_from_dat(\n", + " lat, lon, zdat,\n", + " input_crs=crs, \n", + " output_crs=get_utm_crs_from_crs(crs), \n", + ")\n", + "\n", + "# Define mesh sizing function based on wave dispersion\n", + "def hfun(test):\n", + " \"\"\"Mesh sizing function based on wave characteristics.\n", + " \n", + " Uses the Hunt approximation for wave number to determine\n", + " appropriate element sizes based on water depth.\n", + " \"\"\"\n", + " return hfun_wavenumhunt(\n", + " test, \n", + " depth_field, \n", + " T=60 * 60 * 1, # Wave period (1 hours)\n", + " N=10, # Elements per wavelength\n", + " zmin=1, # Minimum depth\n", + " hmin=raster_resolution # Minimum element size\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "fb867afa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Refine triangulation...\n", + "\n", + " -------------------------------------------------------\n", + " |ITER.| |CDT1(X)| |CDT2(X)| \n", + " -------------------------------------------------------\n", + " 6 531 493\n", + " 10 551 685\n", + " 20 572 2700\n", + " 30 574 3026\n", + " 30 574 3026\n", + "\n", + "\n", + " Smooth triangulation...\n", + "\n", + " -------------------------------------------------------\n", + " |ITER.| |MOVE(X)| |DTRI(X)| \n", + " -------------------------------------------------------\n", + " 0 1188 3034\n", + " 4 986 2972\n", + " 8 229 2974\n", + " 12 0 2974\n", + "\n" + ] + } + ], + "source": [ + "from pymesh2d.refine import refine\n", + "from pymesh2d.smooth import smooth\n", + "\n", + "# Mesh refinement options\n", + "opts = {\"kind\": \"delaunay\"}\n", + "\n", + "# Generate initial mesh with Delaunay refinement\n", + "vert_UTM, etri, tria, tnum = refine(node, edge, [], opts, hfun)\n", + "\n", + "# Smooth the mesh for better quality\n", + "vert_UTM, etri, tria, tnum = smooth(vert_UTM, etri, tria, tnum)" + ] + }, + { + "cell_type": "markdown", + "id": "b3217b46", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 5. Mesh Smoothing and Quality Control\n", + "\n", + "After refinement, we analyze mesh quality by computing **circumcenters** and identifying potentially problematic small flow links." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "98997b56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pymesh2d.geom_util.proj_util import reproject_node\n", + "from pymesh2d.mesh_util.tricon import tricon\n", + "from pymesh2d.mesh_util.circo import small_flow_centers\n", + "\n", + "# Compute triangle connectivity\n", + "edge_cc, _ = tricon(tria, None)\n", + "\n", + "# Find circumcenters and identify small flow links\n", + "circumcenters_UTM, nlinktoosmall = small_flow_centers(\n", + " vert_UTM, tria, edge_cc, \n", + " removesmalllinkstrsh=0.11, \n", + " conn=None\n", + ")\n", + "\n", + "# Reproject back to geographic coordinates\n", + "vert = reproject_node(vert_UTM, get_utm_crs_from_crs(crs), crs)\n", + "circumcenters = reproject_node(circumcenters_UTM, get_utm_crs_from_crs(crs), crs)\n", + "\n", + "# Visualize the mesh\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "\n", + "ax.triplot(vert[:, 0], vert[:, 1], tria[:, 0:3], color=\"steelblue\", lw=0.3)\n", + "\n", + "if nlinktoosmall > 0:\n", + " ax.scatter(circumcenters[:, 0], circumcenters[:, 1], \n", + " color=\"red\", s=5, zorder=5,\n", + " label=f\"Circumcenters too close for Delft3D FM execution ({nlinktoosmall} links)\")\n", + "\n", + "ax.set_xlabel(\"Longitude (°)\")\n", + "ax.set_ylabel(\"Latitude (°)\")\n", + "ax.set_title(f\"Generated Mesh: {len(vert)} vertices, {len(tria)} triangles\")\n", + "ax.axis(\"equal\")\n", + "ax.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "0263d4c3", + "metadata": {}, + "source": [ + "### Circumcenter Distance Control for Delft3D FM\n", + "\n", + "For numerical models like **Delft3D FM**, it is essential to control the distance between circumcenters of adjacent triangles. \n", + "Small flow links (i.e., circumcenters that are too close together) can cause numerical instabilities in the hydrodynamic computations.\n", + "\n", + "The `removesmalllinkstrsh` parameter in the smoothing step allows automatic detection and correction of these problematic elements:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "9aaf23b7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Refine triangulation...\n", + "\n", + " -------------------------------------------------------\n", + " |ITER.| |CDT1(X)| |CDT2(X)| \n", + " -------------------------------------------------------\n", + " 6 531 493\n", + " 10 551 685\n", + " 20 572 2700\n", + " 30 574 3026\n", + " 30 574 3026\n", + "\n", + "\n", + " Smooth triangulation...\n", + "\n", + " -------------------------------------------------------\n", + " |ITER.| |MOVE(X)| |DTRI(X)| \n", + " -------------------------------------------------------\n", + " 0 1188 3034\n", + " 4 996 2968\n", + " 8 244 2968\n", + " 12 2 2968\n", + "\n" + ] + } + ], + "source": [ + "# Alternative approach: combine refinement and smoothing with options\n", + "opts_refine = {\"kind\": \"delaunay\"}\n", + "opts_smooth = {\"removesmalllinkstrsh\": 0.11}\n", + "\n", + "vert_UTM_c, etri_c, tria_c, tnum_c = refine(node, edge, [], opts_refine, hfun)\n", + "vert_UTM_c, etri_c, tria_c, tnum_c = smooth(vert_UTM_c, etri_c, tria_c, tnum_c, opts_smooth)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "873879cc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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u9Ai/o6FDh1o8EQgICMDgwYM7bcu8vLw+TQNmMBiwefNmjBkzBkOGDLF4zfQoPTg4GLt27cKqVavw1FNP4eOPP0Z2dra52YC/vz9WrVqFzz77DG+++SZycnJw7NgxrF69GmKxGAA6PcJub9CgQRg9erRFhgS9Xo9vvvkGS5YsMddubt26FV5eXpg3b57F95CUlARPT89OtZgxMTFYsGCBw9tm//79aGxsxP/8z/906hRoahqSkpKCzMxMrF27FtXV1eYyNTc3Y86cOTh69Ki5dtzb2xunT59GSUmJw2XqisFgwJ133om6ujq8//77Fq89/PDDyMjIwH333Yfr16/j6tWruPvuu1FaWgrg5+/G9H03Njbi4MGDuOeee3DPPffgwIEDICKLJluAsVnKjBkz8NFHH2Hbtm347W9/i1dffRX//Oc/e/151q1bZ7VWu6P28zQ3N6OqqgpTpkwBEXVqzgUYa+nbmz59usUxt2fPHojFYtx///3maUKhsNN51prt27fDYDBg1apVFvtncHAwEhISzPunl5cXAGDv3r02ZeRgv35uA10Axn4JTIGuKTDuSleBc8c0WXFxcRAKhb0KotoHvcDPJ/CIiAir03sK/kzuv/9+ZGdnIzk52aI9Y2ZmJlJTUzu1nzapqKgAYMyEIBQKERcXZ/F6+17y9li7di3efPNNPPnkk0hOTsaf/vQnq/NlZmYCgDlA70ipVAIApFIpXn/9dfzxj39EUFAQJk2ahFtuuQV33303goODLd7TcRsDgI+Pj83b0lmOHDmC4uJiPPnkk51eMwUbq1atsujVf/vtt+Ouu+5CcnIyfve73wEA/vOf/6C1tRVPPfUUnnrqKQDAb37zG8TFxWH79u09prFbvXo1/vSnP6G4uBhhYWE4fPgwKioqLJrMZGZmor6+3tzUpiPTfmISExNjwxbomqnt9vDhw7ucx7RvdPdIvb6+Hj4+Pvjf//1frFu3DhEREUhKSsLNN9+Mu+++G7Gxsb0qJ2C8Ed6zZw8+//xzjBo1yuK13//+9ygsLMQbb7yBzz77DAAwbtw4PPPMM3jllVfM343p+zZlpDCJjIzEtGnTkJycbJ62efNmPPDAA8jIyEB4eDgAYMWKFTAYDHj22WexZs0ai2PcXrZ+dwUFBfjb3/6G77//vtOx07E9rikdYHsdj7n8/HyEhIR0ujGOj4/vsSyZmZkgIqupCwGYbw5jYmLwhz/8AW+99RY2btyI6dOnY+nSpfjNb35jPqcy18IBMWMwBpUhISG4fPlyt/NdvnwZYWFh5uCrK85IF2WqubV1OtmQdujdd9/Fpk2b8OWXX2L06NEWrxkMBowYMQJvvfWW1fd2DMSdZc2aNXjuuedw//33w8/PD/Pnz7c6n6mG74svvugU2AKAm9vPp7MnnngCS5Yswbfffou9e/fir3/9KzZs2ICffvoJY8aMMc/Xm23pTBs3boRQKMSaNWs6vRYaGgqgc8cpkUgEPz8/i0DCy8sL3333HQoKCpCXl4eoqChERUVhypQp5jy53Vm9ejWee+45bN26FU888QS+/vpreHl5YeHCheZ5DAYDAgMDsXHjRqvL6Bjs2FLD2FumfeONN97otF+bmALOVatWYfr06dixYwf27duHN954A6+//jq2b9+ORYsWOVyGF198ER9++CFee+013HXXXVbneeWVV/DUU0/h2rVr8PLywogRI8w3gIMGDQLQ9fcNGNv7t69x/fDDDzFmzBhzMGyydOlSfPrpp7h48SLmzp3r8Gey5bvT6/WYN28eampq8OyzzyIxMREeHh4oLi7GPffc06ndelfHnLMYDAYIBALs3r3b6rra3xS++eabuOeee/Ddd99h3759WL9+PTZs2IBTp0512qbs148DYsba3HLLLfj4449x/PhxTJs2rdPrx44dQ15entXOP5mZmRa1KVlZWTAYDBYZBwY6p+qxY8fw1FNP4YknnjB3qGsvLi4Oly5dwpw5c7ota1RUFAwGA7Kzsy1qhdPT0x0qV2RkJKZOnYrDhw/joYcesghsO5YPMAYFtlzk4+Li8Mc//hF//OMfkZmZidGjR+PNN9/El19+6VA5+4parca2bdtw0003mYOh9pKSkgAAxcXFFtM1Gg2qqqqs1uhHRkaaa7/r6upw/vx53HbbbT2WJSYmBhMmTMCWLVvw6KOPYvv27Vi+fDmkUql5nri4OBw4cABTp07tVbBr6/Fg+t6vXr3aZQ2haR6lUmnTvhESEoKHH34YDz/8MCoqKjB27Fi88sorDgfEH3zwAV544QU88cQTePbZZ7ud18fHx+L8cuDAAYSHhyMxMREAMGLECIjF4k7fNwCUlJRYfN/l5eXw8fHpNJ+pY6NOp+u2LM44J125cgUZGRn47LPPLDrR7d+/3+FlRkVF4dChQ2hpabGoJc7KyurxvXFxcSAixMTEmG8yujNixAiMGDECf/nLX5CcnIypU6fi3//+d5eDBrFfL25DzFibp59+GnK5HA8++CCqq6stXqupqcHvf/97uLu74+mnn+703vaDKAAwtx9sf4H18PAYsN7LpaWlWLVqFaZNm4Y33njD6jyrVq1CcXExPv74406vtba2orm5GcDPn+m9996zmKc3I169/PLLeP75581tr61ZsGABlEolXn31VatpxyorKwEALS0tFinvAONFUqFQdEofZyt70q7Z68cff0RdXZ3VmxTAmEnAVCPb/nN9+umn5tq57jz33HPQ6XRWm2NYs3r1apw6dQr/7//9P1RVVXXKMLJq1Sro9Xr8/e9/7/RenU5n8z5u6/Ewf/58KBQKbNiwodP3aqrJT0pKQlxcHP7xj39YHcjFtG/o9fpOj/ADAwMRGhrq8L6xZcsWrF+/HnfeeWeXT1e6e+/Zs2fxxBNPmJvDKBQK86AcaWlp5nlTU1ORnJxs8X0PGjQIFy9eREZGhsVyN23aBKFQiJEjR3a7fg8Pj16nGDPVwrZ/qkJEePfddx1epilbSftzkcFg6HSetWbFihUQiURWB+sgIvO5vaGhodMNw4gRIyAUCh3eF9iNjWuIGWuTkJCAzz77DHfeeSdGjBjRaaS6qqoqbNq0qVPbWQDIzc3F0qVLsXDhQpw8eRJffvkl1q5da9GOMCkpCQcOHMBbb72F0NBQxMTEmDvE9bX169ejsrISzzzzTKd8tCNHjsTIkSNx11134euvv8bvf/97HDp0CFOnToVer0daWhq+/vprcy7Z0aNHY82aNfjwww9RX1+PKVOm4ODBgzbV3nRl5syZmDlzZrfzKJVK/Otf/8Jdd92FsWPH4o477kBAQAAKCgqwa9cuTJ06Ff/85z+RkZGBOXPmYNWqVRg6dCjc3NywY8cOlJeXW6QOs4cp5ZotbcK/+OIL5OfnmzvqHD161FzbdNddd3XKW7tx40ZIpdIua3ClUineeOMNrFu3DjNmzMBdd92FgoICvPvuu5g+fTpWrFhhnve1117D1atXMXHiRLi5ueHbb7/Fvn378PLLL2P8+PE2fVZTp72nnnoKvr6+nWpcZ86ciQcffBAbNmxASkoK5s+fD7FYjMzMTGzduhXvvvuuRc7irth6PCiVSrz99tv43e9+h/Hjx2Pt2rXw8fHBpUuX0NLSgs8++wxCoRD/93//h0WLFmHYsGG49957ERYWhuLiYhw6dAhKpRI//PADGhsbER4ejpUrV2LUqFHw9PTEgQMHcPbsWbz55pvmdR4+fBizZs3qcdTFM2fO4O6774afnx/mzJnTqRnJlClTzG2Tjx49ipdeegnz58+Hn58fTp06hU8++QQLFy7E448/bvG+V199FQcPHsTs2bPNnVffe+89+Pr6WrSxf/rpp815uR999FH4+flh586d2L17N373u99ZfeLQ8TvYsmUL/vCHP2D8+PHw9PTEkiVLun1PR4mJiYiLi8NTTz2F4uJiKJVKbNu2rVft8JcvX44JEybgj3/8I7KyspCYmIjvv/8eNTU1ALqv2Y6Li8PLL7+M5557Dnl5eVi+fDkUCgVyc3OxY8cOPPDAA3jqqafw008/4dFHH8Xtt9+OQYMGQafT4YsvvoBIJLLpaQr7FRqg7BaM/WJdvnyZ1qxZQyEhISQWiyk4OJjWrFlDV65c6TSvKeXP9evXaeXKlaRQKMjHx4ceffTRTimi0tLSaMaMGeYUSaaUU12lXbM2ihqATimj2qcx61guk5kzZ1qkZWr/0z4tmEajoddff52GDRtGUqmUfHx8KCkpiV588UWqr683z9fa2krr168nPz8/8vDwoCVLllBhYaHdade60zHtmsmhQ4dowYIF5OXlRTKZjOLi4uiee+6hc+fOERFRVVUVPfLII+aRBb28vGjixIn09ddfWyynq208c+ZMmjlzZqd5bU271t22bp+qioiovr6eZDJZp5HKrNm0aRONGjWKpFIpBQUF0aOPPmpO/2eyc+dOmjBhAikUCnJ3d6dJkyZ1+ty2mDp1KgGg3/3ud13O89FHH1FSUhLJ5XJSKBQ0YsQIeuaZZ6ikpMQ8T3ejAdpzPBARff/99zRlyhSSy+WkVCppwoQJtGnTJot5Ll68SCtWrCA/Pz+SSqUUFRVFq1atooMHDxKRMc3Z008/TaNGjSKFQkEeHh40atQo+vDDDy2WYxrd79///ne328lU1q5+2qcHy8rKovnz55O/vz9JpVJKTEykDRs2kFqttrrs8+fP09y5c8nDw4MUCgUtW7aMMjIyOs13+vRpWrRoEQUHB5NYLKZBgwbRK6+8QlqtttuyExE1NTXR2rVrydvbmwCY93FTajVrKcmspV27fv06zZ07lzw9Pcnf35/uv/9+unTpUqdt0NUxbS1NZGVlJa1du5YUCgV5eXnRPffcQydOnCAAtHnz5m7fS2RM3TZt2jTy8PAgDw8PSkxMpEceeYTS09OJyDjK4G9/+1uKi4sjmUxGvr6+NGvWLDpw4ECP2439OgmIeABwxhz1wgsv4MUXX0RlZaVFEn7G2I3rmWeewaZNm5CVlWXRfpoNrG+//Ra33norjh8/jqlTpw50cdivDLchZowxxto5dOgQ/vrXv3IwPIA65szW6/V4//33oVQqMXbs2AEqFfs14zbEjDHGWDtnz54d6CK4vMceewytra2YPHky1Go1tm/fjuTkZLz66qv9ksqPuR4OiBljjDH2izJ79my8+eab2LlzJ1QqFeLj4/H+++/j0UcfHeiisV8pbkPMGGOMMcZcGrchZowxxhhjLo0DYsYYY4wx5tK4DbGDDAYDSkpKoFAoBnxIXsYYY4wx1hkRobGxEaGhoeYRIa3hgNhBJSUliIiIGOhiMMYYY4yxHhQWFiI8PLzL1zkgdpBCoQBg3MBKpXKAS8MYY4wxxjpqaGhARESEOW7rCgfEDjI1k1AqlRwQM8YYY4z9gvXUvJU71THGGGOMMZfGATFjjDHGGHNpHBAzxhhjjDGXxm2IGbsBERF0Oh30ev1AF4UxxhgbMCKRCG5ubr1OgcsBMWM3GI1Gg9LSUrS0tAx0URhjjLEB5+7ujpCQEEgkEoeXwQExYzcQg8GA3NxciEQihIaGQiKR8MAwjDHGXBIRQaPRoLKyErm5uUhISOh28I3ucEDM2A1Eo9HAYDAgIiIC7u7uA10cxhhjbEDJ5XKIxWLk5+dDo9FAJpM5tBzuVMfYDcjRO2DGGGPs18YZ10S+qjLGGGOMMZfGATFjjDHGGHNpHBAzxn4xBAIBvv3224EuBhtAeXl5EAgESElJGbAyEBEeeOAB+Pr6DnhZehIdHY133nnH/H9ZWRnmzZsHDw8PeHt7D1i5WNf68zw3Y8YMfPXVV71aRsd9zN7yf/rppw7vi1VVVQgMDERRUZFD77cHB8SMsX5RVlaGxx57DLGxsZBKpYiIiMCSJUtw8OBB8zylpaVYtGjRAJZyYHW88PSne+65B8uXLx+Qdf/S7NmzB59++il27tyJ0tJSDB8+3KnLFwgE5h8PDw8kJCTgnnvuwfnz53u97LfffhulpaVISUlBRkYGDh8+DIFAgLq6Oov5/vWvf2HkyJFQKpVQKpWYPHkydu/ebTFPdHS0uZxyuRzR0dFYtWoVfvrppx7LcdNNN1l8TtOPTqezeP21117r9N7FixdDIBDghRdecHg7/BK88MILGD16dKfp/XWe+/7771FeXo477rjDPE2lUuGRRx6Bn58fPD09cdttt6G8vNyu5fbnedrf3x933303nn/++T5fFwfEjLE+l5eXh6SkJPz000944403cOXKFezZswezZs3CI488Yp4vODgYUqm0y+Votdr+KO4NT6PRDHQRbmjZ2dkICQnBlClTEBwcDDc3+xMymQbP6conn3yC0tJSXLt2DR988AGampowceJEfP75570pOrKzs5GUlISEhAQEBgZ2OV94eDhee+01nD9/HufOncPs2bOxbNkyXLt2zWK+l156CaWlpUhPT8fnn38Ob29vzJ07F6+88kqPZbn//vtRWlpq8dN+W0ZERODTTz+1eE9xcTEOHjyIkJAQ+z74DaSn85yzvPfee7j33nstOpw9+eST+OGHH7B161YcOXIEJSUlWLFihV3L7a/ym9x7773YuHEjampq+nZFxBxSX19PAKi+vn6gi8JcSGtrK12/fp1aW1sHuih2WbRoEYWFhVFTU1On12pra81/A6AdO3YQEVFubi4BoM2bN9OMGTNIKpXSJ598QkRE//3vf2no0KEkkUgoODiYHnnkEYv3XLx40WL5AOjQoUNERHTo0CECQHv27KHRo0eTTCajWbNmUXl5Of3444+UmJhICoWC1qxZQ83Nzebl6PV6ev311ykuLo4kEglFRETQyy+/bH69oKCAbr/9dvLy8iIfHx9aunQp5ebmml9ft24dLVu2jN544w0KDg4mX19fevjhh0mj0RAR0cyZMwmAxY/JsWPHaNq0aSSTySg8PJwee+wxi20ZFRVFL730Et11112kUCho3bp1pFar6ZFHHqHg4GCSSqUUGRlJr776qtXv5/nnn++0btP2unz5Ms2aNYtkMhn5+vrS/fffT42NjRbb5cUXX6SwsDCSSCQ0atQo2r17t9X12LItrX2Hhw8fpvHjx5u/72effZa0Wq359a1bt9Lw4cPNZZwzZ47F9vn4448pMTGRpFIpDR48mD744IMuy7Zu3TqL7RAVFUVERCqVih577DEKCAggqVRKU6dOpTNnzpjfZ9qvfvzxRxo7diyJxWLzNuyo/X7e3t13300KhYJqamrM02z57t9++23z3+3L3vGzmKZ1xcfHh/7v//7P6rLb+9vf/kZCoZDS0tK6XNbMmTPp8ccf7/b1hx56iPz8/Oj48ePm6a+88gotWbKERo0aRc8//3yX7yci+vbbb2nMmDEklUopJiaGXnjhBfN+8eKLL1JISAhVVVWZ57/55pvppptuIr1eT0Q9b1uVSkXPPPMMhYeHk0Qiobi4OPP2+eSTT8jLy8uiPDt27DAft5988kmnbW86f3X8/ns6xno6d1hTUVFBAoGArl69ap5WV1dHYrGYtm7dap6WmppKAOjkyZNdLqvjfmDtPL1t2za66aabSC6X08iRIyk5Odk8f8dtVVFRQUlJSbR8+XJSqVRUU1NDa9euJX9/f5LJZBQfH0//7//9P4syxMTEWOybHXV3bbQ1XuOA2EEcELOBcCMGxNXV1SQQCLoMxtqzdqKNjo6mbdu2UU5ODpWUlNCHH35IMpmM3nnnHUpPT6czZ86YT9b2BMSTJk2i48eP04ULFyg+Pp5mzpxJ8+fPpwsXLtDRo0fJz8+PXnvtNfNynnnmGfLx8aFPP/2UsrKy6NixY/Txxx8TEZFGo6EhQ4bQb3/7W7p8+TJdv36d1q5dS4MHDya1Wk1ExouaUqmk3//+95Samko//PADubu700cffWTeTuHh4fTSSy9RaWkplZaWEhFRVlYWeXh40Ntvv00ZGRl04sQJGjNmDN1zzz3mskVFRZFSqaR//OMflJWVRVlZWfTGG29QREQEHT16lPLy8ujYsWP01VdfWd3ujY2NtGrVKlq4cKF53Wq1mpqamigkJIRWrFhBV65coYMHD1JMTIxFUPXWW2+RUqmkTZs2UVpaGj3zzDMkFospIyOjy++5u23Z8TssKioid3d3evjhhyk1NZV27NhB/v7+5mCppKSE3Nzc6K233qLc3Fy6fPkyffDBB+aA4ssvv6SQkBDzPrRt2zby9fWlTz/91GrZ6urq6KWXXqLw8HAqLS2liooKIiJav349hYaG0o8//kjXrl2jdevWkY+PD1VXV1vsVyNHjqR9+/ZRVlaW+bWOugqIL168SABoy5YtRGT7d2/a/ysqKmjhwoW0atUqKi0tpbq6Otq2bRsBoPT0dPO0jnQ6HW3atIkkEgldu3bN6rLbMx3Tr7/+utXPR2RbQPz444/T+vXr6b777jNPT0hIoB07dvQYEB89epSUSiV9+umnlJ2dTfv27aPo6Gh64YUXzJ9p8uTJtHz5ciIi+uc//0ne3t6Un59PRLZt21WrVlFERARt376dsrOz6cCBA7R582Yi6jkgbmlpoT/+8Y80bNgw8zHV0tJCRJbfvy3HWE/nDmu2b99OHh4e5uCfiOjgwYMEwKISgogoMjKS3nrrrS6XZUtAnJiYSDt37qT09HRauXIlRUVFmW9O2m+rgoICGjx4MK1bt450Oh0RET3yyCM0evRoOnv2LOXm5tL+/fvp+++/tyjD6tWru72Z44B4AHFAzAaC0wJirZboxReJ5s0z/m5X2+Zsp0+fJgC0ffv2Hue1dqJ95513LOYJDQ2lP//5z1bfb09AfODAAfM8GzZsIACUnZ1tnvbggw/SggULiIiooaGBpFKpOWjr6IsvvqDBgweTwWAwT1Or1SSXy2nv3r1EZLyoRUVFmS8CRES33347rV692vy/tQDkvvvuowceeMBi2rFjx0goFJr3g6ioKPOF3+Sxxx6j2bNnW5SpO6ZaqPY++ugj8vHxsag127VrFwmFQiorKyMi4/fxyiuvWLxv/Pjx9PDDD1tdT0/bsuN3+Kc//anTtv3ggw/I09OT9Ho9nT9/ngBQXl6e1eXFxcV1uhH4+9//TpMnT7Y6PxHR22+/ba4ZJjIGLWKxmDZu3GieptFoKDQ0lP73f/+XiH7er7799tsul2vSVUDc2tpKAMyBpq3ffft9ZtmyZRaBg6lcHYMgImPNpIeHB4lEIvLy8qJdu3ZZvN5VQExEFBQURA899FCXn3HmzJkkFovJw8PD/POHP/zB4vXHH3+cUlJSSKFQUFNTEx05coQCAwNJq9X2GBDPmTOn0032F198QSEhIeb/s7OzSaFQ0LPPPktyudzi++tp26anpxMA2r9/v9X19xQQExmfvIwaNarTe9t//7YcY7acOzp6++23KTY21mLaxo0bSSKRdJp3/Pjx9Mwzz3S5LFsC4va1t9euXSMAlJqaSkQ/b6u0tDSKiIig9evXWxzPS5YsoXvvvbfL9RMRPfnkk3TTTTd1+bozAmIeqY4xV/Tqq8ALLwBEwIEDxml/+1ufrMp4/nTcuHHjzH9XVFSgpKQEc+bM6W2xMHLkSPPfQUFBcHd3R2xsrMW0M2fOAABSU1OhVqu7XO+lS5eQlZUFhUJhMV2lUiE7O9v8/7BhwyASicz/h4SE4MqVK92W89KlS7h8+TI2btxonkZE5mG8hwwZAsByOwHGTnLz5s3D4MGDsXDhQtxyyy2YP39+t+vqKDU1FaNGjYKHh4d52tSpU2EwGJCeng65XI6SkhJMnTrV4n1Tp07FpUuXulxmd9vS2vyTJ0+2GKJ86tSpaGpqQlFREUaNGoU5c+ZgxIgRWLBgAebPn4+VK1fCx8cHzc3NyM7Oxn333Yf777/f/H6dTgcvLy+bt0N2dja0Wq3F5xSLxZgwYQJSU1Mt5u34PdjDdKyYPqut372jBg8ejJSUFNTX1+Obb77BunXrcOTIEQwdOtSmsvY0bPydd96JP//5z+b/rWUaGDVqFBISEvDNN9/g0KFDuOuuu2xqs33p0iWcOHHCoi2zXq+HSqVCS0uL+Xj+xz/+gQcffBCrV6/G2rVrLd7f3ba9cuUKRCIRZs6c2WNZeqOnYywoKAiA/eeO1tZWh0dsc0T786mp/XdFRQUSExPN5Zk+fTrWrl3bqePwQw89hNtuuw0XLlzA/PnzsXz5ckyZMsViHrlcjpaWlj79DBwQM+aKjh83BsOA8ffx4322qoSEBAgEAqSlpTn0/vYXCrlc3u28ps4j7YPwrjriicVi898CgcDif9M0g8Fg03qbmpqQlJRkcXE1CQgIsLrOjuvobtkPPvgg1q9f3+m1yMhI89/ttxMAjB07Frm5udi9ezcOHDiAVatWYe7cufjmm2+6XV9f62lb2kskEmH//v1ITk7Gvn378P777+PPf/4zTp8+bR7e/OOPP8bEiRM7va8vdPwe7GEKrmNiYgDY/t07SiKRID4+HgCQlJSEs2fP4t1338V//vOfbt9XXV2NyspKczm74uXlZV5+d37729/igw8+wPXr1803oT1pamrCiy++aLVDWPtA8OjRoxCJRMjLy4NOpzMH2z1t26ysrG7XLxQKO93s92WnX3vPHf7+/qitrbWYFhwcDI1Gg7q6Ooubk/LycgQHBzutfKYbpfblk0qlmDt3Lnbu3Imnn34aYWFh5tcWLVqE/Px8/Pjjj9i/fz/mzJmDRx55BP/4xz/M89TU1FicS/sCZ5lgzBVNmwaYancEAuP/fcTX1xcLFizABx98gObm5k6vd0wH1R2FQoHo6GiLVG3tmU6YpaWl5mnOyCGbkJAAuVze5XrHjh2LzMxMBAYGIj4+3uLHnppIiUQCvV7fadnXr1/vtNz4+HhIJJJul6dUKrF69Wp8/PHH2LJlC7Zt29ZlT21r6x4yZAguXbpk8b2dOHECQqEQgwcPhlKpRGhoKE6cOGHxvhMnTnRZy9jTtuxoyJAhOHnypEXwceLECSgUCoSHhwMwXoCnTp2KF198ERcvXoREIsGOHTsQFBSE0NBQ5OTkdNp2PQVz7cXFxUEikVh8Tq1Wi7Nnz9pUm2qrd955B0qlEnPnzgXQu+/exDRfx+/WGoPBALVa3eN87777LoRCodPS9K1duxZXrlzB8OHDbd6eY8eORXp6utVtY7ox3rJlC7Zv347Dhw+joKAAf//73y3e3922HTFiBAwGA44cOWJ1/QEBAWhsbLQ4Njqea6wdUx31dIw5asyYMSgrK7MIipOSkiAWiy2OvfT0dBQUFGDy5MkOr8sWQqEQX3zxBZKSkjBr1iyUlJRYvB4QEIB169bhyy+/xDvvvIOPPvrI4vWrV69izJgxfVvGPl06Y+yX6U9/MjaZmDfP+PtPf+rT1X3wwQfQ6/WYMGECtm3bhszMTKSmpuK9996z+0T8wgsv4M0338R7772HzMxMXLhwAe+//z4AY+3jpEmT8NprryE1NRVHjhzBX/7yl16XXyaT4dlnn8UzzzyDzz//HNnZ2Th16hT++9//AjA+Gvb398eyZctw7Ngx5Obm4vDhw1i/fr1dCeWjo6Nx9OhRFBcXo6qqCgDw7LPPIjk5GY8++ihSUlKQmZmJ7777Do8++mi3y3rrrbewadMmpKWlISMjA1u3bkVwcHCXCfKjo6Nx+fJlpKeno6qqClqtFnfeeSdkMhnWrVuHq1ev4tChQ3jsscdw1113mR/lPv3003j99dexZcsWpKen43/+53+QkpKCxx9/3KFt2dHDDz+MwsJCPPbYY0hLS8N3332H559/Hn/4wx8gFApx+vRpvPrqqzh37hwKCgqwfft2VFZWmpsTvPjii9iwYQPee+89ZGRk4MqVK/jkk0/w1ltv2fKVADDW+j700EN4+umnsWfPHly/fh33338/WlpacN9999m8nPbq6upQVlaG/Px87N+/HytXrsRXX32Ff/3rX+bvyNHvvr2oqCgIBALs3LkTlZWVaGpqAgA899xzOHr0KPLy8nDlyhU899xzOHz4MO68806L9zc2NqKsrAyFhYU4evQoHnjgAbz88st45ZVXbKr9tYWPjw9KS0ttvkkCgL/97W/4/PPP8eKLL+LatWtITU3F5s2bzcd7UVERHnroIbz++uuYNm0aPvnkE7z66qs4deoUgJ63bXR0NNatW4ff/va3+Pbbb83H9Ndffw0AmDhxItzd3fGnP/0J2dnZ+OqrrzqlkIuOjkZubi5SUlJQVVVl9WbDlmPMEWPGjIG/v7/FTZyXlxfuu+8+/OEPf8ChQ4dw/vx53HvvvZg8eTImTZrk8LpsJRKJsHHjRowaNQqzZ89GWVkZAON3+d133yErKwvXrl3Dzp07LZoDtbS04Pz583Y3+bJbty2MWZe4Ux0bCDdilgmTkpISeuSRRygqKookEgmFhYXR0qVLLVJTwUpnjfYd5Ez+/e9/0+DBg0ksFlNISAg99thj5teuX79OkydPJrlcTqNHj6Z9+/ZZ7VTXvpORtQ4yHTvE6PV6evnllykqKorEYnGnNGalpaV09913k7+/P0mlUoqNjaX777/ffI6w1mnt8ccfp5kzZ5r/P3nyJI0cOZKkUqlF55wzZ87QvHnzyNPTkzw8PGjkyJEWHdmsdX766KOPaPTo0eTh4UFKpZLmzJlDFy5c6LQtTSoqKszraL+9bEm79sILL1BYWBiJxWKb0651tS3tTbt2/fp1WrBggTkd2qBBg+j999+3WN/GjRtp9OjRJJFIyMfHh2bMmNFtJ8+OneqIjMfeY489Zv5+u0q7Zq3zWkdol4pLJpNRXFwcrVu3js6fP99pXnu/+46d6oiIXnrpJQoODiaBQGB+7be//a35WAwICKA5c+bQvn37LN7XPo2bRCKhyMhIWrVqFf300089fkZbs0x0xZa0a3v27KEpU6aQXC4npVJJEyZMoI8++ogMBgPNmTOHFixYYNF567HHHqO4uDjz/tvTtm1tbaUnn3ySQkJCSCKRdEoHtmPHDoqPjye5XE633HILffTRRxbHrUqlottuu428vb2dknatvY7nDmueeeYZuuOOOyymtba20sMPP0w+Pj7k7u5Ot956qzmjTVds6VTXXUfmjudXrVZLK1asoCFDhlB5eTn9/e9/pyFDhpBcLidfX19atmwZ5eTkmOf/6quvaPDgwd2W0Rmd6gRtH47ZqaGhAV5eXqivr4dSqRzo4jAXoVKpkJubi5iYmH7tMMEYY+zGUlZWhmHDhuHChQuIiooa6OI4bNKkSVi/fr1Fp8iOurs22hqvcZMJxhhjjLFfmeDgYPz3v/9FQUHBQBfFYVVVVVixYgXWrFnT5+viLBOMMcYYY79Czur4OFD8/f3xzDPP9Mu6uIaYMcYYY4y5NA6IGWOMMcaYS+OAmLEbEPeFZYwxxoyccU3kgJixG4hpNKC+HsKSMcYYu1GYrokdR/SzB3eqY+wGIhKJ4O3tjYqKCgCAu7u7eZhMxhhjzJUQEVpaWlBRUQFvb+9eDcnOATFjNxjTmPOmoJgxxhhzZd7e3uZro6M4IGbsBiMQCBASEoLAwEBotdqBLg5jjDE2YMRica9qhk04IGbsBiUSiZxyEmCMMcZcHXeqY4wxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSfjEB8WuvvQaBQIAnnnjCPO3BBx9EXFwc5HI5AgICsGzZMqSlpfW4rNTUVCxduhReXl7w8PDA+PHjUVBQYH5dpVLhkUcegZ+fHzw9PXHbbbehvLy8Lz4WY4wxxhj7hftFBMRnz57Ff/7zH4wcOdJielJSEj755BOkpqZi7969ICLMnz8fer2+y2VlZ2dj2rRpSExMxOHDh3H58mX89a9/hUwmM8/z5JNP4ocffsDWrVtx5MgRlJSUYMWKFX32+RhjjDHG2C+XgIhoIAvQ1NSEsWPH4sMPP8TLL7+M0aNH45133rE67+XLlzFq1ChkZWUhLi7O6jx33HEHxGIxvvjiC6uv19fXIyAgAF999RVWrlwJAEhLS8OQIUNw8uRJTJo0yaZyNzQ0wMvLC/X19VAqlTa9hzHGGGOM9R9b47UBryF+5JFHsHjxYsydO7fb+Zqbm/HJJ58gJiYGERERVucxGAzYtWsXBg0ahAULFiAwMBATJ07Et99+a57n/Pnz0Gq1FutLTExEZGQkTp482eX61Wo1GhoaLH4YY4wxxtiNb0AD4s2bN+PChQvYsGFDl/N8+OGH8PT0hKenJ3bv3o39+/dDIpFYnbeiogJNTU147bXXsHDhQuzbtw+33norVqxYgSNHjgAAysrKIJFI4O3tbfHeoKAglJWVdVmODRs2wMvLy/zTVVDOGGOMMcZuLAMWEBcWFuLxxx/Hxo0bLdr3dnTnnXfi4sWLOHLkCAYNGoRVq1ZBpVJZnddgMAAAli1bhieffBKjR4/G//zP/+CWW27Bv//9716V97nnnkN9fb35p7CwsFfLY4wxxhhjvwxuA7Xi8+fPo6KiAmPHjjVP0+v1OHr0KP75z39CrVZDJBKZa2QTEhIwadIk+Pj4YMeOHVizZk2nZfr7+8PNzQ1Dhw61mD5kyBAcP34cABAcHAyNRoO6ujqLWuLy8nIEBwd3WV6pVAqpVNrLT80YY4wxxn5pBqyGeM6cObhy5QpSUlLMP+PGjcOdd96JlJQUiESiTu8hIhAR1Gq11WVKJBKMHz8e6enpFtMzMjIQFRUFwJi5QiwW4+DBg+bX09PTUVBQgMmTJzvxEzLGGGOMsRvBgNUQKxQKDB8+3GKah4cH/Pz8MHz4cOTk5GDLli2YP38+AgICUFRUhNdeew1yuRw333yz+T2JiYnYsGEDbr31VgDA008/jdWrV2PGjBmYNWsW9uzZgx9++AGHDx8GAHh5eeG+++7DH/7wB/j6+kKpVOKxxx7D5MmTbc4wwRhjjDHGfj0GLCDuiUwmw7Fjx/DOO++gtrYWQUFBmDFjBpKTkxEYGGieLz09HfX19eb/b731Vvz73//Ghg0bsH79egwePBjbtm3DtGnTzPO8/fbbEAqFuO2226BWq7FgwQJ8+OGH/fr5GGOMMcbYL8OA5yG+UXEeYsYYY4yxX7YbJg8xY4wxxhhjA4kDYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0jggZowxxhhjLo0DYsYYY4wx5tI4IGaMMcYYYy6NA2LGGGOMMebSOCBmjDHGGGMujQNixhhjjDHm0twGugDMNnkVjSiuaYa3hwQAQPTza9RxZrKcQl2/BELXC+rqfRqdHmeyKjA1Mdim9/68DGtTO87TTfm6mGf3xUIsGhPR43zdLTOnrAEqrR5Dw306zNtVOa2/8sO5fNwyLsraSrsoi33L73ILWnlhT0ohJg0KhJe7pKt3dbmN7NXTd1tQ1YS8ikZMHxpi4/KcUaoulg3CF0cycdfMhN4tx0ll/PRQOu6ZNdg5C+ulL45k4I5p8RCLBr6u5GxWBWQSN4yI9O31sgSC3r1frTVgx+lcrJkW3+uydMWeMn51LAt3Tu+5LILefnD0XK6tyTlYOTkWQmszdvHerhbZVXm7LEKHF06klSExzBv+ClmPy7W6zC7La+X9PWyXhlYNrhXWYsrgoG6XZctXZFP5rW5+40QCYfPxLKydntD9WwQd//15QscidH6voNvX27/cqtFjXFxA5wIPMA6IbxB5lY3YmpyNOSPCMCraH0DPO2hPJ0NHdnAC8HVyNkpqmjE1MRhBXvJ2r/e0QNvKaNuBDqi0euw4nYvGVg1ig5SdZ+q0ro7LME4wEOHo9VK4CYUYFOrd7Xu6W65OT2jRZKNFrcOE+ECbymCr7r5La6+o225aiqqbMX1ICMRunQMcayf5n9fXQ3nseLGpVYuM0noEeMkxeVCQzRdpe7eVrbMfvFKMmUND4OMhxYgoP/tW4mR7LxbgpuGhCPFxx+AO+15/q21SI29oCCrrW7FmWrxTgilHqbR65FU2QgBgXFwAPGRixxfWyzsXArDpeBamDA5CVIAnIv09u5zPGUWxdsPe3r6UIkxICIRc6oZR3ey/zihPT2WpalAhOlCBnPIGq0Fxd++2pYLE+vu6mA7C8dQy5FY0YsrgYLiJBN3Ob89ybZ23vW2nclDVoEKAUg4PqVvbsjot3Mr6Oq7LyvptWo5xot5A2H4qF5fzaxDqU4IIf0+Mjw+wPL7braPz+jsvu6uydVf51v7Vo9dLf5EBMYg5pL6+ngBQfX19v6zvUl4V5ZY30OW8Ktp8PIuaWjX9st6Odp7Lo/yKBtIbDLTpWCZVNbQOSDmKqpvoyyMZ1KzS0vHUUiqrbXZ4Wd+dyaXyuha6WlBN57IrHF7O/kuFVNXQSt+ezqHaJpXDy3GGr5OzqKFFQw0tGvr8cDppdfoBKUdjq4Y+O5ROaq2OSmqaaV9K4YCUw6S0tpl2X8gnIqJ9KYWUWlQ7YGXZdT6f0ouN6//qWOaAfUdERDq9gb44nE46vZ7Kaptp28nsASuL3mCgL9qObbVWR58dSieVRjdg5fnhXB4VVTWRwWCgLSeyBuycR0R0PLWULuVVmctVXN00YGXRGwz0+eF00ukNVFrbTJuPZ5HeYBiw8hy9VkK55Q1U36KmL49kkE4/cGW5kl9N57IqSKXRtW2jgTm2W9Va+uJwOlU3ttL3Z3NJp9dTXkUDfZ2cRfsvFZJaOzDH1fdnc/t1fbbGawP/XIzZZUSUH5ZNiMbelEKczaro13Ufu16KqAAFIgMUEAoEuH1KHPZcLERds7pfy3E2qwKX86uxdno83KVuSIr1x/mcKoeWdS67EpH+ngj0kmNYhK+x6YRGZ/dydHoD6po18FPIcHNSFHadL3C4BqS3zmVXIjHMBwq5GAq5GEvGRWHLiWzoDf1bnmaVFttP5eKOaXGQuIkQ4uMOAxHK6lr6tRwmBiIcuFSE+aONzWvmjQpHTnkDcssb+r0sP14oQEKIl/mJxPxR4dh3qajfy2Gy+2IB5o+OgEgoRJC3O0bH+GPPxYIBKcsP5/Ixd2QY3KVukLiJcNukGGxNzobeYOj3siSnlSHK3xNhfh4QCAS4bVIsdl8oQJNK2+9lScmtglAgwMi2WuHFYyNx6GoJmtX9XxYA2JdSiHkjwyESChDs7Y6Zw0KwNTkHhgE47zWptKhuMtZWK+USLBgdgW2ncgbkHNyi1iG1qBZJcQGQikVYnBSJ7adz+70ctU1qfHMyB7dNjoWvpwwJIV7ILK1HVIACt0+Ow5gYf/x4oQA/nMtHY+vA7EO/NBwQ34BkYhFWTIqFp0yMzcez0NCi6fN1puRVQSQSYHi79nwioQCrp8bhh3P5/XKB0BsI353JhcRNhEVjIs2PfGQSN6i1eruXV1rbgor6VoyO8TdPu3lsJH68WGj3so5eL8WMtvaxYpEQUxODceR6qd3L6a3aJjWKq5ss2l16e0ixcEwEtiZn99vFqlmtxbZTuVg91RgMm8wbFY4Dl4sH5EJ18HIxZo8Is3ise/PYSKTkVaO4urnfyrHzfD4GhXghIcTLPM1PIYPETYjS2v6/WbhWWINApRyB7Zo/xQYpEebniWP9vA+fSCtDfLASwd7u5mkeMjEWjY3E1uT+DXDSimuh0RssmtWIhAKsmhqH7adyodHZf85xVGZpPSobVJjcrj2qQCDAbZNjseNUbr8HobnlDZCJ3RDs8/P3NJBB8e6LBVg4JtL8v79ShqmDg/H92bx+LQdgPL6XtOtH4uspQ1JsAPb34w1vQVUT9l0qwprp8ZBLjM014oONAbGJn0KG5RNiMGdEGI6nlWL7qRyUD1BlxS8FB8Q3sCHhPlgxKQY/XS1GcnpZn60np7wB5XWtmDI4uNNrbiIhVrddIFodqFm1VUOLBpuOZWJKYjBGRXduN+cpE6Oh1fYbA5VWj4NXijt1xvOQiRHi7W5x4uiJ3kCoblJZBBTRgQqoNLp+PcEQEXZdKMDipM6d+vwUMswaHoptJ/s+qGhR67DtZC5WTY2DVCyyeE0oEOCmYSE4dLWkT8vQUWltCwiEUF+PTq8tnxCNE+llqKhv7fNy/HAuD0PCfBDfLhg2mT0iDD9d6d+bhYZWDVKL6jAhoXOb9xGRvhC7CXE+p7JfypJeUgetzoBhEZ070fkpZJg+NKTfApzyuhakFdfhpmGhnV6TuIlw68SYfgv8Smqacb2wBvNGhXd6TSYWYf7oiH4N/DQ6PZLTyzFzWOcOssHe7ripn4PitOJaRAcoIOtwrgnz88CwCF/sTbG/gsNRZzIrMCLSFzKJZfes2CAlvD0kuJjr2JNMe1wtqMHVghqsmhILkfDnEM9NJLT6lNBd6oZFYyKxdHw0UovrsDU5G1l2XP9+TTggvsFJ3ERYPiEGAUo5vjqWidom5zZfqKhvxYWcKiwY3TmLQ/syrJoSi6+Tsx2qqe1JZmk99qQUYtXUOAQo5VbnGR8fgHNZtl24iQg7Tufi1gnRVjsOTR4chLNZFTY/oj2eWoppiZ0vDvNHR2D/5eJ+uzAcuFyMWcNC4dZFhoAgb3dMHhyEHWfy+izoatXo8M3JHKyaGtfpAmUS7ucJlVaPyoa+D0ABY1OJg5eLMHdk54ACMNa0rZwciwOXi5x+/JgQEb47m4dhEb6IC7beAVQoEGDakGAcS+27m9uOZfr+bD6WjreSFaXNpEFBqGtSI72krk/LUtWgwtWCGtw0vHMAahLmawxw9l3q2wCnWa3F/svFWDo+ust5FHIx5o8O7/PH8rVNahxLLe22LIFeciSEeOF4av/U5v9wzlgD2lWny6B+DIr1BgMu5FRhfBedmONDvBDm64Gj/fCko65ZjdLaZgzpkKnIZHx8IMrrWpBf2dhnZUhOK0Ndsxo3j420+v2IhEJo9dava24iIW4aFoqVk2NR36rB1uRsnM+uHLCmfwPhFxMQv/baaxAIBHjiiSfM0x588EHExcVBLpcjICAAy5YtQ1paWrfLueeeeyAQCCx+Fi5caDFPdHR0p3lee+21vvhY/SYhxAu3T4nD8bQyHLte6pSduEmlxb5LRVgxKabHeWUSN6ycZAyKuzrgHHH4agmKa5qxaorlo/eOvD2kqLex6cjBK8WYPCio257r80aF2/SIy0CE8vpWhLR7dGgiFAgwd2RYvzwqy6tohJtIgDC/zjWg7YX7eWJsjD92nnd++1CVRoetyTlYNSW2y2DYZMHoCOxLKeqXk+3+S0WYOyrcelqoNkKBsfnPrgsFTm9PZww88zAqyq/HbChRAQrUNqv7pRnU/stFmDUstNvjCgDmjAxHWnEdiqqb+qQcaq0euy8WYPmEns8z8SFeCPJy77PgT28wYPup3K7TiLUToJRjfFwgdjvQxMoWLWoddp3Px8rJsT1m/BgW4Qudnux6suWIlLwqxAQqoewmlSPQPiju22Za+y8VYf6oritrAGB4pC/kEhHOZPZdnxsiwq7zBbjZytO59haMjsCpjHKbr1X2rH/3xQIo5GJMG9J1asvBoV7I6OHmViAQICk2ALdPiYO3hwTfnMzB4asl0Dnxuv5L9YsIiM+ePYv//Oc/GDlypMX0pKQkfPLJJ0hNTcXevXtBRJg/fz70+u5rIRcuXIjS0lLzz6ZNmzrN89JLL1nM89hjjzn1Mw0EsUiIJeOiEOHvia+OZaGqQeXwsjQ6PbafysWqKT1fGEw8ZGIsGx+Nr0/0vgOMRqfH18nZCPfzsPrY0hqxm7DHGuq04lrIJW6IDlR0O1+AUg6hUNBjB7DktLJOeSbbC/Z2h8RN2Ke1AsZHmGU2b6foQAUSw7yd2mlKpdHh6+Qc3D4lttPjQmtEQmNtaF+3sy6ubjZ3+um5TEKsmhKLb8/kokXtnOY/pprhUdH+Pe5zJovGRPRZkGWSWVoPucStxxsok6XjonAirQzVjY6fU6whInxzMgcrJsZAJLTtPDMq2g8ioRAXHOxI253tp3OxOCmyxxs6k+hABaICPJ1eA6nR6bHtVA5WTomzeOzdnZuGh+JSXjVqmpz7HZk0tmqRVdqAsbH+Pc8MU1Ac2mdBsamJk79S1sOcxtpZtVaPK/nVTi8HABy5VoqpicE95u8WCARYMSkW35/Nc1obdL3BeAwNDffpMY1kXLAXssps70QcF2ysaBsa4YPvz+XjxwsFA9aJsz8MeEDc1NSEO++8Ex9//DF8fCwfNTzwwAOYMWMGoqOjMXbsWLz88ssoLCxEXl5et8uUSqUIDg42/3RcLgAoFAqLeTw8ur8wqNVqNDQ0WPz8UkUHKnDHtDicyapwqE2igQhbk3OwfGJ0j7VHHSndJVg0NgJf9+JxWUV9K7acyMbCMRFW21p2ZUy0f7dttOqa1bhaUGs5oEg35owI73b7GYhQUtuCcD/reUlNbhoWiuOpZX12h20aDMSevLEJIV6IDFDg4OXe116rtHp83ZacX25DMGwSFaAw9g53cpBlojcQDl0rwZwRYTa/R+Imwu2TY/HNyZxeX7CICDvO5GFsjO3BsKkMQ8K9cSmvby7eLWodLuRUYno3NUkdmZqV7L5QgGYndqDddaEAs4aH2p1nePLgINQ2qZBWXOe0suy/VISk2AD4evYcYLU3LMIXEjfnBeiGtpuEZROibQ7MTW6dGI1d5wv6pMPfD+fyLDqL2aIvg+IDl4ustqvuyvShISita3F6LXp5XQtUWp3Nx7hYJMSyCdHYdiq310/IVBodNh3LxOwRYYgK6Hn9IqHAoXUGesmxYmIMpg8x9v/YcTq3z87bA2nAA+JHHnkEixcvxty5c7udr7m5GZ988gliYmIQEdH9I5LDhw8jMDAQgwcPxkMPPYTq6s4Xltdeew1+fn4YM2YM3njjDeh03dcIbdiwAV5eXuafnsow0ERCIW4eG4mEEC9sPJZlV+eu787kYc7IMCjl3T8W64qvpwxzRoThGwc6cF3Kq8bJjHKsnZ5g9/rD/Dy67KWvNxjww7l8LJ8QbfPyREIBpgwOxvE06206T2dUYKKVzkgdCQQCY/aKC85vpnA+pxLxwV4OfVdDw33gr5T3qnZLrdXj6xPZWDk5Fu5S+8f5WTg6AnsuFvZJ04l9lwoxf1S43QNMyCRuuG1SDL4+ke3wTYypnfr4uABE2nCh6mhklB/SiuucHtiYaqyXddMmtSsioRC3T4nDNidlWDiVUY5If0+rHR1tMWdkODJL61BQ1fumHOezK+HjKbVpgB9rJg0yBug9PY7uCZFxEIW5I8MdOqZFQiGWT4hxSrDV3rHrpZiYENSpk6wtgrzdMWt4mFOD4jOZFUiKC7C59txk/qgIXC+qdVrzHwMR9l8uNqdytJVSLsH0IcG9ehJU26TG1ra0an4K22/i3ERCh49fhVyMW5KisDgpEpfyqrE1ORt5FX339LO/DWhAvHnzZly4cAEbNmzocp4PP/wQnp6e8PT0xO7du7F//35IJF2fKBYuXIjPP/8cBw8exOuvv44jR45g0aJFFs0s1q9fj82bN+PQoUN48MEH8eqrr+KZZ57ptqzPPfcc6uvrzT+Fhf3Xc7U3Ivw9sWZaPFLyqrH/UlGPJ6QDl4swPNLXpkfM3Qn0kmNqYjB2nLbtxExE+PGCsWZj2fhomx+fdiQQwGpP2u/P5mNxUmSXHc66Eh2oQE2jqlMGCyJCQVWTTXflAODjKUWgl9ypNVp1zWoUVDZZzbphq1HRfvCQujmUpcTUrOW2yTEOBcOA8eQ8eXAQTnRx0+GogqomSN1EFpk/7OEhE+OWcVH4Otn+/M1EhO2nczEhIRARXYxqZotFYyOw28k3UUeulWJiQqBNzVqskYqNGRa+Ts7pVV7r7LJ6NKu05py6jrolKQqnM8p71UEzt7wB1U2qXo+cNWdkOFKLalFc43gKv90XCzEuLsDh/RYwBi1TBwc5La91eV0LGlXaLjuD2iLQS+60oFil0SG/qtHhkR2XjotCcnrv9hkTYy7mMJubFbYX7ueJMF8PnMoot/u9hW1p1da2S6tmq8RQb6T38jokcRNh9ogw3DY5FuX1LdianI1LedU3fge83o8B4piCggIKDAykS5cumafNnDmTHn/8cYv56urqKCMjg44cOUJLliyhsWPHUmur7SMFZWdnEwA6cOBAl/P897//JTc3N1KpbB9dbKBGquuNkppm+vJIBhV1MbrR6YzyXo3UZk1ueUOPo9I0qTTdlsseacW1dLWg2mLayfSyTtPsodbqaMuJLItppzPKKbvM/u9+8/FManXCqFuGttG8NE4a3exkehmdySy3eX7TCGLOGjHxuzO5ThvdT6c3bhuDE0bNqqxvpc3HM21elsFgoK3J2U7Zl4l+Hn3LGfIrGmj/JeeMFFhR30Jfn8hyaBvXNKro6+Ssnme0kU5voC+PZFB9i9ru91Y3tjr8OawxtI3g6ci+fPhqca/OUx2dzaqg89mVvVrGzyMYOmf7lNe10Objmb0a0W77qZxen3f0hrZ9ptn+fcYkt7yBDl0t7lU5iIgOXi6ijJI6m+e/WlBNO8/lObzP6g0G+vZ0jkPv7U5qUQ19fSKLjl4v6XFkvl/qSHUDFhDv2LGDAJBIJDL/ACCBQEAikYh0us5Bg1qtJnd3d/rqq6/sWpe/vz/9+9//7vL1q1evEgBKS0uzeZk3YkBMZDxhH7hUSLsv5Fuc5FKLapxycFuTUVJnHi63o/yKBtp4NMMpQSKR8WDf0e5gz69spL0pBb1ebkpulXnIVIPBQJuPO3ZBb2rV0Nbk3g+Lu/9SIRVUNvZ6Oe0dvVZCF3N7voCqtcbhSBudOHy4RqenjUcznLKsXefzqaK+xSnLIjLeSG47md3jBchgMNDXJ7KcOpyuoe3C3dshcVUaHW086pybBJP8igb64VyeXe8x7TvOHsrWdINmz3mkr4bV1en19MXhdGpRa21+z7msCjqdYfsNqa12nc+nwirHzxO7zudTeZ3zjiWi3gXFueUNdOx6iVPKodHp6fPD6dSssv17av/eL510001E9M3JbKqs77mi70RqKR11wuff0QcBsUlxdRNtTc6mPRcLujwef6kB8YA1mZgzZw6uXLmClJQU88+4ceNw5513IiUlBSJR57ZKZAzgoVbbniu0qKgI1dXVCAnpugNJSkoKhEIhAgN7bg96oxMIBJgzMhxjYwOw+XgWCiobUVzdjMzSepuzFNirqw5cJ9PLkVZShzXT4u3uPNIVoUAAAxn3lVaNDsdTSzGvi/yz9hgV7YfUImObzgu5VTb3tO7IQyZGQohXrxK0F1Q2QigQ9OpxvDXTh4agplGNa4U1Xc6j0emx5UQ2lk+IgaedHaG6IxYJMT4+ECfT7X982F5+ZSPcJW5d5qt2RIiPO5LiArpNVWcgwtaTOZg2JMThNrHWCAQCzBkRhoOXi3u1nO/P5mHpeOt5tx0VGaBAXJASh67aVjZq6yy2fEKM3W0/eyJxE2Hl5FhsTbat3bfp+zJmt3BuWURCIVa2dcy0pSxpxbVoaNVYHRyltxaNicDR66UOjSSaXVYPhUzcq+Yb1jjafMJAhBNpZTZ3iu6JWCR0uAPtrvPGJnjOOp6WT4jB7osFUHWRJYna0qp5ysV2dYbtisRN1CdjBgBAqK8HVk6OxcSEQOxNKcR3Z/NQ19w3+d2dbcACYoVCgeHDh1v8eHh4wM/PD8OHD0dOTg42bNiA8+fPo6CgAMnJybj99tshl8tx8803m5eTmJiIHTt2ADBmrHj66adx6tQp5OXl4eDBg1i2bBni4+OxYMECAMDJkyfxzjvv4NKlS8jJycHGjRvx5JNP4je/+Y3VbBS/VgFK48hPH+y9ht9+eBgGAr47m4fvz+bhu7N5+PFCAX66UozktDKcz67E1YIaZJbWo6CqCRX1rWho0UCt1dvcZmhouA/8lDIcu15qzPV5OhdKdzHmj4pw6kUaAKL8PVFQ1YQdp3OxYmKM05ZvSoeVVVpvMeyuvUZF+yGnvMGhfLcanR7HUsswq5sBDHpj9ogwFLXdIHWk1Ruw5UQ2lk2IhkLuvGDYJCHEC+X1LQ7n4NUbDDieWmZ1BK3eigowpqqzNuqVKSvLjKEhVvNR91awjzu0eoPDvbpPppdjRJSfU29gTIaE+8BTJrYpx+uelEJMHxLSJ/sOYBxxa8m4KGy1oTPvD2fzMHdkmN3ZLWwlk7hh6fhofJ2c3W1ZCqqakFnagFnDbc+EYg9TdpAdp3PtavOt1upxJqsS04c6/1gCHAuKD18twU3DQ516vZBJ3LB8YrRdbeKvF9Ui1McD3h5Sp5VDJBTgtknG4Lzj9jClVRsS5tPrNvcmQ8K8kVpU65RldcXbQ4pl46OxYHQETmdW4JuTOSiudrx9fX9wrGdFP5DJZDh27Bjeeecd1NbWIigoCDNmzEBycrJFTW56ejrq640Xb5FIhMuXL+Ozzz5DXV0dQkNDMX/+fPz973+HVGrceaVSKTZv3owXXngBarUaMTExePLJJ/GHP/xhQD5nf6puVOFSXrU5KXi4nwdeXDUOuy4UWPQ6JyJo9QaotQaotXqotXqotHqotDo0tmrN09Q6428C0P4UZTqcrZ229l8uwsvbLmDt9HjklDcgp9wyfZ1QIIBQKDD+FgggMv0tFEAogPk1y+k/vy4SCiCTiPDAv4/i2eWjkVXWAJ3BAJ2eoNMboDe0+902XW8wwNaKig/3XEN8sBILRkf06oR4S1IUdpzOxR3T4u16387zBd2OEuUMC0ZHYOf5fLgJBYhp63Wv0xuw5XgWlo2Pdjj7iC1uHhuJ7afs3y6AsUPSwjHOv8EySQjxgkanN1+YAVMwnI2bhoUiqJcdUbuzYHQ4vk7OwRo7t0tZbQvqWtSY3E2u7N4aHx+Iw9dKcK2wxuqwywBwNqsCwd7uTn+q0ZG3hxSzhoVix5k8rJhofaCPo9dLMSjUu9cdh3vi5S7B7OFh+O5sntVBR6oaVDidUY6Vk2P7tBwSNxFuHhuJ787kYsUk29b1w7l83NLDIBO91T4ovn1KXLcd0+qa1WhW6xDmxKcvJkq5BIvGROCbk9lYNSWu2/OHSqPDlfwarJ4a5/RyuEvdMG9kGL5vt7+o2kb+XDQ20q5MEj2JClTg+7N5GB3j2JNOe8jEIiwYHQG9gXAqoxwn0suQnF6GJeOi+3zd9hKQrVV8zEJDQwO8vLxQX18PpdLx3re2upxfDaVcYlc+02aVFpfza8yDS/h6SjEq2q9TIHcirQyxQco+qd1q71phDdJL6qHV6XHrxJhOOY6JCAYi6A0EAwEGg/F/02+9xf/G1/XtXjf9PpVRgY3HMvH44hEYHOoFkVAIN5EAbiIh3Nr+Fpl/G6fb0ktYbzDgm5M5uGVcFE6mG0cbCvXxwPj4ALuzVwDGwREqG1oxZbBtjwBT2ppZ9MdJjIjw7Zk8jI8PQLC3OzafyMaScVHw6mGEKmdIK65FQ4vWrkfIueUNKKpu7rMarfYu5lahVa3DpMFB+PpENmaPCHP6Y2Vr0kvqUN9s+6N1nd6AzSeysXZ6vEO94O2163w+hkX4djpH5VU0IqO0rscRxZwpp7wBGSV1WDgm0mL61YIaNLRoMMVJj91tkV1Wj5zyRoucuU0qLb49k4c10+Idzqhjr/SSOpTXtWJGD8fIxdwqCAWCXmWvsUdFfSt+ulKMVVO7Doq3nMiyes1wppKaZpzOrMCtXdxIAcDW5GwsTopyOKuOLVKLalHZoMKISF/sPJ+P2yY5ltKyJztO53b7WZ2pRa1DSl4VKupbQQR8eTQT256e3y/rBmyP136xNcTMfhqdHqlFdcitaAAR4CFzw8hIvx5rh8bHB2DPxUIsdSA3qS2ICHtSCuHjIcWKiTGoa1bjwOVi3DzW8mIlEAggEgjgQGxpdq2wBtGBCuz962J8eyYXcomb09p0/nSlBLOGh8FDKsbctnbJxdXN2Hk+HwYCxkT7mWtUbZEQ4oW04lpUN6p6vPtvaNEgp7zB5hqe3hIIBFg+IRrv7LyCg1eK8cX62f0SDANAYpgPtp/OxVCV1qbH/Dq9ASczyu2uPXXUqGg/bE3OwYsv/4j37pvaL8EwAAwO9ca2UzkYHulr0wXSWMsX2S/BMGCs3f/mVA7cpW7mbVLXrMbpzAqsmtI/+61JbJASLWodjl4vNQeAxTXNyK1otHtwid6KC/ZCo0qL5PQyTBkcbB4F9I5pcf0WDAPG/aeirhVpxbVIDLPePLChRYPcisYua9f7QqCXHLNHhOHrE9lWg+LL+dVIDPPp02AYMLZ9HRXthz0XCzrdSAHGXNVDwn36LBhu1ehQWtuC2iY1/rX3Gmqa1Hj/vqkO5X62hVQsgkqjczgFY3cMRMgua0BqUS30BoK71A2jovzMlT/9ud/bg2uIHfRLqCE27XRpxXXQGwxwEwkxJMwHMUEKuy+C35zMwW2TnNfe1sRUEzJ7eKhFYLrzfD5mDAmB0olBVl5FI64X1ZoDbSLClhPZmD863O7RpzpqaNXgyLWSLh/z6A2ElNwq5FU2wkPqhimJwTY1LdAbDNh83FiL19W2JyJ8dSwLt0+J7bOLAhGhvL4VmaX1qG5UmZu7CIVCHLpajJuGhYKIIBQKEBukREKIV59eoNRaPb49k2fTo8kfzuVhWmIIfDyd16avPb2BkFPegPSSOuj0Bghg7FB2+FoJxsUGmIfKdRMJER/ihbggpUNPDGzRotZh98UC3NbDjdH5nEqIRUKntTm0lYEIm45lYcn4KMglbth8PAtrpsX32fboyZnMCgiFAgwO9cYP54w1sn3Z3Kg7J9LK4CFzw9WCWtw6IbrP2i/3ZPvpXMwYEtJpyGMiwqbjWVg5ue/OM92xVlOs1Ruw/VQOVk/tn5tdwFipUlmvMjeLAow3CgeuFPfqRsFAhJpGNUrrWlBa24xWjWWnNplYhBAfd4T4uKO4uhlyqRvUWj1yyxtgIMBNJEBCiDcSQpRO6QiaX9mIqkYVkmJ7l3/bpLZJjYu5Vahv0UAgMN4IDgnztnrsmzr59hdb4zUOiB00EAGxQiaGRCzC1YIatGp0EAiMwUlimHePY6j35GJuFZRySa+Sr3eUXVaPc9lVWD4hutNdrlqrNz8OcobKhlYcvlaClZNiLS54eoMBm45l4dZJMfCQOn4B2nYqB4uTomzKhtGk0uJEWhmaVFpE+HkiKc6/2xNYYVUTMkvrMbuLIYZ/ulKM+GClQyOeWUNEqKhvRUaH4DfQyx0JIV7wU0jN27CgqgnVjSqMaWumoTcYkFPeiMxSY9MXwFizMjTcx+kX+KsFNVDr9N2esLPL6lFW1+q0nueA8SKcUVKH7LIGGIggbDvOBoVa3gR0HPFNo9Mjq6zB+D6DAQRj7dfQcB+ndsA5k1kBpbsEiWHeVl+vblTheFqZQ6PROYNGp8emY1moaVbjjqnx8JC5gdoyv+gNBCJjcGBsItXu77amUKamU9b/NjaV6vReIhgMlvObXtt3qQgXcqrw6KLhEAkF5uZVA+GDPdcwb1Q4BrV1yhUIAC93KXw9234UMqdl3OmK3kD46lgmVk2JszgvH7lWgkh/T7uecjlbZUMrDl7+OSj+4Vw+pg8JdurxY4vz2ZXQGQyYmBBk142CSqtHWW0LyupaUNnQiva7mQCAn0KGYG93BPvIu70e/XihAHNHhlmsT6s3ILO0Hlml9ebzUlyw45UT1DZqpbX27bbQ6g24VliD3HLjSHU+HlKMjuncJNOaX2pAzE0mbhAn08ux/XQuHl00HHNGhDn9sc3IKD98fzbPKQExEeHwtRIIBIIua/ikYhH8FDIUVzcjzK93TRoaW7XYl1KENVZqWU3DzW45kY07psU5dOLIq2hEsLe7zRcqT5kYC9qG8syvbMT3Z/MBAElxAYi00qkowt8TqcW1KK1t6dSOu7CqCQYih4NhU/CbWVqPqg7B75AwH4vg15rGVg0U7QJdkVCIhBAvc5YNIkJJbQuS08vRojZmzfDykGJ4hG+nGih7DY/0xTcnc5AY5m314qHVG3A6swJrpyf0aj0qrR5pxbXIr2gEwfgZB4V6YXFSpF01MRI3EYaG+2BouPFxtGnbp+RWo75FDWqbZ1CIF2KCFA7X8kxICMRXxzIRH9y5JlpvIOy+UIA10/u+Ro2IUNusRnFNC0pqmqHS6Myv7btUhKpGFRLDvCETi8ydZAWCnzvOmv8WCCAQGDvFCtp1kDVN+7kTLbqYt+OyLNdRUtMCX08pxsT4IdBLbu6Q2981xfsvFeGfv5uGlNwqczCgNxAaWjSoaVKhuKYZVwpqrKbDIgAKmdgcNPt5SuEudXPoM4iEAqyYGINtp3LMNeZltS1QafUDGgwDQIBSjjkjjc0npg8JgbtE1O/BMGA8Vx9PLcWlvGo0tGgwMSEIEjeReZ8vrW1BaW0LmtU6i/dJ3YQI9nZHTKAC4+MDHW4aoNUbOl2rxCKhxfnFVDmx71KR+clVVKACQ8J8bGpm4ci+U1zTjEt51VBr9XBrK8/yCc5N5ziQuIbYQQNRQyyXuKGkphmVDSrEBCkwJsbfqe0Dt5/OxfIJ0b1apkqrx7dtw9bG9nByNRDh6xPZDmUUMFFr9dh8wvhYtrtgt7FVi+/P5uEOOzuxmGoHevuoVW8w4Fx2JQqrmqF0F2Pq4GCLGlVDW7OI9p1sTGnO7uymOUXHsla0a/ZgEuAlx6AQ7x6DX2tOZ5YjKkBhV4/82iY1rhbWoKatDDKJG4aEeSPC39Pu9as0OvxwLh+3T+l8Y/Xd2TzMHBpi9wWzWa3F9cKfh9iVuImQGOaN6ED7mhp9dzYPS+3M+KHS6pFZWo+8igZzmqdgb3cMDfexq/lQdaMKpzMrOrXD33k+HxMTAp2Wh5mIUN+iQXFNM0pqWtCisQwAfDykCPN1R6ivh3kI2YZWDQ5dKcbckeHYdioXq6bG9XmtZ1cu5lZBAGBktJ+x2dHk2D5rk9lTOXR6A8bHB+JURjkClHK7Kh+ICE0qHaobVahpUqOmSYWWDsGYiUwigq+nzFzrrHSXWN2vi6ubcSm/GgtGR2DT8Synd740EEGj1UOt+zlbkUZnzFikaZtm+q3W6c219gIBUNmgwpYT2XhowdB+awNvzQd7rgEAHl44zDzN10OK4LamDX2RyhDo/PTJFgYi5Fc0IrW4zpxXOcLPE0MjfLoc3nnPxQLMGBraZQVb+85wgDEn+6gov163O/6l1hBzQOyggW5DnF3WgJS8KrhL3TB9SIhTDsyMkjqodQaMiLSeOqknRdVNOHq9FMsmRNvcPOFyfjVEQkGX6Zq6ozcQNh3LxK0TY2x6XF/VoMKhq8VYOTnW5iDGePGSIS7Y8bzDHTW0aHAivQzNKh1ighQYHe0PkVCAivpWnMuuNAc5O07nYtbwUKsBX18Ev9YcuFyEyYODetXcpEWtQ1pxHQqrmwAiCIVCJIQoER/sZVPb0kt51SAQRkf/nF0js7QeVQ0qm9KJNbRocLWwBuV1rRAIALnEDUPDfRDu59GrbXToajGSYgN61Q6eiFBW14rUolo0thrTIcokbhjUNphNdzdvBy4XYViEr/mpgqkp1fh4+wd4aGjVoKSmGcXVzWjqEGh5ySUI8/NAqK+7TfvBlhPZuHViNCRuIjSrtdh2cmCC4pomFY5dL8WytkfCzWotvj+bjzumdp9ay9kKqppwtaDGom/D5hPZfVaOVo0ONY3GoLm6SY3GVo3VtJJuIqE5X/uzy0dDIRdbBKhanXFQEWtFNC2vu9eEQgEkbkJI3USQikWQuIkgFRv/l4hFkLoJIRX//Fr7ff3Q1WJ4SMUorWsZsKY/gLFvTUygAtnlDVg8NrLf2n07EhB3REQorG5GalEtWttuZIO93TE80tccLxRWNaGsrsV8zuiqM1ywkzNQ/VIDYm4ycYOKC1YiLliJJpUWx1JL0azSYUyMX68Ct4QQL+w4netQQHwyvRwNrRq7a1JHRvlh8/EsDA33set9plGvFtlxkvJXyjBxUJA5l29PNDo9CquaMGmQc3O4Kt0lWNTWizmnvAHfncmFUCjA+PhAKGRi86AdkQGe8PaQgohQ2aBCRkmdMfht204BShkGh3nDXyHrswt8q0YH917WBrhL3TA21t88up9Ob0BWWQP2pBRC3zaSV7i/J4aEWe/BbczqkI3Bod6QS9yg0elxLruyy6wS1Y0qXC2oQW3b6EgKmRjDI31tTm9nq0AvOSrqW3sVEAsEAnNHGpNWjQ7pJXXYdT4fBiIIYGynbRoEw2T2iDBsOmas2Wts1SK9pK7bNvnNKi2Ka5pRXNNsHPyk3T6jkIkR6uuBCQlBvRo4IyWvCkPCvc1PazykYtw2OcacQaC/gmK9gfDjecumIx5SMWYMCcGelELz8dfXGlo0SE4rs2g6JhAIMD4uAGezKvtkdDq5xA1hfm49NkUrqfl5AJ7rRbVYPiEacolbW4AqhFgkHJBH4RX1rWjV6DFreBjSS+rw05XiLvtX9KWyuhb4K2RIigvAsEhf/Hg+HxH+ng7dcNpDpdVD6tb7TnMCgQCR/p7mZnqmm++T6eVobmve5q+Q4cDlYjS0aNDQqjV3hrt5bOSAdYQdSFxD7KCBriHuiIhwMbca2eX1CFDKMWVwkEPtZb87k4ubk6Js7qSn1Rvw/dk8DGnXtsleBVVNKKhsxDQ7hqT84Vw+Rkf7OZToP624DiU1zT2eZHedz8fUxP7p0KHVG3A2qwLF1c34v4NpcJe64Z6bBlkEvwkhXn0a/FrTH3fy7WsyTO1QfRUyDI/wNWeOaFZrsftCIVZOjsV3Z3Ixa3iYORAtr2vB1YIaNLYNT+vjIcXwSF+nJrK3pqK+FVll9U4PtDsiIhTXNCOtuA7NbZ9RLnXD4FBvEBmPn8KqJtw+JRZ6A6G42hj0WgyXKhDAXWIMksJ8PaCUi52+H3WXGaRFrcPWk9lYPSWuT9I8dbTzfD4mxAdaTYl3IacKBHJa7/quaPXGDr1d9V34OjkbKybG9HvgoTcYsO9SEYQCAeaODMOu8wWYPDgIey8WYv7oiH5LI2gNEWFjh6Zj57IrQUR9Hoh2tDU5GysmxVrUXKcV1+JibjUWjendwEzdyS6rR6tGj+EOPqm1VVldC7afysV3Z43ZV7zcJYgJUmBoeN+nuOMaYtanBAKBuRauor4Vuy8UgABMGRxs1wlubGwALuRUYmJCz7WilQ2t2HuxELeMi+rVySHS3xNnMiug0eltOhBNWRccHfUqMcwbzWotTmWUd1n7W92ogkgo6NNguKFVg7yKRhRWNUHX1n7ONGynXCKCVk8YE+Pr1OYav0QdazIAY/OWy/nV5qDOXSqGVCzCNydzIBQKcDKj3NyGMshbjvHxgU5N4WcLP4UMp20Ysri3BAIBwv08Ee738/ZpVmuRXlyPE2ml2Hm+ADGBCnjK3CBry7s9IsoXPh7OaTZjq90XC7BorPXBN9ylbrh9chy2JPd9UHy1oAZBXvIuz3tjY/2x+2IBiqqbLLapMxERtp/KwdLxUV2e0+aMCMPBK8XmDrj94XpRLS7lVWPeyHCLTq8BSjnWTE/AnosF8FPInP5UzFaHrpZgxtAQiyB0XFwADl0tRlpxXZeZVZytsKoJIT7unZosJYb5IDZIid0XC+HnKcXUxGCnH2OFVc0YE9t3gy+V17Xg6PVS+CtleHD+EIT7eWBxUhSEAiC3ohF7U4yd9KRiEYZH+iKil03LbiQcEP8KBXrJsWxCDLR6A5LTynD0eqnNnfAi/D1xNqsC6KHj/sXcKhRVN2HN9ASnJNmeO9J4cejpUebZrAoo5GIMcbA22iQpNgDHrpfiSkGN1SYiB3uZc7I9Y9OLZuRWNBhr+Nq+A0+pG6IDlZg3KhwSNxHUWj22nMjG1qfm4XhqGRaOiUBKbjW2nsyGr4cUU4eEDFjnpP7mr5Rh5rCfh0c+k1mBn64W40JOFUZF++HmsZGYNTx0QPKlmphSePW3Vo0OJ9PLUdeswaRBQYjw90RckBJXC2sxNbFzftn+kFPeAH+FrNvc2+5SN6yaYgyKV02J67KjT2/Ut2h6bDoCAAvbOpItG983+YD3XSrCxISgbm+o/RQyaHR6NLZqe9VMxRYNrRrsuViIuGClRVMjjU4PcdvjeZFQgMVJUUgrrsPXydlYOi6qX2rzTSrqW6HW6a1m4pk13DiksUIu7pPhmztKTi/H7V0MJiNxE2HZ+GjklDfgq2NZWDA6wqnHXH2rpk8GQaqob8WRayXwU8iwYlKMOctNhL8nCquaEB2oQGyQ0twZXq3V40pBDc5nVwIw7q+jY/xsyq9/o+KA+FdMLBKag4rssgbsOJ1rUyc8qViEVo3O6gVLbyDsOp+PcD9Pp45F7u0hNaYgatV0ecBdL6pFs0pnkTC9N6YPDcHelEK4S9wsenynFdc5NLiCaXCLvIpGlLcNlw2BAGKREBF+HpjYTftMjc4YDN822ZgvWavTQ9iu1r+mSYX9lwqh0RmQFBtg1xDevTFQFQMGIlwvrEVGSR0EAgGGRfjg1gkxWDkpFhUNrYgNVGDPxULoDIQAhQzj4gP6JMD6pSAipJfU42pBDWQSEaYODjY3Jyk9m4cRUX4YEu6DA5eLYCBg/qjwfnsUrzcQTtk4UqBcYgyKtybn4PYpsU79zogIP5zLt2kwF4FAgNsmxWJrcrbTbupNzmdXwl8hs+kYnTcyHD9eLOyzkeGICEeulaK+VYNl4zvng29s1VqkVQSMT9Ai/D3MQ7f3xxMqIsL+S0XdZhxaMi4KW05kY2EfNlcAjDd3MTZknIkNUiIqwBN7U4ogE4swa3joL7ImtaK+FUeul8DPU4ZbrTTRiQ/2wunM8k77q1Qswri4AIyLMzYtqmpQ4UxmBRrbtTXuauCNG9Wv9wrCLNjTCW9iQhBOZ1R0CjzrWzT44Wxen7UzmzcyHLvO51sdnrigshE55Q24Jcm5w64uGB2B7adz4SF1Q7CPOwxEuJBT2WNu28ZWLfIqGlBQ1QSd3tQbW4BALzmiAxWYmBBo88lRbzDg6xPZWD6x6+wcvp4yLBkXDb3BWL5z2ZXwU0gxZXBwn6aR6s8KUAMRUotqkV5SDwGAoRE+uHWicfREIsLXydlYPTUeP14ogEIuMbdBq6g3DsrSqtFDIRNjQkJgvw0z3deXv4ZWDU6kGTOSDA7z7nY0STeREAvHRKK6UYVtp3IwOMzbIjNHXzlwuQhzR4bbvL8bg+JYfJ2cg5WTY52WU31vSiFmDw+1uf+DVCzCgjER2Hkuz5yJorfyKoyjf9naDEImcYOvhxQlNc1OG2K+fVmS08swY2hIl01DjLXTnY8VD6kYd0yLx7Hrpcgsrcf80RF9mv7MWlOJjgQCAVZOjsWm48b0eX1Ve302qwKrrKR5tEYkFOLmsZEoqm7CxmNZmDMirFMu+YFiGqzK10OKWyd03VZdIReb+yZ0x18pw9yR4QB+zkax+2IBdHqCTCLCqCg/p+/D/Y0DYhfjKRNj0ZhIEBFS8qrxzckc+CtlFp3w/JUyVDepLN6XWlSL60W1WD0tvtej4nVFKhbBVyHrdHGoalDhVGYFbp/snFHtOrp1QjQ2n8jGojERuJRXjRlDf+7cZ2rukFfRgKZ2Jw1PmdiiuYOj9AbC5uPZuGVcVKeacSKyMtCIMRvF+PhAVDWosDelEDq9AePiA60+avylMxAhrbgOacV1EAAYEu6DW60ker9aUIMRbcMQzxsVjh2nc80XrUAvubmpTUOLBmezKlDfqoWsrYajLzsJ9cX9goEIl/OqkVXWAIVcbHdaRT+FDKunxuNKQQ02Hc/q1F7UmUz5Se3dxrK2oHhLcjZunxzX66A4vaQOSrnE7gtygFKO+BAvJKeVYUovRzusa1bjdGYFVnXxqL0rM4aF9Dofe3sqjQ67LxbCXynrMetPo6r75hrTh4agtLYFXx3LwuKxkX0yPLqpqYQtfULcREKsnByLb07mYM30eKcMYdxeWnEdBod6213TG+7nibXT43HwcjEu5VVh3qgIh546mLLK9EZVgwqHr5XA20OC5RNi+uR6LRQILAZoatXocCmv2tynItBLjtHRfgM2PLmjOCB2UQKBAGNi/DEmxnonPKVcgvoWDZRyMfZdKoJCLnbaMMvdmTE0BFvbagIB4zDIe1IKez0wRnf0BsKcEWF4+vNTqG1W466Zg3A+pwoggthNhAg/D4xPCHR62ykDEbYmZ2PB6M6PAP0UMlQ3qrsNZPyVMiwdb6w1PptVgTOZFQhQyjDZwQwj1vTFJqe2IDi1LQhODPO2GgS3d72ozvwoXCwSIiZQgfQS48WrPaW7BHPaajFaNTqcy67E8bQyuAkFGBXth0gHBgfpjlgktLkzaE+qG1VITi+DRmfAyCg/rOzlDeCISF8MDffGgcvF0OkNmD86wqkXR1sec3dHJnHD6qnx+LpdUyFHNKu0uJRXbXOtXkfDInzx05ViZJfVO9w8QKPT4/uz+Vhr4yA67QnbmgR11Z/BHqcyylFU3YxFYyJsCkYaWzUI9u7+ZibExx13TI0zN5VLinNedg5H9iG5xA03J0Xim5O5WDXF9pzytriUV21TkxtrhAIB5o0KR3ldCzYdz8KMIcF2jzBaWd/q8A18daMKh66WwMtdgmUTou061gUCAfQGcrjpkFziZtERs7yuBcfTytCi1kEoAAaFemNQqLdTmyb1BU675qBfWto1ZzB1wqtsUCFAKUN1kxoqja7bR259ISWvCmKRcYjgzcftG3JZpzegoVWDhhYt6ls0bX9rzKOCWeMmEkIhF+O/B9MgdRPhrXsn92ogClsQEb45lYPpQ0KsjgJXXN2Mktpmu1MNVdS34mR6GfQETEwI7FUHFCLCzvP5TmkrbmoDe72oFoAxCE4M87bpMWxmaT0aWjWd0mR9dSwTd0yzbXQtrd6AS3nVKKhqaquJNp6ge/sY+GxWBcJ8PRx+VKg3GHA2qxJF1c3wU0gxeXCw3R0nbUlhZGyDXoTBod4YHeOcZhQn0soQ7O3e6+HeVVq9w0GxaSTJ2yb1fgS6rcnZmDcq3O72qaaBNhYnRfbqpnnz8Sysmhrn0D5ZXteCg1eKMT4+0FxrZ4u9KYW4aViozdvuSn41MkrrsWRc19kz7PHTlWIMCvVy6PpSWNWEy/nVWOykZnS9GSSqIyLCkeulaGzVYtGYCJvb2Z7LrkSIt3uPOaTbq2401ggr5RLMHBbi0PdyIacKfgopouwM4G2hNxAyS+uQXlIPQ9tgH9eLavHkLSOdvq6u8Eh1fezXGBADxoDyWmEtDlwuwr5LRVg5ORZBDtyxEgA3oQDitgTvYpGw7W9Rp2kS82s//958Ihs6vQGzh4fCQMb2yw1tAa4twa2XuwRKuQRKdzEUckmPd8sXc6sgEgowKMTLaY9xu0JE5g4rXV0ITJ0XHc3VqNMbcCazAiW1LQjylmPSoCC7aweb1VqcTC83txuzFxEho7Qe1wtrQQAGh3phSLiP3Rf8LSeyrdYEFVc3I7OsHjcNs6+TpamtckZJPYgIMUFKjIj0dahzSH5lI2qb1HYHmSU1zTiTVQEiY1opR1MIAvbl9LxaUIMrBTWYOzKsV8M7N7ZqceByEW51UmcwU4aV2ybZNuqkycHLRYgP8XLKhVynN5iHabdnX/jxQgFGRPr26jsEjPtzVlm9uSO0LbR6A/alFELiJsLsEWF218D9cC7P7hvehlYNfjibj+kO1IC2V1Hfigs5lVjYi0FSrhfVorK+1a5tZk37PgrOVNOkwp6LhTbfqPxwLh83j42wqSlITZOxRlghF+OmYb3LuNPQqsHZzArz07W+YCBCSm41rhRU46tjWdj718V9tq6OOA8xs1mTSotz2ZWoaVLDTWh8fLd6ahwmDQpCbnkDZg4LtbuTEhFBbyBo9QZodQbzb027/1s0OmhbDNDq9T/P0/b6F0cyAADxwUoo3SXwcpcg0t8TCrnY6b1am1Ra5JQ3mJuEmB7jOrPDT3u7LhRgTIx/t7UiIqGxI5mj3ERCc5vIstoW7DqfDyJg8qAgm4fhbHIgHRQRIbO0HtfaguBBIV5YNiHa4ZrYgqqmLvNghvl54HRWBVrUOru+J+Mjal8Mi/AFESG3ohG7LhRAbyAEe8kxNi7A5lraAKUc6SV1Ns2r0elxMr0cVY0qhHi745akqH7voT080hdDnNCMYvfFAqcOqSsVi7B6apx5sApbguKc8gaIhEKn1Wq5iYRYMi4K29u1T+/JmcwKhPq49zoYBtr258xyqLR6m/a/KwU1uF5Yg3mjwuHr2X+p9pRyCdZOj8ehqyXIKmtwKLtCb5vbmAwN98HpVg0u5lZhTC+efJzPqeqTgVp8PWVYOz0ByelluFJQg8VjI7utjTcQ9RgM1zapjUNby8ROq6lXyiWdhmx3lrpmNY6nlUGt1WN0tB/W3TQYvn3QFt0ZOCB2USU1zbiYWwW1zgBPmRuSYgMsRvb67kwuFidFYUJCIDYdy8LyidF2PQ4UCARwEwngJhLC3qeIGSV1eGHVOAR6yZBeUm/XCHaO2HU+H8vb9TKXiUVYNTWuT4LivSmFGBzq3W9p0wAg2Mcdy9vyUp/KKMfxtDKE+rhj4qDAbk++ja1amzpzERGyyhpwtaAGRISEUO9eBcHtncoo77Yt7cLREdibUuhwTaVAILDIvVla24KDl4ug1hng7S4xDqfdzU2Bu9QNrRp9t+vIKW9ASm4V3ERCTBoUNKAjgQHGnvELRkegtkmN7adyMSjUy65g4kp+NQaFeDk9u4kpKN5yIhu3Tozpdt9TaXQ4nVmBOxxs79kVbw8pkmL9cfByUY+1ZdllDahv0WDeKOfVqs0bFYH9l4q6HVq+rlltPI+EeTu9RtNWAoEAs0eEoaCyEV8dy8KS8Z07BXfn0NUSzBzWfVYJW01MCML+S0XILK23q7mICbVlTHC07bAtpgwORkOrBt+eycWwCF+HRqGra1bjp6sl8JC64RYnBcJ9hYhwKb8aWaUN8HKXYM6IsBsiLeYvv4TMKfQGQlpx22NiAKE+7pgzMtxqTYSpdtdUe3XHtDhsPp6NFZO6v0g5g1qrx4WcKnPNgd5A2JtS2GejOZ3KKMeoaP9OF/e+CIoPXi5CuJ+HzSdtobB3HR06EouEmN52c1Fc3YzvzuZDJAAmdzGaYaNK2+Xwx6aLyJWCGhCMNflLx0c7tdNEeV0LApSybgNrd6kbfDykKK5utqvdXVdCfNzNbRJrm9Q4mVGGplYt3KVuGB8faHV7WCtdi1qHE2llaGjVIDpQgeUTY/osbZWjzxF8PKVYPTUO1wqN2SjmjAjrMVjX6PTGbDN9FIhJ3GwLir89k4dl47vviOmouGAvlNe34mpBTZeBS02TChdyKnG7gx35uqKQiyFxE6K6UdVpXzMQ4dCVYrRq9bh1YoxTAqLeNpiMDFDgdh93/HAuH4NCvMyZYLpTUd8KjU7v1H4ppswzCrnYap+M7pzMKMfkQX0/LLRSLsHqqfE4n12JrSezsXhslE3XlbpmNX66Ugy51K3HGubeEMC4j/XmPFXfosHx1FKotHqndAzubxwQ/4q1qHW4kFOJigYVRAIgMdzHppq7a4W1GNquY4HETWQOinvTG9wWO8/n45Z2tSODQr2hN5A516kz1TWrUV7X0uUwpc4Mio1DZcrt6rAR6uOBkppmpzyO7SjMzwMr/GLMj/GPXi9FuJ8HxscHmoPaplYtYtrVZBMRcsqNQbDBQIgL9nJ6ENzesdQyLJ8Q3eN8M4aFYPPxrB5zR9vLx1OK+aOMN2LNKi3OtjUrEouEGBvjbw7ATTEFESG1uA7XC2vhLnXDlMHdj1T2SzEswheJYd44eKUYGp0BC7ppRrH7QkGPo0n2VvugePmEmE419Eevl2J8fECftfEHjDV6357JRaCVIaA1Oj12nS/A2ul9c1MwZ0QYdpzOtQi2s8sacDqzHLOG/3Ly3JpI3ES4bVIszmdXmp8sdtUUyFlNJaxZNiEam49nWU1h2RW9gVBU3Ywpg3uXcs8eSXEBGBLug13n8xEbrDQ31WhSaeHRbp+ub9HgpyvFkElEWJwU1af55gHjNaGoutnu9J1EhKuFtUgrroWXuwQ3DQ/t807pfYUD4l+ZivpWnM+pRKtGD3eJCGNjAzBtiH2PaDNK6jo9gpa4GYPDLSey+mzY1ZS8KsQFKzvVCg0J94HOQDh0tRizhoc5ZV1EhB8vFPRYw+OMoDg5vQweUjeMiu659qS96EAFrhfV9klAbCJxE5k7pBRUNuK7M7nG9seDg9GoMjaZyClvwOX8ahgMhNhgJZaM67sg2KS2SW1ze3HjiH4BOJ9d6dSUUO15yMTmznsanfEpxumsCggFwO4LhRCLhGjV6DAk3KfbwTP6gjPWJBIKMX9UBOqa1dhxOhfxwV4YG2vZjCKvohE+njIo+2HQk66C4sKqJqi1+n4ZPW3p+Gh8dTQTK6fEmZ+kERG+OZmDWyfGOD0HrombSIgIf09klzUgxMcdey4WIMTHo09TTzpDUlwAYoOU2Hw8C3NGhlsN3J3ZVKIjoUCA26fEGbN1TImzKYA8nlpqfmrWn9ylbrh9ShyuFNRgy4ks3Dw2CsU1TYjw90RDiwYHrxRDKhZh0dhIu7POOCoh2AvnsittDogbW7U4nmYc5Gt4pC9WTnJuCryBwAHxDc5AhIySeqQX10JPQKBShplDQx2uPdHo9HATCa3u2DKxCKunxGFLcjZWT4lz6khBTSotskobunzEMiLSFyl5VTh6vdRi4AxHHUstw2QbMy/0Jig+m1UBoUDgUKDm6ylFTaOq5xmdJDJAgcgABdRaPQ5fK8G7u67gWmEN5o4Mx5JxUX0WAFhz+FoJbh5re01kYpg3vk7Oxshovz4bOMZE4ibC+PhAXMipRG5FI/IqG1FW24KFYyJu+JGavD2kWDUlDteLai2aURiIcDytDHf2Ua2oNe2D4mUToiETi3Dkemm/lUEoEODWSTHYfirHHIzuPF+AmcNCndp0TKc3oFmtQ5NKi2aVFs1qHbQ6Ax7++BhunxyLtdMT+rQ23Jl8PKVYOyMB+y8VIau0HtPbnav7oqlER2KRECsmxmDrSeN31l3grdMbUNmgwsxhA1fjPiLSF4NCvLDrQgE2Hs3ELUmRCPJ279dA2ETpLkFjDyPWERGutw3SpZDZP2jQL92NcZQxCyqtHhdzqlBW1wKBAEgI8cItTqq1O5NZgQkJXbenkknccPtkY1B8x9R4pz3G2Xkuv8eOUaOj/XE+p7LXo0pVNrSisVWDmCDbA2tTULw1ORu3TbItKE7JrYJKo7e4KNhjIO62DUQ4mV6OZpUWd80chMGhXsgoqUeojzuC7Gyb56gmlRZiN6Hd+9bckWE4cLmoTx/pl9W24HRWBQwGwpgYf4yPD4RULMKScVE4cq0EpzMrsGB0xA0TwHRlaLgPBod646crxVDr9BAKBJg7IsyhfZKIYMyUSCAyNjExZVAhMv5Npr9hnIHavXbz2Eh8cSQDFfUqPDR/KFo1eoiEAgiFAuPvPjxOPKRizBwait0XC+HrKUVUgKdFbm8igkZnsAhmjX/r0KTWwtBNikjjFjGmp/SQieEhdYOnTAw/hQyR/p64fXIs4oKV+PFCQVtzpoB+vSl1lFAgwILREcgqrcem41lYOj4K7hK3Pmsq0ZGHTIyFoyOw/XROt7WWh68Za6v7W32LBgWVjSisboZWbwBgzCpkyva0YHQE9qUUdnqfp0wMX4UUvp4y+HlK4S5167drRJNKi+OppWhS6TAk3PtXURtszY191nYh+ZWNuF5Yi0Gh3pCKRRgd7YfJg623fe2N8vrWHrM6uEvdsHJyLLacsG/QjK4kp5dhbGznjm3WJMUG4ExmBU5llHfZ9rc7RIS9KUVY48CJWSYW4fYpcTYNInCtsAY1TWrMHuGcJh79ISWvCunFdZg+JAShvqH4/mwexscHYmysPw5fLcGJ9HLMGxludyo2ex26WuzQdvP1lIHI2NzCmUPMqrV6nMwoR3WjCsHe7rh5bGSnWmihQIBZw8PQrNZib0ohfDykmDEspE+Dtb4mEhozCXxzMgf/76c0PDhviENp4oybQACBwNi8w3QhFQhg3j7G19r/bZzPND23vBFXCmowaVAg3IRCGNo6/uoN1Kv0hLb6YM81AMAjC4chv7LRojOaVCwyB7MeMjHCfD3gKRPDXermcFq9ivpWDA71Nt9MF1Y14fuz+RAIgAnxgU55EqHTG/q06VN8iBfC/Tzw3dl8HEstxVNLR/XbSGX+ShnGxwViT0qh1RtkjU6PhhZNr3Jx96SuWY2CqiYUtQt8AUApFyMqQIG5I8PM184rBTX4x7rJEIuEyK9s7NSJnIjQqNKiplGNqgYVMkrq0NyWJq39FiUA7hI3+Cqk8POUwddTCoVcbHPw2r5jnXEwpTpcLaiFh8wNUxODnT5a6y8NB8Q3CLFICLXWWDMyY2jfPKYwDtVs2w7vIRVjxaQYu0eS66i6UYXqRpVdnRomJATiZHo5zmZV2D2S28ErxZg1LNThE3P75hNdBcXpJXUoqm52SmYMiVgEtVbfpx0qCiobcSK9HCOjfK1mDxAJhZgzMhwqjQ77LxfBTSTEnBFhfZL2R6XVQ28ghztlmHqbOzqMb3uZpfW4kl8NsZsxXZq1i6feYLAIej2kYtw6MQbF1c3YciIbY2L8kBjm0+uyDARTR665I8OxcIwxvd2KSdH9Xo79l4rwu7lDEOHvgR2n83p8FO5segOhsVWLxHBvNLZocdPw3g0CYYtz2ZWY1W49Ef6eiPD3NA+4k5xeDn+lDFN6MUx7k0oLRR8FOFUNKlzKq0KjSgupWIjM0nqkFtficn61xXyeMjGCvOUI8XGHj4fUqbWO0YEKNLZqcCKtDFM7PFE8dLXEaZUVdc1q5Fc2objGMvD1kksQFeBpEfhaQ0S4XljT7txL2Hep0NyhFzDeHCrlEpsG52pR61DdqEJNkxq5FQ1obLXeDELiJoRvW9Dsp5DBy0OCMF8PZJXWI7eiEY2tWgwO8+73PhEDiQPiG0SYrwfuvmkwAr3k+OlqMfR6A2aNCHPqHdvJ9DK7cv56ysRYPjG6raY43u62m0SEPRcLccc0+4OXyYODcDy11K6E7CU1zSBCr9NztW8+sWKSZVCcU96ArNJ6pw0nGunviYKqJofya/akrlmN/ZeLEOLtjjumxvV40pNJ3LBkXDTqmtX4/mw+Ar3kmDYk2Km1oId72XFSLBIiNkiJ9JI6DA71tvv9ja1anEgrRbNah7hgZY/p0irrVQj06pyKLczP2AnqfHYltpzIxtyRYV2msPulUWv12H2xAIFKuUVHrrEx/k7t2GqLA5eLEObngcQwbwDAgtHh+PZMrnkQnf4qw7xR4Qj0kuNaYQ32XCzo1ehqtlBp9VY7LrcfcKeivhW7LxZCpzdgbIw/YoLsGzG1oVULpZOe9jSrtLicX4Py+hYAgJ+nDOPjA80dMAUCgdWa2sZWLcrqWnCtsBZ1zWqLmneBQIAApQwhbc21HGlTOyLKD8lpZbicX42RbSnhVBodWjU6uzLAEBHqWzTIq2xEcXUzdO2awni5SxDl74khPQS+XTnToWInMcwHBjLeCDqS49pd6gZ3qWePnbFVWj1qm9SoaVLhakEN6lo0+PJoBuqaNfjNjAQMCvVCVMD/Z+8/o9tK1/RQ8NnIkQQJ5hxFSiQlUaISJVWpVEEVVDnXmel2h7Hb3e1rX0/7dntW+851aturx8fjZbuvfX37jjtVkKpUJVVWJalEUgwSRTGJASRIEDnnvPc3PzYAESQAIlGnzmk9a2mJBEFgE9j49vu97xNkf2uKYeBhQfxLB4mQh/OHmxEMR/H9rB6hCI3HeuuKYu/kC0Vz7jyXiAV44UgLPhhS4a0cI0+/n9HhkX21efPiTu2txbU5fdJilw40Q/DDrB5vF0mQE6dPbC6KNVYvptdtSSEfhaKlUo6RRVNRC+JQhMY301pwORRePNKS8yKukArx2ok2bFi9uDiygu76spwdNFIhEhMX5ZqKuBUD7ZV4b0iFztrSrIp1hhDcXbNBbXJDJubjVA5CEZ3Dh7qy9Busw+2VONCixLfTWtAMwZMHGn7ShvpTa1Ys6V14pr9pGzWmo7YUBocfCzpnokDdTXw/o0ONQoJ9Dfc77JUlYvS3VmzroO0WjA5WpxG3XutpLIeIz8Mn4+pd80G2uoNZJXlVlYrx4pEW0AzBlNqK26urKJUIcLK7JisOuycQzpv+FKEZLGgdWDG5QQh7XTrQnDuNTy7mQy4uTbm+0QwDqzsIg5M950IROslzWyLgoaZMglqFBOVyYdrP+mB3Db6e2oBcxEdrdQm+m9Hh8b7UhSYhBE5fGOsWD3T25MJXIRGguVKOnsbyogl3aYZgzezFsc7k1y1+zudbFGcDEZ+L2jJJwg3ku2kt/ukr/VAZ3HjxaAssrgAmls0JoZ1UyEd3vQINaZJDfxXwsCD+JYVIwMOzh5oQitD4YVYHf5jGYz11eXMntTZvklgkF5RKBDg/0Iz3h1fw9qn2rApcvd0HmpCCLcXO9NTh+xkd5jbsGT1+r97dwJMHGorazdxcFA921WBSbcFrRe5cSUV8+EOZlb/ZgiEEP84bYPcE8cT+hoLtsxorZHizoiMR7HBiT3VBCXw3iuQgAgCP7K3Fj/OGhFVaKphdAYwumRBlCA40K/FKHu+dyRnYcTPG43LwdH8TnL4QLo+vobFChmOdVT+pi4o7EMaXkxvY26DISDc5va8WH95cRXWpuKg87a24NqdHZYkoZTBGW3UJXP4wxpZN2wqJYoIQgu9mdNs20e01JRDxubh4cxWvHm8rOn1jYsWMR/dlT8vgclgXm8PtlXD6Qrg2p4c/FEVPYxm66xVpzzNPIJI1h5YQgjWzB3NaR4x7zMHeegVeOJJdIqWAx8mZ+sXlcFCtSC/m9YUiMDoCWNQ7YfMEk4plDgUo5SLUKiSoKZPg3MFGfHhzFRRFgSEEMhEPdm8QmhjVYXPhWyYVoqlChp6m4hW+6XDjXvo1b19DGQjZHQ/+rfhiUoO2ajm668tQXy7F9Tk9ntjfkMRV9wYjWNA5MblqAQHL/2+tLtmV1MpfFB4WxL/kEPK5eLq/CeEojR9m9fAGIzjTU5fzePb2igXPFjDmV0iFePZQIz4YXsGbJzNz/GiG4PtZfdGM7c/21eObu1pwOZyUnas1swdiAa9okbnhKA2tzQeNxQuXPwQRn4vf/e838A+f64PLH/5JhjHcXbNhQefAqb21qM9QJOaDnsZy7Gsow80lE8ZVZjzelzs9gGYIbJ5g0UQu9UopxlVm+EPRpG5ZOEpjbNkMsyuAyhIxnu5vLKhjG6GZrC+aCqkQrw+2J9T3J7tr0Fz54CK8U4EQguEFI2yeIF4+lt204KWjLXj3hgrvnM5tIpQtbswboJAKMqae9beyQs8FnWPXONrX5w04vS+1MLJeKcXZ3np8MKzC64PtRS2cAmE6b5cSdh1uSthjfTSqhkTICqK2Tl48gUjGDrHZFcDdNRu8wQgoiuXkPpXnhKNcJoTdGypqqIhUyEd7DR/tNdupIgxh1xOjw48b9wwIhGkEwlH8vf/2I05214AhbOHbXPlgCt9UCEdpWN1BnMlg+xZv8mQTJZ4PCCH4ZHwNB1uUCcpNZYkYDl8IUZpJ+nzLRHwMtFdiIGYhSjMM1CZPLNCHBgWgXC7CvoayXxp62FY8LIh/RSDgcXHuYCPCURrX5wxw+cN4ZF9tVkUgIQRRhhS8KJTLRDh3sBEXRlbw5sn2tJ2Dr6c28PTBxqJ2a5880ICv7mjA5VBJ47cozWB4wZhX8R2M0NBavdBYvfAEwonb+TwuGpRSHGxVQiEVYs3sQVtNCbrrFbi5aILLH0aNQoKjnVW/kIV2MzRWL4YXjGkFc8UCRVEY7KpBlGbw/awOgVAUTxxoyFocd3PRWPS0qHMHWSHYy8daoTa5cUdtBZfLwbHOql+IGX8cHbWlaK8pwfCCERMq1mZpt507UsHsCuCbu1oMdlXnpB3gcTl44UgzPh5X4/UTxY0uHrpngFTEx8GWnXUBZ3rrcHlcjRKxoOj+zw5vCJ5AJGNIQUWJCM8dbsb7Q2xRXAzfWLs3iDJp4boQiqLQ01iOnsZy+IIRDC8a4fZH0FZdgoOtSnAoCsFINOmYvcEIptdsMLkCAIDKEhGO76kuyrlZLhPB7g0+sJQ9DkWhskSMyhIx9tQp8O20Fkq5CL/9RDdaq0qgMrhwrLMq55jnYuKHWT0ez0LY19NYDkJYClExXYtohg2ZOb23ZtvnJz5hy/R8XA4HHbWl6Nh0vbW4A5jbcMDuZf3zhXwu9tQq0FIlf6BC2HzxsCD+FYOAx8WTBxoQpRn8OG+AzRvE6b21GT/4cxsO9DQWp8uilIvweF89Lgyv4I0URfGK0QW5mI+KkuLvIJ/ub8Jnt9fB5VBoi+12v5jU4NlDTRnH04FwFBtWL9Yt3iR6goDPRaNShoH2yoz0grtrVpyPBVfER1sGhx9fTGpA0wx6m8rRWVua94hcJuLDHcjeAQTIXTBXLPC4bOKZLxTBt3e1EAt5ONtbn7GTSAiBzu7PqSjLBEIITK4A1CYP/uvVefy3q/P4l28fwYtHW38yizJFUTi1txbBCI2rUxsQC3g421f/QI4vHoUOAG/l6digkApxoFmJ63P6RNJhoRhZNEIk4G1LyMuEF4604L0hFc4fbi5qgt6XdzRZOZWUSgR49XgbLo6s4OVjrQW7/0yoLDhVgMd6KkhF/ATfesXowsdjbBql1ubF9LodarObvZ+Qj/3N5QV5vKdDuUyI+Q1H0R83E2iG4PqcHk5/GE/01aNEIsCViTUMtFeiv7UC1+f0GFkw4skDD35D6g9FEQxHs6Yd9TaVY0ZjL1pRHKEZfDC8gqcPNqa8FlcrJPhx3gCaITmtD5UlYlTuu9+EC0ZoLOmd+Pz2OhhCQAFoqJCldb74ReNhQfwrCh6Xg7N99aAZBjfmjbgxb8DJ7u07QYC1CXtlh1CMXFBVKsaZ3jpcHFnFG4P3Dbzj4+p8PICzxfnDzbg8rgaXQyEUoVFZcp/r6AtFsBHr+AZiHo4Ay8durJDhRFd1zhc0EvND3cqbri2T4MUjLWAIwZzGjktjagj5XJzYU53zOKmlSo51syfjCDmOuGCOQ+UnmIsjsmVcliukQj5ePNoKqzuIS2NqNCilOLGnOmVhfmvFkhjD5QpfKII1swfrFi8iUZq9kaJQXSpGW7Uc/88X9qO1qgRTais8gQhO76stqiCm0PpVxOfihSMtMDn9uDiygp7Gsqze53yhNrlxc4m1UiuUQrSnTgG9w49lg6tg0efokgl8Lifn84DaFNf75snCPdHjxzLQXpn1+S8R8vBmzIrxucPNBXGrfaEopLuY/MVGXlMYWzbhysQ6vIEIfv1MF2p2uXOrkArh9Id29TniIIRgQmXBmsWDR/albgbFPbaD4Siu3tVCwGOtJR/URC8fXnBfUzlm1m0FF8XBCI0Lwyt46WhLxk3kqb21GLpnKGjDK+Jzsb9ZmdBZ+EIR/I8fFnFlYh3vnO7M+3F3Cw8L4l9xcDkcnOmtA82wXMGhBSMGu6oT8ZmZopoLQY1CgkdiApzXTrQlYk/PDzQX/bkYQhAIReELReELRtBeU4p/efE2Nmw+/O65fbg8rgYAiIU8NFXIcaq7tmhJYusWL5ozCMk4FIW+ZiX6mpUIhqMYXTLD7g1CKWfHkdmIERorZPjmrjZjoVRswVwgFIWkCNHcFSUivDHYjjWzBx8Mr6CvuXyb+HHV5NnRT5pmGOjsfqhNbjh9sQsrRUEi4KGlSp7W6zOwbEZnLatiN7sCuDKxBqmQhzO99QWPuK3uQNE4z9UKCd461YGZdRveG1LhbG9dUZMBw1EaX05qoJSLkqzUCsWZnjpcHFlBZYkob+78+LIZAHL2FI+Dz+Xg5WOtuDiyirdPdxRExfIFI9DbfTmH/gh4XLx9ugMXRlbzfu+cvhAURexyb0YgHMXQPSNc/jDaqkvw1qkOSEV8nD/chB/nDbixwApQdyuogsuhsENoX1FwT+vA3TUbjnRUZUxcjUMk4OGFIy2we4P4ZEyNunIpBrtSb9yLBacvBB6Xk9fGp69Ziel1W972h95gBB+NruL1E+07XgNryyQYupd7lzgVQhEa383oEInS+PUzXWjcxfjuQvCwIP5bgnigB0MIRhaMGFk04XhnFTRWL47leSHaCbVlEgx21eDSmBp76hRorpRtG/vTDGu15Q9G4QtFYkUt+3UgHE34Um5dn7b6VUoE3ET8qUTIx5HOKhxsZVBRIt5myl5MxOkS2UAk4CVM/c2uAK7e3UA4yqC7XoF9DWVpF2EBj4voJsP3rZhet+Ge1oFT3cUTzG0VoxWKlio5WqrkuLtmw/tDKpzaW4MGpQwzGjt6m5LpOk5fCGqzB1qbNxF9y+FwUF8uxf5mZd4duKpSMV493ganL4Sv72jA4XBwtrcu746c3uEvOne1r1mJfY3l+H5GB38sBrrQwn163YYFnRNP9zfuStLUS8da8f4QK7LL1ULx1ooFUYYpmD8uE/HxxP56fDK+VtC06/NJDV440pLX73I5HLx5sh2XRtU40lGZs2ByXGXGiT3FW6sIIWy4jMYOsYCHwa7qxKaFZtjxNZfDwWO99YjSTIJekI8o+xcNrY3VSnTVKXaMhyaEbFtry2UivB7buL8/vIL9KTbuxcL3M7qsrxmpsL9ZibtrNlyb1ecUEuP0hfDprXW8faoj60nKYFcNRhaNeWsuIjSDH2Z18AajeLyvvmBLzd3Gw4L4bxk4Me4iQwje/XEZf/XjMn7v6Z6cHye+nqQqWLfepjK48H98cw+//0wP9HZf0n24HAoSIQ9SIR9SEQ8lYgFqFBJIRTyIBby8uj1Gpx9tVSV48kADFnROXBhhx0PF9n9NR5fIBlWlYjw/0AJCCBZ0zgSv71hnVdbdpbhgrq+p+II5dnRb/OXhQIsSfc3lGLpnxPCCCZ+Mq/GbZ7uhMrgS9ymVCtFWJcf+5vK8ParjSHX2KKRCvHi0Fb5QBD/M6hGJMnl5eRsc/qJx7zeDy6Hw5IEGeAIRfH47FoDSXZNz18oTiODLOxp01WW2UisUfC4Hzx1uwifjazkFZtxetSAUoYu2Ya1WSNDXVJ63In963YY9daUFbUA4FIVXj7fis9sahCI09uQQDuMNRovCZfUFIxhaMMITiGBPXSleObY9aczg8CVt5nhcljIQoRlcm9XDEwjjbF/9T9IxZzPs3iC+i/lVvz6YXsgdB4/LAc0Q8Lip7xffuE+tWfH+kAqn99XmbUeaCianHwqpsOBr0YGWWFE8p89oLRmH2RXAt9NavJ1jVkC9UoqhBWMizjlb0AyD63MG2L0hPNb7y7PBelgQ/y0DIQSTaitWjG7sbSzDH796CJ21pbvGIYvSDJy+MH7+d07A6PDvinXMVnw/o0sUiN31CtSVS3BhZBWP99UXVeW8ZvagpSq3dKitoCgKexvKsLehjOVYL5kxtGBEmVSIE13VSWlV8c5GXDBXs4uCOX84ClkRO8QAe/zrFi/mtY6YdZ0Xdm8IFSUi9LfujqVQpimtVMjH+cPNCEVoXJtjLQtP783OmQVgux+7GbIhF/Px6vE2rFs8eG9IhaMdVUmKboD9G7eCEIKRRRMs7gBePNLyQDxCy2Ui9DSWYeieIStx5NSaFf5gFKeL5DsdR2dtKVz+cM689FCExj2tE2+eLHzjQFEUnh9oxjd3tQhG6B19qgHA5Q8XlBpHCME9nRPzGw5IRazNWqZpgNrsSQo8iYPP5eDJAw0JG09/KIqzP8HOnj/ExsiL+Fy8dLQ1a+4vl0NtsxNLhYMtFdjfrMSP8waMLpnwZBFoaABr5ffq8eLodQ60KDG1Zt1R2Lph9WJ0yYS3TuVHJzqxpwqjS6aspjgMIRi+Z4TR6ccj+2qLSvt6EHhYEP8tAc0wGLpnhNkVQH9rRaJjFKEZfHZrHS8XUVS3GZfG1Hh+oBkKqRDBMI3xZXNW3K58cXvFgv7WiiTOU4lYgJ+d7sDXUxtYtwhz5gemw/S6raDR11YIeNxEgWD3BvHDrB6BMBshrJSLoLf7MbVmBVWgYC4b+EMRVBXoBEIIgdEZwPS6DYFwFBSA5sr7fN+LN1fw5R8/ix/nDRheMBad2uLyh7O6kAv5rGVhlGZw454B1+eCOLanOqPlFpC6+7wbaK6Uo6lChrFlMybVVjx1oCFp9L35XI93go7vqd5VqlAqdNeX4Xu7DitGd0pv2Dim121w+cJFc6fYioH2Snw3rc1J7Bd3oykmnjzQgBv3DFmteePLZhzbk/u66A6EMXTPCH8oir0NCrx6fHs3OBXs3lDGNLy4jedm7ufZvoZfiD3gZkRoBt/P6BCM0Hhif33Wto5x8LmcpBCOTOBQFM701CUJldNpFbLBmtmDRqWs4KnXZhxsqcCU2oof04QaqQwuzGkdCR1PPmiqlOPmkhlkz3aqSRyEEIwtm7Fu8eJkd3XRN7oPCg8L4l9xBMNRXJvTwxeK4mRXzbaLEJ/LAYdDIRyli15gfTutxUB7ZeLifbi9Etfm9LindWBviu5EoQhHaaiM7pRdHoqi8HR/E+a1Dnx4cxUvHm0pSFFcCF0iG5TLRAmD/ZuLJvzLDycBAL/26B501pbC6g6iWiHZNZsulkOc+8XP5gni7poN7phvc41CglN7a7ZduBzeEBQSYeKiM7dhx+VxNZ7PMvkqG+gd/pzGnTwuy6dkCMHoogk3F0041FaRtqh6ABqhBCiKwvE91TjUVoFv7mrB4VB4cn8DogxJjIHjVmo7BePsJs721eODYVZkl6qjNquxw+YJ5iUIygWP72/ApTE1SsT8HbtUywYXassku1Lsnd5biwmVOW3BEocnGMma300IwYzGjiU9a2H5yL7so8Y3I5sCScjn4tlDTQiGo/huRocoQ/BEX31evHseh8opyGYzCCEYWmA7j2d7cw/+iSPeIc4FQj4X5w83w+kL4cpEjMK0tybndWps2bQr1KWDrRW4o7biRixIJo65DTu0Nh9ezJMTvxlHOyoxrjJvS4YkhGBy1QqV0Y1jnVVFazb9ovCwIP4VhdMXwvU5PTgcCo/uq8s47hnsqsbIgikngv5OuLtmQ4lYkPADjuNMTx0+vbUGuZifcLooFq7e1eLcwcyj930NbDTlB0MqPHmgIe+RTjHoEpng9IUwumSCP0yjqkSE33lqH/g8DvbWl0Es4EJn9+H2qhVMbGROgV24G5RSNChlBY842YJ45w2SOxDGzLodFjdr5l8uE+FQW8WO3MMf7xlw7mBj4vuexnJUlojx7g0VXj3emkQVyRc6mw+DXbkv0ByKwmB3TYJedGFkBXsbytC3KUaY5dQVfIg5Q8Dj4rnDzbB5gvhodBW1ZVJobT58MKzC4331P4kR5cvHWvDB8AreOd2ZVJjPbdhhcj4Y2hTAJuq9d0OFF4+2pC0YozSDCZV5Vy2gjnRUYWbdhqt3NxJ+wJvhDoQhz6LAdPpCGF4wIhih0ddUnnU3uBgQCXh47nAzfKEIvp/RAwAe76vPSXhbJhXC4Q3lbPc3tWbFos6JE101BQfq8LkcROn8trIKqRCvnWiD1ubFheHcLBLnNuzork8vnC4U/a0VmFy14sY9A07vrcXtVQs8gUjSGlsIWqtLMK6y4GjH/cj5GY0d8xt2HGqrLArV6KeAhwXxrxh0dh9GFo0olQhwrr8pK4FIZYkYVo+hqMegtXnxXJoo6POHm3FhZAVPHmhAuaw4ZHuzKwA+l5OVCKRUIsA7j3Tiy0kNqkrFedk9FZsuAbBimNElE1yBCBQSAU7vrU10Yi6NqfHcoSZcGFnFM/2NKY85EI5CZ/PhzqoVrk3JehRYY/wGpQx15ZKsJgHput/BcBSzGw5obV4ArLp/f7Myp/F8OEqDELLt3KwqFeO14634aFSNx/fXF5wi5Q8X5ulKURQOt1XicFsl5jbsuDCygtYqOQbaK2F1B1EhL8yiihCCcJRBIByFPxRFIBxNRMzGvw9HmW0OK3EI+Vz864/YycFvPd6N0WXzNhoHASDkcSAV8iERxcSrQh6ksa8FvOJbLgp4bFfxysRagoq1oHNAb/fjyQMPphgG2I3N64NteH9oBW+f7kjZmfx6agNP9xenaMiEvmYlRAIerkys4fkt1pMTGSgVDCGYUtugNrtRIhbgsd7citBUCIajeQsHpUI+nh9ohjcYwbfTWtbvvrcOoiw2sOVyNr4524J41eTG2LIZB1qURRMNc7m5d4i3okEpYy0SNfZEBHsmehUhBDPr9h3dLwrFgRYlrt7dwLl/+TneHGzHqb01WDW5wedywOdywONywONS7Pc89vtcutwD7RW4vWqFXMzHlNqK3l0Qc/+i8bAg/hXBgs6J6XUb6sokeOVYW84j0/YaNs5yq2gnV/iCEVyf02cM36AoCq+daMO7N1R47URbUbqB383o8MZg9gp3DkXhucPNmFm34dKYGi8MNGetvi0mXSIUoTGuMsPiDkIq5OFYZ9W2ot7mCaJcKgRFUXjlOGtxlUotLBbwtkVpxo/X7g1Ba/Phns6BcPT+BYHP5aBGIUGDUoqKEtG2BTJCM1jQObFqdIGANVrvaSzH4baKvAupH+cNaTs9IgEPb5/uwGe31tFWXYLept2xPsoV8RjcFaMbF2+uYmrNhif66jGvdSAQisIfZgvYYJjO6XEFPA7EAh4kQtZVRSzgQSkXQSzgQiLkgZ/GI1xv9+H7GR3+5VtHQECgMrhThhDEi25fKBKzM4zC7A7Ab2atDTefCzsdZy5FtVIuwp66UowsGFFRIsK6xVu0blUuEPC4eOloCy6OrGzzX96weiER8oq2Kd8JnbWlEPK5+HB0Fa8eb0t81lyByLaJjt0bxPCCCZEojQMtypzcO3bCmsWL5srCpnMyER8vHGmBOxDGV1MbEPK5ONtbn1HAWS4TQWV0pf15HGZXANfm9GiqkBVdNMzjchBlCiuI4+hrKkdvYxmGFowYW2aFd6kaMoUED20GIQSeQARGpx8Ghx9Ofzjp5xyKSlz3IzQDhhD4ghFEaIIozSBKM4jE/rFfk5Si3Ez4L1/N4Zn+Rvz9cz0PRKz7oPGwIP4lBiEEt1YsUJs96KpT4PUCiPMHW5T4aFRdUEFMMwSXxtR4Y3DnRYzL4eD1E224eHM1ZyuYrbijtuZt0dXXrESDUob3h1Q419+YlTF9oXSJKM1gctUKrd0HIY+DIx1VOL03/fNOqMwJbhify8HzA834eFyN109kN6aiKApKuQhKuQgHWpJHfBGagcHug8rowtiyKWGe/2dfzcETiKBUKkB3naJo3F5CCBzeUEYOIIei8MKRFowsGvM2oN8tKOVCCHgcqAwuVJeK0VghQ4lCnChqhXxu0TjQqUAIYa3iaAbvPNKJyVUrahQSHOmowpeTGtSXS3Gw9X70MUVREPK5EPK5KC+gBgpH6YQ/uC8UhcUdxJolAn8oinD0/iZg6/X1v3w1BwD4/Wd68P2MDnIxH3KxIPY/HzIRf1dfLwAokbCd1Su31hN8SoYQ3Lhn2NXUzFRoqpBBxOfi/SEV3hhsRzBCQxrr+NIMweSqBRqrF2VSIZ7cX59V5zVXrMcS3IqBErEALx1thdMXwheTGkiEPDzWW5dyClUmE8LpC6d4FBbuQBjfTuugkAjw6vHWXdFn8Dj5UyZSgaIonN5bi3CUFR9GaYInDzQkOvAMIVg1efDmyeymkOEoDaMzAJPTD5MrAHqLAFAu4qO2TIL9zUoopIJt19kLIyv4/P/1DFRGN5YNTpw/XLwgLJc/DJGAi/7WCly9q0U4Su/oof/LhocF8S8hIjSDG/MG2DxBDLRX5p3wtBkUxfoBe4ORvAQaAHB5XI1nDzVlvXMUCXh4fqAZH95cxZt5dgIiNIMlvbOg0U2ZTIi3T3fii8l11JVLcbgt824+H7oEQwhmNXaojG5wORQOtVZk7bbhD9NJojSFVIhDrRVFybXnczloqpSjaVOIgMbqxf98vg+eYASNSlnBU4PNmFy14lBbxc53BGsKv2xw4cObq3j5WEtOF0hCyPbqrACYXQHcuGeATMTH0/1NeOloKy7eXCk4sjgXOH0hfH5bg1N7axKhDw5vCHvrFYmJx+0VC76Y1OCZ/saiXqQEPC4EMm5OoShufxiBMA2piIfuOgVqyiTwBCLwBMIwOPxY0ofhDUYzdqkoih3Ty8V8lEgEkIvYgloqys2jvLZMgq660kSYwfcz7EbrF3EhryoV49lDTXhvSIXKEhHaa0pxZWINUYbgUGtFUdbzTAhG6KJM5TZDIRXi5WOtsHuD+OzWOuRiAc701iXRVPhcDiIp6ApxJwtCCJ49lB3NL1/wikCZSAUBj4tn+pvgDoTxxaQG5VIhHumpxdA9I07tvU8nYwiB3ROCwemH0eGHPxxNehw+l4NqhRj15VL0t1bk1ChSGVxorpSBx+Wgu14BiYCLD2+u4tUTbUXZdI4sGvFIjMb3/EBzwkP/0pgaAh4HxzqrC46D/0XjYUH8SwRfKIIvJjUIhqM4lYNfarZ4ZF8tbtwz4Jn+3O2Hrs3p0dtUnrP6VyEV4vS+Wnx6az2vhKhv7mpTClVyBZdD4fmBFkyprbg8rsb5geaUBVgudAlCCJYMLsxtOEAB6G0qx8tHW3K6CKfzJ22vKYXZFcSsxl5UWkE8Avpnp9nx8h21FR+NruL84eaijMhWTW68noPSurO2FOUyId69ocLLx1qz3qx5ApGi+IauWzwYXzajskSMF4+0JF2g6sul0Nq8RReHpsKEygy93Yc3TrYnFRn+cHKi4OH2SujsPrw3xL5exS58sgXNMLg8sYa3TrHc3U9vrYOiKLTXlOTkBc6OfaPwBMLwBCPQ2X3wBJzwhSIZ9zsURUEm4kEuFqAk1pVuUMrg9IVx9e4GaIYkjoMQAoYQRGOjZXakTBBlmNiomSBCM6AZJmn8nHR/hv2eZpgtKZqIPcf273lcDv7DZzPY11CGV463oqex7IHRN3YL5TIRXjneBpsniCsTayiTCvHIvtqUhR3NkEQ63hN99UX5vO6EYlImUqFELMArx1phcPjxby/dwfV5A3736R7cWrEAYPUcSrkINQoxBruqC9I4bAYhBOMqc9LEo6lSDpGAh/eHVHh9sL1gVyVfMFmTsdlDPxShMbZsxo17BihlIhzvqt7Vjc1u4WFB/EuCkSUTLo2q8ae/djwro/d8IBPx4Yt1bHIp2uY27OBzOTmlMm1GfbkU3mAk546n1R0Eh0LeUb6pcLC1Ao0VMrx3Q4VnDjVtK/CzoUusWzyYUltBE2BPbSleOpo/3WB82YxjaTrJJ7qqcWViDZUloqK5C3w7rcUT++93zvpbWduxj8fUONRWkfd7DLCvXVMe3EWlXIQ3T7bjo1E1Tscin3eCzu4rKGFqQefA3TU7mitlaTssxzqrcHl8bVcL4kA4iisT6+htKsOLR1N7hW/9rNaXS/HysVZcGlXjTG9dUZO2ssXHY2s4f7g5cRF+fqA5VhRjm/NMJnAoKkGvyAUMIfAGI7GOdARamxeeQAQWdwD/1/eLeO5wEyLRtfvPw2HFRjwOBV5MhMTl3v86/r+At/k2CjxO/Gfs7VwOlfXa+f2MDv/stUOgKApt1SWYWbfD4QuxwkiKQl2ZBJ21pUVNiyv25CQdlHIRXj3eBrMrgI/H1aiUixO0rzjVb9XkwaM923nvuwkeh4PAlq5sMeELRTCyYILLf99n2x+K4kxPXVFDobZibJm1RNt67lWVivHc4Wa2KD7RljcFR2V0Z5yGCfncBA3H6g7i22ktQhEaXXUK9DT+8lAqHhbEvyQY3FONJ/oa4A6E8dHoKgQ8Lo51VhW9S9zfqsTUmg39rdmNtU1OP1QGV9qLdbboqlPA7Q9jQmXOemT47bQWr+cgpMsWSrkoIexqrpLjYMv91yIdXcLo9GNCZUGEZtBUIUvbYc4VnmDmTuf5gWZWnHi8tWC+ocnpByHYdoGSifh461QHbi6acGViDc8easqL8z2xYs5bHCTgcfHWyXZ8eWcDFndwx/NTb/fhaGdulmtxT80Vkxvd9Qq8MZiZk8/lcCDkc+ELRXIOCMgG97QOTK/b8PxAS87OAmIBD++c7sBXUxswOvw4XARRT7a4NqvHgRblto3q8wPNuDKxBgqsjdNugkNRKBELkrx93YEwLo+v4cofPY1LY2qc7avPmx5WKMyuAEJRGmf76nHx5goOt1cmecQzhMBg9+OO2gp3XDxFUWhQStFZW5q1Z/FWsIEcD64LXVUqxusn2rFm9uA/fzmLLyY1sLmDeGRfbda82mJiNygTTMxFYtnggkTIpgSWSgQIRWh4gxE8eaAB1+f0GF0y4dzBxoJdQrYiQjPQWL1pPYBLJQK8FtPrvHi0Ja9zZ2bdlnV4V0WJCOcPs5SKRb0LH4+pweNycKyz6idhC5kJDwviXyJwORT6WyvQ31qBYITG2JIJQ/cMkIsFONFVXZTFvb2mFB/eXM2qIA6Eo/hmWod3ThdHmHKkowrfz+iwoHOiu16R8b5312zoaSzbtWAMLoeDF4+24vaKBZ/eWsOzh5rBoZLtyBzeEEaXTQiEaVSXinHuYENRw028wUhCcJMOHIrCqzGrsndOd+S9EyeE4JtpXUaR0Ymuati9Qbw/vIJH9tYk8Y53gtMXQolYUBCXjaIoPHuoCRMqM67e3cCT+xvS/r3eUDTrriLNEIwsGmFw+HFoU4pjNji9rxY35g14Og+aUTpEaQafT2pQXSrekRuf6dWkKArP9DdhSm3FZ7fX8eyhpl0XsC3oHOByqbTdpOcHmnElRp9oqcr+/CkUTl8In91ax5sn2yHgcfHKsVZcGNnulfwgQAjB1bvaxGft3MFGXJ3aSKKMcSgK9Uop6pX3u/sMIdDafLilssATs1WkKApNFSzPP5v1n51wFe91D4ajsHlDsHuCsHlDieI93oOOv7Kb6VZlMiFmNHZMa+yoK5Ogr6m8aNSBncDjZJ9UtxPMrgBuLpkQpRnsb1Zu84VmCAFFse/lY7318IUi+Hpqg6WR9NQW7bMYn+plgljAw5sn23FhZBVPH2xERQ4ppKEIDX4e9owURaG7XoHuegXCURpjS2YMLRhRJhUiGMnNjedB4WFB/EsKEZ+b6Cg4fSEM3TPAF4qirkyKgY7KgvhCFXIRLO5ARscFhhB8NKrGq8dbi3qRPdtXj8sTbHBHulFvlGZwT+vYdV9HgOVkNrpkeO/GMnqb2PCIb+5q4QmEUSZj+XG70R0EEOuW79zZEwt4eLyvHp/d1uD5PL2Rr88b8Mjemh2Lg3KZCD873cEmDuqcePJAQ1bv/4/zBjxVJA/aIx1VWDN7cGFkFa8cb837XA9Hafw4b4DDF8LgnvxM/0vEAniD0VhQR+Gfgw2rF9fnDXj2UGNWnbxsLu0HWytQo5DgvRsqvHSsZdfOV5sniHmtE69k6CRRFIUXYp1iAA+kKLZ5gvh6agNvbXKzicd1f3ZrreDpVq74YVaPMz21ic9aiVgAsYAHsyuQceLHiRW/mz1vaYZAa/NidMkEXzDC3o9DoblSjvaakm3vtd7hS3IhSYdcCt1ymRBKuQhNlXLIxdtdQwgh+HxSg7N99fi1R/fgjtqKs331IITA4PBjeJGNniaEFT/2NpXvWue+0A5xOErj5qIJFncQVaViPNPfmLYJsnVNkAr5ePlYK3R2Hz4YXsGBFiX2FZjY6vaHQTMkq7VCwOPi7VMd+PDmKk52V2dN9bq5ZCo4gU7A4+LU3hos6p0YumfExZuru5LaVygeFsS/AlBIhYkOlc7mwxeTGkRpJm9LlMHuanx5ZyNj5OOnE2t4cn/9roh2XhhoxvvDK3imvzElf+6bae2uG/zTDIHZFYDW5oXJFYBExMcf/vUYTu+twT94tq/gJLhs4PCFsx5v1pRJ0FIpw2gei5fDG4InEMm640vFOh5Gpx/v3lDhyf2ZE9LCURo0Q4pqIdVSJUeZTIj3h1R4fqA5J56lP8TGmQcjNB7dV5t3DGwch9sqcHvFUpA7ACEE307rwKGQEDQWEzVlErx6og0fj6lxqrsGjRmCBPJBOErjy0kN3s4i8Y2K2epdnlgDRSHhmLEbMLsC+G5GlzLOuqpUjPaaUtxcNOFEHomG+R5POEpvK0bO9tXj4shKzpt8bqz43fwa0gwDjcWLkQUT/CG2SOZyOWiplMPkDMDo9Bel0M0GUZqJFWD3z7m4fy5FUagrl6Iu1vgghMDoDGBk0chqWQDUFblA5nE5ORfEhBCojG5Mr9vA53JwfE81Hs2CqsgwSPma1ZdL8fapDtxRW/HB8Aoe76vPqWO7GVfvavHCkeybIFwOhTcG2/DprXUEwnRWLjk2TzArO9J00Nq8uL1iAc0QdNUr8FuPd/9k3SgeFsS/YoiP2TZbonA5bOJWthdBAY8LhiFpc+eHF4zoqC3dNT4QRVF4/UQb3kshBLB5giAEBRcxQMwT1xeCzuaDzu5LhBQQsAtZdakY9UopDrVVwOwKokwqQGWJGF/d0eD84eZdHfMF8kiT6mtW4ttpLdQmd04czS/vaPLardcoJHjndAeuxoz5z/TUpSzkhu4ZC45cTYVSiQBvn+rApTE1jrRX7vg3u/xhXJvVgcOhcKanPmehVjq0VpfgVgEFsc0TxJd3NnCmpzYngR7NMDmN+0V8lod99a4WBoc/a9u/nUBi06IXj7ZmfTwUReHFIy34ZJzlFOdCv8kWRocf1+cNePNke9pirrepHN9Oa4tOJUgFQgi+uatNWfRyORT2NZZhZt2WdRxwOnA5HLRWlyR9HqI0g0tjaly8uYq9DWWoLZMUVOhmA18wgo9G1XjhSPKGVSJIzbunKAq1ZZIk9w+jM4Cbi6aEq0ihHWTWZSI7yoTTF8LIogmBcBQdNaV4+Vhu01Cyw9Sov7UC+5vL8d2MDqEIjacONObk5KOxeFCtEOdM04tvSL+5q0UgHM0o0jc6/XkVr3ZvEKNLZgTDUdSVS/HsJoHtTxkPC+JfUWy2RInSDG6tWDCuMkMs4OHEnuodnRlO7KnG6KIpoQyOY0nvRIRm0NO4uwliPC4nIQR453RHgrf77bQ2Z2GWLxiB1u6DzuaDJzZWjC9TZTIhGsqlONNbn7EAvT6nxxuxC2tHTQk+vb2OjprSrMWHueKWKr90oyf2N+DCyArK5aKsutijSyYc6ajKOxiFQ1F4ur8J6xYP3r2hwrOHmpLOLUIIbJ5g3h2QncDjcvDGYDu+ndbC4g7iaGcV3IEw5JsumHEPYamQh3MHG3cl7CBfCzZ2/BrA26fac+bDu/xhlOYokKEoCucONmJ63YbLsRjhQguiq3e1GOyqznmDQVEUXjrKFsWI0QGKBZ3Nh5tLph2FkQDweF89LoysolwuzFuslg1+mNXj0U1Uia3Y36zEe0Mq7GssLzqv+fqcHq1Vcnz4B0/h+1ldTlHr+cDk9OPbaR3ePNm+rcg72lmFiWULzvTWpfltFqkKZFOsQPYGIyAAahVsgZztucfjZKZM0Ax7rdTafCgRC/BoT/6UuDiHOBO4HA6eOtAItz+MT2+to65MghNd290iUmFowVhQsMyTBxowdM+Qcao4tmzGM1lGm/tCEYwtmeH0haCQCnGmp67oAsLdxi/X0T5EXuDFxjwAe9KOLprg9IdZv8A9VSkLhJoyCYYWjEm32Tys7+0rRYwRzQSxgIfzh9ngjjcG2zG74UBXvSJl8RaO0tDb/dDZfbB5gkk/kwp5qFey3Oq8FLYaO3oayxKFg0jAw+sn2jG9bsOFkRWcP9xc9A++xRPE6TzHSi8fSx/vvBmeQAR6h79gfhjAjr3ry6X4YlKDqlJx4jHvqG1ZcRYLxRP7GzC1ZsXnt9fRXlOCunIpNBYPxpbNqCgRbfMQLjaO7anCJzlYsPlCEXw6sY6Drcq8x/UObyhvy8H9zUrUKCR494YKLx1tybvjNrVmRblMmDftIV4UfxzrFBeDyrFu8WBy1bpN5JTpGF4+1oILwyt4e5dEdumoEltxNhYaUixKGEMIPhlfQ19TeWI8LhfxC7YlzIQlvRNzGw68fboj5WarXCaC3RfK+XEpikJNmQQ1Wwrk0aX7HeSaHQpkHpezLf0NYMf6EyrWK/hwWwWO5ehQkwoMIeBkeS6VxJwg1swevDekwrHOKrTXpKcz3F614FBbRcHUqlN7a3F71ZIyEZRmWM/9TB3oCM3glsoCvcOXdbPtp4ycr+KhUAhjY2NYX1+H3+9HZWUl+vv70dr6YIUJD5EfpEI+Ht/PLrZWdxDfxsY1LZVyHGxVJnWpmitliVFiKELji0kN3smCI1hMlMmEONldgysTa/AGozjbV48JlXlbrKWAx0FdmRTd9QqUy4RF42DGE+ZS7cT3NyvRWVuKz26tY0+dYlsscr4IR+mCxkuJeOcxdcYQjC8mNXjpaEvez7MVPC4HLxxpwaLeifeHVDg/0IwVoyunII5UoGP0nSjNIBJlgxAiW76O0gxomiAUofEP/68RtFeX4JXjrUVLadoJuViwzWrsmNc68NLRloK61Q5fGLUF0JaqSsV4Y5DlFR/rrM6ZMmBw+LFh9eUt5IyDoii8fLQFH4+pQVEoyNd5xejGvNaOl3IMwBHwuHjmUBMuT6xlFAXmg62uEplQrZDAv2yGJxApmNITjtK4MLK6jeN/prcusWEuNld9fNkMbzCyo0WXWMCFPxQtqJGwtUAG2BH/6NL9DnKNQozepvJEI4THpRJpef5QFCOLRjh9YTQopXh+oLmom2ZCUnOIM6GlSo7mShnGls2YXLXiyQMN2/QRNMNAZXAVlM66GYfbKnFP69iWcDm1ZkV/imsaQwjmNhxY1jvB5XIw0Fb5wDj4u42sz8bh4WH8x//4H/Hpp58iEomgtLQUYrEYdrsdoVAIbW1t+Lt/9+/id37ndyCXPzg7nYfIH3G/QABQm9y4MrEOQgj6mpXoqCnB4fZKfDymRnOlDB+NruKVY9lzBFOBEIJQlIEvGGH/haLwxv73h6KJhSr+DJuFHn/29TwAoLVKjpYqOQ61Veya5dpm/DhnSBiOp4JYwMPrg+2YUltx8eYKnj/cXPBI/vaKFYezjDdOB4VUiENtlWnDTqbUVuxrUBQlfW4zaIaBRMBDtUKMV//0KgBk/RxbhT1xUBQFAY8NTeDzuOBzOeDz2GAENiyBCzGfCx6Xg3mtAwBb7BECfHprPfE4fC4HDUopmipkKJUIil4MPLKDBVuEZvDZrXU0KKVFUVg7vCHsbVAU9BgCHhdvDLbjuxkdDA5/1he2QDiK72Z0+FmRLBfZLm0rLo2pQYFKshvLFkt6J1RGN54faMnrGJRyEbrrFRi6Z8CpInLev5/R4bGeuqzXznMHG/H57fW8PbsBlk5zeXwNrxzfnu7IoSgc7ajC2LK5KNOhOK7e3UCFXJxVuNLRjiqMq8w405OZNpErahSSJB91o9OPsSW2SKcooKpEjI9GVxEM05AIeRjsqi5q8Mlm0Ex+zjMUReH4nmocaqvAt9M6UBQ7AYs3Sb6f0W/r5haKvQ1lEAt4uDSmTnCl18weHD5+n7a3ZvZgas0KQoCexjK8fCy7CcwvE7K6cr/wwguYnJzEO++8g6tXr2JgYABi8f1x7urqKm7cuIH33nsPP//5z/GXf/mXePLJJ3ftoB+i+IiLMOIm45fG1OBzOXD5wvhoVI1He+rA53Hg9IXgC0bhDUXgC0bhC0XgD0URjNAZPVHjEPK5kAp5kIr4kAp5qCuXJr5P1xUNhqOgGRKzFltHXbn0gRTDwXAUdl8oq9HiwdYKdNaV4vLEOvY1lqGvgDhlgzP7wiQT2mtKYHEHMKOxJx1PMBzFsqGwzm0oQkNr80Jj9cIdiCRu53Io1Cok6Kgpxa+f2QMOReHx/fW7ZvUVh8MbwueTGjyxvwGlEgEGu2rw3YwuiUMajtLQ2XyYWrPBFQ87AFsg1JVJ0FQpQ4VclPciXyIWwBOMpLRgWzN7MLxgxHOHm4p2AfaHo5AUgQ9NURSe2N+AuQ07Ph5T44UjLRmLt82Wi8W8IFIUhVeOsZ7aJ7qqcxrpz2sd0Nq8ePZQYX7Q+xrK8P2MDitGV8aRdbYwuwKI0ExOBb6Iz0WNQpK30E9n8+HHewa8fboj7ZraUVuKqTUbghG64IhdmiG4NLaKw22VWacQKuUi2L250yZyxeYCeUHnwFd3NqC3+wGw7/VuFcMAYomv+f++gMfFs4eaYPcGcWlUjbZqOfY1lMEfiuyKS0NLlRxiARcfxBye5GI+zK4AxlVmhKMMmitleL5IgVM/VWS1mj733HP46KOPwOenvqi1tbWhra0Nv/7rv475+XkYDIaiHuRDPDhwKAoHWpRorZJjeNGID0ZWAAB8LgUBnwupkB8rYHmoLBGhRSSDVMiHIA/j7mzxzbQOT+xvgFzMx9unOnB93oBFffYeuPni6l1tTt65UiEfb55sx+1VCz68uYrzA805X2wiNANeETmMx/fcj3eOXxi+mNTg2cPZFQ6+YAQaK1v4bjZTF/A4aFDKcKitMqV474PhFbx4tAVcDgeXRld3ZTwbx+0VC7R2H9462Q4elwMCdvpxspv92+M+swIed5v6HmC72nq7H8t6F0Y8JvZGQoCY00hThQzVCklWHb7DbZVJFmxMzFlAwOMUFJySChS2xzYXgp7GclSXSvDujeWMiVaf39bgib7dsVykYkEzH46uYrCrJquieGbdBos7iKcOZCf+2Qln++pxYWQFFSXiguwVc6FKbMVgVzXeG1KhuVKW03s8t2HHqsmDt0627/h7T/c34uupzPaaOyEYjuLDm6t4ur8pZ+GsiM9FIBzdlfNoM3Q2H27cM2BPnQL/6Px+tFWX4PxAM26pLJhYMaOhXIajnVVF544zBEV5zHIZG10/umTCK396Fb95tguf3lpLuk88jXvzW775tlzSuqM0gzd//i0Ot1dCxOfhyf0NRZ8k/lRBEfIAgs1/BeF2u1FaWgqXy4WSkt2NIQXYRV8uFuyqNZDNE8SEygx/mEaJmI8jHVX4YVaH43uq8V1MMbybwqRUcPvD+PGeIUHtiMPg8OO7GR2e6W8sigXbVljcAdxRW/O+yHqDEXx+ex19zbmZr99asaCyRFRUb1aGELx7Q4VXj7di3eKBJxBJsgiL289prF7obL77KmyKgkTAQ1OlDI1KWdZ8v+EFIypLRNhTpwDAhk0sxEI8iolwlMaViXV01ZUmrKoIIbhyaz1xkVcZXFgxuXHuYO7vI0NYL2qNxQuTyw9mE2e9XC5Cc4UMdeXSbZ+JiyMreH2wHRZ3AF/f2cDj+xsSSvli4vLEWkHFTDqEozQ+GV/D4bZKtNckr21jyyaIBbyMVk3FACEEH46u4mRXTcKnNhXuqK1w+cNFH71HaAbvD6mSHG5yxXfTWnTXl+VF/wBYPrTFHcia1jCyYATNkG3OQJnww6wOe+oUeQnsbJ4gvpjU4LUTbXkVtVZ3EHMb9qTI6mLC4Q3h2xktqkrEOL3vfjLclYm1pFRAjdWLiZgD0+m9tUWzY9TZfTA4/Hm5BW2G0enH0D0jFFIB2qpLYHT4MbhLLiE0Q3B5XA06NuXiUBQIIWitLkFfU3nRrv9b34PdRrb12kOXib/lMDj8uL1qQTjKoFwmxOlNyWuEEDAMQY1CgucON+G9IVUi+vRB4dsZXcoxaG2ZBG+fascXkxuoLBEVlQsHsLy/107kz+GTifh482QHJlRmXBpT4/zhpqxeN43VW/ACuhXxeOe/ur4EdyCCR/bW4tNba0kFXplMhKYKGfY1lBX0/urtPngC4SRbp8YKGTSxoninSO5sobF4MLRgxPmB5qROps0TQsWmDVJHbSkCETaRLhMXPBU4FLWNkwiwnwu7l91ATGvsoDfZOMnFAgTCNP7sqzk0Vcp2zbVgNxHnFf8wq4PB4UvwadfMHrj84aIo8HcCRVF47XgbPry5ilN7a1NuKCZio9xiF8MAyzc/f7gZn4yv5cXlNTn9iDIk72IYYClPk2oLDkUrMn4mCSH48s4GGpTSnDcqj/bkJ7BbM3swrjIXtGGoKBHBtgu0iUA4im/uasHncfDikZYd17N4+p8vGMGP9wzwBaMYaK8suPnE5MkhjmPDyiYQVpaK8fKxlsTrfCsWclHsdcUbjODjMTWe6W+CUi5M8IkJIVCbPfh8UgOaIahRiHG4rfJXsmucdUGsUqnwe7/3e3C5XPi3//bf4syZM7t4WA+xWyCEYN3ixd11G2iGoFYhSTsSWdQ70RUrYBRSIV462or3h1bw+mB+HYFcYXYFUCLmp6UdcDmsm8KCzokPhlV4fqClKPZnS3on2mtKi8KVOtJRhe76CC6NqnGwtSJjQciKMAp+ygR8wQgWdE5obV4AwEejagDA2d56PHuouegLaoRm8P2sPqXQ6mR3DS6OrKCuXFKQ1yshBN/P6EBRVMqLOOsFnFyE9DWVY0JljkVhFx5GQVEUlHIRlHLRNh9qjcWDT2+tY17rwN97ah9Gl0wYaN+di8dul9mP9dZjQefApdFVnO2rx+iSCW+efHBxqxRFJbzIH9lbm+QmMLrEUlt200+3TCZEX1N5zpspQgi+mdbhnSIIDp860Iird7XbJmRx0AybBHdiT3Ve4SYcisKxztwEdlNqK0yuAF4/sbPH804Q8bkIhqNF8QaP0gx+mNXDG4zgyQMNOVsJSkV8PNPfBIaQBJ2iUSnDkY786BRsMEfOv4YVowu3VqxorJCmdMk52V2DkQVjTpOAnbBh9eLGPQPeGLzvGy0W8BKuOW3VJQl+uMHhx7fTWoSiDBQSAY52Vu1a1PaDRtZn4W/+5m/inXfeQX9/P5599lmYTCbweA8bzL8MIIRgyeDCPa0DhLCesc8datpx/DGvdSbZcsnFfLw+2IaLI6sp1cvFxrU5PV49vrMFUne9As2VMlyZWEdfc3lB+fCEENxetRZkeL4VcjEfb53qwNiyCZ+Mq/HsodTd4lmNHb15Bp4whGDD6sWi3olAiI09lQr56KpXoL+tAhyKApfLwbmDjbg+p8fVuxt46kBDUQUSn8aCHtJdJF882oILI2zQSj6dE7c/jM9ur+PU3tq0IQ56hx/7Gre//0c6qvDjvKEoSWCpQAjB8IIRdm8I/+7/fgxfT23g+YEWGB1+fDOtRTjKoKpEhIGOqoJFTA8KNMOAoij4Q1G8+fNv8etn9iS5dgAAh0NBzOdCLOBBJOBBLIh/zf4vFrCuIPkWTvHUyos3V/HIvlrUKCQYumeASMAr+iQlFfbUKWB0BrCkdyYoQDvh+xkdHuutK4q+oVQiAJ/LgdW9PdzGH4rio9FVnD/cXJD3a3tNKe6osxPYXZvVQyTg5kVBSoWB9kqMqyw5T282gxCCm4smaO0+PNZbV1DMMBBz4eiswtHOKmisXnwyrs6LTsEQZO1DDAD3tA5Mr9vRVi3PGChTXy6N0WOYoqzft1YssLoD2xoMJ7trMLxg3EYbrC2T4LnYBs3uDWJk0QhvMAqpkP1M7gaF8UEh64pWrVbj+PHj6O3thcfjgdPpREXF7hvuP0R+oBmCuQ07VEY3KAB76krxwpGWrBdpmiGgsN1HUSzg4a1T7fhgeAXPDzTvmkp33eJBfQ5uEmIBD2+ebMfYsglXJtbw3OGmvBaLm4smnCgy/SKOY53VcPtZ146B9sptOfIrJjdeztIX2Bvr/upsXhCwhUOjUoaT3TVpHR1ohoDP5eCJ/Q2wuAP4YHgFxzqrt/FE88GtFQs6a0szipAEPC6e6KvHV3c2cnYDmF63QWV047UTbTsaxaf7+SP7avH11AbEAh46agt3EIjD4Q3hyzsaHOusStAL4sqMmjJJortncvrx3bQWoQiNyhIxjnRU5t0Zoxkmp4ttNghHaSzqXVg1uUEIO5JtrynFs4ebIJcI4PaHce5gcrwszTAIhmkEwjQCYdZtxh0Iw+SKIhCmEQxHE5HouUAk4ELMv19Y97dW4L0hFSJRBk8daHggYS9xPLKvFh/eXEVliXjHwjNBlShi6MUT++vx4c3VJN/ZOD/99cH2omywnu5vxNd3NAkB6lYwhODKxBq668uKRnsCWHvEoXv5i/BnNHbMauw4sad6V3i1qegURzoqs9J4sEl1mT+jhBDcXbdhSe9Cd70iq2RFADi9txY35o07pv3t9Nxf3tlAtUKc0iqyVCKAZ5ODUCqUy0SJgtkXjGBCZYHDFwKfx8Gh1oqM/P+fIrJejX/7t38bv/M7v4O6ujo8/vjjD4vhnyDCURp312zYsPnA5VDobSzDyzka1Mcxs27D/ubU3UoBj4u3T3XgwsgKntjfsCsWMDcX8xvPHuusht0bxHtDK3isty6nC1M4SkNn9+2aYAFgE4nePtWBkUUj5jfsiYx3hpC0rgEMIdBYYt3fcBQUAImQj+56BQ7nmVZUWSKOHYcJMxobnulvynusb3UHobf7shJJ1JRJUGEVbbOCS4cozeCz2+toqpAXJTDh3MFGXB5XQyTgFhQAAbAXlKF7Rjj9YbwxuLPgtFpxv7NidgXw/awewQiNCrkIRzoqc6IhOX3hghwQAJZrOa91QGtlKTV8HhdddaU4fziZTvPNXS3ro8ulcGFkJUlHwOVwIBVxIC3itIghBOHI/SI7EKYRjETBMATfzejQWi3HeuyYS8R8tFaVoEG5XdxYTLx0tAXvD6nwVob0R0IIvp3W4e0ieTPHweVw0FWnwNyGHT2N5VgxunFHbS0qP10m4qNUIoTO5tvGew5HaXx4cxVne+uTaCvFgpDPzdn+bd3iwciiCb2NZUWd5qXDZjrFhMqMcdXOdIpMlAlCCCZUFqxZPNjfrMzZl7ymTIIbC4a8u8TBCI1Lo+zUJdM62F5dApXBlVUDQSriJwr0UITG5KoVo8vmWC1SjrZq+U/etzgnl4mRkRE4HA6cO3fubz1d4qfiMhEMRzGxYoHFHQSfS+FAS0XacXIuuDS6uqPxNkMILo6s4tTe7OyRssU9rQOhCF1QFyh+ceJyKDzWW5fVB/GLSc2uGrVvhdMXwheTbGcxFGVAgTVI39z9BQBQFJoqZNhTV1qQn286VwJ3IIwvJzewr0GRM52AZgjeu7Gc88X50pgaj/XUZey46e0+fD+rx/kcvHuzcV4ghODCyCrO9uU/XrV5gvh6agMn9lRvs3EDclNRm10B3FqxIBiOolwuwtGOqh258CtGFwJhGr05+F27A2HMaRwwOv2gKHaqsrehDI1KacbPx6XR1URcuy8YwaUx9QMX144sGiHkcbGnToGvpjR4/QRbQDh9IayZPdiw+cAwDEBR4FBAfbkMbdXyon6Wnb4QvpnWJp57K76b1qK7oWzXIpHfG1Khs7YUDm+o6I4tALuebxXYxQM+Xj7WWjT3ha0wuwJY1DtxOoswFKs7iB9mdagvl+JEV3VeBVaxHA42u1M8sq92G4Vw2eBClGawdxOFj2YIbi4aoXf4caS9MuXakS3MrgBmNfasglC2/t7XUxt45VjrjhtZhhB8PKYuKCSGZhjMaOxQmzwA2Gm1yuBKO43YDeyKy8Tg4GDBB/YQhcMbjGB82QyXPwwhn4uB9kqc3lu8Lm2EZsDNgvfHoahE9OuhtsJVuQBbrEyt2Qre9VMUhScPNEBj8eDdG2yMcKaOmtPHqp0fVDEMsI4EZ/vYceint9bx2090Y0nvLLj7mwqZ9r0lYgHePNmOqTUrLoys4NlDTVnzw7+YXMe5/sacO1UvDDTjvSEV3klRSBNCcOOeEcFIFD/Lwbs328jruFjr/SEVnh9oRkkOnVZCCK7PGeALRfDmyfaicPiqSsUJConVHcS1OT1bHMtEONqZujh2+MI7WrnZPEHMaOxw+kKgwHYBe5rKcXxPVdavqc0TRLnsPidQKuLjpaOtuDC8gjdPpQ9+KCYmVGZwKAqHY5zhfQ1lGF8242hnFRRSIQ62CpM2zzTDQGf3swEsvvsuBlIR201urJDmVcwrpEL0t1Tg2qx+26jaWGSqBM0QWFwBbNi8MDoD7Gh9zYb/8cMifu/pHlyZWEvcl6IoyEV8yCV8lIgFKJUIUCLmQ8jn5rR+sAK7aowumXGiqxo6mw/X5/UZAz6KgWxoE75gBFfvaiEV8fDysdYHbv+ZCpvpFNfnDfCHkukUDCEJWlOUZnDjngFWdxAnuqqLkoRYVSqG3RtChGayfn/mNuxYNrhSrrupwKEoCHi5d/A3g8vh4GBLBQ62VMDqDuIvri3i6l3tAy2Is0VWBTHJggvzELsLjdWLuQ0HOmtLIRXxcKS9qiAhRSbcXrFgoC07wUo8cvXzSQ3CUTpr4Una5161FlUs01QpxxvlUnx2ax1NFbLERXUrvpnW7oqnazBCw+jwQ+/wweoOYnNZyqFY6kJdmQRNFTKEIwx6GgsTBaaDOxBB6Q7uDgdbKtBdX4YvJzWoLZPsqDqf0dhRo5Dk1WXlcTl4pr8Jn91eT3rdfcEIrtxax7HOqqxTr+LQ2/2oy3Kky+VQeONkO967ocJrJ9qyciexuAO4OqXF6b01eSn6s0FFiShRHNs8QVyf1yMQiqJMJsTRzqrEhMDhDSWdJ4QQmJwBzG7Y4Q2yvL9ymQj7m8uTCtpcMbZsxmNbij+5mI8Xjrbggx0oBMXA1JoVwTCdpKjvaSzHp7fWYXEHUp57XA4nUaxshjcYgdrswbfTOkSisZCZWEpha1UJlHLhjte5jtpSGJ1+LOgc6K5nX//4NCofVwlfMIINmw9amxf+mBgWYAuRqlJRLPyGjak/P9CMz26tb+tu0gyBLxiBOxCGyx/GqskNdyCMYJje9nybQxokQh5KxAKUxArpEokAbdVyTK1ZMblqhc7u3dVAnc0QpKFNhKM0vpvRIRJlcO5gY1FchIoNqYiPZw81gWYIbq3cp1PEO+rf3NXCHQjjVHcNqhXFpZw81luHa7P6rCYGP8zqIOBx8VKOhehgVzVGFow5d6LjiNAMxpfNMDr9KJcJ8XvP9GJPXfE0HMVEVmdXT08P/tf/9X/FK6+8AoEg/UV1eXkZP//5z9Hc3Iw/+qM/KtpBPgRbeIYiNAjYwmW3imGAHVXn4utLURTOH27G1bsbCEWZvGOLGUKwYnQliUeKAT6Xg5ePtWJm3YaLN1fwwkBLEl92zexBfVl+XSNCCFz+MPQOPwx2H7whluMbv7DFY1g7akpxrLN626487u36j873sVHZ/jAu3lzBc4eai7r4Gxz+rPh/Ij4XLx9rxbLBhXdvLOPcwdTBJy5/GEt6Z0GjtIoSNtxictWKQ20VmNc6MKex4+VjrXl1I7Q2b6JIyQZ8LgdvDLbhwsgq3jqVngJACMEPMb7vW6c6suqsFKOGUMpFeKb/fnF8I9aFUkiFsLgDMLsCWNA5EgmCNQoJjnZWFWRrtxXBNEliJWIBnj/SgveHVxIJgcXG3IYddk8o5YX42UNNOVN1ZCI++prKk9YnhhAYHGyBu9kTV8TnorVKjuZK+TZu/am9tbg0yorslHIRvtvBVYJmCExOP7Q2H0yuAJhYRUqBpa00VkhxfE/1jlOZeEjCVnA5FEokbEHbkCXjiRACfzgKjz8CVyAMnd2HBZ0TvlAEX09tYN3ixe8+3YMrm1xFuBwKpWIBFFK2C62QCiET84vipjHQziY8xm30mBg/3+Ty4/G++oI2dQ8KXA7bYT/aUYUfZvX4f39wCwDwm2e7cahtd67ZSrkInkAY4Siddv2K0gw+HmNtP7cKubN9jnxittUmN+6s2cClgKOd1btqkVgsZHXF/U//6T/hD//wD/G7v/u7ePLJJzEwMIC6ujqIRCI4HA7Mz89jaGgIc3Nz+P3f/338/b//93f7uP/WoUEpxb4GNvVo6J4B1+eC6G+tKKpaHmAvgPmKq5460Ihrc3rcXrGk7cRmwtA9I051F89bcSv6mpVorS7BR6OrONpRhY7aUhBCMLJozEjRoBkGJmcABqcfJmcAUZpJFLwUWDVuXbkURzurc+LZOX0hjC2b8cZgG6IMwVd3NvD8QDN6m8rxxaQGjUo2UrQYMDr9ONiSPT+4s7YUbdVyfD2lhZDHwWN99YkLHyEEn95axxuD+RfDcXTVK/Dn3y3gP385i7/31F68nqO4ZDNs3hCU8twuOiIBDy8dY+3g3k5R7JqcfnwzrcOZnszik92GUi5KKMGv3t3AX1xbwj2dE//Ts70F20ylg8Hh3xZKshmlEgHOH27CB8MreOtUcegjcSzpndDafGntvbgcCuf6G/HFpAbPD6T26M0GHIpCfbl0G9XBH4pizeLB97O6JJeM6lIxWqvkePFoC969ocJjvXWgY1QJbzACrc2LDasP/nAUwP147RqFGI2xCdVPIaiFoihIhXxIhfzERpkhBJ9OrOF/Pr8fJmcAnbWlSQK7KM2wXWhfGDZvCCsmN7zBCBiCpCZA/K/jcTmxwlkAhUSIUqkAUiEvZce5RiHByCLrLX1HbcWizolTe2sKsmN7kIjScZ6sG6AotFXL8etn9oBDUTh3sAE6uy9pMkFRFGrLJGirLkG5bOfJRCY81luPH2b1KT8rLn8YV2J2mIXQARsrpNBYPDtOxrzBCIYXjPAEIuzn5EjLT+J8zxY5ieqGhobwwQcf4MaNG1hfX0cgEEBFRQX6+/tx7tw5/OxnP0NZWfHHvT9FPGhR3fS6DSWbRHWEEEyqrVg1utFSJcfh9sqi7NSvz+mxr7GsoIvsyKIRADDYlf2OMEIz+GRcnVawUmzcuGeAJxBBhVwEhVSABqUMBocfBodv226Yy6FQVSpGjUKCaoW4KGKicJTG+0MreOf0/ZHzJ+PqpHHWgs6JyVULnu5vLLhDcnliDS9k8AjOBJ3dh2uzejwaKwq/ntpAb1N5Sr5kvPPk9Ibh8IXg8IXg8oeTUvE2QyTg4sY9I8aXzfj75/YBYP2T+5rLMxZjKf/GcXXevDSbJ4hvp7V4Y7AdFEWBiQWA0AzBE/sbcl7UdyOaVG/34dqcHgPtlVg1uTHYVYPr8wbwuBQe76svusjt01trOHewccfHjdvOvXkyu+75TlCb3JjTOtKGUWzG+LIZUhEPPXn6d+cCEovyXjV5YHb5cUdtw80lE94+1YEymRAyIQ8NFTI0lEuL6rqxGZfH1XjhSH7OQZkQCEfx0agaTx1gXYNSCexyRThKw+2PwBlbA5y+EHyhaNr7/5ev5tBaJcfvP9Obk1g0FxBC8NntdTw/0FLwYwXCUdyKCdq5HAr7m8rRUsU6KXw7rUVfUzlEAh6uzem30fHik4lVkzvpeiMR8NBaJUdTpSynz/OlMTWeO5TsFKQ2uTGusuCV460Fc8BphuDyxFpKpx8mxm9fNbkhE/Fxoqt6xynVp7fWivIeZItdEdWdOnUKp06dKvjgHqJwUBSFw22VONxWCbXJjY9GV1EuZaOXC7kw2jzBgjtOg101uL1iwbU5fdaxqj/M6nC2Nz+OUi6IX9RomkBr8+I/fj6Dt062o0EpQ02ZBHsbygresWdzDJdG1XjpaEvSqJmiqKRIzu56BTpqSvDV1AYkAl7WbhnpkO/v1pdL8c7pDvwwq8dv/dl1nN5bg3CUweSqBam202IBD2UyIcqkQtSVS1AqEaTtHq6a3BDyuDh3oAEtVXI0KGXwBCKY1dgTaWRSIR+9TeWoUYh37X1RykU4tbcWlyfWcKyzOjEG3y3HgFwQDEfx9dQG5GIB3jrFhpq4AxF4AhE8P9AMpy+EKxPrqC4V4+TemqJsjAEgEk3v6bwZZTIhzh1sxIWRFbwx2F5QUay1eTG1ZksKBMqEo51VuHhzBU0V8l1zQYiDoihUloqhsXoRjjJ4/kgzeprKIBfxEYoyONFVs+sc13IZO74uZviB2RXA1btavHq8NUGPySfBbisEPC4qSrjbAkW2Ihyl8eWdDTy5n10D1GY3VEYXKADNVXJ015f9ZMJsnL4QJlQWeIIRiNII2t2BMALhaIIvXFki2mZdlm4y4QtGsGaJ8dxjkfAUsGM3+WxvHb6f1SUoVqNLJniDkaIlS3I5FLgcKomaYXL6MbpsBk0zONCiLIg+91PBT4+h/hA5o7W6BK3VJbB5gvhiUgMuh8Kj++pyUs8DgCcQKVpn43B7JWY09lgiWuZUo0A4Cn8ouisJN6EIjWWDC2qzO9GlrCwV40CLEgqpAI/sq8OS3gmlXJQ39zlXfD21gcHumm3vT1uVHGqTO2nh5HE5OH+4GTqbD39zQ/ULG92rjG5Y3EEA7Kj8kX21BfvghiI0RmMdNgLgw5ureGOQFaOc6Lp/EfYG2QJ5bJktkMUCHnqbylFXJkm+OGRZCIYiNOzeEGyeIOzeEFz+UKKw/2R8Df/71/O49L88VZDFXTEQT+AyOP04d7AxiWNaIRfB4gmgXimFQirEayfaoLV5cXFkBd31ZTiQAz0mFdbMnqzCB+JQykV4cn8DLo6s4I2T7XkV5UanHzcXTXgtx0jgF4+04MObq7sqAAtHadyYN8DuC2GgrRJHOqoQjNCwuAJ4ur8p5oLAhr6c7avfNVeGxgoZNmzeoq2V81oHlvXOlOmR7TWlmFrLLsEuX8xq7JjbsOOZ/iY809+Ib6d1CVEpQwjWzB58P6NDOEqDEKCuXIKexvK8U1Lvs7ezh87uw+SqFRGajSo+ticzT//qlDaJxjPYVYN3byyjuUq+43khFfHR01ieNPGId5PntY603WSFVIhQhPXt/uauFq1V8rw3MulwvJNN++RxObB5gqgqFeOZ/p0nSL9MeFgQ/wpBKRfhpaOtCISjuD6nhzcYxYmu6qy7XKNLpqJ+iPqayiHgcfDZ7XU8d6gp7cXq22kdnthfuK8mIQQmVwALWidb5IDtUnTWluLZQ9uT676dYT1Fu+sVmFqz4uMxNZ4faN5V1fyEyoxqhSSlV3RXvQLf3NWm5IXXK6X4WaxLO7Vmw9MHGx+I9dCMxo75mLvJG4NtEPE5eOZQEz4eU+NYZ3VBVnuf3mJHlxRFgQJQVyaB1ubdVvDLRPyk89IXjGBuw4EJlRkAWyA3KKWgwLqx2L1B2D2hhNvCVgj5XJTLhCiXCdHXVI4SiQBcDitY8gYjeOloK76Y1KC5kjXe/0Vg3eLB8IIxbQJXZakIywZX0m0NShnePNmBuQ073h9S4fie/N+fqTVrztzcihIRzvbV4+LICl4fzK0otrqDuDarxxsn23MuagU8Lk511+D7GR0eL8I6shlufxjX5/WgGYLTe2uTClHjJqFq3I7O5gnikzE1ahSSonbr46grl2Be68DBlsIf68d5AygKGWlG5w424urURtHpP75gBF9MatBeU5okoo53RQG2i9pWXZJwmyGxwvDmogm+EPvZLpMK0dtUXtRmCiEEywYX5rUOMIRdl5460JCVtmbF6EaDUrrtvs8easJXdzR50QSy7SarzR689O++xqvH2fdTbfbk/FyZEKEZ/B/f3MOvn9mD1wfbH4jl4oPGw4L4VxBiAQ9P9zclTMCHF4zoaSzbkWfnCRSefrUVXXUKCHlcfDy+ljI1z+UPg8uh8trxhyI0lgwurJndoGPd3+pSCQ62KncUEBidflSX3ueoHmypQHOFHO8PqfDUwcZdSd9Tm9xw+sJpLXIEPG7SBWErKIrC2b56OLwhXLy5iv7WiqxiVGmGyenCHOenqwxu9DaVbRu7CXhcvDHYjm+ndTA6/Xltom6vWNBVV5o05h7srkl0iTNBKuIniQ19oQje+Q/fIRih8W9+dgzlMiHaqksgF/FzKq6GFow41c2OvV870YZ7WgfeG1Lhmf7GB+ZP7QtF8PWdDVSVijN2PKVCfkK4tRVx676bSyZMqMw421efU8FACAHDkLxEclWlYpzpqcOHN1fxepadXqcvhK+nNhJ0kHzQVCmHyujGmtlTFD90nc2Hm0smyMV8PLG/IaXThsHhR1t18nMp5SK8PtiODSvbrd9Tp0B/EWOmBTzufcu4PMEQgsvja9jboNjRlUUm4kMu5kNn9xWNPjS6ZILe4cfzA83bo8szSJooikJduTQpDtjmCWJWY4cj5jctFfLR01iG2q3To00Pn+oUi9IMptftWDO7QVEUOmtL8fxAboIwQgjGlk0pBdoKqRAKqRBqk7ugMI7NiHeTq0sluDanx74Glr4jFvAw0F5Z9Njkb+5q8e4/ehwA8OnEGuRiAc701v1KFcYPC+JfYXA5FE7trQUhBPNaBy6OrKCunLX42fpBt3uDu3bRb6mSg8/j4OLNVbx2oi3povfdjA7PHdqeo74VcZ/VezoHXP4wALbT11mTuvu7E24umrZ1wMpkQrzzSCe+nNSgqlRc1O6g0xfCxIoFr5/IzLOiEDN0z1AYlMmEePtUByZUZnx4cxXPHmrKyF20uIOo3IHHh9jzji+bobF60d9asa0QZjb5kceDT2Y0dlyOqZizLWacvhA0Vi9e3iLQ4MQ8YVN1iTMd82e3NPhvv/MI1sweiATcvAqiYDgKiyuQlJa1t6EMHbWl+OrOBuQiPh7tqd21kTxDCH6cN8DpC+GZQ01ZxThnOhKKojDYVYMozeD7WR0CYRpP7m/IiuO6qHcV5CderZDgkb21+DD2ec/0mnkCEXx6az2lw0eueKy3Du8NqVBbJsnLKSe+Ts5tOFBfLsXLx1ozHpPVE0jrAtNYIcObFR1Y0LGbqiPtlcVzBCrgHPSHorg0dl88lw0e7akrWGAH3E93PNJRlXYTLeRzEQxHtxfKaaCUi/DoJp2KJxDBvNaO8dj0SMDjortegZYq+bb1yR9iRXFWDyuKO9CsRH9r5nTWTBhaMOLU3vRrxKnuGrw3pEJjhawo0z27N4gfZvUolQjw4tEWbFi9qC2ToK+pHN/N6DCjsePJAw1FmVJEaQYufzixsX7leBtsniCuTKyh5FepMCYPkRdcLhcBQFwu1wN5vrtrVqI2uQt+HK3VSy6OrJCv7mhIIBRJ3P7F5DrxBSMZfrNwmJx+8jc/LpEoTSe+//buRsr7BsJRMr1mJZfH1eSTsVXyydgqubloJA5vsODjCISj5PK4OuN9ZtZt5MObKyQcpQt+vlAkSv7y2iKJZPFYd1YtZNWY/TnlC0bIxZEVMr5sSv+YakvGcydKM+T6nJ58MKzKeD+jw0dGFozbbjc5/eSvri8RbyC84/EyDEP+6vpS2teVZhjywbBqx8eJH/e7N5aJyelP3Pb+0HJe5/En42riyXD86xYP+evrS0Rn82b1eFcm1Fk/97LeSf7mxyWyYfVk/TuEsMecLbzBMPlkbJVcndrY8Tz8aHSV0AyT07GkgtbGrjVMmsfyBSPkL35YJKFItODnisMTCJMLWZ4/cURpmtyY15MLwyoyq7Fl/XvZvv4Mw5DxZRN5f2iZ6O2+nI4t5fOOreb1e0aHj/z19aWkdT9bLOmdZHRp+2c/G9AMQ769u0E+v72+47m3pHfm9B7shEA4Su6oLeSTcTX5eGyVvHdjmTz1Lz4jH91cIV9MrietHYXAH4qQj0Z3fl+s7gD59NZaQc/l8AbJR6Or5OspTdJn5/sZLXH6Qonv4++31prdmpUJ301r075WFleAfHhzhXxzd+e1JY5c1sdiINt6La+SfmVlBX/8x3+Mt99+G2YzuxP78ssvMTc3V8RS/SF2A/VKKV470Ybje6rxzbQWn4yrYfMEEQjTu66QjkfUvndDhXCUZl0oeusS3LDvZ3T4ZFyNT8bV+GFWB4mQh+cON+HFo6148Wgrju+pLkoX+8a8IakTmAq9TeV4Yn8DPhhSweDw5/1chBB8NKrGi1scJdKhu6EM93TOrB8/Pt6Xifh4b0gFRwoDdZMzkDKUI0Iz+H5Gh0tjq+ioKcEbg+0Zu6s6uz/JlzSOqlIxXj/Rhiu31rFh9WY83u9ndHhkX23absLmLnEm0AyDD4ZV2zpdLxxpSYq1zQZGhx8yIS8jbaepQoa3T3fgntaBLyY1oJn01JZs4Q6wISxWTxBvn+rYVbGkVMjHi0dbcbBViUtjatxcNKUMeYhTj4rRVaovl+L4nip8PKbe9lzBCI2LN1kBXjFFOTIR60gSdyjJhEA4iq/uaPDJ+Bpaq0vw+mD7rti3URSFIx1VeO1EOxZ0Dnx4czURFZ8PRAIe/Bnsy1JhbsOO0WUz3j7dkXX3dTM6a0uhsXoRiuRG19DavHjvhgrdDWV49lDTjmtgc6UMa0Xkvor4XBxsqcCLR1pwsKUCoSidcGoIhKJYt3gQLpCCArBC6XMHd+avK+UiyET8vP5Gtz+Mj8fUGF0y4fzhJjx1IFnQ5vYnUx6rFRK8c7oDi3onvrqjSXy2cwXNMLB5g2knChUlIrx6vA0HWypweWIN301rEc1A/fspI+dPxvXr1/HMM8/g5MmT+PHHH/Gv//W/RlVVFe7evYs///M/x4cffrgbx/kQRUapRIDnB1qgt/vw+//nEOzeEPjc3C+C8etcuusnIQAnZtnC5VDgUhRKpUI8/2++glTIg5DHLpDVCgkOt1cWncO8/XgInP5QVqlBpRIB3nmkE19PbUBtFuTkqxzHl3c2cKq7Juv0MBGfm/NFB7g/3v96agNSIQ9neu5btIW2qMRDEXYz4g1GcHpvbdajU4PDh77m1AWDkM/FWyfbcfWuFkanPyXdRGP1ggApBYWbsROXOEIz+GB4Bc8datr2PooFPBxsrcDIgjGlGC0Vrs3pswoE4VAUHt/fAJsniA+GV3Ckoyqv5CeaIfghRmPYmpq426gsEeONwXaoTW58MLyCAy1K7N0UAT2rsRfVbaVBKQNDWPeOl2IagnCUxoXhFbx2om1X3Av2NpThs9vrMLsCKc9tmyeIG/cM4HI4eHRfbc5uPPmCy6HwWG89wlEa307rQDMMntzfkHOB2lghg9bmzZrWcm1ODz6XU3A0/bmDjfg6S4FdlGbwVWwteud09lQLAY9b9GKKxKK1+VwOfu3RPSiVCBJ+7xqrF19PaRMOEgPtlTmfDzqbDwqJMGtXmkf31eLdGyo0Vkizovp5gxF8N60Fn8fFM4eacvrMxHUnZlcA7w+p8Mi+WjTusP5uxY17RpzOIjArXhhb3AF8Mr6GMqkAj/bUPRDxd7GQc0H8R3/0R/hX/+pf4R//438Mufx+N+ns2bP4z//5Pxf14B5i93BP68Csxg6lXIS/+AeP4fPb+SlgswFDCGgm/o/NNd9br0BduRQRmqDpASY4Ta/bsb85e0sqDkXhmf4mLOgcuDCygpeOtmTd0ZpQmVFXJsl5AaIodhHPlcvGj1m0aW1evHtDhTNbfHQD4Sh+mNUjFKFxpqcu5yjRKEMy8sQoisK5g42YWrNucxaJ0Ax+nDfgZ6d3juXOxCUOR2l8MLyCF460pN08ddcr8OmtNVjcgR09tafWrOhrLs/p3FPKRXjndCdGl0yYWbfh2UNNWRc181oH7q7Z8FhvXc7BI1sh5HHytsSKWzVOqa34YFiFU921qFdKsWJ0beN2F4qmChkIIbhyiz0nPhhewUvHWnbV1u6Z/ni0c0ei6Fg1uXF7xYJymRDPHmoqqDPNEJKjedd9CHhcPHuoCd5gBF/e2YBUxMPZ3vqsC4cGpRQTy+YdC2KaIbg8rkZPUzm6CuCEx1EiFkAm4sPg8KM2Qwz8gs6JO2orzh1s+IVHLju8IXw+qUnyFJcK+fAGI5CJ+GiqkCU26E5fCOMqM9yBCAQ8DvpbK7ISEl6f1+OtDEmnWxFfJ7+e0iYs5lLBF4rg+xkdKIrCUwcbd9YVZLheVJWK8c7pDlyb02NGY8e5g41ZrXk0w/r2Z5snALCb7tdOtMHsYgvjcpkQj+yr/aUojHMuiGdmZvDuu+9uu72qqgpWq7UoB/UQu4MozWB4wQizK4DuekWS4IUgvyIsG3AoChwuBR6H4LPbWtSXS/EffmMQn4yv4eVjrVi3eHB5XA0el4PBrpodjdwLwZLBmVcaXnd9GerLZbg4sppIbMuEVZMbLn84Lzu5xgoZNFZvTj6wm9GgZMf712b1mFJbE/GdABvzmXeAQZahlgdbKlBTKsG7N1R4JWb2/9mtdZw/nN56bytSdYlDEbYYfvlY645/w7OHmvHejWW880hn2vE/zTBY1DmTbJ9ywfE91fAFI/j09jraq0txqC29m4DDG8LVu1p01pZmjAnPBZUlYljdgYKoFgdbK7C/RYmhe0Z8PrmOsWUzuuoVYBgChrCFH/s1u6G9/z2Sbie4fzvNkJR0jDWzB8/9yZf42elOXJvVg4BdG3hcCjwOB1wOBR6XAx6HAjd+25afcTlU7Ofs/RK3JX4v9j+HwjOHmvDZbQ0ayqVYNbGJnrl6HKeD1R1ERYFWXzIRHy8fa4XFHcDHY2rUlUsx2FW94/GViAVpLQXj8IUi+HhUjaf7m4q6np7pZQV275zu3PazQDiaiJwv5BwXCXgIhKNZCUszYUJlht7hx1sn25OKsb6mcsxq7NuEfQqpMLFehyI07qitGFs2gwK7ye6qV2xbSyZUZhzpqMqZYlRRIoJYwIXG6t02MQuEo/huRgdCCM721We1cQxFaAh4mQtOimInFBZ3AO8NqXB6b82O15iRRSNO5jEZBdgi/JetMM75jFMoFDAYDGhtTe4i3LlzB/X1u5809hC5w+kL4cY9AyI0wWBXdZIqN476cgn0Dv+uJXPFo0HP9tZts4NprpSjuVKOUITGyKIRNk8IjRVSDLRXFbVrbHbt3DHMBLmYj3dOd+DbaR3UJg9O70s9RnJ4Q7i9YslqDJ8KPQ1l+GFOn3NBTAiBxR2ExuqFweEDQ4C7aiuGY2EHVaViXJvTo0YhRn25FNUKcV7WWtmgpkyCV4+34tKYGgqpMGEeny22domD4SgujKzi1eOtWYXHcDkUnjjQgK+nNhLpTVvx7bQOZ/sKW7OkIj5eP9GOuQ07PhhW4en+pqTOdZRm8O20FgxBUSJUN6OyRASrO1gw95hmCIKRKHgcDhhCIORxweFQ7EaWwv2vY/9zt3zP4QBcigK1+TZqezLilYk1/PM3B2CIWW7FkxlphkGUJogyDOgt/0fp+5OlCM0gGGYQZQiiNAM69n+UIaDj/8duA4BQlMb/+e0CnulvxD98rq+om32jM3OXNBdUlojx+mA7NBYPPhhewd6GwoJVjA4/vpvR4bXB9qJTUjgUhYH2Sowvm5McNm6vWLBqduPZQ00Fd/7bq0uwYnTnHd8citC4cmsN+xrKUtJEqhVijC5n5pgL+dxEwcwQgkWdE1cm1hK+xP2tFaAodpP3+mB+bkRneurwNzdUCYeVYITG9zOsp/DjffU5WZFuWL1ozHIdqCwR42enO3B93oBZjR1P9zemvA7EA0F20tvshFSFcb585t1GzgXxW2+9hT/8wz/ExYsXQVEUGIbB8PAw/uAP/gC/9mu/thvH+BB5Qm1y4/aqFSUS/o5ctb4mJX6c1+9KQayz+3BtVo/XjrcmHUNliSiJ5yfkc/FYLL453jXmcjkY7KouOE4aAIYXjDifY9jAVsTtxpYNLnwwrMKLR1qS/qZwlMZnt9fxThbUgHQQCXgZecRMzIJu3eKByRVIInJXlojQXCFHf6sS3mAUwXAUPU3lCEVonNhTDaVcCKMzAK3Nh9urFja9L1YoCHkc1gBeKUWZNDkiNEoz4KYp5gLhKEzOACzuACzuYJKXMpdD4T9+PoPfPNsFnc2XuJ0AkAp5qCgRoULO/tt6fsa7xOcPixIWXrkIP2sUEkiFfKwY3WivSfb+dPnDCEeZopxXAOv92xmzaFNIhSAEuLtmw4LOgSf2N+xKCmNFiRiLetfOd0wDmmFwfc4AuzeEx3rr8NSBRrRUsRHI1QXSObbixrwBnbWl2NtQBq3Niw9HV/Ha8baYtoCLApuB2xCMsDzlj/7JU/AEInj3hgovHGkpWryzweFHZ5oNcb5oqpSjqVKOuQ073htS4VhnVSKUIlvMauxQm9058XZzxZ46BS6OrOBgqxL+UBRf3tnA/ubyvCZvqdBcJcfVqY28CuIVowvjKgteGGhOu3HO9XXhUBT2NpQluPY6uw9fTW3gz76aw9unOraJeCmKpcUIeVwI+JzY/1wIeRz2dj4XAh4ndr2rw2e31iCIaUfO9tbnxWlft3hwtDN7P3iKonCmpy6hhxjsqtkmqB5bMuNYGlvBbEEzBDZPEHqHDyZnAAIeB3fXbfjqzkaCx/1TQs7L0J/8yZ/g937v99DY2AiaprFv3z7QNI133nkHf/zHf7wbx/gQOYBmWC9Zrd2L1qoSvHK8NatxjkTIQyBcuNp2K26vWGByBVIu0P2tFRhaMOLcwe3RzvGucThKY2TBBKvHUFDXOBShweFQRevQddaWoq5cgktj6sRiEneUeOloa1E6r1GagcHhh8bqhdUdYG+Mdd+qSyVoqZLjaGfqcV2EZnBlYg1vnerAl5MavHysFZdG1Rhor0RLlTzlxicYoaG3+zCnccDuCyUKbQKWe21xBcAwBFv39mIBF1WlbNf5QIsyiZv50egq3v1Hj+PanD5JjEMIgT8UhcUdhMkZwNyGI2kTEH+Oj8fU+PPvFvAX/+CxvFxQTu+twfvDK9vSo67e3ShYZLQZvmAEOrsPMhEfd9RWfDGpwbmDDXjndOeuFMMA+5lNF86RCQwhGL5nhNHpxyP7apOK30d7anFpTF204gZgHQ4oComCokEpw6luDi7kkWiXDQLhKC6O3N9AyUR8vD7YhsvjazjYWpGXEHIrghG64JF+OsSDVcaWzZhQmfFoz3a+OYfDAc0wSevMtVk9BHzOrmlBAPb64vCG0FIlx/P/5iv89uPdePV4a1GdQvhcDqI5dhAZQvD11AZkIn5WdI3NPOJcEaUZ+IIR/H9/YxBWd3DbpJBmCCJRGqEog1CERjhKIxRhEKHp2Eacjt3OYEHnxOWJNbw52I6+5vKspl+p4A1F89rsKeUivH2qAzfuGTGjseOZfjYBlRACjdWLE107F9nBcBQGhx8Gpx82TxCb3zoORaFCLkJtmQTd9WVw+kLwBCL4u0/uzflYHwRy/kQLBAL89//+3/HP/tk/w+zsLLxeL/r7+9HZuZ1T9BAPDr5gBNfnDQiEozjSUZXVibwVFLVzKES2IITgi0kNasokaYUDUhF/R/sgAY+LM70sxUNj8eDyxBq4HCrnrvHQPQNOZek6kC2kQnbx/WFWD7XZjUCYxiN7ayER8uALRuAPRxEIs/nygVCU/T4URSBCs53ZNKAo4H//eh6f39bgd57ahz11pVlxC+MghOCjm6t48UgL+FxOgqv56vFWfHlnA75QJKW9lIjPTYpK3fx4izonKkpEePJA6tSuVFjSO9GglEIpF6G+XIplgytRjFAUBamID6mIn9bqbUnvxJMHGmBysnHcY5ustORiAdqqS3ZUalMUhecHmvHZ7XW8epwNRVkxutGolOV8EQ/FNgw6uw+2mL0dhfvd7galFAMdlfAEwvj9Z3rRXlOCVZMbNxfZ465RSLC/pXxXxWSZQAjB6BIbvHKquyYl5YfL4aBSLobR6S9Y9AcAersPqyb3tiKttkyCx3rr8f6QCm+ebC8adccXjOCjUTUbM77pPBXwuHh9sB037hmgsXhwtq9+1zqoxQBFUTi+pxpHOipxfc6AkQUjntjfkOge1pZJYHD40aCUgWYIPhlXY3+zsqBiPxihYXMHYfUEYXUH4N20NsdfKYqiUC4TQikX4WhHJSRCHj67rYFSJsSRjqpdt+5MBas7iK/uaPDEgYasz9neNDziTGAIwdWpDYj4vERIycWRlW3343IocAU8iHZo9F6f02NvgwINyh68cKQFa2b2+sbjUDhRpKloNqAoCo/sq4Xdy3aLT3RVw+YJYqC9EgC7bti9Ibbodfi3bcJFfC5qyyToqCnF8T3VaesHlcGFaY0db5/uwGe31nf978oHeZ+9TU1NaGraOWHsIXYXOpsPY8smiAQ8PLKvNq8dbxztNaVYMboL7qAEwlFcGlVvczlIBS6HQpRmsiLax0eKuXaN4x/oYnXqfKEI9HY/tDYv3P4wQFH4s69YD+7fPNsNiZAHsYALiYAHkYAHiZCLMpkQdQJp4meZCgCaIQhFGCjlQsjE/JwXxq+nNjDYXZO4ePK5HISjdELdfm1OnxCDZIOhe0a8PtiO2jIJPry5ijez8I6N0gxurVgS4ptjnVV4b0iFtuqSHTv8cZskkYCL3zzbjcsTa4lNURwufxirJjdmNHYwMU9gLpeDRqWMjW3e1C2RifjYU1uK26sWHGqtSBuvGj9ukzMAnd0HkyuQ5CYg4HFQVy7F3oayhJfpVty4Z0BnnQJddQp8Mq5OFOEAO2YfumeEPxQFh0Ohq06BztrSXXdXIYTg9qoVK0Y3jnXuvFk+va+mKF1ibzCCa3P6tK91VakY5w424r2hlW3Cp3zgDoRxeXwNb55sT2tld3pvLdYtHrw/zDrG7FaXt1jgcjg421ePUITGt9NaEABP7G9Ao1KKVZMHZVIhLo2p8eyhprTrGyEE7kAEVncAVk8QNk8IEZpJnNfxrbmIz4UyRl9qrymBVMhLu2kIR2mc6KpJNDtsniB+nNcjEKZRKhHgSEdVQfQUsYALfyi6Y4E9umRifbw3uYlkgxqFOCuv6jhMTj++mdbhif31SUV3V70CCzrHjhHYmxGO0vh4bA2H2thpxZWJNRBC0FIlR0tV7Pq2aILNY0BdmRRHOiofiBBNJuLjaGcV/n8/LGJ82YzffboHsxt2UGDTUWsVEgx2VefVxZ5ctcLmCeKVIjvYFBtZrQb/+B//46wf8Oc//3neB/MQ2YEQgkm1FasmN+rLpHjxaEtROizd9Qp8dUdTUEGst/vw/awer8bcBXbCvoYy3NM60JeDFdq2rnGMa3xiT9KNUMEAAQAASURBVHVK39HZDUda/9x0iMToCjqbDxZ3IIkmIBZwUV8uxeE21rPy9qoF//zNAaxbPGAIQV9TeV7xwXGMLZtwfE8VGpQyfDymRplUmLVX8ITKjGqFJEm5HBdfxcWMZ3rqMKEy49qsfluhuRVGpx++UCTRNX7xaAsujqzirR2idq/e1SZRYSiKwuN99fhuRounDmynyMQRCEfx8ZgaJ7szK6BLJQL0t1agv/W+s0OEZrBh9WJ82ZSkwi+XidBWXYIxlRkmZwCDXTWwuIPQ233QO/xJvqccDoWa2OuXqxXgPa0DIOw5DbAFhi8USXSEa8skCSEWzTBY1Lvw2S1WqCMV8XCgWVl07m6cx3yorXJbFHc6cDkcVJaIYXT4Uwa6ZIMozeDjMTXePNmesROrlItw/nAT3ot1ivMdvTt9IXx2az2rx2iulKOqVIxPxtcw2FWdt5vLg4SQz8Vzh5vhDoTxxaQGchEfywYXlgxOPNZbD6PTj7kNRyLwI75exV/5ErEAFQl9QUXBFAeNJdkdQSkX4emYeNXpC2F0yQRPMAKZiIejHVU5Byq1V5dixeRO64kdCEdxZWIdB1qUOXV548hl2nZ93oBgOIp3Tnds6372NZXjw9HVrAtio9OPb+9q8cLRloQ3vZDPRTjKJDZxAh43YXOms/nwaaybenxPdUohZzAczVk8GW8oaG3exLSSz+OiuVKGA81KnIn5c2fbNMmEa3N6iPhcPHkgd8elB42sCuI7d+4kfT85OYloNIquri4AwNLSErhcLg4fPlz8I3yIBIIRGt/c1cLlD6O/VVlUnh8Q427R+as/J1etMDh8+FkOgo62mhJcmVjLqSDejKSu8aIJP84b0KCU4kjH/a7xgs6R8rViCEv419nYwigSTyyiWGunmjIJ2qrlOLYnva3OvNYBtz+Mx3rrYXIF8MJAM36Y1WPN4snJu3EzdDZfIgTkxaMtePeGCi9n4du6anLD6QtvW3gqS8QwuwNJ7h5HOqowr3Xg89vrePZQajs0mmE7tZsFgiViAZ7ub8TFkZW0xY7O7kt0mzajWiFBNNYpSNXNWrd4MLxgxMvHkjdTHIo9lp2KUz6Xs43yEZ8O3F2z4dNba9Db/fjNs91orJCioVyKfY1lReE/mpx+LOqdSUKR0/tqcWPekCgUNoPL4WBfQ1miePYFI7i7ZsNIjF5RWybB/mbljh2ydK/IPa0D0+s29DUr87KVO723FpdGV/NySolz6Z8faM7qtVVIhXjpaCveH2KT63K9uNu9QXw5uYG3TnVk3UkTC3h462Q7vpvRQWP15qSk9wUjkPyCOsv+UBRSIQ/T67aEjV99uRTNlXLsby5HiURQdE52KqjNnrSTBoVUmFiDPIEIJlRmuPxhiAVcDLRXZWUD11wpw1dTGykL4kW9E1NqK54faCmIoiEV8TLyiJ2+ED6/rcHJ7u2CszioGEc2G8/z2ysWGJz+bVaQIj4XgXA05VSjXinFy8pWRGjWv394wYiqUjGO76lKfLY0Vm9ar3uGEBjsfqya3LB7g4nb5WIB2mtKsL+5PKmZtmxwobZMgpPdNfjyjgY6uy9voT0hBJ/dXkd7TWlinfupI6uz6Ycffkh8/fOf/xxyuRx/8Rd/gbIy9o90OBz4jd/4DZw+fXp3jvIhcHPRhEtjavxvbwzgif27x3/jbRqvZwtCCL68s4HqUjGeO5ybiwOHorK1t82IzbtqjdWb4Bp31pZCxOdhQeeA1uaDLxRNiMXii1m9Mr/CaNXkxrrFk2TrFU8GWjHGXCiOtuZ0gZ/XOtC9afHgUBReO9GGiyMreCfDWNDhDeHWigWvn2jb9rPKUhGWDdvdCPY1lEEq5OHD0VW8erxt24X0yzsaPH2wcdvtSrkIZ3rqcGlMjVeOtSadi4QQXJvV4+00LhtPHWjAhzdXtxnZ37hnQChCJ7h5m1FbJoXB4cvZXowQgkW9EzMaO0rEArx+oh29jWW4NmdAT2N50VIRA+Eovp3WbfubWb/YaFb+3lIRPylZT2/3JUbQHA6F7noFOmq20yuEfC7bIYoVaCqDC7dWLOhuUOTtrwywVKaqUvGOIQypcPWuFsf35NYVlIv5ePVEKz4YVuGNwfasqQxWdxBX727grVO585ApisIT+xuwpHfi4sgKXswydCef1yRfxDdKJlcAFAVUlYhxqrsGbn8Y//zNAQj5XBidfkytWXGotbIo0fbZwB/KTpAmF/MT1ob+UBS3ViyweoIQ8jg43F6ZlvPL43K2WXPRDMGXdzQolwkLOrfj6GtSpuURjy+bYXD48MbJ9h2F2Ce7a/DFpCatawLNsIVhU4UM51NcH8UCVtCuyFB38rkcnIytD0anH1/e2QDNEAy0V2Ld4sVgVzWCERprZg/UZjfCkfvNnboyCXqaynYMSQlGaNxasSQoTk8fbMR7Qyq8cqw15zRFmmHw4c1VDHbV5BxM9QsFyRF1dXVkdnZ22+0zMzOktrY214f7pYXL5SIAiMvleiDPd3fNSlaMLjK3YSeXRlfJR6OrZFZjIzTDFPV5VAYXmVJbs75/IBQhf319iWit3ryf84dZHbG6A3n/fipEaZpcndogT/2Lz8ib//4bMqEyE08gXLTH19m85KPR1aTbPhlXE2bT++ENhMlfX18iGosn68e9MKxKeow4rO4AuTCiSvk7oUiU/OW1RRKJ0mkf95NxddqfmZx+8tfXl0h40+8v6BxkZMGY8VjVJjf59NZa0m0/zOh2/HvnNuzk1oo5cewfDKvIos6R9v42T4Bcn9NnfMzNCISj5Ju7G+TCiIpMr9sIwzCEYRjywTD7+kWiNPmbH5eIyenP+jHTgWYY8lfXl0ggFEn582W9k0yuWgp6jihNk1mNjXwytko+HlslX09pEsd+a8VMNBYPWTO7yftDy2R82ZTy/MnveRlyYTj1OZcO48umgv7eQChC/uKHReLN4rNqdPjI+0PLJEoX/ve6/WHyV9eXiMHu2/G+P87ri75exRGJ3n+vL42ukq/uaIjBkXxMsxobmVy1EIZhyPtD7PtDMwy5pTKTC8Mqcn1On/RZ3g18Mra6850yIBCOkuF7BvLR6Cq5PK5OuWZsXrOMDh/5q2uLxOwq/DMbB8Mw5NKWNdwbDJP3h5bJ3IY9p8e6PK4mgXB02+1OX4j85bXFjGvN9LqNrBhzryMc3iD5dx/fIU/9i8/I//bBBPlycp3c09rTrkU74cKIatvnzh+KkL/5cSmnNcUfipC/vLZI7J5g2vtcznA92g1kW6/lPG9wu92wWCzbbrdYLPB4PEUo0R8iHTgUlRizklj36/L4GgiAPbWl2NdYVvC4rLVajisTa1kZwxtiBvCvHGstaHR1qLUC4ypzXqluWxGO0rg2p4fbH8GpvTX4k3eOQiEVYnbDDrc/jDO9dQW/RqyAxLCNk1khF8HqCSZGZ1LR/SCPdYsHp3YYy+rtPtSUSVJ2E5VyEQ63VeKbu9okSgQhBB/eXMVLR1vzFl5UlYrx/EAz3ruhiiV5AVNq645dmJYqOUJROnFMTl8InmBkx47AvoYyXBxZQaVchB/nDUl8ulQol4ngiHEjM2HD6sW4ygw+l4NTe2uSOiITKjMOt7GqaR6Xg7dOdeCj0VUc66hCUwEc0svjazh3ML3Hd0dtKS7eXEniOucKLoeDnsbyhDOIN9Y1HF4w4vLEGgwOP/7py/14YzAzXzf356VQrZBkPTZdMbrg9ofxeAGfY5GAhzdPtrPxzkdb0nqy6u0+DC8Yi2bbFg/d+erOBiqsoqTQia2we0MozzH2PB0IIdDZfZjR2BEM0+ByKHTVK3B+oCUlRShCM5hZtycmLB01JQn3lsPtlTjcXgmjw4/Pbq2DQwGn9tbuju1fga+5iM9NTETCURpTahsmVizgcijsj2kwJAIefKEIJlet8AQiGVMn88HWz8qMxo4FnWObt3w2eGRfLX6c1yfpIxZ0Tsys2/DWqY6MXWZxjDKxExhCsGJ0Y17rAMMQyMV81CgkePFIC8701uHumg2dXG7Oxw4At1Ys2Ftftk0wJxbwcHpv7TZNSDo4vCF8dnsdr51o+8kLVlMh5yN++eWX8Ru/8Rv49//+3+Po0aMAgLGxMfyTf/JP8MorrxT9AB8iNSiKQnd9Gbrr2eJ4yeBKFMedNSXY11iel3o92wXnjtoKnd2XUmiQK0okAngCmaNId4I/FMW1OT1CERqP9tQmiqFAKApPMIIXj7RAb/fh/SEVjnRU5S0c9AQi+PLOBt4+tb34aFBKobX5krhk8SCPRb0TF0bYi3y6sezNJRNeOtqS9rnbqktgj6XgHY5Z4nwxqcGj++p2VHTv9A6VSAR442Q7LgyvYGrNiv/lpYPwh6Lg89go3HSFVledAqEIjRvzBujsPrwao2wEIzScvhCcvjCcvhBc/nCSz7AnGMH/47/+iN9/pgcWVwAyET/zeZSGV0MzDEaXzNA7fGgol+GlNAJTtdmTJBDhUBReO96Gzyc18IdpdNcrdniFtuPanB77Gst25A5WlYiTAmgKhUzER09jGQwOP352uhOLeif84Sg+GV+DkM/FgWYl6pXFCdg52V2TFZfY5glias2W5KqRL4R8Lt4+3YEPhldw/nDTNhpAfONTrBjmODgUhWcPNWFGY8fHY2q8cKQ5LQ2jkOd1+8O4o7bCHrPua1BK8VhPXVaFzNWpjaTC5FBbBS6MrCatZzVlErx8rBWhCI3hBSNsniC66xXobSovyuvl9IVQmmEDmysEPC6OdlbhKNjP8/S6HR+Pr+HjMTX+P1fu4jfPdmNfgwJLehcEPA74XA4EsZALAY8Dfuy2fP42qYgHhzcUSwaV5a3LUUiFcPnCCVeauEtONhx8sZAHpz+c8meeQASTqxbYvSFQFNBRU4rzh5vA5XDw/YwORzsrobX50Fwhw956BSZUFtxaseDRntqsLeicvhC0Nm9aykdjhQwGhx8zMU1COmhtXgzdM2ak9v3UkXNB/F//63/FH/zBH+Cdd95BJMIWMTweD7/1W7+FP/3TPy36AT7EzqAo1sKpq04BQghURjc+janX26tL0NuUW3Ec99FNZa9CCMFXUxuoLBGn5EPli2yFU1vh9ofxw5weHAo401O/rTBUykVYt3gBAHXlUrx9qgPjKjMujlhxrr8xY2dyK4IxB4R0fMXaMgnmNhzoT7GudNUpUFcmxYWR1ZTx1e5AGBIhb8eFZKC9ElfvbmDV5IbZFUCDUpZV8ZOJps0QggWdEws6J9yBMOY2HLg2q4dSLkKEZpJcGFI+NiH4s6/nASAxKRDyuVBIBVBIhWitkqNUKkziUs9o7Hhkby2aq+S4p3XErIeyd1uweYIYWjCCZgiOdVYl+HWpsKh3Yk+KDRBFUTh/uBnfTWsRCEdz6uLObdgh4HLQVafY8b6D3TX4/PZ6UZKZ4sJaLofCC0dY0Zo/FEnYXwUjNKbXbBhXmUEANJRLsb9FmXeELzfmuqGz+dKeZ8FwFF9MahIWe8UAn8vB26fa8f7QCs4dbEwIsdbMHtxds27jrhcTfU3lqC+X4N0bqox2ZtkiHKUxr3VAbWInqCViPg62VuT8uAaHHyI+a+EYB0VRaKuWY8XoQntN8jku5HNxtq8+MU38cHQVpRIBTu+tLah7pzZ70FpdfGcOfyiKqTUrjE42hOhYZxXmNhyJcJUwzcAXiiIcpRGJMohEGYSjNMI0+zWw3V1jJ4wsmvDvr0zj1x7dw4qr7T4I+VyI+DwI+ZzE1yI+mzAn5HNiP+Nuu1YdaqvEzUUT1i2elMlv6SAWcBGIeT4TQrBqcmNuwwGaIZCJ+DjUtv1cGVs2oVQiQHd9GXyhKBy+EKQx27TD7ZX4cV6PkQUjHt/fkFErQQjBZ7c1OzrQHO2swuVxNWrKJCkbAPe0DqiMrh1dZX7qoAjJT9Lk8/mwssKaUre3t0MqLX7k708ZbrcbpaWlcLlcKCnJLV4zH0yv21AiFuRk5xX/cM1q7KAZgtbq7arSVDA6/ClVxMEIjUujq3hkX23OAqedcE/rAHA/zWonWN2s76VYyMvYXSGE4NNb60kpaQAbshBPNsqGRhGhGbw/pMKrxzPHB1+eWMuYgBbfUJRJhUlijk9vrePxvvodqSehCI11iwf/4M+HIeRx8Cc/O4a6csm2qOVUx/XCQHPiPgwhmN9wYMngAgVgb4MCe+oU+GJSgyf2N+CLSQ0ONCu3RR5vhdkVwNWpDShkQigkAujsPrx8bOfkqisTa3gu1unYDG8wgumYiAgAKkpEONhSgfFlE450VmHV5MaywQWlTIST3TVp/WY348LICl7foZs4smgECJKEbelgdPgxrjJvO6cy4fK4Gs8casrb0YJmGFyb1cPlD+OJAw1JG7nL42q8mKLYjo/jp9ftCEXovLvHNEPw0egq3kjR7WIIwbs/LuOVHT4X+YJmCC6MrOBsbx28wQjmtU6cP5zaFaX4z83gs1vraKkqSaKQZfMZX7d4MbthRyTKgM9jHUVaq+R5HzchBO8NqfDWqe0TOULY1ygboZnTF8KNe0aEozSOdVbltY5/emsdzx5qLLgLSAiB2uzB3IYdUZpALODiQEtFQrD4ybgaLx5pwaTaCqPDn9YNpxC8N6RCc6UMDENwam8taIYkkuSCkeT/t94WtyujKHaA5faH8Vc/LuM3z3YlNhzxn20GRVFJBXY4yuBffTiJ33lqHyiKnQTuayhLS4Gb1dhh94bwSCxYZ9Xkhi8Y2da9DUVofDejA0MInuirT3mN/G5ai846RZKFXjrQDMG7N5a3WRuOLZsQCNE7WnhuxpWJtZzWz0KRbb2W9womlUqxf//+fH/9IR4AKIpCe00p2mtKE4vPZ7fWQTMEzVVyHGxRplzUasokGF1ONi03Ovz4dkaXlf1XPthTp8Bnt9Z2LIj1dh+GF40olwpxPgtbp3QLqJDPxQtHWmBw+PH+kAoD7ZXYk6bbRzOEVaEfKczmJ348z/Q3YW7Djg9vruLFoy0ghCBKM9se2+4NYtXkgd7uQ3zfyudx0VIlx+sn2sDhsAvrrMbBcmzjKy9FQSzgoq5MivpyKRRSAeQiPjyBCNRmD1aMLnA4LB/95aMtSa9ROMpAxOfilWOt+HpqA/7Q9oU2juEFI5y+EN4+3Ymhewb0NStxoKUCF4ZX8OSBhoxdXoaQlOeebIvbgtkVwA+zOvyXWPDJP3vtUE5jTZ3dh9o0vOzNGOyqwZTaim+ntRm57L5QBN/NbHeU2AmD3TUYXjDisd76nH6PEIIJlQVqswdnempTvqaSNDG0FEWhQSlLFD3BCI27a1aMq8wA2FH9/mbljpsKLodVqmtt3m0F1Cfja3jqYOOuFMPhKA2jw4/WKjl+7T+xTkf/07O9uDanh0TIg1TIj/3PgyT2dTFDTrgcDl482opbKxZ8emsdzx1uApNmimXzBHF3zQaXPwyKYr2OnzrQULRI4+EFIwa7alJu3CmKQmsVm4q4NWVyKxRSIZ4faAbNMBhbNuPmogmNFbIkm8qdwGyJjM4FcQqAzRsCh2J1CE/3N6Xk2BLC/m2H2yqht/ti9pOF6VU24/aqBfubWW7+9Lot8dkXC3g5d9DjoTA//zsnEIzQCb1CKmwuun2hKP7HD4uJ2xuUUvRkoDuqTW5s2LxJzkblMiE2rN5t9xXy2SCmOM1PJuLjbF9d4r3T2rxgCLIqhgF2HXjxaAs+GV9LbI6/ndaiXCbCsd7cvaB/isj5zHrssccyXly+//77gg7oIXYH7GiN9WiNdzA+u60BzRA0VchwsEWZdkc6tWbFhrU4fOF04HIoZEgzhtrkxsSKBbVlErxyrK1oF77aMgneOd2J8WUzLo6w49nNQh5C2O7Ykwca0gp88kFPYzkalDJ8MKQCAOxtLMP3Mzp4Ave5ZAqpEO01JehvrUj6e3U2H7rrFSiXi+D0hxOdgs3whSIw2P2YXrfB6QslKA0//zsn8HKacbPJ6UfVJo/QcwcbceOeAaNLpqRuti8YwZVb6xhor0xQFfzhKMQCLgQ8Lt55pBOf315Hg1KWkoZANqW/ZYLG6sX4shliARf/9OV+NFXKoLP5cGl0FQqpECe6qne8cN1cNOHlLNORDrZWYFHvxKe31nD+cPO214hmCC6NqvMSclWWiGH1BHe+4yYs6ByYUttwpKMyo8irs7YUywbXjpQPEZ+LY53s+0gIgdbmw3czOgQjNER8Lg60KNOK5wa7a/DhzVW8MXj/4nltVo/exrKCuNHeYAQGhx96uw+uGI8yvgwIeBzUKCRoVMrwf3ukExRF4bHeekQZBv5QFL5gFL5QFGZXAP5YNHqmSPQ4SOyx4wX1/aKaLbJFAm7S+zvQXgmT0493f1zGkc4qVJWIEYzQmFm3QWvzAWCTvA61VeyK7Zk3GIHFHcwoyj3SUYkLI6s7FsRxcDmchNe5xuLBx2NqiARcPLK3tqjrHEMIlg0uLOicYGIUgP7Wih29iN2BcNIGr678/8/ee4fHdZ5n3r/pFQMMeu8drGCvEkWxqlCiumTHlu3YckmcZBMnzpfsxokTOxsnduJeYq9iq/fKLpFiAwmCBAt673UKpvfz/XEGhxiiU5Rj7+q+Ll4EQczgzMw573ne57mLgQfWF/BKTRe3V2V+aI68LximfcghUQWW5SXROmjnrQs9i55AuHxBKSFRrVTw/Kl2VhYkz7pGKOQydGolSoWct+t6+dKuKqpyzNy3tkCyDFXKZWwqT4+hSozYPVzsGp+W9hanU+PwzsxBFv9fxf3rChid8PJqTRdZSQbWFqdy/NogT2xdHM3JpFNTXZDMe1cHmPAEWJKb+KGTbX+XsOiCeMWKFTH/DgaD1NfXc+3aNT71qU/dquP6GB8hZDKZFBMJYiDCOxfF4jgnycCKgmTMBg0Wp4/a9lGS4rTcs/rW8YVnQ5xOxYQnEMN5auy3cbXHSmFa3Lxj7w+DtSWprChI4lB9H3q1km1Ls5DLZLx5oYeNi8iVVy3Qx3nQ6qa+24Jeo+SnR5r43PZydq7IWZA37pnWYWlT8NLZDiqzzdO6JgaNiuKMeArSTLx+votvPLKaCU+AlsEJRuxebqvKnLapuNAxNs0hYEtFBhc7xzl2pZ/ty7K52mOhedDO/eti/ZWDoYj0muUyGfeszqeuY4x36nrYU50bc3Pot7jJmmVUG44InG8bpd/qIifJyP3rClDIZRy41EtWokG64VtdPt67OoA3EKY4w8SyvKRpNyC7249Jr1rU5qksMwGdWsnLZzt5YEOsN/Pr58WI3Jvl45ZmJNA6aJ91EjGJAYubk01DlGYmTPNrngk5yUau9FgWxYGWyWTkJBslRxBfIER9t4XzbSL3OOeG7rFcJiMr0UBfNATgSo8FrVox72sRosEogzYPQzY3voAorJwsW40aJRmJBpbnJxGvV894fb9Z2809q/NQKeW8fr6LxzYXL4r7PxMCobBYVPtDeKIczIGoT7kvGEIQpvNR5XIZf/yfpwH48u4qVhQks7oo5SOnbxy41Ms9q/Pn/BmZTEZeipHuUeeiUzInw408/hAnm4ZweAIsz0+a8bMNRwTk81xPdrefi53j2D0B5DJxw3b3DPSouXCl2zLN6UirVopOIPV9DNk9rC6avQs7Hw5c7JV495MozUxAq1LwSk0X+9cXLGjT6/YHebVG1JVMrn+i48TQnMFMgVCYF053cO+afOL1ahRyOaFwhNxkI7nJxuuCSJePwjQTRWkmjl0d4NEZfNrnayYFQmHGJnyMTHgx6dWcahrmGy/Wcf+6AikFb+pTTqd4xH5vwOqWBLyf3V5OY5+VOJ2azEQ96Qn6Wa/j3wcsuiD+7ne/O+P3/+7v/g6Xa3rb/mP87iMvJU6KL+0dd3HgYi/NA3b+6dVLfHpbGYlGLfXd42hVYgdQoxT5T2qVHE1U6XsrLoDqwmQudY5zW1UGF7vGaR9yUJmdwMMbP7pCeCrUSgX3rM5n2ObhhdMdvFrTydfuW7GopJ7MRD2DVs+0m9Kk2KnfKnaUMs16ti3JZMTu5ZuPGbG7A/SOu2aNKp2ExekjQa+Riry7qvN492IvD84QyOHxh3i1ppM91aJS/92LPexfV8Cw3cPLZzspTIuLuaH7o53CG1GZncBbF3rY9Q/v8KnbS3l4Y9GCLN5WFaUwZBM7a/evK5BEms0D9mn8dIcnwAdNQwSCYdYUp077/6nRpiBasd21Kk8Skb5+rgu5XMaa4lTp8zrRMDhjStx8yE02olUpeO5ku2TM//61AZblJX0ogdWyvEReqematYi0u/0cudJPqknHw5sW3oVWyGXcpBREglatlKYAgiDQZ3Fz9Eo//iiFZnl+EhvK0nj5bCcymbipmSwoQuEIIxNehmweRuweQhFxAiAgFpNmo4ZMs4HN5RmLHne3DU2QHKeVOq+LsYCaC6JDgWJBHV2L08fJpiEMWhV3rcrFoFEhCAIXO8fQKOW3PG57Kpr6bRSkmha0CVtXksqLZzpvOjZer1Gya0UOgiBwucfCS2c6SDaJXP3JYm/Q6ibTHLsehiMRmvrttA9PIAhirPqH7ZaPO31snmHyMEk5q+8al2gsi53WdI86SY7TzujMk5sSh0al4IXTHTy8sXDOIt4bCPHK2a5pnNrMRANnWkZmbYz4AiFePNPJ/vUFUhe8KN1Ex4hDEulOCiJBpHY88m9H+cKOCt6OFrDiewFxWjXxBjX/dbyVlDgtFpefyA1rgVopRrGnmrRMePwUpMbx6KYiNCoF96yePgmbDR5/iEP1fRSnx/PY5mLsbj9ymYy7V+fhjE566qO0oalQRkN+Msx60hL08wad/HfilhG/PvGJT7B27Vq+853v3Kqn/Bi/ZYQjEQYsboLhCOkJelbkJ5Fo1Ig71imcJ5vLL4oMQmECUaXvh7kfy2RIhfa3XrtEv8XFutK0eZWvHxW0agWCIOANhLE4fbxd1xPz+gQgTqsiNV5HaryOpDitVKDmJBlp7LeRl2Kkb9zFlV6rxMtdnpfEmuLYjtKlrnHJ3ulk4xC17aNz5sd/0DjEXauuF3l6jZL81Dga+20x8ZijE14OX+7nwQ2FkphisouQnqDnkU1FtA1N8PzpDlZFb14pJh2CIDBk89A8YJfoGxqVAr1GyY5l2aSYdBy41EckEoFoV6o8a3bed4ZZz0Mbi3j1XBcbStPIT43DPSXlqm1ogvrucUw6NXcsmV1UONuSLZOJaYQlGfEEwxEutI9R0zrCsN1Dx7AjSjeRo5DLkMtlKBUy6d/X/8iRy2L55qnxOu6OejNXZItd4w87GpTJZDNOQXyBEEeu9Iuc1TULS0v7KCGTyaROFYg3/svdFs61jfKfx5r5z2PNfGl3legMQtSvOHrDW56fdMtueMFwhNr20Rj3ipxko5jM1jXOig/h7bwQdI44qOscI9GgYW91Lpe7LVRmm7naY+GeNfmEIwJnW0b4oGmI/JQ4VhWl3FJKWSgcob7bIiWHzYfJz61nzCk1OG4GMpmMFfnJrMhPZnTCy7sXexEE0YKva9TJklwzYw4vl7rGcflCKOUyKrLN3Lsm/7cSGw0ivSk9Qb/gWPtJRASBU83DPDGHBiAtQS+mtEU3xLMVtS+d6eThjYUzcvDvXJbF0SsD07rQbn+QV8528dDGWJ/e4nQThy/3T3OtGbJ5aB2c4G8erKYozRTjThSOCDg8AZ452YbLF6Rz1MljszggDds8vHdtgHUlqWhUCvKS4wiGI7x/bVAqvGdDRBD4oHEIm8vPrhU5nGkZ5p7VeZxoHGJVYTLPRcXmk05XNyIYjjAa3TBf7rZgc/n59Qdtv1VR3UJxywris2fPotV+BAbgH+Mjx7DNI4no1hSJ3bm363r4h8fWcKXHSmO/bd6L5sMgIgh4AyFePN1BnE5FvEEjcV9XFiTfdODEJG6Mt50LZ1qGGZvw8tDGIu5fV8C7F3tn9FZ1+YKM2D20D09wrm1U8p/0BkL88r0WntpZSU6ykR3LsmcVLUUEIVpQiK9vS2UG59tGOdk0xJYZ+IJuX1Dy35yK1UUpPHeqnZKMeFQKOS2Ddhr7bPNyvksy4ilON3GhY4w/+s/T7FiejdXlIy1Bz6qiFKloiwgCL5zu4H/cu4znT3dIN+iIINAz6uT1c138KioMmcSk7VqiUUuCQc2DGwr5oGGQfouLYDjCiYZBRh1eStLjeXD9/BOAhey3IhGBUCSCDHiztgejVoXV7SccEQiHBfHvSIRQRCASEf8dikQIR/99I0IRgaNX+3nmZBtfjhaAk1DIZSQYNJiNGszRvxfSxdtamcF7Vwe4a5UobHrv6iAuX5A7l2XP6yU9F0x6NXa3/5ZzWCe5xkM2DyBGb6cn6Mk06+fcuN0KvDvDWBtgTXEqb13oIT1BT/otjlCOCAJ1HWN0jzopSDNJ5+ZkKMKjm4tRymVc7BxndVGKxN/vGnHw2rkudGolmyvSPzSlA8QI7J3LFxdysr40lZfOdn6ogngqUuN13Le2gEAozGvnuvjley3cVpnBlooMNpSmf6hzdjaM2D0Loqilm/U8uKGQV2s62VKRsaCI4PeuDnDHksx51xuzUcN96wp44XTHNGchfzDMi2c6Y5oNNyLBoCEcEXB6g9J75PQGee1cFw9vKpq2VqiVimn2lm1DEzT0WXl0UxGBUIQjV/pjCmK728+7F3t5eGMR+alxLM9L4vlTHdw3ZYMQDEc4VN+HRqngkU3FKOQyLnVZJP5454hjTppN66CdCx1jkrOUIAjYXH6S4rRoVQoSjRr2rcnnxTMd3LUqd8Z4aJVCTlaiKPBuHrBxrdfG53dUzPn+/3dh0QXxjeEbgiAwNDTEhQsX+Nu//dtbdmAf46NFMByhpmWEkQkvGWY9d63Ki+nsTHJCVxel0NRv4+26Hu76CGxvQByXv1nbw761+ZRlJlCcEU9qvI6eMSdv14muGGWZCTedxJcUHSVlJc5+uk94ArxT18Oa4lRpsVAp5GSY9TN6fBq1KoxRB49JBEJhnj/VwT8+vha72z8vx+1Kt4XlebEUibUlqVzutszodvB+wyDbZrG22bMyh4OXekmO0+EPhRcsJBu0emgZnODLu6vwBsL4ghFS43UxHczj1wa5vUq8iawuSpG62HKZjAlvALVKwVf2LGHHsuvWPr5gGLvLj83tp21wArsnwIQnICmqH95YxKbydIrTTR/qnAqFI1zsHKfP4hIN/otTKM9KwKhTUZBqYsTumTch8EYIgsC5tlH6xl08tKEQvVpJUtT+bervtbsD2Nx+cRLQY8E3JXhkKlQKebRoVmM2aJjwBDjTPEy/1c3tVZm3JLCjNCOBtqGJW1KkinaNTq72WogIYvfq3jVictqrNZ3sX19Ifdc4717sZc/KnI9kTWgbmiDVpJu1wL9rVS7PnmznwfUFN5XMdSP8wTAfNA5h9/hZXZgy7X082zLCxiiNpyDNRF1nZ8z1XZBmoiDNhNsf5FTTME5vkGV5ifNyrGfDsN2DSiFfNEVHJpORnWigd9y1YPeAuRCOCNS2j9JncZFpNvD5HRWUZibQ1G9DP2inujD5ln/+V3qsMSLeuaBVKXhsczGHL/czZPPMkzDowx8MT/OAnw1GrYqHNhbx8pkO7olyfSe5vw9smN/tYsfybA5c7OX+dQXY3X7evtATwzWeCYIgIJPJuNQ1zrjDJ3mXa1QKAlPWl/rucXpGnTy+pZghm4eMBD05yUYe2FDIa+e6WF+SissfoqHXyq4VOZJ39YDFTWbi9U3ktiWZPHeqnXSzPqZIt7v9HKrvpzAtLmZCU9c5TnXUQWNVYTIXOsbYXJHB41uKee1cNyvykyieYZImCAKHL/cTp1Xx4IbCmObC7xIWvZKYTLE3MLlcTllZGX//93/Pzp07b+nBfYxbj75xlxiRKYN1pWlsmcGhwB8Mo1ZeL44rss0YNEperunkgfWFt3Qs1jY0waWucR7bIsZbVuUmUtcxxh1LsyRus2gsP8Hr57uRISqCC9MW7umZaNRgdfpm5QJPjtgf3FA4bbHaUJrGc6faKUgzzfm6w5EIL57u4P51BcTpVDT0WafFLN+IjhHHNMUwwPL8JJoH7DGbkEAoTCgcmXE0aHX5qO+y8IMDDRSnm3hqV9WsISeTC244EuFQfT9alYInthQTDEc4fLmfu6pzudAxRm37GCsKkshONODwBiRv0JKMeF443cHSvCQOXuolNzmO/esKaB200znqlGgbWpWCdLPYwZvwBDh+bYA4nYpP3laKSadifWkaFqePA5d6xe6sTEZhahxlWQnTPoOIIDD1pUQEgas9VtqHJ1DKZawsSI65Eb5wWoygVsjltA9PMGz3LDi1qW1ogtr2UdaVpLG+NI1Xajq5Z3U2z59qZ2lukvSeKhVykk3aedXyIG6UJovnlsEJnj7eCsAXdlbSMmBHq1J8aGV/RqKeC51jH+o5JkMvwgIUpsZxzw3xwb1jTqkLt6IgmZR4N8+damf/+sKbFhrOhEAozIWOsTmpAnKZjP3rCnj1nCiyu9mizOby80HTEAgCWyozZuxwhSNil3xq+EuCYeaOvEGjkni4V3tFa8VEo2bBntkgXqPvXR1YkK/wTFgf5Xp/mILY6vJxqmmYUDjC6uJUqUB9p66HiqwEluYm0j40wYtnOslM1LOxLP2WOf+4fMFFdZ5lMhm7VuRwudvCWxe6uWtV3oxr9eH6/hm1FnNBq1Lw6OZiXjzTwbYlWRy90s/+9QULomhoVQpMOhXNAzbqOsbF6cIc087UeDHRsnVoAqVcPu3eYTZqGHf4ONs6TGaiQfIe7xt3S37xDk8As0HNUz87SUV2Av/rodUxQS7n2kfZt+a6QF4mE63U3jjfxSObigmFIxy90k9EgPvXTadvdY44JMu1tAQ9Z1rEybJCLufBDYW8d3WAcadvmivR6+e7ua3q1ucX3GrcdDDH/+v4fQjmmIQ/GOZMyzAWp5/sJANrilPmFAvUdYyRbNJOG7uNObwcru/noY3TC8ebwQeNQ0QiwjRD79mCBkC8OV3psdA14kCpkLO6KGXeHf9ENCr1RtWvwxPg7boeVhWlzJk4NmB10zJgn5U2Mkkp2LUiO+aG2tBnZdDqmbEo9gXDHL3SP2faX/eok4udY9y/roCjVwZYVZRMolFLIBSmoc9G96iYfGU2aFhRIBbRhWkm7G4/Tf02wgJkJOipLkxGo1JwvGGQFflJWF1+alpH2Lk8J6age/Vcl1SgC4LAhY4x/ua5Wj6xtSSmYzzm8PHimQ5+9IdbpIU4EApP48xZnD5ORD1jb1+SRSQicOzqALtX5vBqTVcMRzwcEegeddIyaCcQEjsh2UlGKrPNeAMhGvttpMbraOizIQOW5CbO2F1uHrDh9ockH9CIIPDsyfZZuXXXX5OX964OxggNxxxeGvps3F6VybDdQ0OvdZoLx2Jgc/l560IPD6wXPZ73ry9kdMLL5W4LTp+Y+pmXbKQqN/GmCsz5AiNmQu+4i0td44TDkTm9yYEZ44zd/iCvnetm14rsBTuxzIc3zndx+5KsBTmuDFjdXO62zEitmAvdo05qO0ZJ0GvYWpkxZ7F6/NogZVkJ0qYQRGrUJPVlPlicPk43DxOKCKwvSZ13vTrTMkxavG7aVGoxONU0RH5q3KIKkEkxXdvQBIkGDZsqMqadhycaBlmenxSzERiwuDnbOoLZoGZrVeaH4pBHBIE3zncveMJ1I0bsHo5c7o8R8YIoTNOqFFTlzC1ansSkO0rvuIsBq5tQOMKPDzWytzqXwmhK30IqJ28gzC/fa+apnZXTNgwyGWhVSsn6LxiK8LfP1/K57eUUZ8SLASCBsKTfcXqD/NeJVh7eWERGtKOrVSn4xkt1fGFHBTKZjOQ4LdWFyRy90s/ulbmcaBTDfLaUZ5AYp+HApb5pa0QgFKa2fYy/f6mOJ7aUcNeqmdMZO0ccWJy+mOnJm7Xd7K3OjSn0L3db6Le42FudS+eIkwsdo+xbG+tK9H9NMEdhYSG1tbUkJcVaotjtdqqrq+ns7Fz80X6MjwSdIw4udY2jVsrZUJq+oG4WiDfJ6sLpgpUUk4571uTNyKtaDELhCK+f72ZpXuKCom+nQhHtCK4sSCYQClPXMU5N6whatZJ1JakzXsgmnSrG3xfEdJ1B68xd4RuRlWigrmMMhycwrZMnCKI37bYlmdO6S1U5ichkMg5f7mPn8lhVfE3LCOtL5h4L5qeKiudnPmijd9wlxpRGk6+W5CSyYm1STEGoUsoJhiKUZiZIo9pB63W3gMvdFv797av8+b7lM3bVDBolbn8Qg0bFyISXlgE7T//RNt67OhCjRj58uY//85VtNPRZudg1xor8ZFHUFi1kh+0eTjYNkaCPDU85cKmX26oyUCnklGTExwgBFXIZRekmqcCe5K6ebBri3966AoihDPetnV24Iyr/x2NGfHKZjL3VObxd1ztjsegNhDh8uR+9WskD6wtiFvbJTQOIQsSzLSN4/KGbOu8nfbSf2FqMQi6PdukFUuN10oZJEAR6x128d3UAfzCMXEb0s4xfmGXVAnsbAxY3dZ1jhMIRcpKN3HXDDW0mhCMiv/HG4zBoVDy+pZi3arspyUyIEXbeDFoH7aTG6xdUDIN4bQ7bPVzsHJ9xzZqKyfOjc8RBXkrcgqZdwXCEMaeX282xm2mdWok3EJYmLnMhKU7LvWvyCUci1LSOcqZlJNqYmB6G4fYHGbZ5JNrWzWIm3+jZ4PQGOdk0hNsfZHle0pzBN0adGPAztSDOSjLw4IZCxh0+3rrQg1alYNuSzJuKh+7+kLHQaQnXRbybytLITYnDFwzTMeyYNWlxbMJL77iLYbsnxr4s0aghL9nI0txErC4/Jp2aYbuHLRUZC+bqv3G+i+9/dhPtw45pm7aIIOALhPEGQrh9QZ45KXrS29x+kowatGplNDpadHK60DHGl3ZXYdQoua0qE19QfGxushFfMExZVkJMIIhGpWDn8hzCkQiv1HTxn8eauWd13jS6gkop52y002v3+DnVNCT+h0xGRoKeonQTiUYNdR1j0zrsy/KSuNxjifm9y/OTCIUj7P7mu3x6W9mCRaG/C1j0Gdvd3U04PJ0r5/f7GRgYuCUH9TFuHt5AKJogFqAgNY771y3MT/FGzLbIm3RqiVd19+q8RYt47G6xS3bPHI+N06lnLD5vhFqpkOy5PP4Q59pGsLn8xOnUrC9Nk8ZuMplMqhUc3gDv1PWysiBJCilYCHatyOHN2m4eumFRfbuul7XFKbOO5CuzzciAQ/V9MVZRFpdvzg2KwxugvsuC1eXj1x+0AeJCs7c6d9ZuljrqgTwVmYkGMsx6zreP8vLZDjyBEEM2D2/UivSTzEQDpZkJxOvVrCxI5mKnaK83OuHl8a0lyGUytlZmcLC+jz0rc/EGRN/WDLOeDLNe7Cp1W3jhdAe/fK8Zf0jkIO9fVxBTPIWjYQqTYqPqqDq5LDNhxlGrTCYjM9FAXecY//bpDTT02UhL0PP6uS6UCjmrClOmmfOfahqekS+caNSSadZztdcq2dqFIwInGsTuyc7l2THdJBBvVsEbrN52rsjm8OU+ide3UNR1jDHu9MX4aC/JTaShz8qyKSmAopfsdQvEcCRC6+AEb9eJtBKNSkFVjpncZOOM12eiUYvF6ZtxUzhk83ChY5RgKEJmooHdK3MWNeWp6xhn1SyceLlMxr61BZxuHhb55ouIcJ2KSarE1A3NQrCqMIV36noYsOpmpEUFQmFONYmertUFydOu4blw/Nog26pmngwtzUvkWq911iTHG6GQyyXaxWQAg0ohZ0tFurQWHrjYF+Mic7OQy2RkmPUMWNyzhli0DNq50mPBqFWxtTJjWtLhTIjTiqmIMyHZpGX/ugIcngCHL/cDsK0qc1F0oMZ+26KFhDdCo1Lw6KYijlzpZ8juYcjmYdeKHAYsbnrGnYw5rgfkyBCpCrnJRqoLU2alfZxsGpI21M+fauf+BdAmesddxBs0lGYm4PKFqOsciykc5TIZeo0SjUrO4cv9PLmtjMocMyvzkzjZNMyuG3zpe8ZcPLihkOYBG4fq+6LCXIGHNxaxY3k2zQN2noumrgpAfdc4XdEpYqpJx8MbRTHf1OZGIBTmlZouPr+jglVFKYQjAhvK0kmN1xGJOg419Nn41fvNDFo9qFUKlHJxbc5NNpKXYuRi1zhLoml/fRY3MsQGwpriFEYnvLxS00mqScf6srTfacs1WERB/Oabb0pfHzp0iPj46+OccDjMsWPHyM/Pv+kD+fa3v83Xv/51vvrVr/K9730PgC984QscPXqUwcFBjEYjGzdu5J//+Z8pLy+f9Xk+/elP8/TTT8d8b9euXRw8eFD6t9Vq5Y/+6I946623kMvlPPDAA/z7v/87RuPvNr9lNgjRNKCrvVa0KgWbytNvWm0+5vCSPI+QQ6tS8NiWYl4608ltVZkxo8S50Dpo53KPaCM0V0eqMsdMQ59tmhftXNBrlFIs7oQnwJmWYVy+IMlxWtZF+Uxi4IObB9YXLJryoVEpKEgz0Txgk2zGDl/uoywzntx5FN0V2WZksutFscXpI9EY+/mEIxGaB+y0D00QEcSQksmgBbVSgdsfZENZGgfr+wC4rXJ6l0KlVBC4QancO+7iVNMQa4tTeXxLCRvL0jh4qY8H1hcjIHaQ6zrGcHgDRAT46eFG9q8rYOfybMkuLjvJyMiEl4ud4wxY3dy5LJtgOELb0AQdww4ikQhatfh+hsIRUkzaaZ3Esy0j04Qy25Zk8v61gRmjkt0+UZG9c0UOqfE6OoYdLM1NZHVRCsFwhLqOMc61j6JSyFlTlEKCUcOowzsjJx5EZ4KXz3aSnxJHx/AELYN2bqvMnNWl4Eq3JaZYBbEbGqdVLYqTfORyPwkG9TTf3OJ0E6+d7572O6ZCIZdTkW2W4sx9wbDYle8cB0TRz/L8JEmUV5opJtZNFsQjdg+1HWMEgmHSzXp2rVhcETwVfRbXnIIlEG252oYmePlsJ/evy190vO+7F3vnpBDNhb3Voshu//oCqTNpd/v5oHEIQRDYXJGxaIGaOKYOzLpxLc2I59VzXQsuiKdi0tbOFwhxsmkYu8fPkM1DRZY5Rr/xYbCxLJ1XazpjNgC+QIhTzcPY3H5KMxIW5PAyFUatioGol/psMOnV7FuTjzcQ4v1rg3gDIW6rzFzQhHJqwM/NIhwR6BlzEokI/NtbV7C7xebCnuocitPj2VCatqjXbHf7MWpV0j3roY1FvHC6g0eiXr4zQRAETjYO8XjU3q26MJl3L/YyYHXHbNpEx4oOqUEkQ/RCfjTJwKH6fgwaJVsrM7C5/ZgNYnFcnmVGo1Tw2rkujFoV60pS8fhDeAMh9GoFX/nFKQC+++RG7lubj0wm441aMUlvwhPgwKU+9lbnSs2p+9YWIAgCcVoVty/JjLGyc/uC9FtcfHJrKb5gGJ1aweaKDAatbhr7bQzZPPznsWZaB+08vqVEopt1jjjYv66QtiG7lJL3bl0PYQHWFt98oMpHjQVziOXRxU3stsU+RKVSkZ+fz7/+679y9913L/ogamtrefjhhzGZTGzbtk0qiH/2s59RXl5Obm4uVquVv/u7v6O+vp6uri4UiplPxE9/+tOMjIzwq1/9SvqeRqPBbL4+ytuzZw9DQ0P89Kc/JRgM8uSTT7JmzRqeffbZBR/z7wKH2O0LcqpZLPxKMuJZmpv4oRW/Ry73x3RX54IgCLx+vptleYnz8t2ONwwiA26bI71n6vO+Wds9K494MRid8PLL95p5/9og60pSWV2Ugkopx6RTY9KrMelUmHRq4nSqBdm7PXeqnYc3FnGqaYhEo2ZRN8PmATvdow7CEYE7lmYx4QlwuduCxx9CIZdRniU6bEzt6D9/ShSIdYw48AfDLMtLwhcMczKqiF9XnCoV5J0jDtz+EEtzE3H7ghyq7yPFpGNzRbq4KEa52UM2D+fbR2MoBL5AiJfPdqLXqihIjUMhlzFk8+Cfomz+4cEGAL60uwqlXPT/LUo3oZDLaeizIghi5/NS17jEuZ4s1l462zHjKPbN2m5uX5IZY1PVb3HxQeMQD6y/7vE57vBxtdcibXom4Q+GOd82yjdfucj96wrIStTPmrRkdfl57lQ7X9pVOe+59UpUQHojwhGBl850zJsgF45EeLWmi1VFKbPG6b52rot9c1BA5oPDE+Byj4Vxhw8BSDFpOX5tkOrCZPzBMKnxOtYUpy5YzDXX76lpG5lG+5kNNpeft+tE15iF2o+1DNqxufwLdheYCb5AiFdquthSkc759jFMehVbKzJu2oXi3Yu9bCpPn5O+cai+j41lH95+rGXQzh//52nuW5tPTrJx3ghqmUyGUavEqFURp1OJrjfRP1PXsQ8ahyhONxEKR6jtGEOtFLvUM4kHFwKHN8CF9rFF2XAGQuJ6ZXX52VCWNiuvORiOcHABqXw3YsIToKnfxrDdg4zrk5bSzHgO1fdFA1jUjNi9CIJAZU4iZZnxC75Xvn6+iz0rYydzkxv2x7YUz7jx+6BxiPwUY0yzRBAEnjvVzv3rxE2byyem3D2w4Xq3+UZRYPeokzMtw3gDYXavzBFTFV1+rC4fXaNOXj/fzd2rcimNegDnphh5paZTCmwSeeSGGP1DXccYl7rGidOpJZpY66CdUESgMtuMLxjmr35Tw9LcJJblJbKmOJV36nrYuSKHuo4xdGoly/OTJK/75DgNWpWSMaeXu1floVMro3qDfEbsHlqHJiT9Tjgi0iV/dqSJQ39716I+5w+DW84hjkQ5ZAUFBdTW1pKcfGtM0V0uF0888QQ///nP+eY3vxnzf5///Oelr/Pz8/nmN7/J8uXL6e7upqho9rGXRqMhPX1mDlZTUxMHDx6ktraW1atXA/D973+fvXv38p3vfIfMzJsb9/22IAgCjf02mvrtGLVKNpbfGs/LSSxG4SuTybh/nSgQcvtDM3a7guEIr5/rYkVB8oKDDW6Fjc+w3cO5tlHC4Qj3ryugMM2EIIgUhtwUIw5PEIdXVP73jLlwegOEozehqZGtk18r5DLitCqS47Ts/cd3+dTtpSSbtFzpsRAMRwiHBUJh0eNW/DtCKPq9qWjos3G8YRCry09RuonNFemzjt4udIhOD0qFnLLMBF4628GyvCS0KgU7lmcTEcSY43Pto5Skx5MUp8UfDPPe1QEc3gB7qnNn5PFlmPWUZSZI422L08eBi708sEF0C5j0Gp78PJ3eIEcu9/HopiJCEZH3tqIgNtq1oc/GQ1F+2cqCZJblJfLe1UE8gRDZSYZZuaW7VuTw5oVuqViu6xhj1OGdxnFONmmxOP3THh+KROgZc/L0H23j/WuDs95MO0cc1LaP8vkdFeSlxPHimQ5ykoysLZnO43R6g7OOjyc3Lg191lkFOpNxrrP5ck6iLCuBlgG71AFeLEx6NVsqMnD7g9S0jHCt18qp5mGW5Sexb23BLVP9n2mZmYoyG8xGDY9sKuK1c12sK0mbVwgcCIW52Dl+01zDyc5537iLt+t6+K8TrfzlfSsW5exwIzz+EMFQeF4u88aydE43D91UIuIkzrWJ3PRDf3sXz59qZ+fy7Hm7pOFIBLcvhNMXjHqie2n3OXD7gtI6BuK5/I+vXGRvdS5P7az80Jsjg0aF2x9a1GPUSgXbl2VHg0yGOd08wqrC5Gn2XM0D9jlDfkB83Z0jTtqGJiTNQpxOTUW2mXUlqTFrRigcISKIlpTPnGyPriniWvXauS4UUVH2XEmkbl8QpUI+7X0zaFXcvTqPF8908sgNqZJObxCryyd5VE9CFnVGeaWmi90rczhwqW+aDVtynI5xh4/UeB0Wp4+WQTsqpZynj7cSjkTYVJ5ObrKRZflJBC/389CGQkozExiZ8NBvcWHUqkjQawiGI5RkxHP4ch9HrwzwxV2VEne4dXCCI1f6eWpnJW/X9ZBi0jHu9JEWr+ON812EBdGOsyDVxIQnIN3XVAo560vTePdiLx3DEyjkMsn2bdDqZm1JHm/X9VCcHo8giC5HU1P73L4QR6/2kxav50u7Kuf8nP+7sOitc1dX1y09gC9/+cvcdddd3HnnndMK4qlwu9386le/oqCggJycuTsVx48fJzU1FbPZzB133ME3v/lNSQR49uxZEhISpGIY4M4770Qul3Pu3Dnuv//+GZ/T7/fj91+/ITscjsW8zA8N0evUSmlmPJXZZh5YX3DL/R/DkVh7q4Vi14ocTjYNcbZlJIbmYHX5eKeud06+8GxYTJjGJLyBEGdbRrC5/aTF69gT5Um6fUF6x1zsWJ7N8YZB+iwuti3JWrDIEMTF1eUL0jY0AYDbH0KtVKBSyFEqZCjlcpSTXyvkKOXi3wq5TPqcwhEBhzfIQxsKSTZpGbKJi85MBbEvEKJr1BHTVU0yahl3XOcey2Uy1pemsZ40WgftfO7HJwD48u4qNpWnx6h6fYFQzKJenpXAhMfPv79zlQyznse2lEgFVHXUX3JFfhLHrg4QCIXZuyqP3jEn4YhAeVZClDfczvL8JPQaFdlRnqLd7WfA6qbf4sYXDDPu8PGjgw18aVcl7cMOZIhilYyoJZtBoyInyUj70AStQxOkJejYM0txkWnWi9Gx0RvYkM3D+9cGeGijOLpcU5TC6ebhGHssgNPNw/gCIR7ZVMwbtd2sKEhmRUEyveMuXjvXRZxOxW2V1zuJZ1qG5xQ1rShI5vlT7VRkT/fFHrZ7OHZlgIc3zj5OnfoZvHG++6YK4nAkwqUuCz1jTnRqJRvL0qjMSWRlQTKFaSZeON3O+tK0WbvTi4HbH1oQv3Qq1EoFD28s4uiVAcYc3jn9kd+p6+WuRbhEhCMRWgYnaBuaQBAE1EqRW11dkIxOrWRLRQYef4jDl/sIhiKsLEimYJHvw0w+4DMhTqfC5QstSFx3Iya9WVPjdZKeYW91Lgcu9s47wVDI5eKEa46CfdIz90u7q6jISuBQfR+haKFUlZt4U5OJDxMTrpDL2FyRIYkbXzjdQUV2gjTZ7BiemOY8YHX5aO63M+rwRp9DTkFqHNuXZs17fZ1vG5WK5F0rsjl4qZe7VuWxNDeRpbmJEvWqpnUEnVrJhtK0GIsyiHq/zzLVTDBouGNJptjlnXI/Plg/c5c7EhUKO7wBHv/eMZ7aWcnBS33S/8tk0Nhn4+9evMAXdlaSaNSwuTwdXzBMikmHUi7D4vRTlSNak+YkGVhXkkrzgJ17VuXx+vlu/uHlixSnm1AqZBSkmijJiGfbkixsLj87lmfT1G9Dq1awJNfM7VWZqKLUi58fbSLRqOEP76xgY3k6KoWcvdW5jDm8fPu1S5xsGpasPDuHHRys7+MP76zgao+VJbmJXOgYY1VRCsXp8fzVb86Jn5VCjgxxU3HPtw7y5d1VUhLn77UP8X/8x3/w+c9/Hq1Wy3/8x3/M+bN//Md/vOBf/vzzz3Px4kVqa2tn/Zkf/ehHfO1rX8PtdlNWVsaRI0dQq2dfBHbv3s3+/fspKCigo6ODv/7rv2bPnj2cPXsWhULB8PAwqamxi7NSqSQxMZHh4eFZn/db3/oW3/jGNxb82j4KhCMR5DIZySbtR2aGP5Op9kKwpSKDi53jHLvSz/Zl2TQP2GiIpqUtlksIIk+qedAeE4YwEyKCaMPWMeyYdVFrG56gOOpecHtVJh3DDlEYsa5gwR0TpUJOvF5N6+AEB/5mLw29VjqGJxbcGRIEgVdqOtkdjb6c9Co90zzCyaYhluUlxnRHDlzqY+8Nz725In2abY4vGOaDqLXO49EOW4ZZT8uAnTOu6xu4/zreSnGGCX/oesfa7Qvy7sVe7lubzzt1PTG/64cHG1hbnMIf7V0q0R6CYZFTLJPJWFEgdnh+9V4zb9eJzzHu8GHSq8lONEhJe6/UdPI3D1ZTELWAikSTjoZsHs40j+AJhLC7/fyvk+3sXpGDSaeib9xFZqJ+2nmztiSVt+tEztvVXivdo46YTnJxRjxNAzasLh+JRi3hiMAb57soy0qgKlokK+UyguEIKoVc4nFOeAIcudJPOCKwpSJjQVOSzRXpnGwciqEANfXbaB2089g8CYGTkMtkCLCoYqpzxEF9twUZYid+ajjE+fY+NpWlY9CqeGxzMWdaRqiPWpLdrE9w54jjpqweQeyI7VieTX33+KzBPs0DNjIT9XMWdoIgWvI19tsIhiMo5DJKMhK4e1XutHPEFwxLNlb3rM4nEi2+6jo7MRvU4kZxnk22wxtALpdNE1rOhrKsBFoGJyjPSljQz8N1Ss3qopSYYt2kV5NsEjnzk44rN4OIIPDSmU6JkvNB4xD3rsmX9CaTnu4r8pMWvVn4sJDJZKwqSmFVUQqN/TZePNNJXoqRQEgUkXYMT0iTtQSDhopsMxvKFsf7BRi0edgYve5TTDridGo6RxzSJnGy4wlIUxa7J0CiUcP6KM84FI7MeR6kJehZW5zC23U93LM6n+YBO/kpcdL1Nmmr6PYHkQGFaSY2l6dTlpnAmMMr+aVDVMgbFsgwG4jTipt0mUzGubZRKTm0ecDGY989SnG6iQ1l6fSMu/jRwQYe2VTEPavzUKsUrMhPoqZ1hHGHj4I0E8vyEjnVNMyzJ9swRJ/3Wq+Vrz9zng1laWyKekh7AyGW5Cbyy2PNvFHbTfeoeO2vLEimfdhBMBTB5gti0Cr5u4dXk5NswOEN8q1XL3KyaRi3L8i6klQ+d2c5WWYDZqOG8qwEXqkRg0L8oTBv1/Wy7iNOuPwwWFBB/N3vfpcnnngCrVbLd7/73Vl/TiaTLbgg7uvr46tf/SpHjhyZM/L5iSeeYMeOHQwNDfGd73yHhx9+mNOnT8/6mEcffVT6eunSpSxbtoyioiKOHz/O9u3bF3RsM+HrX/86f/Znfyb92+FwzNupvpXISTZSlZNIZqJeVEw7fVQXJn8or8ob0TJo5+4PoXCuLkzmao+FXf/wDvevK+DhjTcf4pGbYuTyBcusBfGA1c2F9lHCEYFleUnsXzd7x7xv3MXSKR2oonQTaQk6XjrbyR1LMhecXPR+NLFNLpOxNC8Jg1bFKzWdC3LyeLuul/WlaSSbtGQnGekfd5GbEseWSrFjcq3XyktnOshKMpBq0pGWoJu2EKuVCgRBIBiOMOEOcKp5CJlMxtaKDMxGDa+f72LfmnyePy3GaE5SacTkMQd6jZKdy7MlGsVLZzt44y938eq5Lu5clo1eo8ThCfDOxV72ryugKsdMTesI4YggWY3p1cpoYSJg1Cp5dHMxWUlGTDoVgVCELRUZKOQyPP4Qr0QFPTLg2NUBspOMyGUykuK0JMVpqcwxc/zaIAq5jE/eVko4EqEgzcSw3UN9t4XIlE5UklFDbkocobDAsSv96KIFz43YszKXF890cHe0Y3Kjp2ZSnOjEMFUUF69Xc8/qfAasbh7/3jFA3ABplHJyU+LISzFO6+JnJxk51zaKLxhGq1JwulnsoCyW916UZqJj2DHnRtTi9FHTOoI/GCY/1cS+Nfkz0iE8/pB0zshkMjaVp+P0BnmrtpvijHhJpLkY1HdbFu1tfCNW5CeTatJNC/EIhMJc6rLMSJUYtnm40ivy62VAXkocOxZAJbgR8mi64uqiFGwuP0evDoiUn1kStQCOXRlgz8qFr+1Lcsy8eq5rwQWxN8rX31s9s9/rxrI0nj3ZTn6q8aaaCZNWkDuWZ0trgMcfigbcyCRbxnBEoL57nIs1naiVctaVpC0oNfFW9GIigkD/uItBqxutSs6zJ9tpGbSztzqXJ7eVfeigmmGbh7SE2NeypSKd5061k51kmHYeGTQqiWNrcfp4/9og//7OVR7ZWMSbtd0oFXL0GiWG6GZLr1Zi0KrQa5RkJYm2Z4fq++gbd1GZY+a1c+IkPcWknabJeaO2m7tX5THh8fPcyXYejLo/CIIYP/8Ht5cyYHXzzMl29qzMYcITQKdWcLJxiFGHF2vUSSkvxUhFtplIRMCkU/E3z9aiVsqRy8TX8HZdL3+8dwlH7B4O1vfROjjB57aXc6XHyis1nTQP2NlSmcFnfnScvdW5DFrdPH28la/fvxJfMEQgJN5nzraO8Bf7ltPUb+fFMx1sLEujb9zF+XYx0nlPdS4lGQmoFDKeO9VOaWYC5dkJvH6+m6NX+rlndT53LsviXNso25dm8bMjTbzxW/YhXigWVBBPpUncKspEXV0do6OjVFdXS98Lh8N88MEH/OAHP8Dv96NQKIiPjyc+Pp6SkhLWr1+P2Wzmtdde47HHHlvQ7yksLCQ5OZn29na2b99Oeno6o6OjMT8TCoWwWq2z8o5B5CVrNDfn3HAroVYquGNpljR2eulMB/mp18MEPgwiEeGmFmAQvU3PtY+ilMu4b20+m8rTaei1YXP7ERD5uCD6d2Ynibnmcy168kkl1BS4/UHONI9IyWl7b4ibXszrMmpVPLGlmAOX+ui3uOdV0I9OePGHwjEWRoVpJgwaJc+fauehjUWzHst7VwcoyYiXkqPKMuM50zIiCS5k0QK7LCuBZ0+2840X63hyWxnjjm5ufBu6Rp3c/U8H+It9y9lbnTttYZfJZDywvoDnT3VI6X/vXRVH+ElGDS+e6eThTUV0DE9QmGZCq1ayf10BL9d0UZAax5jDywPrC7A6/XSPObl3TT6BkLjY/+CAKKr7P1/ZJjmLtA7aKc2IZ0luImMOL8+famdlYTJ1HWM8FF3ogRhxHlwXi9xeJW5I3qztZvuyLF45KwZ2TLUnmjTJ7xxx8POjTQB86vZSLE7fjNa7Na2jPH28lX//zKZpbh4pJh1jjtiCuHvUSW37KMkmLT/9wlYsLh+rClPwBUL0jrvETrb/utWUQasiPyWO26syOVzfh0wGBakmluQuzPR/KpbkJvL2he5pxZkvGKamdQSL04fZoOGOpVlz+rrONsaO04nxs9d6rbxwup1dK3IWTF8KhSMoZNwSLnJmooH71hbw8tlOdi7PJjVeJ1Ilohtwu9tPfbcFu1ucaqTF66Vu962C2ajh7lV54lSp28LLZzuJ14td48kNn9XlQ69RLoqqJZPJ0KoUeAOheb13LU4f717s5cENhbP+rEwmY/fKHA7V9y86cATgYH0fq4tSYorblQVJXOoaj7muFHIZqwpTWFWYIolTTzYNERdNkpxNm7JYxoQgCIzYxQQ2m8snvcasJAPrStLQqOS4/SEe3VREnE7FyaYh/MEwq4tTbzptr6ZtZFpoikwm465VedGp2OwbV5VCjtXl598+vYHecRd7VuYSDIu2keKfKG97wovHH8LtD+HyBaVY+v2RAtYUp1KRnTDjZzzJr000atm/vpAXT3ewb20+DX1W1kXvQ1mJBnatyOY7b17mYuc4w3YP+9cVsKVS9HG/d00+Na0j7Pv2QdIT9OxZmcOow8uaohRkiOvHf3x2E7842sSK/GS+tKuKMYeP3jEnXSMOPr2tjB8faiAYiqCUyzDpVFxz+Xl8czHfeu0Sn91ezsFLfVRkmylMMzFk8/Dzo018bns5vzjWzCMbi4gIonf9Xz9znuwkA/euzuNk0zBdo04yEvT0j7s43TJCZqIBlULODw828GZtN0/tqpIodr9rWDSH+O///u/58z//c/T6WNshr9fLv/zLv/A//+f/XNDzbN++natXr8Z878knn6S8vJy//Mu/nNFFQhAEBEGI4fLOh/7+fiwWCxkZ4gh3w4YN2O126urqWLVqFQDvvfcekUiEdevWLfh5/7sxdezUMezg5bOdJMVp2VyRflO2NW5fcNGBA6FwhHNtowzZPGQlGtgXTbGyu/1c6Bib1U5rwCoGAzi914sMATFAIytRLJYNWhVyuRhZLI7Hneg1IiVisXzk2dZvmUzG3upcrvZYZkzhkh4vCBy53D+js0Bagp67VuWJO/0N08NKalpHiDeoY7pHBq0KT+C6MMXhCXCicZBQWGDH8mwSDGpc3iB3r46NIA2GIzx3sp291blYnD4a+mxS12/Y7pFugGqlgvvW5vPK2U7uWJpFMByRhCMPbCjgf792id5xFw9tLOKN810gk/HrE2Kc8Bd3VXLs6gAl6fE09tkYnfASEQQ2l4vXz56VuRy50s+VHhl3LhM5aXevziMYjtA75kKnUfKnvzrDp24v5UzzMOtKUjFoVWhUCvzBMAJw8FIvSXFaie4QjkTEEbVGxQPrC3jhdEeM2EQmk6FRKWgesPPsn2zn6JUBNCo5SUbttFFqbfso96zO4zZvBr5ASBTPyEWKR15KHKnxOmrbxQ1xQ5+Vhj4beSlGHtggTjN6x5zSe65VK2NCTibh8gXpGXPymw/aePdiL8vzk4gIYhQ3iLSMeL2aBING+tuoVc64YVXIZVIYwNRIao1KwbqS1AWnvw1aPXOKg5bkJkqq+zidWhrHzoXa9jFW38Lxpl6jFEM8LvTQN+5CEASOXRlAJhO79Mvzk27a/QBEqkPcAgpoeZTys6IgWYwVbxjE4xfHxdd6rdy7Jm/e57gRm8rTOdU0PGdUe9eIQ/JZnm+TkRSnRatS0G9xLSpt7oPGIXKSjNNoLkXp8bx0piOmIJ4KjUohWRY6vAFqWkdweYOkmHSsLVmcU4nV5aN1cIIRu0f6XlqCnqoc84wd8VfPdXH36jzitCpJ0BuOCNS2j3KubYTsxJnFr7MhFI4gCMzYoIjXq8lKNMSEAk3F1V4rrYN2Ho6msXaNOpnwBIjXq6U/Mz2mud/GF3ZUkJVkIBwRSDRqONEwiC/aCEg16ajMMUtBG5PQqkVf4J8daeTolQG+sqeKi9EIdrNRy8ayNJLjxNTYmtYRBODHhxqxuwMYdSrRRSLRQJxOzSdvKyUtXsd/HmuOvg9dXOmxsqE0jT/51RnuW5vPiN3L2dYRjDoVPWMu7G4/oYiA3R0gJ9nI3lW5/MHtpchkMinIZHJTNnk/F72Q7ZxvH6Vj2MH60jTS4nX86FAjafE67liSxTejQs6fPbWVDxqHMOlU/OPjaznbMsxLZzo41zb6+9shnopvfOMbPPXUU9MKYo/Hwze+8Y0FF8RxcXEsWbIk5nsGg4GkpCSWLFlCZ2cnL7zwAjt37iQlJYX+/n6+/e1vo9Pp2Lt3r/SY8vJyvvWtb3H//ffjcrn4xje+wQMPPEB6ejodHR187Wtfo7i4mF27dgFQUVHB7t27+cM//EN+8pOfEAwG+cpXvsKjjz76O+8wMRsmE77GHWL3QSGXc1tVxqLcJ+q7LazIX5iF2OiEl7Mtw0QEWFeSOk3ElGDQMOEJzPhYg1Y1Y5EBYmE4YBVjQF2+ID8+1MgPDjTw5LYy9q3Nv6nkI7cvOK+B+tK8JDITDTx7sp27V+VN4yAfbxhka2XGrAtyvF7NwxsLefFMJ/euuS4gvBp1oJjNSmow+loNGiV3LhOpDOfaRlhTlIpKKeetCz3SuFoQRLuv+9bm8/61AfatLaCp38azJ9tYX5pGx7BDEjT6AiGxox0M88n/eI/Pbi+XgjgE4PRkKpE7II2G5dFO9O1VmbQM2vnx4Uau9Vr59LYy4vVq/MEwEUGkEmxfmkXr4AT/8FIdZ1tHCAugUshYnpdEdWEyChnsW1uAzeXnVLPILfMEwvzNc+dZW5zK7pW5MSNEi9MveV8btCr2R4viRzaJRfGkDdukUE2tlLNvTT6dIw6eO9XOzuU5JMVpOFjfR3qCnh3Ls3njvOgPu6IgmVA4wqWuceo6xlDIZfzoUCPjTh+V2eZp6VURgXnpL73jLq712ritMoOcJANhQWBzebp0sw+GIzg8AezuAKMOL21DE7j9wVk7a8+fbucnhxv5ws5KluUmzkn/mQ3X+qwSb3s2qJUK7lmdT++4i2dPtnP7ksw5i+hBm3tRXuCzweMP0TE8QfeYi0gkgicQ5q0LPexYnk28Xs3GsrSbtkabip4x17S4+fkQr1eztzqXjmEHv3yvmQsdY8jlMorSTFTlmBdkxQhzr3kAl7rGGZ0QOaML/Wy3RT1hF8pJv9gpppLONqlIMekYnfDOS4sw6dSSxd6ktVYwFJaivafC6Q3SOmSn3+KWWsdmo5bSjPhprg8z4WqPhbwUo3SvWpEvdrJXFiRLguF+y8whJrPhXFRMNxvWFKfywukOClPjpPMuHBF4p66HDLM+xm5x5/LsaNz6dAvGYDjC2xd6yEk28lCUWrGuJE3k7zp9MfqS0aiP+z+/Xk+iUUMgquWQyUS6hjfq3OELhLmtKjPGrvJP7l7GcyfbeGxLCbXto5RkxOMPhdFHlBSnx7OxLI366MTj9qpM9lTn8IujzdLU0xcMszw/iTidaD33ia0l/OxIE49tLqZjeIKX/seORVFUZDIZFdlmfvKFrbQO2nnv2iDvXR3gkU1F+INhqnLNqBRyJjwBrvZa+U00WGpTWZp07/ldxaJXodkEIJcvXyYxcfEjw9mg1Wo5efIk3/ve97DZbKSlpbF161bOnDkTI4praWlhYkJU/isUCq5cucLTTz+N3W4nMzOTnTt38g//8A8xdIdnnnmGr3zlK2zfvl0K5phPLPj7gGSTlvvWFuANhDjRMIjbH2JDadqCOLKjE95phe1URASBuo4xusecpJh07JlhXD8VqfE6Ruwe0hYYYABIqmmDRsnJpmGe/so2jjcMsqUyg+MNg/gCYRRyGWVZCRSnxy+oYzBVUDcXJjuWb17ooSwzXrLUGnN48QXD5MwzutOqxe7XS2c7ua0yA28gzGA0ISkUjjBs99BvcTPm8BIR4EcHG1iam8if37s8Jhxi0OqRFOdFaSbJueP1893csSRLWrgEQaAi20x5VgKvne/mp4cb2b0ih8J0E1qVgqxEA/6Q6F2pkMuI16nZUpnBkct9/OyprdS2j7GnOodXznbxzMk2/uC2UuRyGQ/96xH+5sFqNpen8+S2Mika9EeHGqlpHcHtC5Jo1BCv16BUTLU4EgiEIgTDEZQKOb5gmD6LS4wglst45oNWIgJsKEvn2FVRWb8kJxGTXs3IDTdpo1bFvrX5vHC6g/KsBMYcvhjxXE6ykT6Lm6L0ePJT43j1XBe/ONrMv/zBeskqrjgjnvbhCcoyE1AqxICLMYcPq1Mc2SrkshnHdhFBQD7LeXW1x0Jjv53K7AQe2VREU7+NsqwEyrPMPHeyjf3ROHOVQi7xpOdCIBTm8OV+tlRk4A2ERCcT/8wpYPPBG1h4pHRuspHHthRz/Nogl7rG2b0iZ1rhZ3f7FxyffONxtA876B51SladWrWS4nQTe1aKv+eF0+1S9Pfy/CSJ11uWlcCSHPNNU7/6xl3cuWzh/rihcISzrSMM2z0UppqkmNmqHDMdww7eudhLOCKQoFdTXZg8byFWkBoXI9qaxPvXBtCpldPCWeaDTCbjjqVZHLsyMGfnGUTqktXlm9MZY2N52rx0gRuRGq/jntVix7xrxMFvTrTx7Kl27O4A8XqV2OCI8tMXqxdx+4M0D9hjgkMqss08f6qdZXlJ0vqenWQkO8mINxDiVDTEZFleEmUzNFVA3MjNdS8DuHt1Lm/V9fDQhiLGHF4OXepj98rcac5DaqWCVJOO3nFXDH2jZ8zJyaZh7l6VO+28WF+axsnGIS53W1ge3UCkxutIN+v52wer8QbC5KfGSTakNa0j7FtbwNK8JO5enSd5Nhenm6IULy9ZSQb2/uO7PLShkC/uquQnhxq5fUkm717sxekN8rk7y8lLMfKvb14hGI7wya0l0r33Wp+Ny90WNpSmMTLh5Uu7q/jE1pJbIswvzUygJCOe7UuzePdiL8FwhK//5jy5yUac3gDff/ca1YXJWJ3+3/liGBYRzGE2iwvVpLHx1DczHA7jcrl46qmn+OEPf/iRHezvEn4XgjnmQzgS4WzLCEM2D5U55ll9UwVB4LXz3exfN32htLv9nGwaJhAKU70I+6JJ3uliTNaD4QgHLvYSr1ezNTrSvdZrRYApkbvRRLdhB5Go2Gt5ftKsyWFvXehmb/V0NfpcqGkdkSJ9nz3ZzqObi2csvsORCE5vEIc3iNMbiH4d4F/fvALAF3ZWopDLUMjFTPjsJAMp8TrkMhlvXehm14oczraMMOrwkpccx6qiFN6s7eb+KZ/Duxd7OXqlny/srJRuAGeahynOiMfi9HG110q8Xs3p5mFWFiRL47r24QnuXpVHbccYd6/KY8Tu4ckfHkcpl/HUrkpON49wqWucr961FKvTh1wuwxcQC//vvHkZEOkTPz7UyIbSNB7YUIjTG6BjWHR2eO18FxtL07nQMcq+tQWEIwLn2kb4xot1APzp3UspyUggJ9nAa+e6SDRqMWpVjDt93LNaPJ5rvVYc3iA/OdzI7pU5FKaZmPouH6rvo33Ywee2l5Mar2N5fhIJBo1USO6tzuWDhiEmPH7GHD6K0k3Y3KIAZVVhCmdbR1iel0Rd5xh6jWjHNRk2UpoZz3tXBwiGI1J3HqB9aAJ/KCxdK4IgUN9toW1ogiW5iTFj1lejgkqZTIYvEOKls50LclURBIGzrSMMWN3sXJ7DhNuP1eVnRUEyzQN2rvZYSDfr2ViWtqDzVhAE3qjtXnSkNIjj7cP1/SzPT4qxf3v3Yi+3V2XOWWRPLX7D0eJXp1ZSlGYiLzVuxpH1qaYh0hP0FGfEx4S1CIJAy+AEDX1WSf2/EIHXVLxR270gAaDV5eNU1EZqQ2matCE9fLmPTeXTfcHtbj91HWNMeIMo5DKqss0UpZumFRQRQeD1c13sj3YTI9GAoYps86zF20Jw8FIv1YUps74fkwLjhQg6X4vSExYToesLhjkX5bPH69X0WdwkGNSkJ+g/VJDKC6c72Lcmb9p0YMjmoWXAPmsEuCAIUWrDBElxGjaVX6cJDtk8dAxPzOubLQgCNa2j/ODgNe5bk8/+9YWzNlgEQZCoHJEofU6lkLNtSWbMOfDmDUKxY1f6yUw0UJFtZsTuoabtehjSG7XdrC5KweULMmh1s21JFo39NuQyyDAb+KBxkB8caKAgNY5P3V6GQi7jhTMdLMkxszw/ma8/c44v767C4Q2Slajn26/VkxqvozLbjEIu49jVAZJNWnKSjHxlT9WiaDe3Gs0DNkYnfDQP2AhHBB7ZVPShqFE3g1sezPG9730PQRD4zGc+wze+8Y2Y6Ga1Wk1+fj4bNmz4cEf9MW4pFHK55PvY0GfjpTMdZCYaWF+aFnPxD1jdZE/pIguCwLU+G80DNhL0Gu5cNregZyaolQoCociCLaWa+sVd7O6VsaKfJbmJvHC6XSqIFXI5VTmJUsHi9gW53G3hbHT3mZYgFk6TN7WFCAUFQcDjD+HwBpnwBFDIZQzbPez+5rtsqcjg3Ys90rh7qshNIZcRF025i9OqSEnTEadTYXH66Rt3IZeJv391YUqMGG/qezRp29U2NMHef3wXIKZDaXf7aeiz0dxvo3nALjk2NA/Y+fYn1vHQhkKOXhngz+5ZxuHL/exZmcvPjjSKCUImHRqlnDPNw/RZXDyxpYTEOA1JRi1VOWaykwwM2Ty8eKaDp3ZW8vTxVrZHE6jWlqRysXOcJ7aUUJxu4s+fPsuXdlVidfm5658O8KVdleg0CvQalXRDVijkfGKrGN95rc9KSryWF06Ljg81bSNUFyZzqWucpn4bFdlmguEIHzQOsWtFNklGLXcuy5I+t+5RJxqVgrEJL/5QhIpsMxc7x5nwBBAQI6b7xl3cszqP7CQjx670U10oWhMNWt38+ztXudAxxpPbynh4inF+x/AEt1VlolYq2L0yF1c00c+gUbFtSaakxBcEgbrOcTpHHCzPT5pGrQiGI6LP5hS+8d2r8nj5bBcPb5x9LN4x7OBc2wgbStMkr2Obyy995uVZCZRnJTBodfP6+W6M2liP5JnQZ3GTc5M3vESjlkc3F3OhY4yXz3aypzoHvVqJxx/bcfYGQnQMO+gecxIOX+/8FqWZ2L0yZ0EF1rDNg8sXlASEpRkJoigzMwGZTCa99kAozLlWUeCVaNSwoSz9pm3jJiEIAk0Ddhp6rZiNGnauyJn2nF5/aEZ6VYJBIzkQhMIRGvttvH6+GwFIj9exslD0P5bLRO9xfzCMTAYvnelk+7KsBcd8z4Ydy3N4/lQ7j28pnnZe2Vx+TjYO8cim2YOqpmJjWRpnmofnTQyddKDoiV6Ha6N89nAkwtt1vexbk0/b0ATPnmxjb/X0Lul8ONc2wrK8xBnP6wyznrOtI5KDy42QyWQsy0tiWV4S4w4xVEhADEk51zbC3avyCEcijDt8jDp8jE14cfqmT15CYfFnXL4gb9f1xAQxyRB51clxWlJMWkoyxA30oNXNHUuzFjR13b5M9D4ORUQR56Obi7C7/djdAXKTjXzmh8cB0Tf+zdpuIoLAjw818kd7l3DH0iwiEYENZekcru/jQucYf7RnKdf6rHz9mXN8cmsJoxNeXjrbyf98aBWPbynmWq+VAaubUDjCG3+1+0NfM7cK5VlmyrOYFlTyu4gFd4gnceLECTZu3IhKdevUv7+P+H3oEM+EAYubmraRmBvtuxd7uWNJJuGIwKnmYZzeIEtyxa7GhxmrXOu1olTI57Qj8vhDvHOxh/yUuFnN+xv7bQRDEWn8NBeGbR4u94h2TYFQhF++18yf37scb2DudCW9Rkm8Xk2cThROXOgY40L7KKuLU1ArFdy5LGtB3boLHWMYtUo0SgVDNg/rSlOpbR9jwOom0ahhY5mYnvXWhW7uWZ2P2x/k/WuDBEMR0hP0jDq8hMMR9q3NRyGX8+KZDrZWZHC118qO5dl4/KJQzBsIYTZqiNOpaOyzsaUig79+9jwAX71rKf/+zlW+sLOSnx5uBJDUwXetyuWdul7peB9YX8Cnt5XF0F9sLj89Y05OtwxzrdfGiN2D2x8SC9c4LZe7LXxxVxU9Y07+5Q2xm/yFnZUsyTFzqL6PpXlJdA47eOFMB5+5o4wEg4ZnPmjjfz4kilh/cOAaSXFatlRkcFtVBm9e6GHXihxejIrpvIEwBy/18fDGQt660MNtVZm8daGHRzcVYXX5ef/aIL98r5m1xSmSD6/V5ef50x18YWclCXo1lTlmLneL18yw3cOeqBfv6+e7Zuykjjm8HL82iD26ITJqVayaw9bwbMsIuSnGaRzc3jEn1/ps09wB7G4/Ry73k5NsnMatnBq5fSPsbj8nGodAELitKnPGwuPgJbGb+2F5uN5AiAMXe2nos1GYZiLeoJb8YHVqJYVpJvJn6fzOh1A4wgunO2L4sKI3dxcPbpjOz5zEuMPH2ajlXEV2ApXZM1MqBEHgzSmc+0n4g2FON4s2lRXZZqrmoGRMRpsvBsM2D5e6x/EFwmhUCnKSDHSNOrG7A+xfX7DoQJPZ0D3qpHfcFVNUTFobLtbrfbYYdUEQaB92cLXXilwGy/OmexS3DtoJhiNSQyIQCnPgUh8pJu2cYTZTYXf7Od4wOOdEw+kNcrxhYMETxmA4wi+ONvH6+W7uWZ1HfmpctJiNWlhqpota3zjfxa6Vubx+rmtaIwZELca408e4w8exqwMcvtzP53dUoNcoWZKTSHaSYdYOcUQQaB2coGXAxo8ONUobx0mRbYJBzdErA+I0qyiFsswErvRYCIQidAw7qMwWva2T47SMTHj55XvN7FieTaZZz9PHW3k8SiFz+YK8UdvNZ7eXo1EpuHd13keSUfD7jlveIZ7EbbfdJn3t8/kIBGKFBL+N4vBj3Dyykgw8kFQYE0bw7Ml2qSO0ueLWRUFXRf0YZyuIa9tH6RlzcVd13pyj2cpsMy+cbmdZXuK8F3u6WU8wHOF8+yhalXiTGJ0QrcQWWjAcvNRLUbqJJKOGksx4ZMh46UwnlTnmGeOpJ+EPhukacUicuLrOcYJhQRorjjt8UnrW23W9+IMRNCoF25ZkYtSqqOscY1VhMgaNiudOtrM0L4nsRAPpZj3n20dxeAK8WdvNgxuLOHCxlz0rc/j50SYOXOpjXUkaX9hRgTvqN2rUKonTqvhfD6+iZ8yFyxekujBZEnPcuUwUxn1+x/QITbNRg9moYcUU39rRCS+tg3b+/Z2r7FtbwPfevsLWykwe2ViEQatix7JsHvzOYQDWlaRh0Kp4amcl25dlca51lJEJLy5fULJP6xl3sSw/SercaFUK9q8v4F/fvMKEJ8Cjm4o41TTMDw82SO4yd/3TAb68u4oHNxSgVcnJMBtQKuRUFybzTl0P967JQ6OUc1tVJu9fG2BdSSoJBg0un+jFW5QeL3aBojZug1Y3gzaPpASXy2W8fLYTgO98asOcHt+zCc5yU+KY8AQ40zzMxvJ0guEIR6/0Iwiwb23+jLz7yBwJkQkGDfvW5OMLhjnRMIjTG2RDWVpMIe4LhhdVDE9G/Y5MeLA4fUSE6zHlHn+IU83DWF1+PnlbKdWFi/cungnvXOxlb3VuDM9UJpNh0Cpx+WaPyk42ablndV6UUmHn1XNdM1IqrC5/jMXeiN3DmZYR5HJZjOBxNtxs+lq6Wc8ec67Ugf75kSYa+23ctSqXY1cHANHtINGoITlOS7JJi0mvXjTfNj81jqu9oi1dgkGM5n35bCcPbyxcVDEMokXgVK7zsN1DbfsowVCE4ox47ouGecyElsEJdk/xaFYrFYvqFguCwDt1vTw8T0c7TqdCqZBLITtzYVLctroohbQEPSlxWgZtHlYXxc3anfcGQpJd3oMbCnn2ZDsPbyq6wQFCSVaigYZow6EyR0x3kyHycifdIIxaFUvzkvD4Re2O1eVHLoOSzATuXp0PUS/sEw2DlGeJgvKIIGA2qNm/vpATDYNYnD4GrG7uWJKFwxPgn1+vZ8zh46ENhSzNSyQtXoc6GuG8tzqXZ0+1U5Aax6e3lfGl3VVzvj8fY+FYdIfY4/Hwta99jRdffBGLxTLt/8Ph8AyP+r8Pv68d4kkIgsDFrnHquyy8eKaDncuzY8RnWrWSTLOezEQDiUbNTe863zjfNc0v2O72c+BSHytu4C3OhZZBO25faNYbdCgcoaZ1hCG7h5wkI2uKU1DI5aK/7dIs3r3US2GqiVVFM9sOQbTLVNvNktxEitLjaRm0IwiClCB3pcdCQ5+NO5dlzWiH9cb5Lu5Ymi05KDi9Qd67NhDTtXJ4Ahy90s9PjzSRFq9j39p8lNGIyx8ebGBLRTrL8pIIhSP89Ijo+zhpWfaLY808vLGIFJOWHx4UPYF//cd3cLZlGLc/xNPHW3loQyEvne2UusNf2VPFgYt93LUqlzMtI3x6WxkRQaA0I/6mP1NfIMT/fuMyS3MTef50O5vL03m7rpc/u2cZDm+AXxxtJk6n4p5VeTx7qp0v764iN9nI9w9c4/51Bexcns3RKwNsqcjg269d4kLHmLSo/yj6up7cVsbtSzJ5s7YbfdSO7c3abuRyGTlJRpzeIDuWZ3Mo6gNs1KhYW5JK37ioSD/ZNMRfP1CNxenDFxDXpN980MaEJ8BTOytJMWnJSjSQYdajVStx+4K8eq6LpXmJKOVyBKCh18qGsrRpzgVOb1BKG5wNx68N8l8nWtm9Moc7l2XNeVNvGxKTuRZyLYQjAjVR/vGyvETKMhN4s7Zb6mwKgoAzWvCOTnhFr+YbnsOoUZKWoCc1XkdSnFaiTzm8Ad44383WygxG7F4MWiXXeq0szUua0aJqobgSdVuZyfLL5QtyqmlowYmPIG48a1pHGHP4SIoTKRUNfVZSTDrGHT46hidIjddJEbQLwbDNQ/eYc9Gc2O5RJ5e7xwlHBArTTDQP2IkIAklxWuL1ataXphEMR7A6fVK3cdKNYup4XiaDBL2GZJM2KsjUTCt0J4vgRzYV8fypdu5alXdTwkd/MMx/vHuVZXlJuH1BUuNFa7WF2HXONmGZPL4DF0VLxY2zJMsdbxgkPyVuQfexYDjC6+e7ZuxmT6JnzMmppmHuiorbukedjDt9rCxI4kSDKE7bvjRrmnPQwUu9bCxLl0TKbn+Q12q6YiLs/cEwr57rYlN5OrnJRoZsHrpHndM2wna3nz/9P2cYtHr47PZy9q3Jj7Gpm8ptP982Ss+Yk9R4HYnRTVrPmJMDF3tpH3bw1buWsrEsjSOX+0lL0JNo1HDkcj8H6/v41O2lPH28lS/vrqIqx3xLQ7n+b8dH1iH+i7/4C95//31+/OMf88lPfpIf/vCHDAwM8NOf/pRvf/vbH+qgP8ZHj3AkwplmUVm9siCZojQTz/7Jdi50jJFp1rM02gH1BUIM2jw09tuwumJ9n7UqBRlmPZlmA0lxcxfLq4tSudA+xoayNARB4ETjEE5vgAc3FC5q9FqWmcALp9tZWZAU8/vGHT5ONw8RjlrAzSSmMGhVPLShiMZ+G8+dEiOCb1wgI4LAK2c7WV+aJjlKJMdpaeq3QVS4viwviaocM0evDBAKR2KSs/rGXcTrNTF2YnE6FQaNkmG7B6NWxbEr/aiUCvauykOpkEtUgG1VYoKdO5rKtbYklUtd4/zgc5tpjaY3vVHbzbK8RDQqBduXZeH0BrF7/NS0jvCjQ4385X0reOvru1ErFXzuzgoASSQ5OXa80aj+ZqFVKyX6w6QA8LPbK3j+VDuHL/ejkMu4b00+fRY3ILoaHL06QL9F5Lf97EgTb13ower08eXdVfzmgzZMOhUFqSa+tm85/lCEvBQjn/r++9xelUm8Xs19/3wIo1bJp24v43+9cAEQuzwjE15ePtvJqsJkbG4/WpWCUYcPly9E+9AE964R7fqOXenns9vL8QVCOL1B9qzMkbqqFqePA5f6eHhjESN2DxaXn5UFySzJMXO2ZYTzbaPcsTRL6jKebR1mww2FUyAUFmNnR0SxZ8ugnQGrG6VcjM2tzDZTMssmJByZ3dniRijkYgKdwxvgzdoevvrLM+J/yGRSlzdOqyItQUdZZgKJcZoFdSMni+FHNokBM/Vd4+xbW0BVTiKXuy3Ray95RrvEOZ/XE6B92DGjYBfE7prLF1pUfLVGdZ17P+bwcri+jx8ebKAqx8yTd5THuBYsFB0jDkozF1Zg9I27uNglFsF5yUbuil7PNa0jLM9PYsDqZn1pGl2jzqi/eT5pCfo5HXcigoDd7cfi9NM+PEFtu59w5PpWZvIru9vPnm++y+d3VHC+bRRfMLTooAylQs7RKwMkGbXcvTpvweLFcERgrk9oMjCiY3iC5061s2dlbsw6O2L34A2EFtzUUSnkZJoN9Iw5p21KJ8VtaqU8hludnxpHXecYq4tSuGNpFoFQmPeuDuALhrlzWTZGrYpwJILbH4qxGjNoVOxemcur5zp5cH0hYw4fh+v7uH9dgRQOk2HWU9Ma65Qw4Qnw1oUe/vkT6znbMszmigwO1fcRigisL0mN4Ro7vUGC4QgC8E+vXmJJbiJ/eGcFu1bkUJaZgMsXpN/i4u9fqkOtVLC+NJV/fOWi5PLRN+7ilb/YectoOB9jOhZdEL/11lv813/9F7fffjtPPvkkW7Zsobi4mLy8PJ555hmeeOKJj+I4P8aHhD8Y5kSjOHLdWJYumbBf7rGQFKdl14ocTjYOcb5tlLUlqWijnMEbLYTgerHcPGDD4vKLKrPogqRRiqPsrEQDiXEaspIM1LSNMGzzcOzqAFsq0qWEtsViVWEKdZ3jVBcmU99loWNkgiSjlt0rc2c1jp96j50sSg7X96FTK7l9iRjDHI6I/MbtS7NibloJBg02dywlSCGXs2tFDna3n9fPd1OYZmJVYTIfNA7x+BYxuCMiCNhcfoajxvSf+v77LM9P4g/vrKAwzYRCLkOnFu25nthSzDMn2/n1iVY+d2c5aoWcT33/fQD+18Or6Bp18q1XL/GJrSXIo3G8+//3YSqyEojTq3mztofX/3LXTXk030roNUo+s72cz2wv52TjEBaXj+MNg3zq9lL+8jfn2LVCFCU19NkA0d/TFwzzw4MNXOgYw+MP8e3X6vny7ip+eLCBVYXJFKTGEY5EqGkdZf+6AjxR3vTnd1QQCgusLU7lROMgT+2spCAtjiOX+2nos/F3D6/mSkkqFdlm/vNYMy2Ddv5471KUchlOX5CSjHhePtvJXavycPqCnGsd4bGok4hKqZB4szKZjI3l6YTCEd6/NojbH2THsmyc3iBatYIrPRa6RhySP3N5VgJ3r8oTLdQiER7ZWMS400d1YQpNU4RYxekmqnISpU6UmFw18+YwFI7Qb3HTNerAMSXIJk6rojLbzKduLwVg1/Lsm+YQTy2GJzd4U2us5flJLMtL5GLXOC+cbmd1USpFC7AyFASBty70zDseX5qXyNVe65x0pNkw5vDh8Yf45G2lrC9JpX14gvahCRRyGZXZZgrTTQvaEIw7fWyMm707PGTzcKFDpBVkJRnYW50bs6Efc3gZc/hYX5qGSiGne9TJ0txEMs16nj3Zxj2r8+akEshlYnJZolEr2XHdCLtb5MmD2AjYXJ5Oskm36CRBQRAIhsLcvTqP968NStOW+Qqt7lEn+anzf+5F6fHkpcRx4FIvZoPoAiEARy738/jWkkUd68ayNJ4/3RFTEI87fBy81Mv2ZdlSYuZU6KaIQifFs95AiKNX+sWQH6WCTVG+czAcwR8M4wuE8QfDJBo07P7mu3zmjnIej665N2Jy89Y8YOdqr4VHNxdL50JSnJZ71+RLoVVPH2/leMMg/mAYs0HD8vwkNpWno1GKgvf3rg5gd4ubn+wkA73jLloHJyhIjSNBr2HXCtEH+d8+vWFWl6iPceuw6BXUarVSWCiKIEwmE1arFYDNmzfzxS9+8dYe3cf40HB4Axy/NogwgyjH4QnEdDS3VGZwoWOM4w2D3D6HCnnOYjkYZsjqpmXQjsXpY8ju4dWaLn52pImndlZS322hvns61WYhEASBHx1qZGluIp/eVjbnKG02qBRy7lqVx4DVzfOn2llfKqqu967KnTbWVshls3ILEwwaHt5YxHtXB9j9zXcpTjdJ76VMBmaDhvQEPetK0nhkYxGeQAiry0dTv016Hd958zJP7aykMC2O4nQTXn+YLSsyCIQi+IJhEo2igK133EVVjpkfHWrkaq+VT91eikGr4tWaTqkr/LuEyc3W5Gj14Y1FKBVyvrx7CV2jTn5+tImtFem8d22Qr961lL9/dDUKuZxwJIJCLmf3yhzs7gD13ePkJsdxunkYhVxG65DoN37wUh8PrC/gUz94n7tX5fJ2XS+ZiXrS4vXRwmWMnx9t4g/vrJBuMC2Ddr7/7jXS4nU8uKEQrVrJo989CsC7/99eqahQKmQEozzrSSgVcrYvy+Jar5X9/yLypIOhCGuKU7h7dX5MQTJJu3lgfSEalYILHWOsKU5lSW4iS3ITEQSBjmEHb1/oJixAVqIejVIMG7G6fHSNOBmwuqXzTqGQk51kkBw0JuEPhnnxTAePbynGH4zwerSgXSwNxukNTiuGAYlrPfl8MpkY81tdkCwKTk+Psq4kbc5u39ErA9xWlTHvJKgsM4GXznYsqiC2OH0cvdJPaWYCj24upqFPvA9NUi+C4QhN/TberO1GEMQAjpUFydMmQxJm6FCP2D3UdowRCIbJMBvYtSJnxmstHBE4dKmPx7aIxV5OspFjVwdYkptIUpzo4vH6+S6W5yUtusM+ifrucTqHHXx2ezkZZj27V+RwsL4Pk04l8loX8bmLvt96FHI5dy7LxhcIceRKvxS6M9t60jJol1xo5oNSIeee1dfDc8adPh7aULRo7rRMJmN5fhL1XeOsKEjmTPMwNrc/htpwIzaUpnG2ZVhyBgGxSL5ndT51nWP89TPneXJbGQatEoVcjjaaHqdRKRhz+KLHL+Ot2m5ADBqZTNnLTTZKa4pOrYi9B8lkkktNRBCwunysLkrBqFWiUytwegP0W9zE6VSolApMejWrilJ4/9ogL54RNzp/vHcJ3/rEOl443c5LZ8VkwYN/s/djodxvCYsuiAsLC+nq6iI3N5fy8nJefPFF1q5dy1tvvUVCQsJHcIgf42YwOuHlVNMQOo2SHcuzZ+wgnm0dmcaHWl2UQkOflYOXehfF65uEVqUgM9FAz7iLYDhCfkoc+9cVEKdTEQxHSI7Ts7E8fdFdjd5xFycbh9ixPBtBEOizuGgbmkAmg8I0E+VZCQsuDMMRcTypUyv54s9O8vjmYk41DVOSEU9pZnxMt+7GcjgQCnOlx0rfuAsQaRF7q3OJCAK+YJjcZDFmdHLhD4YjpCbo2FiWxrsX+3h0UxHXeq38yd1L6R51EopEaBmwR7sZYnd4/zoxXOWrvzzNX963AovTh9moZf+6AvJSjHz37av86d1L+R/3Lv+dK4ZnwmTog0aloDwrgX/9lGjPeKOif/J9VysVpMbrpLSsG0WZf3r3MgA+c0e5xH+/0DGGOxpq0T48waayNLyBEOVZCfzhnRWS68a5thEEQSAQCrNtSSZmg4Y3znehUsrZFOWcBqIdYoc3wMXOcawuPzLE8+yJLSUIgkCCQc2lLgsqhTxm4nGicYgNpWnSxKI0M4HmAbv0GmQyGcUZ8RRnxEeL0S5+HU1y+v8eqKYgNY4VBclzXh8RQeDls53sX1+AQi5Hr5GzriSV968NcscCCxYQi+HXznXFxGRPItmkY9zpm8aVl8lkrClOZXVRCjWto5xrG2VjWdq04JruUScqhXzB/qcJeg02l3/2gjWKYDjCkcv9yGXwwPpC6dzKMOtp6LVJlm4qhVyy5gKxu3qpaxx7dOJTkBZHVU7itGJ9zOGltn0MXzBMqknLncuy57WvOnipl50rcqTPTKNSEAxf31SpFHIe2lDEycYh+i3uRX1GoXCEt+t6yE2Ok/yNJ3/HvjX5DFjcPHeqnQ2laQv2iG/ss8VoMbTRYtHm8vNGbTfpCXo2l6dPK8ICofCCIpwjgkDvmIvmARv+YJgJT4B36npJMmpjGjCTmKnWU8jl6NVK9Brxzz+9eoltSzK5c1k2G+cJ3TAbNdhnSA08fm0QmQze/KvdvHy2k7tXxToyNPbbSDFpeenPd3C2ZUTSCFicPhr6bFhdPkbsXl4918UXdlRQmZNGKBpEBJBp1jNoddNvcdNncbFreQ4mvRq3PyjR1mpaR7jvnw8B4qa2KN1EQWocj28uxu0P4Q9FOFzfh9sX4gef2/xxIfxbxqIL4ieffJLLly9z22238Vd/9Vfcc889/OAHPyAYDPJv//ZvH8UxfoxFoHvUSW37KMkmcXQzV/Soyxec0VGiKicRnVrJa+e6uG9t/oIuSsmyp8eCSimqwFNMOl4808Gnt5XxzsVe9q8rYMDq5tWaTlLidWypSJ9XIR0KRzhY34dRq+LxLcXX4zHbRrh/XQERQaBrxBGNF42gVMgozZyeZOcPhrnUNc6QzYNcBuXZZvatzSder2Z1cQoGjZK2oQneqeslIgioFKLfMYLAsN1Dfdc43kAYtVLO0rwkVhUmI5PJJA/fN2q7eWhDocjzqunEpFNzW2UGA1Y3eSlxJEZz6e/6pwPcszqPT2wtweMPUZwez08PN9Ix4mBrZSa3V2Xy6rkuEgxqSjPiefNCN039dkDMkD/ROBTT0fx/GUqFnMe3xI5gxx0+Wgft/ODgNZbmJfGTw41kmvVkJRrISzZyudvChCdI+/AEX71rKe9fG2RvdS7Ddi/PfNDG0Ssi39Dm8mPUqqguTJa4w+ImMYfOEYf4nElGatvForAgzURGgh5/MBxTmCzLS+Tls51SQWxx+qhtH8UTCGPUipHdWrWSlQVJ1Hdb2FyRPm8X7c3a7hjPZoCCNBM94y46hicWJLZx+YK8fn7mYhigJCOe1sGJGcWjIBbGG8rSWFeaytmWEc62jrC5PJ3MRAP+YJgzLcM8trl43uOYxJaKdI5cGZD4kjPhQscYnSMOdizLnlY4mw0abG7/LI8UJzrbloiFqCAIdI44RY/YsMj3fv/aIOGIKIbbtiRzwRSk5gE7ZqNmQTzcLZUZdAw7eOF0O/evK5h3Mztk83DsSj933RAnL5chdSKzkgw8trmYMy0jXOq2sGdlzrzH7vAGZqRvmI0aHtpQRO+4ixdOd8S46sylvfcHw7QO2ukadYo/J5ORl2yUrACfO9XOW1/fzfOnOti9cuYu+40IhSN4AiE8/lD0mg3w+vlu0hL0NPZZ0WtUlGXGk51snPF6mRpTHQiFee1cN6sKk6UN0+1VmRy+3C8Vva2DdvotLmkT7vQGpQlJUpyWZXmJvHd1AJlMbBoVppkYtLq5FOWSA5xuHuZyt4X96wpYXZTCuNNHRBCIRD2d24YmSDXp+It9yynLTOBc2yh/81wtj20uZv/6Ql4608GJhkG+vLvqpicJH+PDYdEuEzeip6eHuro6iouLWbZs2a06rt95/K65TFzrtdLYb5vWoZwN4w4f13qts6YBAQxa3ZxsGuLBDbNb+zg8AU63DEvF3dK8ROl3X+u1EgxHWFmQzOvnu7hnynh52ObhZPMQSUYtWyszZizcWwftXOgYk8QZ/mCYY1cH2FudS9vQBL1jzpixGIgLacvg9SS7nxxu5BNbSzAbNazMT54WkHGhY4yMBP207/uDYZ4/3c6zJ9tZVZjMn9y9bNpNb+rr6xiewO4OSC4WdrefI1f6+cXRZrZWZlCVY8Zs0BCOCPhDYXRqJd969RIAT+2s5CeHG9m2JJO0eB1PbC35vej8/r7CFwhx//8+xKqiFGrbx/jDOyvITTZyrc9Kx7ADlULO/esKYnyvB61uGvps7FieTUQQePUG/9zL3Ra+9usayQ90EjLgnbpeQuEId63OI8moiW7AxGL2zdputi3JIk6nEiNk6/tFSscsnbjj1wbJSNTPmnz2wul27l6VJwmBZoLLJ3aGb6RJTMUk9WOhvrzhiMCppiFGJkSR2789uXHR9o2v1HRy39qCaZu9Qaub4w2DVBemzOlpvtCkukkEQmGOXhng6JV+APaszOWOpVkL3mx6/CHeutDNI5umF/5v1HbP6gk7ORnYsTx7VqHdyaYhXL4gu1bkTFvLTzUNUZFtnmYl5/YHOXipjwyzng2lM7s8wNxOEVNxrdfKtajTCog861WFKVJY0JjDC4gTnbLMBPJT46a9d5e7LcjlMpbmJuLwBnj7Qk9MDPtcEASBo1cG0KoUOLwB1pakcri+n0c2FeEPhmkZnKDP4pKSktLNesqzzMTr1fiDYprlupJUDtX3sW9t/rTz8UzLMIlGDSqFgpaoeHkSV3ssaFQK0hL0HLs6gEGjZFs0KvmuVXm8cKqdJ6Lxx4GQ6Jve2G+LRsXLqC5Iwer20z3q5AcHrmHQKPmD20tJMmq50DnGkpxEJjwBfn60idVFKSjlMmraRjnwN3sXTSv5GPPjI3OZuBF5eXnk5eXR39/P5z//eX72s5992Kf8GAtERBA43zYqcUxvTNOaC+faRuYd3WUmGrhzWTbPnerg4Y2F0s0zIghc6hqne9SJUatiS0XGNEFGMBzhWq+VR6NdorJMMZVq0loq3aznoQ1FjE54eaO2mwS9mq1VmagUcnzBMO9e7CXTrI/pAPaNu8hLEUewJRnxOLwBzrWNsK7kOu1DGe3sJhg0HL82KHn8+oNhZpJIm3QqHN4AWVwviEcnvBy7OiByDg0a7lyWzYnGQbz+EJsrMqSuQ0OfVboZFqXH8+KZDkoy4qltH2XCG0SnVlKRnYBWpSAigM3tpyonkfou0cj/51+8jas9Ft6s7eHXf3zHoqNqP8bNQatWEhGgKM3EvdFwlLahCe5YkkWGWc+2JVnUto9S0zrC+tI0IoLA+9cGeSwqmpTLZMTpVEx4AsTr1Ti9Qa70WHjhz+7kyOX+mKKs3+ISvY4DoWn+riN2D3qNUhojp5h03L8unxdPd3DvmukirMvdFrRqxZwxwPetLeDlaIT0TEWHewHFMLDoUa1CLnbSBqxu+ixuTjQMMmmSIJfJyEzUU5Aah9kwuyvNqsIULnaOSQE9vkCIg/V9xOvVPLq5+JYVCuGIIAk/ty/NQi6D25dkYXf7eeF0O2uKU2cVtk3FWxdio3qnItGoweryz+h/HKdT8fjWEt6p6yE7ycjKKX7f3kCIN853s6ooZdZjSI0Xu583PrdBo+KB9YV0DIu83duqMqcFx3gDoQV3v5fkJlKZY+alMx388r0WHoxOwBL0GipzzGyah7oQjoipfpOTAnFqlsk7F3u5ex7HG7df5LZvLhdF2G9d6CbFpOOuVbk8f7qDRzYVUV2YLFE/BEFg2O7lYucYjihd4keHGnn9nIGHNhZytkWkSglcTxoVBEGKmv9SNC1u8hSLCKIF5GfuKOO+tQVoVAqEaLdXjG3O4tjVAVLjdTT129m9ModQROD+dQW0D01wrm2EJbmJ+AIh3v7rPbx8tpN9a/J552IvBy/14fIGWV+axs7l2bj9IVbkJ/GNR9cs6HP5GB8dPnSHeBKXL1+murr6Yx/ijwhTO8TBcERa0NcWp06zpFkIXqnp5IH1sydETYXLF+TVmi42lKXR2GclHBFYUZA8o6huEm9d6GFLRbp0Uw9HBN660D1rZ2Lc4eNE4yA/O9LEJ28r5b61+dOK7KNX+llfmhbz/eMNg6TF66RCOxiOcPBSHwaN6CIxYHEzbPdQXZjM2ZYRhmweyrPNLIkmVg3bRW/J9aVp+INhDtb3oVcruWNppuRjPHnTC4YjnGoaYtzh49cnWnlqVxXhSERaYCe9gf9o7xLuXJbNhfZR8lPjqGkd5d41eWIe/ekOnj7eCohj4vWlabxZ28N/fHbTgj6Lj3FrcO+3D/LY5mLevtDDuNPHV/YsobowmQvto1JXtK5jDIc3QDgiUJltjrFQElXrA2xbkhlTYDb125jwBFhfmkZ91ziDNg97VuYwbPdyLZo2OInnTrXz8MaiaV21UNRvdlN5usTN7R1z0tBvY88CeP0DFjfX+qzTfJInvZbnK4Yn8cZ50TJsvuK4d8zJmZYRqnLMLM1L4vXzXeyb8rhwJMKAVbzObG6/VJFoVAryop60k0XaS2c7eHB9Iaeahxmb8LJrRc6c3e6Y452nQywIgkS72FKRIX2eNz6upnWEfoubPStn/92nmoZIS9DPWrT2W1yM2L1z+p6DeI4N2z3src6lfdhBXccY+9bmz1m02t1+6rstcwqfI4LA8WuDuHzBGJpCfdc4CQbNrJPGQChM29AEHcMOIoJos5adZORKj4UEg4bMRH1MA2IuHKrvY2VB8rSN/tUeC05fcNZku45hB7Xto9y3Nl9yTplM9oSZXVGmQhAEDtX3cb5NjJNfW5zKlsoMye8ZxA2fDPg/77egVSvZuTw75jjfqO2me9RJYVocvmCYdSVpOL0B5DIxxfJqr5V/f+cqy/OT2L40i7LMBN652MOK/GTGHV6ONwzR2G+T/NUPXOyla9TJQxsKWZaXxL+9dYU7l2Vx9MoAz/zJ9o8pcB8xfmsd4o/x24M3EOLdi734gmG2VKTPyu+bDwMW94x2NVMhCAIjE14a+2w4vAFsbj9f+cUp/unxtfMu8v0WFwaNMqbDpZDLiMyx9UowqFHIZVLM5geNQ9O4fG5/aFqRfHtVJm9d6CZOp8LuDtAQLQQmf3d2kkFS+k96FDf123i5ppNUk46Vhcli0ELzMAM2N7tW5Mw66lVGI31HJ7z4QxGGbB4+sbUEjUpBx/AEf/NgNYNWN2uKUvjlsWbeqO3my7urmPAEuOdbB/ns9nKqC5NRKeT4QxGW5Jj5/549T/U87+fHuPXISTKgUsj5xiOrmfAGiNep+f6717jUNS4VcgLXg0K+vLsKOsRkKp1aiUmv4tcnWjlc38cf37WUYZsHmUyGSafmdPMw710dYMfybGkMm2HWc63XyqDVTWaigcvdFpbkJs54I1Qq5DyyqYh3L/Yy4QmQnWTgbOsoD29c2AY2K8lAz7iTpn6btFFcbDEsHrOBIZsnZiMwFRanj/euDpCVaIhxuMg0Gxi0eaTupEIuJzfZSO4NwjtfIETPuIuTTUN4o+EpvzjazC+ONvOdP1jPlhk8xeeCSiEnEArP+PqaB+xc6hpndVHKjBSHqVhfmoYvEJIiiTfdIDAbtntw+oJsnqOLnGE2cKlrnFXMfW2vKhIt+XZ/810+eVspn1iALVm8Xi2Fe8wGuUzGHUvF1LPXz3dTlG5iVWGKlBA5CYcnQGO/jWG7BxniuVeSEc/e6twYGlufxcV9awtoHrDz/Kl29q7KnZMSM+EJEAhFZpx6Lc1L4vi1QVoG7THTDiE6iZHLZNJkcSaYdGruX1fA86c6pqXL+YJhXq3pZEtFBjuWi5ZlpZnxvFojbjCnNo9qWkfYtiSTgjSTuAEtSycrycCRy/1UZptZX5JK6+AEG8vTOdEwyD+/Xs+uFdlsqcigIirWTYrTsKY4lSe+dwxfMEx2kpENZelEBNhaKf5cfbcFk17UhATDEZ4+3kJeqpFP3FYqecZ/jN8NfFwQ/57gzdpuTjYN8we3lWLSq2kbmmDCHSAlXodJp1rUiPNC5xh7VsZ2j8IRge5RJy2DdgIh8eaUFq9nVZFo9/RqTSfv/PUeGvpsvHC6gz3VMxeOgiBwouG6J+9UJMdpGXN4pxXyU8UjWpWCbUuy8IfCHLkscvsmOZY3whsQwxdAxmd/dIJleYk8uqkYlfL6Qi6TyaapmCuyzZRmJlDbPsqf/PIMA1Y3+9cViFG7oci0kICIIHC2RUwHW1WYzJriYnRqJbdVid3Byhwz13qt7K3OZcIT4A++/z5f27ecp3ZWsiwviTMtw2wqT0cpl/HVX55hbUkqGQl6/vI35/jE1hJ+E3UZ+Bi/PQzZxJCAL//iFCB6Pv/j42t4p66Xe6Pq/RONoo+y2aghTqtic0UGgiDgCYSo7xKFPhOeAJ0jDtLidUQE8fxPS9Dx0lkx6nvgfBc5yUaW5CSyfVkWz37QxiObi2kesM1YmAmCgMsXYtwhCoKePt7ClR4rf3r3Ui50jJFg0BCvV5NgUM9Z2G4sS+fls51kJhpQKmS8UrO4YhigNDOe+i7LtILY7Q9y9HI/Oo2S+9cVTOP/L8lN5GTT0LRx/Y3QqpWUZSZIRVFd5xhf2FmJ3eVn3Onj9fNdgEgFqMhOICvRMOc6lxavY8TujXG8GLC4OdU8RElGwqJEflq1+Nq6R50i/aAyk6wkA+FIhKML8NOdrwEQjghc7Byjd9xFgl7NZ+4ooyDVxEtnO6JJm6mzdg0Xs9ab9Goe3ng9lOj4tUH0aqXkyGLSqanMNrOuJHXW5x2d8JIcpWeUZyVQmBbHO1Grw9m6xYejvN3ZcPsSUTxsNoiCRG8gxGvnuhbslmHUqnhwQyEvnu7goY2F6NRK6T5y//oCiaMfiQjiZmxzMaeah6nrHGf3ihyUChm94y4pmfChDYW8eq6LS4fHuX9dgdT5P9U8TOugnTGHjz+5eymCAJ0jTn58qJHvfWYjb9b20FvTyed3VNBvcdM54uBHBxukpFCA/esLMGjE1MdtSzJZe0f5vE2lj/Hfg48L4t8T3Lsmn6W5iahVCnYuz8bi9DPm8HKpcxyH93q3YHINVinkpJi0pJh0pMRrpQVCNGUXx/xXeyySMlgmk5GfGsf2pVnTrHXEIAIlSoWc5flJlGclcOCSGNF5oz3PicYhcTw1w+K6qjCZU82xkbcnm4Zw+4KSCfqk3VNWooF71+Tj8Yc43jCILxjmpTMdqBRygtGCXatWUpxu4raqDPzBMIFQmJR4HaebRZEfiHZOgVCE7lEnw3YPI9GwDLlcRl5KHPdFF+28lDj0aiWNfTask2r1qF/wm7XdfGZ7OQ9Eba4moVTIMBs1/MV/1QBiIt6VqMeyJxDiJ9EF8ZuPraGp3ybazpm0lGUmEKdVSl0YlUJOQ5/1Y+P13xIEQcDtD2HQqvjc9nKW5iXS2GfjwKU+kdN+vot4vYZHNxfzxvludq/I4WzrCPVd4yzPT6KmZQSlQs7//uR6TDoVzYN2vIGwJD6yXfHz0p/vwKRTIwgCveMujl0dIBAK4/aHuPufDvDl3VW8XdcTk0Y2ecUYtSpSTFrSE/RUZJlZmpvE1spMJjwB7G4/HcMO7B7/NL/kqVHAJp2avBQjX/rZSVYWJvNHe5YsyDJrKhIMGiY8150bguGIlPq1Y3kOes3Mtw+9Rok3EFrw7xEEgQOX+khL0LF/XQGvnuuSHCFApGw19du4EO3QK+RiF7M43RRTjGeY9fRb3OQkG7G6fBy7OkBavJ6HNs7ufxsIhef0Sc5PjSM3xciJhkHqOsfwBsLsqc5dGJ95BjbiiN1DTesIYYHo5lrkS797sZeVhcmsLUmld9zF6+e70KmVbK2crs+AGeUQM8IXDHO5e5wBq4chm5vuMScjdg/71hbM2GSYCY19thiBqVqp4P51s3eLO4YnyEk2zrv5um9tPs+ebGd1UTIXO8e5b23BrOfUTMROvUbJwxsLefFMJ7nJRlz+4LQwjcJ0E50jDorS49lSkYHHH+LgpV5+eqSJT24tEX2qoz/bb3FT2z7G0txEBqIpmz870kSGWc8/PraWOJ2K8+2jAAxY3Ry53M+vT7SSm2zEFxSDPUoy4lldlMJPDzeyviSVMYePnlEnT+2s5H8+tOpjG7XfcSy4IN6/f/+c/2+32z/ssXyMebA8XxQQvFLTxQPrC8RxVM7MPxsIhRlz+BhzeGkbmpBuUJM8V48/xKbyNO5alTcvf+lEoyhOm4RGpeC+tQV0jjh49mQ7O6L8qwlPgAm3f9podBIGrQp3tFD1+EO8UdvN6hvEI8lxWsYdPqm7JCAgl4HV6cPq8mM2aKZ5J797sZddK3IYnfDQM+aUrHMigsDRK/3857Fm/vNYM//0xNoYTmQgFKZ9aEK0vDnbwc7lOTEJXMM2D4FwhAl3AK1KybsXe4lEBMadfl4804HHH2JPdS5/fu9yVhUl89h3j0miv3cv9vH4lmIyzQYOXOrjfPsYpZkJjDt8ePxBfn1C5BEXpMahVsrpt7g/Loh/S/j1iTY+t72cIZubc22jFKabUCjkOL1BXjrbye1VmVTmmHmnroefHG4kLV5HOCLwXydaafiNjZ9+YSv5qXE0RPn0e1bm0tRv46UzHexbmx9jZ+gNhLE4/dImTh2dXiSbtKwtTp3VFjEiCDx/qp396wuwufw09ttYXZQyL9Vp8rFDVg+vne9i3OnjUtc4h+r7Yn5GICqEM2pJNmlJMWmJ16tnvGELgsDp5mGG7B7uWJI1o1BsJiwkjtkfDPNKTSdbKzMkz+JUk5YRu0dyYDBqVawpTmVSchQMR2gfmuDApT7CEXFTkJ1kpDQjnp4xJ0N2D9qoT+98Rdmg1TNvJzsUjiCXyWgfnuBQfT9alVyKylYp5WQk6MlMNJBs0sYUYzKZjHBEICII1LSMMDLhJS1ex57q3GnHZdKpcHgCUvhDbrIRty/IicYhPP4Qa4pTYsb9szWfBUFgwOrmSo8Vf1D0DV6el8TqolReON3O3zxYTU6SkeMNoifvQnyW7Z6Z/aFn6hYLgsC5ttEZu/H+YJiBqE+vzeUDmYxxh5ev/vIMX9pdJbl9iO9d7GMn71szvf7WITvPnGzji7sqOXCxl4psM/mpcchlMpbmJvHWhW6K0uMJRwTqOsYIRQSMWhVKhRyTTs3mCjGN8rXz3bz19d28dKaTe1bncbFrnL97eDV9Fhd9FhdN/TaeP93BrhXZbCxL42dHmnhyWxlpCTq+/Vo9X9xVSV3nOH9wWylf2l0173n1MX73sGBR3ZNPPrmgJ/zVr371oQ7o9wX/naI6m8vP23U90VHMwnPNTzUNAWJSUVKcFovTR3qCnrUlqbN2SYLhCG9d6GH/upnFcOGIWHQKgoDV5efBDYVz3oTerushPyWOa73WGcUjTm+Q2vZRSjLiOd8+ik6tZHNFOj2jTvQaFZ6oI8A9a/LFbnE4wlu13ZJp/bsXe1mWl0jzgB2by8/qohTahifYVJ7OudZRPIFQdGQm5/DlPlYXpZBo1BIMR3j+VDuPRxOQgmExzvnxLcU09dtw+0KsLUmlbWiC+u5xrE4/hWkmnN4APz3ShEGjZE91Li+f7eSJLSVUZCfw86NN5KfE0To0wbYlmTx7sp2NZWmcaRlhb3Uu717s5e8eXj2twP8YHx2u9Vr5H0+f5Qs7KwmHI/ziWDNbKtLZt7YArUqB0xukddDOXavyONk0xDt1PfzZPcuJ06l46WwHbYMTbKpIJ9GgITVBjyoa2TxZiPz8aDM1rSN8cVclIPKNy7MSyIn6pT5/qp0Ho+PZPStzZ+zSCdHgjduqMiUO5ktnOnhoAS4yNpef4w2DaFQK1pemcrp5mDituG7cKKQKhSNYXeKkadzhm5GX+sODDWytzOCTt5XOutGdCfOJt0AMwTh0qY/71xXEiNd8wbBEoVoIBEGg3+Lm6eOtnGwa4lO3l7I0N5GKbPOcPuwgTqiqcszTUionfdWv9IjhK+tL07jQMUZ5luiWMxla5A+GGbZ7GLC6GXf4Ygq1nx5uRKdWRGOl00ifYzNztdeKXq2cMRI7HBG40CG6CU3SKd6u65GEgL5gmCvdFgasYlczK9HAsvykmEJ3UuCWYFBz4FIf+9bk4/AEOHZ1gLho2t1s79VCbNqaB2xc6rJg0qlIjdchl8sYtnkITZmAqJVyshINZCcZMEc1Hs+cbOfOpVnUdoxKormZ3pszzcOUZSZMswkdtnuobR8jN9mIQi6jNDOexn4bPaNOIgJo1QpqWkbYXJGB3eNnY1k6WYkGalpHyE+JQyaD4w1D/PK9Zv783uVkmPU4vAHeuzpAhtnAyoJkvv7MObITDTy6uZiuUQdJcVqSjFqu9lp4u66Xv7p/RcxE42P87mGh9dotc5n4fw3/3T7EvmCYV852St3Z+XCoXvSnXBZVgU8ucEM2D+fbRwlHBKoLkqfdwN6/NkBVTuK03xERBPrGXbQM2vH4Q7xS08XohFcUH82ByZ3+F3ZUxHB9peeNiDSFv9i3nG1LrnuCvl3Xw64VOagUciY8Ad660MO2JZm0DNhZkismTl3qGsfuCfDTw408ua1MUim/cb5Lcg6wunwcqu+nKsdM+7AjptC3OH2cbBrivrUFvFLTyZ3LsqW43Ddquxm0uilOj+fOZVm0DzsYsnkYc3h5N9oh0agUfO7OCtJn8RaNCALeQIja9jHWFKWg1yg/HqH9FjEZ2/r5HRX87EgThWkmtlZm8EHjEDlJBk40DvHFXZWEwgI/P9rE3upcdq/M4e0LPSSbtNy/roD3rw2yb00+zQN2vvrL04Bo2SRD5GtOjvb/Yt+KaZ65FzvH0ahEW8BAKMyLZ0R7tBvH72/WdrOyIDmGC3u+bZTUeN2sBebohJeTTUNScaNWKjhU38eG0jTidCqePdnOw5uK5o1RvvH9+qBxiDitCrNRQ4Jezcby9AXZdk16/E71dp2Khj6ruLG9Ifp6Eq+e65p1E34jfIEQb9T2sDQvkZYBO/vW5tM57KCx30Y4IqDXKFmRnzSj5++NfsFz+aq/WtPJ/vWFnGwaIn0Oh4nJ1/8f71xj0OZmQ1navLzg3nEX4w5fTILcjD835qS2Y4yfHWli+9IsSjLi0agULMtLnJVjPWz3cKXHIk3OXq3p5L51BdLrGnN4OX5tkHSznk3lscEwbl+Q0y3D0mNvhJga6uZarxWnN8gv32vmrlW53L+2gAyzfs4NyfvXBihOjycn2Uh993g0Dj015md8gRBvXujh4Y1F1HWMEQxH/n/23ju8rfs837+xAWJwgXvvKYkSKWpvWcuSbMuWV+I4cdw4sZ2mSdPsfNM0aTOapHWbOHHi7Hhv7S1Zg1qkRIp77w0Sg9jr/P44ICxasuufm7SNjfu6eOkSSYDAOcDB+3k/z/s8Yd2vxxfgpfNvvYeePyu+xmcfv90t+jL/6lgrCpmUhzYUU5ASTWl6LE6PP2yNdqxhCKlUjIhWK2Tsqe3n0NVBFuUauXt5Hr3jNvJTonnubBdXekx8fF0Rr13sxer0cuDrW//LcKkI//tEXCY+4KgVMu5bJWocyzPj3vHiLAgCr1/qY35W3JwEq9ntzJTYKG5bnB0e8qjrmcSgUbK8OIkopRyTzU1itIYZl4+2YTMjoS4EEgmZRh0ripOxOX0o5TLidCri9eqbPpZZneD3PrKE7nErbl+ABdnGGzoiTQPT/OCBJQyaHBy4MsDG+WlolHICgWD4wzw6Sskd1dn8ZO81zraNcf/KfDITdCzKNRKjVSGXSlhdmsLRa0P4AgL7avtJioli0uYSuwYKGf/whwskxWje+oASxG00tzfAbd8/xB1Lcjjd8paX6pTNzeuX+ti2KBOX18/glJ09l/v52JpCHlhbyNnWMeL1qncshkGc/NaqFO9qlxThL8Pnf1tDy5AZgLOtY5RlxJJh1OH0+LE4PDy8oZji9NiwhjElNgqvP8CUzc2RhiGMelFS8PPDLbi9AZKiNTy0vli0ZfIGWFWagi8QZNLq4tePruVE4zAOty88POPxBeges4a7vEq5jI3z0zh0dXBO0XikYZCS9NgbopCr8hN45ULPDQXx0JSd8+3jGA1qbrsumTIQFJhx+TCEFnS3Voo7Eu81uOJs6yhymZS/u3Uer1/q444lOUzb3WENcXFaDKXpse+4oFPKZeHh3LdzsmkYpVz2rl3HBIM6nDT2brSPWKjvNbGjKpsolRyrw8u4xRWOxwZxCLChd4qa9nEEINOoY15mXFhTHRTgSvcEgyY7eo2S1SUpN9itDUzOhM/JqpIUnj/bRXq89qaLg9kO/6c3l3KkfpBdS3MZmJzh9Uu9qBQyVpekhM/LLDFaJd1j1nd8nrNa9Pq+qbB+uGlwmrxkA1EqOUa9+h3lLsevDYc9tAEWZMdzrW+KipD/cYJBw+7lYkLdSzXd5KdEsyhHTOJsHbZQkhY75z5tLi/1vVNM292AKFdZPy8Nry9AvF5FWpyWmvYxbq3MQvcOBfG03Y3D4w8f04psI4euDjBoss957e+rG+DWSvH9UZmXwLm2sbCW/7WLvdxxnbf3mrJU3mweoSQ9lpq2MdRKOVsXZSCVStCq5MzLjMPh8bOvto9AUOCpo62sKU1he1UWcpmUv//deXZUZXFHdQ4laTGsKk3hpZoenjvbRXVBIh9bU0hyTBS/O9nOLz616j1HZUf46yFSEP8VI5VIuGNJDicahzHbPVQXzF1dB4JBXqoR9XnXT4pnxOsYnHLM2QKVSSWiTi8/EYvDw4nGYX56sDmscdWqFRSnxVCVlzDnwuv1i+lxHwldcJ8720VesmFOl2E22asqL4HsRD1DU3bRa7R1jNZhM1sXZoRX2Z2jVm6vzqYi24jd7eNIwxAKmZShUGre1IwbQQCtWi4OwqnkxOhUmO0e6ronqQw9vr7JGXwBAbPdw/C0g1Gzk52LswkKAi+e6+ZPn1vPm82j4QJBEATahi1c6prE7QvQOmRmTVkqq4qSiNGqONMyyrN/t0Gc1j7TRXlmHL9/fB3nO8ZpGphm1OzgG3ct+rOf4wj/fdqGLeFiGCAnpHtcWZzMU0dbeWxLGV979hKPbi7lx3uucWtlJlaHl7zkaL79Uh3bFmWSFqdFEMTABZ8/QFFaDGaHh8X5iVztNXGqeQSPL8CG+eLW6fp5aVzsHOdU8whry1I5eHUgvM0+S3JMFAkGNdf6p5ifFc/pllFS3qHzKJVIiI5SYnF4iNGq6B6zUdczSVqcll1Lc2/oPF7oGGdZ4VtSnBitiuQYDW3DZorfVuC8naMNQyRGa8KDVLNbiHE6NbdWZoXfK69eFAu8ZYVJN9UVixraYPi97Q8Eee1iLwtz3orQfScW5ye+q2wiEBQ4cGWAeL1qjlvH/Ow4zraOzdFaa1UKlodCJGY7mseuDWF3+/nNiTYsDg9ry1Jv6E5ez5Ve05xY6Z2Ls3njUt9N7cH21Q2wtkwMBEqP1zFgspOZoCczQY/T4+ds2yhWp5cFWfHhiF6dWoHdPXcQURAEOketNA+aEQSBrAQ92xZlMuPyotco8QWCLCtMwh8McrxxGI8vQIZRDPqYXRjNDjlffz3OSxZtyCpy5najRe1yPu0jFl44101FTjzDU3YWZMfTODAdLth1agUV2UaMhrnn/Eq3OJCWFBNFbpKB/XX9ZCXqqcy90VHh0NXBG4KkNldk8NzZLm6rzkarUtDYP0VesmGOLHBFcTJHG4bY/eOjfGxNIZe6JsSY5dDPnzwkfmbduyKfeVlx+PxBojUK1s9L45kzXdy7QvT9Pt8+DhDepZRLJQQFgd4JG1d7TfziSAv/tq+Rb+2uZE1pCv6gwI/3NOD0+iNpch9gIgXxB4D189LCgzObFqQjkUjE7aSabm6tzLphIKI4PYazrWM31QRaHB7OtI7iCwjcXp1NSVosNpeX1aUpN9UGv3axl9ur3xpUW1+exsnG4XCksj8Q5MWabjbMS5uzZSmRSFhVmoLJ5ua5s92sK0slNS4KIfSzoCAwFIrlHLM42XO5n/Q4bdjw3+H2caxxmN3Lczl4ZYBdS3NpH7Fwz0+OAfCt3ZXcUZ3NgSsDvPalzQyYZvjBa1fx+oN8fsd8oqOURKlE+6Epm5vzHROkx2v51C0lLCtMYsTsoCovgdruSaxOL7882spD64tEz+FxG3KZlDdq+3j1Qi9/+Oy6d4xgjfC/T3FaDJ/eVEp1fmI4ovtvt80DCGvPZ8NXZqU14Z8vyaF33Manf3mGj6wqYNruQadR8PGfngQIF6KvXuxl1Ozk8a1lCII4eKpTKxg1O7njh4e5Z3keTo8Prz+AXCZFLpOgkElZlJvA3to+hqcdGPVqSjNicfsC+APB0Jcg/hsMkmnU86lfnOauZbnkJOrZvSz3HTu0I9OOG5LElhQk8cK5LrIT9OHAg+sRBIE9tf2UpsfOKcrT47QMTdnDQ28SiYSS9FhK0mNxe/3UtI9jdnhIiY2aMyhYkBJN15iNotQYrE4vey73saPqxgS+m6FWyPC8zUVjljGLk2MNQ2xemHGDhaNWpQg7zNwMSWhnS62QcaRe1C+nxope5WMWJ1V5CTdsgQcFgaDAnO9HqeRU5iVwtnU07G8OUNM2Rk6iPtyAWJRrZH9df/haG6WSs2lBBoIgcK1/mpfP9xCvV7GiOBlBEAgEBVqGzHSOWsPHcOfiubKSN5tHubUyE4lEwusXe9m9PC+8cBiYnGF/yL1ELpOGO+JvJ0olx+H23TR4JD/U0HjhXBdnWsdoG7awa2kuOxdnv2shOG51hRceKoWMXUtzaRqY5sWabm6tzAwXtpc6J6jMS7hBTiGRSNi1NJeXa7rZtTSX1mELdy/Pw+Lw0DZsCTsEgThrMjzt4N4V+URrlUglEup7TfzTvVUMmhyUZ8bRNDDNv7x6leqCRBwePzMuL7f+y0FurczkY2sK0WkUbKnIYE9tHycaRYvF1iEzvzjSwt9tn4c/EOTbL9Vx2+JsfIEgT316dUQe8QEnUhB/QFiYY6RvYoaXL/SwaUEGey73vePQnValuMEWqWvUytU+EzFRKm6Zn45aKef1S72sLU8NJwPlJBmous4/8VTzCJW5CXNsgZJjo7jcPYnF4UGtkPFiTc9NY2hnMRrUfGRVPicah/n3/ddIiY3itYu9SCVQkBrD9qpsxixO5mXGYdSree5sFyuLk6ntMbG5Ih2Tzc3z57p56mgrn98+j9e+tFns1vkD/OfBJvbXDeAPBAkKYrfEaFBzqmkYIfT4n9jfyMMbitm9PBepRMKJxmEW5RpZVpTESzXd3L+6gINXBliQHU//pJ28ZAMapYyFOfF0jtk49I1tER3wXwF3vEc96s3ISTJw+Ju3AjBld2N3+/ntY2s51TzC9qosjjYM8Yl1RUza3GxdKFrpeXyB8Ie20+NHo5TRNzmDPyDgCxe7QXwBgas9Ji50TvDo5lImrK6wFZ9MKhbN8tDXmMWJ1elFKZeyMLSlfTOaB6cpTr95F3h7VRZ76/rZvWxudy4QFHjlQg/Li5LChe8sFTnxHGkYuuH7IFofzkbAD0872F/XT1AQr0eFKdEcvDqAQialtnuSe1fm///SMCfob5RNnGkZvam91vVIpXM702+noW+K/skZ7l9dQG3XJCmxUWQYdQya7OytFR9/Za4x7OrQNDDNvMwbHWDEgt/KqNlJSmwUbcMWfIEg5df9rlwmJSDc6LghkYia1QXZ8Zhsbn53sp1XLvRidnhYVpjEHdU3TwiccflQKWTh5kRmgo6uUWu44z7biXZ7/dz2g8Pi9To0JqTXKClIiSYtXsvyomRq2se5ZUE6/kCQjlErXaNWgoKAVCIhL9nAimIx/GlRrpGrvSbGLU6WFSW943G92ekoz4wjP9nA3rp+ClKiKUiJZmjKTnXBWyEzgiDg8gYwOzxYHB6iVHLu+OFhbluczRuXejFEKSlJe8sruW3Ywr99YjlJ0RoOXBlgRXEy8Xo13eM27lyai0w6Sb9phgGTnT/+7XpOt4iab38gSHV+AplGHYfrh/jNiTYudU6wpCCRnnFbON3U7Qvw7/saWZhj5IUvbHxPC7gIHwwiBfFfMb5AEJPNzbjVyYTVhcsboGvUxtPHjvI3G0s4dm2YKKWchGg1iQYNRoM6fCGVIHZvz3eMM2Zxkp8czV1L3+o4WZ3esHWUQaNk9/I82oZFc/cN89Kwu30Eg8JNtz43LUjnX9+oJ8Oo4+7lee86hBMICtT3icNw1/qniY5SIvCWjZJMKmHQZCc7UR+2v/rqM5cwzbjxB4LkJRtClmsuBOCnB5s43jjMZzaXhrss3kCQp4+18aXbFvCLIy0Iob9r1Gu4a1kcafFa3rgk+lE+daSFb9y5CJfPj9sXYOt3D3B7dTa7l+Wyv24Ak83N9sosPr6uKFIIf8hoHpzm0NVBdi3N4XL3JOfaxvj9qQ5++vBKClKimbC6ON0yGi4QTzYPU54Zx/6vbWV/Xf9NQwzquifZuCCdx7aWc7lr4h0lAv5AkJbBaQ59YxtWp5fnz3Wzrjz1ptZOzYNmdi+7eaqdVqWgODWGKz2m8ACX1x/gpZoeNldk3LANDrN64Jt3a68nLU5LWnUOgaAQlpE8d7aLTQvS2b0sF48vgFwqec/vm8X5CZxoGmHbokzsbh97a/upzk+8qRPD9RSlRtMxYg2n9M0iCAKH6gcx6tXhHYGKnHgO1w+SYdSFvwLBIFd6TNR2T6JTK2gfsfDYlvKb/q3NFRk8c7qTjfPTaR0y33ThVZoeQ8uQ+aa2ilanlzdbRshPjuah9UXoNUqaBs0kRmtuWoidbBqeE/9dnZ8YlqnNHld/IMhL53t47Uub2VvbH971sDm9dI5ZudprwuX185sT7VicHtQKOQUp0dxamRkudt1eP23DFu5cmkvT4DR3L89jeNrB65f6iFLJWVOaOsczeMble0fHI7VS9Fx/4Ww3X/7jRR5YXcAbl/vm/I5GKSNWqyJGq0IqlbCqJJkYrZJAUCyWZbK3XjftIxa2hx7r7uW5/OpYK3su9/OJdUXsCd3vzw41c3t1Nhc6xvnVsVbKMmLFYB3g54dbyIjXkhIbRU6inp8daubBtYX8/lQH87PikcukEVnEh5RIQfxXgjhMMMWtlZlhvZRcKiHBoCExWkNRagzNg2Z8/iB6jYK0OC3LipJwevxM2lwMTzuo75vCFxA/2J483MKTh1v41t2VcwrhWWZ1jddTnBZLdJSK77xUR8eolce2lLG3tu8G03Sz3cOZ1jF2Ls7iSChtToKomcxK0CEgTlXXdU8iABXZ8VQuTSAjXvTfTI6Non9yhv1XBggEgjwV8ntUKmTkJun5w9+u4+XzPcilErrHbJgdok/mv+9r5JMbirl7eR6BoMC6slRWlaQQDApkJegwzbixuXx4fEF+c6KN2xZnc+uiTBoHpqnOT+TNlhFAtPkRP4T9rCtPJUop51r/NJM2F7csSL9hKzrCB5vXL/WGXzOzDhUPri3kofXFNA+a6Rm30dg/RYxWxdCUg85RK7Xdk+ysygpvSQeCwg1dwtruSdxefziiOFaromPEEtaVXs/+un5urRTdEGK0Kj6yKp9j14bpHLGypuytIJyRaTGW/d2KznlZ8bx6oYeC0ILzlQs93Fad/a5RvLM+uW8fBrsety9A8+A0A5N2JBJxW3626Ji2e+gas2F3+256W7VSRpxOHR7MNWgUqJVy3L4Ajf1TtI9Y2bUk5z2FixSkxLCvrn9OQez2+nn1Ym84cW4WpVyGLzD3AiaTSlmcn0hlXgIvn+9hf90AOYkGbmbIJJGIRe3Hf3qSb+2uxOnx3xAuUZQaw2sXe+cUxG6vn6PXhpFJJWyvzEKlkLHnsji06/EFONk0jNPjZ/28tHBh7PL6EWBOg0EikbC8KJnz7eMsL04WZyRqutlRlUWUSk5hanT4NWWIUlKWEce4xYVaKRelAP4gdy69MWjkcP0gWyoy0KoVTM+Iw3NpcVruXJqLzSXatfkDQVaWiF3kt3fRp2bcNA1MY3Z4kAAalZwN89NQyqVIJBKq8hJuupjrHrNi0Cj52p2LePGcKJ2YdeY5YxtFIZeF49QFQUAhk7J5QQYapejYk5WgJz1ei06twDTj5ui1IR7dXMqTh1uI1apYX57Gd++rBsTrfLRGQX5yNJV5Cdy3Mj/S5PiQEymI/0pYVpSEViVGNG9bmDFHfxUUBPbX9ZMRryMnUU91fgK1PSZmXD70GgVZCfo5pu4XO8f56q6FWJ1eNEo5r1/qA8TJ7oW5RrQqBVMzbowGNRaHh4a+KabtYmJVUrSGhTlGPrK6IHRBTJnzOEfNTk63jPDGV7ZwuH4wPLQWCAqMW5zU9Zh48lAzRoOaB9cWsqwwOezFqlHKwlKOtDgtA5N2xqyibuxqn4mlBUniJLhaQSAooNfIeWJ/IwBf3LmAZYVJ/Pp4G3cuzeH1S31srsigfdgc1kueahZ9mPfX9ZOXZKAgJZrvvXaVjhEr8zLj+H+7KzFEKVlTmspdPzqCRiljTVkqr1zoYWGOke/ct/gGv9IIH1xev9TLnsv92N0+dlZlcccSMQznkU2leHwBtGoFMVolmxak0z9p51zbGM+c6eSZM538+yeWz9FnlmbE0TxoDm+nX+6awOuf+/5ZXpzMC+e6yDDq5hQ9zYPTpMZp58wCSCQSblmQHo4W3lGVjV6j4HzHeDh98d3YVpnFV/50gZL0WB5cW/RfhjPM6ulnu98gDu12jlrpGLESCAqoFDLKM2LDDgXPne3i6c+sYc/lPnKTDVS8S8Ht8vqZnvEwbXczYLIz4/IiCOKOjU4t58G1RTT0TZGTpH9HR4VZZFIJwev8b4enHZxqGmHX0pyb7lbF61SYbO453XFbSPO8YX46xWkxKGTSGzrOIBZ+NucgD28oJifJwJlWMUhDKpVQlBoTXnTIQp7pUgmcaBzB7vaxcX76TX2oVQoZWxZm4vUHONk0gsPtY215Khc6JuYEJM2SnaintnsSrz/Ansv9bLiuiK7Ijuel8z1kJeg50TSM1xdg3bw0JEi40DHO/Kw4Xg0FPV2/qNJrlOHXryY0azHbATZolOyoysIXCHK2dRSTzc3Tx9v4wo75XOgcR4I4gFmeGTdn2LJpYJrqgkQKUqI50jDEwKR9jge7zemlttvEPStEOU9ZRiyNoUJ7dWkKDrcYnAPg9QWI06lYXpyM3e2jMCWaFcXJHLgywJf+eIFtizLJTtDRMWIl06hj15IcHtlUOue4zRbwmQnv7JUd4cNFxIf4ffI/7UPc0DdFdJQSQ5SCQ1cHWVKQSF5yNHa3j9cv9nLLgnSSYqJ441IvO0Ir/9cv9c6ZwAbCF87lRclhX81Zxi1O6vum6B6z8cblPh7eWIxRr2Z+Vnz4wnapcwKdRkFpeiwXO8eRSiTh6ey+iRmu9JrC+rdXLvSwa4l4oRUEgbNtY1gcXjKMWvRqJfF6FZe7Jplx+9Cp5cTp1Lg8fqYdHoJBIew32T1mxR8USI/Tkpmg46cHmzhcP8T68lSK02P5+aFmtldl0Tcxw79+bOm7flgKgoDV6eWJ/Y3E6VQkxURRkhZDQ/800VEKfnpQ7D48vrWMfbUDVOTEs2lB+hzLuggfTNy+AD872ER+SnR4Wr0kPZYDVwZ4dEtZuDM167V9pnWUa/3TPHJLCdmJBkrTY7jaO0Vukp4Jq4u2YQuJ0RpWFCcjk0p47WIvu5bmcrlrAl8gyPKiG3canB4/e2v7w0WBw+3jwJWBdw3lmC2EUuOiMNs9LCtKYipUXE7bb4x4nuVnh5pZkB3PynfY8dCpFcTpVcTr1MTpVRyuH6Iq10jToBmPL4BMKqEgJZrC1OgbdKWi3EBOcVosXn+AVy703jS97N04XD9IVoKOhr5pdi/PZdTspG9iBlOoY4kgoJDLyErQkZ2on7Nlf7h+kJUlybQMmjHNuNlSkfGO1wWHx8eZltGwC0jLkJnmwelw0t2sjdrbz8Hs4v+uZXnUtIvBEbN650AwSPuIlc4RC0FBHFY+eHWQ3cty5wSuXM+ey31hKcf1eP0BfrznGqeaR3hsS9kcra4giAsAjz/IU0dauGtZLklvu+9Z7/fnPr8hvKA/1zZGQUo0idEa+iZmaBkyh+3/nj3Tyb0r3/LHnra7qe+dmrMYcnr81PeaGLO6mJ5xh/2AF+UYKc+Mu+mxfvsAdsuQmZZBM7eFrNOePdPJPSvy5gxvz3oLt4Z+d8fibI7UD4bcNny82TLCzw+LASj3ryogPzma1iEzKbFRWBweOkat9E3M8PNPrYp0fz/ERHyIP6DE6dTctzKfmvZxHv3VWZYUJPKpW0rCBauAaNGkUsgozYiboxW80mPC7fWHu1Kpb5se9wfEYjE7Uc9D64sRBHHbMy7UmbI4PIxanNxWkA2IU+unW0Zp7J9CqZDRPWabMwxSlhFL86CZ9HgtB64MsKQgiVUlKQxPOxiZdpCXbAjr4dqGzXzuNzUAPLyxGKVcxqWuCZ481Mwjm0pRyqU89vRZVAoZv/jUKnKTDKgUMoamHOxcnM2j/0UgyCyzW87furuKP73Zwa+Pi0by4raonh89uIwj9YNIQ04Xdy7NfU/BJxH+evH6A3z7xTrM9lD6oNPLnUtzKEqNwTTj5sG1hWQl6Pjy7RX4AkHmZ8WTEhuFxxfgs1vLebNllNwk0blhwuZiaWEiSTFRzMuKFx1SavtRyCSi5VbrKDKp9KbFMIjvtwXZ8ZxvH2dZURJ7a/u5/Sa6VJvLy6DJztCUA7cvgEIu5dsv1pEUrcEQpSROpyIrQc/CHONN3WEOXh3g959dR9PANAUp0XN2kEBcONrdfqZm3Eza3DQPTvPUkRZ864vCqX7vhNsXoHfcNsdzuTLXSE372Ds+77dz7NoQGUYdxWmi60b7sIWS9Ngbttk9vgADJjs1beM4vf7wANmM28+uHx7hizsXsGFe2rsWQ1qVAqc3QFAQOFw/SKxWNWfoUCKRkBitYczsDKfN9U/OUNc9yd3L85BIJCzKNXK2dYzNFWKAhUwqpTQ9ltL0WGxOL8+d68Lq9IqWkBMzxOvV7xjSMYsgCNT3TdExYuGWBelkxGvx+APcuTR3jsQhEAxyolGUe0mA0vTYObMdgiBQXZDE8WvDYSndpM0Vln5lJ+pxeHycah5Br1GwKNc45/7jdGqm7R56xm00D07jCwhEKWVUZIvDx8+c6eLrdy6iJF2Mpn851JFenD/XonPWQWiW0tD5fPZ0J4cbBvm7W+fTMz4THjr1+YPIZJLwHMfaslTGLU4SozX88c0ODFFKlHIp96/MZ115KtcGpnn5fDd1PSbuX5lPlErOyaaRyOBzhPdMpCD+K8PtC3CudRSzQ4xZLU6LYcBkp6FviqaBaU40jYQy3OMoz4jl5fM9lKTH0DFiZcblZc11oRCVeQkcqOsHoKZ9nJTYKO5cmsvVXhPzs+JIjxcnmJ8728XSwiTOt4+za2kOY2Ynphk3UzNi3Os/v3IFIKQpFu9PIZeiVsj4/mv13Lsij4+uKQxPmMfrVDQNTAOilvh8+zipcVF85Y4KEqM1YiegKguz3cPUjBuH28e8wiQeXFtI+4iVCx3jPBXScfoDwfdcDL+dj64p5O4VeXz26XOsK0+la9TKd16qw+r00jlq5ccPLntXzWSEv34mbS4++sQJHlhTiN3t47WLvfzggSVMz3hYmGvE5w9y/78fB+D/7a5kYY6R/VcGyE82UJYZR2aCnntXann9Um9Yc3/9cJPHFyBep2LM4uSPpzsBMdnujct94YCFKJU8tPujJFqjJMOopXPUyhuXeslJ0tM6JAbiXB+Dq1cryDDqWFOagjoUoKNRykiM1mBxeG86wDVL95gNrUpBckwUSdEanjvbRVK0Zo4Vm0QiQa9RoNcoyE7U81JNNy98YSMnGoexOb2o32WRePDKAFvfllBXmBpD6+W+sI/yu3GicZjkmChKQxKFimwjL5zrojgt5obCRqWQhd0LZukctXK4fhBAdPZoDL5jl1xAtHh77kwnr1/s5Tv3Lb5hcQCi/+0bl/u4c2kunaNW2oYt3LHkLZmBVqXAcRO7t7qeSfonZvjEuiKSozXcVp1D/+QMb1zqRS6Thh0S3k59n4n2YQsLso3csyKf5sFplhYmYYhSil3T5Xlh2VzHiBWlXMpPH16J0+PHNOPmaq+JTRUZREcpCQpi0Mzu5Xn0Tczw/dfqOdU8IgYeBQUCwSBCyIWnaWCax7aU0THyVkiI1x/kV8daWV2awhd3Lpij4z5+bYh1ZanoNArqQpKakvRY0fHofA9JMWL63ci0g4yQdtvjC9A+YqF3YgYEUWozNeOhrke8vVYlRy6TopRJMTtEf31jaAFhtntoGTTzQk03f7OxhEyjnmBQYNrhwenxc+eyXEoz4kiMVvPjPdfYcV0KYYQI/xURycT75H9aMvGHUx1c7TWxfl4qK4qTGZpyIJdJaRoQJ4Cv9pow2z3MuH1sW5RJ88A0vRMzONw+/ni6kw3z0qjKS8Dh8RO87pQ/eaiZbYsyeXxrebhj8calXnaG/H4FQaChb4ov/+kiAJ/ZXEpKbBTxOnVIY+ylZciM2e7h3pV5yKRSBEHA7Qvwwrlu9tX189mt5ZgdogZZJpWSm6TnlfM9FKXFkBGvY2lRElKJJByjOmF1caJpBJfHT0FKNN3jNp4728WDawvZV9fP9IyH3z2+Ltyt+XMQCAbpHRfTqBRyaWTC+EPAwasD/Pu+Rn74wFJGzQ6UchmlGbH0jNv49ot1APzd9nmsKknhaMMQK4rFLfgTTcNc7JwISydm301vNo/QPGgOL9BkUglpcdpQuI2MfXX9ZCfoUYRs00Ds3jk9fmwuH1anF5vTy+CUnX11/YxMO3l4YzHV+Ymkxmnf1bLsxZpudi3JQS6Tiq4tDu9NExG9/gAvn++ZM0Dk9PjZc/nmIRMAp5pGSIvXUpASTVAQePZMF3csyb6pq0DvuI3haccNswUguuK8eK6b+1e98/DSm80jxGhV4VCQWXrGbUzaXDd16pjF5fVz4MoAaXFaKnKMvBnqeHp8AdaVp73j7RxuH1995hK+QDCsjZ1FJZeSFq8jI17LubYxjAY1Vqf3plHG++v62TA/XfRQ9gXYWytajc0+lzcu981JCvT4ApxrG2Pa7iErQcfwtIPcJAOtQxbmZ8XN0Swfrh8ML34sDg97Q3HGZoeHCx3j3F6dgyAIYVmO1x/gcP0Q4xYnI2YnFdnxBENDnbM7C1+5owKdWoFUKmFqxs3e2n5ah8w8sKYwvLjzB4I8d7YLpVzGmrIUjjUMsXF+OsmxUYxMO2geNId3+V672HuDy8asrOQ3J9p5YE0hOrUcpVxGUWoM2Yn6cEhGTqIel9fP+Y5xtldmYYhS4vYF2Ffbz13LcrnSY8Lq9LCuPI0XzokLgnGrixfOdXPgygAFKdHhx/HkoWYW5hiRSuBrdy6aYwsa4cNJRDLxASMv2YDD48MfEFDJZbQOWbhnRR6BQJAfvl7PiuJk1s9L441QF2bSJursxqwuAOQyCUkxGorTYsOFbyAoEAwKzMuM4+XzPeQkittcIHaiz7SOYnP6WJAdzyObStm8IJ19dQPo1AryQzZTl7snuGtpLlMzHg7XD7FtUSbTdg8Hrwxwe3U2cTrVnKSktmEzvz7exrX+aUoz4pi0udhfN0BWgo6OEQsXOjSMW5009k9R12PirmW5lKXHsmlBOs+e6eJnf7Pyph2c/y4yqfS/TM+K8NdP27CFQZOdH+1p4As75vPJDcVM2lz82z5xOPPRzaWoFDJ2VGVh1KuRSiREqeQIiEOn87LiGLM4WVuWSl6yIfxaDASD2F0+FuUmsLok5YYwnBfOdbNzcRYapZyDVwfon5whK0GPRCJBq1agVSuQyyS0DE6jUyv49j2LGTLZmXZ4MNs97/qa7x6zkpWgC3cMK7KN1PeaeLN5ZM6OEMDe2n52VM31uI1SyakuSORU0whr3za01TpkRi6ThDuwUomEu5bl8lJNN/etzL9huLemfZz7V928sFbIpCwvSuJM6xirS28smM+0jmKIUt5QDAPkJhmo7Z68aXAGiMl8Q1MOti3KJEolZ8blQykXpSmdo1ZeudDD7dXZN73twauD/OM9lYyanbi8gTle625fgOEp0aHn6LUhWocsPLq5lH2hIebsRD3RoV2kimwjDX0m4nVqLndPsqMqa04xppJLcfsCYbmJSiEL63JPNA7z88Mt5CSKaXS9EzO4vAFS46JIMGjE2ynlorNC6Hk9+J8n0WsUPPXp1YDY1Z8d3lPIpCHf9k6mZjxU5SWwvjyVQFDgSMg3++i1IW6vFoNn6npMbK/MojgthnGLiza5hcLU6LBjRV3Igu7+1QUcbRiiaXCaUbOTj6wuuOm5dnn91HZNMmlzEQjtbLi9frQqOVV5CXNkaGMhf2OAtHgt++sGyEzQMWSys2WhuPCYlxXHxY5xNn9nPyuKknjtUh/JoQHXTKP42i9KjWbG7eOe5XkoFTIudIyjVUVKnAjvnUiH+H3yvzFUp1MrmLS5+NYLtYC49Xqxc4K67kk+s7mUGZePP53u5KOrC7i9OgeLw8PVXhNRKjlLC5O42mti0iYOmESp5NT3mtBrFOGBsc5RK7890UZdjxhTev+qfOJ0aoKCwBuX+sKr/4ud4/zqaCtymZSv3LEQtUKGUiGlpn0cry+AVCphR1UWMqmUmvYx8pOjGbe6aBk0k59sYGjawZL8RC51TbBzcTY2l5enj7VyuH6IzRXpfHR1IVd7TeEtsqePt/Gtuyvfs/4wQoSbca1/it+eaGfLwgzRwkqAXxxp4dHNpZgdXmJ1YrzxkoKkcLdrzOzkeOMwhigluUl6rvaYuG+VOHA0GwUrCaV6ba7IwBCl5LWLvXNiaa8fRAWxK/xiTTebKzKI0aoYmXZwrn2MeJ2aVaUpKGRSTjWPsCArnliditruSSasLrYuvHEwTBAEnj/XHX4c11Pfa8LqfEsmVd9rAolYuN2ME43D5CYZyE4Ui++pGTdvtoyy6yYaZrPdw5GGIe5e/pZl47FrQ5RnxP2XOzf76vpZWpA0x9Whpn0MlVxGZd6NMb+zTFhdNPZPhVMwZ7937NoQVXkJc+zqpmbctA1bwjrZqRk3B68McMeSnDnuH6eaR0iNjQrf9tWLvWycl3aDVGrWIm/c6mLXkhz8QYHhKQd9EzNYneLuVzD0evrcrfPCA2rX0zgwTZRSPsdHeWrGzfHGYbISdIxZXCjlUjKNOgpSohmzuBiZdjBucfLk4RbuXZFHvF5NlEqOQaPkF0daCAqCeF0OdX/lMin1vSZykgwsKUgkJ1HPG5f7WFeexsErA/z2ZDuf3z6PzAQ97cMWpBLRJ3hzRQbdYzZcXj/lmXG8camXJw+38O17qsiI13GqeYSkGA0ur59AUODnh1sAwrshEuDYtWGitUoW5hjRKGVU5oqF70s13WxZmMmJpmG2Lcqkpm2MCZuLwpQY5mfF8cblPm6vzsHh8dE1amPAJDqnTM14wrswcpmUMbOTF2q6SYrRcPvibGQyKX98swO3N8Ajm0p48lAzQQEeuaWEp4628tQjq8Ov5QgfbiId4g8YNe1jvH6pjx98dAkfXyfaJOnVYvTkJ9cX843nLrFxfjr7vraVVy/0MmF1ciXUYW0btjA87WBVSQpOj59D9YMkGMQUqOr8RA5cGRBN82USKvPE5LnZLcJgUODJwy1ERymRhjrLEmBwykFRagwWhwePP4DbG+BE4zDNg2Ye21LG/roBBESph93t42u7FnLPijw8vgBDU3aSY6PQquTs/N5B7ltVwJqQZ3D/pJ2zraM8dbSVRzaVYnZ4wilhESK8H4KCwJH6Qf5tXyOf2VzK4frB8Ov0Rx9bKkYlBwVuW5zN5a4JTreMIpEQ2mKGkvRYfn+qnbZhC49vLeda/zSJ0RpumZ/G/rp+HB4/mysywlrQnEQ9naNWClKisTg8jJgd3F7wVlEpkUi4vTqHnd8/xPbKTCpyjOxakjtnyMoa8tYG0fJseMrBc2e72LUkZ47Wd7ZrejMJQkWO2Ck+3TJKRU48PeO2Oa4yb2ddeaqoJ47RIJNKOHBlgPtX3bwDGKtTsawwkYNXB0O7Qm48vsB7kjFtXZjBc2e6+MjqAiQS0f5LIZO+azEMkBitweryiUOEMglHG4aQSCTcsyLvhs6v1x9EKX/re/F6NbuX5/HKhR7WlImBJq1DZmRSyZxCentlJi+f75nzvC90jCMIsLIkhWv9U3SOWikMbfnPFlw2l5c9l/pYW5aKQibl1Qs96DQKqvMTw5rpjHgt9b1T5CUbcHv9HGkYEiOOQ1KXPZf72LowkzebR3B6/CzOTyTTqGNvbT/PfG4DRxpE54w4nZqjDUP8071VXO2dYn15Klq1ArfXz08PNfNmyyipcVoa+6foGrNyNOQFr1Ur+NiaQpYUJDFhc3G5e5K67kke2VTKgMmOzeXFoFFwtGEobLMpCDBqcfKHNzsoTY/lhx9byrX+Kb73kSUMmmbCEpDmwWn21vYzaXOxvCiJDfPSUMpltA1byE7Uo9eIVplSCeEFWvuIhTt+eBiXN4AvECQmSkV+soGtC0UHicLUGOQyCRXZRq71TyGXSfjmXYtIiRU/m7YuysDu8hGjVTI87eCh9cUMTTnw+oMYDepIMRzh/zeRDvH75H+6Q/zkoWbq+0z0T9pJjNZQmBLN2bYxVpUko1LIOHZtONxBuNQ1weUu8UKXm6gnPV7Htf4plhQmhlfgl7omudQ5wbZFmfzNxpKwmfyrF3q4Y0kOL5/vYX3oonbgygAxWiVGg5pFOUZeONfN1kWZDJjsuL2izndvbT+3LEjnYsc426uykEok4Qv+mNlJapwW04ybp460sGFeGkWp0XSO2jh6bYjPb5/Hv+1rZPeyXF4638Ndy3J5cG3hTafjI0R4r7QOmXn2TCeXuiZZVZJCamwUa8tTqWkbY1/dAB9bW4jXHwh3u2a7UbM2VY9vLSfBoCY1TkvTwDQWh4clBUkoZBImbG4mrC6e2N/IjqoscpMMlGfEkmHUIQlZSN23Mp9nz4i2UXKphP5JO82D03j9QWRSCW+2jLK2LBVfIMj68tQ5w2ZvXOoNJ4zN4vL6efVCL+vKU0mN0xIIBnn5fG/You3tCILA1IyHPbV9vHCumy/smI9eo0CtkKNWylArxC+NUvy/KqR9nfUl316ZdVOf3Otp6JvC4fExMGnnrmW5cyQU78aAyU7XqDVcKM1aLL7T8/D4g7i9fkw2N3//+/PsXpbL5oUZJBhuPtzXPzmD2eG5oRsuCAIHrgygkEtxuP03TZbrGrUybhVdGM61jaGUS8PWkoIg8OrFXu68bmHRMWKhvm+K26uzOXj1Le91m8vLpc4JbE4vWrWCJQWJnGoeITpKidnh5Za3+RBfb7t2uWsCh9tPWryWSauL5cXJBIJBnj/bTV6ygaAgsLwoGYfHx/FrwxSniemDs1HiTo+f7VVZ2N0+HvrZKTZXpFOYGkOsVoVEAj1jNjYuSOdS5wS3VmZS0zbOd0PD0b97fB39kzOkxkZxumWUBdnx+AKiVKN33IZEAjuqxFjlbZVZ7KvtJy1OS3F6DLVdkyzMMXKscYgEg4ZBk50H1hQCMDRlZ9DkYFlREt1jVi51TTI/K47a7kkMGiUqhahTvtJtIjNBR1aCnj2X+5hx+chM0LGqJIWuUSt2tw+L08v3Xr3K4vwEyjPi+O3JdnZUZfFm8whuX4Dnv7DxHZPzInz4iHSIP2BU5MTzxuU+Ns5P49i1YXZUZVGYGs3xxmH6J+3hbaJNC0TJwZKCxPA22LdeuEzXmI0H1hSyoiiJTQsysDq8LMyOp7ogkYNXB9Ao5awsEf1SJRIJu5bm8PPDLfROzPDwhmK8/iBnWkf52jOX2LUkh1PNI0h4q3j4/keXoFbIKM+M41zbOAMmezha9o1LvawqSebg1UFurcwkKTqKKbuHo9eG+NGDy7jcOcHK4mSONAzN8cqMEOH9IhYPXRSlxlCaEcf8rDi+8LvzvFDTza8+vZrEGA1LC5Oo753i8a3lWJ1edi7ODg+55STpkcukVOYmYHF4EASBe0MF7v2r8slM0BMIBnH7AuxakiOmtA1Mc6XXhCCAzx9ky3cPcNeyXPaFnFeyE/VsnJ8entIPBAV2VGXh8QU41SyGNawpTcUQpbhpYalRyrl/VT4Hrw4yanFitntYV55KIBhkZNrJoMnO5KxHb4h4nYp4nYq7luUSCAoUpETj9gZw+wI43D6mZtzh/7t9foIC/O5kO8BN9Zez3ZPr+9Gz14C3J7S9HYkk7IqGRMIcz+/rEy/f7rMrkYjWbWqFDIdHjFS3OL3UtI8DojZ3Vuoxu4gWO8RvLainZty0DpmZCh2f/zjQRFVeAlKpBMl1zytaoyQhWk3HiKg1L0iNpjL3rc61RCJBIZPi8QVQyqUcbxxGJZeFJTIapSycVmfQKNkYkndM2938eE8Dl7omub06m0W5xhuS767/X3ainufPdvG9167y6U2l4ahjhVzKt16o5ZMbiufEFJdlxPL41nK0KjkyqYTdy3P5m5+/ic3l4+efWsXe2n40ChlP7G/E6vTy6OZSLA4PrlCn2uMLcPfyPIKCQG33JD892MSjW8oYMYvuKJ+6pQSXx88fT3eKjyckqThUP8R371tMvF6U1jk8PgxRSlJioviPA004PX4MoaJfrZTznweaeGBNATmJhrDMp2vMxm2Ls7G7ffz2RDt7a/t5bEsZDX1TnO8Y50pIwjc7m9I7McPjW8t5dHMpOrWCH77RwCfWFXGqeYR/vKeKtDhtpBiO8L6IdIjfJ//THeJJmwu5VEq0VknzoJkZl5dvv1jHJ9YV8duT7WyuSOdw/RCrSpIpzRBX3XXdkzy6pYx1ZamcaBomSiXHHxCwODxsW5TJ8LQjNIwQQ//kDJ/6xWlA1IVJgAOhi8+Xb68gN8nA5a4JpuweyjNiWVGczIWOCSZtou6tMDWGzlErL9Z0MzTl4FO3lKBWyMgw6rjQMY5MKmVeZhxKhZQv//EiWxZmMGF1oVUpONM6GtF7Rfiz4nD7+MZzl3F5/fROzPD1Oxdhd/tYX55Kfd8Uey73Uddj4gcPLKEi20jjwHTYfkqjlFOcFsPxkBfu1d4pdi3NQSGTMjLtoGXIzMb56dS0jZGVqJ/jjTtpc3Gpc4JRs5OXzvewvTKTDKOOvCQDJemx4UJ3Vt9/vfuBLxDk1Qu9/OZEG4Wp0WypyAgPJL2d1y/1MTzt4BPritBpFKTERJFh1GE0qOc4pPgDQV650MM9K/Jv0BS/HV8gyEs13awrT+N0yyh3Lcv9L71ya9rGUMildI5a33P07WyyZjAoMOP2o5BJwnrqd0MIOVzcuzKPF851h+Ujs77HvRMzYYeIXx1txRCl4J5QoRqnV1OcFkOCQYMvEOTglQGMejUqxVu6ZUEQsLl8TFhd/OnNDi50TsyxdEyK1pCdoEcqlXC118TUjJvlRclzrltNA9NolLLwXMaE1UVN+xgSxKATf1AgSiUnL8lA27BFTORDLPif2N/Ip0Npaka9mgXZ8bx8oQelTMr6eWmkxmk52jBEaXosJ5uGuX91AQdCz8Pm8pJo0HCkYYjjjcM8uLaQMYuTw/VDfG3XQv7l1at8/c5FDJrsaJQyti3K5KmjrWLoy7Jc7liSw9nWUbRqBb5AEIvDi1GvFhdMvgCtQ+awA0VpRizX+qd5saab6vxEyjJiCQoCgaDAL4+28vDGYpYXJmM0qDnRNMzWUOreG5f6ePp4Gw+tL0anlrOiOJkYrSrsLnS8UYyynrZ7uL06m6u9U/j8QfGzL/TeS4oRdwS0KgU/eL2eh9YXcXv1e4v0jvDhJdIh/oBx/dbgbOTkrLb27hV5bP3uAR5cW8jvT3WQHBNFYUo0k1aXGGEa6rBkGnUcuDLA4fohNEo5Bo2C0y2jzM+OJzpKyfc/uoQZl48Bk53bq7Px+ALcuSyXVy/08oPXT/PJDcVsmJfG8cZh/m3fNR7eWMKyoiR+cbgFT2iYbtuiTNLitEglEuZnx/PcmU5eudALgEGjICdJfDG6PH56x2fYuTiLb9y16H/4aEb4MNAyZObz2+eRk2TgWt8UTx9vC8fqxunULClIZMzs5LXxXhRyKW3DFuK0KjYvzKC+10RAEPjsr8+Rl2SgOj+BrEQ9qXFarvVPMWF1MWx2sLw4mWm7m4udE7g8fowGDRvmpXGlx8TTn1nDmy2j7KjKpnfcxoErAwSCAjq1glGzk9KMWHF7+7pAiTidisq8BAqSDWxZmHFTV4RzbWPctzKfqRnRe1ghkzI/O/6mtmzHG4fZME/sUlbkGKnvM3GqeeQGSzanx8/L53u4rTqb6Cglq0qSOds6+o7FM8DZ1lHUStE1ICU2KiwBeTdcXj+vnO9h4/x0YnQqTjUNs2F+OofrB1GHXBfeyfLwZNMIq0tTkEml3F4txrPfuzIftUJGSXps2KZs3OKka9RK3+QMXn+QqryE8HUH4GqPiYU5RjKMOs60jlLfa6IiFDctXhNH+MjqAlaWpFCVl0CsTkVQEJi0uuibnKFt2MKzZ7r4+LoiGvqnRI9do47UuChSYqPEhoXbR+eolQSDhm2LMlHKZbxU083u5Xm8camXBdnxYYeJoCDwx1MdgFiUa9UKFuTEo1criNer2RGSQVzunsRkc4c1uVu/e4CH1hezIEtLe5MFlzfAqpIUshP1KGRSFDIpX9y5gH959Sob5qXxz69cYXtlJvvqBnixpod5WXF8Ycd8vP4AvzjSwumWUT69qZRfHGnh8a1l/GhPQ9gz+/Pb56NWyviHP1xgS0UGJekxPPXIaur7TOQkGmgdMhOUiNd4qURC48AUK4pT8PqDXOqcoH9yhs0VGWEphEGj5FzbGBanh1fO99I/OcO68jSyE8SUx39++Qr5KdGUpsfys0PNPHJLCS+d72FtWSqtw2YA9n9t63uW6ESI8F6IFMQfAKQSCZ+6pYR9df1UFySSEituV5WkxeDy+tn9o6MAPLC6gE9vKiM3yUBukoGLnRNc6JwgN9mATCphX20/2Yl6cpMM3PmvR8L3b3GKISASRB9Ts92D3e3HqFdz8MogZ9vGyAvdxzOnO/nstnn8aE8DJWkxfGXXQmK0Kjyh7PmvP3uJe1bkYXV6ee7zGyKm6RH+ImjVCn7z6FoeevIUD28spn3EAoBUKg5jJUZr+OQG8fvzs+K40msKDx/Ny4ojKVpDUVoMHl+Q9fNS6Ry1sre2P7zN/cB/nGBFURKvSnuJ1SpZXZoyZ5t2xOxkeXEyG+alcezaEJsrMsK2fn0TM/xoTwM7F2fx8bVFYdeD2Q7oN+9aRMugmfYRa9iZAsRu7+uX+igL7dDMak6nZty8frGXlFgxBGH2PWV1esMDRrNUZN9YFE/b3RyoG+DuFXlhS7DUOHFwKRAM3rQoP9M6SpRSHu6upsfrqO2exO72vaPv62jIsePOZbloQoOBHl8AhUzK9sosRs1Onj/bFY6lv55xixNfIEiGUUzVjArZd51uGZ1j4TY87aCmbYzP75jPqxd6uXNpDrXdk1zunqQkPZbyjFiGpuxUF4ia4FUlKZxqHqGxf4qyzDheOd/DksIkMo06MhP0HK4XNcFSiYSkmChkUindYza+fHsF5ZlxJBjUTNrcDJrsNPRP0Tpk5ti1YR7fWj4n7W7Q9FYi6NZFmbx2sU+0zQwKvFQjzmQkRGtYVy5qys+3j3OxY5xzIVkIEI4Or8w1Mj8rnhVFSUil4mDls2e6UIcG9J4928XaslRONY+gVSt46Yu3YNAo+dLtFQB8dts8/IEgp1tGEQSBP5zr5rv3Lubrd4qNiVld9Y6qbIA53smHv3krI9MOPvEz8X11tGGI/kk7f79zPhvmpSOXSti5ODss1WseNHN7dTZ3Ls3FEKUkPU7H8JSDxFwNRoPY2TY7PKL3cmY8k1YXPeM2zrWPI5FIqM5PpDo/Abvbz/ysOOp6Jvn5p1a9o3Y8QoT/DhHJxPvkf1oy8V7oHLXy+NNnmZcZh8vrZ1lhEpV5CZxqHsFkc7OsKAmLw8uvjrVy9/I87luZz9GGQXwBgeK0GL76zEW0KgU/enApp1tGsbl8GDQKfn+qg0e3lHG+fZyrvSa+esdClHIpf3izg4W5Ro7UD7KsMJn+yRk6Rq38y/3VtAyZsbvFbvOVHhMri5OJ0Sp5YE3hf7k1GiHCnwur08vdPz7KpgXp5CcbGDDZCYY0vrlJep462soXdy5g/bxUXrnQy+rSFM6E5AISieSG4Tar08uxa0P88mgrO6qyWFqYRGWucc7CbtTspHvMGg6nON0ySlqclrxkgxg60zjM7uV5tI9Y6Bm3ceuiTCQSCfvr+lmYYyQ1JMF47mwXdy3LRSGTMjXjZn/dADsXZ4XfP9cPYQEMTM5Q0z5OaUYs87Pieammm9uqs286nNrQN4XZ4SEvyUBN+zh3Lcu5ofCdsLpoGpgOdzJnOd0yik6tCEfCz+L2+tl/ZWDOwNks9X0mBk12bq3MmtMBfvvxFQSB8x3jjJqdbF0oegoHBYHnznSF7e6u50jDICVp4jDjwOQMl7sn2RVKkLvWP4VaIQu7SLQMmXnhbFdYCiGTSsJfxxuHqe+d4rePrQ0f/9nHt2VhJiqFjHGLk5NNI+xenoc/EORIw2C4aATRtk4hkzJtd5ObZKB9xEqsVsmKkhT21fZzx5KcsATlWv8U/oBA27CZTQsyMBpEeUJdzyQquYxJm5s4nYq6nkkyjXq2LMzgVNMwG+en89rFXryBILlJBr736lU0Shm3V+eQl2zguy9f4cG1hTSEnCD+UgFDs++re1bksbe2nwfWFPLUEXE49ZMbikmL0zJucaJUyEiL0+L0+JmwupiacfPS+R4euaWEBdnx5CVH88alXpYViTMkWxdmcOzaEMuKkmkamGZqxs2fTneytiyV8szYOcc7QoT3SkQy8SGkICWaw9+8NezX2D5i4Y+nO6nIiScjXsdvTrRhcXjZXpmJVAJ3/PAwq0qSudQ5QW6SgeSYKCrzEvjkk2+SHKPB5vLhDwQpSInm9Uu94ThYtVLGtf4peidmSI/Xih84EugYtfLA6gK+9uwlHt1SxpUeE49uKeOruzQYNJEI5Aj/80RHKfnJx5dxtGGIVy70Mm518cimUp460kJlXgJ7v7qFF2t6aBk0U5ASTXJMFMuLkm9I3bI4PJxoGkGjlHFrZRZKuZQdVdl0jFh4/lw3i3KNFIUKr4udYtrWLKtKknnubBcKmYTzHRPcvSIPqURCaXosOpWcl873kJ0gyjGuL8a2VGRw6Oog2Qk6usZsfGR1/k27tbNkJujJTNDTODDN5u/sB8Twh+uH2a7n54dF39Zv31OF1x9Eo5x734nRGqbtnnDQA4i+vTFRSipybvQyVivlpMRG0T1mC3vtCoIYBBGjVb6nYkYikbC8KFm0h7w6QHJsFA63/x2lFLfMT+eZM11U5RlpH7GGi2EQpWWvXewlK0EfToRbU5aKSiHDoFGwulQcSPT4xJTKQECgrmeSC50TJOjVVOUnsKo0hTOto5Smx3K2bSx87mRSGV5/EEEQ8PqDvH6pl8X5ieQmGXjjch/zsuKZlxXP1Iybv/9dDV1jNhRyaXgY0eMP8PSxNlaXplDTPgaAw+Pndyfbub06m9TYKGwuL1anl9wkPf/8yhUa+qYAcffjj0daWF+eyqObS+kcFZM8v31PFXu+sgWVQvaOdnl/LqKjlGypyGBvbT9Oj5/cJH04/lwpl/KjPQ1U5yfy+e3zeP1SH1sWZjBucZJh1LG+PBVfQMDq9IV3XGK0SuL1Ku7/9+PsWprD1V4TTx5q5qH1Rbzx5c1zrAYjRPhLEekQv0/+L3aI3wm724fbGwDElf3wtAMJsLw46V0/YM2hD0OZVELLoJlfHG1h47w0nj/XzaqSZBr6prhjSQ6/P9XBd+5dTHKMhsy/QIpchAj/XTZ/Zz+f3FDMr4+3cWtlJh0jVuZnxZEUE0XPuI1DVwd5fGsZCQYNKbFReP1BmgensTl96DQKtCo5a0PFFMztzgqCwJVeE12j1nAAzoZ56YyYHYxOO7G6vDhDxc7DG4pvGACatUl8fGvZnMJVQNwmT4rW8JOPL58jfXj7YwCxQ3s6lC45PO0gJ1FPYrTmppZmbzaPIJdJGbe6WFqQyLX+KVxe0Yu8JC2W3GQDUokY6Xulx8QtC9I52TRMnE590yS58GMWBJ4728V9K/PDQ4JLC5PecWB2z+U+bq3Muunw3rjFyR/f7OTotSHuW5lPvH7uztLssboQCie6f1U+sW/bffrZoWaiVHL+YecClhQmMmZxMWp2YtAoaBqYZltlFi/XdLOzOpsTjcPcFoqsn7C6qOuZxOXx89TRVqrzE/jkhhJ0agU6tRyVQkb7iIXhKQejFhe3V2eHpSKzEc0tQ2Ya+qYoSYuhY9SKzx9k19IcXF4/++sGkMukxOlUxGpVVBck8sK5blaXpnC5awKjXs2+KwPUdU9yz/I8kmOjeO1iL2vLUkmL16JRyjjTIhbSNpeXf7p38Tuek78Ub1zuw+0N8JsTbQB8a3clz5zpZG15KhNWF3q1EkOUImxr+OTfrCIv2cDe2j52VGXT0DfFl/54ARDDNFYUJ1PTPo5UKqF5YJr52fFzFpYRIrxfIh3iCGHEi7h4sTYa1HOSkt6N6+NnV5WmsCqk1VtZkkKcToXPHyQpRvMX70ZEiPDf5U+fW89HnzjBhnlpFKfFYNSraeibIkaroio3IRSZm4XJJhZMtd2TvHS+B4AnHlpBcVrMO963RCKhMlcMtJl1aolSyck06liYa8SgUTBpc2PUqxm3OFlTlhqOru0esyGTSlhTmsqiXGM43GPWc/grd1QQo1XRNDCNacYdKnAT58ggxi1OatrHkcukrCoJTe5f6mXn4myaB6d56Xw3ty0WpROzqZMl6TEUp8VypGEQvUbJloVispovEKRtyMzey30IgEGjZNBk59DVAdLitMzLeudiePZYrC5N4dWLvTg9fm6rzn7X3aHEaA2TNhfJMWKghyAINA2aaRsykxCt4XPb55GXbEAhl6JXK1hdmjJHnnKmZZRbF2VSlWtEIZeFBwIlEokYuBIIYnP5iFLL2Vc3ENbhPraljHGri9u+f4jPbC7F7Q2QlaCnf9JOcoyG7jEbbm8gHEYUr1eHmwl2txgOYrK5ebGmm0c3l3K8cRiAWK2KJw81Mz3jZmGOkftW5jM0ZScgiJZ3t//gMEkxGn772Fr21w2wuSKDhr6pcCSxWinjyUPNpMdpWZRnpK5bfJ5P7G+kuiARvUbB9169yuNby9FrFDy8seS/dAL5S9E5aiU1NoqPhgJWZtw+usZslKTHkhSt4enjbTywppBfP7qGrjEbE1YXL5/v5kTTCIGggFohY21ZKnqNAoVcyrm2Mc53jJNg0FCRY7xp2l+ECH9JIh3i98lfU4c4QoQIohft/f9+nE9vKuXg1QH6J+383fZ5bJiXxqGrg+yoyuJKr4mecRtGvZjkqJSL1oG94zbykqNZmBOPRCIJd2dnu8M9YzbyU6KRSSX4AwKtQ2bWhny4QSzcSjNiidWp2Hu5j9zkaPRqBdf6p9i5OBuvP8C+2n52Lc1l0GTnTOsodyzJwR8QuNw1EdbxjlucXOycCG+5P7S+SJR5FCfPcZm4Xptrc3rZc7lPDJpoH2fTgvRwQW5zebnYMcEtC9LnHCuH20fzoGi19ezZLuAtO8b/CqvTy59Od/KxNYXoNAokgFIuJTVOS1qcljidKlzUDprsTFhdzMuK42zrGFMzbsoz48KOEfBWJ7xvYiacUBarVbG3tj/sRDD7fGd/Z8vCDC6G/M1nQuEUq0tTqMiOx2RzE6dXYbZ7UcjFgb76XhOvXOihddjCo1vKWJyXEHYUkUklzLhEf93ZIcdAUOC5M53kJhtIiYkiJ8mAIAicbBrhB6/Xk59sYNOCdJBIwkX441vLmLS6KUyNZmjKwd66fu5enofPH+RXx1pZX55KcXosZ1tHaR+28KlNpWF9OYhhHb5A8P9UhP3m7+wXpT31gwBhp6NPbiimY8TC4vxErvSIQ5yPbCpFIZPQNix+Xy6VkBIbxWsX+5iXFYfN6eXp4218977F4SCUCBH+HEQ6xBEiRIhwHfF6Nc98bgMfeeI496/Mx+MbRq9W8I3nLtPQN4XHF2BRrpHdy/J4+XxPOPWrKi+BqrwEOketvHy+h6QYUVJxumWUcYuTihwju0N+t82D02hVYoDGsWvDdIxYWFuWyrTdHe7+rihO4XuvXaVpYJpHt5RxqnmE5BgN/qDAvrp+FDLpHE/fGbcPECUR3eM2/EGB6RkxWjcQFJi2e8L+tFkJOhweP1EqBYIgMDjloHXIjE6j4NO/PMPaslTOd4wjlUByyLvY5vJicXjCXWgQO9yl6aIjw8MbislNMtAzYeOupbnv6gzj9Qd44Vw3L39xE0evDYUdCjy+QNjD2TwbC4xov/jbkJRkXXnaDbKQ68lO1JMer+Xl8z389mQ7X769guyQREunVmBzeclK0AHJfOkPFxiadtAxYmF+VjzFaTE4PX7+40BT+P62LcrE7fVT2z2BacbNLQvS+eiaQjpHrVidXlJio2gdMnPPinwAXqrpJtOoQ6dWcLh+kE0VGSQY1LxwrpvsRD1HGoaI06l4bEsZFTlGTjePoNcouHt5HoYoBU5PgBdquvn0plIUcikmmxuL3cOzZ7vChWRQgGWFSfzwgaU3HOf/i0XioW9s4z8PNrG0IJGrvSa8/iA5iXqsTi9nWsdQymUUpkZTlBqN1xcAZNy5NJdXLvRw7Nowj24u5ei1Iabtbup6TPziU6vmWORFiPA/SaQgjhAhwocGo0HNP99fzYs13YxZXBgNYtjCpM0VStry0zQwTU6SHq1KgT5UaBk0SnKT9Li8fk41j7C/boA7l+awa0nunCJOJpUQFETpwC0L0umfnOG5s130jNuQy6R4/EHidSq+c+9ijjYMsrMqK7wVf7RhiAGTnUe3lLEnlG6HIPDk4ZbwFvPCHCPLCpN47mwXr31pM4euDnDHkhw8vgDNg2bq+0xhzabD4yPDKEbe+gNBNEo5drePZYVJxIfkGy+f72FvbT+nmkf4xp2Lws4YsyEdG+alUds9yYLseJJjo3j1Yu+cwbXrEQQh7GWs1yhI0KsZmJwhM0GPSiEjJ8kwp9ixOr28camP5UVJqJVyTreMkBKrpTLPeFNnjKAgcLZ1DLVSTIZLitFwtm0Ul8fPk6Hn/JnNpWQYddy/Kh+r08u41cW41UXbsIXVpSkUpkTTMWrFENKFH7gyQJRKTkl6LENTYqywUa/m2LUh/u63NfzNxhJMNjfxehU7F2fzyoUeqvISiI5Skhitwe0TZzO2fPcAH1tTiEIm5WeHmnlofTHPn+smVqdi15IcBEHAL4ihIV5/gLzkaP75/mrqe03cMj+dU80j3F6dzWc2l93wvP8vI5FI+Ntt8wBRUyyVSOidmCE7Uc+tlZn4A0F+ebSVB9cWEhTgt0da2LQgnU9uKEatkKFUyFhVkkLvhC3iKxzhf51IQRwhQoQPFVV5CbQPW0QP1jc7uGd5HotyjaTHa3nyUDN1PSYe21LG8JQDjz/AfT85xic3liCTQFlGHFlGHV/dtZDEaI1oDWV3kxanZXF+AjKplEBQLHzGLU6aBqaRSaWcaR0jN8nAkoKkORp+iUSCxxfgao+Jf/3YUi51TVCVl0CcTh3WEX98XRG5SXoqskVnhwsd41TnJxKlkhOjVTFqdpISG8WiXCMOt48v7JjP8JQDXyDI1IwbqVTC2eYx1pSmoFHJ+d3JduRSKSqFjK0LM8mI14q2V6Gup06t4JULPdy2OBtDlBJ/UEAuk5IWp6U6P5HXL/Vxe3X2DUXxgSsDrC5NCWuGV4bcNe4z6m743eEpB6dbR7lvVT6XOifICYWeDE87OFwvWkGmxUWxKBSb3D1m5WLnBGtKxaGy2WG/tWWp7K3t51t3V9I2JIZT6NQK+iftbFuUyR9Pd/K7k+28/uXNYe9jQRC4+8dHOd0ySn6ygcEpBwq5jNcu9qKUSynLiEOjlJOfbCDTqKNt2MxUqKtd2z3J70918EgoTlmtEAOPALRqOYvzE0XfYqm4qNi9LDccbf3Q+qLZs87XQ048L53v4Ys7F5CbbGDXda4mf43M7gbsqMoKexUvKUhkQXY8dT0mojUK7g8NW378p6eIjlKyr26AR7eURcKZIvyfIKIhfp9ENMQRIvx10zZsYV9dP0cbhliQHc+2hZn0TNgwaJTctSyXhr4pfn+qneZBM69+aRNalYKOEQtTMx6WFCby2sXesOfuoMlObfck++v6Mc24+djaIhINaqryE1ErZOy53Mf2qiyu9proHZ8hTqfCNOMmK0GHyeZm66JMpBKJqCWuG2BJQSInm0a4c2kOGqWcPZf7WFKQiCFKyYHrvH5ngx3uWZHH/isD5CTqKcuIC9vGWRwefnqwmTOtozy0vgi1Qkb7iJXjjcNhreas/tbjC/CPL9ZypcfEa1/aTJRKLCBnXRNm6Z+coaFvao7Dxfn2cbRqOfPfNnTXPWZl0uae43TRPDhNz/gM2ytFfawvEGR/XT+3V88tCIem7NS0j/Pr422hoUdxyEoA5FIJ/3GgifR4LX+/cwF5SQb2XxmgINnAH97s4Fr/NCVpMSTFRHH38twbgj5sTi///MoVBCAlRkyYu2VBOs+e6aRrzManbikhOSaKlkEzq0pTmJpxc7xxmEyjjpZBM1EqOYtyjRSmxjBosjNpc2PQKPj2S3X4Q4XwU0dbuX9lPlKphM5RK/JQctzscf0w4Pb6mbC5udAxjlIuRatSEAgGKU2PJVqrIjoqYscZ4S9PREMcIUKECO9CcVoMxWkxfHHnAmraxvj2S3X8zcYSfnWsleONw3xmcymrSlL47n3VvHqxl93Lcqntngy7qijlUtxeP2qlnOTYKNRKGZV5CdR2TRIMChSnxYaT30BMlKzMTWBRjpFzbWP8+rhoV/XYljL2zUokgKeOtPDUkRa+sGM+LYNm4vVq1pSlsudyHwqZlB2Ls3B7/djdfuxuH75AkC3fPcDfbitHIhGLr/Md4/gDQSQSCbuX54acGmRER6koSInm73fOp3nQzHdfvsKZ1lECAihkEpYXJbGjKou9tf3kJOpZnJ9ww3HLStATDOmdt1dm0TFiwe3zs6zoRnu3vORoroSiklUKGTVtYwSCAjuq3rLTUsikBAVuSMWbDnVlH1wrhvnIpBI2zk9HJhUXDld7TSjlMlwePweuDPDUkRa+fuciti7MZHtlFg6Pn/11/TcUwwCGKCUapZzMBB0nGoeZtLmJ0SpxePx4/UFahyxYHV76TXbMl/tQhVLg5DIpE1YXOxdnc6lzgpfP95Bh1KJSyGganKY0PZb2EQsefzD8t/50upPnP79xjmvPhwW1UnRbme2iR4jwf5lIQRwhQoQPPcuLk/nstnJaBs2iL2x+AhaHF38wiN3tIylaw87vH+Jbd1cyaXMRr1eLrg1tY+g1SvomZ9g4P42tCzN5I7aXbZVZvNk8gtXpZU2pGJHs9QdEJwW7m5K0WD6zuZS8JDE9b7b7eaRhiG/dXcmYxcWqkhSm7W6mZjxc6TXxp9OdgKilNRrU6FQK0SNZrSAxWoPd7UMhk+ILBBmaspNp1JEap0Uhk6JTy0mOieJS1wR7Lvfj8vqJ0aroGrMCooxgcV4SNR3jLCtMojpf4Hz7OI88dZr+STtxWhUKuSizUMqlqOQydCoFn/31WRZmG7lnpZjeJpNKbpBHbK7I4EjDEDKphIz4m1u3VeUaqes2UV2QiMvrZ19dPwXJ0dy9PI/6XhMxWhVRKjkvnOticX4igyY7n9xQgkQiSkikUgkvf3ETz57p5NWLvXx6Uym/ONLCG1/Z8o7n/Ku7FrLz+4f4+Dqxc36yeYS0OC13LMnG5fFzsWuCQ1cHuWd5HvF6FefaxshPjsbh8dM9ZsPjCxAUBP7f87UAPLyhmHlZcbQMmfndyXYeWl/Mb060cdey3A9lMRwhwl8bkYI4QoQIEYBNC9LpHLFSkGIgIVrDP79yBYCMeB2do1aKUkX/4o4RK1Mz49R2T3Kxc4IdVVncvyqfON1bw3UKmZSN89PxBYL8/mQ7L53voaZ9nE/dUhK2UOseszIvK54YrYof77kGEti9LJesBD2Hrg7g9QeI1aqo655Eo5TxuVvnsaQgkWPXhslLig5rkdtHLPzxb9fTNDBNy+A026uyuWd5HrdV59A7buNvf3MOrz/I7dXZ5CdH8827FtE1ZsPrD/DVXQtpH7ZQnhnHP71UR/e4LRxnHKWUk5tkoDwzjrLMWLz+IF5fAI8/iNsX4ErvJB0jVqKjlJxvH8frD+IPiJ3R69PxJBL46cFm5mfFsbIkhZ6JGbQqOQkGDQkGNUaDmswEPZe7J1ErZbQPW7i1MissLchPieZCxzgb56dz38p8ntjfyMFQkArAsWvDdI5aEQSBolDX3x/ScasVNw7nzaKUS4nRKlErZEzaXNT3TqGWy1i0MgGjQc1L57t55nMbONk0zG3VOYxbnDyxv5G6HhNef4AdVVmUZcYiCwVJKOVSbpmfzsXOCSasLpweH7uW5vDA6ohPe4QIfw1ECuIIESJEAJRyGZ/bPo/bv3+IVaUpfHpTKRKJuHW/cX4a2xZlMjLtwOHx4fEHqMxLYGGOEaNBDPkwO7yoFTIsTi99EzM09E8RCARZlJuAxx9Ao5DTNzHDtf4pGvqmqGkfF/+wRMLRa0MAFCQbqO81YXF4uecnx/j0plI2V2QQpZLz2sVe4vVq7lmRx4nGYUbMDvKSRB9cgPLMOBKjNTxzupNLXRO4fUEyjTre+MoWXr3Qy8KceB791VlS46LINOq50DHOY1vK+NmhZnYvy6UyL4Gdi7OozEtAEOBowxB/v3MB+2r7idGqwtHJfRMzXO6a4J7l+eQlGchK1GN3+dg4P/2mx7Vz1Mq37q6kb2KGzRUZqBUyHG4fkzY3w9MO6vum8IXcCJJjNOxakkNd9yQZRh1p8Vp0agUOj5/WITP1fVPctjiblSUpKGRS5mXFYXV4+dquhZxoHCZKJWfTgnRmXD42hBYe74TV6UWCBKVcykPri0kwaNiyMIN9tf0caRhi19IcPP4AMVoVX33mIhXZRr66axEnGocoSI1hf90AL5zr5pV/2ATAgmwjO79/iDuX5jAwqSFGq+JC53gkdjhChL8SIkN175PIUF2ECB9cfnWsFa1Kzu9PdVCQEs36eWkcvzZE15iNRzeXsq0yi1fO93DvynxeONfF3cvzkEgkXO6a4BvPXQbg94+vIzk2CkEQ2FPbT5ZRh9PjZ8ruRi6T0tg/TVaCnlidkvR4nRjmUZbK2dZRvIEgI9NOUmOjSIvTUpmXwNFrQ2yvzCIQFBi3ODl2bZhnznTy8MbisE2ZBOidmOHAlQHuX5kf3qqfdTp4dEsZHSMWjl0b5tA3toXlDR954jjV+Ymkx2v55dFWPrGuiN3L88TY9iEzUomErAQdB68OkhStYXlREgKwt7af2xZnc6FjHIVMSmXeXM3xrH3b/asKcHh87L3cz70r82843gevDlCQHM2FzgnuW5mPxeFh0GRnxOzE6w/w88MtVOUlsKQgkTidiqSYKM63izrpgpRoHB4fTm+Ap46I9muf3lTKn0538Mo/bL7p+fUHgjz6qzMo5TKq8hJ4bjZ8ZHMpEomEnx1qZsO8NNbPS6Nr1MpvT7bz4NpCNEo5vzjSwiO3lGBxennhXDcfX1fE7062U5YRy7/cXx0pgCNE+D/Ge63XIgXx+yRSEEeI8MFHEAQudU3w/56v5Qs75uP2ikNXTx9vI9Oo47bqbBxuHw19UyzIjqcsIw6VQobbF2B4yk4gKFCZl0DbsIVgUOAHr9dz38p8bluczanmEaRSMclsVvMK8LvH19E1aqUoLYZ4vYrjjcP8eM81olRyPr6uCKkEkqKjiNEqudw1SVAQuHNpblhi8MqFHnYuzubl8z1smJeGzemld2IGfShC+mrPJDKZlNMto6wqSaYix8h/HmjisS1lnGsfo753ise2lCEIAkgkSCUSfnqwiU/dUsKWhRloVWIM/NCUnTGLi6pQEXyyaZjEaA1lGXHh4/fGpV7WlKUSoxUL8+4xG4MmO2vLU8O/c/zaEKlxWkrSYxm3OLnaawpHSYPocjEvM46a9nHuW5mHxeFl1OzkNyfaaB40c9eyXD66uoArPSZ8gSAzLi9jFhevX+xl/9e33fS8PvrLM1TkxPNKyNZuVnstlcDK4hQa+qcoSInmuTOdJMZEcf+qfA5fHUSrVvDE/kZ2L8tFKpWgUyv49fE2nnpkNdmJ+j/jKy9ChAh/LiIuExEiRIjw30QikbCkIIlD39jGr4618trFXtaVp/HZbeUoZGIc8S+PttAxYmVhrpGuMSvBoMDkjJuq3ATaRyw8+J8nAfjcrfN4YHUBC3ONfPP5y3SOWrknlHDX2C8WodFRSn51tIVz7eM8vKEYtVKG1eHl1spMchINOD0+1pWnkRit4Y3Lfdy5TLRfe7mmm80LM8RhN7UChUzKHUtyuO37hwCxM+z0+sMxwgUpovPCrD9yUrSGUYuTT6wrYmSBk6r8BHRqBRc7JugZtwGixdv1dIxY53SE15WnceDKAJqQ9rhz1EqCQRMuhgHykg30T87QM24jN8nAmZZR4g3qcFRzUkwUcpmU4SkHafFazraKXsG5SQZ0agWvX+pjaUES9X1TfP3ORZxtHaUyL4HHfnWW4WlHWAKya0lOOGHu7QSCAt3jNlaWiBHIgiCQGK3BoFHg9Pp56MlTAKEFwjixWhXJMRqePt7GkoJEPramkOFpB8cbh3nyb1Zxd+gcRogQ4a+bSIf4fRLpEEeI8OFkb20/QUHgyUPN/N32edicPjYtSOdM6yhlGXH8275rdI5aeWh9MUsKEjnTOkrrsIUVRUn8x4Em8pIMbK/KwuLwsKQgicefPsOdS3N56XwPZRmxZCfqcXr85CUbeOZ0J3+3fT7ZCWIcbnlmHCebhqlpG2PG7ePxreWiswMS9tX1c7pllLuX5xIUZofGVLQMmdGrFWQl6AkEg0zZPbQPW9CpFbxxuS8cG1yYGs268jSmZ9yMWVwUpESzpCARrVouFr+5RvZfGSArQU9VXkLYv/jtvHqxl6q8BM62joYt6q5HEAReONdNUowGnVpxQySxIAg8c6aLylwjE1YX5ZlxdI/ZGLU4OXhlgN6JGb5x1yIW5ydy+OoApRlxtA1b8AeCLM5PoLZ7kt7xGQ7VD3L4m7fe9Bz+04u1TDs8tA5Z+Mzm0nC638MbitFpxGNV3yt2nFNjtfxoTwMPri3kZNMI87Pi8PiDfHHngj/DqylChAh/aSId4ggRIkT4CzDrobujKovfn2zn+XPdKGQSnjrailQCP3pwGS1DZuwuH488dZpv3rUIrUqO2eEFoDg9hif2N/LIplIe/dWZsFzigTWF/PHNDipzExgzT+MPCCjlMiwOD/90qoPhaQePbi4lKMC59nGio5SY7R4CgkAgIDBqdmKacWNxeqnMTaAsI5ZJmxuZVEKCQcOjvzrDrqU5+ANBjjcO87VdC5FIxC74Q+uLKM+Mo2d8hvMd4wxNOVhelESGUUdN2xilGbGolXLuXJpLy5CZ5892MWCyM2CyY3V6sTo82FyiJ7JMAn/z8zfZUZXFnst9Nz2G/ZMz/PZkO49uLr3p73SMWPjjmx2sLROlFfkp0VTlJ5ARr8NoUKOSSzl0dSBcyD62pQyZVMInn3wTgNurswHRok56k5hpqVRMpFtRnExanJbPbC7F6w9SkWPk8afPcssC0e/40NVBtlRkcMuCdKbtHnRqBY9tLb/pfUaIEOGvm0iH+H0S6RBHiBABRLnDF/9wgX+6t4oBkx2XJ8AzZzrZtTSHQ1cG2VSRzuuX+vj+R5dQlhEbHoB7J2xOL1995iIb5qfz1JEWHt1SxtUeE6UZsSwpSORy1yTrylPx+oPUdk+wqiSFfXUDrC9PZcLmQqdS4AsEaRqcRq2QcaJxhB1VWawtT+X5s10o5FLWlKbywH+cAAjLDOL1Kn7z6FoudE5QkR2P2xvgzZZRfnOijS/uXIDL6wfEpLirPSbOd4zzvY8sITpKSXSUEkOUAqVcxtSMmEw2bfdw/6r8OWEbIA7avXium1sWpHO+feyGLvOAyU5t1wQBQQgFXViRAPOz4mkfES3i6ronkUolTNncJERryE3SU5oeyx9OdRAQBB5YU8jPDjZRkBLNrZVZvJ1AUGDbPx9g26JMDlwZ4JFbSjh4dZABk52HNxTzdCg05V8+Uk3rkIWeMSvpRh0PrS9+n6+SCBEi/G8RGar7CxMpiCNEiDDLD1+vx+sPcKZ1jNS4KFYWp3Dw6gCLcox88bYF/2UR/E70TczwyFOnuWNJDgkGNb882kpJekzYUuynB0VN8E8+vozS9FgE4I1LfdyxJIdRs5M/nGrnRNOIOCQHnGwcpnXYwuNby1lblsqJpmHKM2IZnnaiVctxuP2Y7W52hJLYBkx2Xj7fwy8/vTqsBTbZ3JxtG2VBVjxjFtcNCXUv1nSza0kONpc3FD+dO+fnb1zuY3VJCrE6Uc4xZXOzqjQl/Hzr+0zctjibAZOdMYuTJQVJBIICJxqH+dGeBkrSYti9PI+KnHiONgxx2+JsDl4d5In9jXzptgXE6FR87ZlLrCpJYWjKzi8eWX3DcXV7/dz2g8M8uLYwPATYODBNvF5FgkHDxc5xJiwuMhP0vFjTzd6vbnnf5zBChAj/u0QkExEiRIjwP8SOqizOt4+jUyuIDel2716e998euMpO1PPyFzfx88PNtA6ZeWB1ASmxUQxPO1HIpfz4wWX0TswgCPD6pT4E4PDVQbz+AAkGDf9wewW3VWcz4/KxOD+RaI2Sf0iJpqF/isP1g/RNzjDj9LJ1USYWh5em/mmePduFyxtgaWESSwuTWFWSQsugmeXFyfgCQQ5eHeD+VQXIpBJqeybx+o3hYrF7zEamUYdcJiVOp6Y8M47TLaOsDhW8naNWEvTqsB1caXosp1tGaR0yo5TLaB6c5rbF2UhwULlWAABFIklEQVQkErIS9FzqnKAqL5HjjUMEggK/+swahkx2shP1PHWkhcP1Q0gkEqQhBcOoxUViyJfZ7PDQOzHDE/sbWZRrZGGOEafHzy+PtjAy7eSB1QWUpMdyuH6Q443D3L8yH68/yNefvUR1fgLeQJDG/ql31CFHiBDhg0WkII4QIUKE/yYl6bGUpMeyYX4aBo0SAWFOct1/B71GwZdur+BS5wTffP4yD28o5pkznTy4tpAZl49AMIhGKUMuk+APCPRNztA9ZkOjlGO2eyhOi+WVCz2UZsRidnhIi9eSHBvF6ZYRfnWslfxkA9mJeqK1KtbNS6Nn3IZSLqVt2ExyjIaU2CjOt48B8PrFXnYuzkYWqkBvmZ/OsWvDbFuUGbaou3fFW4uAotQYxsxOOkYsZCfqudw1MWfQzuMLkBit4XO/OQeI8o29tf3MSnSfPt7G08dFycaSggRitSoudU4QCAosKUjirmV5tA6Zsbt9vP7lzZxsGmHQZOffPrGcQCDIv+9rJD1ey3dfvsKiXCNXekxIgB2Ls/jj6U5S46L47NZ5ZBp1aFRicEp1fgJ6jZLjjcORYjhChA8RkYI4QoQIEf5MZCX85bxoqwsSefHvb+G7L9chk0rQqhU8dbSFUbOTzRXpPLKpFK1KgVQq4bbF2bh9AWraxpi2e0iO0bCvdgCZVMKJxmGm7R5WFCdz+Ju3hkM15mXGMTRlZ3tVFovzE7E5vRy9NkRQAK8/yOH6QRZkxxMdpQw/plkZhcXhoXPUSlVeQjjsY5Y1Zam8fL6H/XUDVOYlsLe2j2DIwk0hl5GTqOdjawpRKWQsyI4PH0OvP4DF4cXnD5KTqKd5wMy0w8OvjrUSr1dx74p8pmbc4dARpVyKIIghJPetzCdOp2Jo2sGJxuGwTjo/2UDXmI2y9DjidGpSYqOYtrvxBwUkQF3PJOMWF4/cUhL2dY4QIcKHg4iG+H0S0RBHiBDhfwNBEPjlsVYudkzwd9vn0Tcxw4riZM60jiKTSrA4vOyoymJqxs3UjIcpu5uOESsHrgwA8ODaQpYUJJGZoEMhEwfeTjYNkxQTxaDJzsqS5HD4htnuobZ7kp/sbSAoiH7GEiBWpyIpWkNitCYcKw0SbqvOZmTawfC0g2m7J/yYx8xOXr3Yy+duncfmivQ5g3Yur59j14bZXpnJvroBitNiKEiJ5sWabrZUZOALBDnfMc72yixONY+QYFDTNmxhdWkKgYDAhc5xDBolSTEazHYPKbFazneMs3VhBuc7xkmP0zI148bs8JKfbOAPb3bQPGjm4+uK0KrkHAhZuX1iXRFKhYynjrTw0dUFPHO6k0ORDnGECH/1RIbq/sJECuIIESL8b2FzefnBa/UIQF33JJ/cUIxGKaO+d4qzbWM8tL6YsoxY4vVq4nQqLA4P5zvGkUmllKbH4PQGGJicwR/q1MqkEloGzfRNzHD38jzMDg8SCcREqZiXFUesTsX+un52VGUTFATMdg8TVhfjVhc2p5efHWomKVrD/avySY3TkhanJU6nCneLX73Yy46qLOp7TQxOOdhemRnWHR+7NkRlbkJYV3ykYZA3LvVx38p8StJjUcilnG8fZ8ziJNOooyQ9FqfHzz/84Tw+f5Cv3LEQjz/AL460YHF4eXRLGf5AkF8ebWXbokyyE/XhQJIv315BrE7FmMWJyebmtsXZ7KvrZ9OCDI40DJKVoEcQBA5eHaS2ezIimYgQ4QNAZKguQoQIET6gqOQyarsnub06m9sXZ9M1ZsWo17GqNIWv37WI5850kZOoR6tW4PT4OXptmPtXicltz57p4q6lOczLfCti2R8IEgj5E0ulEu5YcmPgxmzrRCqREK9XE69XU5wWw57afp56ZDWdo1YyE3QUpcbMuZ3L60chk6CQSVmcn0hhqpeXz/ewpCCJvGQDFoeXWJ2KUbOTy10T+ANBusZsSKUSWobM+PxB2oYtHLgywGc2l9I3MYNGKSfBoEEplxFvUJMSE8WWigy0agXzM+PIMOqYcfmQSiTcMj8dqQQ2zk9nz+V+fvB6PY9tKUOjlLP7x0fZtiiTmvYxJqwufn+qg/xkA7dX5zA/K/4vdv4iRIjwf49Ih/h9EukQR4gQ4b3yxP5GYrUqnjnTyb0r8nj+XDe3V2fz+qU+HtlUij8QZPey3Bv0t+/E15+9RFaCjrVlqfROzPCTvdcAeHxrGQUp0WQa9bxyoYd7V+bz/Nkudi/LRa0U+x9Oj5/XLvZy/6r88N9rGTIzZnayfl4a59vHcfv8rCtPm/M391zuY+fi7PD/BUFgz+U+FmQbyU4Udb97a/tYkBVP5nVa6sP1gywtTJqjPRYEgbOtY/ziaAvp8Vqq8xNJiYmiKj8BpVzG8LQjLAUZszi52DHOrZVZPHe2i11LcrjSayI1NorsRD0v1vRwtdfEg2sLyTTq2VfXz4TVxUdXF6BVK3jxXDcSCSQY1Hh8AQJBgdWlqXSOWpFJJfRO2FhXnsbRhiHi9SpK0mN54Vx3ZKguQoQPCO+1XpO+408iRIgQIcL7IigIXO6a4CP/fpwv/fECB64M0Dw0zUdXF4S1tfF6NY9sKiUQCPKHUx185ZmLbP7Ofv74Zgfn28ff9f6NejVjZief/fU53F4/T39mDf9yfzVbF2YiCHD02hDtIxa2/8tB4vVqZtw+ZnsfUSo5a8tTOXh1EBCt0AZNdtaHvI2XFSWRHq/jlQs9BII375cIgsAbl/uoyHmrGAbYXpnFxa4Jxi3O8HGwubxzimG3L8CbzaOMW12Y7R6So6OQSSVM2ly0D1vwBYKkxWkZMTtwuH2caBxmx+Js5DIpO6qy2PWvR/jX1+tpGjSzr24AfyBIQ98UNe3jXO6aYNLm4sCVAc62jXG0YRCHx8efTncyanaCRIJKIeMjTxznTOsophk3Z1vHeOA/TqBTy2kdtvCpX5wmPV475zFHiBDhg0+kQ/w+iXSII0SIcL59nL7JGZ453cnfbCzmycMt3L8qn2fPdLGlIoPU0EDXwhwj//hiLbdWZhIIChy6OsjG+WkcuzZMRryWwSkHq0tTsDq9JBo09E3OMGF1cf+qfHZUZYWH0IKCGFDxr2808NOHV9I5aiVKJWdoygGCQFJMFHa3D4kEMVLZ6aUqLwFBANOMO6x7UCpkTM94cIdsz2bjqK/HZHNz6OoAdyzNQatS8MblPm5bnB0uhhfmGG/qqhEUBJ4/28W2RZm0DVtIiY0iw6jjWt8UXWM21EoZSwoSSTCIQ3DX+qdYU5ZKUBDoGbPRNmLBHwhyumWU5kEzn9xQjEohA0EgSqXgSs8kMVoV8Xo11fkJ1PdNsakigzMto9R2T7IwJ57S9FiGph2Upsdy4MoAa0pTaRkyc8uCdDpGLHz21+d4YHUB96zMZ19tP+nxWo40DAFQkR3Pfxxo4rePrSU1TvsXfPVEiBDhf4KIhjhChAgR/kJMzbj5yp8uYnf72Dg/ndursxmedvKfn1xBXY+JXUtz2FGZxa+OtVLTPk7HiIXHt5bx04PNpIWKrNMtowCkxEYxOOUgPzma35xo4+GNxRy9NsSywiQmrC62/fNBPr6uiN+dbGfTgnSONAzxyKZSHn/6LLcsSKcg2UBt9wStQxb+9Ln1JBg0WJ1ejjcO87E1hbxwrpt7V+bPefwOj4/fHG9jX52oy33jUi8SiYS0eC35ydFERykxGtTctTyPV873sGG+2D0WBIHXL/VRmWucI4u4HqlEwt3L83jubBfNg2aWFCRS12NifmYcdy7NmSMLiQ0N/M3eLj8lmmitkjOtYyzOT6R50IwEyErQsSArHolEQpxedLhIjdPy04NN7K8bIBAUUMilnGoeoSgthtoeE78/2c7aslQe3VKGSiGjZcjMtf4p2octHPrGNlqHLbx+sZfeiRn8QbEAL0mPYW9tP9++pypSDEeI8CEjUhBHiBAhwntEEAS2fPcAuUkGcpMMnGoeITFaTfuIlaMNQ8TpVASCAq9e6GXQZOcLO+ZTkR2PVCpBJpVSlhHLfSvz+cZzl/H6gwBc6ppkVUkyXn8AEAtDEIvFotQYHlxbiD8Q5AcfXcLl7kke2VSK1xfgb7eVI5NK2LIwE7cvwPc+soSXanq4a1ku+2r72b1c1CSXpMfSPDg9J6K4ZXCa+1cVsCDbSGl6LEaDmkBQYHjaQV33JDMub/g55yUbOHR1kAmri1f8QRaHgiu6x6xM2z1M2z14fOJjv367sWfcxtVeE/My49Cp5TQPmZm2e8hO1JNgUN+gl+4es3GlZ5J4vTrcsY6OUoY7zS+f7yHBoCFaq2Tc6uJ0yyibKzL4yKoCjjQMkZ2o598+sRyb08vwtAO3L0Dz4DRHr4kpd2MWJz/a08CWigz21vbj9gX49fE2AB5JKQVgSUESRakxLMo1/plfOREiRPi/TqQgjhAhQoT3gC8QZPu/HOSrdyxk2u4mRqviVPMIWpWCpQWJ3L0sl288dxm3L8APHliC0+Pn2TNd7K3tZ315KieaRgCI1arQKGW4vGIRuTDHyJnWMfKSowGI16l5bEsZO6qy2Fvbz+9PdXD/ynwGTHZePt8DwGe3lVORbeRKr4ma9jHKMuKQACXpMdzxw8PsWpJDy5CZ9Dgd87PieP5cNymxURxtGKY4LYZ7Vogd4/lZcVzpMbF+XhoyqYRMo45Moy78nAVBoH/SzrFrQ5xpHeN44zBOj5+sBB3xejVpcVrmZcaFB/aux+ML8OU7FvLiuW42LkhHo5QzZnbSNWblfMd4WL7x5OEWLnZOsHF+OnddN1gYFISwhrk4LYbkGA0nm0b43mtXAfj0plI6Rix0IDpZfOVPF6nIiefja4uoyI5HIZOSFKMhSqVAJpUgAR7dXEqCQcPRa0Mo5TKeeGgF/ZMzHK4XJSz3va2THiFChA8PEQ3x+ySiIY4Q4cPDs2c6mbZ7cHn9VOYm8IPX6wExqKJl0Myp5hF2L8slNU5Ly6CZoCBwvHGYW+anM2V3c6XH9K73v6Uig0P1g9y3Mh+Tzc3Ra0PsXpbLuvI0UuOi2Ffbz53Lcnmppod7VuTh8QWoaR/j9Ut9tA1beHhjMTq1gsKUGJoGptiyMJNRs5PhaQfjFidPHW0F4IcPLGVeVly4Cw3w2sXeG2zWAkGB+j4T/RMzqBQyitNiaB404/YFiNEqsbt8rClLJV5/83jq4WkHPeM2VpWk4PEFeOFcN3cuzUGrVsz5vebBaS50TGC2e6jMM2Jz+cI/k0sl/MeBJj6zWezeRkcpKcuI42TTMAkGDUkxmnDX+2TTMKNmJ4WpMUzNuPnJ3mtsrkgnPzmanx1qpiAlmq/fuYhLXRMkRWvYc7kPq9NLeWYcr1/q48u3V7C6NAW5LDJnHiHCB41IMMdfmEhBHCHCBx+nx883nruE3e1jS0UGl7omyU3SszDHSM+4jd3L83j1Qi9dY1bmZcbh8Qd56kgLt1dnEwgKqBUyXgp1dd+Nu5blkhitYXVJCvvq+nnjch+f3lQa8tIFpzeAyeaiOC0Wp8dHUBDdIkrSYjjfMU4gKLC8KJnsRH3YHk0QBC52TjBoslOeGRd2e2gZsiABFmTHk5Oo5/VLfdyxJAdBEOgas9HYP4VEIqEiO56cJPHa9lJNN7dVZ7O/boCdi7MIBAXebB7F6vSypiyFBINmzvN56Xw3u5bkIpOKhbfHF+DFmm7uWJKDLlQUtw1bGDDNsGlBBp2jVoanHKwtTw3fx97afhr6TCwpSGLj/DQkEgk17WOkxmrJTtRzuH6Q3CQDWpWcpsFpNs5P5+En32RFcTKbK9JpHjTjDwTxB4KkxGoxOzz8ZO810uO03Fadzc8ONfO328rZuihzzgIhQoQIHywiBfFfmEhBHCHCBxeb08sD/3GCpYVJZBh1eHwBVpem8OM9DfROzPDo5lJ6JmY4dHWQ79y7mPwUAyebRnB5A0QpZaiVcp7Y3whAUoyGcYvrHf/W1oUZeP1iKMYn1hVx17JcDlwZYHtVFlKJhM5RKy/VdPNmyyh3L8/j4+uKwoXm1V4TMVFKshP1nG4ZxeX14/EFmJcVz8XOCarzE8hLjmba7qZ5wMyq0hRA7AA39E3RO2Hjl0dbyU82sGFeGvkp0ZRnzu0gd45amba7WVKQxNCUnUGTg2VFSQBhN4gpu5vVJSkkxUQxNSN2xG9ZkD7neXr9AZ4/KxbF4xYnnWNWti7MDP/8bOso8Xo1Jemx9E/O0DMu+gMPTzk42TzClooMTjYNs3t5Hv5AkGm7h58dbOJC5wSPbCpFKoGfH27hc7fOw+Lw8PtTHexcnEVZRhzfe/Uqj24pIxAIIpNJef1SL1+5Y+ENISIRIkT44BFxmYgQIUKE94jN6cXs8PCLIy3IpBJ8/iC7luRQXZDISzXdnGsfR6OU8fNPrWLP5T42zE/HdrGXwpRoFHIpxxuHefpYGw+sLkAmk/LE/kbUIalBfd8U1QWJXOqcYOfiLPZc7gcgP9lA15iNc21jfGxtIQ6Pnzi9ij2X+3ixpofucRuZRh15SQa+smshZZlxlGfE8cK5Lm5ZkE6CQUP/5AwLFmcjkUhYUZzM4fpBnjzcwvKiJB7eUEJqXBQAKoUMT2hoT+wEWxkwzSCRSMhO0JNh1LG2PJU43VwJhBDyU57V1qbH67jQMRH+uVwmZf28NAIhl4bTLaOcaBrh73fMp2vUijcQxOsP4PMH8fgCJMVouOtHR4jVqvjm7kWMWZzE6VQo5TJWlqTw2sVeYrUqzraOcf+qfCasLoam7USp5HzkieNkxGtRKmTIpBLidWrUSjkKmRQEAZlMxsMbipHLJKiVch7fWs6K4iRerBE79IGgwFNHW3lsSxn/+cmV4U51hAgRIkCkII4QIcL/IQJBgbruScoyYlErZWH/3T8HQUFg5/cOsXt5Lnsu97E4P5GTTSPctzKf58528a3dlWEbtZONwzx7tgu9RsF9qwpYkB1PhlFMRXuxphuby8c9K/IozYhFLpPi9gZ49u82cL5jHJ1awUdXF+Dw+FHKpdT3TVGcGkOmUYcypFHdtiiT5JgoFuaIbgbry9MIBgVWl6RwrHEYl9ePyeamMCWaorQYvL4AaoWMvGQD2Yk6jjQMIZdK8fiCXOqcYGTagUwmpSI7nke3lHHL/HQaB6a43C0WrxqlnD+d7sTm9CKRSChMjWZHVTYOtw+1QsbminReONfNxvnpJEa/JX842zbGyuLkOY4QcToVUzPuOfphmVTKssIk9tT20zNu4+ULPWyvzEKtkKFTyVHKZSjkUpRyGT3jNrz+IFKJhL6JGa70mPAFguH7evCnJ6nIiUd3WYxnzkkysDg/EZkEcpMMdIxa2bowi5q2ce5alsvCnHhWlqQglUi444eHAVHb3dBn4qcHm3hgTSFLC5N46kgLTz2yek6QSIQIESLMEimII0SI8H+CCauLn+y9xtVeE3KpBH9QIDtBj8Pjw+H2kxgtBlZ8Yl0Rz53t4rUvb37P2k9/IMit/3IQgCs9JuxuP15/MOzv+/IXN/H6pV42zksjwaBmbXkqdy7LRQJkGnV0jVn/v/buPDqqKtH3+K8qlXkeSUIqJCRAgABhNoAoAmFSEe229dGoNCJcB5xakdfOV4W+aoutjbO0rfiC2o3YyiCiDEKMCIQhEAhDSCUkBAgkJJCxzvsjUJeSQaSJEc73s1atRfbZZ9fe2ZD6cbLPPuoYFyLHgSOqqqmX1WLRwvUONTY69caSrZowOEWr8kr1t0W5SowK1Mge8fpgRb7GXt5ON1yWqKhgX32StUsF+5uWW+zcV6l3v87Tfw3rJKch/fbFJYoK9pUhaXCXOIUFeKt9TIi8PT20OMeh95fnK9UeqroGp5zHV7ltKi7X0k3F+u+beuv6y9q6xrqh4ODxh180LWuoqW/U7K/zdKCyRsPS7G43tn2zuVjD0uzysFp104BkfZK1SwNSohUb5q+a+kbtrzimyzvGuH0v+6VEa8mGIreHeeTsPqD8kgqN6hkvH08PXda+lb7cUKSrUmPd9vPNKz6k9Pat1DY6SP9es0c3X57smsPa+kZ9krVLkzI6KczfW2WVTctMooJ9XXW6tAlXqxA/XTN9kWJC/fTImO7qlRSlJRuKVFVTr7kPDNGSDUUK8vVUp7hQ+XjZ9N32fbqic4z+eG03BfpyVRjA6RGIAfyiDMM4ZQ9ap2FoXvZurd/dtBtDw/Httgr2H5HU9GCGE3/eXlKhDq1DNOKZBVrwpxGnXEU2DEMVR+v0xdpCxUcEqMHpVHVtgyTJ18tDbVsF6YrOsQr193Lt/vD15mJVHK3TByvyNby7Xd0TIxQW4K3i8mq9uWSLvDw9tHC9Qxnd4jSse7wWry/U6N4J+iRrl/46ob827SnXVV1ay2Jpulra6DT0x2u7KTt/n1ZuLdUtV7TX6D4Jyi+pUE19o36TnqSubcIVFeyrrUWH1Og0VHLoqCzH+zJrUa4u7xijLvGhx8OgodoGp0Z0t7t2QvhMBbpnZKqytu3TwvWFyuhml4fVoiA/Lx05Vq9gPy+VVRzTlxuKdMuV7TVhcIrrIR2eHlZVHK2Tp83DtWWa1WLRb9Pb6l/Zu9U76X+fAPdjPp4eqq1vlGEYOlrboC/WFSqldYh+2y/JVScq2Ff/5/JkLd1YrFzHIQ3u2lpWi0UbCg7qxn5JslgsGtotTp9m79b1l7XV4epafbZmj264LFGGpNXbSnVjvyQ5DlTpX9m7VFfv1OIcR9ONil42vXhrusqramUYhj5Ysd01Nyu2lOjtpXlqFeyrTvZQfbN5rx77TQ8N+FGoB4AfIxADaDaHqmqVuWqH6hqc+mpjkTrEhmhTYbm8bVY5DemGyxKVuWqnEiIDXYH3hEGpsfrm+N69e/ZXucpX5ZVKktrHBGtTYbliQ/3lZbMqyM9LB4/UaPyry1Tf6FSrYF91SwjX0k3Fmnpdmu4ZmaoFawu1YF3T09lmzMvR3SNSlRQdpB6JEaquqdekjE4a1i1O9Y1OHaiskaeHVZ8fD9ajesYra9s+dYwLkSQt2VCkrm3CFBnkq0BfT93w/Je65Yr2CvD11KxFueoSH6aJQzuqY1yoGhqbHnoxpGtrFR2s1sTXlkuSXpnQX1f3bCNfL5vSEiOU6yjXVamtdfT4cotO9jDV1Dfqsd/2VKtgPy1cX6hreiWorqFRjU5Dvl42XdWltcoqjinz2x0a0DFaof7eOlRVK8eBKu3aV6n/c9JV2Gt7J+ifWU1bt329qVgjesTrZLUNTnW2h2ri6yskSRaL5ONpk4+Xh3y9bPL18pCPp02RQT566qO16tomTNf2TpCPp4erDYul6T841uOht7i8Wh+u3KHYUD91sofJkFRb1yBvTw/Fhvnrtle/Ub8OrXTboA7ysjW1U13TdHOg40CVPKxWZa7arroGp+s/UqH+3sp1lGt/5TH1T4lWckzTHs5hAd66fXCKluXuVXxEgP71UMYpW70BwOmwy8R5YpcJ4PT2llfr799sU22DU99t36dRPeO1btcBTbgqRY6DVTpa26CYUD/9dcFmDU+zKz4yQE6nobePPzXsXI3obtfC9Q51igtVkK+nvssv05CurVV5tE6eHlat2rZPk4Z2lIeHVbMW5UqSnr/lMhUeqNKx2gZ1SwhXfkmF/rpgsyTp39OGq7beqW/zSjSie7wOV9fq3z/s0fWXJWrxeoeuv6ytqmrqlVd8WH/59wYdPFKrq3vGq1tChGJC/fRJ1i4lRwcpOsRP5dW1ahMRoKkfZKtDbIgGdorRW19t1cge8Ro/qIMWb3DosnattGJLiXKLDmni4BR5WC3Kzi/T20vz9NDobrJaLPpsTYG2Fh/Wm5MHyh4RoNzCclXVNKimvkGd7WFu630Nw9CKLSXaUnRIpYeOakjXOPVLaSXJIqtFrjBZdLBKy3JLJMNQ+9gQlR4+6nrCnLfNqoSoIH23fZ+8bE3LKOrqG3WsrlFH6xpUU9egY3WNytq+T59k7dLkjE7y8fJQz7aRrr6s3FKizvGhCgvwkWEY2lp8WFsch/TWV1s1sFOMuiWEy+v4emJvm4ee/OgHDe9uV7uYYDmP/2bgxNKTB6/tpnYxwfoka5cSWwXKw2pRdU2D5q7aqW17Dyu9fSt1bxuh+d8XyJCh/RU1GtUzXu1igjUotbVrNw4A5sW2a82MQAy421J0SAvXFerLDUW69cr2em/ZdnW2h6pvu1Z69+s83Tuqi2srsrf+6wr9sHO/YkP99MTcH9ye5DY8za7y6lp9n1+miCAfhfp7K7+kQsnRQbJ5WDW6d4LrwRhTr0tz/XlyRiet331A2fllevkP/ZRfUqmMbnFanONQkK+XjtTUKSEyUMty9+rztYWaOKSj0ju00rpd+9U7OUqrj+8kcaiqVld0jtWKLSX6bXpb2Tysmr+mQCO62+V0Gpq/pkA92kZqU2G54sL8tWf/EXWyh2pb8WElxwRr5dYSfbZmjy7vGK2re7bRxj3lslqk6/omaovjkPZVHNPBIzUKDfBWXUOj3v4qT8PT7OqX0koL1zmUtX2fbhvUQVf3bKP9lcdUcuiofL1schw4IkPS/DUF2lt+VPeO6qKGk25GO+Efy7fryLF63T0iVVZL0+OUDcPQyT/p/7YoV72TI3XnsM6KDvVzW4u9fvcBedmalmU0NBrqlhDu1n5VTb0WrXeo3fEdNhIiA7V2137tr6yRh7UpfHvZPHS0tkGGYSglLlQdW4fosx/2KDLQR07DcC1hWLOjTOGBPsorPqxuCeFqHeavxTkOhfp762BVjawWi/7y742Smp4yN2vxFv3f67ur6GC1PG1W+Xnb9M7Spr9bAzvFsJ8wgFOw7RqAX8yIZxYoMSpQ1uNX5E6sS/X38VR4oLcmZ3SSn7dNL9yarthQP32wIl8b9xzUmL6J+n/3D9b3+WVq2ypIXp4emrUoV/dd3UURgT76elOxPD2sumNoRwX6eurFzzZqTF+LuiWEa3/lMaUlhuv2ISnytnmodbi/Qv29dfeIVG1xHNKrCzfr1YWb9e5dV6p1mL/+lb1bkUG+ign114I/jdAXawu1t7xa9Y2GwgK8lZYQro17Duq9Zdv13rLtunNYJy3P3avIYF+1jQrUXxdsVniAt67plSBvTw99s7lY0SG+8vb00OuLt2j78ZvKbuqfLHt40zZmH67coXnZu9UuJljB/l7aXXZEX6wtlCS9/If+ahcTLB9PD9XUN+rxzB/053F91aNthDrbQ7VofaF8vGwa3KW1dpdVypDkNKQ2EYGqqWtUbKif0o7vUnGCYRg6VtegjG52LVxfqJsGJJ8SEtfsKNNfbkuX40CVDENuxxsandq+97Dr0c6Z3+445cl2n/+wR2P6Jsrb00NzV+1Qp7hQ1413jU6nbvrLV6o8Vq+7hnfW5R1jFRrgrfpGp2xWi/qlRGtTYbkWrCvUiO527dpXqd7JUUqMCtSHK3coJtRPUcG+SogM1LOvrtON/ZI09bo0rd5WqmN1jeraJkzP/Wu9hne3q/TwUfVsG6m5DwxxLbUAgPPFFeLzxBVioMm9767SkK5xsnlYdKCyRks3FesPV6Xo4JEaDT1+o9OJK8N3Du8sqSloHatr0G2DOkhqeqCC1HSVNyk6SF+sLdSy3L36TXpb+XrZ9P7y7Rre3a4BKdFasaVEw7vbFRXsqxc/26gOscHqlRylxTkOLdlQpMkZnWTzsKimrlHB/l5qaDRU19Doeo87h3VyLR9YtN6hnfsqde+oLooL91ebyEAt2VCkuoZG3dgvybXTwrd5pfpgRb4620M1LM0uTw+r68r0U7/rpaqaevl62WSRtLGwXPOydys5Oki3XtlB2/Ye1qbCcm0oOKjHftND+yqOqba+UbGh/po+b70kaXTvBM1fU6DO9lDlOg7pruGdtWtfpRaud2jC4BR1bROudjHBqm9o1BfrCnXDZW21LHev/L1t6p0c5ZqL1dtK1TqsaRylh4/q262luuGyRNd4K4/WaemmYteT6T5cuUM3pLd1rQFetL5QvZOjXFuqFR2s0q59RzTw+AM9srbtU3igt9off6BFXvFhHatrcG0ft7mwXJVH61ReXashXVpr9bZ9Kq+qVenho7JHBKhbm3DVNTS6lqpclRqrlLhQSdKu0kotynFoVM94pSVE6Nl/rlPfdlFqHxOs91fk65pebRQZ5OMK6wBwLrhCDKBZ1dY36r/eXClDhqpq6vX3b7ZJku4a3lnz1xRoc2G5/LxtSksI1+2DUxTi7y17hL9SWoeq0Wno+r6Jqq6p11cbi+Rtsyo+MlBRwb7y97bpN+lNgc/Py6abL09WkK+nBqW21serd+rLDUVKig7Snv1Vrl0pBnaK1dCucfL3tsnP26ZhaXb9+4c9uiq1tRqdhhbnODTuivaqqWtQbJi/K0QaktrFBMtxoEpd2zRddQ7191JaYoSWbmrakuxwda1C/L30yJg0xUcEaN2uA3pv2Xb917BO+vT7Aq3bdUDz1xS4tnCbMjJVv01vq1Yhvnosc83x7b88FBHko+fnb1BNfdMDMuIjAjS8u1179h/R5sJySVKu45CGdovT9zvK1CspUrcN6qBjdQ1qe3z97L9zHBp+fOeHKzvHas2OMi3P3asrOseq0WnIcaBa/TpES5KiQ/zUJzlSn68t1DW92sgwDH2+do9+k960RZvFYtF1fRM0L3u3buqfpMPVdXIacttf+MSDOOoaGlVVU6+yymOup9RJUkrrEM1dtUNpCeEqr6rV9pIKXd83UZ+tKZCPl02DUmOVtX2f3vpqq6wW6aHRaYoN81PH4yE40NdLnh5WXZUaq3/V7NakjE6KCvLRf3+yTld2jtXaXfvVPyVasyYOUFJ0cHP9VQYArhCfL64Qw6yW5+7Vc/9ary7xYdpUWK4AH09V1dRr3MB2slgsGt7dri83FCmjW5wWrivUlamxyi+p0KDU1lq4vlCJUYHatKcpLDsNQ4O7xMnP26ZGp6GF6wsVFeSrY3UN6hgXKqfT0NJNxfL29FBYgLf8fWxq2ypIa3fuV219o/qlRGt/ZY1KDx1VeVWtrr8sUbtKK5VbdEgyDLUK8ZPjYJWGdbMryM9LkpTrKFeu45BGdI/XVxuLNKZvojYXluvgkRrtr6zRdX0SZPOw6rM1BeqeGOHaAuxYXaOWb9krm9WqLzc0rUv+Nq9UN/VPkrenh75YVygfTw8VHaxW7+RIrdmxX7/rl6S5q3dqVM94fbG2UD2TIrV2537XU+qGd7dr0XqH2/c3LMBb5VW1mnpdmjrEhijY30vzsnfrik4x2nn8ccYn21xYrqKDVfLz9lRSdJBan7TvryRt33tYe/ZXycfLQ7Gh/kqKdv95VVB2RDtLK3SwqlZj+iY2PfntJIera7V62z4dqqrV7/onubZ9O2H3vkoVl1dr174jGjswWR7Wpu9dx7hQrdlRpn4dorWh4ICu7tVGC9Y5FBXsI6vFokanofpGp6KCfTXlnVVKaR2iVsG+amh0akSPePVKijxlez4A+Lm4qa6ZEYhhRlnb9unJj35wfT0sLU6Lc5rC75cbilxXSe8Y2lGeHlYdrW3Q7JO+lppu6JKkW65of9oHJWwpOqRvNu/V3SOallccOVav95Zt1/A0uyvM/W1Rrnq0jVB6+6arlSu3lmjjnnLXOY4D1Zq/psDtnJMdq2vQu19v0/DudiUfP/71pr3aUtS0XEFqeqDFO0vzNDmjk2u3gr8tytXIHvFKjAp0HU9LDNf+ihrdMbSj2sUEu11hPReGYejh97/Txj3l6tk2Qmt3HdDtg1P09tI8V1+OHKvXP5Zv153DO+t0Gyfs2ndEC9YVusb/Y2t27Fd2ftkZj//9m20K9ffW6D4Jpz3+6sKmcbdtdfqnvL26MFdjL2+n0AAv19d920UdD7XSe8u269Yr20uStjgO6evNe3XX8M7626JcpSWGKzrET/df3fVs3yYAOC8E4mZGIAYAAPh1O9e8Zj3jEQAAAMAECMQAAAAwNQIxAAAATI1ADAAAAFMjEAMAAMDUCMQAAAAwNQIxAAAATI1ADAAAAFMjEAMAAMDUCMQAAAAwNQIxAAAATI1ADAAAAFMjEAMAAMDUCMQAAAAwNQIxAAAATI1ADAAAAFMjEAMAAMDUCMQAAAAwtV9NIJ4xY4YsFovuu+8+V9mkSZOUlJQkX19fRUZGavTo0crLyzvnNidPniyLxaKZM2e6lSckJMhisbi9ZsyYcYFGAgAAgIvJryIQr1mzRm+88Ya6du3qVt6zZ0/Nnj1bW7du1eLFi2UYhjIyMtTY2PiTbc6bN0/fffedYmNjT3v86aefVklJiet1zz33XJCxAAAA4OLS4oG4qqpKY8eO1VtvvaXQ0FC3Y3fccYcGDhyohIQE9ejRQ88884wcDocKCgrO2mZxcbHuuecezZkzR56enqetExgYqOjoaNfL39//Qg0JAAAAF5EWD8R33XWXRo0apSFDhpy1XnV1tWbPnq3ExETZ7fYz1nM6nRo3bpweeughde7c+Yz1ZsyYofDwcHXv3l3PP/+8Ghoazvr+tbW1qqysdHsBAADg4mdryTfPzMzUunXrtGbNmjPWmTVrlh5++GFVV1erQ4cOWrJkiby8vM5Y/89//rNsNpumTJlyxjpTpkxRjx49FBYWptWrV2vatGkqKSnRX/7ylzOeM336dD311FPnNjAAAABcNCyGYRgt8cYOh0O9evXSkiVLXGuHr7zySqWlpbndBFdRUaGysjKVlJTohRdeUHFxsVatWiUfH59T2ly7dq1GjRqldevWudYOJyQk6L777nO7We/H3n33XU2aNElVVVXy9vY+bZ3a2lrV1ta6vq6srJTdbldFRYWCgoLO4zsAAACA5lRZWang4OCfzGstFog//fRTjRkzRh4eHq6yxsZGWSwWWa1W1dbWuh2TpLq6OoWGhurtt9/WzTfffEqbM2fO1AMPPCCr9X9XgjQ2Nspqtcput59x7XFubq5SU1OVl5enDh06nFP/z/UbDAAAgJZxrnmtxZZMDB48WJs2bXIrGz9+vFJSUjR16tRTwrAkGYYhwzDcrtSebNy4caesRR42bJjGjRun8ePHn7EvOTk5slqtioqKOo+RAAAA4GLWYoE4MDBQqampbmX+/v4KDw9Xamqqdu3apblz5yojI0ORkZEqKirSjBkz5Ovrq5EjR7rOSUlJ0fTp0zVmzBiFh4crPDzcrU1PT09FR0e7rvxmZWUpOztbgwYNUmBgoLKysnT//ffr97///Sm7XAAAAODS16I31Z2Nj4+PVq5cqZkzZ+rQoUNq1aqVBg4cqNWrV7tdyd22bZsqKirOuV1vb29lZmbqySefVG1trRITE3X//ffrgQceaI5hAAAA4FeuxdYQX+xYQwwAAPDrdq55rcX3IQYAAABaEoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKn9agLxjBkzZLFYdN9997nKJk2apKSkJPn6+ioyMlKjR49WXl7eObc5efJkWSwWzZw50628vLxcY8eOVVBQkEJCQjRhwgRVVVVdoJEAAADgYvKrCMRr1qzRG2+8oa5du7qV9+zZU7Nnz9bWrVu1ePFiGYahjIwMNTY2/mSb8+bN03fffafY2NhTjo0dO1a5ublasmSJPv/8c61YsUJ33HHHBRsPAAAALh4tHoirqqo0duxYvfXWWwoNDXU7dscdd2jgwIFKSEhQjx499Mwzz8jhcKigoOCsbRYXF+uee+7RnDlz5Onp6XZs69atWrRokd5++2317dtXAwYM0CuvvKLMzEzt3bv3Qg8PAAAAv3ItHojvuusujRo1SkOGDDlrverqas2ePVuJiYmy2+1nrOd0OjVu3Dg99NBD6ty58ynHs7KyFBISol69ernKhgwZIqvVquzs7DO2W1tbq8rKSrcXAAAALn4tGogzMzO1bt06TZ8+/Yx1Zs2apYCAAAUEBGjhwoVasmSJvLy8zlj/z3/+s2w2m6ZMmXLa46WlpYqKinIrs9lsCgsLU2lp6RnbnT59uoKDg12vs4VyAAAAXDxaLBA7HA7de++9mjNnjnx8fM5Yb+zYsVq/fr2WL1+u9u3b68Ybb1RNTc1p665du1Yvv/yy/v73v8tisVzQ/k6bNk0VFRWul8PhuKDtAwAAoGW0WCBeu3atysrK1KNHD9lsNtlsNi1fvlx//etfZbPZXDfOBQcHq127dho4cKA++eQT5eXlad68eadtc+XKlSorK1N8fLyrzT179ujBBx9UQkKCJCk6OlplZWVu5zU0NKi8vFzR0dFn7K+3t7eCgoLcXgAAALj42VrqjQcPHqxNmza5lY0fP14pKSmaOnWqPDw8TjnHMAwZhqHa2trTtjlu3LhT1iIPGzZM48aN0/jx4yVJ6enpOnz4sNauXauePXtKkr7++ms5nU717dv3QgwNAAAAF5EWC8SBgYFKTU11K/P391d4eLhSU1O1a9cuzZ07VxkZGYqMjFRRUZFmzJghX19fjRw50nVOSkqKpk+frjFjxig8PFzh4eFubXp6eio6OlodOnSQJHXs2FHDhw/XxIkT9frrr6u+vl533323brrpptNu0QYAAIBLW4vvMnEmPj4+WrlypUaOHKnk5GT97ne/U2BgoFavXu12U9y2bdtUUVHxs9qeM2eOUlJSNHjwYI0cOVIDBgzQm2++eaGHAAAAgIuAxTAMo6U7cTGqrKxUcHCwKioqWE8MAADwK3Suee1Xe4UYAAAA+CUQiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApkYgBgAAgKkRiAEAAGBqBGIAAACYGoEYAAAApmZr6Q5crAzDkCRVVla2cE8AAABwOidy2oncdiYE4vN05MgRSZLdbm/hngAAAOBsjhw5ouDg4DMetxg/FZlxWk6nU3v37lVgYKAsFktLd+eSU1lZKbvdLofDoaCgoJbuDs4T83hpYB4vDczjpYF5/HkMw9CRI0cUGxsrq/XMK4W5QnyerFar4uLiWrobl7ygoCD+wV8CmMdLA/N4aWAeLw3M47k725XhE7ipDgAAAKZGIAYAAICpEYjxq+Tt7a0nnnhC3t7eLd0V/AeYx0sD83hpYB4vDcxj8+CmOgAAAJgaV4gBAABgagRiAAAAmBqBGAAAAKZGIAYAAICpEYjRIq699lrFx8fLx8dHMTExGjdunPbu3XvWc0pLSzVu3DhFR0fL399fPXr00D//+U+3OgkJCbJYLG6vGTNmNOdQTK255rG8vFxjx45VUFCQQkJCNGHCBFVVVTXnUEzt585jQUHBKf/OTrw+/vhjV73THc/MzPwlhmRKzTWPhYWFGjVqlPz8/BQVFaWHHnpIDQ0Nv8SQTOl8fq5KUlZWlq666ir5+/srKChIAwcO1LFjx1zH+Xw8O3aZQIt46aWXlJ6erpiYGBUXF+uPf/yjJGn16tVnPCcjI0OHDx/Wq6++qoiICH344Yd64okn9MMPP6h79+6Smv7BT5gwQRMnTnSdFxgYKH9//+YdkEk11zyOGDFCJSUleuONN1RfX6/x48erd+/e+vDDD3+RcZnNz53HxsZG7d+/363szTff1PPPP6+SkhIFBARIagrEs2fP1vDhw131QkJC5OPj00wjMbfmmMfGxkalpaUpOjraVX7LLbdo4sSJeu6555p9TGZ0Pj9Xs7KyNHz4cE2bNk3XXHONbDabNmzYoNGjR7u2Z+Pz8ScYwK/A/PnzDYvFYtTV1Z2xjr+/v/GPf/zDrSwsLMx46623XF+3adPGeOmll5qrm/gJF2Iet2zZYkgy1qxZ4zq+cOFCw2KxGMXFxc3Tcbg5l3n8sbS0NOMPf/iDW5kkY968eRe4dzhXF2IeFyxYYFitVqO0tNRV9tprrxlBQUFGbW3tBe0vTu9c5rFv377Go48+etZ2+Hw8O5ZMoMWVl5drzpw56tevnzw9Pc9Yr1+/fpo7d67Ky8vldDqVmZmpmpoaXXnllW71ZsyYofDwcHXv3l3PP/88v9r7hVyoeczKylJISIh69erlOmfIkCGyWq3Kzs5u7mGY3rnO48nWrl2rnJwcTZgw4ZRjd911lyIiItSnTx+9++67Mvil5C/iQs1jVlaWunTpolatWrnKhg0bpsrKSuXm5l7wfsPducxjWVmZsrOzFRUVpX79+qlVq1a64oor9O23355Sl8/HMyMQo8VMnTpV/v7+Cg8PV2FhoebPn3/W+h999JHq6+sVHh4ub29vTZo0SfPmzVNycrKrzpQpU5SZmalvvvlGkyZN0nPPPaeHH364uYdiahd6HktLSxUVFeV2js1mU1hYmEpLS5ttHGb3c+fxZO+88446duyofv36uZU//fTT+uijj7RkyRLdcMMNuvPOO/XKK69c6K7jJBd6HktLS93CsCTX1/x7bD4/Zx537dolSXryySc1ceJELVq0SD169NDgwYOVn5/vqsfn409o6UvUuHRMnTrVkHTW19atW1319+/fb2zbts348ssvjf79+xsjR440nE7nGdu/++67jT59+hhfffWVkZOTYzz55JNGcHCwsXHjxjOe88477xg2m82oqam5oGO9lLX0PD777LNG+/btTzkvMjLSmDVr1oUf8CWquefxhKNHjxrBwcHGCy+88JN1H3vsMSMuLu4/GpfZtPQ8Tpw40cjIyHArq66uNiQZCxYsuDCDNIHmnMdVq1YZkoxp06a5lXfp0sV45JFHztgnPh/dcVMdLpj9+/fr4MGDZ63Ttm1beXl5nVJeVFQku92u1atXKz09/ZTjO3fuVHJysjZv3qzOnTu7yocMGaLk5GS9/vrrp32/3NxcpaamKi8vTx06dPiZIzKnlp7Hd999Vw8++KAOHTrkOt7Q0CAfHx99/PHHGjNmzH8wOvNoznk82fvvv68JEyaouLhYkZGRZ637xRdf6Oqrr1ZNTY3rRh+cXUvP4+OPP67PPvtMOTk5rrLdu3erbdu2WrdunetGWJxdc87jifl4//339fvf/95V/rvf/U42m01z5sw57fvx+ejO1tIdwKUjMjLyJz8Qz8TpdEqSamtrT3v86NGjkiSr1X2Vj4eHh+vc08nJyZHVaj3lV/A4s5aex/T0dB0+fFhr165Vz549JUlff/21nE6n+vbte179MqPmnMeTvfPOO7r22mvP6b1ycnIUGhpKGP4ZWnoe09PT9eyzz6qsrMz1c3TJkiUKCgpSp06dzqtfZtSc85iQkKDY2Fht27bNrXz79u0aMWLEGdvl8/FHWvoSNcznu+++M1555RVj/fr1RkFBgbF06VKjX79+RlJSkutXN0VFRUaHDh2M7OxswzAMo66uzkhOTjYuv/xyIzs729ixY4fxwgsvGBaLxfjiiy8MwzCM1atXGy+99JKRk5Nj7Ny50/jggw+MyMhI45ZbbmmxsV7KmmseDcMwhg8fbnTv3t3Izs42vv32W6Ndu3bGzTff3CLjvNSdzzyekJ+fb1gsFmPhwoWntPvZZ58Zb731lrFp0yYjPz/fmDVrluHn52c8/vjjv8i4zKa55rGhocFITU01MjIyjJycHGPRokVGZGTkKb+ex4VxvvP40ksvGUFBQcbHH39s5OfnG48++qjh4+Nj7NixwzAMPh/PBYEYv7iNGzcagwYNMsLCwgxvb28jISHBmDx5slFUVOSqs3v3bkOS8c0337jKtm/fblx//fVGVFSU4efnZ3Tt2tVt+661a9caffv2NYKDgw0fHx+jY8eOxnPPPcf6qGbSXPNoGIZx8OBB4+abbzYCAgKMoKAgY/z48caRI0d+qaGZyvnOo2EYxrRp0wy73W40Njae0u7ChQuNtLQ0IyAgwPD39ze6detmvP7666eti/9cc82jYRhGQUGBMWLECMPX19eIiIgwHnzwQaO+vr45h2Na/8k8Tp8+3YiLizP8/PyM9PR0Y+XKla5jfD7+NNYQAwAAwNTYdg0AAACmRiAGAACAqRGIAQAAYGoEYgAAAJgagRgAAACmRiAGAACAqRGIAQAAYGoEYgAAAJgagRgALmEFBQWyWCzKyclplvYtFos+/fTT/7idxx57THfcccc51b3pppv04osv/sfvCQAnEIgBoJncdtttuu6661q0D3a7XSUlJUpNTZUkLVu2TBaLRYcPH27Rfp2stLRUL7/8sv70pz+5yqqrq3XTTTcpJiZGN998s44ePeo69uijj+rZZ59VRUVFS3QXwCWIQAwAlzAPDw9FR0fLZrO1dFfO6O2331a/fv3Upk0bV9nMmTMVEBCgL7/8Ur6+vpo5c6brWGpqqpKSkvTBBx+0QG8BXIoIxADQQpYvX64+ffrI29tbMTExeuSRR9TQ0OA6fuWVV2rKlCl6+OGHFRYWpujoaD355JNubeTl5WnAgAHy8fFRp06d9NVXX7ktYzh5yURBQYEGDRokSQoNDZXFYtFtt90mSUpISHALnZKUlpbm9n75+fkaOHCg672WLFlyypgcDoduvPFGhYSEKCwsTKNHj1ZBQcFZvw+ZmZm65ppr3MoOHTqk9u3bq0uXLkpJSTnlivY111yjzMzMs7YLAOeKQAwALaC4uFgjR45U7969tWHDBr322mt655139Mwzz7jVe++99+Tv76/s7Gz9z//8j55++mlXEG1sbNR1110nPz8/ZWdn680333RbdvBjdrtd//znPyVJ27ZtU0lJiV5++eVz6q/T6dT1118vLy8vZWdn6/XXX9fUqVPd6tTX12vYsGEKDAzUypUrtWrVKgUEBGj48OGqq6s7bbvl5eXasmWLevXq5VZ+991364033pCnp6dmz56te++91+14nz599P3336u2tvac+g8AZ/Pr/R0aAFzCZs2aJbvdrldffVUWi0UpKSnau3evpk6dqscff1xWa9P1iq5du+qJJ56QJLVr106vvvqqli5dqqFDh2rJkiXauXOnli1bpujoaEnSs88+q6FDh572PT08PBQWFiZJioqKUkhIyDn396uvvlJeXp4WL16s2NhYSdJzzz2nESNGuOrMnTtXTqdTb7/9tiwWiyRp9uzZCgkJ0bJly5SRkXFKu4WFhTIMw9XmCQkJCcrPz1dZWZlatWrlau+E2NhY1dXVqbS01G2pBQCcDwIxALSArVu3Kj093S3o9e/fX1VVVSoqKlJ8fLykpkB8spiYGJWVlUlqusprt9tdYVhqunLaXP212+1uwTU9Pd2tzoYNG7Rjxw4FBga6ldfU1Gjnzp2nbffYsWOSJB8fn1OOWa1Wt7GdzNfXV5LcbrYDgPNFIAaAXzFPT0+3ry0Wi5xO5wV/H6vVKsMw3Mrq6+t/VhtVVVXq2bOn5syZc8qxyMjI054TEREhqWnN8JnqnE55eflZ2wWAn4M1xADQAjp27KisrCy3ELpq1SoFBgYqLi7unNro0KGDHA6H9u3b5ypbs2bNWc/x8vKS1LT++GSRkZEqKSlxfV1ZWandu3e79dfhcLjV+e6779za6NGjh/Lz8xUVFaXk5GS3V3Bw8Gn7k5SUpKCgIG3ZsuUnRutu8+bNiouLcwVqAPhPEIgBoBlVVFQoJyfH7eVwOHTnnXfK4XDonnvuUV5enubPn68nnnhCDzzwgGv98E8ZOnSokpKSdOutt2rjxo1atWqVHn30UUk6Zc3tCW3atJHFYtHnn3+u/fv3q6qqSpJ01VVX6f3339fKlSu1adMm3XrrrfLw8HCdN2TIELVv31633nqrNmzYoJUrV55yA9/YsWMVERGh0aNHa+XKldq9e7eWLVumKVOmqKio6LT9sVqtGjJkiL799ttzGvMJK1euPO2aZAA4HwRiAGhGy5YtU/fu3d1eTz31lFq3bq0FCxbo+++/V7du3TR58mRNmDDBFWjPhYeHhz799FNVVVWpd+/euv32210h9XRrciWpdevWeuqpp/TII4+oVatWuvvuuyVJ06ZN0xVXXKGrr75ao0aN0nXXXaekpCTXeVarVfPmzdOxY8fUp08f3X777Xr22Wfd2vbz89OKFSsUHx+v66+/Xh07dtSECRNUU1OjoKCgM47j9ttvV2Zm5jkvBampqdGnn36qiRMnnlN9APgpFuPHi8YAABetVatWacCAAdqxY4dboP01MwxDffv21f3336+bb775J+u/9tprmjdvnr788stfoHcAzICb6gDgIjZv3jwFBASoXbt22rFjh+69917179//ognDUtPyjjfffFObNm06p/qenp565ZVXmrlXAMyEK8QAcBH7xz/+oWeeeUaFhYWKiIjQkCFD9OKLLyo8PLyluwYAFw0CMQAAAEyNm+oAAABgagRiAAAAmBqBGAAAAKZGIAYAAICpEYgBAABgagRiAAAAmBqBGAAAAKZGIAYAAICp/X/BtRdcqtlFoQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Analyze the optimized mesh\n", + "edge_c, _ = tricon(tria_c, None)\n", + "\n", + "circumcenters_UTM_c, nlinktoosmall_c = small_flow_centers(\n", + " vert_UTM_c, tria_c, edge_c, \n", + " removesmalllinkstrsh=0.11, \n", + " conn=None\n", + ")\n", + "\n", + "vert_c = reproject_node(vert_UTM_c, get_utm_crs_from_crs(crs), crs)\n", + "circumcenters_c = reproject_node(circumcenters_UTM_c, get_utm_crs_from_crs(crs), crs)\n", + "\n", + "# Visualize\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "\n", + "ax.triplot(vert_c[:, 0], vert_c[:, 1], tria_c[:, 0:3], color=\"steelblue\", lw=0.3)\n", + "\n", + "ax.scatter(circumcenters_c[:, 0], circumcenters_c[:, 1], \n", + " color=\"red\", s=5, zorder=5,\n", + " label=f\"Circumcenters too close for Delft3D FM execution ({nlinktoosmall_c} links)\")\n", + "\n", + "ax.set_xlabel(\"Longitude (°)\")\n", + "ax.set_ylabel(\"Latitude (°)\")\n", + "ax.set_title(f\"Optimized Mesh: {len(vert_c)} vertices, {len(tria_c)} triangles\")\n", + "ax.axis(\"equal\")\n", + "ax.