{ "cells": [ { "cell_type": "markdown", "id": "1a1aa8bd-d134-452e-b430-ab4660b3b06a", "metadata": {}, "source": [ "# Step by step Tutorial\n", "\n", "In this tutorial we will go throught the entire implementation of spy4cast MCA methodology\n", "\n", "On the first section we will do everything using xarray and on the second one we will introduce the abstractions that spy4cast implements to enhace productivity" ] }, { "cell_type": "markdown", "id": "bcac032e-2dac-4f05-9d26-f111f927e4f0", "metadata": {}, "source": [ "[Using Xarray](#xarray)\n", "- [Configuration](#x-conf)\n", "- [Preprocessing](#x-pre)\n", "- [MCA](#x-mca)\n", "- [Plot results](#x-plot)\n", "\n", "[Using Spy4Cast](#spy4cast)\n", "- [Configuration](#s-conf)\n", "- [Preprocessing](#s-pre)\n", "- [MCA](#s-mca)\n", "- [Plot results](#x-plot)\n", "- [Crossvalidation](#s-cross)\n" ] }, { "cell_type": "markdown", "id": "a82b0adf-9e9f-4f61-9c76-5d9e41e1d669", "metadata": {}, "source": [ "## Using xarray \n", "\n", "In this case of study we will go through the relation between sea surface temperature in the Atlantic ocean and the clorophyl concentration in the shouth coast of the Iberian Peninsula. It is the code used to replicate the results from [Lopez-Parages, Jorge, et al. 2022](https://doi.org/10.3389/fmars.2022.931832)." ] }, { "cell_type": "code", "execution_count": 1, "id": "a5ae3158-2dc5-49f2-828f-7187e20ed503", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/pabloduran/opt/anaconda3/envs/Spy4Cast/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.26.4\n", " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" ] } ], "source": [ "import xarray as xr\n", "import os\n", "import numpy as np\n", "import scipy\n", "from scipy import signal, sparse, stats\n", "import matplotlib.pyplot as plt\n", "from matplotlib import gridspec\n", "import cartopy.crs as ccrs" ] }, { "cell_type": "markdown", "id": "4e75afdb-ccf0-423e-8c12-34a81a2ee72b", "metadata": {}, "source": [ "### 1. Configuration " ] }, { "cell_type": "markdown", "id": "49ee0b80-99ca-4197-9a50-831ec21ea666", "metadata": {}, "source": [ "Load the data:" ] }, { "cell_type": "code", "execution_count": 2, "id": "3c057ffb-5b78-4671-9e28-3f597b7e488b", "metadata": {}, "outputs": [], "source": [ "DATASET_DIR = \"datasets\"\n", "\n", "PREDICTOR_NAME = \"HadISST_sst_chopped.nc\"\n", "PREDICTAND_NAME = \"chl_1km_monthly_Sep1997_Dec2020_sliced.nc\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "4d7dd8b7-5efa-4e50-a8d4-7bf7481569dd", "metadata": {}, "outputs": [], "source": [ "sst_ds = xr.open_dataset(os.path.join(DATASET_DIR, PREDICTOR_NAME))\n", "sst = sst_ds[\"sst\"]\n", "chl_ds = xr.open_dataset(os.path.join(DATASET_DIR, PREDICTAND_NAME))\n", "chl = chl_ds[\"CHL\"]" ] }, { "cell_type": "markdown", "id": "66805c70-3d3d-4072-ab58-508b91df6f86", "metadata": {}, "source": [ "Slice the data:\n", "\n", "Predictor Region: Atlantic Ocean (lat = from 5º to 25º, lon = from -75º to -20º)\n", "Predictor Time: 1997 -> 2019\n", "Predictor Season: AUG, SEP\n", "\n", "Predictand Region: Southearn Coast of Iberian Peninsula (lat = from 36º to 37º, lon = from -5.3º to -2º)\n", "Predictand Time: 1998 -> 2020\n", "Predictand Season: MAR, APR" ] }, { "cell_type": "code", "execution_count": 4, "id": "23bc982e-5ef9-4274-9e40-3857e7e84707", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'sst' (time: 605, latitude: 180, longitude: 360)> Size: 157MB\n",
       "[39204000 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 5kB 1970-01-16T12:00:00 ... 2020-05-16T1...\n",
       "  * latitude   (latitude) float32 720B 89.5 88.5 87.5 86.5 ... -87.5 -88.5 -89.5\n",
       "  * longitude  (longitude) float32 1kB -179.5 -178.5 -177.5 ... 178.5 179.5\n",
       "Attributes:\n",
       "    standard_name:  sea_surface_temperature\n",
       "    long_name:      sst\n",
       "    units:          C\n",
       "    cell_methods:   time: lat: lon: mean
" ], "text/plain": [ " Size: 157MB\n", "[39204000 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 5kB 1970-01-16T12:00:00 ... 2020-05-16T1...\n", " * latitude (latitude) float32 720B 89.5 88.5 87.5 86.5 ... -87.5 -88.5 -89.5\n", " * longitude (longitude) float32 1kB -179.5 -178.5 -177.5 ... 178.5 179.5\n", "Attributes:\n", " standard_name: sea_surface_temperature\n", " long_name: sst\n", " units: C\n", " cell_methods: time: lat: lon: mean" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst" ] }, { "cell_type": "code", "execution_count": 5, "id": "6a1b34e1-cc3b-4b1f-a238-6fe84221bf25", "metadata": {}, "outputs": [], "source": [ "# Note: lat dimension in y_ds is from high to low\n", "sst = sst.sel(longitude=slice(-75, -20), latitude=slice(25, 5))\n", "sst = sst[(sst[\"time.year\"] >= 1997) & (sst[\"time.year\"] <= 2019)]\n", "sst = sst[(sst[\"time.month\"] == 8) | (sst[\"time.month\"] == 9)]" ] }, { "cell_type": "code", "execution_count": 6, "id": "62a4200f-8812-4369-9c0e-865661a7a4c6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'sst' (time: 46, latitude: 20, longitude: 55)> Size: 202kB\n",
       "[50600 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 368B 1997-08-16T12:00:00 ... 2019-09-16T...\n",
       "  * latitude   (latitude) float32 80B 24.5 23.5 22.5 21.5 ... 8.5 7.5 6.5 5.5\n",
       "  * longitude  (longitude) float32 220B -74.5 -73.5 -72.5 ... -22.5 -21.5 -20.5\n",
       "Attributes:\n",
       "    standard_name:  sea_surface_temperature\n",
       "    long_name:      sst\n",
       "    units:          C\n",
       "    cell_methods:   time: lat: lon: mean
" ], "text/plain": [ " Size: 202kB\n", "[50600 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 368B 1997-08-16T12:00:00 ... 2019-09-16T...\n", " * latitude (latitude) float32 80B 24.5 23.5 22.5 21.5 ... 8.5 7.5 6.5 5.5\n", " * longitude (longitude) float32 220B -74.5 -73.5 -72.5 ... -22.5 -21.5 -20.5\n", "Attributes:\n", " standard_name: sea_surface_temperature\n", " long_name: sst\n", " units: C\n", " cell_methods: time: lat: lon: mean" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst" ] }, { "cell_type": "code", "execution_count": 7, "id": "263c5c29-bd91-4c8d-b46d-142f0eff5f0c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'CHL' (time: 92, lat: 296, lon: 257)> Size: 28MB\n",
       "[6998624 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 736B 1998-02-01 1998-03-01 ... 2020-05-01\n",
       "  * lat      (lat) float32 1kB 35.01 35.02 35.03 35.04 ... 37.97 37.98 37.99\n",
       "  * lon      (lon) float32 1kB -5.39 -5.377 -5.364 ... -2.126 -2.114 -2.101\n",
       "    year     (time) int64 736B ...\n",
       "Attributes:\n",
       "    long_name:      Monthly Multi-sensor and multi water-type Chlorophyll a c...\n",
       "    standard_name:  mass_concentration_of_chlorophyll_a_in_sea_water\n",
       "    type:           surface\n",
       "    units:          milligram m^-3\n",
       "    cell_methods:   time: mean (interval: 1 month  comment: sampled instantan...\n",
       "    valid_min:      0.01\n",
       "    valid_max:      100.0\n",
       "    source:         MODISA Aqua - Level2,VIIRSJ JPSS-1 - Level2,VIIRSN Suomi-...\n",
       "    _ChunkSizes:    [   1  790 1654]
" ], "text/plain": [ " Size: 28MB\n", "[6998624 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 736B 1998-02-01 1998-03-01 ... 2020-05-01\n", " * lat (lat) float32 1kB 35.01 35.02 35.03 35.04 ... 37.97 37.98 37.99\n", " * lon (lon) float32 1kB -5.39 -5.377 -5.364 ... -2.126 -2.114 -2.101\n", " year (time) int64 736B ...\n", "Attributes:\n", " long_name: Monthly Multi-sensor and multi water-type Chlorophyll a c...\n", " standard_name: mass_concentration_of_chlorophyll_a_in_sea_water\n", " type: surface\n", " units: milligram m^-3\n", " cell_methods: time: mean (interval: 1 month comment: sampled instantan...\n", " valid_min: 0.01\n", " valid_max: 100.0\n", " source: MODISA Aqua - Level2,VIIRSJ JPSS-1 - Level2,VIIRSN Suomi-...\n", " _ChunkSizes: [ 1 790 1654]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chl" ] }, { "cell_type": "code", "execution_count": 8, "id": "3f8f9067-7351-4f42-b2aa-9ba294ebcf05", "metadata": {}, "outputs": [], "source": [ "chl = chl.sel(lon=slice(-5.3, -2), lat=slice(36, 37))\n", "chl = chl[(chl[\"time.year\"] >= 1998) & (chl[\"time.year\"] <= 2020)]\n", "chl = chl[(chl[\"time.month\"] == 3) | (chl[\"time.month\"] == 4)]" ] }, { "cell_type": "code", "execution_count": 9, "id": "ce24790b-0827-4870-b508-2fb2d88eed9f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'CHL' (time: 46, lat: 99, lon: 250)> Size: 5MB\n",
       "[1138500 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 368B 1998-03-01 1998-04-01 ... 2020-04-01\n",
       "  * lat      (lat) float32 396B 36.0 36.01 36.02 36.03 ... 36.97 36.98 36.99\n",
       "  * lon      (lon) float32 1kB -5.3 -5.287 -5.274 ... -2.126 -2.114 -2.101\n",
       "    year     (time) int64 368B ...\n",
       "Attributes:\n",
       "    long_name:      Monthly Multi-sensor and multi water-type Chlorophyll a c...\n",
       "    standard_name:  mass_concentration_of_chlorophyll_a_in_sea_water\n",
       "    type:           surface\n",
       "    units:          milligram m^-3\n",
       "    cell_methods:   time: mean (interval: 1 month  comment: sampled instantan...\n",
       "    valid_min:      0.01\n",
       "    valid_max:      100.0\n",
       "    source:         MODISA Aqua - Level2,VIIRSJ JPSS-1 - Level2,VIIRSN Suomi-...\n",
       "    _ChunkSizes:    [   1  790 1654]
" ], "text/plain": [ " Size: 5MB\n", "[1138500 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 368B 1998-03-01 1998-04-01 ... 2020-04-01\n", " * lat (lat) float32 396B 36.0 36.01 36.02 36.03 ... 36.97 36.98 36.99\n", " * lon (lon) float32 1kB -5.3 -5.287 -5.274 ... -2.126 -2.114 -2.101\n", " year (time) int64 368B ...\n", "Attributes:\n", " long_name: Monthly Multi-sensor and multi water-type Chlorophyll a c...\n", " standard_name: mass_concentration_of_chlorophyll_a_in_sea_water\n", " type: surface\n", " units: milligram m^-3\n", " cell_methods: time: mean (interval: 1 month comment: sampled instantan...\n", " valid_min: 0.01\n", " valid_max: 100.0\n", " source: MODISA Aqua - Level2,VIIRSJ JPSS-1 - Level2,VIIRSN Suomi-...\n", " _ChunkSizes: [ 1 790 1654]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chl" ] }, { "cell_type": "markdown", "id": "01c58721-f559-4bb7-aacb-3ab63a64f02f", "metadata": {}, "source": [ "Plot climatology to make sure the regions are correct" ] }, { "cell_type": "code", "execution_count": 10, "id": "75c4edbc-97a2-4956-a407-b0669a9e9f02", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst.mean(\"time\").plot()" ] }, { "cell_type": "code", "execution_count": 11, "id": "1cf512f3-a35d-4e53-a0b8-5c798e86ddd3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst.mean(\"latitude\").mean(\"longitude\").plot(marker=\".\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "5c68e2b5-5ca5-4c32-be42-aff2be5f34c8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chl.mean(\"time\").plot(levels=[0, 1, 2, 3])" ] }, { "cell_type": "code", "execution_count": 13, "id": "0eeb7b42-cc79-4ee8-988f-f7b23988f043", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chl.mean(\"lat\").mean(\"lon\").plot(marker=\".\")" ] }, { "cell_type": "markdown", "id": "5bb16b79-017f-4fae-b634-702bbb866b35", "metadata": {}, "source": [ "### 2. Preprocessing " ] }, { "cell_type": "markdown", "id": "2bb4dbfc-e188-4e5a-adf2-cfcb29098bab", "metadata": {}, "source": [ "In the preprocessing stage we need to calculate the anomalies of the seasonal mean and reshape the arrays into space x time matrices" ] }, { "cell_type": "code", "execution_count": 14, "id": "e5b0afe5-ba46-4c6f-90a6-fccfe1d90ae5", "metadata": {}, "outputs": [], "source": [ "# Given that the seasons only span one year we can take the yearly mean of the time axis\n", "sst = sst.groupby(\"time.year\").mean()\n", "chl = chl.groupby(\"time.year\").mean()" ] }, { "cell_type": "code", "execution_count": 15, "id": "c1707184-3801-46ac-a93c-6fb0e8a6d48e", "metadata": {}, "outputs": [], "source": [ "y = sst - sst.mean(\"year\")\n", "z = chl - chl.mean(\"year\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "4e3e7ae0-cbdf-4641-9928-9ee32464ffd2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'sst' (year: 23, latitude: 20, longitude: 55)> Size: 101kB\n",
       "array([[[29.43972 , 29.324703, 29.236721, ..., 24.867073, 24.746378,\n",
       "         24.540201],\n",
       "        [29.501165, 29.34866 , 29.240013, ..., 24.92178 , 24.772491,\n",
       "         24.51123 ],\n",
       "        [29.448833, 29.289053, 29.198196, ..., 24.95534 , 24.78917 ,\n",
       "         24.522488],\n",
       "        ...,\n",
       "        [      nan,       nan,       nan, ..., 27.690258, 27.562199,\n",
       "         27.474775],\n",
       "        [      nan,       nan,       nan, ..., 27.65865 , 27.54871 ,\n",
       "         27.473726],\n",
       "        [      nan,       nan,       nan, ..., 27.5221  , 27.39844 ,\n",
       "         27.313917]],\n",
       "\n",
       "       [[29.418564, 29.32129 , 29.19013 , ..., 24.786026, 24.727936,\n",
       "         24.534008],\n",
       "        [29.48762 , 29.362225, 29.229086, ..., 24.934086, 24.766254,\n",
       "         24.50972 ],\n",
       "        [29.513603, 29.374004, 29.264664, ..., 25.092678, 24.783533,\n",
       "         24.475266],\n",
       "...\n",
       "        [      nan,       nan,       nan, ..., 27.841267, 27.778168,\n",
       "         27.735716],\n",
       "        [      nan,       nan,       nan, ..., 27.92116 , 27.866674,\n",
       "         27.815903],\n",
       "        [      nan,       nan,       nan, ..., 27.870008, 27.823608,\n",
       "         27.764965]],\n",
       "\n",
       "       [[29.059797, 29.13901 , 29.207676, ..., 25.025206, 24.790546,\n",
       "         24.496622],\n",
       "        [29.046814, 29.10406 , 29.170261, ..., 25.064781, 24.804836,\n",
       "         24.45037 ],\n",
       "        [29.062769, 29.085262, 29.128931, ..., 25.093243, 24.825397,\n",
       "         24.447556],\n",
       "        ...,\n",
       "        [      nan,       nan,       nan, ..., 27.752783, 27.660511,\n",
       "         27.626997],\n",
       "        [      nan,       nan,       nan, ..., 27.764326, 27.68687 ,\n",
       "         27.625046],\n",
       "        [      nan,       nan,       nan, ..., 27.736523, 27.646976,\n",
       "         27.557606]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 80B 24.5 23.5 22.5 21.5 ... 8.5 7.5 6.5 5.5\n",
       "  * longitude  (longitude) float32 220B -74.5 -73.5 -72.5 ... -22.5 -21.5 -20.5\n",
       "  * year       (year) int64 184B 1997 1998 1999 2000 ... 2016 2017 2018 2019\n",
       "Attributes:\n",
       "    standard_name:  sea_surface_temperature\n",
       "    long_name:      sst\n",
       "    units:          C\n",
       "    cell_methods:   time: lat: lon: mean
" ], "text/plain": [ " Size: 101kB\n", "array([[[29.43972 , 29.324703, 29.236721, ..., 24.867073, 24.746378,\n", " 24.540201],\n", " [29.501165, 29.34866 , 29.240013, ..., 24.92178 , 24.772491,\n", " 24.51123 ],\n", " [29.448833, 29.289053, 29.198196, ..., 24.95534 , 24.78917 ,\n", " 24.522488],\n", " ...,\n", " [ nan, nan, nan, ..., 27.690258, 27.562199,\n", " 27.474775],\n", " [ nan, nan, nan, ..., 27.65865 , 27.54871 ,\n", " 27.473726],\n", " [ nan, nan, nan, ..., 27.5221 , 27.39844 ,\n", " 27.313917]],\n", "\n", " [[29.418564, 29.32129 , 29.19013 , ..., 24.786026, 24.727936,\n", " 24.534008],\n", " [29.48762 , 29.362225, 29.229086, ..., 24.934086, 24.766254,\n", " 24.50972 ],\n", " [29.513603, 29.374004, 29.264664, ..., 25.092678, 24.783533,\n", " 24.475266],\n", "...\n", " [ nan, nan, nan, ..., 27.841267, 27.778168,\n", " 27.735716],\n", " [ nan, nan, nan, ..., 27.92116 , 27.866674,\n", " 27.815903],\n", " [ nan, nan, nan, ..., 27.870008, 27.823608,\n", " 27.764965]],\n", "\n", " [[29.059797, 29.13901 , 29.207676, ..., 25.025206, 24.790546,\n", " 24.496622],\n", " [29.046814, 29.10406 , 29.170261, ..., 25.064781, 24.804836,\n", " 24.45037 ],\n", " [29.062769, 29.085262, 29.128931, ..., 25.093243, 24.825397,\n", " 24.447556],\n", " ...,\n", " [ nan, nan, nan, ..., 27.752783, 27.660511,\n", " 27.626997],\n", " [ nan, nan, nan, ..., 27.764326, 27.68687 ,\n", " 27.625046],\n", " [ nan, nan, nan, ..., 27.736523, 27.646976,\n", " 27.557606]]], dtype=float32)\n", "Coordinates:\n", " * latitude (latitude) float32 80B 24.5 23.5 22.5 21.5 ... 8.5 7.5 6.5 5.5\n", " * longitude (longitude) float32 220B -74.5 -73.5 -72.5 ... -22.5 -21.5 -20.5\n", " * year (year) int64 184B 1997 1998 1999 2000 ... 2016 2017 2018 2019\n", "Attributes:\n", " standard_name: sea_surface_temperature\n", " long_name: sst\n", " units: C\n", " cell_methods: time: lat: lon: mean" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst" ] }, { "cell_type": "code", "execution_count": 17, "id": "fb07984c-f7e7-4338-9335-d9575bfa53b3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'CHL' (year: 23, lat: 99, lon: 250)> Size: 2MB\n",