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "21ea6cb0", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 6. Bathymetry Interpolation\n", + "\n", + "Interpolate the elevation values from the XYZ data onto the mesh vertices:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "c1fef7e0", + "metadata": {}, + "outputs": [], + "source": [ + "from pymesh2d.geomesh_util.interpolation_mesh import interpolate_from_xyz\n", + "\n", + "# Interpolate bathymetry onto mesh vertices\n", + "z = interpolate_from_xyz(lon, lat, zdat, vert, method = \"nearest\")" + ] + }, + { + "cell_type": "markdown", + "id": "059f0af1", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 7. Export to Grid Formats\n", + "\n", + "Finally, we export the mesh to various formats. Here we use:\n", + "- **NetCDF** format (ADCIRC-style 2DM for D-Flow FM)\n", + "- **GRD** format with boundary conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "075f4ebc", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from pymesh2d.geomesh_util.grd_util import adcirc2DFlowFM\n", + "\n", + "# Export to NetCDF format\n", + "adcirc2DFlowFM(np.column_stack((vert, z)), tria, \"XYZ_grid.nc\")" + ] + }, + { + "cell_type": "markdown", + "id": "5757d4f5", + "metadata": {}, + "source": [ + "### Identify Boundary Conditions\n", + "\n", + "Classify mesh boundaries as open (ocean) or land based on depth:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "45cd8d4b", + "metadata": {}, + "outputs": [], + "source": [ + "from pymesh2d.geomesh_util.border_util import identify_boundary\n", + "\n", + "# Identify boundary types (open ocean vs land)\n", + "edge_tag, edge_open, edge_land = identify_boundary(vert, tria, z, zlim=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "c2315f2e", + "metadata": {}, + "outputs": [], + "source": [ + "from pymesh2d.geomesh_util.grd_util import export_to_grd\n", + "\n", + "# Export to GRD format with boundaries\n", + "export_to_grd(\n", + " \"XYZ_grid.grd\",\n", + " vert=vert,\n", + " tria=tria,\n", + " z=z,\n", + " crs=crs,\n", + " edge_tag=edge_tag,\n", + " edge_open=edge_open,\n", + " edge_land=edge_land,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "6eb7cc9e", + "metadata": {}, + "source": [ + "### Visualize Final Grid with Boundaries\n", + "\n", + "Display the final mesh with boundary classification:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3fb7ef1d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pymesh2d.geomesh_util.grd_util import plot_grd\n", + "\n", + "plot_grd(\"XYZ_grid.grd\", show_boundaries=True)" + ] + }, + { + "cell_type": "markdown", + "id": "0746626f", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### References\n", + "\n", + "- **pymesh2D Repository**: [https://github.com/GeoOcean/pymesh2d](https://github.com/GeoOcean/pymesh2d)\n", + "- **Original MESH2D**: Darren Engwirda, *Locally-optimal Delaunay-refinement and optimisation-based mesh generation*, Ph.D. Thesis, University of Sydney, 2014 - [https://github.com/dengwirda/mesh2d](https://github.com/dengwirda/mesh2d)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "work", + "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": "3.11.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/mesh/extra/Boundaries&Wrapper_Santona.ipynb b/toolkit/mesh/extra/Boundaries&Wrapper_Santona.ipynb new file mode 100644 index 00000000..2f7ba07b --- /dev/null +++ b/toolkit/mesh/extra/Boundaries&Wrapper_Santona.ipynb @@ -0,0 +1,432 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "ffeb9bcd", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import os.path as op\n", + "from datetime import datetime\n", + "from typing import Tuple, Union\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pyTMD\n", + "import timescale\n", + "import xarray as xr\n", + "from bluemath_tk.topo_bathy.mesh_utils import decode_open_boundary_data, read_adcirc_grd\n", + "\n", + "\n", + "def extract_pos_nearest_points_regular(\n", + " xds_grid: xr.Dataset,\n", + " lon_points: Union[list, np.ndarray],\n", + " lat_points: Union[list, np.ndarray],\n", + ") -> Tuple[int, int]:\n", + " \"\"\"\n", + " Find the closest grid point indices for given longitude and latitude points.\n", + "\n", + " Parameters\n", + " ----------\n", + " xds_grid : xr.Dataset\n", + " Dataset containing grid data (lon_z, lat_z, hz).\n", + " lon_points : list or np.ndarray\n", + " Longitudes of interest.\n", + " lat_points : list or np.ndarray\n", + " Latitudes of interest.\n", + "\n", + " Returns\n", + " -------\n", + " pos_lon_points_mesh : int\n", + " Index of closest longitude grid point.\n", + " pos_lat_points_mesh : int\n", + " Index of closest latitude grid point.\n", + "\n", + " Notes\n", + " -----\n", + " Converts negative longitudes by adding 360 and uses squared differences to find the nearest grid point.\n", + " Assumes grid is regularly spaced.\n", + " \"\"\"\n", + "\n", + " if lon_points < 0:\n", + " lon_points = lon_points + 360\n", + "\n", + " z = xds_grid.hz.values\n", + " Lon_grid = xds_grid.lon_z.values\n", + " Lat_grid = xds_grid.lat_z.values\n", + " LLat, LLon = np.meshgrid(Lat_grid, Lon_grid)\n", + "\n", + " Lon_val = LLon[z != 0]\n", + " Lat_val = LLat[z != 0]\n", + "\n", + " index = np.nanargmin((lat_points - Lat_val) ** 2 + (lon_points - Lon_val) ** 2)\n", + "\n", + " pos_lon_points_mesh = Lon_val[index]\n", + " pos_lat_points_mesh = Lat_val[index]\n", + "\n", + " return pos_lon_points_mesh, pos_lat_points_mesh" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b357d184", + "metadata": {}, + "outputs": [], + "source": [ + "tini = datetime(2020, 7, 11, 0, 0)\n", + "tend = datetime(2020, 7, 11, 17, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "41eebdf6", + "metadata": {}, + "outputs": [], + "source": [ + "tide_dir = \"/home/grupos/geocean/faugeree/BlueMath/toolkit/mesh/TOPEX\"\n", + "TIDE_MODEL = \"TPX09_atlas_v4\"\n", + "\n", + "model_directory = os.path.join(tide_dir, TIDE_MODEL)\n", + "grid_file = \"grid_tpxo9_atlas_v4.nc\"\n", + "model_files = [\n", + " \"h_q1_tpxo9_atlas_30_v4.nc\",\n", + " \"h_o1_tpxo9_atlas_30_v4.nc\",\n", + " \"h_p1_tpxo9_atlas_30_v4.nc\",\n", + " \"h_k1_tpxo9_atlas_30_v4.nc\",\n", + " \"h_n2_tpxo9_atlas_30_v4.nc\",\n", + " \"h_m2_tpxo9_atlas_30_v4.nc\",\n", + " \"h_s2_tpxo9_atlas_30_v4.nc\",\n", + " \"h_k2_tpxo9_atlas_30_v4.nc\",\n", + " \"h_m4_tpxo9_atlas_30_v4.nc\",\n", + " \"h_ms4_tpxo9_atlas_30_v4.nc\",\n", + " \"h_mn4_tpxo9_atlas_30_v4.nc\",\n", + " \"h_2n2_tpxo9_atlas_30_v4.nc\",\n", + " \"h_mf_tpxo9_atlas_30_v4.nc\",\n", + " \"h_mm_tpxo9_atlas_30_v4.nc\",\n", + "]\n", + "\n", + "grid_file = os.path.join(model_directory, grid_file)\n", + "model_file = [os.path.join(model_directory, m) for m in model_files]\n", + "\n", + "model_format = \"netcdf\"\n", + "TYPE = \"z\"\n", + "SCALE = 1.0 / 1000.0\n", + "\n", + "days_calc = (tend - tini).total_seconds() / 86400" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "03937c8f", + "metadata": {}, + "outputs": [], + "source": [ + "gr3_path = \"../outputs/Santona_mesh_adcirc.grd\"\n", + "Nodes, Elmts, lines = read_adcirc_grd(gr3_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "86a031e0", + "metadata": {}, + "outputs": [], + "source": [ + "xds_grid = xr.open_dataset(grid_file)\n", + "lon_TOPEX, lat_TOPEX = extract_pos_nearest_points_regular(\n", + " xds_grid, np.mean(Nodes[:, 1]), np.mean(Nodes[:, 2])\n", + ")\n", + "amp, ph, D, c = pyTMD.io.ATLAS.extract_constants(\n", + " lon_TOPEX,\n", + " lat_TOPEX,\n", + " grid_file,\n", + " model_file,\n", + " TYPE=TYPE,\n", + " METHOD=\"spline\",\n", + " GZIP=False,\n", + " SCALE=SCALE,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "418ee8fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Boundary condition')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# calculate complex phase in radians for Euler's\n", + "cph = -1j * ph * np.pi / 180.0\n", + "\n", + "# calculate constituent oscillation\n", + "hc = amp * np.exp(cph)\n", + "\n", + "time_range = pd.date_range(start=tini, end=tend, freq=\"5min\")\n", + "time_range_s = (time_range - time_range[0]).total_seconds()\n", + "ts = timescale.from_datetime(time_range)\n", + "\n", + "TIDE = pyTMD.predict.time_series(\n", + " ts.tide, hc, c, deltat=ts.tt_ut1, corrections=model_format\n", + ")\n", + "MINOR = pyTMD.predict.infer_minor(\n", + " ts.tide, hc, c, deltat=ts.tt_ut1, corrections=model_format\n", + ")\n", + "\n", + "TIDE += MINOR\n", + "fig, (axs) = plt.subplots(nrows=1, ncols=1, figsize=[15, 4])\n", + "plt.plot(time_range, TIDE.data)\n", + "axs.set_ylabel(\"sea water level (m)\")\n", + "axs.set_title(\"Boundary condition\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a5fbed62", + "metadata": {}, + "outputs": [], + "source": [ + "boundary_info = decode_open_boundary_data(lines)\n", + "longest_boundary_key = max(boundary_info, key=lambda k: len(boundary_info[k]))\n", + "longest_boundary_values = boundary_info[longest_boundary_key]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bc066727", + "metadata": {}, + "outputs": [], + "source": [ + "obs_coordinates = [\n", + " (-3.4283760, 43.340149),\n", + " (-3.4547800, 43.388186),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "18ad381a", + "metadata": {}, + "outputs": [], + "source": [ + "rt_exe = \"templates\"\n", + "\n", + "with open(op.join(rt_exe, \"bctides.in\"), \"w\") as file_bctides:\n", + " file_bctides.write(\"!metamodel\\n0 40. ntip\\n0 nbfr\\n\")\n", + " file_bctides.write(f\"1 nope\\n{len(longest_boundary_values)} 1 0 0 0\")\n", + "\n", + "with open(op.join(rt_exe, \"vgrid.in\"), \"w\") as file_vgrid:\n", + " file_vgrid.write(\n", + " \"2 !ivcor\\n2 1 1.e6\\nZ levels\\n1 -1.e6\\nS levels\\n40. 1. 1.e-4\\n1 -1.\\n2 0.\"\n", + " ) # for 2D grid\n", + "\n", + "with open(op.join(rt_exe, \"station.in\"), \"w\") as file_station:\n", + " file_station.write(\n", + " f\"1 0 0 0 0 0 1 1 0\\n{len(obs_coordinates)} !number of stations\\n\"\n", + " )\n", + " for i in range(len(obs_coordinates)):\n", + " file_station.write(\n", + " f\"{i + 1}\t{obs_coordinates[i][0]}\t{obs_coordinates[i][1]}\t-1\\n\"\n", + " )\n", + "\n", + "with open(op.join(rt_exe, \"elev.th\"), \"w\") as file_elev:\n", + " for i in range(len(time_range_s)):\n", + " file_elev.write(f\"{time_range_s[i]} {TIDE.data[i]}\\n\")\n", + " file_elev.write(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "20050aa3", + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.wrappers.schism.schism_wrapper import SchismModelWrapper" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a54abecb", + "metadata": {}, + "outputs": [], + "source": [ + "metamodel_parameters = {\n", + " # Most important parameters ex MA-LI sheme\n", + " \"indvel\": [1],\n", + " \"ihorcon\": [0],\n", + " \"ishapiro\": [0],\n", + " \"inter_mom\": [0],\n", + " # CORE\n", + " \"ipre\": [0], # Pre-process flag\n", + " \"ibc\": [0], # Baroclinic\n", + " \"ibtp\": [0], # Baroclinic\n", + " \"rnday\": [days_calc], # total simulation time (day)\n", + " \"dt\": [5], # timestem (s)\n", + " # WWM\n", + " \"msc2\": [24],\n", + " \"mdc2\": [30],\n", + " # Number of tracer\n", + " \"ntracer_gen\": [2],\n", + " \"ntracer_age\": [4],\n", + " \"sed_class\": [5],\n", + " \"eco_class\": [27],\n", + " # output\n", + " \"nspool\": [360], # save each nspol * dt\n", + " \"ihfskip\": [518400], # Number of times that it save the Time step (dt) in each file\n", + " # Start time\n", + " \"start_year\": [tini.year],\n", + " \"start_month\": [tini.month],\n", + " \"start_day\": [tini.day],\n", + " \"start_hour\": [tini.hour],\n", + " \"utc_start\": [8], # time zone\n", + " \"ics\": [2], # Coordinate system 2 = lon/lat\n", + " \"ieos_type\": [0], # UNESCO 1980 (nonlinear); =1: linear function of T ONLY, i.e.\n", + " \"ieos_pres\": [0], # without pressure effects\n", + " \"eos_a\": [-0.1], # needed if ieos_type=1; should be <=0\n", + " \"eos_b\": [1001], # needed if ieos_type=1\n", + " # outputs\n", + " \"output_WL\": [1],\n", + " \"output_wind_velocity\": [0],\n", + " \"output_water_temperature\": [0],\n", + " \"output_depth_averaged_vel\": [1],\n", + " \"output_water_salinity\": [0],\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "05b6cf91", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-09-03 08:14:08,726 - SchismModelWrapper - WARNING - Parameter indvel is not in the default_parameters\n", + "2025-09-03 08:14:08,727 - SchismModelWrapper - WARNING - Parameter ihorcon is not in the default_parameters\n", + "2025-09-03 08:14:08,727 - SchismModelWrapper - WARNING - Parameter ishapiro is not in the default_parameters\n", + "2025-09-03 08:14:08,727 - SchismModelWrapper - WARNING - Parameter inter_mom is not in the default_parameters\n", + "2025-09-03 08:14:08,728 - SchismModelWrapper - WARNING - Parameter ipre is not in the default_parameters\n", + "2025-09-03 08:14:08,728 - SchismModelWrapper - WARNING - Parameter ibc is not in the default_parameters\n", + "2025-09-03 08:14:08,728 - SchismModelWrapper - WARNING - Parameter ibtp is not in the default_parameters\n", + "2025-09-03 08:14:08,729 - SchismModelWrapper - WARNING - Parameter rnday is not in the default_parameters\n", + "2025-09-03 08:14:08,729 - SchismModelWrapper - WARNING - Parameter dt is not in the default_parameters\n", + "2025-09-03 08:14:08,730 - SchismModelWrapper - WARNING - Parameter msc2 is not in the default_parameters\n", + "2025-09-03 08:14:08,730 - SchismModelWrapper - WARNING - Parameter mdc2 is not in the default_parameters\n", + "2025-09-03 08:14:08,730 - SchismModelWrapper - WARNING - Parameter ntracer_gen is not in the default_parameters\n", + "2025-09-03 08:14:08,731 - SchismModelWrapper - WARNING - Parameter ntracer_age is not in the default_parameters\n", + "2025-09-03 08:14:08,731 - SchismModelWrapper - WARNING - Parameter sed_class is not in the default_parameters\n", + "2025-09-03 08:14:08,731 - SchismModelWrapper - WARNING - Parameter eco_class is not in the default_parameters\n", + "2025-09-03 08:14:08,732 - SchismModelWrapper - WARNING - Parameter nspool is not in the default_parameters\n", + "2025-09-03 08:14:08,732 - SchismModelWrapper - WARNING - Parameter ihfskip is not in the default_parameters\n", + "2025-09-03 08:14:08,733 - SchismModelWrapper - WARNING - Parameter start_year is not in the default_parameters\n", + "2025-09-03 08:14:08,733 - SchismModelWrapper - WARNING - Parameter start_month is not in the default_parameters\n", + "2025-09-03 08:14:08,733 - SchismModelWrapper - WARNING - Parameter start_day is not in the default_parameters\n", + "2025-09-03 08:14:08,734 - SchismModelWrapper - WARNING - Parameter start_hour is not in the default_parameters\n", + "2025-09-03 08:14:08,734 - SchismModelWrapper - WARNING - Parameter utc_start is not in the default_parameters\n", + "2025-09-03 08:14:08,734 - SchismModelWrapper - WARNING - Parameter ics is not in the default_parameters\n", + "2025-09-03 08:14:08,735 - SchismModelWrapper - WARNING - Parameter ieos_type is not in the default_parameters\n", + "2025-09-03 08:14:08,735 - SchismModelWrapper - WARNING - Parameter ieos_pres is not in the default_parameters\n", + "2025-09-03 08:14:08,735 - SchismModelWrapper - WARNING - Parameter eos_a is not in the default_parameters\n", + "2025-09-03 08:14:08,736 - SchismModelWrapper - WARNING - Parameter eos_b is not in the default_parameters\n", + "2025-09-03 08:14:08,736 - SchismModelWrapper - WARNING - Parameter output_WL is not in the default_parameters\n", + "2025-09-03 08:14:08,737 - SchismModelWrapper - WARNING - Parameter output_wind_velocity is not in the default_parameters\n", + "2025-09-03 08:14:08,737 - SchismModelWrapper - WARNING - Parameter output_water_temperature is not in the default_parameters\n", + "2025-09-03 08:14:08,737 - SchismModelWrapper - WARNING - Parameter output_depth_averaged_vel is not in the default_parameters\n", + "2025-09-03 08:14:08,737 - SchismModelWrapper - WARNING - Parameter output_water_salinity is not in the default_parameters\n" + ] + } + ], + "source": [ + "output_dir = \"CASES\"\n", + "templates_dir = \"templates\"\n", + "\n", + "schism_wrapper = SchismModelWrapper(\n", + " templates_dir=templates_dir,\n", + " metamodel_parameters=metamodel_parameters,\n", + " fixed_parameters={},\n", + " output_dir=output_dir,\n", + ")\n", + "\n", + "# Build the input files\n", + "schism_wrapper.build_cases(\n", + " mode=\"one_by_one\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dd24a6e3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-09-03 08:10:46,567 - SchismModelWrapper - ERROR - Error running command: launchSchism.sh\n", + "2025-09-03 08:10:46,568 - SchismModelWrapper - ERROR - Error: Command 'launchSchism.sh' returned non-zero exit status 2.\n" + ] + } + ], + "source": [ + "# TODO: Change launchSchism.sh by your working executable file!\n", + "\n", + "schism_wrapper.run_cases(launcher=\"launchSchism.sh\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "bluemath-stable", + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/toolkit/mesh/extra/templates/bctides.in b/toolkit/mesh/extra/templates/bctides.in new file mode 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Core (mandatory) parameters; no defaults +!+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +! Pre-processing option. Useful for checking grid violations. + ipre = {{ipre}} !Pre-processor flag (1: on; 0: off) + +! Baroclinic/barotropic option. If ibc=0 (baroclinic model), ibtp is not used. + ibc = {{ibc}} !Baroclinic option + ibtp = {{ibtp}} + + rnday = {{rnday}} !total run time in days + dt = {{dt}} !Time step in sec + +! Grid for WWM (USE_WWM) + msc2 = {{msc2}} !same as msc in .nml ... for consitency check between SCHISM and WWM + mdc2 = {{mdc2}} !same as mdc in .nml + +! Define # of tracers in tracer modules (if enabled) + ntracer_gen = {{ntracer_gen}} !user defined module (USE_GEN) + ntracer_age = {{ntracer_age}} !age calculation (USE_AGE). Must be =2*N where N is # of age tracers + sed_class = {{sed_class}} !SED3D (USE_SED) + eco_class = {{eco_class}} !EcoSim (USE_ECO): must be between [25,60] + +! Global output controls + nspool = {{nspool}} !output step spool + ihfskip = {{ihfskip}} !stack spool; every ihfskip steps will be put into 1_*, 2_*, etc... +/ + +&OPT +!+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +! Optional parameters +!+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +! Starting time + start_year = {{start_year}} !int + start_month = {{start_month}} !int + start_day = {{start_day}} !int + start_hour = {{start_hour}} !double + utc_start = {{utc_start}} !double + +!----------------------------------------------------------------------- +! Coordinate option: 1: Cartesian; 2: lon/lat (hgrid.gr3=hgrid.ll in this case, +! and orientation of element is outward of earth) +!----------------------------------------------------------------------- + ics = {{ics}} !Coordinate option + +!----------------------------------------------------------------------- +! Hotstart option. 0: cold start; 1: hotstart with time reset to 0; 2: +! continue from the step in hotstart.nc +!----------------------------------------------------------------------- + ihot = 0 + +!----------------------------------------------------------------------- +! Equation of State type used +! ieos_type=0: UNESCO 1980 (nonlinear); =1: linear function of T ONLY, i.e. +! \rho=eos_b+eos_a*T, where eos_a<=0 in kg/m^3/C +!----------------------------------------------------------------------- + ieos_type = {{ieos_type}} + ieos_pres = {{ieos_pres}} !used only if ieos_type=0. 0: without pressure effects + eos_a = {{eos_a}} !needed if ieos_type=1; should be <=0 + eos_b = {{eos_b}} !needed if ieos_type=1 + +!----------------------------------------------------------------------- +! Main ramp option +!----------------------------------------------------------------------- + + dramp = 1. !needed if nramp=1; ramp-up period in days + + + drampbc = 1. !not used if nrampbc=0 + +!----------------------------------------------------------------------- +! Method for momentum advection. 0: ELM; 1: upwind (not quite working yet) +!----------------------------------------------------------------------- + iupwind_mom = 0 + +!----------------------------------------------------------------------- +! Methods for computing velocity at nodes. +! If indvel=0, conformal linear shape function is used; if indvel=1, averaging method is used. +! For indvel=0, a stabilization method is needed (see below). +!----------------------------------------------------------------------- + indvel = {{indvel}} + +!----------------------------------------------------------------------- +! 2 stabilization methods, mostly for indvel=0. +! (1) Horizontal viscosity option. ihorcon=0: no viscosity is used; =1: Lapacian; +! =2: bi-harmonic. If ihorcon=1, horizontal viscosity _coefficient_ (<=1/8, related +! to diffusion number) is given in hvis_coef0, and the diffusion # +! is problem dependent; [0.001-1/8] seems to work well. +! If ihorcon=2, diffusion number is given by hvis_coef0 (<=0.025). +! If indvel=1, no horizontal viscosity is needed. +! (2) Shapiro filter (see below) +! +! For non-eddying regime applications (nearshore, estuary, river), two easiest options are: +! (1) indvel=1, ishapiro=ihorcon=0, and any choices of inter_mom; +! (2) indvel=0, ishapiro=1 (shapiro0=0.5), ihorcon=inter_mom=0. +! For applications that include eddying regime, refer to the manual. +!----------------------------------------------------------------------- + ihorcon = {{ihorcon}} + hvis_coef0 = 0.025 !const. diffusion # if ihorcon/=0; <=0.025 for ihorcon=2, <=0.125 for ihorcon=1 +! cdh = 0.01 !needed only if ihorcon/=0; land friction coefficient - not active yet + +!----------------------------------------------------------------------- +! 2nd stabilization method via Shapiro filter. This should normally be used +! if indvel=ihorcon=0. To transition between eddying/non-eddying regimes, use +! indvel=0, ihorcon/=0, and ishapiro=-1 (shapiro.gr3). +!----------------------------------------------------------------------- + ishapiro = {{ishapiro}} !on/off flag + shapiro0 = 0.5 !Shapiro filter strength, needed only if ishapiro=1; max is 0.5 + niter_shap = 1 !needed of ishapiro/=0 - # of iterations with Shapiro filter. Suggested: 1 + +!----------------------------------------------------------------------- +! Implicitness factor (0.5=h2_bcc (i.e. like Z) or uses const extrap +! (i.e. like terrain-following) if h<=h1_bcc(h1_bcc + +!----------------------------------------------------------------------- +! Hydraulic model option. If ihydraulics/=0, hydraulics.in +! is required. This option cannot be used with non-hydrostatic model. +!----------------------------------------------------------------------- + ihydraulics = 0 + +!----------------------------------------------------------------------- +! Point sources/sinks option (0: no; 1: on). If =1, needs source_sink.in (list of elements), +! vsource,th, vsink.th, and msource.th. Source/sinks can be specified at an elem more +! than once, and the code will accumulate the volumes, but for mass conc, one of +! the specified values will be taken (no summation). +!----------------------------------------------------------------------- + if_source = 0 + + dramp_ss = 2 !needed if if_source=1; ramp-up period in days + +!----------------------------------------------------------------------- +! Horizontal diffusivity option. if ihdif=1, horizontal diffusivity is given in hdif.gr3 +!----------------------------------------------------------------------- + ihdif = 0 + +!----------------------------------------------------------------------- +! Bottom friction. +! nchi=0: drag coefficients specified in drag.gr3; nchi=-1: Manning's +! formulation (even for 3D prisms). +! nchi=1: bottom roughness (in meters) specified in rough.gr3 (and in this case, negative +! or 0 depths in rough.gr3 indicate time-independent Cd, not roughness!). +! Cd is calculated using the log law, when dzb>=dzb_min; when dzb=2, TVD or WENO method is used +! on an element/prism if the total depth (at all nodes of the elem.)>=h_tvd and the flag in +! tvd.prop = 1 for the elem. (tvd.prop is required in this case); +! otherwise upwind is used for efficiency. +! itr_met=3 (horizontal TVD) or 4 (horizontal WENO): implicit TVD in the vertical dimension. +! Also if itr_met==3 and h_tvd>=1.e5, some parts of the code are bypassed for efficiency +! Controls for WENO are not yet in place +!----------------------------------------------------------------------- + itr_met = 3 + h_tvd = 5. !used only if itr_met>=2; cut-off depth (m) + !If itr_met=3 or 4, need the following 2 tolerances of convergence. The convergence + !is achieved when sqrt[\sum_i(T_i^s+1-T_i^s)^2]<=eps1_tvd_imp*sqrt[\sum_i(T_i^s)^2]+eps2_tvd_imp + eps1_tvd_imp = 1.e-4 !suggested value is 1.e-4, but for large suspended load, need to use a smaller value (e.g. 1.e-9) + eps2_tvd_imp = 1.e-14 + +!----------------------------------------------------------------------- +! Atmos. option. nws=3 is reserved for coupling with atmospheric model. +! If nws=0, no atmos. forcing is applied. If nws=1, atmos. +! variables are read in from wind.th. If nws=2, atmos. variables are +! read in from sflux_ files. +! If nws=4, ascii format is used for wind and atmos. pressure at each node (see source code). +! If nws>0, 'iwindoff' can be used to scale wind speed (with windfactor.gr3). +! +! Stress calculation: +! If nws=2, ihconsv=1 and iwind_form=0, the stress is calculated from heat exchange +! routine; +! Otherwise if iwind_form=-1, the stress is calculated from Pond & Pichard formulation; +! if iwind_form=1, Hwang (2018) formulation (Cd tapers off at high wind). +! If WWM is enabled and icou_elfe_wwm>0 and iwind_form=-2, stress is overwritten by WWM. +! In all cases, if USE_ICE the stress in ice-covered portion is calculated by ICE routine. +!----------------------------------------------------------------------- + nws = 0 + +!----------------------------------------------------------------------- +! Heat and salt exchange. isconsv=1 needs ihconsv=1; ihconsv=1 needs nws=2. +! If isconsv=1, need to compile with precip/evap module turned on. +!----------------------------------------------------------------------- + ihconsv = 0 !heat exchange option + isconsv = 0 !evaporation/precipitation model + +!----------------------------------------------------------------------- +! Turbulence closure. +!----------------------------------------------------------------------- + itur = 0 !Default: 0 + dfv0 = 1.e-6 !needed if itur=0 + dfh0 = 1.e-6 !needed if itur=0 + mid = 'KL' !needed if itur=3,5. Use KE if itur=5 + stab = 'KC' !needed if itur=3 or 5. Use 'GA' if turb_met='MY'; otherwise use 'KC'. + xlsc0 = 0.7 !needed if itur=3 or 5. Scale for surface & bottom mixing length (>0); default was 0.1 + + +!----------------------------------------------------------------------- +! Sponge layer for elevation and vel. +! If inu_elev=0, no relaxation is applied to elev. +! If inu_elev=1, relax. constants are specified in elev_nudge.gr3 +! and applied to eta=0 (thus a depth=0 means no relaxation). +! Similarly for inu_uv (with input uv_nudge.gr3) +!----------------------------------------------------------------------- + inu_elev = 0 + inu_uv = 0 + +!----------------------------------------------------------------------- +! Nudging options for tracers. If inu_[MOD]=0, no nudging is used. If inu_tr=1, +! nudge to initial condition according to relaxation constants specified. +! If inu_tr=2, nudge to values in [MOD]_nu.nc (with step 'step_nu_tr'). +! The relaxation constants = [horizontal relax (specified in [MOD]_nudge.gr3) + +! vertical relax] times dt, where vertical relax is a linear function of +! vnh[1,2] and vnf[1,2], and [MOD] are tracer model names. +!----------------------------------------------------------------------- + inu_tr(1) = 0 !T + inu_tr(2) = 0 !S + inu_tr(3) = 0 !GEN + inu_tr(4) = 0 !Age + inu_tr(5) = 0 !SED3D + inu_tr(6) = 0 !EcoSim + inu_tr(7) = 0 !ICM + inu_tr(8) = 0 !CoSINE + inu_tr(9) = 0 !FIB + inu_tr(10) = 0 !TIMOR + inu_tr(11) = 0 !FABM + + vnh1 = 400 !vertical nudging depth 1 + vnf1 = 0. !vertical relax \in [0,1] + vnh2 = 401 !vertical nudging depth 2 (must >vnh1) + vnf2 = 0. !vertical relax + + step_nu_tr = 86400. !time step [sec] in all [MOD]_nu.nc (for inu_[MOD]=2) + +!----------------------------------------------------------------------- +! Cut-off depth for cubic spline interpolation near bottom when computing horizontal gradients +! e.g. using hgrad_nodes() (radiation stress, and gradients of qnon and qhat in non-hydro model). +! If depth > h_bcc1 ('deep'), +! a min. (e.g. max bottom z-cor for the element) is imposed in the spline and so a more +! conservative method is used without extrapolation beyond bottom; +! otherwise constant extrapolation below bottom is used. +!----------------------------------------------------------------------- + h_bcc1 = 100. !h_bcc1 + +!----------------------------------------------------------------------- +! Dimensioning parameters for inter-subdomain btrack. +! If error occurs like 'bktrk_subs: overflow' or 'MAIN: nbtrk > mxnbt' +! gradually increasing these will solve the problem +!----------------------------------------------------------------------- + s1_mxnbt = 0.5 + s2_mxnbt = 3.5 + +!----------------------------------------------------------------------- +! Flag for harmonic analysis for elevation. If used , need to turn on cpp flags +! in Makefile first. Otherwise set it to 0. +!----------------------------------------------------------------------- + iharind = 0 + +!----------------------------------------------------------------------- +! Conservation check option. If iflux=1, some fluxes are computed +! in regions specified in fluxflag.prop (regional number from -1 to an arbitrary integer). +!----------------------------------------------------------------------- + iflux = 0 + +!----------------------------------------------------------------------- +! Test flags for debugging. These flags should be turned off normally. +!----------------------------------------------------------------------- +! Williamson test #5 (zonal flow over an isolated mount); if +! on, ics must =2 +!----------------------------------------------------------------------- + izonal5 = 0 !"0" - no test; otherwise on + +!----------------------------------------------------------------------- +! Rotating Gausshill test with stratified T,S (1: on; 0: off) +! Surface T,S read in from *.ic; code generates stratification +!----------------------------------------------------------------------- + ibtrack_test = 0 + +!----------------------------------------------------------------------- +! Rouse profile test (1: on; 0: off) +! If on, must turn on USE_TIMOR +!----------------------------------------------------------------------- + irouse_test = 0 + +!----------------------------------------------------------------------- +! Flag to choose FIB model for bacteria decay (used with USE_FIB) +! flag_fib = 1 - Constant decay rate (/day) in .gr3 format +! (kkfib_1.gr3 and kkfib_2.gr3) +! flag_fib = 2 - Decay rate computed from Canteras et al., 1995 +! flag_fib = 3 - Decay rate computed from Servais et al., 2007 +!---------------------------------------------------------------------- + flag_fib = 1 + +!---------------------------------------------------------------------- +! Marsh model parameters (only if USE_MARSH is on) +!---------------------------------------------------------------------- + slr_rate = 120. !sea-level rise rate in mm/yr, times morphological acceleration if used + +!---------------------------------------------------------------------- +! Vegetation model +! If isav=1, need 3 extra inputs: (1) sav_D.gr3 (depth is stem diameter in meters); +! (2) sav_N.gr3 (depth is # of stems per m^2); +! (3) sav_h.gr3 (height of canopy in meters). +! If one of these depths=0 at a node, the code will set all to 0. +! If USE_MARSH is on and isav=1, all .gr3 must have constant depths! +!---------------------------------------------------------------------- + isav = 0 !on/off flag + + +!---------------------------------------------------------------------- +! Coupling step with ICE module. +!---------------------------------------------------------------------- + nstep_ice = 1 !call ice module every nstep_ice steps of SCHISM + +!+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +! Physical constants +!+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +!----------------------------------------------------------------------- +! Earth's radii at pole and equator (to define an ellipsoid) +!----------------------------------------------------------------------- + rearth_pole = 6378206.4 + rearth_eq = 6378206.4 + +!----------------------------------------------------------------------- +! Specific heat of water (C_p) in J/kg/K +!----------------------------------------------------------------------- + shw = 4184.d0 + +!----------------------------------------------------------------------- +! Reference water density for Boussinesq approximation +!----------------------------------------------------------------------- + rho0 = 1000.d0 !kg/m^3 +/ + +&SCHOUT +!----------------------------------------------------------------------- +! Output section - all optional +!----------------------------------------------------------------------- +! Option for hotstart outputs +!----------------------------------------------------------------------- + nhot = 0 !1: output *_hotstart every 'hotout_write' steps + nhot_write = 8640 !must be a multiple of ihfskip if nhot=1 + +!----------------------------------------------------------------------- +! Station output option. If iout_sta/=0, need output skip (nspool_sta) and +! a station.in. If ics=2, the cordinates in station.in must be in lon., lat, +! and z (positive upward; not used for 2D variables). +!----------------------------------------------------------------------- + iout_sta = 1 + nspool_sta = 60 !needed if iout_sta/=0; mod(nhot_write,nspool_sta) must=0 + +!----------------------------------------------------------------------- +! Global output options +!----------------------------------------------------------------------- + iof_hydro(1) = {{output_WL}} !0: off; 1: on - elev. [m] + iof_hydro(2) = 0 !air pressure [Pa] + iof_hydro(3) = 0 !air temperature [C] + iof_hydro(4) = 0 !Specific humidity [-] + iof_hydro(5) = 0 !solar (shortwave) radiation [W/m/m] + iof_hydro(6) = 0 !sensible flux (positive upward) [W/m/m] + iof_hydro(7) = 0 !latent heat flux (positive upward) [W/m/m] + iof_hydro(8) = 0 !upward longwave radiation (positive upward) [W/m/m] + iof_hydro(9) = 0 !downward longwave radiation (positive downward) [W/m/m] + iof_hydro(10) = 0 !total flux=-flsu-fllu-(radu-radd) [W/m/m] + iof_hydro(11) = 0 !evaporation rate [kg/m/m/s] + iof_hydro(12) = 0 !precipitation rate [kg/m/m/s] + iof_hydro(13) = 0 !Bottom drag coefficient [-] + iof_hydro(14) = {{output_wind_velocity}} !wind velocity vector [m/s] + iof_hydro(15) = 0 !wind stress vector [m^2/s/s] + iof_hydro(16) = {{output_depth_averaged_vel}} !depth-averaged vel vector [m/s] + iof_hydro(17) = 0 !vertical velocity [m/s] + iof_hydro(18) = {{output_water_temperature}} !water temperature [C] + iof_hydro(19) = {{output_water_salinity}} !water salinity [PSU] + iof_hydro(20) = 0 !water density [kg/m^3] + iof_hydro(21) = 0 !eddy diffusivity [m^2/s] + iof_hydro(22) = 0 !eddy viscosity [m^2/s] + iof_hydro(23) = 0 !turbulent kinetic energy + iof_hydro(24) = 0 !turbulent mixing length [m] + iof_hydro(26) = 0 !horizontal vel vector [m/s] + + iof_hydro(27) = 0 !horizontal vel vector defined @side [m/s] + iof_hydro(28) = 0 !vertical vel. @elem [m/s] + iof_hydro(29) = 0 !T @prism centers [C] + iof_hydro(30) = 0 !S @prism centers [PSU] + iof_hydro(31) = 0 !Barotropic pressure gradient force vector (m.s-2) @side centers + +/ \ No newline at end of file diff --git a/toolkit/mesh/extra/templates/station.in b/toolkit/mesh/extra/templates/station.in new file mode 100644 index 00000000..b1bf2ffa --- /dev/null +++ b/toolkit/mesh/extra/templates/station.in @@ -0,0 +1,4 @@ +1 0 0 0 0 0 1 1 0 +2 !number of stations +1 -3.428376 43.340149 -1 +2 -3.45478 43.388186 -1 diff --git a/toolkit/mesh/extra/templates/vgrid.in b/toolkit/mesh/extra/templates/vgrid.in new file mode 100644 index 00000000..62054db2 --- /dev/null +++ b/toolkit/mesh/extra/templates/vgrid.in @@ -0,0 +1,8 @@ +2 !ivcor +2 1 1.e6 +Z levels +1 -1.e6 +S levels +40. 1. 1.e-4 +1 -1. +2 0. \ No newline at end of file diff --git a/toolkit/wrappers/DummyExample.ipynb b/toolkit/wrappers/Dummy/DummyExample.ipynb similarity index 100% rename from toolkit/wrappers/DummyExample.ipynb rename to toolkit/wrappers/Dummy/DummyExample.ipynb diff --git a/toolkit/wrappers/templates/example_file b/toolkit/wrappers/Dummy/templates/example_file similarity index 100% rename from toolkit/wrappers/templates/example_file rename to toolkit/wrappers/Dummy/templates/example_file diff --git a/toolkit/wrappers/templates/test.inp b/toolkit/wrappers/Dummy/templates/test.inp similarity index 100% rename from toolkit/wrappers/templates/test.inp rename to toolkit/wrappers/Dummy/templates/test.inp diff --git a/toolkit/wrappers/SWAN_Island/Cases_Generation_and_Propagation.ipynb b/toolkit/wrappers/SWAN_Island/Cases_Generation_and_Propagation.ipynb new file mode 100644 index 00000000..14dbf5b9 --- /dev/null +++ b/toolkit/wrappers/SWAN_Island/Cases_Generation_and_Propagation.ipynb @@ -0,0 +1,1694 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 4kB\n",
+       "Dimensions:    (lat: 23, lon: 36)\n",
+       "Coordinates:\n",
+       "  * lon        (lon) float64 288B -3.628 -3.625 -3.622 ... -3.53 -3.527 -3.524\n",
+       "  * lat        (lat) float64 184B 43.55 43.55 43.54 43.54 ... 43.49 43.49 43.48\n",
+       "Data variables:\n",
+       "    elevation  (lat, lon) float32 3kB ...