       "array([[[0.21465224, 0.2473787 , 0.22719526, ..., 0.12090172,\n",
       "         0.12297925, 0.1198298 ],\n",
       "        [0.23239255, 0.22782484, 0.2263079 , ..., 0.12343679,\n",
       "         0.11864622, 0.11867309],\n",
       "        [0.2286636 , 0.20803559, 0.20788139, ..., 0.12761016,\n",
       "         0.12068577, 0.12094864],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[0.16464871, 0.18137816, 0.18113448, ..., 0.310634  ,\n",
       "         0.30567884, 0.29548663],\n",
       "        [0.18559793, 0.18445052, 0.18071373, ..., 0.27648756,\n",
       "         0.29144764, 0.27454275],\n",
       "        [0.18167377, 0.17825404, 0.19277668, ..., 0.29028517,\n",
       "         0.28167462, 0.28074667],\n",
       "...\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]],\n",
       "\n",
       "       [[0.13607499, 0.13884723, 0.13911843, ..., 0.11104058,\n",
       "         0.11072575, 0.11365105],\n",
       "        [0.14470449, 0.1443741 , 0.14499024, ..., 0.12129846,\n",
       "         0.11603758, 0.11563934],\n",
       "        [0.16214469, 0.1638612 , 0.17014524, ..., 0.14019011,\n",
       "         0.12605241, 0.11876828],\n",
       "        ...,\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 396B 36.0 36.01 36.02 36.03 ... 36.97 36.98 36.99\n",
       "  * lon      (lon) float32 1kB -5.3 -5.287 -5.274 ... -2.126 -2.114 -2.101\n",
       "  * year     (year) int64 184B 1998 1999 2000 2001 2002 ... 2017 2018 2019 2020\n",
       "Attributes:\n",
       "    long_name:      Monthly Multi-sensor and multi water-type Chlorophyll a c...\n",
       "    standard_name:  mass_concentration_of_chlorophyll_a_in_sea_water\n",
       "    type:           surface\n",
       "    units:          milligram m^-3\n",
       "    cell_methods:   time: mean (interval: 1 month  comment: sampled instantan...\n",
       "    valid_min:      0.01\n",
       "    valid_max:      100.0\n",
       "    source:         MODISA Aqua - Level2,VIIRSJ JPSS-1 - Level2,VIIRSN Suomi-...\n",
       "    _ChunkSizes:    [   1  790 1654]
" ], "text/plain": [ " Size: 2MB\n", "array([[[0.21465224, 0.2473787 , 0.22719526, ..., 0.12090172,\n", " 0.12297925, 0.1198298 ],\n", " [0.23239255, 0.22782484, 0.2263079 , ..., 0.12343679,\n", " 0.11864622, 0.11867309],\n", " [0.2286636 , 0.20803559, 0.20788139, ..., 0.12761016,\n", " 0.12068577, 0.12094864],\n", " ...,\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan]],\n", "\n", " [[0.16464871, 0.18137816, 0.18113448, ..., 0.310634 ,\n", " 0.30567884, 0.29548663],\n", " [0.18559793, 0.18445052, 0.18071373, ..., 0.27648756,\n", " 0.29144764, 0.27454275],\n", " [0.18167377, 0.17825404, 0.19277668, ..., 0.29028517,\n", " 0.28167462, 0.28074667],\n", "...\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan]],\n", "\n", " [[0.13607499, 0.13884723, 0.13911843, ..., 0.11104058,\n", " 0.11072575, 0.11365105],\n", " [0.14470449, 0.1443741 , 0.14499024, ..., 0.12129846,\n", " 0.11603758, 0.11563934],\n", " [0.16214469, 0.1638612 , 0.17014524, ..., 0.14019011,\n", " 0.12605241, 0.11876828],\n", " ...,\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan]]], dtype=float32)\n", "Coordinates:\n", " * lat (lat) float32 396B 36.0 36.01 36.02 36.03 ... 36.97 36.98 36.99\n", " * lon (lon) float32 1kB -5.3 -5.287 -5.274 ... -2.126 -2.114 -2.101\n", " * year (year) int64 184B 1998 1999 2000 2001 2002 ... 2017 2018 2019 2020\n", "Attributes:\n", " long_name: Monthly Multi-sensor and multi water-type Chlorophyll a c...\n", " standard_name: mass_concentration_of_chlorophyll_a_in_sea_water\n", " type: surface\n", " units: milligram m^-3\n", " cell_methods: time: mean (interval: 1 month comment: sampled instantan...\n", " valid_min: 0.01\n", " valid_max: 100.0\n", " source: MODISA Aqua - Level2,VIIRSJ JPSS-1 - Level2,VIIRSN Suomi-...\n", " _ChunkSizes: [ 1 790 1654]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chl" ] }, { "cell_type": "code", "execution_count": 18, "id": "f693f28a-3e50-4cb6-b469-745a7ad0f449", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(23, 20, 55)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst.shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "e2e792f1-ae6c-4668-ae34-11ff3c8e6a7d", "metadata": {}, "outputs": [], "source": [ "y = sst.values.reshape(sst.shape[0], sst.shape[1]*sst.shape[2]).T\n", "z = chl.values.reshape(chl.shape[0], chl.shape[1]*chl.shape[2]).T" ] }, { "cell_type": "markdown", "id": "427cbf03-01b2-49b0-bc0c-21cc07435843", "metadata": {}, "source": [ "Apply detrending to the predictor field" ] }, { "cell_type": "code", "execution_count": 20, "id": "c323f063-4759-425d-afc2-2b92a0dc3814", "metadata": {}, "outputs": [], "source": [ "y_land_mask = np.isnan(y.sum(axis=1)) # Masks where the land is\n", "y[~y_land_mask] = signal.detrend(y[~y_land_mask])" ] }, { "cell_type": "code", "execution_count": 21, "id": "e18522c8-c931-4537-9542-2cb823804a94", "metadata": {}, "outputs": [], "source": [ "z_land_mask = np.isnan(z.sum(axis=1))" ] }, { "cell_type": "markdown", "id": "3d90ac21-49ff-492b-b549-396ee63011df", "metadata": {}, "source": [ "### 3. Perform MCA " ] }, { "cell_type": "code", "execution_count": 22, "id": "1ac1866e-225c-4568-869b-c3c1cf6f762a", "metadata": {}, "outputs": [], "source": [ "nm = 3 # Calculate up to 3 modes\n", "alpha = 0.1 # Significance level for Pearson correlation" ] }, { "cell_type": "markdown", "id": "21c3b255-5786-4a75-811d-ddc623c70a46", "metadata": {}, "source": [ "Calculate the convariance matrix" ] }, { "cell_type": "code", "execution_count": 23, "id": "5d03782a-1a23-499d-971f-5946aefa75cb", "metadata": {}, "outputs": [], "source": [ "c = np.dot(y[~y_land_mask], np.transpose(z[~z_land_mask]))" ] }, { "cell_type": "markdown", "id": "4cc690cc-2e8a-4230-95db-b24f937332eb", "metadata": {}, "source": [ "Singular Value Decomposition" ] }, { "cell_type": "code", "execution_count": 24, "id": "94d37f9b-471f-4f4a-a518-daf0d449dd26", "metadata": {}, "outputs": [], "source": [ "r, _d, q = sparse.linalg.svds(c, k=nm, which='LM') # Which LM = Large magnitude\n", "\n", "# Modes are reversed so we reverse them in r, d and q\n", "r = r[:, ::-1]\n", "_d = _d[::-1]\n", "q = q[::-1, :]\n", "\n", "svdvals = scipy.linalg.svdvals(c)\n", "scf = svdvals[:nm] / np.sum(svdvals)" ] }, { "cell_type": "code", "execution_count": 25, "id": "49e7131b-28a5-4e3a-8fdc-306defdd50a0", "metadata": {}, "outputs": [], "source": [ "# Time series of covariability\n", "u = np.dot(np.transpose(y[~y_land_mask]), r)\n", "v = np.dot(np.transpose(z[~z_land_mask]), q.transpose())\n", "\n", "Us = ((u - u.mean(0)) / u.std(0)).transpose() # Standarized anom across axis 0\n", "Vs = ((v - v.mean(0)) / v.std(0)).transpose()\n" ] }, { "cell_type": "markdown", "id": "c06bb598-4acb-464e-92c3-33df02521bda", "metadata": {}, "source": [ "Perform index regression to get the modes of variability" ] }, { "cell_type": "code", "execution_count": 26, "id": "1df19256-c8bd-40a7-b30e-cff3e4015620", "metadata": {}, "outputs": [], "source": [ "ny, nz = y.shape[0], z.shape[0]\n", "nt = y.shape[1] # Must be the same as z.shape[1]\n", "\n", "RUY = np.zeros([ny, nm], dtype=np.float32)\n", "SUY = np.zeros([ny, nm], dtype=np.float32)\n", "pvalruy = np.zeros([ny, nm], dtype=np.float32)\n", "\n", "RUZ = np.zeros([nz, nm], dtype=np.float32)\n", "SUZ = np.zeros([nz, nm], dtype=np.float32)\n", "pvalruz = np.zeros([nz, nm], dtype=np.float32)\n", "\n", "RUY[y_land_mask, :] = np.nan\n", "pvalruy[y_land_mask, :] = np.nan\n", " \n", "RUZ[z_land_mask, :] = np.nan\n", "pvalruz[z_land_mask, :] = np.nan\n", "\n", "for i in range(nm):\n", " SUY[:, i] = y.dot(Us[i, :]) / nt \n", " result = np.apply_along_axis(stats.pearsonr, 1, y[~y_land_mask], Us[i, :])\n", " RUY[~y_land_mask, i], pvalruy[~y_land_mask, i] = result[:, 0], result[:, 1]\n", "\n", " SUZ[:, i] = z.dot(Us[i, :]) / nt \n", " result = np.apply_along_axis(stats.pearsonr, 1, z[~z_land_mask], Us[i, :])\n", " RUZ[~z_land_mask, i], pvalruz[~z_land_mask, i] = result[:, 0], result[:, 1]\n", "\n", "RUY_sig = RUY.copy()\n", "SUY_sig = SUY.copy()\n", "RUY_sig[pvalruy > alpha] = np.nan\n", "SUY_sig[pvalruy > alpha] = np.nan\n", "\n", "RUZ_sig = RUZ.copy()\n", "SUZ_sig = SUZ.copy()\n", "RUZ_sig[pvalruz > alpha] = np.nan\n", "SUZ_sig[pvalruz > alpha] = np.nan" ] }, { "cell_type": "markdown", "id": "53e8b4c1-c741-403d-9a7f-26df96b70952", "metadata": {}, "source": [ "### 4. Plot MCA " ] }, { "cell_type": "code", "execution_count": 27, "id": "59d0a529-4533-4253-ac3f-5c1a845e8b4e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 8))" ] }, { "cell_type": "code", "execution_count": 28, "id": "86545ad6-956b-4bfd-9923-48d9a93f0fe9", "metadata": {}, "outputs": [], "source": [ "gs = gridspec.GridSpec(3, 3)" ] }, { "cell_type": "code", "execution_count": 29, "id": "2fccdaa5-9a7c-4eeb-80a8-da58bf6c5bf1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'MCA')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in range(nm):\n", " ax = fig.add_subplot(gs[i, 0])\n", " ax.plot(sst[\"year\"].values, Us[i, :], color=\"green\", label=\"Us\")\n", " ax.plot(sst[\"year\"].values, Vs[i, :], color=\"blue\", label=\"Vs\")\n", " if i == 0:\n", " ax.legend()\n", "\n", "for i in range(nm):\n", " ax = fig.add_subplot(gs[i, 1], projection=ccrs.PlateCarree())\n", " \n", " ru, ru_sig, lats, lons = RUY, RUY_sig, sst[\"latitude\"], sst[\"longitude\"]\n", " t = ru[:, i].transpose().reshape((len(lats), len(lons)))\n", " th = ru_sig[:, i].transpose().reshape((len(lats), len(lons)))\n", "\n", " im = ax.contourf(\n", " lons, lats, t, cmap=\"bwr\",\n", " extend='both', transform=ccrs.PlateCarree(),\n", " )\n", " ax.contourf(\n", " lons, lats, th, colors='none', hatches='..', extend='both',\n", " transform=ccrs.PlateCarree()\n", " )\n", " ax.coastlines()\n", " fig.colorbar(im, ax=ax, orientation=\"horizontal\")\n", "\n", "for i in range(nm):\n", " ax = fig.add_subplot(gs[i, 2], projection=ccrs.PlateCarree())\n", " \n", " ru, ru_sig, lats, lons = RUZ, RUZ_sig, chl[\"lat\"], chl[\"lon\"]\n", " t = ru[:, i].transpose().reshape((len(lats), len(lons)))\n", " th = ru_sig[:, i].transpose().reshape((len(lats), len(lons)))\n", "\n", " im = ax.contourf(\n", " lons, lats, t, cmap=\"viridis\",\n", " extend='both', transform=ccrs.PlateCarree(),\n", " )\n", " ax.contourf(\n", " lons, lats, th, colors='none', hatches='..', extend='both',\n", " transform=ccrs.PlateCarree()\n", " )\n", " ax.coastlines()\n", " fig.colorbar(im, ax=ax, orientation=\"horizontal\")\n", "\n", "fig.suptitle(\"MCA\")" ] }, { "cell_type": "code", "execution_count": 30, "id": "55ef8e72-344f-41f5-a8ec-ca7cbda911e1", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig" ] }, { "cell_type": "markdown", "id": "5889dd43-c76a-494a-995e-957b25e13b1d", "metadata": {}, "source": [ "## Using Spy4Cast " ] }, { "cell_type": "code", "execution_count": 31, "id": "97155295-db3d-4367-9549-5908785a9533", "metadata": {}, "outputs": [], "source": [ "from spy4cast import Dataset, Region, Month\n", "from spy4cast.spy4cast import Preprocess, MCA, Crossvalidation" ] }, { "cell_type": "markdown", "id": "e1ff5b97-6344-444e-9529-77ef0e111e44", "metadata": {}, "source": [ "### 1. Configuration \n", "\n", "Configuration is srtraight forward with the abstractions spy4cast provides.\n", "\n", "This enhances productivity and makes it easier to change the parameters of the run. It is also quite straight-forward to \n", "declare seasons that span through a year like NDJ, which requires more logic with xarray\n", "\n", "\n", "Also it provides a `skip` option to reduce the dimension of the dataset. This makes ir faster for the first runs and you can decrease it to 0 for the final output" ] }, { "cell_type": "code", "execution_count": 55, "id": "c7a12875-c869-415a-82b0-9be6388a3b09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictor = Dataset(PREDICTOR_NAME, DATASET_DIR).open(\"sst\")\n", "sst_region = Region(\n", " lat0=5, latf=25,\n", " lon0=-75, lonf=-20,\n", " month0=Month.AUG, monthf=Month.SEP,\n", " year0=1997, yearf=2019,\n", ") # PREDICTOR: Y\n", "predictor.slice(sst_region, skip=0)\n", "\n", "predictand = Dataset(PREDICTAND_NAME, DATASET_DIR).open(\"CHL\")\n", "chl_region = Region(\n", " lat0=36, latf=37,\n", " lon0=-5.3, lonf=-2,\n", " month0=Month.MAR, monthf=Month.APR,\n", " year0=1998, yearf=2020,\n", ") # PRECITAND: Z\n", "predictand.slice(chl_region, skip=0)" ] }, { "cell_type": "markdown", "id": "b8443532-a367-48c9-8657-7c02611c4118", "metadata": {}, "source": [ "Climatology and anomaly plots can be created easily with `meteo.Clim` and `meteo.Anom` as well as time series" ] }, { "cell_type": "code", "execution_count": 56, "id": "70af00fc-19fb-41dc-b518-33657064d792", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((
,), (,))" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAGHCAYAAAC6SmOyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAA9hAAAPYQGoP6dpAACZlklEQVR4nOzdd3hTVQMG8Dfdu2W1tNCyKbtsKHvvKSp7CcoUBVFBEBBkORBcLFkKWD5BlF1mkU0ZRYbsDS2rg9I9zvdHzTVJkza3zWzf3/PkodzccXJzc3PenHPPVQghBIiIiIiIiEhvNuYuABERERERkbVhkCIiIiIiIpKJQYqIiIiIiEgmBikiIiIiIiKZGKSIiIiIiIhkYpAiIiIiIiKSiUGKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZGKQIlnWrl0LhUIBhUKBWbNmSdNbtWolTb97967ZymdId+/elV5Tq1atzF0c0iI8PBxt2rRB0aJFpfcqIiLC3MUymPDwcOl1HTt2zNzFydG4ceOgUCgQGBgIIYS5i0NEZDWOHTsmnevDw8OzPd++fXsoFAp07drVDKWjnDBIEQAgISEB33zzDVq0aIFixYrByckJ5cqVQ7du3bB+/Xqkpqaau4h6uXv3LmbNmoVZs2bhjz/+MHdxyIhevnyJbt264dChQ4iJiZG17MOHD/HRRx8hKCgIHh4ecHV1RdWqVTF06FAcOHBAmm/WrFnSl9uwYcOyrUf1B4S1a9dK04cNG6b1Bwe5Pv30UwBAgwYN0LRpU63bVSgUmDdvXrZlv/76a7V5GjdurHUbISEhavN16tRJdjnv37+Pn376CQAwYcIEKBQK6bkPPvgAwcHBKFmyJBwcHODm5oaaNWti6tSpOt+3e/fuYfTo0ShXrhwcHR1RrFgxNGzYEPPnz9e7TC9fvsTHH3+MChUqwNHRET4+Phg0aBBu3bqldf79+/ejXbt28PT0hIuLC+rWrYtly5YhMzNTbb7MzEz88MMPqFmzJlxdXVGhQgVMmjQJL1++lOZR/RFGoVDgzTffVFtHWFhYru+LvuTs37Jly6qVS9sjLCxMr+2mpKRg3rx5qFatGpycnFCsWDH06tUL586d0zr/2bNn0bNnT+n7pVq1apg/f77W75aQkBDUr18f7u7uCAgIwFtvvYUnT56ozaNa5kaNGqk9p7r/S5YsqdfrkUv13JCf/fjTTz+hY8eO8Pf3h7Ozs/TdO2zYMFy9elXrMps2bULTpk3h5uYGNzc3NG3aFP/73/+yzZeSkoLZs2ejSpUqcHFxQZUqVTBnzhykpKQAAG7evCmVt0qVKmrLRkRESM/Z2dkhISFBei4pKQkODg5QKBTw9PTM9hnJTVxcHJYsWYIePXqgUqVKcHV1haurK+rUqYNFixYhPT1d1vr0/ewC8s4LN27cQJ8+feDr6wsvLy80b95c7fth+vTp0j5asGCB2rLvv/++9Fy/fv3Unvvpp5+k58aPHw8AaNq0KRo0aAAAmDFjRrayTJw4EQCwa9cunDp1Stb+ISMTVOhdvnxZlC9fXgDQ+Th//rwQQog1a9ZI02bOnCmt4++//xZHjhwRR44cEcnJyeZ5IUKIQ4cOSeUbOnRovtZ1584daV0tW7Y0SPnIcPbt2ye9P8HBweLgwYPiyJEj4tWrVzkut3nzZuHq6qrzWPf09JTmnTlzZo7HU8uWLaXn16xZI00fOnSo1s+JHBcvXpTWsWzZMp3bBSAqVKggMjMz1eapUqWK2jyNGjXSup0ePXqozWdnZyeePXsmq6wffPCBACAcHBxEXFyc2nO2trY693WNGjVESkqK2vxHjx4VHh4eWuevUKGCXuWJi4sTtWrV0rqOIkWKiL///ltt/tWrVwuFQqF1/hEjRqjN+9lnnwkAolq1amLv3r3i9ddfFwBEkyZNpPdA9dwBQNjY2Ih//vlHWofqeUrX+6IvOfu3TJkyOZ7nAYijR4/mus20tDTRtm1brcs7OjqK/fv3q80fGhoqHBwctM7foUMHkZ6eLs27bt06AUD4+vqKHTt2iHHjxgkAonz58iIhIUGaT3M9oaGh0nOq+9/Hxyc/u1cn1XODtsehQ4f0Wo+u/QhAuLm5iWvXrum93Tlz5qjNO3z4cOn7a9++fdJ5o1+/ftI8JUqUEACEQqEQL168kKb/+OOPOl/PX3/9JU1v27at7H134sSJHPddz5499V6XnM+unPPCs2fPhLe3t7RfN23aJFxdXYVCoRC7du0SQgixY8cOafkePXqobathw4bSc2XKlFF77q233pKe++WXX6Tpy5cvl6ZfvHhRbZnMzExRqlQpAUD06dNH7/1DxscgVci9ePFCBAQESB9ePz8/8c0334j9+/eLrVu3ivfff194enrmGqQsBYNU4aGscAEQM2bM0GuZ48ePC3t7e2m5hg0binXr1omDBw+K9evXi379+olixYpJ85szSE2aNEmqhD958kTndpWPAwcOSM+rVnRyqrDHxMRoreAuXbpU73KmpaUJHx8fAUB07do12/PdunUT3377rdi+fbsIDQ2VQpfysWfPHrXy+Pr6CgDC1tZWjB49WmzdulXs2bNH/PDDD2LChAl6lWnixInS+lu0aCH++OMPMWrUKGlagwYNpHkfP34sBWs7OzuxaNEiERISIlVaAIgdO3YIIbIqM8qQp3y/b9++nS2EaAYpAGLw4MHSNg0ZpOTs3/DwcOkHL+Vj5cqV0ry+vr4iNTU1120uWbJEWqZGjRpiy5YtYvr06dK00qVLSz+oJSYmCj8/P+m56dOniy1btogaNWpI077//ntp3crpys9NUlKScHR0FADE+vXrpfk092/z5s2l50wdpDT36ZEjR0RsbKxe65k0aZKYPXu22LJli9i/f79YsmSJ2g8JU6ZMkeY9f/68sLGxEQCEu7u7WL16tVi9erVwd3eXPjMXLlwQQgjx/PnzbCHo4MGD0rSHDx8KIbKOH+W0nTt3StsaMmSI2v6dP3++9NzChQul6dOmTZO9706cOCHs7OxE3759xa+//ip2796dbXsHDx7MdT1yPrtCyDsvfPXVV9lCkLKM7dq1y7aPS5QoIc2XnJyc7bwaGRkpPV+1alVp+o0bN6TpT548kd7fDz74INvrVf6o4ODgoBZ6ybwYpAq5qVOnSh9oT09P6eSq6smTJ9KHVleQUq3Y3blzRwiRPYgcPHhQ1K1bVzg5OYk6depIJ/cff/xRlCtXTjg6OoomTZqIiIgIte1v3bpVdO/eXZQtW1a4ubkJe3t7ERAQIIYNGyZtS7MMmg/VSnBkZKR49913Rfny5YWDg4Pw9PQULVu2FP/73//UtptTkIqLixOffPKJqFKlinBychJubm6iYcOGYtmyZdlaBjIyMsRnn30mSpUqJZydnUWrVq3E+fPns+2zGzduqJ3kVb148UL65blGjRq63k4hhPoX/E8//SRmzZolSpYsKdzd3UW/fv1ETEyMePHihRg0aJDw8PAQRYoUEaNGjRJJSUlq65k0aZIIDg4WJUuWFA4ODsLV1VXUqVNHfPnllyItLU1tXuX2ypQpI65fvy66du0qXF