" + ], + "text/plain": [ + " Size: 4kB\n", + "Dimensions: (lat: 23, lon: 36)\n", + "Coordinates:\n", + " * lon (lon) float64 288B -3.628 -3.625 -3.622 ... -3.53 -3.527 -3.524\n", + " * lat (lat) float64 184B 43.55 43.55 43.54 43.54 ... 43.49 43.49 43.48\n", + "Data variables:\n", + " elevation (lat, lon) float32 3kB ..." + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import xarray as xr\n", + "\n", + "bathy = xr.open_dataset(\"inputs/bathymetry_ISLAND_lonlat.nc\")\n", + "bathy" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bathy.elevation.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.wrappers._utils_wrappers import write_array_in_file\n", + "from bluemath_tk.wrappers.swan.swan_wrapper import SwanModelWrapper\n", + "\n", + "\n", + "class CustomSwanWrapper(SwanModelWrapper):\n", + " \"\"\"\n", + " Custom SWAN wrapper that inherits from SwanModelWrapper.\n", + " \"\"\"\n", + "\n", + " def build_case(self, case_dir: str, case_context: dict) -> None:\n", + " write_array_in_file(case_context.get(\"bathymetry\"), f\"{case_dir}/depth.dat\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'xpc': -3.6283266666666667,\n", + " 'ypc': 43.48486065217392,\n", + " 'alpc': 0,\n", + " 'xlenc': 0.10453333333333337,\n", + " 'ylenc': 0.0642686956521672,\n", + " 'mxc': 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"output_type": "execute_result" + } + ], + "source": [ + "from bluemath_tk.topo_bathy.swan_grid import generate_grid_parameters\n", + "\n", + "fixed_parameters = generate_grid_parameters(bathy_data=bathy)\n", + "fixed_parameters[\"bathymetry\"] = bathy.elevation.values\n", + "fixed_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'hs': [1.0],\n", + " 'per': [10.0],\n", + " 'dir': [0.0, 45.0, 90.0, 135.0, 180.0, 225.0, 270.0, 315.0],\n", + " 'dd': [10.0]}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metamodel_parameters = {\n", + " \"hs\": [1.0],\n", + " \"per\": [10.0],\n", + " \"dir\": [0.0, 45.0, 90.0, 135.0, 180.0, 225.0, 270.0, 315.0],\n", + " \"dd\": [10.0],\n", + "}\n", + "metamodel_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-06 17:20:38,465 - CustomSwanWrapper - WARNING - Parameter hs is not in the default_parameters\n", + "2025-10-06 17:20:38,467 - CustomSwanWrapper - WARNING - Parameter per is not in the default_parameters\n", + "2025-10-06 17:20:38,468 - CustomSwanWrapper - WARNING - Parameter dir is not in the default_parameters\n", + "2025-10-06 17:20:38,470 - CustomSwanWrapper - WARNING - Parameter dd is not in the default_parameters\n" + ] + } + ], + "source": [ + "swan_wrapper = CustomSwanWrapper(\n", + " templates_dir=\"templates\",\n", + " metamodel_parameters=metamodel_parameters,\n", + " fixed_parameters=fixed_parameters,\n", + " output_dir=\"CASES\",\n", + ")\n", + "swan_wrapper.build_cases(mode=\"all_combinations\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "swan_wrapper.run_cases_in_background(launcher=\"serial\", num_workers=3)" + ] + }, + { + "cell_type": "code", + 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" + ], + "text/plain": [ + " Size: 80kB\n", + "Dimensions: (case_num: 8, Yp: 23, Xp: 36)\n", + "Coordinates:\n", + " * Xp (Xp) float32 144B -3.628 -3.625 -3.622 ... -3.53 -3.527 -3.524\n", + " * Yp (Yp) float32 92B 43.48 43.49 43.49 43.49 ... 43.54 43.55 43.55\n", + " * case_num (case_num) int64 64B 0 1 2 3 4 5 6 7\n", + "Data variables:\n", + " Hsig (case_num, Yp, Xp) float32 26kB 1.002 1.001 0.9996 ... 1.003 1.003\n", + " Tm02 (case_num, Yp, Xp) float32 26kB 7.632 7.632 7.63 ... 7.631 7.632\n", + " Dir (case_num, Yp, Xp) float32 26kB 0.2334 0.1533 ... 314.8 314.7" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "postprocessed_cases = swan_wrapper.postprocess_cases()\n", + "postprocessed_cases" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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SMlzKm/jcyrr0l96vnRt+/d9IPa65bfjO3hfJNpatjQaM8YMRZ17uj5i/32sj5jrczimitstBGIceGYbvT5/5u7mL1xzP9Zi/V83n6OZ8irqc15n+1oq4JZ+LVD9nbFds+8iSrLo7IGYiAQAAAAAAoFnMRAIAAAAAAGnHspN3T6SOOmmTmUgAAAAAAABoFjORAAAAAABA+rH/uSSr7g6ImUgAAAAAAABoFjORAAAAAABA2rGiR5Zk1d0RMRMJAAAAAAAAzWImEgAAAAAASD/cEynhmIkEAAAAAACAZjETKQ14EzEE6nJBZ5YnbIzn+6ocsdpowFjWb0WM8Q++MDcla2edI+bbX2Mu3Giu2w44D23f4Wxj2cNdg8b4aTk7zes06OKrNsZzPc5tkaSg1eiIJeRzREJ4ZafN52HajogsY1mP1fJt7pWx3xj/4nCWMV67L9MYz/jCkKsu6e5xpo0kKZJhjke9zu2sPcVcSd+T9xrjBSFnY7oGzPlekHHIGO/mM8e7GDY0x3PYWNatL/bL2QdmuPS5bp+vVy2/oN90PNkd9YYA7Vyd7TfGg1a9Mf7dzL85Yl1zzMdrTTdz3fsjzn5gd2MnY9kd9V2M8c/C5vLv7u3tiIUbvcayDS5xE8vcXSoaNf8OW29OP9mG9It4zXVEbHO80evsv0z9nCRlxNnPe+ymeRyxXTYcKa/GcD7ulu/fC31mjHf2OOv4Imo+p90fMf85eTAaMsbrbGf5iMu8hndr+hrjm2q7O2Ihr7nP6B0wn69091ca4129zu/sTJd+0e371vTdHPd5ZRwpmC7nrMli2UeWZNXdEaXMTKT58+fLsizdeuutsdiUKVNUXFysUCik/Px8nX/++dq4ceMx65k4caIsy2qylJSUxF7fvn27rrvuOhUVFSkUCqm4uFj33HOP6uvNnQMAAAAAAABSZBCpvLxcixYt0pAhQ5rEhw8friVLluiTTz7RihUrZNu2xowZo0jE5WeefyopKdGuXbtiywsvvBB7bePGjYpGo1q0aJE++ugj/fKXv9RTTz2lO+64IynbBgAAAAAA2oBtJ3dphSeeeEJ9+vRRMBjUyJEj9c4777TofUuXLpVlWbrgggtatd5EafPL2aqrq1VaWqrFixdr7ty5TV674YYbYv/fp08fzZ07V0OHDtX27dtVXFzsWmcgEFBhYaHxtZKSkiYzk/r27atNmzbpV7/6lR566KHj3BoAAAAAAACnZcuWacaMGXrqqac0cuRILViwQGPHjtWmTZtUUFDg+r7t27fr//yf/6Pvfe97J7C1Zm0+E+mmm27S+PHjNXr06GOWq6mp0ZIlS1RUVKRevXods2xZWZkKCgo0cOBATZ06Vfv27Ttm+crKSnXpYr6O9kvhcFhVVVVNFgDtG3kNpCdyG0g/5DWA1vjynkjJWuL1yCOPaPLkyZo0aZJOO+00PfXUU8rMzNTTTz/t+p5IJKLS0lLNmTNHffua7xV2IrXpINLSpUv13nvvad68ea5lnnzySWVnZys7O1uvvfaaVq5cqYwMl7uo6shMo//8z//UqlWr9Itf/EKrV6/Weeed53oJ3ObNm/X4449rypQpx2zrvHnzlJeXF1uaG8gCkPrIayA9kdtA+iGvAbR39fX1Wr9+fZMJNB6PR6NHj9a6detc33ffffepoKBA11133YloZrPabBCpoqJCt9xyi5577jkFg+anY0lSaWmpNmzYoNWrV2vAgAG69NJLVVdnfjqAJF1++eWaMGGCTj/9dF1wwQV65ZVXVF5errKyMkfZzz77TCUlJbrkkks0efLkY7Z39uzZqqysjC0VFRUt3lYAqYm8BtITuQ2kH/IaQKvYSV4kxyzJcNj8VN0vvvhCkUhE3bs3fcJg9+7dtXv3buN73nrrLf3mN7/R4sWLW7f9SdBm90Rav3699u7dq2HDhsVikUhEb775phYuXKhwOCyv1xv7taF///4688wz1blzZ7388su64oorWrSevn37qlu3btq8ebNGjRoVi+/cuVPnnnuuzj77bP36179utp5AIKBAwPwIewDtE3kNpCdyG0g/5DWAVPX1mZH33HOP7r333uOu99ChQ7r66qu1ePFidevW7bjrS5RWDyK9++67+uSTTyRJp556qkaMGBHX+0eNGqUPP/ywSWzSpEkaNGiQZs2aJa/X63iPbduybdt1ZM9kx44d2rdvn3r06BGLffbZZzr33HNjT3/zeNr81lAAAAAAACCBWnvvopbWLR25yio3NzcWdxvw7tatm7xer/bs2dMkvmfPHuODwbZs2aLt27frRz/6USwWjUYlST6fT5s2bTrmA8eSJe5BpB07duiKK67Qn//8Z3Xq1EmSdPDgQZ199tlaunSpTj755BbVk5OTo8GDBzeJZWVlqWvXrho8eLC2bt2qZcuWacyYMcrPz9eOHTs0f/58hUIhjRs3LvaeQYMGad68ebrwwgtVXV2tOXPm6OKLL1ZhYaG2bNmimTNnql+/fho7dqykIwNIP/jBD3TKKafooYce0ueffx6ry+2JbgAAAAAAAF+Xm5vbZBDJTUZGhoYPH65Vq1bpggsukHRkUGjVqlWaNm2ao/ygQYMcE29+9rOf6dChQ3r00Ufb7N5wcQ8iXX/99WpoaNAnn3yigQMHSpI2bdqkSZMm6frrr9frr7+ekIYFg0GtWbNGCxYs0IEDB9S9e3edc845Wrt2bZNH323atEmVlZWSJK/Xqw8++P/bu//wqMo7//+vMzOZTBISfkOIph8QhKCIKKwUuqUqESJeK2pX0bIqqR9/6+IXqxR10SpeSbdupVUpLruAtVhs+6mXLYuwLBqKBSGCFusCior8kAgFBBLIr5n7+4d1ajz3IZkwk5nMPB/Xda4rec8999z3mfM+M7lzn/ts0XPPPafPPvtMRUVFmjBhgh577LHoaOCqVau0Y8cO7dixwzXgZUyChigBAAAAAEDHMubzLVF1x2jGjBm68cYbNWrUKF1wwQWaO3eu6urqVF5eLkm64YYbdNppp6miokKhUMg18eaLiTxfjXekmAeR1qxZo3Xr1kUHkCRpyJAheuqpp/TNb37zlBrz5cWvi4qKtHz58laf8+WBn5ycHK1cufKk5adNm6Zp06a1t4kpKSzHGver7Qe1V9mQ02yP+5pcsXz/CWtZnxOxxjct+P/a2LrkWPje/7PGj4RzXbF8n73vub5Ga9yXqDmVwCmIGPu5JMtyHmgy9o+PP17yw7i2Kd7OfvkRa7xHyJ7DxbmHXbHTgu6YJPUI1Nrjfns8z+e+NDvkuM+tkpTlcR4Nyn3n0VjPL7F8Vth4tQ2pIexxD5WIx3eHfJ/95iXf7L8jbm1KhCGPPumK1Z9mz6e8nset8Zxsd3njcV704vfIB7/PnWdeueqLISe9ztuxlo8Y30l/R3zZzrte3+e9NBn30h+SdNy0fd2ootM+aXNZr/kOiZwHMfN3D1vjXXPdn9ldg/Zz14m8LGv8eMh+t+/jWe641+e41/nS9lkedOx3Cvc6D/iNx7nEcux4nc9tdcd6nCH+pkyZogMHDmj27NmqqanRiBEjtGLFiuhi27t27Ur55XZiHkQqLi5WU5M7McLhsIqKiuLSKAAAAAAAgFPREWsixequu+6yXr4myXpX+S9bvHhx+140jmIe4vrRj36ku+++W2+++WY09uabb2r69Ol64okn4to4AAAAAAAApIaYZyJNmzZNx48f1+jRoxUIfP705uZmBQIBffe739V3v/vdaNlDhw7Fr6UAAAAAAABtZf66JaruDNTmQaRPPvlERUVFevLJJ+U4XEsJAAAAAACQSdo8iHT22WfrmWeeSbtFqQEAAAAAQPpJxTWROrs2r4n0+OOP69Zbb9XVV1/NZWoAAAAAAAAZps2DSHfccYe2bNmigwcP6qyzztLvf//7RLYLAAAAAACg/SImsVsGimlh7QEDBujVV1/V008/rauuukpDhw6NLq79hc2bN8e1gQAAAAAAAEi+mO/O9vHHH+u3v/2tunfvrsmTJ7sGkQAAAAAAAJKOu7PFXUwjQAsWLNC9996r0tJSvfvuu+rdu3ei2oU4COvU76KX5USs8Z6+OvfrBexXR9abLGv81x+MtJePuMtH2n7lpSef7H0J+Zqs8Tyf/TV7Bmpdsd7+o9ayQYWtcX+mnnE6ibCcuOTPV6X6+57l2I/XLMtx7JXXv/3gPGu8ydg/bmz12M4BJ3vNiLHnqu09/L+D7e+Bz+Ncl++rd8Vs54DPy56wxvOcRmvctr+9jhGfx8qN8TimTrWOVD+uM53f47PP5/G+HYuErPEnt05wxQ4151nL1oazrfG6Znf8mCUmSbVNXvGgNd7vG+58z/Lbz2kRYz+/N4Td56lwxH5+MR51OF656nO/D1k+e/uCHu0OWsoHLPVKUsDjnOZ1LkFiJPL86PVeNhp/m+sY9Ks51rh/uzu3c/fZ6wgdth9rWcc9jsEGS9zjzt/Hruxif81i93f3I7KfuyLqYY2fCNvPJcdD7nhd0H4+6uG3fx8o8Lu/O4Ri+C4g2b97SZLfktue3x0s8Xpjf1+AWLR5EKmsrEwbN27U008/rRtuuCGRbQIAAAAAADgljhJ4d7bEVJvy2jyIFA6HtWXLFp1++umJbA8AAAAAAABSUJsHkVatWpXIdgAAAAAAAMSPMZ9viao7A536QjMAAAAAAABIe9xaDQAAAAAApB3HJHBNpMyciMRMJAAAAAAAALSOmUgAAAAAACD9mL9uiao7AzETCQAAAAAAAK1iJhIAAAAAAEg7jjFyEnQXtUTVm+oYRMJJ+T3m6OX6mlyxnqq1lq2LZMf0mhGfE1P5U+WLcR5iyHH3Pd/XaC3rtf+QmcKyH9upcpxkORFrPM/X0OY6Ih59rLNXrbBlQmzYsU+S9Xu0LxZe+Z7vP2GN9/Efc8Vs54DP483WuNd+tUmVYwHpw+v48zqOjylkjdty5HgkaC37WVOuNX640R0/cCLPWvZog70ddfX214yE3eeNQCBsLZsdtOdq0O8un2WJfR631+H32fd3wBIPeLw3trKx12Fvt1d531fiX/0d7eP1uR8Pftnfo6Djfu8PNOdby553+l5rfEugnyt2uJc9r4MH/fb4EftneVadO+ZvsH/2+Y9awzr4WRd3vdn2nDwWtP8dcqIpyxqvD7vjtWF7HbVB+3mqe8DdyXyf/XtGyPI3leR9jg5avmtkWd5zSfJbBjhOROxlgVgwiAQAAAAAANJP5K9bourOQKyJBAAAAAAAgFYxEwkAAAAAAKQd1kSKv5SZiVRZWSnHcXTPPfdEY7feeqsGDhyonJwc9e7dW5MnT9a2bdtOWs+0adPkOE6LraysrEWZxx9/XGPHjlVubq66deuWgN4AAAAAAACkl5QYRKqurtazzz6r4cOHt4iPHDlSixYt0tatW7Vy5UoZYzRhwgSFwydfEKysrEz79u2Lbr/85S9bPN7Y2Kirr75at99+e9z7AgAAAAAAUoBJ8JaBkn45W21traZOnaoFCxZozpw5LR675ZZboj/3799fc+bM0bnnnqudO3dq4MCBnnVmZ2ersLDQ8/Ef/OAHkqTFixefWuMBAAAAAAAyRNJnIt1555267LLLVFpaetJydXV1WrRokQYMGKDi4uKTlq2qqlKfPn00ZMgQ3X777Tp48GA8mwwAAAAAAFKdMYndMlBSZyItXbpUmzdvVnV1tWeZefPm6f7771ddXZ2GDBmiVatWKRgMepYvKyvTVVddpQEDBuiDDz7QAw88oEsvvVTr16+X3+9vd1sbGhrU0NAQ/f3o0aPtrgtAaiCvgfREbgPph7wGgNSQtJlIu3fv1vTp07VkyRKFQiHPclOnTtVbb72lNWvWaPDgwbrmmmtUX1/vWf7aa6/V5ZdfrnPOOUdXXHGFli1bpurqalVVVZ1SeysqKtS1a9fo1tpsKACpj7wG0hO5DaQf8hpAezgmsVsmStpMpE2bNmn//v06//zzo7FwOKw//OEPevrpp9XQ0CC/3x/9oDjzzDP19a9/Xd27d9dLL72k6667rk2vc8YZZ6hXr17asWOHxo8f3+72zpo1SzNmzIj+fvTo0Yz+8PJbVhHL9zVay4ac5kQ3p0NlORFXzLY/kPpSJa/DclyxeB1TtrpjZcvtWPO6h/+4NR4xp96+eMhy7DdssL0PtnOAV1lJ8qVGF2MW6cSntVTJ7VRW4Guwxv0ex3fI1+SKeeVNtqWsJOUF3K/ZPWg/NxxrzrbGa5vs8caIe7a5L8Zv9wFL373qiDVuLet5zvCKx9C+NPxe0hnzOpbP8nh8XktSruPOsywn11r2/+QdssYPdM1zxXbV2/9sbG60TwbwNdn747OcNozHB6XfY95A47EsV6yh0X7FSXO2R7vDHuWNe46FLSZJTcZeR33E0r6AOyZJ+f4T9ro9/65yx73OxUHLd7X6FPnehc4taYNI48eP1zvvvNMiVl5erpKSEs2cOdN66ZkxRsaYFlNZW7Nnzx4dPHhQ/fr1O6X2ZmdnKzvb/sUFQOdEXgPpidwG0g95DaBdErl2EWsidaz8/HwNGzasRSwvL089e/bUsGHD9OGHH+rFF1/UhAkT1Lt3b+3Zs0eVlZXKycnRpEmTos8pKSlRRUWFrrzyStXW1uoHP/iBvv3tb6uwsFAffPCB7r//fg0aNEgTJ06MPmfXrl06dOiQdu3apXA4rLfffluSNGjQIHXp0qVD+g8AAAAAANCZJHVh7ZMJhUJau3at5s6dq8OHD6tv374aN26c1q1bpz59+kTLbd++XUeOHJEk+f1+bdmyRc8995w+++wzFRUVacKECXrsscda/Odi9uzZeu6556K/n3feeZKk1157TRdeeGHHdBAAAAAAACSME/l8S1TdmSilBpG+vPh1UVGRli9f3upzzJemkOXk5GjlypWtPmfx4sVavHhxe5oIAAAAAAA6Ay5ni7uk3Z0NAAAAAAAAnUdKzUQCAAAAAACIC/PXLVF1ZyBmIgEAAAAAAKBVzEQCAAAAAABpxzFGToLWLkpUvamOmUgAAAAAAABoFTOREDd+r4tC0+zeh579BOIoLCfZTTiprBjzOkse5VO7m9Z8z5RzgK+N701byyG1+Bz7cZynJmvc76tzl81qtJbt4a+1xouyPnPFjmWHrGWPRezx2rA9fjwcdMUaIvavuU3Gb41HjPtgjpjY/t8a8TiphS11e9YRw2v6YjwX+z3ed99Xzmsmzb67tUdnPdcHnbArFnLsed0z65g1XtzlM1esrtGdY5J0IGw/XhtlL28C7lzw2U8l8khVOQ3u1zQeOebeG5+rd7Ks8WP+bFcsy2evJeCRJ9bvDnHKqbDj7mfIZ39/I5b5Ig3Ga4+kMe7OFnfMRAIAAAAAAECrmIkEAAAAAADSj5G8JsTHpe4MxEwkAAAAAAAAtIqZSAAAAAAAIO1wd7b4YyYSAAAAAAAAWsVMJAAAAAAAkH6MEnh3tsRUm+qYiQQAAAAAAIBWMRMJAAAAAACkH2MSOBMpM6ciMRMJAAAAAACgAzzzzDPq37+/QqGQRo8erY0bN3qW/e1vf6tRo0apW7duysvL04gRI/T88893YGvdmIkEAEhL/gRdqB6WE9PrRWJohs9eNdBhfI79gA2p2RXLcsL2sk6TNV7gq3fF6v32r6L1JmiN10Wy7eUjWa5Yk/F71O0u61U+Yuz/b/WqOxxD+YixJ7xX3RHL/37DHnWcqkDA/h6mIr9Mws73HcmrD7F+5mQ57lzN9TVYy/bw11nj/UJHXLGj+SFr2caw/Xh11/DX8n53/vnqPY5jr7Cl66bZo3CDPSfDjv3cc9znPsf4ffZ97XW+tL6eR2fCWR7t8yifbzmPerJU3dj5UyV2EXkeS3GpO0YvvviiZsyYofnz52v06NGaO3euJk6cqO3bt6tPnz6u8j169NCDDz6okpISBYNBLVu2TOXl5erTp48mTpwYh07EjplIAAAAAAAACfbjH/9YN998s8rLy3XWWWdp/vz5ys3N1cKFC63lL7zwQl155ZUaOnSoBg4cqOnTp2v48OF6/fXXO7jlf8MgEgAAAAAASDuOMQndYtHY2KhNmzaptLQ0GvP5fCotLdX69etbfb4xRqtXr9b27ds1bty4mPdFvHA5GwAAAAAAQDscPXq0xe/Z2dnKznZfGvmXv/xF4XBYffv2bRHv27evtm3b5ln/kSNHdNppp6mhoUF+v1/z5s3TJZdcEp/GtwMzkQAAAAAAQPr54u5sidokFRcXq2vXrtGtoqIirl3Iz8/X22+/rerqaj3++OOaMWOGqqqq4voasWAmEgAAAAAAQDvs3r1bBQUF0d9ts5AkqVevXvL7/fr0009bxD/99FMVFhZ61u/z+TRo0CBJ0ogRI7R161ZVVFTowgsvPPXGtwMzkQAAAAAAQPrpgJlIBQUFLTavQaRgMKiRI0dq9erV0VgkEtHq1as1ZsyYNncpEomoocF+18WOwEwkAAAAAACABJsxY4ZuvPFGjRo1ShdccIHmzp2ruro6lZeXS5JuuOEGnXbaadFL4ioqKjRq1CgNHDhQDQ0NWr58uZ5//nn97Gc/S1ofGEQCAAAAAADp50szhhJSd4ymTJmiAwcOaPbs2aqpqdGIESO0YsWK6GLbu3btks/3twvG6urqdMcdd2jPnj3KyclRSUmJfvGLX2jKlClx60asUuZytsrKSjmOo3vuuScau/XWWzVw4EDl5OSod+/emjx58klXLZekadOmyXGcFltZWVmLMocOHdLUqVNVUFCgbt266aabblJtbW0iugUAAAAAACBJuuuuu/Txxx+roaFBGzZs0OjRo6OPVVVVafHixdHf58yZo/fff18nTpzQoUOHtG7duqQOIEkpMohUXV2tZ599VsOHD28RHzlypBYtWqStW7dq5cqVMsZowoQJCofDJ62vrKxM+/bti26//OUvWzw+depUvfvuu1q1apWWLVumP/zhD7rlllvi3i8AAAAAAJAkkQRvGSjpl7PV1tZq6tSpWrBggebMmdPisS8P7PTv319z5szRueeeq507d2rgwIGedWZnZ3uubr5161atWLFC1dXVGjVqlCTpqaee0qRJk/TEE0+oqKgoDr0CALSXXwmacpxgYTnWeCz9iSSh6z57s4EWfI774PR5HNtex3yW4/4nYMj4rWUbTaM1nu87YY3XmyxXrMnYv+aGjf2gt5UPe/y/tcmj3WFjLx+xnB8aPdoXial99rIRj3Z4lf+q+mBTm8oh9djyL+TY3898f7013ivLfYXG0ZyQtWxjxJ4LxuM4rvW762k+7s5fSXKa4vABFbHXYRrtOdLsc/en1mdfJNnzJS1998pr73y379emgDvufZ5ynzNORJqtZYFYJH0m0p133qnLLrtMpaWlJy1XV1enRYsWacCAASouLj5p2aqqKvXp00dDhgzR7bffroMHD0YfW79+vbp16xYdQJKk0tJS+Xw+bdiw4dQ6AwAAAAAAUoJjTEK3TJTUmUhLly7V5s2bVV1d7Vlm3rx5uv/++1VXV6chQ4Zo1apVCgaDnuXLysp01VVXacCAAfrggw/0wAMP6NJLL9X69evl9/tVU1OjPn36tHhOIBBQjx49VFNT41lvQ0NDi9voHT16NIaeAkhF5DWQnshtIP2Q1wCQGpI2E2n37t2aPn26lixZolDIPj1S+nz9orfeektr1qzR4MGDdc0116i+3j71UpKuvfZaXX755TrnnHN0xRVXaNmyZaqurlZVVdUptbeiokJdu3aNbq3NhgKQ+shrID2R20D6Ia8BtMsXd2dL1JaBkjaItGnTJu3fv1/nn3++AoGAAoGA1qxZo5/+9KcKBALRxbO7du2qM888U+PGjdNvfvMbbdu2TS+99FKbX+eMM85Qr169tGPHDklSYWGh9u/f36JMc3OzDh065LmOkiTNmjVLR44ciW67d+9uR68BpBLyGkhP5DaQfshrAEgNSbucbfz48XrnnXdaxMrLy1VSUqKZM2f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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "postprocessed_cases.Hsig.plot(col=\"case_num\", col_wrap=4)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/toolkit/wrappers/SWAN_Island/inputs/bathymetry_ISLAND_lonlat.nc b/toolkit/wrappers/SWAN_Island/inputs/bathymetry_ISLAND_lonlat.nc new file mode 100644 index 00000000..dd5800ac Binary files /dev/null and b/toolkit/wrappers/SWAN_Island/inputs/bathymetry_ISLAND_lonlat.nc differ diff --git a/toolkit/wrappers/SWAN_Island/templates/INPUT b/toolkit/wrappers/SWAN_Island/templates/INPUT new file mode 100644 index 00000000..7808c762 --- /dev/null +++ b/toolkit/wrappers/SWAN_Island/templates/INPUT @@ -0,0 +1,32 @@ +$*************************HEADING************************ +$ +PROJ 'ISLAND' '{{ case_num }}' +$ +$********************MODEL INPUT*************************$ +MODE STAT +COORDINATES CARTESIAN +SET level=0 NAUTICAL +$ +CGRID REGULAR {{ xpc }} {{ ypc }} {{ alpc }} {{ xlenc }} {{ ylenc }} {{ mxc }} {{ myc }} CIRCLE {{ mdc }} {{ flow }} {{ fhigh }} +$ +INPGRID BOTTOM REGULAR {{ xpinp }} {{ ypinp }} {{ alpinp }} {{ mxinp }} {{ myinp }} {{ dxinp }} {{ dyinp }} +READINP BOTTOM 1 'depth.dat' 1 0 FREE +$ +BOUndspec SIDE N CONstant PAR {{ hs }} {{ per }} {{ dir }} {{ dd }} +BOUndspec SIDE E CONstant PAR {{ hs }} {{ per }} {{ dir }} {{ dd }} +BOUndspec SIDE W CONstant PAR {{ hs }} {{ per }} {{ dir }} {{ dd }} +BOUndspec SIDE S CONstant PAR {{ hs }} {{ per }} {{ dir }} {{ dd }} +$ +FRICTION JONSWAP +BREAKING +$ +OFF QUAD +$ +$ POINTS 'LOC' FILE 'locations.loc' +$ SPECOUT 'LOC' SPEC2D 'output.spec' +BLOCK 'COMPGRID' NOHEAD 'output.mat' LAY 3 XP YP DEPTH HSIGN TM02 DIR PDIR TPS DSPR PTHSIGN PTRTP PTDIR PTDSPR +$ +TEST 1,0 +COMPUTE +STOP +$ \ No newline at end of file diff --git a/toolkit/wrappers/SWASH_Reef/Cases_Generation_and_Propagation.ipynb b/toolkit/wrappers/SWASH_Reef/Cases_Generation_and_Propagation.ipynb new file mode 100644 index 00000000..e77a4f29 --- /dev/null +++ b/toolkit/wrappers/SWASH_Reef/Cases_Generation_and_Propagation.ipynb @@ -0,0 +1,805 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reef depth of length: 890\n" + ] + } + ], + "source": [ + "from bluemath_tk.topo_bathy.profiles import reef\n", + "\n", + "reef_profile = reef(\n", + " dx=1,\n", + " h0=15,\n", + " Slope1=0.05,\n", + " Slope2=0.05,\n", + " Wreef=100,\n", + " Wfore=100,\n", + " bCrest=15,\n", + " emsl=3,\n", + ")\n", + "print(f\"Reef depth of length: {len(reef_profile)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Reef Profile')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(-reef_profile, c=\"k\")\n", + "plt.plot(range(len(reef_profile)), np.repeat(0, len(reef_profile)), \"lightblue\")\n", + "plt.xlabel(\"Distance along reef\")\n", + "plt.ylabel(\"Elevation\")\n", + "plt.title(\"Reef Profile\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from bluemath_tk.wrappers._utils_wrappers import write_array_in_file\n", + "from bluemath_tk.wrappers.swash.swash_wrapper import SwashModelWrapper\n", + "\n", + "\n", + "class CustomSwashWrapper(SwashModelWrapper):\n", + " \"\"\"\n", + " Custom SWASH wrapper that inherits from SwashModelWrapper.\n", + " \"\"\"\n", + "\n", + " def build_case(self, case_context: dict, case_dir: str) -> None:\n", + " super().build_case(case_context=case_context, case_dir=case_dir)\n", + " write_array_in_file(self.depth_array, f\"{case_dir}/depth.bot\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Hs': [1.0, 2.0, 3.0], 'Hs_L0': [0.01]}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metamodel_parameters = {\n", + " \"Hs\": [1.0, 2.0, 3.0],\n", + " \"Hs_L0\": [0.01],\n", + "}\n", + "metamodel_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "swan_wrapper = CustomSwashWrapper(\n", + " templates_dir=\"templates\",\n", + " metamodel_parameters=metamodel_parameters,\n", + " fixed_parameters={},\n", + " output_dir=\"CASES\",\n", + " depth_array=reef_profile,\n", + ")\n", + "swan_wrapper.build_cases(mode=\"all_combinations\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "swan_wrapper.run_cases_in_background(launcher=\"serial\", num_workers=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Case", + "rawType": "object", + "type": "string" + }, + { + "name": "Status", + "rawType": "object", + "type": "string" + } + ], + "ref": "bba47944-960d-4e8d-9b2a-ab8c20204f70", + "rows": [ + [ + "0", + "0000", + "END" + ], + [ + "1", + "0001", + "END" + ], + [ + "2", + "0002", + "END" + ] + ], + "shape": { + "columns": 2, + "rows": 3 + } + }, + "text/html": [ + "
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+       "Dimensions:   (case_num: 3, Tsec: 180, Xp: 890)\n",
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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "postprocessed_cases = swan_wrapper.postprocess_cases()\n", + "postprocessed_cases" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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4k6ZnTn+GsQljCfYPBiA6MBqA/Ip8n8UnInKiUuIkIiLSgWSVZgEQZg3j3B7n1joWHaTESUTEV9QcQkREpAPJKjMSp4SQhDrHYgJjACVOIiK+oMRJRESkA/FUnBKC6yZOUQHGHCclTiJyvJozZw49e/YkMDCQUaNGsWzZMl+H5KXESUREpAPxJE5dQ7rWOeYZqldkL6LSVdmucYmItLW5c+dy11138dBDD7Fu3TpOPfVUpk6dSlpamq9DAzTHSUREpEPxVpzqGaoXYY3AbDLjcrsorCgkLjiuvcMTkU7G7XZTXun0yXsH+VswmUzNPv/5559n+vTpzJgxA4AXX3yRb7/9lldffZWnnnqqrcJsNiVOIiIiHUhjiZPFbCEyIJL8inx+zPyRi3pf1N7hiUgnU17pZNAj3/rkvbc+fg7B1ualGw6Hg7Vr1/Lggw/W2n/22WezcuXKtgivxTRUT0REpANprDkEQGRAJAAPLX+IgoqC9gpLRKRN5ebm4nQ6iY+Pr7U/Pj6erKwsH0VVmypOIiIiHYTb7W60OQTA5JTJ7C3aC8C2vG2MTxrfbvGJSOcT5G9h6+Pn+Oy9W+rIoX1ut7tFw/3akhInERGRDqLQXojdaQcgPiS+3nPuGnUXacVpLNy/kB0FO5Q4iUijTCZTs4fL+VJsbCwWi6VOdSk7O7tOFcpXNFRPRESkAyiyF/Fz5s8ARAdGY7VYGzx3QPQAAHYU7GiX2ERE2prVamXUqFEsXLiw1v6FCxcyfnzH+AVRx08/RUREjnMVVRVc9MVF3vWZGprf5NE/qj8AO/KVOInI8WPWrFn89re/ZfTo0YwbN4433niDtLQ0brnlFl+HBihxEhER8bkDxQdqLWprs9saPT85LBmA7LLsNo1LRKQ9TZs2jby8PB5//HEyMzMZMmQI8+fPp3v37r4ODVDiJCIi4nOZpZm1ti/re1mj54dbwwEoqSzB5XZhNmnkvYgcH2bOnMnMmTN9HUa9lDiJiIj4WEZJBgBnpJzB70f8nt4RvRs9P8waBoDL7aK0stS7LSIibUe/ohIREfGxzBKj4pQYmsiA6AH4W/wbPT/QLxCr2WgeYXM0PqxPRERahxInERERHztYehCAriFdm32Np8pU7Chuk5hERKQ2JU4iIiI+drDESJySQpOafU14gDHPqalGEiIi0jqUOImIiPiYJ3HqGqqKk4hIR+XTxGnp0qVceOGFJCYmYjKZ+OKLL5q8ZsmSJYwaNYrAwEB69erFa6+91vaBioiItJGKqgryKvIASAxJbPZ1ns56muMkItI+fJo4lZaWMnz4cF555ZVmnb9v3z7OO+88Tj31VNatW8cf/vAH7rjjDj777LM2jlRERKRteFqRB/sFExEQ0ezrlDiJiLQvn7Yjnzp1KlOnTm32+a+99hrdunXjxRdfBGDgwIGsWbOGZ599lssvv7yNohQREWk7h3fUM5lMzb7OM1RPiZOISPvoVHOcfvzxR84+++xa+8455xzWrFlDZWVlvdfY7XZsNluth4iISEdxNB31oKbipDlOIiLto1MlTllZWcTHx9faFx8fT1VVFbm5ufVe89RTTxEREeF9pKSktEeoIiIizeJpDJEY2vz5TaCheiIi7a1TJU5AnWEMbre73v0es2fPpqioyPs4cOBAm8coIiLSXBklGUDLK07RQdEA5JTltHpMIiK+cDSN49pTp0qcEhISyMrKqrUvOzsbPz8/YmJi6r0mICCA8PDwWg8REZGOYmfBTgD6RPZp0XU9wnsAkFqU2soRiYj4Rksbx7U3nzaHaKlx48bx9ddf19q3YMECRo8ejb+/v4+iEhEROTpllWXsLdoLwKCYQS26tkdEDwCyy7MpcZQQag1t7fBE5HjgdkNlmW/e2z8YWtD0pqWN49qbTxOnkpISdu/e7d3et28f69evJzo6mm7dujF79mwyMjJ47733ALjlllt45ZVXmDVrFjfeeCM//vgjb731Fh999JGvPoKIiMhR21GwA5fbRVxQHHHBcS26NtwaTmxQLLnluey37Wdw7OA2ilJEOrXKMniyZXMoW80fDoI1xDfv3QZ8OlRvzZo1jBw5kpEjRwIwa9YsRo4cySOPPAJAZmYmaWlp3vN79uzJ/PnzWbx4MSNGjODPf/4zL7/8slqRi4hIp7Q5dzPQ8mqTR8+IngDsKdrTajGJiEj9fFpxmjRpkre5Q33efffdOvtOP/10fvnllzaMSkREpH38lPkTACO7jDyq6wdED2B11mre3PgmZ3c/m0C/wNYMT0SOB/7BRuXHV+99HOlUc5xERESOFw6ng9VZqwGYkDThqO4xY+gM5u+dT6otlZ8zf+b0lNNbM0QROR6YTMfVcDlf6lRd9URERI4XS9OXUl5VTkxgDP2i+h3VPaIDoxmTMAaAfUX7WjM8ERE5gipOIiIi7cztdvPqhlcBuKzvZZhNR/97TE93vVRbaitEJiLiO001jvM1JU4iIiLtbF32OnYW7CTIL4jfDf7dMd2re3h3APbb9rdGaCIiPrNmzRomT57s3Z41axYAv/vd7+rtfdDelDiJiIi0s3m75wFwbo9ziQiIOKZ7eRbCVeIkIp1dU43jfE1znERERNqR0+VkUdoiAC7qfdEx389Tccopz6HEUXLM9xMRkfopcRIREWlHm/M2Y3PYCLOGMaLLiGO+X5g1jJjAGAD2F6vqJCLSVpQ4iYiItKOVGSsBOKXrKfiZW2fEvHeeU5ESJxGRtqLESUREpB2tObQGMBKn1qLOeiIibU+Jk4iISDupdFWyKXcTACd1OanV7utpEKHESUSk7ShxEhERaSc7C3ZSXlVOmDWMXpG9Wu2+akkuItL2lDiJiIi0k/XZ6wEYHjf8mBa9PdLhLck7citfEZHOTImTiIhIO9mQvQGAEXEjWvW+yWHJmE1mSitLyS3PbdV7i4iIQYmTiIhIO1mXsw6gVdqQH85qsZIUmgRonpOISFtR4iQiItIO9hbtJas0C4vJwtDYoa1+f81zEhFpW0qcRERE2timnE3c+t2tAIxOGE2wf3Crv4e3s15RaqvfW0SkrT311FOMGTOGsLAwunTpwiWXXMKOHTt8HVYtSpxERETaUJG9iNsW3UZ6STpdgrvwxIQn2uR9ekf2BvC2OxcR6UyWLFnCrbfeyk8//cTChQupqqri7LPPprS01NehebXOkuUiIiJSr9c3vk5+RT49I3ry/tT3iQiIaJP3Gdt1LAAbczZSWllKiH9Im7yPiHQubreb8qpyn7x3kF8QJpOpWed+8803tbbfeecdunTpwtq1aznttNPaIrwWU+IkIiLSRiqdlXy952sA7h19b5slTQApYSmkhKVwoPgAq7NWMyllUpu9l4h0HuVV5Yz9cKxP3vvnq38+6qHJRUVFAERHR7dmSMdEQ/VERETayOL0xRTaC+kS1IUJiRPa/P1O6nISANvzt7f5e4mItBW3282sWbOYOHEiQ4YM8XU4Xqo4iYiItJEvdn8BwIW9L8RitrT5+yWFGS3JM0sz2/y9RKRzCPIL4uerf/bZex+N2267jY0bN7J8+fJWjujYKHESERE5Cu9teY/NuZt5dPyjdYairMpcxcc7PmZp+lIALulzSbvElBiSCMDBkoPt8n4i0vGZTKY26eTZVm6//Xa++uorli5dSnJysq/DqUWJk4iISDM4nA5KKkuIDozG4XTwzJpnAIgJiuGBkx/A6XLyxqY3WHpgKZvzNnuvO7/X+fSI6NEuMSaGKnESkc7J7XZz++23M2/ePBYvXkzPnj19HVIdSpxERESa4Y5Fd7A6azWvTXkNf7O/d//nuz7nvjH38enOT5mzfo53/+nJp3P1wKsZ13Vcu8XoSZwySzNxuV2YTZrKLCKdw6233sqHH37Il19+SVhYGFlZWQBEREQQFHR0Q/5amxInERGRJpRVlrHi4AoAbll4C78f8fuaY1VlHCo9xJwNRtI0fch0zut1Hn0j+za7DW9r6RLcBbPJTKWrkrzyPOKC49r1/UVEjtarr74KwKRJk2rtf+edd7juuuvaP6B6KHESERFpwubcmqF3DpeDz3Z+Vuv4ogOLyK/IJ8gviFtH3lqrItWe/M3+dAnuQlZpFpmlmUqcRKTTcLvdvg6hSarhi4iINGFDzoZa2+kl6QCE+YcBMG/XPABOij/JZ0mTR1RAFABF9iKfxiEicrxR4iQiIlKPQ6WH+Gj7R6w9tJbVWasBCLQEeo8HWgKZ0mMKADsKdgBwcsLJ7R/oEcKt4QAUO4p9HImIyPFFQ/VERESOkFWaxbT/TCO/Ir/W/pkjZvL82ucBGBI7hJ7htbs+jYkf024xNiTMalTBlDiJiLQuJU4iIiJHeGHtC3WSpqTQJH43+HdklWbxv33/Y1r/aVgtVu9xi8nCwJiB7R1qHd7EqVKJk4hIa9JQPREROaG53W7WHlrLyoMrqXJVkVeex4L9CwB4efLL9IwwqkoX97kYs8nM7LGzWXrVUs7teS4TkiZ475Mcloyf2fe/j/QkTjaHzceRiEhr6gzNEzqq1vqz8/2/8CIiIj60+MBi7vjhDgBuH3k7fmY/qlxVDI0dyuRukzk95XTyK/KJDoyuc22AJYBXz3qVJ356gvvH3N/OkdfPmzjZlTiJHA/8/Y2GM2VlZR1mPaPOxuFwAGCxWI7pPkqcRETkhOapLgF8uO1D/C3Gl5Qr+l0BgNlkJjYotsHrJyZN5JvLv2nbIFtAc5xEji8Wi4XIyEiys7MBCA4Obvc14jozl8tFTk4OwcHB+PkdW+qjxElERE5YTpeT5RnLvdt5FXmA0Wb83J7n+iqsY6KueiLHn4SEBABv8iQtYzab6dat2zEnnEqcRETkhLIgdQH/2PQPwqxhTE6ZTKG9kDBrGH8c+0dmL5+Ny+1i9tjZBPl1ziExqjiJHH9MJhNdu3alS5cuVFZW+jqcTsdqtWI2H3trByVOIiJywvh6z9f8YfkfvNurslYBcE6Pcziv13l0D+9OWVUZYxJ831b8aKmrnsjxy2KxHPM8HTl66qonIiLHrdzyXLbmbQUgsySTx398HIAp3acQHxzvPe+SPpcAMDh2cKdOmkAVJxGRtuLzxGnOnDn07NmTwMBARo0axbJlyxo9/4MPPmD48OEEBwfTtWtXrr/+evLy8topWhER6Sy25m3l4i8uZtp/pvHi2hd5Zs0zVDgrOKnLSTx7+rN8fMHH3DHyDh4b/xjD44b7OtxW45njZHPY1L5YRKQV+TRxmjt3LnfddRcPPfQQ69at49RTT2Xq1KmkpaXVe/7y5cu59tprmT59Olu2bOGTTz5h9erVzJgxo50jFxGRjsztdvP4j4971zJ6a/NbLNy/ELPJzB/G/sHbKe/GYTdyWd/LfBxt64oKjMLPZLRUTy9J93U4IiLHDZ8mTs8//zzTp09nxowZDBw4kBdffJGUlBReffXVes//6aef6NGjB3fccQc9e/Zk4sSJ3HzzzaxZs6bB97Db7dhstloPERE5vqzJWsPTq55mR/4OADbkbGBL3hasZis3DbvJe97VA66mf3R/X4V59DZ/Div/Bs6mJ4UHWAIYFjcMgB8P/tjWkYmInDB8ljg5HA7Wrl3L2WefXWv/2WefzcqVK+u9Zvz48aSnpzN//nzcbjeHDh3i008/5fzzz2/wfZ566ikiIiK8j5SUlFb9HCIi4lvrs9czfcF0/rXtX9yx6A7KKst4f+v7AFzQ+wJuH3k7X17yJe9PfZ97R9/r42iPwrav4dPrYcEf4es7m3XJ+MTxgBInEZHW5LPEKTc3F6fTSXx8fK398fHxZGVl1XvN+PHj+eCDD5g2bRpWq5WEhAQiIyP529/+1uD7zJ49m6KiIu/jwIEDrfo5RETEt97c9CYutwuAg6UHmfn9TL5L+w6AawZeA0CviF6M6DICi7kTdqP6+fWa11vmNeuSkV1GArCrcFdbRCQickLyeXOIIxeicrvdDS5OtXXrVu644w4eeeQR1q5dyzfffMO+ffu45ZZbGrx/QEAA4eHhtR4iIuJ7ZZVlvLP5Hb5N/bZFTQycLidvbnyTmxbcxN/X/52l6UsxYeKhsQ8BsPbQWlxuF6cmnUq/qH5tFX77Kc2teV1ZBlWOJi+JC44DIK9czZNERFqLz9Zxio2NxWKx1KkuZWdn16lCeTz11FNMmDCB++67D4Bhw4YREhLCqaeeyhNPPEHXrl3bPG4REWkdr298nbc3vw3ArFGzuH7I9fWe53K7MJtqfs/32a7PeHndywD8mGkMRZvSfQpXDbiKvIo83tr0Fl2Cu/D4hMfb+BO0k/L82tsVhRDapdFLogOjASipLMHutBNgCWij4EREThw+qzhZrVZGjRrFwoULa+1fuHAh48ePr/easrKyOqv+ehYBU8tVEZGOrbyqnJUHV1JWWUZ5VTmf7vzUe+ydze+QUZLBQ8sf4sqvr2R7/nZKHCXc9cNdTPx4Il/t+YrVWatZmr6U59Y8V+u+hzeAuHXErfx09U98fenXxAbFtuvnaxNuN5QX1N5XXtjkZeHWcPzN/gDkH5l4iYjIUfFZxQlg1qxZ/Pa3v2X06NGMGzeON954g7S0NO/Qu9mzZ5ORkcF7770HwIUXXsiNN97Iq6++yjnnnENmZiZ33XUXJ598MomJib78KCIi0ojc8lx+/d9fk1WaxalJpzK151RsDhsJIQlYTBYySjI497Nzveff/cPdnNz1ZL5P+x6Ah5Y/VOt+A6IH8OH5H5JXnkewf7B37SIAq8XaPh+qPThKwVk9NC8kDkpz6iZS9TCZTEQHRnOo7BB5FXl0DdWIDBGRY+XTxGnatGnk5eXx+OOPk5mZyZAhQ5g/fz7du3cHIDMzs9aaTtdddx3FxcW88sor3HPPPURGRnLGGWfw9NNP++ojiIhIE9xuN//c8k+ySo2h2csylrEsw1js/NI+l9I1pCuPrHyk1jXpJemk7zLWIIoOjKbEUUKAJQB/iz/BfsH836n/h7/Zn4SQhPb9MO3NUy2yWCE80UicKgqbdWlMUIyROGmek4hIq/Bp4gQwc+ZMZs6cWe+xd999t86+22+/ndtvv72NoxIRkWNV7CjmTyv/xML9NUOyu4d3Z79tv3f7vJ7nkRSWxKK0RRQ5irjzpDtJLUrl0R8fBaB3RG/mXTzPO8+poeZBxy1PdSkoGoKiqvcVNuvSmMAYAPIqlDiJiLQGnydOIiJyfPo29dtaSdPYhLG8fMbLXDP/GnYX7mbm8Jn0iOgBwN/OrFlWYljsMJZnLKfSVck9o+/BZDJhMXXCNuKtoay64hQcDYGRxusWVJxAnfVERFqLEicREWkTuwt3e19P7TmV+8fcT7B/MB+c9wHZZdnepOlI/hZ/Xpj8QjtF2cF5huoFRUNQZPW+puc4gSpOIiKtTYmTiIi0iT2FewB4fPzjXNr3Uu/+YP/gBpMmOYJ3qF5ki4fqRQUa5xdUNC/REhGRxilxEhGRNrG3aC8AvSJ7+TiSTmrZc7D+Q+P1UQzViwwwzi+yF7V6aCIiJyIlTiIi0mpsDhuf7/ycfHs+2WXZAPSKUOLUYvn74PvDFvANjW/xUD1vxcmuipOISGtQ4iQiIq3m6VVP89Wer7zb3cK6EWYN82FEndSRyVHiSHA5jddlzZuzFBEQAajiJCLSWsy+DkBERI4Puwp28fWer2vtu3rg1T6KppM7cjhe4knGArgApbnNuoVnqF6hvbDR80REpHlUcRIRkVbxyrpXcONmSvcphPiHkFOWw+V9L/d1WJ3TkRWn8K7gKDFeN7Pi5EmcSitLqXRW4m/xb8UARUROPEqcRETkmO237WfRgUWYTWZuG3GbGkIcq8MTp9PuN56Djfbi2G1QZQe/gEZvEWYNw2wy43K7KHIUERsU20bBioicGDRUT0REjtmitEWAscitkqZW4Gk5PvI3cMZDxuvASPAsBNyMqpPZZCbCasxzUktyEZFjp8RJRESO2fdp3wNwZrczfRzJccK7flNUzT6zuabqtG9ps27jaRCheU4iIsdOiZOIiByTnLIcNuZsBGBSyiTfBnO88FScDk+cAEKqh9vNuxkyfmnyNlrLSUSk9ShxEhGRY7I4fTFu3AyNHUp8SLyvwzk+1FdxAjAfNjV582dN3iayetHc/Ir8VgpMROTEpcRJRESOmtvt5otdXwBwRrczfBvM8aShxOnQ5prXbleTt0kMSQQgvSS9tSITETlhKXESEZGjUlhRyGsbX2Nj7kaC/IK4uPfFvg7p+OFJnKorRl5DDmvvnr+vydukhKUAkF6sxElE5FipHbmIiLTYaxte4/WNr1PlqgJgxtAZxAXH+Tiq44TbDaU5xusjK05T/wqOUtgxHwqanzgdKD7Q2lGKiJxwVHESEZEWWZO1hr+v/ztVrioiAiK4fvD1zBg6w9dhHR+yNsNfe0FZrjGfKaZP7ePB0XD2E8brglQjyWrE4YmTu4lzRUSkcao4iYhIs1U6K3niJ+OL+6V9LuXxCY/7OKLjzLJnoby6kUPiSRAQWvecyG7Gek5VFWDLgIjkBm+XFJaECROllaUU2AuIDoxuo8BFRI5/qjiJiEizfbj9Q/YU7SE6MJp7Rt/j63COP9aQmtddBtR/jsUf4vobr7M2NXq7AEuAdwhlZklma0QoInLCUuIkIiLNYnPYeGPjGwDcedKd3sVVpY1MuKvhYwnDjOfMjU3eJirAmCelRXBFRI6NEicREWmWtze9jc1ho3dEb3XQayuOUuN56l8hpnfD53WtTpyymk6cPIvgFtgLjjE4EZETm+Y4iYhIow7YDvD57s95b+t7gFFtspgtPo7qOGUvMZ6t9cxtOpyn4tTEUD3AWxksshcdS2QiIic8JU4iItKgb1O/5YGlD+B0OwE4p8c5TEqZ5NugjmeeitPhc52qfbQqjeSoIE7tGwfRPY2dtoPgcoG54QEknoqThuqJiBwbJU4iIlKvzJJMHl7xME63k5O6nMS5Pc/lin5XYDKZfB3a8ctRbDwf0U1vXVoBsz83qkup/3c+hMYDJnBVQlkehDa8hpan4lRYUdgWEYuInDCUOImISL3e2/oe5VXljIgbwdvnvK3hee3BW3GqnThtOWjzvna53Jgt/hASB6XZUHyw0cTJU3HSUD0RkWOj5hAiIlJHkb2Iz3Z9BsAtw29R0tReGpjjVFDq8L4utlcZL8ISqndkNXrLyMBIQEP1RESOlSpOIiICgN1p5x+b/kGofygHig9QXlVOv6h+jE8c7+vQThwNzHE6WFThfW0rryQiyB/CE42ueraDjd5Sc5xERFqHEicREcHtdnPXD3exPGN5rf3XDb5Oc5rai8sFldWJU0BYrUP780q9r4vKK0mBZlec1FVPRKR1aKieiIiwIWeDN2mKDowG4JqB13B+r/N9GdaJpbImOTqy4pSaWztxAiAs0XgubrzipAVwRURahypOIiLCh9s/BOCyvpfx6LhHKa8qJ9g/2MdRnSCKMmDXAuh5mrFtMoNfoPew0+Umy1YzVM+bOEUkGc8FqY3e3lNxKqsqo9JZib/Fv9VCFxE5kShxEhE5weWU5bAwdSEAV/W/CpPJpKSpPf3wF1j/Qc22NQwOGx6ZX+rA5a45bPMkTvGDjeeszeB217rmcGHWMMwmMy63i0J7IXHBDXfgExGRhilxEhE5AW3N28qc9XPwM/ux37afKncVI7uMZGDMQF+HduJJ+7H29hHD9HKK7bW2vRWnuIFgskB5vtEgwlOBOoLZZCbCGkGBvUCJk4jIMVDiJCJygimrLOP2RbeTXZZda/+NQ2/0UUQnuCOre0csfptT0kDi5B8Isf0gZxtkbWowcQJjuJ4ncRIRkaOj5hAiIieYT3Z+QnZZNsF+wVzU+yJ6R/Tm3tH3cmryqb4O7cRUll97O6RLrc0GK04ACUOM5+ytjb6FFsEVETl2qjiJiJxgvk/7HoC7R93NVQOu8nE0Qnl14tTzdAiOhjMfqXW40cQpItl4bmoRXK3lJCJyzJQ4iYicQAoqCtiQswGASSmTfBuMgKMMqqo75k37FwSG1zq84UAhT3+zHYC4sAByiu3YKqpqTgitXsup5FCjb+PprKfESUTk6Pl8qN6cOXPo2bMngYGBjBo1imXLljV6vt1u56GHHqJ79+4EBATQu3dv3n777XaKVkSkc1uesRyX28WA6AEkhCT4OhwpLzCezX51Fr0FeHPZXu/r5Kgg4IiKU2j1sL4mEicN1RMROXY+rTjNnTuXu+66izlz5jBhwgRef/11pk6dytatW+nWrVu911x55ZUcOnSIt956iz59+pCdnU1VVVW954qISG1L0pcAcFryaT6ORICaYXpB0fW2E7f61fx+c0yPaNalFda0IwcIa17FKTIwElDFSUTkWPg0cXr++eeZPn06M2bMAODFF1/k22+/5dVXX+Wpp56qc/4333zDkiVL2Lt3L9HRxsr2PXr0aM+QRUQ6ldLKUp5f8zzrctYxKHoQ36Z+C8Dpyaf7ODIBahpDBEfXe9hVvYBTr7gQLhmRxBtL9x5RcYo3nkuy67m6hobqiYgcO58N1XM4HKxdu5azzz671v6zzz6blStX1nvNV199xejRo/nrX/9KUlIS/fr1495776W8vLzB97Hb7dhstloPEZETgdPlZOZ3M/n3zn+zq2AXX+75EoCk0CSGxA7xcXQCHFZxiqr3cJnDCcANE3oSFeIPGEP13O7qFXE9Q/UcJWAvafBtNFRPROTY+azilJubi9PpJD4+vtb++Ph4srLq7w60d+9eli9fTmBgIPPmzSM3N5eZM2eSn5/f4Dynp556iscee6zV4xcR6ei+S/uOX7J/IdQ/lOsGX8eyjGUU2Yt4cfKLmE0+n+IqUFNxCqq/4lReaSROIQEWIoKMxMnpclPqcBIaUD0vyj8EKkuN4XpHrAHloa56IiLHzuc/OU1HjOl2u9119nm4XC5MJhMffPABJ598Mueddx7PP/887777boNVp9mzZ1NUVOR9HDhwoNU/g4hIR+N2u3lr01sA/HbQb7l5+M3867x/8fWlX9M7srePoxMvz9ykkNh6D5fajTm8Qf5+BPlb8LcYPx9tLWwQ4Rmqp4qTiMjRO6qK08svv1zvfpPJRGBgIH369OG0007DYrE0eI/Y2FgsFkud6lJ2dnadKpRH165dSUpKIiIiwrtv4MCBuN1u0tPT6du3b51rAgICCAgIaM7HEhHp9ObtmsfC/QspqSxhW/42gvyC+PWAX/s6LGlI/j7jOapHvYc9Q/WCrRZMJhMRQf7kljgoKq8kMdLoskdILBTsq7uQ7mEOH6rX2C8oRUSkYUeVOL3wwgvk5ORQVlZGVFQUbrebwsJCgoODCQ0NJTs7m169evHDDz+QkpJS7z2sViujRo1i4cKFXHrppd79Cxcu5OKLL673mgkTJvDJJ59QUlJCaKgxHGHnzp2YzWaSk5OP5qOIiBw3lmcs55GVtRdPvazvZUQF1j9/Rnxs4yew6d/G6+ie9Z7iGaoXbDV+ERkeWJM4eXnmR3lam9fDkzg53U6KK4sJt4Y3eK6IiNTvqIbqPfnkk4wZM4Zdu3aRl5dHfn4+O3fuZOzYsbz00kukpaWRkJDA3Xff3eh9Zs2axT/+8Q/efvtttm3bxt13301aWhq33HILYAyzu/baa73nX3311cTExHD99dezdetWli5dyn333ccNN9xAUFDQ0XwUEZHjgtPl5OlVTwMQ7BdMmDWMKd2ncOuIW30cmdSrNBc+n1GzHd2r3tNqKk7G7znDg2oaRHg1I3GyWqwE+VWvA1Wh4XoiIkfjqCpOf/zjH/nss8/o3btmnHyfPn149tlnufzyy9m7dy9//etfufzyyxu9z7Rp08jLy+Pxxx8nMzOTIUOGMH/+fLp37w5AZmYmaWlp3vNDQ0NZuHAht99+O6NHjyYmJoYrr7ySJ5544mg+hojIcWPxgcWk2lIJs4ax4PIFhPiHaDhWR3ZwXe3tqPorTmXVc5w8FaeIo0ycwKg6lVeVU2gvJIX6R4OIiEjDjipxyszMrHfR2aqqKu+cpcTERIqLi5u818yZM5k5c2a9x9599906+wYMGMDChQtbFrCISCPSi9NZnbWai/tc3Gm7zX2++3MArux3JaHW+jurSQdycH3t7cC6Q+fcbjdlRwzV8yROtqNMnDJLM9VZT0TkKB3VN4TJkydz8803s25dzW/M1q1bx+9//3vOOOMMADZt2kTPnvX/Bk1EpKMocZQw9fOpPLLyEVYerH8NuY6utLKUnw7+BMAFvS7wcTTSLIdXnMbMqPcUe5ULz3JNwQHG7zk9iVNhWcsTJy2CKyJybI4qcXrrrbeIjo5m1KhR3q51o0aNIjo6mn/84x+AMazuueeea9VgRURa20fbP/K+TrOlNXJmx7UiYwUOl4NuYd3UaryzyN5iPF/3Xzi//p+VnlbkAEH+RsUpLszoEptTbK85sQUVJ1DiJCJytI5qqF5CQgILFy5kx44d7NixA7fbzYABA+jfv7/3nMmTJ7dakCIibWVb/jbv67KqMh9GcvQWHVgEwBndztC8ps7A5YSidON1A3OboKYxRICfGYvZ+O8aH24kToeKK2pOVMVJRKRdNDtxmjVrFn/+858JCQlh1qxZdY4vWbLE+/r5559vnehERNrYgeKaRbE70+Kg3+z7hid+foIJiRP4NvVbwEicpBMozgRXFZj9ISyhwdOObEUO0CU8EIBDtsMqToGRxnNFYaNve/haTiIi0nLNTpzWrVtHZWWl93VD9NtOEeks3G43+237vdud5Qul0+XkxV9epMhexPx98wGIDYplWOwwH0cmzVJYPSQ0IhnMDS8Uf2QrcoCE6sQp21Zfxamw0bcNs4YBUFJZ0sKARUQEWpA4/fDDD/W+FhHprPIq8iivKvdud5bEaeXBlWSUZADgZ/LDZDLx+PjHsTTyJVw6EE/iFNmt0dOObEUOEF+dOOWVOnBUubD6mWsSJ7sNnJVg8a/3fqH+RrfFEocSJxGRo3FUc5xERI4Hh1ebAIocnSNxWrjfWJLh1wN+zS3Db8HhdJAQ0vCQL+lAXE5Y87bxuqnEyVF3qF5UsD/+FhOVTjc5JXaSIoMgMKLmoooiCImt936eilOxo+mlQkREpK7OuWCJiEgrSC9Or7XdGSpOTpeTJenGnNIzu51JdGC0kqbOZPNncOBn43VUj0ZPzS9zABAeVFNBMplMdAkzqk5ZRdXD9Sx+UN34obEGEZ71vYorlTiJiBwNJU4icsLKLM0EYGD0QABsdpsvw2mWDTkbyK/IJ8waxknxJ/k6HGmpfUtrXo+4ptFTDxYaw0iTo4Jq7fe0JM8tObwleaTx3EjiFOZfPcdJQ/VERI6KEicROWFllWYB0D/aWEqhow7VW5q+lB8P/ojb7WZRmtF6/PTk0/E31z+XRTqwjF+M52kfQHjXRk/1JE6JEbUTJ08FqriiZp2n5rQk91SclDiJiBwdzXESkROWp+I0IHoAAHannfKqcoL8ghq7rF3N2zWPR1Y+AsBlfS/j50xjmJdaj3cg+5bBl7fCec9Av3MaPs9RCjnV64YlNV0tPFhoDMVLjKz9/2NYgPGju6SismZnMxKnw7vqudwuzCb97lREpCX0r6aInLA8iVPvyN74mYwvox1pnlORvYinVj3l3f581+dklGQQbg1nQuIEH0Z2gnO74dBWcFZXfObdDIX74cMrje0Dq+AfU2qqSx6ZG8HtgtAECE9s8m28FacjE6fA6sTJ3rKKkydxcuOmrLJzLvYsIuJLSpxE5ITkdru9Q/USQxKJrF5EtKCi4S+e7e2j7R9RXlXOgOgB3HnSnd79twy/hWD/YB9GdoLb8BG8Og6WPmNsl+XXPv7WFEhfBV/8vmafvRh2GGtuNafa5Ha7yahOnJKOSJxCqytOxfUmToUN3jPAEuAd3qnOeiIiLaeheiJyQiqyF3nXcIoPiSc6MJrc8lzyK/KbuLJ9lFWW8cG2DwC4YcgNTO05lbEJY8kozeDs7mf7OLoT3Je3Gs9L/g8mzzaSluLq9cAObak5L2c7fPco7P4OcnaA0+iSR2LTiVN+qQN7lQuA+IiAWsdCqytOLZ3jBEbVKb8in+LKYrrS+BwrERGpTYmTiJyQcspzAIgIiCDAEkB0YDSAzxMnp8vJ39f/nYX7F1JoLyQ5NJkp3acAMDRuKEPjhvo0vhOe2w0mszHkDsB2ECoKa44vfqr2+ctfqHuPpJFNvo1nflNcWAABfrUXNg71znFqeeIU6h9KfkW+GkSIiBwFDdUTkRNSob0QgKgA4wtnTFAM4PvE6dUNr/LmpjdJtaViMVm4e9Td+Jn1O64OI28PuA5LWLZ8AYfPF9r2df3XnVOdUPkHN6vilNHA/CaA8EBjuF3tOU6RxnNTiZOns16lEicRkZbST2MROSF5mkBEVC8c6qk45VXktcv7b87dzKMrH2VgzEDuHnU30YHRHLAd4K1NbwEwOWUyM0fM9Hb8kw4iY03t7V0L6j9v/B2w8mXj9fXfQPdx0OcsY7hecHSTb3PQO78psM4xz1C9o6k4eRpEaI6TiEjLKXESkROG0+XknS3vcErXU7wVp8iASKAmccovb7uK05qsNXy842OKHcWsz15PWVUZOwp2sCVvCzcOvZE3N71JlbuKCUkTePmMl9ssDjkGmRtrb+/9wXgOTwZbuvHa7Adn/BFC46E8H7qdYuyP69fst2loDSeoGapnq9WOvDoZK81u9L6eRXCVOImItJwSJxE5Yfx333956ZeXeImXvF3qPBWnmMC2G6pXUFHAaxte48PtH9Y5FmgJZFfBLu5fej9gDB28b/R9rR6DtJLMDcbzoIth65c1+/udYzSAyNoIF74EfgEw/rajfpuDRQ0P1au3HXlsX+O5MA3sJRAQWu99NVRPROToKXESkRPGzvyd3tc/HvwRqJnj1FbNIbJKs7hm/jVklxmVgAt6XUCov/HldfrQ6TjdTv7v5/9je8F2RsWP4u6T7iY+JL5VY5BW4nZD1ibj9eDLaidOXYcZC+C6qoyk6RhlNLD4LTSQOIXEQkgXo+KUsx2SR9d7X8//e6o4iYi0nBInETlhZJRkeF+vyloF4F2/yZM45ZbnNuteS9OXEmAJYGzXsXWO5VfksylnEz0jevLA0gfILssmJSyFP57yR8Ynjq9z/t/O/FtLP4r4QtqPYC8Cayj0PRtMFnA7jWMJw8BsMR6t4GADazgBhAZUr8VUUYXb7cZkMhkH4gfD3myjJXoDiZNnjpO66omItJwSJxE5Yewu3F1nn2eoXrfwbphNZg6VHSKrNIuEkIQG75NenM6t3xtr+ay+ZjWBfjUT+FdnrebORXdSXFnzG/0waxj/OPsfJIYmttZHkfaU9hPMuwUK9hnbgy8BazD0Oh32LAKLFboMarW3s1c5ySm2A5DYSHMIp8tNRaWLIGt1shY/2Jhzlb21wXt7m0NUquIkItJSakcuIsed0spS1mWvw+lyevdVVFWQVpxW51xPc4iIgAiGxQ4DYHnG8kbvvyxjmff14fcsqCjg3iX3UlxZjL/ZqApYzVYeG/+YkqaOrmA/LPoLlOTU3l/lMBa89SRNACddZzxf+T6c8yRc9gb4101wjlZWkTFML8DPTHSItc7xEKsFc3WRqfjwBhEJxv+/ZKxt8N4aqicicvRUcRKRDsfldmHCVDMEqQV2FexixoIZ5Ffkc3ry6bww6QX8Lf5syNmAy7No6WE8iRPAhKQJrM9Zz5L0Jfyq368afI+l6Uu9r/fb9tMvyuiW9tqG18ivyKdPZB8+Ov8jcstzCQ8IJ9wa3uLPIe2oNA/eOc/oipezHaa9X3Ns0eOQV12p7DocJs6ClDHGdkAojLu11cPJOGyYXn1/B0wmE5HBVvJLHRSUVdIlvDpp83TvO7geHGVGVewIGqonInL0VHESkQ5ld8FuJn48kXuW3EOlq7LpCwC7005WaRZut5vn1z7vbfCwJH0JH2z7AICfMn8CYFLKpFrXHp44ndntTMCoOBVUNLwezo78Hd7XqUWpgFFt+nzX5wDcP+Z+Av0CSQ5LVtLUUWX8AhU24/X6f9W0Et/2ldEA4uA6+OR6WFk9/2zaB3DzUmOYXhs72EhjCI/IYKOiWVDmOGxnNwhLBFclHPyl3uvUVU9E5OgpcRKRDuXZNc9S7Chm4f6FzFk/p8nzt+Zt5axPzmLKp1MY8f4Ilmcsx2wyc+PQGwF4fePrlFeV83Pmz0BNcuTRI6KH93XfqL4MihlElauKl355qd4KldvtrpVUpdpSAViQuoAKZwUDowdyStdTWvqxpS253bD+Q6NdOMCOb+DNyfD6aVCUATu/rX3+/PvgjcmwxUiEmXAnDLyg3cL1ruFUz/wmj+hgYwhfQelhiZPJVFN1Svux3uu0jpOIyNFT4iQiHcah0kOsOLjCu/3htg8pshc1es3L6172LmbrSXSu6HcFt428jaTQJEoqS/hm3zdsydsCUCupiQmM8c5F8pgxdAYAn+36zFtBOpzNYaPKXdMGek/hHqBm3tPZPc4+qiGG0oY2fwZf/B7emmKsc+SpIhXsg//cZTR/ADj9AeM57UfADYknweVvwZmPtluoTpebL9Yb3R8bqzhFVc99yj+84gSHJU4/1XudtzmEEicRkRZT4iQiHcaOAqMi0DuiN/2i+lFWVcZLv7zEodJDfLH7C37K/Am32+09f0/hHlZkrMCEiVfPepXJKZOZ0n0K9425D7PJzJTuUwD4809/xuV20SO8BwkhCdww5Ab8zH68OPnFOjFM6T6FWaNmAfDyLy9TXlVe6/iRQ/h25O+gyF7kbW8+MWliq/15SCtZ/Q/juaII5v0e9h/W/GPXAqOleMIwGHV97esu/wcM/RWY2+9H5Qc/72dvTikAPWNDGjyv3ooT1CROB1bBYc1RPDxD9cqqymo1TxERkaYpcRKRDmNngbFAbf/o/tw7+l4APtn5CWd9ehYPr3iYGxfcyBsb3/Ce76kITUqZxMSkibx8xss8P+l5AizGAqRTe04F8M6V8qy5dNdJd7HiqhWM6DKi3jh+M+g3JIYkUmAvYFn6MqpcNRWmAruROCWHJpMQkkCVu4p/bfsX5VXlRAdG0z+qf2v9ccixyNsDP70KW7+qPWzNkzT1PM1o9uAxZjqEd4XT7oPQBDjpWojp3b4xA6m5ZQB0iw7mvKFdGzwvMsQzx+mIeYDxQ8AaBnab0ejiCJ6heqB5TiIiLaXESUQ6DE/ThX5R/RiXOI7bR97uHUoXFxQHwJwNc9hZsJPCikK+3PMlAJf1vaze+w2KGcSV/a4EwGKycE6PcwCjK1mwf92OYx7+Zn/O6Wmce8+Sexj7wVhe/uVl3G43+eVG44nooGhGxxuLjL624TUATupykobpdQS7v4O/j4VvHoR//9bYN+RXUL3YMQB9z4HL34aep0OPU2HoFcb+M/4I9+6Ai3yzKHFh9dC7q8d2w9/S8I/oBitOZgvE9jFeF+yvc52/xd/7iwUlTiIiLaN25CLSYXiG6vWPNqo2Nw27iWsGXoPT7STcGs7dP9zNd2nf8ddVf8VqsVJkL6J3RO9Gh8c9OPZBxieNZ0D0AJJCk5ody/k9z+edze8A4HA5eHPTm5zS9RTy7dWJU0A0pyefzn/2/sd7zcguI1v8mU8Iu7+HHfNh4t0Qkdz867K3w3d/MuYeJZ1kDD3L3ACx/YxW4B4VRbB3Cfz4dzi0GY5ste0XBJNmQ0gc/PwqmP2g/1SjovS7r1rnM7YST5e8qGD/Rs9rcI4TGBUzgJKseq8Ns4ZhL7erJbmISAspcRKRNlPpquSjbR9RWlnKDUNv8P6muz4VVRXstxm/IT98uFuIf808j9tPup3FBxbzc5bRIc9qtvKXiX/Bz9zwP2X+Zv86nfSao390f+4fcz/Pr33eO1Tvx8wfCfIzJuxHBUZxZrcziQ2KJbc8F4BR8aNa/D4nhAUPQ/YWWPMOzE6vd32hev33HmNo3c5v4JECWPosLH4SgqLguv9C3ACjucMv79W9dsAFcNmbkLcLwpMgJBbOfQqGXA5+Vp8Mw2uOwnJj6F1kcN2Fbw/XYMUJIKw6cSo+VO+1of6h5JbnYnPYjj5QEZETkBInEWkzf1rxJ77e+zUAP2f9zJtnv1mni53HnsI9uNwuogKiiA2KrfecXhG9eHjcwzy68lFig2J5YuITDI4d3Gbx/3bQb7m87+Us2L+Ah1c8zKqsVQyNHQpAdGA0/hZ/Hjz5Qf619V+c1f0sBsUMarNYOq0qu5E0gdGE4eAvRgvwPYtgyuMQFm8cc5TC/+435iR1HQ4Xv1K7icOO/8Kat4zX5QVGUpU0qiZpiuwGgy6BwZeCNRTijEWJa81jMplqFq/toAqr5yxFNZE4NVpx8iZOmfVeq0VwRUSOjhInEWkTB2wHag1jW3toLU+vepprBl7DzoKdDIkdUmvonGeYXr/ofo3OE7qs72WclnwaEdYI/C2ND2dqDcH+wZyccDIAW3K3eBe0jQqMAuCcHud4505JPXJ31t7etQBWvQmVZZC2Em5dbSw2u+AhyFhrnJO6DN48okr433uhpLqCYvYzGj54mj786m2jknQc8AzVi2xiqF5MdeKUV1LfUL3qZLSk4YoTaI6TiEhLqTmEiLSJ97e9jxs3E5Mm8sKkFwCYu2MuF31xEfcuuZer/3s1WaU1czA8jSGa05UuNii2XZImj8TQRHpG9MTpdrIiw1hnKjm0BXN1TmSHttbeXvGSkTSBsabSc/3g3fOMpMkvEE6+2ThWZgx/JLa6cuSZr3PKTLjktZr7nXzTcZM0OV1uirxD9Rr//zsuzBj2WuZwUmqvqn0wrLobXwMVJ09Lcq3lJCLSMkqcRKTVFdmL+GL3FwBcO+hazup+Fg+NfYgASwAmjGpSfkU+z6551nuNpxV5v6h+7R5vc0xKmQSAG2MdqZ4RPX0YTSdyaLPxnDC09v5u443niiJwu4whdjcthvP+anS585j6tNHcwWPENTDsCrhxEdy0BKb+tU3Db0+28ko8y5RFBjU+VC8kwI8gfwsAuSX22gc9wx8bmOPkqZqq4iQi0jJKnESk1X2y8xPKq8rpF9WPU7oaC3JeNeAqVv56JSt+vYK5F8wF4Ie0H7A5bLjd7jod9TqaM1LO8L62mCykhKX4MJpOJHO98Tx6OkQdlmz+dh5MfgjihxrJz6/egS4DjWMXvwLBsRA30GgX/qu3jdfDfw0JQ4xzkkZB4ghj3tJxwtMYIjTAD6tf0z+ePVWnnOIjEidPV73SbHAesc4TNUP1VHESEWkZnydOc+bMoWfPngQGBjJq1CiWLVvWrOtWrFiBn58fI0aMaNsARaRFyqvK+XDbhwD8bvDvas1XslqshFnDGBg9kD6RfXC4HHy3/zuySrModhTjZ/KjV0QvX4XeqKGxQ4kOjAYgKTSpXYcKtpvKCnjnPJj7GyjOMtp/L30W1v7TeF2fgv3w3WM1awa53WDLhM9vhk+ugzSjAyJJo+CaT4xq0pXvg38gnH4//H45jL25dgIU1QPuXG9UoMwWGHAe3PoTXPoaxzPP/KaIoOb9vxUbalSl6lScQuONRXDdLsjZUec6DdUTETk6Pm0OMXfuXO666y7mzJnDhAkTeP3115k6dSpbt26lW7duDV5XVFTEtddey5lnnsmhQ/UPRRCR9new5CB/Xf1XcspziA+OZ2qPqfWeZzKZmNpzKn9b9zd+SPuBmMAYAHpE9MBqaXyIkq9YzBZOTz6debvn0SOih6/DaRsH18F+Yw4XfoEw4HxY9GdjO3en0aHOWWlUfsxmKMmBl0ca3fIK98O42+CfF8GRX8gtAUY1yeIP1/2HZgkIa73P1Ul4Fr+NCmlu4tRAxclshq7DjP+WmetrqnTVvF31NFRPRKRFfFpxev7555k+fTozZsxg4MCBvPjii6SkpPDqq682et3NN9/M1Vdfzbhx49opUhFpjN1p57EfH+Ocz87h+7TvMWHi8QmPN1qVOT35dMBYG8mzLtOA6AHtEu/R+t3g3zE4ZjDT+k/zdShtw5ZR8/rgOtgwt2b7x1fg8xvhy5nGMxjrK7mrK1Fb5sG8m+smTWDMbzoeK3StrKC0ea3IPbxD9errrNd1hPGcuaHOIW9XPbUjFxFpEZ9VnBwOB2vXruXBBx+stf/ss89m5cqVDV73zjvvsGfPHv71r3/xxBNPNPk+drsdu73mt3E2mxb8E2lNDqeDu364i+UZxpo7YxLGcNOwm7xzmxrSL6ofiSGJHCw9yPtb3wdgfOL4No/3WPSO7M3HF3zs6zDazuGJU95u4wEQGGE0cfDY/KnRzCFrY80+t6um9fgpM43q065vYff3MGZ628d+HGju4rceDVacwJj/BTUt3g/jqTgVV2qonohIS/gsccrNzcXpdBIfH19rf3x8PFlZWfVes2vXLh588EGWLVuGn1/zQn/qqad47LHHjjleEanL5rBx/9L7WZGxgkBLIC9NfonxSc1LfkwmE5f0vYQ56+cARsOF05JPa8twpSlFGXX3BcfCjIWw7l+QPAbSV8Oy54zFaoOMOV9EpEDRAeP1qffCmQ8br0ffYDykWbxD9ZpoRe4RW11xyjtyjhNA9+q/hwfXQWkehMR4D3kTJ81xEhFpEZ8vgHvkQpdut7vexS+dTidXX301jz32GP36Nb9d8ezZs5k1a5Z322azkZKiblgizbXftp+Ptn9EQUUBw+OGMzFpIhklGSxKW8T8ffOxOWwEWAL425l/a7LKdKRp/afxzy3/pLSylLO7n01EQEQbfQppFls9iVPCUIjuBWc+Ymz3mgSbP4OC1Jrzr3wP5t9rNIg4+cb2iva44138tpnNIUIDjHbkZY56GndEJBsdCw9tgt0LYfhVNddpqJ6IyFHxWeIUGxuLxWKpU13Kzs6uU4UCKC4uZs2aNaxbt47bbrsNAJfLhdvtxs/PjwULFnDGGWfUuS4gIICAgIC2+RAix7ldBbu4/tvrKbIbw7Tm75tf55xeEb14cuKTDI4d3OL7RwdGM/eCudjstqO6XlqZJxEKjISKQuP1kesv+QfBxLvh6zuNbWuocc4NC4z5Tn7697alSuxVLN+Vy/JdxqK/zR2qF2w1foSXOqrqP6HvFCNxSl1WO3Gq7qqn5hAiIi3js8TJarUyatQoFi5cyKWXXurdv3DhQi6++OI654eHh7Np06Za++bMmcOiRYv49NNP6dlTi1FK68ooyeC9Le+xs2AnXUO6ckX/KxjZZaSvw2o1xY5iCioKSApNwmK21Dm+37afGxfcSJG9iP5R/Tmz25msOLiCjTkbiQ2K5dTkUzmz25mMTxyPn/no/ynpHt79WD6GHAuXC1a+DIHhcNJ1NUP1Jj8E/7vPeB1fT0I7+NKaxGncbYc1fvD5IIZO6ZlvtvPPH/d7t5vbVS+kOnEqszfQKj6uutlKwf5au8P8jaF65VXlVLoq8TercYeISHP49KfcrFmz+O1vf8vo0aMZN24cb7zxBmlpadxyyy2AMcwuIyOD9957D7PZzJAhtVuqdunShcDAwDr7RepTWFFIekk6of6hdAvvhtlUf1NJt9vNV3u+4qlVT1FaWerd//Xer/lVv19x10l3dfohZZ/s/IS/rvorFc4KkkOTuWnYTVzQ+wLvF6iteVu584c7yavIo19UP9465y0iAiL4/YjfNzicVjqhjXPhuz8Zr3d/byyYajLDsCuNdZV2LTRakh8pMAIue9Po2HbqrLrHpUX255fV2m52xckzVK+ygYpTZPWwdM/8s2qeihNAqaOUyMDI5gUqInKC82niNG3aNPLy8nj88cfJzMxkyJAhzJ8/n+7djd9AZ2ZmkpaW5ssQpZMrcZTw5Z4v+Xj7x6TaUr37owOjmZA4gXN7nsu4ruO8bbMLKwp5/KfHWbh/IQAj4kbwq36/YnXWar7c8yWf7vyUH9J+YOaImZzZ7UxigmLqe1sA8srzyC3PpU9kn3orOr6yKnMVf/7xz7hxA5Beks4jKx/hmTXPEGGNwO60k1OeA0CP8B68PuX1WomikqbjhKMMvn+8Znt79fpKyWMgKNKYq9TYfKVhVxoPOWYlFbUTn+bOcQq2VidODVWcIjyJU4axgHH1v0N+Zj+C/IIoryqn2FGsxElEpJlMbrfb7esg2pPNZiMiIoKioiLCw8N9HY4cJbvTjr/Z31s1Kq0s5VDZIcyYMZlMbM7dzJpDa5i/dz5lVTW/ze0S1AWbw0aFs8K7L9wazrhEY02wFRkrKKkswc/kx60jb+X6wdd7k57VWat5/MfHvQmYCRPdw7szPG44l/S5hFHxozCZTNgcNl5Y+wKf7fwMN266h3fn5TNepldEr3b602lYYUUhl399Odll2Vzc+2L+MPYP/HvHv3lnyzvkV+R7zzObzJzZ7UweOeURfak6Xn3/uNEdL7IbBMcY3dcAzvgjnHafb2M7wZz74lK2Z9V0uFt87yR6xIY0ed2B/DJO/esPBPqb2f7nehabdlbBX+LBVQV3b4WIJO+hM/99Jtnl2cy9YC6DYga1yucQEemMWpIbaEC6dCrb8rbx5M9Psj5nPX4mP6KDoimtLK01pO5IPSN6cvWAqzm/1/mEWcOodFayIWcD36V9x4LUBeSU5/Bt6rfe8/tH9eex8Y/VaVYwJmEMn130GR9u+5D5++azLX8bqbZUUm2pfLnnS3pF9GJwzGBWHFzhTUJMmLxzheZdPI9wa/sl6wdLDvLqhlfJKs1iYtJEzu91Pn9c/keyy7LpEd6DP4z9A8H+wVw35DquHng1e4v2UlFVgdViJSk0qdMPR5QjFGUYw/JsByGyO2z40Ng/5XFjLsyXt4K9BIb/2rdxnoCObO7Q3AVwPRWnikoXTpcbi/mIarDFD8IToTDNGK53WOIUag0luzxbnfVERFpAiZN0aG63m+/SvmPxgcXkVeSxKnMVlS5jkcgqdxXZZdnec0P8QzBhwu600z+qP8O7DOf05NM5pesptYaX+Vv8GZ0wmtEJo7lv9H38kv0LW/O24na7GRw7mFHxoxqc/2S1WLluyHVcN+Q68srz2Ja/je/2f8f8ffPZW7SXvUV7AWOI2yPjHqF3ZG+u/d+17Lft57k1z/HY+PZZU2xb3jZuXHijtxveT5k/8eyaZwEItATyzOnPEOwfXOtzDYge0C6xiQ/Yi+H9S2oWqN2/wniecJfR6AHgxkW+iEyoO1QvLLB5P5pDAmrOK690EhpQz3UR3YzEqfAAdKtZLsAzz0mL4IqINJ8SJ+mwShwlPLT8IRYdqP2FblLyJB4c+yAWk4WcshxCraHEB8fXSgSay2K2MCZhDGMSxrT42pigGCYmTWRi0kTuGX0Piw8sJqMkgz6RfZiUMsnbae7x8Y9z3TfX8fmuzzmnxzmMT6xZILbKVcXBkoPEBsXWib/KVcXrG19nTdYaxieO5/oh19fpXldWWcaza57lhwM/0DuiN78Z9BtC/EO4e/HdFNmLGBQziLO7n81Xe75ib9Fe4oLieGz8Y0qSTjQrXjKSpsBI6Hs2OEphwHkw4hpfRyZAafUcpX9cO5oescGYj6wcNSDAz4zJBG43lNmrGkicqqtMxZm1dnsWwVXFSUSk+ZQ4SYe0t3Avd/5wJ6m2VPzN/vx6wK/pEdGDgdEDGRwz2FtBSghJ8HGkhjBrGBf2vrDeYyfFn8SvB/yaD7d/yKMrH+Wziz4jzBrG8ozl/PnHP3Ow9CBBfkHcPOxmbhhyAyaTCZfbxZ9W/omv9nwFwJpDayiyF3HvmHtr3fvPP/2Z/+w1JvXnlufyc9bP3mPD4obx+lmvE2oN5YYhN2Bz2Aj1D+1QjSqkHTgr4Zf3jNcXvABDLvNtPFKLvcqJw+kCYEzPaCKa2RgCjEYtIVY/SuxVlNa3CC5ASJzxXHKo1m5PS/JihypOIiLNpcRJOpzv93/PH5b/gbKqMuKD43lh0gsMjRva9IUd2J0n3cmS9CVklGQw/dvpJIclezv3gbGeyou/vMiO/B08Ov5Rnl/7PF/t+QqLycJpyafxw4Ef+Ne2f3FZ38voFWk0mfg582f+s/c/WEwW/jD2D6SXpPPx9o9xOB2c3+t8Hjz5Qe9wHJPJpDlLJ5KtX8HPrxutxCOSjC/NIXEw4AJfRyZHKD2sI16IteW/1Ai2WiixV1HW0CK4odULypdk196toXoiIi2mxEk6DKfLyd/X/503N70JwOj40Tx7+rONtvzuLIL9g3lx8ovc8M0NbMvfxrb8bZgw8ZtBv+G2Ebfx1Z6veHrV0/wv9X/8L/V/gNFY4omJT3BBrwu4fdHtLD6wmFc3vMozpz8DwOsbXwfgin5XcGV/oy307SNvB9CClh1FhQ12/A8GXQz+gW3zHqW5sGUehHWF/ufB1nnw6Q3Gsf3La84bcQ34Na/pgLSfUruR8AT6m/Gz1D+3sjEhAX5QbKesoYqTN3Gqv+KkoXoiIs2nxEk6hMySTP608k/8mPkjAL8Z+BtmjZ51XCUAA6IHMPfCuXy47UMqnBVc0ucShscNB+CqAVfRO7I39y65l/yKfIL8gph98mwu6GVUCG4bcRuLDyzm29RvuWX4LRTZi1idtRo/sx/Th073vsfx9Od1XFj6DKx8GXb8F658r/Xv/+Mc+P4xqKpur3/StbDlC+O1X2DNfs8x6XCKqxtDhAYc3d/dIH+jSuVJwOoI9QzVq11x8s5xqlTiJCLSXEqcxGfcbjdb87cyf+98Pt35KWVVZQRaAnl0/KOc3+t8X4fXJlLCUnjg5AfqPTYmYQzfXP4Ne4v2khKWUqt1ef/o/pyRcgaLDizilXWvkFeRB8DFvS/uMPO8pB4rXzaet34JxYcgLL717r37O/h2tvHaGgqOkpq5TPFD4KYl8J87Ye9SOO0eiOndeu8trcbTijw04OjmHoZUX9dkxam0gaF6muMkItJsSpyk3e237Wf+3vnM3zffu5gswMguI3l0/KMdYqFYXwnyC2JwzOB6j90y/BYWHVjEd2nfARDsF8xNw25qz/CkJSpsYDKD25j4z65vj77qU5RhDL9zVUJ0L6ON2uZPjWOjp8P5z8GbZ8DBX4x9pz9grOFz8d+P/XNImyqprhSFNrMF+ZGCrcZ1TSZOZXlGoxCLUdkK9VfiJCLSUkqcpN2sPbSWNze+yYqDK7z7AiwBTEqZxHk9z2NSyqQG108SGBgzkNknz+b/Vv0fVouVx8Y/RmJooq/DkvqUZMOzfWvvy/jl6BOnJU/DgZ+q77O2Zr81DM58BEwmuPgV+Pk16DUZBl10dO8j7c6zhlOI9eh+HNdUnBoYqhcUDSYLuJ1QmmMsiAveirYSJxGR5lPiJG2uyF7EM6uf4cs9XwJgNpkZlziO83uezxndziDEP8THEXYeVw+8mrO6n0Wof+hRrVsl7WTtuzWv/YKgqrx2wtMSRRmw/kPjda9JRrWpyyAjkTr5JgiKNI7FD4aL/nYMQYsveOYm1bsGUzN4Kk7FFQ0kTmazUXUqPmj8v+RJnAKUOImItJQSJ2lTOwt2cueiO0kvSceEicv6Xsb0IdNJCU/xdWidVpfgLr4OQZqy7l/G89jfw6jrYM5YOLQZfn4DcrbDafdBeNfm3Wvl34whet0nwLVftlnI4hu2ikqgujveUYgLCwAg21bR8EkxvY3EKXcHpBiLfWsdJxGRllPiJG1mQeoC/rjij5RXlZMUmsT/nfp/jOgywtdhibSefUvh39fC1Gdg2BXGPmclFO43Xp96D4TEGvOS8vfC/+4z9pcXwBXvNH3/Q1thzVs195LjyvYsGx+tOgBA3y6hR3WPpMggADIKyxs+qcsgSF0G2du8uzxd9WwOG26327uouIiINEwTSqTVVbmqeHHti9yz5B7Kq8oZ23UsH5//sZImOf58Ot1Igj6fYWw7SmvaPpssEBxjzD86+YgmHlvmwf4fG7936gr4+GpwOqDvOdD7jNaPX1qszFGFo8p1zPc5WFjOhX9bzr7cUgAm9o09qvskRRmJU3pBY4nTAOM5Z7t3l2eontPtpLyqkWtFRMRLFSdpVXnleTyw9AF+zvoZgN8N+h13jboLP7P+V5PjTEVR7RbPGz+BL2+FrsbaXITEGvNLwGgKsW8pxPaDogOw+TP4aBr8fiVYAowKVdIoYx7U1i8gOBa++5NxbVgiXPSykYCJT+WXOrjg5WUE+ltYOOt0LOaj/28yZ/FuKp1u7/aw5Mijuk9ycypOcQON5+yaxCnQEoif2Y8qVxU2h01zJkVEmkHfZqVVuNwu/rv3v7yw9gVyynMI8gvi8fGPc27Pc30dmkjrsFcvFBpQPaRq39Laxz1Vp/RVxnPoYXPRrCHw64+M144yyN9ntA7/8jYjkcrbXZM4Ha7naXD+CxCmtbo6ghe/28nBImMu0Z6cEvrFhx3VfdxuN99szgIgPNCPP5w38KiTME/FqbiiCltFJeGB9Syk66k42dKNNvmB4ZhMJsKt4eRX5GNz2LQenIhIMyhxkqPmdrvZlLuJBakLWLB/AZmlmQD0jOjJC5NeoHekFtyU48Tqf8C3DxmtnW9eYiRF6WsavyakgSYe1mC47A2YMw72/lCz/8ikKWEoXPuVKk0dyMKth7yvNxwopF98GF+uzyAs0I8zBjR/cePMogpySxz4mU2seugsAv2PbvFbMLrqRYdYyS91kFFQTnjXehKnoCgITYCSLMipaRDhSZzUIEJEpHmUOEmL7S7YzRe7v6iVLAGE+IcwY+gMfjvotwRYAnwYoUgrqiiCb/8IVRVGZ7JvHoRfvV2T6Ey4C1a8WPe60Ea6H8b2hZNvhJ/mNHxOnylKmjqQKqeLQ4d1rtuUUcSQpAju/Hg9ALv+MhV/S/OmDW9MLwKgX3zYMSVNHkmRQd7EaWDX8PpP6jKgOnHaVtNZz9Mgwm475hhERE4ESpyk2bbkbuGFtS945y8BBPsFc3rK6ZzT/RwmJE0g0C/QhxGKtIFNnxrrMHlsmQdn/gkOrjO2h10JuxZC9pba1zWWOIGxcG1UD4jpA2Y/eO8io8rkHwJZG49+sVxpEzkldlw1U5LYlFFEt9253u0D+WX0imteZ7xNGYUADEuOaJXYkiKD2JRRRHpBWcMnxQ2EvYtrzXPyJE7Flao4iYg0hxInaVJWaRYv/fIS/9n7HwAsJgunJ5/ORb0vUrIkx5d9S2HXAojpCyOuBos//PJP49g5T8GO+UZb5y9mgqMEAiIgboCxvlJJFpTmwvuXGOc3VXX1D4KxN9dsX/8/I5EKCDO682leU4eSWVR7naTMwgqW7apJnPblljY7cdqRZcyXa7A61EKeeU6NtyT3dNaraUkebtUiuCIiLaHESRpUWlnKW5ve4r2t72F32gG4sNeF3D7ydrqGNnPxTpHOwOWC/90Pq9+s2bdnEUy4EzI3gMUKw6ZBeKKROO1fbpwz4DwwWyA0zni4DytJxA9uWQzdx9e8Dji6pgPSdjILjcQpJTqIA/nl5JTYKUur8h73tBVvjgP5RmWoe0zrdLJr1lpO0b2M56J07y4N1RMRaRklTh1EbnkumSWZDIwZ6PPW3eVV5czdPpe3Nr9Fob0QgNHxo7l3zL0Mjmnhl0GRjsjtNipLpbkw6CJY9JfqpMkEfacYSdPWL4wHwMCLICQGBpxfM8keYNDFte9rMsFdm4zrB17Ujh9I2lpmkZGUDE2KIL2gHKfLja2i5YmT2+0mzZs4hbRKbN6KU2NrOYVV/7KrOMu7y1NxsjmUOImINIcSJx9zu918svMTnl71NA6Xg8Exg3nrnLcI8W+dH6gNKXGUkFueS2ml8cPe6XaSUZLB2kNrWZC6gAJ7AQA9wntw96i7mZwyWSvLS+fjdtffYOGbB+Hn14zXX86s2X/pazD8Klj3Qc1+SwCc8VD1a39jbtLip2Dor6BfPe32I7vBqOta9WOI72VVD9VLjgomJiSA3BJ7rePNTZxyiu2UVzoxm2oqRceqWRUnz9BPu81orR8QWjPHSUP1RESaRYmTD32y8xNeWfcK+RX53n1b8rbw6MpHuXHYjTy/9nlyynKY0n0K1w66ts4ChU6XE4u5eR2Z3G436SXpLD6wmO/Tvmdd9jpcbleD5yeFJnHL8Fu4oNcFPq+AiRwVewm8ex5UlsMlr0HyKGN/3h5YVT0kzxIATjuYLDD1aSNpAhh5jTEHaff30H9qzTAnz7GR17TvZxGf+M/GgyzdmcMfLxhEVnVHvfjwQOLD6yZOBxtLWg6zv7ralBgZhNWveV34mpJcXXHKLXFQUemsv1NfQBhYQ425ecVZENCnZqieKk4iIs2ib8Q+FOQXRH5FPoGWQG4dcSsjuozgum+u45vUb/gm9RvveTsLdvL25reJC4rD5XZR5a7CZrdRVlVGl6AujEscx+Ruk+kZ0ZO9hXvZmLuRjTkbKawoxOl24mf2I7c81zvsziPMP4xg/2DMJjMmTMSHxNMnsg9ndTuLk7uerIRJOrelzxjzkwD+fS3cuQEsfkalye2EvmfDr+dC5joIT6rbjGHIZcZDTli3fWh0TswtcVBqN4blxYUF0CUsAE8PxSFJ4WzOsJFlq8DtdjdZmd+fZyRO3aJbZ34TQESQP1Y/M44qF7kldpKjGrh3WIKx2HJxJsT2ITxAzSFERFpC34x9aGLiRN6f+j4DYwZ61z2646Q7eGHtCwCcmnQqpyafygfbPmC/bT9pxWl17pFdns2Xe77kyz1fNvl+FpOFUfGjOKPbGUxOmUxiaGLrfiCRjqKyAla/VbNtS4ed/4N+U2Hz58a+k28CsxmSRvkmRunQDq8oLdqeTWyo8W90bKiV+PCaTqKju0ezOcNGRaULW3kVEcH1LEB7mLRWbgwBYDKZiAmxkllUQX6po5HEqWt14mTMcwr3V+IkItISSpx8KDIwkhGBI2rtu2HIDUxInEBWaRanJZ+GyWRiWv9ppBalUuQowoQJP7Mf4dZwgv2D2VO4h8UHFrMsYxl55XmkhKUwKGYQI7qMIDEkEbPJTJW7ijBrGH0i+2hhWjkx7P4OHMVGJWnYlbD8BVj1Bpj9oSwXgmOh1yRfRykd2KaMolrbnkQqNjSgVuI0ICGMqGB/Csoq+WGHkWBN7Btb535utxuny01anjEXqlt0685jja5OnPJKHA2f5G0QYSxcrqF6IiIto8SpA+of3Z/+0f2922aTmV6Rveo9NzYolrFdx/IAD7RXeCId35bqqtKgS2DMDFjxkrFG08HqoXvDrzIaPYg0YFN6Ub37Y0MDuHJMCruzS+gWE8yFwxN5d2UqBWWV3DV3PQAf3jiW8b1rJ0/3frKRb7dk4RnI15oVJzASJ4C80sYSp+rhqEUHADRUT0SkhVpnZqqISHtxuWD7f2Hl3+Dg+rrHHWWwo3qO4JDLICIZBl5obNuLwGSuvfCsSD1W7cuvs89iNhEZ5E9SZBB/v+YkHjh3ACEBfnSNqL0I+LPf7qi1vfWgjc9+SafEXkVx9Vyp1pzjBHiHEuaX2hs+KWGY8ZyxFqipOJVUluB0OVs1HhGR45EqTiJSv4ZaefuSowz+/VtjKJ5Hr0kQW12hHXgh2DKgstRoC+6Zv3Tec3BoKxTsg/OeMY6JHOHfaw7w9YaDDEmKYPnuXACun9CDd1akAhATYsVsrvt3IuGIxOmXtELu+fcG7j+3P/Hhgfx7zYE613Rrq4pTY0P1uo01njM3gKPMmziBkTxFBES0akwiIscbJU4iJwqXC/Yvh/0rocIGUT2gx0ToMtBIkFwuOPATrP0n7F4I5YWQMBTG3WasWdReSZSzEiqKIOSIeSIuF3w2w0ia/IKML4H7lsHexcYDYNXrNeeP/G1NzKFx8PsVRovykJj2+BTSyaxLK2D255twutws22UkTclRQZwzOMGbOIUH1T+8c1hyJB+tMpIjf4uJSqebz35JZ3uWjc9njmfnobpD4cIDW3eoaLOG6kWkGPOcijPh4C/495hIkF8Q5VXl2Bw2JU4iIk1Q4iRyvLMXw/qPjOYIebvqHg/pAl2Hw6HN3knjXpnr4fMZsPYdo1ITPxiyt8Had40EzOmA2H4w5HKj2tPMdcUatG8ZfPI7KMuDYdOM9ZfM1SOKV70BO/5rrL3023nQfZyxJtPWL8BRCsWHYOPH4KqCuIEw/o7a9/YLMB4i9Xj6m+04XW5CA/wICbBwyGbn6rHdGNU9ynvO7uySeq+dNjqFoUkRRIdYWb4rl/s/2wjAloM2Fmw5xN4coyHEu9eP4d9rDnByj+hWjz+mOnHKbyxxMpkgZazxdybtJ+gxkTBrmDdxEhGRxilxEjkeuVyQvho2fQIbPjY6zAEEhEP/84wKzKEtsP9HKM02KkwA1jAYfDGM+A2EJ8LGubDsedi/Al6dAJEpUHhEW/yc7bDtKyP5uuLd2ovFgjHfaNMnEBwN4241Kl31ObAaPrwSKo12zWyca1TDJt4NtoPw/ePG/nP+YiRNADG94dR7au4x6UHI32vE4l97+JRIQ9buL+Cnvfn4mU0snHUa8WGBOJwu70KyMyf1Zs7iPdx4as96rzebTQxJMqo1l49KptLlYsGWQyzZmcOK3bnexXNHpEQyqX+XNvkMMdVznBqtOAF0O8VInA6sAiDcGk52WbYaRIiINIMSJ5HjhdsNGb8YHeW2fGGsXeQR09dYt2jEryGgZl4DVXYjwcrdaQzj6Xla7arM6ffD8F/Dgodg65dG0mQyG8nXsCuNe6Uuh9X/MOZNvD4JLnsd+k81htwt/BP89Pea+22ZB7/9AhKG1OzL3gbrPzTWXaosg95nQr9z4X/3wZJnYPjVsOCPxryllLEwenrDfwaRKcZDpBkO2Sr4dksWry/ZC8BlJyXRNSIIgMDDqqf3ndOf0/vFeZOjxljMJq4Z251gq4UlO3OYty4DMIbSRQZb2+BTGOLCjL+3WUXljZ+YUj3P6cDP4HIRblVnPRGR5lLiJNLZOatgzdvw86tGtcXDGgYDzjNab/eaXP8cJb8AY55Tj4kN3z8yBa58D7I2Q8kh6Dqi9jyh3mcYLb8/uc74MvbRVdD/fChIhewtxjkjfgMHf4HsrfDu+XDNJ8awvoV/gtRlNffqNdl4L2uIMewuYy0816/6oMkYLmhWM1A5dgfyy7j81ZVkFxtd6CKC/Ln/3AH1nmsymRjbq2Vz40akGEP87FUuAHrGtu66TUfqUd1s4pDNTqm9ipCABn68Jww15ghWFEL+3pq1nOwaqici0hQlTiKdWdYm+PwmIyEB8A82qj2DL4M+Z7XucLWEIcCQ+o+FJ8J1/4VvHzIaNOz4r7E/MAIuegUGXWQ0m/jgCkhfBW9NqbnW7Ad9zzESvAHn18yTuvBleHOyMY8KjGF+XYe33ueRE9oT/91KdrGdyGB/LhuZzNVju3lbereGHjHBxIZaya3ucjcsuW0bL0QGW4kJsZJX6mBfbmnD1TGLP8T0gUObIH+vKk4iIi2gxEmkM3K7YeO/4es7oaocgqJh8h+MYXUBob6JyeIP5/0Vhk+DXQuNpGnI5RBaPacjKNJo6jDvZtj+HzBZjONnPlx/e/CEIXD1v+GXf0LcADjt/nb9OHL82pZp49sthzCZ4NNbxtGnS1jTF7WQyWRiyqB4b7e9Mwa0zdymw/WKCyGv1MGenJLGhxVGdTcSp4J9NRUnNYcQEWmSz8e8zJkzh549exIYGMioUaNYtmxZg+d+/vnnTJkyhbi4OMLDwxk3bhzffvttO0Yr7cpZZcyTkRqOUji4Dub+BubdZCRNvc+A29bAyTf6Lmk6XNIoo0nDKb+vSZo8AkLhqg/g/n0w+wBc/mbjayr1nmw0nJj0oIboSat55YfdAJw3tGubJE0eZw9K8L4+uWfrd9I7Uq9Y4++/p4tfg6Krm1zkK3ESEWkJn1ac5s6dy1133cWcOXOYMGECr7/+OlOnTmXr1q1061b3y9TSpUuZMmUKTz75JJGRkbzzzjtceOGF/Pzzz4wcOdIHn0BaTXEWpK8xGhVkrDWGnpXlA25jKJd/sPFb0pNvgn5TjTV+OtrirG3B00p890Kj8UNZbs0xs59RhTnt3mNvA97egtv+S6SIh9vt5p0VqXzw834qKl1kFBoNFG4/o0+bvu+k/nE8fMEgesYGE+DX9n9He8YZ86j25zWROHk6WxakEt5tEKCheiIizeHTxOn5559n+vTpzJgxA4AXX3yRb7/9lldffZWnnnqqzvkvvvhire0nn3ySL7/8kq+//lqJU0fnKDPWCLJlgC0Tig8az7YMoxtb0YGGr3VVgd1mzOf56nZjX0C4Md9l4l3GXJ7jTVm+0fDhx79DeX7tYwER0PNUmDS7dnc6EanXN5uzePw/W2vtu258DwYkhLfp+5pMJqZPrL+FeVuIa25L8qjqmDRUT0SkRXyWODkcDtauXcuDDz5Ya//ZZ5/NypUrm3UPl8tFcXEx0dEN//babrdjt9u92zabfji0qZJsIxHK3mq0mc7earSwLi9o4kITdBkEyaMgaTQkjjBWuLf4Q2W5MURt5zfGwqt5e4xEKnWZ8fC0r+47pWYISmfjckHGGtjzA6SthLSfjWF4ANG9YdTvjM530b2NuUIi0qCKSidPzt9GucPJjFN78fIiY2jeWQO7cEqvGEwmE9eP7+HbINtAVIg/AIVlTQxxjqmutOXtIRyjcq+Kk4hI03yWOOXm5uJ0OomPj6+1Pz4+nqysrGbd47nnnqO0tJQrr7yywXOeeuopHnvssWOKVRrhchrJy66Fxpd+T/vp+viHQHhXowNbeJKRGIUnQmw/SDqp9vpChwsy2voS2xfG3w6VFVCwz0iifn4d9nxvPP4H9JkCY282kqnOMCfGWWl8juUvGNW3w8UPNT7vkMvBoj4uIs01Z/Ee3vtxPwCfrDXWMwsN8OPZK4a36VpKvhZV/dnym6w4dTfakmdtIjx9HaDESUSkOXz+bcx0xDwVt9tdZ199PvroIx599FG+/PJLunRpuFvR7NmzmTVrlnfbZrORkqIFMo9ZUTqs+5fxqDXMzmQkQvGDoMtg6DLQqAKFJxld1lpjXpJ/oHHfqU8bc562zIO9i42FWHcvNB7RvYyFU1NONt4/NL72wq6+5nbDjv/Bd38yFp8FY92lvmdB9wnQbRzEDz4x5nGJtKK8EjtvLN1TZ/+tk/sc10kT1CROhWVNJE5g/PuYNZuwtB8BDdUTEWkOnyVOsbGxWCyWOtWl7OzsOlWoI82dO5fp06fzySefcNZZjc9vCQgIICCgA31h7syq7LBrAfzyHuz+DtzGwo4ERsKAC6DPGdBzUu3FUdtaTG+jOcJp9xqLv676h5HM5e+FH56ofW5wDER2N4apxA+CXpMgYfjRV6ZsB2HvEsjbZfzZBMcYk65jeoM11BiemLfHSIzy90CFzRh2WFkGpTk1FabgGGO+0knXdqzkTqST+GhVGi9+t5NhyZH0jgulotLF0KQIPrhxLO+uSKXEXsUNE3v4Osw2FxViJE6lDif2KmfjDSm6jQUgLDcVYgNUcRIRaQafJU5Wq5VRo0axcOFCLr30Uu/+hQsXcvHFFzd43UcffcQNN9zARx99xPnnn98eoZ7Y3G44sAo2fgybPzdWm/focSqc9DsYeGHrLrR6tKJ7wblPGusZbfrEqEJlrjcSHKcDyvKMx8FfYFP1NcEx0PN06D7eeMT2M+ZVNcSWCTvmG1Wu1OWA++jj9Q+GsbcYDS4C23ZxTJHj1Z6cEmZ/bvyFXrj1EAs5BMCMU3sSHujPHWf29WV47So80A+L2YTT5aawrJL48EYSp9h+xjUl2RCbgt1px+60E2DRL29ERBri06F6s2bN4re//S2jR49m3LhxvPHGG6SlpXHLLbcAxjC7jIwM3nvvPcBImq699lpeeuklTjnlFG+1KigoiIgIffFsVfl7jQVWN3xszCfyCOsKw640EqaY3r6LrzEBoTD6euMBRvJXXmAkUPl7jQpR+lrYt9RIpLZ8bjwAMBnzrkK7GHOyrMFg9gdHCeTvg6K02u+VPAYShoF/kFFFyt9nVJeclcacreheRoUrtq+xSK1/kJEwWYOh64iOse6SSCf27opUAMwmiAy2kl/q4LyhCVwwLNG3gfmAyWQiMsifvFIH+aUO4sMb+YVWQBiEJxFiy8CECTduih3FBAQpcRIRaYhPE6dp06aRl5fH448/TmZmJkOGDGH+/Pl0794dgMzMTNLSar6ovv7661RVVXHrrbdy6623evf/7ne/4913323v8I8/ZflGJWXjXDjwc81+/xAYdBEMmwY9T+t8awaZTMa6QcHRtdt3OyuNtaP2LYG0H+HAaqgsrW6ZntHw/ZJGw8ALjKYNjS3eKnKCq3S6+Hj1AU7rG0v3mJBWuecHP+/nhYU7iQ6x8upvRvFpdfOHf00fy9DkCLYetDG6RzQW84k5PzAqxEpeqYOC5sxziu2L2ZZBqNlKscuOzWEjNii27YMUEemkfN4cYubMmcycObPeY0cmQ4sXL277gE40VQ5j3tLGj2Hnt8aQNgCT2ZgDNOwqI0mwts6Xng7F4g/dxxkPMFqCl+YYzS5Kc40kylEGrkojeYxIMlqma/FWkTrcbjdvLd9HVLCVy0clA/DMtzt4Y+leRnaLZN7MCbjdbtYfKGRg13AC/Y1fwNirnBSVV9IlrP7qSKXTRV6Jg4SIQCoqnfz1mx0UlVeSW+LgzOeWADAgIYxxvY0242N7teMcyw4oKriZLckB4gbA3sWEmywUAza7GkSIiDTG54mT+IDbDemrjWF4Wz6vvcZS/BAYfhUM+ZXROvxEYjZDWLzxEJFGrdyTy4c/pzEsOYKbTuvNhvQinvjvNgCCrRZO6xfHG0v3ArAurRBbRSULtxzink82MDgxnA9vPIX9eaX87u1VFJRV8o9rR3PWoHi+WJfB4h3Z/OG8gcSFBTDzg1/4btshnv3VcPz9zBSVGwlBgJ8Ze5XRoOa2M/o0qxvricDTWa/JRXABEo2F48OrHGSY1JJcRKQpSpxOJPn7jGF4G+cac308QhNg2BVGdenwoWwiIvVwu93c/uE68kod/GdjJleMSuF/mzK9x/++eDdVrtqNU1buzuXNZca/O1sO2nhnxT7W7i+goLoy8vHqNEodVdw1dz0AfhYzp/aNZeFWo9nDfZ9u8A73u+OMPlwyMok5i/dw1sB4zh2S0NYfudNIiDAqdwcLy5s+OXkMAOH2UghUZz0RkaYocTreFabBtq9h65dHzFsKNrrhDb/K6CrX2eYtiUi72pxRxJ6cEi4ansiu7JJaFY31Bwr5ZkvN0hLbMouZt672PMHnFuxkV3aJd/vNpXspdTi920t35pKWX+bdnrcugzWp+d5tlxv25ZYC8KtRKXSLCebZK4a33gc8TvSoTi5Tq/+sGhXdC4JjCHMa/x20lpOISOOUOB1vyvIh7SdIW2l0jcvccNhBkzFvafhVxrpL6ugmIvVYf6CQ1xbvYfZ5A+geE8IP27O54Z+rcbuNoWD7jvhS/vXGg+zPK8NiNhFitWCrqGLR9mwA7j6rHy98V5M0ndYvjqU7c7xJ07mDE9idU8Lu7BJ2HirBbILuMSHsyy0lNc9IpF6cNsJbiTq1byzdYoLb6U+i8+kZZyROR/43qpfJBMljCMtfBWionohIU5Q4+VppLnzzIOz/0ehYN/X/jLWCtn0FdhvEDTSGz5UXQFEGFB8El9OYp+RZQ8hRagzDy9sNuTtq399khu4TjOrSwAuNVtsiItVyS+zc+8kGfjUqmQuGJWKvcnLJ31cARuOGd64/mVd+2G38kwN8sT6D4ooqABIjAjlYVMHnvxjVpaFJESRHBfGfjcawvQEJYdx8ei9e+G6n9/3uP6c/RWUONqQXAXDDxJ4s35XDy4t2AzCpfxfOHZLA/Z9uBOCkbpFcMjKJsEA/sovtnDNYw/Ia09NTccorxeVyY26qu2DyaMJzfwKUOImINEWJky/t+B98eRuU5RrbGz40utu5Xcd239h+xmKu3cZD7zMgNO7YYxWR40a2rYLoECt+FjN//2E3i3fksHhHDmcPSmD+YXOVftiRQ2puKb+k1TSQ+WJdBp7pS384fyC3fbjOe+yUXjFM7h/Hgq2HcFS5uHVyHwL9LVx+UjJfrs/gnrP7MyQpgjm/GcWri3cTGxrAmB5RhAf5eROn287oQ7/4MF5cuJMAf4t3ON6ZA9W0pTmSo4LwM5uoqHSRZasgMTKoiQtOJuwX42eOhuqJiDROiZMvFaUbSVOXQcaCsqter2na0O9ciOoBB9cZlaTgWKNaFJEEnpXdTSbABH4BENkdonsai6oqURKRaou2H8LfYubUvsa/C3/571beXLaPS0cm8cK0EaxLK/Seu2BrFqv25de6/s6P1+F2w8Cu4ZQ7qrzD51Kigzh/aFdmWTbgcBpfvKcM6sKo7tEsu38y6QVljOputO5/9ophPHbxYEIDjB85SZFBPHHJUO979I8P4w/nDcDPbOakblEALLl/MiaMJhHSfH4WM8lRQaTmlZGWX9Z04pR0EmHVmbCtLKcdIhQR6byUOPnS6OnGWkLDf20kP2NmQNYGCE+CMA1HEZFjc7CwnBveXQPA2j+eha2iijeX7QPgf5szefTCwWxML/Sev2RHDpsyjCF0o7tHsWZ/gXdI3UXDE/G3mLwtx68YlYLJZOLm03vxt0W7mdAnxpsoxYcHEh9esy6TyWTyJk31MZlM3HRa71r7/JUwHbW4sABS88rIK2lGS/KAMMKDYgEnxaWH2jw2EZHOTImTL5nNMOq6mm2LHySN8lk4ItK5rdyTy3dbszlrUBfG945l6c6aCsJ32w4RHujv3a6odDF/cyaHdw1fvjuXLFsFAI9fPIQL/rYMl9tYM+mqMSkE+JvZk1NC77hQbpjQE4BbJ/chJTqYqWoJ3mHEhhqjEvJK7c06Pzw8Gar2Y6soaPpkEZETmBInEZFOKjW3lA3phVw0PBGTycT9n24kvaCct1fsY+OjZ7N0V03i9O2WQwxNiqh1/cer0gAY1yuGH/fmkVlkJE3dY4IZlBjORzeewserD3Bav1iiQoyFVZ+6bFitewT6W7hydEpbfkxpoZhQ479VbnMqTkBYZE/I3a/mECIiTVDiJCLSCVU5XVz4ynKKK6oI8rcwPCWS9IKaRU83pRexal9NBWH9gUKsRwx/8wzDO61fHOmFZRzIN66/aLjRfXNsrxjG9opp648irSwmpLriVNLMilNsf8hdTJGzeeeLiJyoNIhcRKQT+u+mTG9b8C/XH+SX/bWHWX2/LZvcw74455c6WFZdgbpydHKtc4ckhTNjYi8ALGYTl45MasvQpY3FVlecmjXHCYiMNxp1FOOkqqp514iInIhUcRIR6SQqKp2YTSasfma+Wn/Qu//HvXkkRATWOvffaw4A0Cs2BLPZxO7sEkodTkwmuP2Mvvx7Tbr33BEpkZzaN47hKZFUOV30itPi2J1ZTAvnOEUkjgHAbTJhy1pPdPLJbRabiEhnpoqTiEgn8MHP+xn4yDcMf2wBP+/N48e9ed5j+aUOPvzZmK80rXq+UYndqEYN7BrOgIQw77kDE8JJiQ7mrOp1kR6/eDBh1U0jRqREMrpHdLt8Hmk7MSEtqzj5WYOJcBtfBwr2L2uzuEREOjslTiIiHZCtopKiskoAtmfZeOzrrbjdUF7pZNobP1HmcBIbauXUvrGAsR9gxqk9CTus9feAhDDv2khgLFILxtpKc286hd+e0r29PpK0E0/FKbeZc5wAovxDACg4uKZNYhIROR5oqJ6ISAfhdrvZm1vKG0v28ukv6Thdbk7vF8euQ8U4qlwMT4kko6Dc+4X4vKFdiQsNYNmuXACiQ6z06RLK8JRIlu829l0wPJGuEYGsP1DIt1uyuGiE0fghMtiqxg/HqbjqxMlWUUWpvYqQRtbQ8ogMioHiYgrzdrZ1eCIinZYSJxGRdlRR6SQtvwyrxUxCRCDpBeX8d2MmC7ZmsTen1Fs58lhSvRZTbGgA/7h2NIVlDm798Bd6xITwh/MGsuFAoffcMT2iMJlM3H5GH9buL+Ces/vRM9aoJLz865FUOl1aWPYEEBHsT5ewALKL7WzPsnkXJm5MZGhXKE6loPQQOErBGtIOkYqIdC5KnERE2pDb7eZAfjkr9+SybHcui7dnU+pwNni+n9nEaf3iuHVyH4KtFt7/aT9mE9x8Wm/iwgKICwtgwd2ne88/uWc0s6cOIL/MwW/GGsPuxvaKYevj52AymWrdW0nTiWNIUgSLtmez5WDzEqeoEGMB40KzCQ5tgRQ1iBAROZISJxGRVlRR6SS9oJyN6YWs3JPHj3vyyCgsr3VOWKAflU4XFZUu/MwmJvaN5YJhiYzqHkXXiEAC/S3ec5+8dGij72cymbj59N717pcT15DEcBZtz2ZzRlGzzo8MjASgwGKGzA1KnERE6qHESUTkKLndbtILylmdms/y3bn8vDe/TpIE4G8xMTIlilN6x3DGgC4MS4rAZIKi8kqCrX5Y/VQJktY1KDECgM0ZtmadHxVgNBApNFuMxElEROpQ4iQi0kz2KiebM2z8sr+AX9IKWLu/gOziup3LQgP86N0llHG9YhjfO4bRPaIIttb95zYy2NoeYcsJaGBXowX97pwSqpwu/JoYphkZEAkcVnESEZE6lDiJiDQg21bB2sOSpM0ZNhxOV61z/MwmBieGM75PLBN6xzI4MZzIYH8NlROfSokKJsjfQnmlk/35ZfRuYlHjqMDqipPFDFnboMoOfgHtEaqISKehxElETmgl9ioyC8vJKCwns6iCg4XlpOaV8cv+gnqH3cWEWDmpexQndYtiVPcohiZFEGS11HNnEd8xm030iw9lQ3oRO7KKm0ycaipO/uCqhOytkDiyHSIVEek8lDiJyHHN7XaTW+IgLb+U/XllpOaVsT+v1PtcWL3IbH3MJuifEM5J3SIZVZ0sdY8JVjVJOoV+8WHexOm8oV0bPddbcfKr/iVA5kYlTiIiR1DiJCIdTpXTxaFiO0VlldgqKrGVV1JcUUWl00Wly43T6aLK5abS6cbpMl47XW4qKp0UlFVSWOagoKySgjIHWUUVlDXS/hsgPNCPxMggEiOD6BoRSFJUEMOSIhmeEkFYoH87fWqR1tU/wZjntPNQcZPneipOpbhxANbM9cDv2iw2EZHOSImTiPhEUVklafllpOWXcaCg+rl6O6OgnCqXu9Xey2SCxIggukUH0yM2hB4xwXSPCaFHbDDJUcGEBuifQjn+eBKnHVlNJ07h1nAsJgtOt5NCi4UuahAhIlKHvi2ISJsoc1SRbbN7k6LDE6O0vDJsFVWNXu9vMRERZCU8yI/wQH/CAv0I8DPjZzZjsZjwN5uwmM34W0xYzCb8zCasfmYig61EBVuJCvYnMthKl/AAkqOCCPDTPCQ5sfSPNxKn1LxSKiqdtdYHO5LJZCIyIJK8ijwKzGa6ZG0GZyVYVHEVEfFQ4iQizVLpdFFQ6iC3xEFeqZ28Ege5JXbySh3klVRvH/a6vLLx4XEAsaEBdIs2KkHdooNJOew5PjwQi1lziUSOVlxYAJHB/hSWVbI7u4QhSRGNnh8VGGUkToFhUJwPOdshofEFmEVETiRKnEQ6OJfLzaHiCtLyyjhQUE56QRklFVVUVDkpd7iwVxkJisVswmIyqi+eh7/FTICfGX9L9cPPhNVixnrYPs/iq0Xlxlyiw5+9SVGpo9EmCg0J9DeTElU3KTKeg+pd20hEWofJZKJ/fBg/78tne1Zxk4mTZ55TYUwPI3HK3KDESUTkMPrWItIBFJVXcqB6KFvN0LZy0vPLSC8or7N2kK+YTRAdEkBsqJWYUCsxIQHEhFqJDQ0gJsRKTGj1dvX+YKtFHehEfGhwYgQ/78tnU3ohvxqV3Oi5ns56BeHVHfgOroeRv2njCEVEOg8lTh2Y0+UmvaCMvTmlZNmMzmBWPzPhgX6EB/kTGeRPVLCVyGB/wgP9MR+nw5pcLje5pXZ2HSphU0YRAAO7hvPcgh243G4uGZFEXFgAlU43MaFW4qq/vMeEBHirKb7gdrupqHRRbK+kpKKKovJKsooqaq0XdKCgjAP55RSVN17NsZhNJEUGkRIdREpUMBFB/gT6WwiyWgio/oxOlxuX243ThbfTXKXTRaXTjaPKRaXT5X2udLpxHLbtcrsJD/QnIsifyGDjOSLIn6gQ48/RSJQCiAw6fv8/EzkeDU8xqkzr04uaPNe7llOIkUChBhEiIrUoceoAdmQV8+OeXMxmE1lFFezNKWVvbgmpuWXNrjT4mU3EhxttlIcnRzCqexSjukcTF9bxV353u93klNhJzS1jX24JqXlGlSWjoIysogqyi+2NdljbnGFr8FhEkD9xYQF0CQsgPjyQLmEBxnZ4IFHB/oQE+BEa4Gc8W/3AZCQgnkepo4riiipKKqoosRstsYsrqiixGw/v64pK7+vDjztb0BkuNtRKSnTwYUPbjCQpJTqYrhGB+Fl8lwSKSOc0MsVIgrYdtGGvcjbaJCU2KBaAXP9AY0fWJnBWgUVfFUREQImTTy3ceoh/rkxl5Z5cGvp+bfUz0ys2hKTIIIID/LBXOimuqKLwsHkoJfYqqlxuMgrLySgsZ9W+fN5ctg+AHjHBjOoezZgeUQxOjKBXXAgh7dx62e12U2yv8jYTOJBfxr7cUvbllpKaV0pqbhkl9sY7rHnaSY/4//buPrbq8u7j+Oe056k9LadP9Ik+2HozqKIgrRoqTnGkTPFeiGRjRFeMy7KagYVmDgQTHZlr94ebM0GcCmqiu2sMJHabMdRtNHLLBmspFkULs1CBdrXQ9pS29Olc9x+lZzu2cMCb9teH9ys5aXud7ynfX/Ol6fdc1++6MmLU2tmrAyfOKS02Qnd/I1H/ONmmGW67nPawoA0LBv1GHRd/Rsdbzo/T1Y6ee5TLrmiXXclet1JiIpTqdSvl4vbY6dzvA2CMpMdFKDbSobbufn3a1Kn56TGXjA00TqZfckZJfeels8ekxJxxyhYAJjb+UrNQS+cF7TveKklamBGjxGi34qOcun5mlLJnenT9zCilxkSE3Fmsb8Cvs129OtN+QSdau1Td2KbqE22qb+nUibPdOnG2W7tqTgXik2e4dX2iR9kJUUqLjQj8IR/tdsjtCJPbES7bxZmXgcGh5V/Dy766+wbV0zeort4BdfcNqqtvQN29g+ruG1R334C6+gbU1Tuotu6+fzcx5/tCzpzZbNKsmAhlJXh0XbxHGXGRmhU7dBhpstetmVGuoBkXv9/IZtMl75/xX2yaWs/3qqWzVy2dF9TiG/r8X76hWSzfxaazq3co56/mGB5mU6QzXNEuu6LdDkW57Yp2D81QRV/cHjvaZVdUYMyuKJfjK1/bFeEIZ3kbAEvYbDbNT4/R3s++1OFT7ZdtnOIj4iVJZy+cHdoUonH/0H1ONE4AIInGyVJ3z0nU0/99g/L/K0HfuHjextfhtIcpxRuhFG+EcjNjtfLiDcAdPf2qaWzTP06cU/XJNh1vOa/W831q9l1Qs++C/vf42Wt1KVfE4wxXfJRLs2IidF2CR1kJkbou3qPsmR6lx0Ve1Tk7oRqRsDCbYj1OxXqcmn2FP9v+Qb+MGWqYwi7TlAHAZDI/bahxqm1sV+GiS8fNjJgpSfqy50spZeFQ49RUKy1YPT6JAsAER+NkoVkxEXr4jqwx+/7eCIeWzEnUkjmJgbGO7n79s/W8Pv+ySw2t53WmfXizgh519Q7qQv/QQ5LsYWEKCxv6OHzAaKQrXJEOuyJd4fI47YpwhsvjDFeky65Ix8WPznDFRTr/vdvaxY0aIpwT+wBSB/cQAZiCFlycZao91X7ZuMBSvZ5Wmetvlk1igwgA+A80TtOMN9KhhRmxWpgRa3UqAIBxMLw87/Mvu9Te3aeYSOeoccNL9fr9/fIlzpZXkpo+kvyDUtjEfuMLAMaD5W+xv/DCC8rKypLb7VZubq4++OCDy8ZXVVUpNzdXbrdb2dnZevHFF8cpUwAAJp84j1PZCR5J0qHG9kvGucJdmuGcIUlqdc+Q7BFSf5d09p/jkSYATHiWNk5vvfWW1q9fry1btujQoUO68847de+996qxsXHU+IaGBt1333268847dejQIW3evFmPPfaYdu3aNc6ZAwAweSzMHFplUH2y7bJxw8v1zvS0DG0QIUlnasY0NwCYLGzGmCs/aOYau/3227Vw4UJt3749MJaTk6MVK1aotLR0RPzGjRtVUVGho0ePBsaKiop0+PBh7d+//4r+TZ/PJ6/Xq46ODs2YMeP/fxEAAExw/3OgUU/srlN2gkePL5ujS+198/aJX+vA2ff0jRl5eqB7QEmnK9UVlal/zVo6vgkDmBbuve1hpafMtjSHq+kNLLvHqa+vT9XV1dq0aVPQeEFBgT788MNRX7N//34VFBQEjS1btkw7duxQf3+/HA7HiNf09vaqt7c38LXPd+nDUgEAmIoKbkjSs3vq9Xlrlx5989IzSGGu2fJkv6d63z9UJklJMyV1S+0V45UqgGkk+Vi25Y3T1bCscWptbdXg4KCSkpKCxpOSktTc3Dzqa5qbm0eNHxgYUGtrq1JSUka8prS0VD//+c+vXeIAAEwy8VEuvf7Irfr1nnp19PRfJjJWrf33qztsaGWH198ur79dkmWLUwBMYV5PgtUpXBXLd9X76lk5xpjLnp8zWvxo48OeeOIJlZSUBL72+XxKT0//uukCADAp3Zjq1Y6Hb72CyPwxzwUAJiPLGqeEhASFh4ePmF1qaWkZMas0LDk5edR4u92u+Pj4UV/jcrnkcrmuTdIAAAAApiXLdtVzOp3Kzc1VZWVl0HhlZaXy80d/t2vRokUj4vfs2aO8vLxR728CAAAAgGvB0u3IS0pK9Morr2jnzp06evSoNmzYoMbGRhUVFUkaWmZXWFgYiC8qKtLJkydVUlKio0ePaufOndqxY4d++tOfWnUJAAAAAKYBS+9xWrVqlc6ePautW7eqqalJ8+bN07vvvqvMzExJUlNTU9CZTllZWXr33Xe1YcMGbdu2TampqXr++ee1cuVKqy4BAAAAwDRg6TlOVuAcJwAAAADS1fUGli7VAwAAAIDJgMYJAAAAAEKgcQIAAACAEGicAAAAACAEGicAAAAACIHGCQAAAABCsPQcJysM777u8/kszgQAAACAlYZ7gis5oWnaNU6dnZ2SpPT0dIszAQAAADARdHZ2yuv1XjZm2h2A6/f7debMGUVHR8tms1mdjnw+n9LT0/XFF19wIC/GDXUHq1B7sAJ1B6tQexOfMUadnZ1KTU1VWNjl72KadjNOYWFhSktLszqNEWbMmMF/KIw76g5WofZgBeoOVqH2JrZQM03D2BwCAAAAAEKgcQIAAACAEGicLOZyufTUU0/J5XJZnQqmEeoOVqH2YAXqDlah9qaWabc5BAAAAABcLWacAAAAACAEGicAAAAACIHGCQAAAABCoHECAAAAgBBonCz0wgsvKCsrS263W7m5ufrggw+sTgmTWGlpqW699VZFR0crMTFRK1as0GeffRYUY4zR008/rdTUVEVEROjuu+/Wxx9/HBTT29urdevWKSEhQR6PR9/5znd06tSp8bwUTGKlpaWy2Wxav359YIy6w1g5ffq0HnroIcXHxysyMlILFixQdXV14HlqD9fawMCAnnzySWVlZSkiIkLZ2dnaunWr/H5/IIa6m8IMLFFeXm4cDod5+eWXzSeffGKKi4uNx+MxJ0+etDo1TFLLli0zr776qjly5Iipra01y5cvNxkZGeb8+fOBmLKyMhMdHW127dpl6urqzKpVq0xKSorx+XyBmKKiIjNr1ixTWVlpampqzJIlS8z8+fPNwMCAFZeFSeTAgQPmuuuuMzfffLMpLi4OjFN3GAvnzp0zmZmZ5uGHHzZ///vfTUNDg3n//ffN8ePHAzHUHq61X/ziFyY+Pt788Y9/NA0NDebtt982UVFR5rnnngvEUHdTF42TRW677TZTVFQUNDZ37lyzadMmizLCVNPS0mIkmaqqKmOMMX6/3yQnJ5uysrJAzIULF4zX6zUvvviiMcaY9vZ243A4THl5eSDm9OnTJiwszLz33nvjewGYVDo7O83s2bNNZWWlueuuuwKNE3WHsbJx40azePHiSz5P7WEsLF++3DzyyCNBYw888IB56KGHjDHU3VTHUj0L9PX1qbq6WgUFBUHjBQUF+vDDDy3KClNNR0eHJCkuLk6S1NDQoObm5qC6c7lcuuuuuwJ1V11drf7+/qCY1NRUzZs3j9rEZf3kJz/R8uXLtXTp0qBx6g5jpaKiQnl5efrud7+rxMRE3XLLLXr55ZcDz1N7GAuLFy/Wn//8Z9XX10uSDh8+rH379um+++6TRN1NdXarE5iOWltbNTg4qKSkpKDxpKQkNTc3W5QVphJjjEpKSrR48WLNmzdPkgK1NVrdnTx5MhDjdDoVGxs7IobaxKWUl5erpqZGBw8eHPEcdYex8vnnn2v79u0qKSnR5s2bdeDAAT322GNyuVwqLCyk9jAmNm7cqI6ODs2dO1fh4eEaHBzUM888o9WrV0vid95UR+NkIZvNFvS1MWbEGPB1rF27Vh999JH27ds34rmvU3fUJi7liy++UHFxsfbs2SO3233JOOoO15rf71deXp5++ctfSpJuueUWffzxx9q+fbsKCwsDcdQerqW33npLb7zxhn7/+9/rxhtvVG1trdavX6/U1FStWbMmEEfdTU0s1bNAQkKCwsPDR7yr0NLSMuIdCuBqrVu3ThUVFfrrX/+qtLS0wHhycrIkXbbukpOT1dfXp7a2tkvGAP+purpaLS0tys3Nld1ul91uV1VVlZ5//nnZ7fZA3VB3uNZSUlJ0ww03BI3l5OSosbFREr/zMDYef/xxbdq0Sd///vd100036Qc/+IE2bNig0tJSSdTdVEfjZAGn06nc3FxVVlYGjVdWVio/P9+irDDZGWO0du1a7d69W3/5y1+UlZUV9HxWVpaSk5OD6q6vr09VVVWBusvNzZXD4QiKaWpq0pEjR6hNjOpb3/qW6urqVFtbG3jk5eXpwQcfVG1trbKzs6k7jIk77rhjxJEL9fX1ysz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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "postprocessed_cases.ig.plot(hue=\"case_num\", figsize=(10, 4))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/toolkit/wrappers/SWASH_Reef/templates/INPUT b/toolkit/wrappers/SWASH_Reef/templates/INPUT new file mode 100644 index 00000000..61cbb01f --- /dev/null +++ b/toolkit/wrappers/SWASH_Reef/templates/INPUT @@ -0,0 +1,56 @@ +$Project name +PROJECT 'REEF' '{{ case_num }}' +$ +$Set water level +SET LEVEL=0.0 +$ +$(1D-mode, flume) or (2D-mode, basin) +MODE DYNanic ONED +COORD CARTesian +$Computational grid: geographic location, size, resolution and orientation +CGRID 0 0 0 {{ xlenc }} 0 {{ mxc }} 0 +$ +$Multi-layered mode +VERT 1 +$ +$Reading bathymetry values from file +INPGRID BOTTOM 0 0 0 {{ mxinp }} 0 {{ dxinp }} 0.0 +READINP BOTTOM 1 'depth.bot' 1 0 FREE +$ + +$Initial values for flow variables +INIT ZERO +$ +$Hydraulic boundary conditions +BOUNDCOND SIDE W CCW BTYPE WEAK CON REGULAR {{ Hs }} {{ Tp }} +BOU SIDE E CCW BTYPE RADIATION +SPON E 10 +$ +$Physics +BREAK +FRIC MANNING 0.01 +$Numerics +NONHYDrostatic BOX 1. PREConditioner ILU +$ +$Output quantities +DISCRET UPW MOM +DISCRET UPW UMOM H NONE +DISCRET UPW WMOM H NONE +DISCRET CORR +$ +$Time integration +TIMEI 0.1 0.5 +$ +QUANTITY XP hexp=10 +QUANT RUNUP delrp 0.01 +$ +CURVE 'line' 0 0 {{ xlenc }} {{ xlenc }} 0 +TABLE 'line' HEAD 'output.tab' TSEC XP YP WATL OUTPUT 0 1 SEC +$ +TABLE 'NOGRID' HEAD 'run.tab' TSEC RUNUP OUTPUT 0 1 SEC +$ +$Starts computation +TEST 1,0 +COMPUTE 000000.000 {{ deltc }} SEC {{ tendc }} +STOP +$ \ No newline at end of file