1dRbFixcTYsWNzbSVSSklJEQsWLBBBQUHCxcVFODs7i1q1aon58+fr/ct6ToKDg6X5goODtVYar1y5onVfmjpIlStXTgAQderUyXG7ykpU//79pecHDx6s9pyuCvuqVauk5/v166fzeM/J4cOHpeWWLFmi1zJBQUHSMr/99ps0/YsvvpCma/66rq+UlBTh5eUlgKxf2R8/fiyEyApBqq10Z86cEUKoVwpHjRolrefXX3+Vpnfr1k0IIcTTp0+laXv37pW2p5wWEhIihNAepOzs7MTt27eFEIYNUtro2r/ajB8/XvaxqloRPHHihDS9Y8eO0vTNmzcLIYTYtGmTNK1jx47SvKqtEqrnNBcXFwFArFixQpqmDNcLFiyQpmn77B8+fFgIYfogZWjvvfeetO5x48ZJ08eMGaM12MyfP1+aPn78eCGEEKdPn5amXb9+XQghxLVr16RpJ0+eFEIIMXfuXGna9OnTpXVWrlxZABDVq1cXgHorUa9evaRltm/fLvv1PXjwQFy+fDnb9Dp16kjrXbhwYa7rkfPZlXteGDt2rACyWpqVlPWlKlWqSNMqVaokLXvz5k0hRNYPdso6lTLUbd26VQiR9WORsgWtePHi2V5T7dq1BZDVAqvpjz/+kLb1888/57p/yDQYpAo51S59s2bNynX+vAapUqVKCScnJ7UvPWdnZzF58uRsX4Zly5ZVq6ir/mKk+fDx8ZF+rdcnSN2+fVuULFlS53wff/yxtF1dQSo6OjpbtynVh2q3CSGEmDBhQrZ5PD09RdmyZbPtM+VrUCgU4t69e9I6fv75Z2neefPm5fgeqX7BV6hQIdu2O3XqpNbtQPnQ/GVR+Suwtsfw4cPV5lVO9/LyklonNLeZm+TkZNGiRQud22zRooUUpvISpO7fv682X1hYWK5lMleQevz4sbS8ZvcUze2+/fbbAoBwcnIS0dHRIjo6Wjg7OwsA4p133pHm01Zhb9eunfT8hQsXpC9xGxsb8ejRI73KOm/ePGkdR44cyXHe+Ph48fvvv0vnAkdHR7Ufb5o3by6t67PPPhM1atQQTk5OIiAgQEyZMiVb2Nfm7Nmz0jrKlSun9pyyqxMA8c033wghhOjevbs0bd26ddK89+7dUzuuhciqdLm5uam936otUspKmOq5o1ixYtJn/e233xZCGC9I5bZ/Nb169Upq/bCzs9PrPX/x4oVUdnt7e7VuecpujwDEe++9J4QQ4t1331V7T5XS0tLUWoejo6OFEEKquGtrkVKGMyHUg1T9+vUFANG+fXshhOmDlL+/v7C3txe+vr5i4MCBUnCRKzk5WZw5c0atcq76mmvWrClNV4ZGIdR/zAgKChJCZHVNU07T1iKl7L6rOk3ZTU/1PVa2WKruR9XvULndgHPyxhtvSOtVbaXURc5nV+554csvvxSA9hYpZThTnQb8103v66+/lo5H5Wv66KOPhBBC7NmzR5pfWwu+arc/1VYsIdS/w1SDI5kXB5soxF69eoXbt29L/2/evLnRtvXo0SO0a9cOO3fuRJs2bQBkXbD61VdfYeTIkdixY4d0sevdu3cRGhoqLduhQwcsX74c27dvR1hYGPbs2YMPPvgAAPDkyRPpIvfvvvsO3377rbRc586dceTIERw5cgTTpk0DAIwdOxZRUVEAsi7Y37ZtGxYtWgQnJycAwMKFC3O9kPOTTz6RLgKuWbMmfv/9d/z0008oUqQIgKwLpTdt2gQAuHbtGr777jsAgI2NDWbMmIHt27ejYcOGWkc3HDFiBABACIFff/1Vmr5t2zbpb80LV3Ny9+5dfPHFF9i0aRPc3d0BAHv27MGVK1fw008/YenSpdK8y5cvV1t22rRp+PXXX7Fnzx6EhYXh999/ly7qXrt2LR4+fJhte7GxsShdujT++OMPfPfdd3BxcZG2uX379hzLunjxYvz1118AAH9/f2zcuBG//vorAgICAAB//fUXvvnmGwDA5s2b8cknn0jLDh8+XHqvdblw4YL0t62tLZo0aZJjeTStW7cu2wXlhw8flrUOff3zzz/S3xUrVsxx3u7du8PHxwfJycn45ZdfsH79eiQlJaFo0aJ47bXXdC735MkTHDp0CABQqVIl1KpVC6+//jqArAEVlMewIcq6bNkyKBQKuLu747XXXkNycjLKly+PLVu2oFSpUtJ8V65ckf6eOXMmLl26hOTkZNy/fx8LFixAz549cx0RUPVz5ePjo/act7e39PedO3dynF913tjYWMTExEChUEgXfX/55ZfYt28fPv74YwBZ55O6detmK4+dnZ00z7p167R+bvJL3/2raf369dIgGb1794afn1+u21LdX8WKFYOtra30fzn7187ODkWLFs223kmTJgEAVqxYgZ07d2Ly5MlISUlBYGAgunTporVMyvP7vn37cPr06Vxfg6E9ePAAaWlpiIyMxIYNG1C/fn1cvHhR7+WvXr0KhUIBJycn1K9fHzdu3ICXlxfmz5+PPn36SPPpc6wq93vx4sUxePBgAFkDY+zfvx+fffYZAGDIkCEoXrw4gKyBbJTv4enTp5GZmYmTJ08CyDoP9+nTBwqFAk+ePMGdO3dw9+5d6Tu0QoUK0nryKzY2FgcPHgSQNZBIx44dc11GzmdX7nlBuY/u3buHuXPn4rfffsOWLVvUzgEA1AaLOXHiBABI+69x48bS94xymnIezWWVVM+hqudDIOv9cHBw0PocmQ+DVCEWFxen9n99vkTzytnZGRs2bECXLl0wZswYaXpAQABWrFiBrl27SiECyBpNSKlVq1a4du0aJk+ejM6dO6NTp074+uuvpefPnDkDICvU1KxZU5ru7e2NZs2aoVmzZqhUqRKio6OlgObo6IjNmzeje/fumDhxIsaNGyctpxpgNGlWMDdu3IjevXtjxIgRmD17drZ1/Pnnn1LFr3fv3vjss8/QrVs3bNq0Cc7OztnW//rrr8PT0xMAsGHDBgBAamqqVO7GjRujXLlyOsunqW/fvvjwww/x5ptvokWLFtL0iRMnYsSIERg9ejSqV68OAHj+/LnaMdGmTRuEhIRg2LBhaNeuHV577TUpZAohdI7OFRISgp49e2L8+PFqXzi5jaK4ceNG6e8ff/wR/fv3R79+/fDDDz9I05X7tX79+qhUqZI0PSAgQHqvdVF9bcWLF4e9vX2O5TGn58+fS38rA7ou9vb2GDJkCICs0aBWrlwJABg0aBAcHR11Lvfbb78hIyMDAKQApfwXyHofDV1WVQ4ODtL2lWJjY9XW9fPPP+Pnn3+W1rt37161HxW0UR1dTFnp0PZ/5Xy65tdcVjnfzJkzsWTJEigUCvTq1Qvh4eF499138fvvv6uNVqhq+PDhKFWqFFJTU7Fw4cIcy28o2vavph9//FH6W/UcmBND7V9d87/11ltYv349SpYsib59++LPP//E4MGDceDAAa3nTADo1KkT6tevDwCYM2eOXq9D1dGjR7M9lCPb6eLi4oL+/ftjzZo12Lt3L3744QdphMCXL1+qnfvyws7OLtuPBvocq6rzLF++HDNnzsTjx4/Ro0cPPH78GDNmzMCyZcukedzc3FCjRg0AQHx8PC5duiRV+oODg1GkSBEEBgYCyAoDuQWBvEhKSsIbb7yBFy9eAMgK07n9gATI++zKPQ69vb1x5MgR9OrVC9999x1GjhyJoKAg7Nq1S/oxGMjaR0qaQSo4OFh6/syZM8jIyMh1/6meQ1XPrZrPa3uOzMPO3AUg81FW2JUeP36cbQhUQwkMDISHhwcAqP0KWa9ePanyofrLlrJClZGRgXbt2uH8+fM6161a+crJjRs3pC+mChUqoFixYtJzDRs2lP6+fv26znU8e/ZMGlLYxcVF+gLStQ7VFj/VIXqLFCmCKlWqZHtdzs7O6N+/P5YtW4aLFy/i4sWLiIyMRHx8PACgf//+er1WbWVS3e/KSgeQfb97enri9OnTaN26NdLS0nSuW9t+L1q0qNoXoOr2VfeFNqr7XXVf6fve5Eb1eH/+/DnS0tJkhanOnTurtYIBwLvvvmv0+1bl1gIDACNHjsSXX36p9iv422+/neOXreoPBsoAFRgYiJo1a+LixYs4ffo0bt++jfLly+e7rL169UKNGjUQExODAwcO4Ntvv8XVq1fRu3dvnDt3DkFBQQCyfuBITEwEAIwZM0b6Rf2ff/6Rhj7fv38/evbsqbMMrq6u0t+alWHVobaV8+maX3NYbuV8tra2mDBhAiZMmKCzDJocHR3x4Ycf4v3338dPP/2UY+DPC333r6qjR4/i77//BgBUr14dLVu21Gtbhtq/uuYHgIEDB2LgwIF6lUdp+vTp6NWrF3bs2IGRI0fKWlZbb4w7d+6gbNmyOpf56KOP1P7fvn17VK1aVapkh4WFISkpSWf4U1WmTBkcOXIEiYmJiIiIwIIFC/D8+XN88skncHd3l4bIdnV1lb4LdB2rqvvR2dlZuh1ITho3biy12J84cUKtRQXICgRXr16Vpqsul1/x8fHo3r271Lr/xhtv6P1jg5zPbl6OwypVqmDr1q05lkF5G4SEhAT8/fffuHHjBh48eCANy+/m5iad1yIiIqQWUxsbG7XvNqXczvf6fB+QabFFqhBzc3NTqyQZ84afqpVYG5v/DjtluNKkPFkcO3ZMChu+vr5Yt24d/vrrL7VKoNx7WGij65dkOcvktg59t6HaMrd+/XrpF3hbW1v07dtXVhnzut+XLVsmhahu3bph165dOHLkiNTyAei33/OyX42xDgBqlcmMjIxslYLcqLZwKh+aP0YYimq41eceWZUrV1ZrcWzUqJFayNd0//59tV9GlT9oKBQKtTCmT6uUPmUtWbIkmjVrhu7du2Px4sVSQNJs4VV24wSyKpfa/la9X5M2qpVfzXsPKbskAZBadnXNrzqvl5eX9Euw5j28lI+cKt0A8M4778Db2xvJyclqLeqGoO/+VZWX1ihAfX+9ePFC7Z4/cvZvenq61AKhOp/qPdg0Hznp0aOH1CNh7ty5er8eQ1KtGGdkZOh9fztnZ2c0a9YMHTp0wEcffaR2fKi21OtzrKr2WNB13zDNG8yrtqocO3ZMquyrBikgK2QZskUqJiYG7dq1k0LUwIEDsXHjRrXuojmR89mVe15Qvdeb5kP1noG2trbS/Z8yMjKwZMkSAFndpYsWLQoHBwfUq1cPALBmzRrpB8iqVatq/R5WPWa0dZtULm+oLpWUfwxShZxqxXzRokV4/PhxtnmePn2K6OhoUxZL8ujRI+nvAQMGYMiQITley6UaFjQr+hUrVpS+jG/duqX2Ja56XVTlypV1rr9EiRLw8vICkNUF4PLlyzmuo0KFCtI01buVx8TE6LzZYv369VGrVi0AWa0GymuLWrduna1vt7Go7vf58+ejc+fOaNasWbYvIE3R0dFq3TJV90luLRuq+131Ogd935vc+Pv7q1UYpk6dqrXFTfWaH3OpWrWq9Lfq/syJ6q/wuf0iHxISotcvm/oEqZzKmpSUpHUZ1Uqxasum6k2H79+/r/Vvf3//HMtTo0YNKeDeu3dPOpaFEGrhWXkeUW0dOn78uPS3aoVRdZ6ffvoJ58+fz/bYtWtXjuVydnaWrv9RPRfkh9z9q/T06VNs2bIFQNaPKsrgpY+iRYtK73l6erraa1HdZ7nt3/DwcCmE1ahRQwqqs2fP1rp/c+qVAGS9ZuW1UnL3r8gaeEvtkVswVnYpV6V6rtK8BkyblJQUrZ9DXe+fPseq6vfjrl27tO5H5XXFSqrnxd9//x1xcXFwcHCQrvlTPh8RESG1wDs7O2tt6dTXkydP0LJlS+lcP2bMGPzyyy+ws9O/o5Scz67c80L9+vV1Hoc9evRQK4fq/lOGLNVpyr9VA5iuEKp6Dq1WrZrac/fv35dazzSfI/Nh175CbvLkydiwYQPu37+P2NhYNGrUCJMnT0bNmjURHx+PsLAwrFmzBmFhYbl+KRiD6i/RW7ZsQbNmzRATE4MpU6ZonV+1f/HRo0exe/duuLu7o3LlyvD29kbHjh2xZ88epKSk4M0338TEiRNx69YttV9nc+o+Z2Njg379+kl9zAcOHIiZM2ciJiYGM2fOzLaOnj174uOPP4YQAlu2bMGcOXNQt25dLFmyRGclCMhqlXrvvffw4MEDvcplaKr7ff78+Rg6dCh2796tNgiILgMGDMD06dPx8OFDLF68WJqeU3cs5XLKrkbjxo1DfHw8FAqF2nud333w9ddfo2XLlkhLS8OxY8fQvHlzjBs3DqVLl0ZkZCS2b9+Offv2GbT/+f79+5GcnJxt+oIFC3Qu4+vri3LlyuHOnTs6r0XT9Prrr+P27dsQQuQ6IIlqi+706dOzBfQvv/wS9+/fx8WLF3HlypUcv7RVw8+5c+fUKnJffPEF9u/fjz59+qBSpUpQKBQ4cOAAfvnlF2ke1QEaRo4cidWrV0MIgaVLl0pdjVWv6VC9+L5Vq1bSr9nKrlgODg5466238M0330AIgf79+2Py5MnYuXMnrl27BiCrkqT8lXjw4MGYPXs2EhISsGrVKlSpUgV+fn6YPHmytJ3Ro0dLf+tz7YYuY8eOxRdffJHjD1PKSnSZMmW0DkijSu7+VVq5cqVUIRsyZAjc3Ny0rn/YsGFYt24dAODQoUNSS8bo0aPx3nvvAcjqQjp79mycO3cOe/fuBQCULl0a3bp1A5A1GIqfnx8eP36MvXv3Ytq0aahXrx5mzJghbUd1/wYEBKi1TMrxxhtvYObMmdL7bEwNGzZE586d0adPH5QpUwbXrl1Tuz6rY8eO0iBGgPb39cSJExg5ciQGDx6MGjVqwMPDAxcvXlRrUVN9/95++20sX74cmZmZmDdvHnx8fKBQKDBv3jwAWa0jb7/9tjS/vpXtypUro2jRooiOjpauEapTp450jWW1atXg4eGh1hpct25dta7Rco7bp0+fonnz5rhx4wYAoG3bthgwYIBarxjV4yAsLAytW7cGAAwdOlQKJHI+u3LPC25ubqhdu7Ze+081FCn3n+o0ZZBSvU5LV5BS/mBQvnx56Zo7zecA9fMumZmphgcky3X58mW1YdC1PXK7Ia8+95FS0nXTXG3rTk9P13on8qZNm2pdd1pamtbhzZVDFd+6dSvfw5+/ePEi1+HPVe8lpW34cw8PD7UhvFXvh6Xchurw4w4ODiImJkav91N1WF5dQ3Kr3qVe23t36tSpbHeLVygUavdhUl23clrRokVF6dKls73e9u3bZ7u/lqbk5GS14a81H6rDnwuR95tDb968WbqJo7aHp6en1n2Z1+HPdT1yo7yxqo2NjXj69KnO7e7evVvnOrQNs3316lVpmre3t8jIyMi23Pvvvy/No3pvGW1UP3OqwwILob7/tD2aNWuW7V5eH374oV6fT839oPoZiouL03reALKGQ/7777/V1rN69epsx7vyoW34+dzkNPz2rFmz1NavOfy5crrqsMu65GX/pqenq92EXfW+aZp0nTPS0tJE27ZttW7T0dFR7N+/X209oaGhWm/8DEB06NBBbQh1famuQ3VY/LVr16o9Z6zhz3Pa7z4+PtI9hTTnV31fVT+f2h4lS5YUt27dUltPTu95Xu+9JoQQXbp0UVuXcvh6pfbt26s9r3nDWDnHbW6vW/OcrqvOIIS8z67c84K+VO8vp3wo60xCCPHo0aNsz1+8eDHbelRvyDt58uRszytvyOvo6Mgb8loQdu0jVKtWDX///TcWLVqEZs2aSf16/f390bFjR6xbt85szci2trbYuXMnevbsCU9PT5QoUQLvvfdetq4JSnZ2dti2bRuaNWsmDfetqnz58jh37hzGjx+PcuXKwd7eHh4eHmjRogU2bdqUYyuBUtGiRXHy5ElMnToVgYGBcHR0hKurKxo0aIClS5di48aNal0zFi1ahFmzZsHPzw9OTk5o3rw5Dh06pNZ6phwmXHUbvXr1kv7fuXNnqUuhKTRs2BBbt25FzZo14eTkhOrVq+O3335Dhw4dclzO3d0dR44cQffu3eHq6oqiRYti9OjROY5opuTo6Ih9+/ZhwYIFqFWrFpydneHk5ISaNWti/vz52Lt3b7bRlvKiT58+uHr1Kj788EPUrFkTbm5ucHZ2RsWKFTFgwABs3rw539swhOHDhwPI6qKa24iHcqi2RnXt2lWtO6xS9+7dpb9z695nZ2eHQYMGAcgaflp5MTyQNZrakCFDpMFmbG1tUaxYMbRs2RLff/89Dhw4kG3Ajy+++ALr1q1DgwYN4OLiAhcXFzRq1Ajr16/X6/MJZHVXO3LkCD788EOUK1cODg4O8Pb2xoABAxAeHq42uieQta9DQ0PRtm1buLu7w9nZGXXq1MHSpUuxYsUKvbaprwkTJui8RlG1O3JOIy4q5WX/7tixQ+oq2aZNG7Wumfqys7PDzp07MXfuXFSpUgWOjo4oWrQoevTogePHj6Nt27Zq83fo0AHHjx9H9+7dUaRIETg6OqJq1aqYN28etm/frvc1MfoYOHCgrJFN8+r333/HoEGDULlyZbi7u8PR0RGVKlXC+++/jwsXLqh169alcuXKmDBhAurWrYvixYvD1tYW7u7uqFOnDqZOnYq///47W5foWbNmISQkBMHBwdIgCsHBwdi0aROmT5+e59ej2hUNyN5iktPzco9bQ5Lz2ZV7XtBXiRIl1N5vV1dXtXX5+fmptbJ6eHhorVP98ccf0r4cNmyY2nNCCOl7oHv37mbpIUTaKYTgECBExiSEyBYiXrx4gYCAACQmJsLLywsvXrzIVqH9+eefMXToUADApk2b8Oabb5qszHLJ6dZB+uvcuTP27NmDhg0b5np/M3N68OABKlasiNTUVPz4449qtzgg/Z07d07qWrRixQq1blpElorHrWE0bNgQ4eHh6Ny5c7ZrLnft2oWuXbsCyLoWT9uIf2QebJEiMrKvvvoKU6dOxbFjx/DgwQMcPXoUr7/+ujTM8xtvvKEWohITE/HgwQOsWbMGQNaoQ6otBFR4KO9Ndvr0aaOOqplf/v7+0gAXixcv5hC9eaS83qtBgwZqo3cSWTIet/l37NgxaZAU5Y2TVSlvRt+1a1eGKAvDFikiI5s1a5bWEyOQNeLZkSNH1O5pVbZsWdy7d0/6/9y5c7Pdv8jSsEWKKP969eqFbdu24eTJk6wskdXgcUuFGUftIzKyVq1a4cyZM4iIiMCzZ8/g4OCASpUqoXfv3pg4caLOEbN8fX3x1ltv6RyhkIgKFkNeC0dkKjxuqTBjixQREREREZFMvEaKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZGKQIiIiIiIikolBioiIiIiISCYGKSIiIiIiIpkYpIiIiIiIiGRikCIiIiIiIpKJQYqIiIiIiEgmBikiIiIiIiKZGKSIiIiIiIhkYpAiIiIiIiKSiUGKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZGKQIiIiIiIikolBioiIiIiISCYGKSIiIiIiIpkYpIiIiIiIiGRikCIiIiIiIpKJQYqIiIiIiEgmBikiIiIiIiKZGKSIiIiIiIhkYpAiIiIiIiKSiUGKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZGKQIiIiIiIikolBioiIiIiISCYGKSIiIiIiIpkYpIiIiIiIiGRikCIiIiIiIpKJQYqIiIiIiEgmBikiIiIiIiKZGKSIiIiIiIhkYpAiIiIiIiKSiUGKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZLIzdwEsQXJyMlJTU81dDCIiIiIiMjMHBwc4OTnlOl+hD1LJyckoV64coqKizF0UIiIiIiIys5IlS+LOnTu5hqlCH6RSU1MRFRWFBw8ewMPDw9zFISIiIiIiM3n58iX8/f2RmprKIKUvDw8PBikiIiIiItILB5sgIiIiIiKSiUGKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZGKQIiIiIiIikolBioiIiIiISCYGKSIiIiIiIpkYpIiIiIiIiGRikCIiIiIiIpKJQYqIiIiIiEgmBikiIiIiIiKZGKSIiIiIiIhkYpAiIiIiIiKSiUGKiIiIiIhIJgYpIiIiIiIimRikiIiIiIiIZGKQIiIiIiIikolBioiIiIiISCYGKSIiIiIiIpkYpIiIiIiIiABkZmbqPS+DFBERERERFXpCCIwZM0bv+RmkiIiIiIio0Dt+/DhCQkL0np9BioiIiIiICr2wsDC4u7vrPT+DFBERERERFXphYWEIDg7We34GKSIiIiIiKtRSU1Nx/PhxNGvWTO9lGKSIiIiIiKhQO3PmDBITExmkiIiIiIiI9KW8PiooKEjvZRikiIiIiIioUDt8+DCaNWsGOzs7vZdhkCIiIiIiokIrLS0NR48eRatWrWQtxyBFRERERESFlvL6qJYtW8pajkGKiIiIiIgKrR07dsDNzQ1169aVtRyDFBERERERFUrr16/H/PnzMWrUKNjb28taVv+rqYiIiIiIyKxSU1Nx8+ZNXLlyBf/88w+ePXuGUqVKoXTp0vD394e/vz9KlSoFBwcHcxfV4m3atAlDhw7F8OHD8cUXX8henkGKiIiIiMiCpaSk4H//+x+WLl2K8PBwpKenAwCKFSsGHx8fPH78GLGxsdL8tra2aNasGXr06IGePXuiQoUKZiq5ZUpOTsZXX32FWbNmYeDAgVixYgVsbOR31FMIIYQRymc1Xr58CU9PT8TFxcHDw8PcxSEiIiIiCxcdHY2bN2/i5s2buHXrFm7evInNe/9CatxziMwMOBXzhVMxP9hXr4A2YwTsnOywruEq2dt5+PAhli1bhhUrVuDZs2fwbVQK/i0C4FXeC17lvOBUxBkAcGJfDWSmpCD9ZSzS4mKR9vwZEm5cRdKt6xDp6XDw9oGXf01EbP8Zvr6+ht4dVmXPnj149913cffuXXzwwQf4/PPP1YY8l5MNGKQYpIiIiIhIhRACz549k8KS5iMmJkaat0SJEkiwdUXJOrZwL+2Bh3dKIuVJJFIiHyPt+VPYudghoGUZlOtQHrvH7cz1OhwhBP766y98//332Lp1K1xcXFCqsz8C+1SBZ1kvrcuc2FdD+ju4/SXp77TENESefoQHfz3A/cP3kJmWgfGjx+Pjjz8udIHq5cuXGDFiBDZv3ozWrVvjhx9+QNWqVbXOZ5QgtXTpUixduhR3794FAFSvXh0zZsxA586dpXlOnDiBadOm4dSpU7C1tUXt2rURGhoKZ2dnrevMyMjArFmzsH79ekRFRcHPzw/Dhg3D9OnToVAoAABRUVEYPnw4Lly4gNdeew3ffvut1PzWqlUrHD58GL/++iv69esnrXfx4sVYvHixVFZdGKSIiIiICq/4+Hhs3boVV69eVQtL8fHx0jx+fn7I8MlEkiIA9sWKw822OBw8i8PRszhSApzUwouql/fjUOf0Ify6NR5Xb6bB0csJTpXrYuuCz9GoUSO4uLggPT0d165dw4ULF3DhwgXs3r0bFy9eRJUqVTB+/Hgcq3YK9q7aw5euAKVqTcARAEBsXAa+WxWLb5bH4lWKAu+OeRcfffRRoQhUDx8+RJcuXXD//n0sW7YMffv2lXKGJqMFqe3bt8PW1haVKlWCEALr1q3Dl19+ifPnz6N69eo4ceIEOnXqhKlTp6J79+6ws7PDhQsX0LNnTzg6Ompd57x587Bo0SKsW7cO1atXx5kzZzB8+HDMnTsXEyZMAAC8/fbbKFmyJF5//XVMnToVgwYNwoABAwBkBalTp06hVKlS+Oeff6SUzyBFRERERLo8efIES5YswY8//oiXL1/C398fFStWzPaYH/0l7J2z6pfK4OIS9d96EkvqDjFAVpARQqDXgeq4s/c27uy9jcQnCbCzs0P58uVx7949pKSkAAACAgLQqFEjvPPOO/jZfaPOyr5qWVRpK4cySCnFxmWgzdeeuLvpAlJSHTBmzBh89NFHKFmypO6dZcUiIiLQtWtX2NnZYdeuXahevXqO88vJBrIGm+jevbva/+fOnYulS5fi5MmTqF69OiZOnIgJEyZgypQp0jyBgYE5rvP48ePo2bMnunbtCgAoW7Ysfv31V5w+fVqaJyYmBu3bt0fNmjVRvnx5tYvpAKB///7Ytm0bVq5cibFjx8p5SURERERUiAgh8OGHH+L777+Hvb09Ro0ahffffx+lS5fONm/lud8guH321qDEfzOHS1TW48S+GlKI0WwlGn6/OQCgaGXg2r2W6DP2ImJuRuPZpWdomFgPFSpUQFBQEIKCglCkSBEAwNDTI6CAvBClbbrq9tcEHJH+DhoJHPwgDt/+FIvFK1dj6dKlGDNmDKZNm4ZixYrp3K61CQ0Nxeuvv47KlStjx44dBm99y/M1UhkZGfjtt98wdOhQnD9/HsWLF4ePjw++/fZb/Prrr7h16xaqVKmCuXPnolmzZjrXM2/ePKxYsQJ79+5F5cqVceHCBXTo0AGLFi3CwIEDAWTdbbhr166Ijo5GgwYNsHfvXri5uQHIapGqXbs2ypQpg4ULF+LWrVtwdXVlixQRERERZbNz505069YN06dPx6RJk6TwAmQFGF0hRRdl61RiDg06we0vSevNqfVKH9paxZRyK4Mq1S5/3/46GN988w2KFy+OnTt3okqVKvkqoyWIjo5GuXLl0LRpU/zvf/+TskNu5GQD2eP8Xbx4EW5ubnB0dMTo0aOxdetWVKtWDbdv3wYAzJo1C2+//Tb27NmDunXrom3btrhx44bO9U2ZMgX9+vVDlSpVYG9vjzp16uD999+XQhQA1K9fH48ePcKDBw9w/PhxrTti7NixcHJywqJFi+S+JCIiIiIqBDIzMzF9+nQ0b94cs2fPVmsBGnp6hOz1qYYZZeuUNqrhTG5QUy6jfGhuV7M8uh6a61C2Tnl52mLG6I04t68oHB0dERwcjIMHD8ouo6VZtGgR0tPTsXbtWr1DlFyyg1RgYCAiIiJw6tQpjBkzBkOHDsWVK1eQmZkJABg1ahSGDx+OOnXq4JtvvkFgYCBWr16tc33/+9//sGHDBmzcuBHnzp3DunXr8NVXX2HdunVq89nZ2eXYd9PR0RGzZ8/GV199hefPn8t9WURERERUwG3ZsgURERGYM+kOxJNAZEZVRmZUZbXriLSFI10PbXRNV5VbmFINPSf21dBruznR1VKlDFMAUC7AHke3pqBBgwbo2LFjjvV3SyeEwM8//4zhw4fD29vbaNuRHaQcHBxQsWJF1KtXD/Pnz0dQUBCWLFki9TmsVq2a2vxVq1bF/fv3da7vww8/lFqlatasicGDB2PixImYP3++3KJh0KBBKFOmDD7//HPZyxIRERFRwZWRkYEZM2agY8eOaN5YfTRp1UAB5D2waC6f0zpUW4c0p+U3OGkrj+Z2lFRfu5enLbavuoMRI0ZgxIgRmDJlitRYYk2uXbuGBw8eoFu3bkbdjqzBJrTJzMxESkoKypYtCz8/P1y7dk3t+evXr6sNj64pMTEx252EbW1t8/Sm2djYYP78+XjttdcwZswY2csTERERUcG0YcMGXL16Fb/88guArNGfNQPUiX014GLg7eoKQspWItVQY4jQpG85VAfIUB2Qwt5egR9mHkClksXx4ewvcPPmTfz8889wcTH0njGevXv3wsHBAS1atDDqdmQFqalTp6Jz584ICAhAfHw8Nm7ciLCwMISGhkKhUODDDz/EzJkzERQUhNq1a2PdunW4evUqNm/eLK2jbdu26N27N8aPHw8gayTAuXPnIiAgANWrV8f58+exaNEivPXWW3l6QV27dkWjRo2wfPly+Pj45GkdRERERFRwpKamYtasWejVqxe+y1wKaAQoIG/XLuWHMUOTvtu/8EsNtW5/w9tnhSmFQoGJo4ugfFl7DBq3Gx07dsTevXt13hfW0oSGhqJ58+ZGD3+ygtTTp08xZMgQREZGwtPTE7Vq1UJoaCjat28PAHj//feRnJyMiRMnIjo6GkFBQdi3bx8qVKggrePWrVtq1zB99913+PTTTzF27Fg8ffoUfn5+GDVqFGbMmJHnF7Vw4UI0adIkz8sTERERUcGxevVq3L17FxndXkcrvMj2fG6DOBRkqq/5xL4aGJ5VrceagCPo2ckNLb+th7B3D2DAgAHYvHkzbG1tzVNQPT169AiHDh3CrFmzjL6tPA9/XlBw+HMiIiKigispKQkVK1ZEoltJlBgyCAC03vMJKJxBShvNmww/PHofhz86hLfffhs//vhjjjcKNichBHr37o3Tp0/jypUr8PLykr0Oo92Ql4iIiIjImixfvhxPnjxBpTZD4fhvUNLWjY8h6j/K4dKBrEBVulkAli9fjpEjR6JUqVKYPn26mUuoTgiBY8eOYfr06Th8+DA2b96cpxAlF4MUERERERVIqamp+PLLLzF48GAcq1gC0AhLDE+5Uw5KMWLECDx+/Biffvop/Pz88jyegaHcuHEDW7duxfHjx3H69GlERkaidu3a2LFjB7p27WqSMjBIEREREVGBtHHjRjx+/BjRHeOAW/9Nt7QA5fwia7TqpGK670yknEeXnJbNC5co9ZEFh2IE1k7/CY8ePcI777wDHx8fkwUWVU+ePEG3bt1w5swZuLi4oEmTJhg+fDhatGiB9u3bZxsN3JgYpIiIiIiowBFC4KuvvkLpZv7wKl9ELUiZm65QpE+gym2dhgxUqmEKAIaFj8TqH1bgyZMneOONN7Bnzx6jDzGuadasWbh16xa2bNmCTp06mXVYdtNFNiIiIiIdkpKScPv2bRw7dgy///479u/fj3v37lnlzUDJMuzevRuXL19G9UE1zV0UOL/IVHvoO7/q//OyLUNw0biu7K2z78BlogcaN26Mdu3aYdWqVQbZjj6uX7+OlStXYtq0aXjttdfMfm8rtkgREZFBJCQk4J9//sHly5dx+fJlREZGIjg4GO3bt0fFihUtdpQnMh4hBF6+fInIyMhcH3FxcVrX4ejoiAoVKqBSpUrZHqVKlTLacSWEQGJiImJiYpCSkgJ/f384ODgYZVs5SUtLQ3h4OPbv34+nT5+iaNGi0sPHxwdt2rSBvb29yctlDb788ksUr14c3rXl3VdUNYDo07pjqMBijHXntLyclitly5TqABQPWnbGW5UrY+TIkbhw4QIWLVoEOzvjRovp06fDz88P48aNM+p29MXhzzn8ORGZUUxMDCIiIhAREYHz588jPj4eDRs2ROPGjdGgQQO4ubmZu4jZJCUl4erVq1Jg+m7rNqQ8jUJ6bDTw7zeKm68bHIs4IfraC4gMAVdfN/g29MPcAXPQtm1bFCtWzLwvgvJFCIHnz5/nGo6ioqKQmJiotqyrqyt8fX3x0i0ezsVd4FLMGc7FXeBc3BnOxVyy/i7mjM/LzcKNGzeyPVRbqZydnVGxYkWtIatkyZIQQiAuLg4xMTGIjY1FTEwM5pyei9RXqUh5mYrU+BSkvkpFXfvaavMo/05LS5PKbWNjgzJlykjbU/23XLlycHR0NNi+vXr1Kvbv34/9+/fj0KFDiI+Ph5enDfz97BATl4moaCA9OR0AUKVKFSxatAidO3c2yPYLivDwcDRs2BAt57dBmTZlAWSFgNyujdIMHrmFDWOGKFOSE6pUu/oBwMSiTpgwYQJatmyJTZs2Ge38furUKTRu3Bhr167FN2eiEfHdRKNsR042YJBikCIiE7t9+zZmzZqFI0eO4O7duwCyKoS1atWCq6srwsPDER8fDxsbG9SqVQuNGzdGcHAwgoODTd6yk5ycjLNnz+Lo0aM4efIkLl26hNu3b0sVWRcfV3iV94JXuSJZ/1YoAs+yXrB3yfqFPC0hDU/OR+LxqceIPP0YcXdjoVAoUK9ePbRv3x5t27ZFkyZN4OzsbLLXlBMhBJKSkhAXF4eXL1/i1atXSEhIQGJiovSv8u/AwECzXGhtTpmZmfjtt98wffp03Lx5U+25okWLwtfXN9eHm5sbhp4eodf21jXM3mUoJSUFd+7c0RqyHjx4AGW1xtHREampqdBVzbF3c4CjuwPs3R3g6O6IJmWC4eXlhSJFiqBIkSJqf9vb2+Pu3bu4ceMGbt68Kf2blJQEICtkBQQEaA1Z5cuXzzVkRUVFScFp//79ePToEezt7dG0aVO0a3wRbVu4oF4tR9jaKjD8fnMAQEZqBmJuRiNh7UscPnwYnTp1wtdff41q1arptW8LujfffBPnz59H45+bwcY2KyTkJUgBukNGQQlRqvIaqBJv30Tyn5vg5eWFP//8E9WrVzdYmTIyMvD9999j+vTpSHP3hP+YiXB9asMgZQkYpIjIVBITEzF//nx8+eWXKFGiBPr27Ys6deqgTp06qFy5stQlIiMjA//88w9OnDiBEydO4OTJk/jnn38AAMWKFVMLVg0aNIC7u7vByvj8+XMcP34cx44dw9GjR3HmzBmkpqbC1dUVjRo1Qq1atVC9enXUqFEDSxJ/gIObvK5OCU8SEHn6ER6ffoyE8/F49uwZHBwc0LhxY7Ru3RqtW7dG48aNDfbrvi7p6elYuHAh9u7di5cvXyIuLk4KT+np6Tkua2NjAycnJyQmJmLVqlVmHwLYVA4cOICPP/4YZ8+eRbdu3TBs2DCUKlUKvr6+KFmypN7vmbYQpRxeWRttYUqX5ORk3Lp1S2q5cnFxkcLQ8C07Ub/9Azi4O8Le1V6qXOd1e0IIPH78WC1YKf+9efOm1BKnUCgQEBCQLWDZ2NjgwIED2L9/Py5dynrtQUFBaNeuHdq1a4fmzZtj7OUJWBNwRNqmMkRplqP34+6YPHky7t27hzFjxmDWrFmFutX31q1bqFy5Mr7//nucrHdGmp5bkNIVjLSFi4IYopQ0X6/zi8wcA5YyUKVFv4D7vm24c+cO1q5di969e+d7BL0zZ85g1KhROH/+PDwaNkGxdl3gHpf1wxuDlAVgkCIiYxNCYPPmzfjggw/w5MkTBA6sihpDa8He2T7HStKagCPStJSXKXh++RmeXXqKZxef4fnlZ0h7lQqFjQJe5b1QoqY3pvaYguDgYFSuXFmvVishBG7evCmFpmPHjuHq1asAAOcSLvAO8oF3LW94B/mgSMWisLEz7PhEQgjE3o5F1JnHiDobiSfno5D6MhUKOzu0adlSClYNGjQw6DUgjx8/Rv/+/XHs2DG89tprOHj1MTKLOMHGyQk2jv/965LoDBt7B9jYOSDFzwE29vZQODhCYWsLlyjgUdhmxPxzClu2bEGvXr0MVj5Lk5qaikmTJuGHH35A48aNsXDhQrRo0SJbIFIGEF2tTdpugKpJV5gyxDp0hTXN6bq2kdM8musVQiDpeRJePohD/MP4rH8fxCP+3/8ru+W5eLuib9c30b59e7Rp0wYf3fsk19enSXkOSStyEd9++y3mzJkDOzs7fP311xg+fLjs9RUE48aNw2+//Yb2mzvDzum/a3byGqSA/8JFQQ5QudEnTJ17720MGTIEW7duRdGiRdGyZUu0adMGrVu3RrVq1fT6brp//z5+//13bNmyBceOHUOtWrUQ3bgVnPzLAMi6Xsv5RSZObPzAIK9LE4OUDAxSRGRMly9fxoQJE3Dw4EF0794ddsMc4V46/+cakSkQdzcW3R4fw8mzyTh1NhmXr6cCIquLVaNGjaRWq4YNG8LDwwOpqak4f/68FJqOHTuGp0+fQqFQoEaNGkiplCaFJ1dftzx3IVStZOZWMVaVmZGJw+uLIun2TSTeuQnbxw8QHx8PV1dXNGvWTPoyrlOnjuwLml+9eoUnT57g3LlzGDt2LBwdHRESEoK3DofnuJyy0qV5TYBLFJDgnYmo//2CtBtXsWfPHrRq1UpWmazB48eP8cYbbyA8PBzffvstRo0aBYVCoXerkj7BRxtDrccccjvmlSErIzUdbn7uBumqqwxTNiWv48mTJ/joo4/w888/F6oWU6Xnz58jICAAlQdVQdDIOmrP5RSkCnNAkkNbmEos+d9xv67hKmRmZuLIkSM4ePAgDh06hJMnTyItLQ3e3t5o1aqVdC4vX748Hj16hHv37uHevXu4desWdu3ahfDwcDg4OKB9+/Z444038Pm9Z1DY2gL475zseTsNh3d+ZJTXyCAlA4MUkWEkJSVBCAFnZ+dCOzpbYmIiHjx4gHv37uH+/fsIDw/HqlWrUL58eSxZsgQhxTYbdHuqrVkAEBuXgb6hlbJarS49xfNLz5AanwqFQoGKFSviwYMHSE5OhrOzMxo1aoQX5WLgXcsbJWp6w8E9/13p9PklX846GrX+G9HXXiDyzGNEnY3CswtPkJ6cDhtHJziXLY/Z74xA8+bNkZ6ejj7fr0D6q1fw9b6J5OhkJEcnIelFEtwT3PDkyRMkJCRI63WpXAUl+wyArWvuA3noClJKmenpSNy1GM8vPcOX877EoEGDCkyXqtDQUAwbNgw2NjYIml0XJWp665xXn6CjWoHVtT/1oc+NVHNav7bltQXl3NaluZ68viZdrWRyltc8Fyh8rmHMmDFYuXIlfvvtN7z22mt5K5yViY2NxZtvvolDRw7htT/fhJOXk/Sccp8ySBmGaqBSDVJA9u6xiYmJOHbsGA4dOoRDhw4hPDwcGRkZUCgUatcw2rq4omenjujTpw+6du2KBt+vVluP8r1zfpEJh7gMBilLwCBFlDfPnj1DWFiY1C0sIiICGRkZsLe3V7tQO6d/Nad5enoafejUvFKOUqYMSZr/3r9/H8+ePZPmt7GxQenSpTF27FhcbPoPbB1sjVIuZQVK67UTmQJx9+LQK7Ebzp8/j7Jly6JZs2aoU6cORp4fbdByGLLblq75MtIy8OLKc0SdiUTU2Ug8vfgUmakZ/81gYwNbVzd4+NrBuZgznIs6w6mYM0bUHo6FJ87Czs0Ddu4esC/hLYV9fSrlStoqysHtLyEtMQ0n5h/D/YN3YWdjh969e2PkyJFo06ZNjtcHCCHw4sUL3LlzB7dv30aRIkXQvn17s/8QcefOHUycOBF//vkn2rRpg40bN2brciY3OGnKLXRo3gQU+O+40GfAAHPKT0jMC+V+0QxTosQ/GDhwILZu3Ypdu3ahbdu2pi2Yid26dQvdunVDVFQUGnzeGL4N/KTncgpRpg5QDnFZ56xUT+N8J5iaMlCphqkT+2rg+jTd1y/Fx8fjyJEjePjwIT47dgb2XkVh5+UFG4esH/SuT5uI2u9+g8SS6u+Z8r1S7kMGKQvAIEUkjxACq1atwnvvvYfExESUL18ezZo1Q5MmTeDu7i4NG7zxSgiCnRupDSkcGxsrPXSdetzd3WWFL9V/XV1d81wJTU1NlboY6ApKyhG6gKxR9sqUSkdAaXvc8SwNV183uPq4wc3XDa4+rnDxdoWNnU2OQacgMVTXKzmtVxkp6Yi+EQ07Z3s4F3XCudP1oPg3uGi7nkX1Sx6QF6KUVCvJmmVNik7C7d03kbjvFf755x+ULVsWb731FoYNGwZ/f38AQFxcHNrN7IDMI+m4ceMG4uPj1dbRs2dP/Pjjj/Dz84OpJSYmYsGCBfjiiy9QvHhxfPXVV+jbty8UCgUqz/1G6zJ5DTSav2AraXtvtM1ryDCV24X0cmiWVbWcymMnt9auvLS46QpT6UUvoWfPnlI3q4YNG+a+civ0119/4bXXXkPRokWxfft2zIv7Qu15XcdLfkNUXkKRchmlghCoVMMUkL0lP7j9JZ2fbU25vU+q+49BygIwSBHp78WLF3j77bexdetWjBw5Ep999lm2Cp+uC9BVZWZmIj4+PlvI0vdf1UCjys7OLtfw5enpiZiYGDx69AgPHz6UHk+fPlVbl7e3NwICAlCmTBmt/xZJC5ZCW04hSXXAiILKkNevyAlSeSmHri90femqwKoSQuDZxafwO+GDTZs2ITExER07dkS5cuWwct1KZKZmIqB1GRQNLI5PWn2M8uXLo1y5cjh48CDGjRuHpKQkfP3113jrrbdM0jqVnp6O9evXY+bMmYiKisLkyZPxySefwNXVFQC0hqjc9l3Q4Kz9cuGXrH2teYPTnIKUrq53cluk9AlIcoa61pxfc/AB5esC8n+c6Ut1e0qaYSrZIwLt27fH1atXceTIEZ3Do6empmL37t3466+/cOfOHXTt2hV9+vSBl5eXsYpvEGvWrMGoUaPQrFkzbN68GRNvfqj2vDGui9IMQ0q5haK8LmcNdH1ulJ9dOT9+6ApOmhikLACDFJF+oqOjUa9ePbx8+RI//fQTevfunW2ezKjKWpcdfr+5rCGMc5OSkqJX4NI1rUiRIihdujRKly6NUqVKSX+XLl0aZcqUgb+/f473NVJ9nQUxJMm51slYgwDkNPKatnnklsMQIUqVrsERzk4YiU2bNuHd2Z9DkfQUlXoEonKfKnAp7iLNq/rZiImJwQcffIA1a9agTZs2WLlyJcqXLy+/sHpIT0/Hxo0bMWfOHNy8eROvvfYaFi5ciIoVK0rzyG2J0haQLvxSQ+dNTlX3qer1D6rzqK5b27b1qQzLHb5a2/DP+lIGKlN1P9QWpgD1QFXp+6Fw2/4/PH/+HMeOHUPZsmXV5k1JSUHv3r2xe/du+Pv7o3Tp0jh58iQcHBzQvXt3DBo0CF27drWortcZGRmYMmUKvvrqK7zzzjv4/vvvs3VZNtbgEjlV7pWU4UjOvOaWW1nzUk65nwd9QxTAIGURGKSIcieEwJtvvokDBw7g3LlzCHDqYNTtDb/fPNuvqjlNl0MIke9f+QtSeLLk0dBUf9XPzzzaGDpIqZYHyP8w3Qk3ruHZ7/+DfUYK5s6di3fffRe2toapbGVkZCAkJASzZ8/G9evX4VGuBko27AhRs5TafKrXKWnuZzlB6sS+Gih2Wff9eXiRf5b8dC/Udf2eapDYM60/mjVrBoVCgWXLlqFNmzZQKBRITU3FG2+8gdDQUPz555/o2LEjAODRo0cICQnB+vXrERERgXr16mHVqlUICgrKczkNJSIiAqNGjcKZM2fw9ddf41zw39J5Xd+WQGMHKX3lJZzkt3tgfssvd3tyP+f6lo9BygIwSBHlbs2aNXjrrbewefNm9OnTR2fLky6qwUOfIKScP7d7LJlaQQpQqiwxTOWntSknhmol0PYLa34GGdAWwDJTUvB83068PHUMDRs2xKpVq1C9evU8byMjIwP/+9//MHv2bFy9ehUeZavBp2FHuHj757qsrtYgXfNqdsNjWMq/3IJWbtebRHw3EXfu3EGfPn1w/vx51K5dG+XLl8fRo0cRGxuLP/74A507d9a67hMnTuCdd97B1atX8dFHH+HTTz+Fk5OT1nmN7X//+x+GDRuGihUr4scff8RKhzX/lVNGd0pDd+vTlyGCU362acgQqLnu/JJbNgYpC8AgRZSzmzdvonbt2ujbty9WrVolK0TpCh45hSBDhBVDhCxLCU2GGA3PENswNWMEKVN0tTLEiG2arz3p3h082boJiIvBkCFD4OnpCRsbG9ja2sLGxkbtb23TbGxskJ6ejrlL5yHuTixcKldFsTYdUdQuIP+F1QNDlOHJbb1SHpfXp02EEAIHDx7EkiVLEBsbixYtWqB37974NuPHHNexsvZSLFy4EHPmzEH58uWxcuVKNG9uuvNkcnIy5s2bhzlz5mDAgAH46aefMPrieOl5Y4coQwQQc4QoU8hPmMrP62OQsgAMUkS6paWloVmzZoiOjsb58+fh8qquznnzEjx0dd8r6HIKBnK6hulaVtc2TXmNky7ahrXWJS/d9ix5WGwlfVqzNF97ZloaosP2we95JDIyMpCZmSn9q/q3tmnxySmwtcmAdx0f2NZ6HU7+ZUy2nxiijEdOmFI9vjSHpdZ2c2Vd1jVchStXrmDkyJE4ceIEXn/9dcybNw+VKlXSex1ypKen4+DBg/j111/x+++/Iz4+HnPnzsWUKVMwLHyk2rxyBiHRhzECjKm74JlSfkYulMvpadaAU6HhM/O1Hl0YpGRgkCLSbfr06Vi4cCGOHTuG+gGDdM6Xn/CjGaYKepAyRXDJqTUnP0HNEAx1U1Z91m+tctsv+Q3EDFEFQ15apfLaeq16nrYpeR0ZGRlYv349Pv30U0RGRuLtt9/GzJkz4ePjo7ZcWloa9u/fjytXrqBNmzaoXbt2jteoCiEQHR2NS5cuYdPanljzZwqSY5Lh7u+Bch3Ko1zHCvAs45ltOUNeF2XM8FKQg5QpMUhZEAYpIu3++usvtGrVCp9//jk++eSTHEfkM4SCOky4JXabMzfNe4zkdfnCJKf7VwE5H2em3l8MUKaTl1apvIQpzR+8bEpez9p+UhK+//57zJs3D2lpaZg8eTImTpyIc+fOISQkBJs3b0Z0dDQcHByQmpqKUqVKoVu3bmjbti1evXqF+/fv48GDB9K9+lTv1+fi7Yqy7cuhXIfyKBpYLMcApk9rlLbj0iEuw6jXD2mjGaYYluRRhiiAQcoiMEgRZRcbG4ugoCCUKVMGhw4dgq2trdYgpc81UAUxHMnBIKWdnC5+mssVVrl1/9OFQarwyemePkD+r6tUUg7dHxMTg/nz5+Pbb79FWloaMjMzUbZsWfTr1w/9+vVD1apVcfToUWzfvh3bt2/HrVu3AAA+Pj4ICAhQe/yRsh1ufu4oWqkoFDbaw5PmcZ/TMZ7T8cgQYz1UA5QSg5QFYJAiUieEwIABA7B7925cuHABZcqUAfDfvZP0CUYMUuoYprLLS5AqzCFKlaXvNwYp/ehbic/vqGjaQpWhA5XSZzYHsXnHKzRp4IRGdZ2gUCiyfQcIIZAcnQQHd0fYOsh7bXJvcswQVTBoC1GAZQQpy7mzGhFZhA0bNiAkJAS//vqrFKLkUt7viSEqS17vdVQQqVaAGIz0ozn0uLb9ltvQ16bEe0PlTk4lXnXevIQq5xeZ2cKU8ocMXTe4zquZmW2wZnTWD2m6zv8KhQLOxVy0PqeLPvcw08RjkEyBLVJskSKSPHz4EDVq1EDXrl2xYcMGtedUu/YxIOVPYQpVDEv5oxqQLHFfKiururqSFfTKrLlbNfQNVjldSyVnFE1T0naeNFSIMvf7RvKwRYqILN6rV68waNAguLi44Pvvv5emy735LuWsMIQoS6zwW6u8XktmKrkNdqD6fEELVZZQGdcsg65glVPg1XfwF13nLlPcx07OOYUhquBJ9nbWGabMjUGKiBAZGYlu3brh+vXr2LFjB4oUKQKAIcrQCkOIIv3oquzlVNHVtqzcIbDNSVlWaw9UllwRV5YtP4FKm5xClq5bLOg7f04MGaCIjIFBiqiQu3z5Mrp06YKMjAwcPXoUNX3eQCZbFAyusIQotkZpp28lT9t8OV1zJLfyqK0CndM6rCmomYIlhyhV+QlU2uh7XR6Q93NdXs8dcj4D1vL+kfVgkCIqxG7fvo3mzZvD398fO3fuROnSpXMNUbw+iijvNCuu+lQCDflLu9x1ya1wG3r7lqQgVsLz07opJ1zps6xc1nwskTyW2q0PYJAiKrTS0tLQv39/eHl54fDhw/Dy8jJ3kcjKsTVKN12VVGu5hkizbHkJVpb8+nSx9vCkecPZnBiiy6ipzgF5OZas/b0sbCw5PKlikCIqpKZPn45z587h2LFjeocotkbl7sS+GmrXCBSWLn2Uf3K73ZmTtiG1c5rX2hSkSndu3fy0MURwNgZrPJZIPmsJUQCDFFGhdODAAXzxxRf48ssv0bBhQ72WYYjSX2ENT4kl2SplaJZ8TybVMGWpZZSrIAUoTfm5H5U5BzgpKMdWYaYrGCV7O5u4JIbHIEVUCC1btgx16tTBpEmTpGkcoU8/ypBk6nuqWArNoGTp9zki42Il1zrlpZVKSdeAKJrP5+V6QGMoyOHYlDTDkD4hKLeWJeXzynVZU0uUEoMUUSGTmZmJgwcPYty4cbCxyfqiY4jKnWYrk7lbncxxfyFtQYnhybCsOZgUhNYpzWBR0Cvh+WmlUqXtPTfncVDQ3zdT0CcE5Ram9L3/kzUGKCUGKaJCJiIiAtHR0WjXrh0AhqjcmDswaVINLsYKU9pu0MnAZHzWHEDI+uUUPvITskyF4cl48tMFz5JvpmsIsjq6Ll26FLVq1YKHhwc8PDwQHByM3bt3q81z4sQJtGnTBq6urvDw8ECLFi2QlJTzDnz06BEGDRqEYsWKwdnZGTVr1sSZM2ek56OiotC5c2f4+flh/PjxyMz878umVatWUCgUCAkJUVvn4sWLUbZsWTkvj6hQ2LZtG1xcXNC4cWMMPT1Cr2ufCuP1USf21bCoEOUSZbowk1gye0AzdetXYcMQRZbMIS5D7WEJLLFMBUmyt7P0MOS6NNeX03PWQFaLVOnSpbFgwQJUqlQJQgisW7cOPXv2xPnz51G9enWcOHECnTp1wtSpU/Hdd9/Bzs4OFy5ckLoPaRMTE4OmTZuidevW2L17N0qUKIEbN26gSJEi0jyffvop6tevjwULFmDq1KkICQnBgAEDpOednJwwffp09OnTB/b29nnYDUSFw7lz5zB//nxUeK0S3o4YI03XFpTWBBzR+VxBZ84AJScsMdzIJ2e0OZLHWsJgfq4PoiyG6hKY122SdcspMFlbC5asINW9e3e1/8+dOxdLly7FyZMnUb16dUycOBETJkzAlClTpHkCAwNzXOfChQvh7++PNWvWSNPKlSunNk9MTAzat2+PmjVronz58oiNjVV7vn///ti2bRtWrlyJsWPHynlJRIVGfHw8+vbtC7dy7qg7rn6u8xfGAKUU3P6S2cKUviPfmSNEFYRR+SwtRFlL+CgoVCvjqoGKlfS807XvdAUsfYMs3xOyBnn+RsnIyEBISAgSEhIQHByMp0+f4tSpU/D29kaTJk3g4+ODli1b4ujRozmuZ9u2bahfvz7eeOMNeHt7o06dOli5cqXaPFOmTMG7774LR0dHnDt3DkOGDFF73sPDA9OmTcPs2bORkJCQ15dEVGAJITB69Gjce3wPLea2hq0Df4nNTXD7S2YbmU9b1zoqWJxfZDJEWQhW2I1Ds+udZhc8Xc+zq17BZU0tTfqSHaQuXrwINzc3ODo6YvTo0di6dSuqVauG27dvAwBmzZqFt99+G3v27EHdunXRtm1b3LhxQ+f6bt++jaVLl6JSpUoIDQ3FmDFjMGHCBKxbt06ap379+nj06BEePHiA48ePw83NLdt6xo4dCycnJyxatEjuSyIq8NasWYONGzei8ZQm8PD3MHdxLI4lXQulD3OFLGtvjTKU/IQgBijzSvW0ZZc+IhNzepqkd4iytrAle9S+wMBAREREIC4uDps3b8bQoUNx+PBhaQCIUaNGYfjw4QCAOnXq4MCBA1i9ejXmz5+vdX2ZmZmoX78+5s2bJy1z6dIlLFu2DEOHDv2voHZ2KFlSd+3B0dERs2fPxrvvvosxY8bonI+osLly5QrGjx+PkSNHIrUjK3CalCHKEsOUubrSMTDlTHmTXM3rrXK6aSnDk2VRhim2fBAZnzUOIqEv2S1SDg4OqFixIurVq4f58+cjKCgIS5Ysga+vLwCgWrVqavNXrVoV9+/f17k+X19f2cvoMmjQIJQpUwaff/657GWJCqLExES8+eabKF++PBIHp5q7OHliqICjbRQ+SwxPpqQcCVBzSHXKneo9k7S1MqlOZ4iyXGyhIsofQ7YgWVtrFGCA+0hlZmYiJSUFZcuWhZ+fH65du6b2/PXr19G5c2edyzdt2lTrMmXKlJFdFhsbG8yfPx+vvfYaW6WIALz//vu4ffs22q/uBDsn67ltnK7AY4hrlqwpPOkKNdru82SsbZFu+gxcwRBFRAWVMvjoG4A0W6b0uamvpZNVs5o6dSo6d+6MgIAAxMfHY+PGjQgLC0NoaCgUCgU+/PBDzJw5E0FBQahduzbWrVuHq1evYvPmzdI62rZti969e2P8+PEAgIkTJ6JJkyaYN28e3nzzTZw+fRorVqzAihUr8vSCunbtikaNGmH58uXw8fHJ0zqIrJnyBrshf8Rj5coorPjaGyNaZQUQSxiJLz9BRnNZfYOVNYUnQP9QozqfrpvnctAK81J2A8xtHlUMX6bHkfuIcmaI1iJt67D2MCUrSD19+hRDhgxBZGQkPD09UatWLYSGhqJ9+/YAsn79Tk5OxsSJExEdHY2goCDs27cPFSpUkNZx69YtPH/+XPp/gwYNsHXrVkydOhWzZ89GuXLlsHjxYgwcODDPL2rhwoVo0qRJnpcnsjZCCLx8+RL3I2rh4eN03HuYjo9mP0e/3m54q3/W4BLmClHGDDEn9tUw28h6lian1ittYYotUKajT5gi82KIItLOFN3trLFLn5JCCCHMXQhzevnyJTw9PREXFwcPD45mRpZHCIGYmBg8fPhQejx48EDt/w8fPsSrV6+kZRQKoGEdJ5T78nU4uDmYvMzmbgHSDFfmLo8cuXXbYwCyfrpCFQOXaTE8EWVnTaEmNHymUdYrJxtYz0UTRIXMP//8g379+uHGjRtISvrvxGZjYwM/Pz+U9nmOUr52qN7cDqX9nFDK1w2lfe1Q2tcOn6a2hK296S+gtpTAonpNlaWUSV/silfw6QpMDFGmwQBFhZVmSNJ2zVJ+JHs7W1UQMwQGKSILlJmZiZEjRyIxMRHz5s1D6dKl4e/vj9KlS6OEaAU7OwUAf63LDr/fHLb2pi2vpYYVSy0XWT/Noc/1XYbMhwGKCqOcgo3q9UnGugaqoGOQIrJAK1aswPHjx3H48GGsclqH87iINQFH/n1WkW1+U17/ZOxwYowR6QoKduszP9UwJCdMMUSZB8MTFWaFMdiYGq+R4jVSZGEiIyNRtWpVvP7660h7R/3j+V+YMl540jWAA1t3zI9Byrzkjr6nzzJkHAxQRP8pqIGK10gRkZrMqMqYMCoSjvZJWPDBIXwQ30rt+eH3m2NNwBGjhijVf63xGqOCiAHKOjA0mR4DE1HuDNl9j9QxSBFZkB37XmHz9lf45QefbCFKydghKrdpZFwMTZaJIclyMDwRkaVgkCKyEK9evcK7U5+hfUsX9O/tjn0PzF0iMiUGKMvFEJUz1WCT6mmY0UIZlogMrzCOqmdsDFJEFuLTD/zx7EUGDmzxxlsPWpi7OGQiDFCWgWFJO81AoxmUNJ/XZ/7cwhZDFBFZCwYpIjPLjKqMsxeS8e1PsZj3STHMUbQx6fbN1X3PJYoj8zFEWQaGKO20BRq5ISendWgLVAxRRMbBlijjYJAiMrP0dIHRHz5FjSoOuNS5O+TdmUY+UwYnBgXtuF+sg3IUvsIYtEwRaBiaiIyPAcq4GKSIzOjVq1f4ZNZznL+Ugs6rusPGzngxytQtT7mFhcLcGqX62hmqzC+pmI3WsFQYAxTAgENk7RieTMfYP34TkRapqan4/vvvUbFiRSz/JQ7zpxVD8eoljLY9U7dCMRzorzAHSkui7411CzqGKCLrxhBlWmyRIjKhjIwM/Prrr5gxYwbu3buHIUOGYMbYMJTxt8fw+4bfHrvxEeWusLY8EVHBwhBlegxSRCYghMCOHTvwySef4NKlS+jVqxe2b9+O6tWrY+jpEYCFhijVcKRsOTFUYMrLYBPKbWsuZ80DVzCAmh6Dk3ZsjSKyHgxNloFBisiIhBD466+/8Mknn+D48eNo1aoVTpw4gcaNGwNAVogyAkOHKG3/NwR91plYUr+y5LQuc4YsXeWy1uBnbRiacscARWQ9GKAsC4MUmUVqairs7OxgY1Mwr0tITU3Fnj178MUXX+DYsWOoU6cOQkND0b59eygUCgCGD1GG7MZnSa0khiiLnHUYKuDktk1L2scFFUPUfxiWiAoG3lTXsjBIkcncuXMHy5Ytw/79+3Hu/DlAAI6OjnBxcZEesU5xcC7uApcSLhhS8Ql8fexQutp6+Pn5wdfXF15eXlIQsTRJSUnYu3cvtmzZgu3btyM2NhbBwcHYvn07unbtarQABeQvRLFCr05bd8a8Pp8XuoKc5nb5vunGAPUfBiiigodhynIohBDC3IUwp5cvX8LT0xNxcXHw8PAwd3EKpLS0NHzzzTeYNWsWXF1d4VHfE95BPlDY2aC/yzUk2U1GYmIifru5BSmxyUh8loik54lQRL9ETKx6hcjJyQl+fn5aH76+vtLf7u7uRg1cQgg8ePAAFy5cwIULF3Du3Dns3bsXCQkJqF69Ovr06YM+ffqgZs2aauUwRIgyRrc9sizargEj/TBEZccwRVTwMEgBoeEzjbJeOdmALVJkVGFhYXjvvfdw6dIlTBjpgc8+8oSbqw2AZ//O4QXgJwDADADD77dQW/7HEocR9SwDj6PSEZWyCI8fP1Z7XLx4EY8fP0ZcXJzacq6urjpDlvJRpEgRODg4SA9d3QxTUlJw+fJlKTQpHzExMVmvwMsLQUFBmDp1Kvr06YMqVapoXQ9DFOlL23tk6ME+CiKGKO1SPW3V/s9gRWTdGKIsB4MUGVRmVGUMv98cn6QfwMdznuPPPQloVNcJJ3eVQr0gJ9nrG/usJdYEHEG5AHsA03TM5Y2ExOIYcr4Okp4nYpjnYERGRqoFrrNnz+LRo0dISEjQuS1bW1u1YOXg4AA7Ozs8fPgQGRkZUCgUqFixIoKCgjBp0iQEBQUhKCgI/v7+6t32Tst+mXrJa4hixZsKC1031iUismYMTpaLQYoMJjOqMqJjMhD+zSlU/e0+XEq4YMPSkujb0y1bN7vh95sDANYEHFH7vzbD7zfXOp9yGgCMf94SHv6Ah78H3gyYAQCwKXk927ri4+MRGRmJR48eIS4uDqmpqbk+AgICEBQUhJo1a8LNzU1rGY01+p4SQxTxvdSPrjClecPdwhC42PJERGRcDFJkEMn3K2HZuljMXhSNV6m2qD2qLqr2rY5QJzuEPtC9XE4BKrf5cls2M6qy7vlc/30AWNdwlV5lyIyqjMxX+pXN3FjppsJMGZqUYUkzRCmnFeQwxRBFVDCwNcqyMUhRvmREVsK20AR8POc5bt1Nw4gBHogd0BXOxZzNViZdLVi6DD09ItcwpQxl2rZlbPq2RjE8EanTFqAKm1RPW4YqIivD8GQ9GKRIFtVAce7vZHz42XOEHU9CuxYu+O0nXyxybQfzRaj/yA04OXXNU+1CmJ9tyCGnKx8DFBFpUh1ggmGKyHIxNFk3BinSmzJEPYpMx6cLn+Pn/8WjSkUH7Fjvh05tXPDWgxa5rME6qbZwqU4zBn0CFIMTkWFodgEsyBimKK+cniYh2dsSfiK1XqphSbkvGaAKBgYp0ktmVGUkJGbi66Ux+PKHGLg426Dhh8Go1DMQ/7Ozwf9yuA6qILCELnwMUETGodoFsCCHKmWYUrZWMViRvnILU8pQwMCVOwaogoVBinKUGVUZmZkCv2yOx/T5z/E8OhOV+tZAzWFBcHBzMHfxCgyGqJw5v8jM8XqX3J4noizs8kdy5RaOVIMBW6+yh0oGp4KNQYoAAEIIJCUl4cWLF4iOjkZ0dDQ+OzkHyXElcOOPa4i+9gJl2pZF13H14V4q57s8k37MNYiEvr+45yWYGOrXfG0jquW27pxGaCMiIsPILRgU5jClGSqp4GOQKuBu376N8+fPqwWkF4+W40V0BmJiMxEdm4EXMRmIjs1ESorIvgIFUKKGNzqt6ArvIB/Tv4ACJC/3gjJkiJIbcszZxSk/29ZclsGK5Cjow6JrYqsUyZXs7Vyow5Tma2fLU+HGIFVA3bhxA3PmzMGGDRuQmZkJhUKBIl4KFPWyRbEitijiZYPSfnYIqu6IokVsUNQra1qxIrYoWsQWCxMbwdHTEQ5uDlDYKHLfIGWT15voAuYNUAVNbi1V+ty8lQqXwhKmGKCoIDPVdVsMUIUbg1QBc/1EWXz+TTQ2bIlHSW9bLJ5TDP16uaOIlw1s9AhEykEVPIoZu6QFT36Ck5K5uvEVBnL2RW7zMmgVfAV9AAqGKDImQ4cXbaPe5WXZvK4jp3VR4cYgVUDcvHkTc6bVxYYt8fAubotvZpfAyIEecHJSr/CZYvQ5a2WIIJRXhgpQBbHCZ4l4PRZZMl0hid34Cg5Ddp3LKRwYMxDpux3NZQzR0pRbINK2boYo0oZBysrdunULn3/+OX75ZS28i9vi61lZAcrZOXsFjyHqv7AU3P5Stmmmxu571o/XYxUO1tDVT5+AxBBlPfSptOtqpTFkhT+v69IW9HJal65gqKs1yelpktoyhg45DE2kLwYpK3X79m18/vnnWPvzWjh5OaHuhEao1CsQ55zs4OxsmpvHWoK8hiBThydjDV9u6ZW7wkb1/WCoImNjMLJM+WkxyU9wsTTKoGOM16QapojMiUHKSgghcOfOHezZswd79uzBrl27YO/pgHrvNkTl3oGwc/rvrSzIwUnJnN3w9GHs+z6ZMkCpVtZU70FjqHWqMtT6LQHvbVVwWOIPFgxRpqVvOMrpnkq5raMghoLcuvJp21/6jAhIZCkYpCyAEAI3b97E3bt3ERkZicjISDx+/Djr73vb8fhJBiKfpCMpWUBhq4B3kA/qvt8AlXpUVgtQhYGlBihT3TDXWBU6fStlyvk0r7XIKQDJqfCprr8gYJgisn763BtITuuTaqAqbKFAcz9p7oPCtj/I+smqhS9duhRLly7F3bt3AQDVq1fHjBkz0LlzZ2meEydOYNq0aTh16hRsbW1Ru3ZthIaGwtk595PMggULMHXqVLz33ntYvHixNP3atWt46623cO/ePYwePRrTp0+Xnitbtizu3buHEydOoHHjxtL0999/HxEREQgLC5PzEk3m5cuX2L9/v9TC9ODBA+k5Ly8v+JZIhF9JW5Txt0dwA2f4etuiXBl7bPJvCwc3BzOW3LQsNTgB1h+egLz/qq25nK6Ald9yFYRApWtgCoYsIuuQn1aS3K4LIiLrJitIlS5dGgsWLEClSpUghMC6devQs2dPnD9/HtWrV8eJEyfQqVMnTJ06Fd999x3s7Oxw4cIF2NjkXlkIDw/H8uXLUatWrWzPjR8/HoMGDULDhg0xevRotGnTBk2aNJGed3Jywscff4zDhw/LeTlm8eTJE3zzzTf44Ycf8OrVKwQGBqJPnz7o0KEDAgMD4evrC8e4IJ3Lb71fOEKUuQOUqUJSTowRoIzdHcjQ6y9IXQC1vZ8c/c/ysVsfAYZrPSqMrVBEBZmsINW9e3e1/8+dOxdLly7FyZMnUb16dUycOBETJkzAlClTpHkCAwNzXe+rV68wcOBArFy5Ep9//nm252NiYlCvXj3UqlULfn5+iI2NVXv+nXfewbJly7Br1y506dJFzksyGSEEPv30U3z99dews7PD2GH2eGdwWZQLyASw898HgDhzltL8CsIIevmV34pbYahk6fMadYUtOfvHVIGNo/8RERFZnzx/W2dkZCAkJAQJCQkIDg7G06dPcerUKXh7e6NJkybw8fFBy5YtcfTo0VzXNW7cOHTt2hXt2rXT+vzs2bPRrl07uLi4wMbGBh07dlR7vly5chg9ejSmTp2KzEzL+/VQCIGPPvoIc+fOxQcffIA7p70xf1pxlAuw12v54febS4+C6MS+GtLDVFyi1B+WwPlFZr5ClENcRqEIUfpS7g/NR17WYWrKY8ESW0MKE+5/MrTC3hqlHGlP9UFkzWSPVHDx4kUEBwcjOTkZbm5u2Lp1K6pVq4aTJ08CAGbNmoWvvvoKtWvXxs8//4y2bdvi0qVLqFSpktb1hYSE4Ny5cwgPD9e5zS5duuDZs2d4+fIlSpQooXWe6dOnY82aNdiwYQMGDx4s92UZ1YIFC/DVV19hyZIlGP/m9wD0+5W7oAYnJVMHJ0uW3wBFxqVtH5u6tYqtVETmI6fCb6x7OhGR5ZEdpAIDAxEREYG4uDhs3rwZQ4cOxeHDh6WWoFGjRmH48OEAgDp16uDAgQNYvXo15s+fn21dDx48wHvvvYd9+/bByckpx+06OjrqDFEAUKJECUyePBkzZsxA37595b4so1m2bBk++eQTfPbZZ5gwYQIyo77Xa7mCHKKMHaAsPTQpGeLXboYo83GIyzDptVq8R5VpsTWK8iq/908iIush+9vYwcEBFStWRL169TB//nwEBQVhyZIl8PX1BQBUq1ZNbf6qVavi/v37Wtd19uxZPH36FHXr1oWdnR3s7Oxw+PBhfPvtt7Czs0NGhrxK4qRJk5CUlIQff/xR7ssyipMnT2L8+PGYMGECPv30U3MXxyIYOkRpdtGz9BDFLlsFi7m7/hV0heE1ysUfT6wDQxRR4ZDvmxBlZmYiJSUFZcuWhZ+fH65du6b2/PXr19WGR1fVtm1bXLx4UW3a8OHDUaVKFXz88cewtZX3a6+bmxs+/fRTzJo1Cz169JD3Qgzs1atXGDRoEOrXr4+vv/4aCoUCmVGVzVomczJUgLL0oKQNK4MFn7mGa9ccQj23Y40tWdbPULcYIHnYwkRE2sgKUlOnTkXnzp0REBCA+Ph4bNy4EWFhYQgNDYVCocCHH36ImTNnIigoCLVr18a6detw9epVbN68WVpH27Zt0bt3b4wfPx7u7u6oUUO9gu3q6opixYplm66vd955B9988w02btyIRo0a5WkdhjBp0iRERUVhz549sHleDXKq0gWpW58hApQ1hCfN61gYngonc97/Sp9jztqutzJnOZOK2fBzXMio3ihXG+V0BioiUpIVpJ4+fYohQ4YgMjISnp6eqFWrFkJDQ9G+fXsAWTfBTU5OxsSJExEdHY2goCDs27cPFSpUkNZx69YtPH/+3LCvQoW9vT3mzJmDAQMGGG0budm2bRtWrlyJFStWoLyb+nDsypC0JuCIOYpmEoWt9Um1ssWKFwGmDVR5OeYMHah4/RZZO7mDSTBMEREAKIQQwtyFMKeXL1/C09MTcXFx8PDwyPf6njx5gpo1ayI4OBi/L7sChUKh9nxuQcqaW6MMef2TNYYoU2P3HutgiTcPNkaAMuZ2TMGafgThZ984VMORrlYpbfMSkXmEhs80ynrlZIN8XyNF/xFCYMSIEVCIaCyfexEKRfbdm1NLlLWGqMIUoCylssWKlPUw9eh+OTF1sLH0lipL+TzLxeukjC+3bn5ERACDlEGtWLECO3fuxLZf/OBdXP6uXRNwxKrCVGHrwmcJWHmyTpYUpjRpDlhh7dvRtl1VvPaJ5GCgIqKcMEgZyPXr1zFp4hi8M9gDXdu55nk91hCmCnOAMlcljAHK+pnzpr5KusJMXluOrDGUWFt5teH5wPCU935S/q3teSIiTQxSBpCWloZBgwahlK8dvpql+6bB1i6/Acoag5O5scJUsJlzlD9Ae6iwtpH9clIQQhOZBluciCgvGKQMYPPmzQgPD8eJXf5wdcl75cNSW6IKS4AydaWLIYnMwZDHudx15dQiZsjgxgBF+cFR+YhIXwxSBnD37l0UK1YMDes45XkdlhiiCsM9oBieiLTLLdzk9bOTW/dCfbsLaq6D4YmIiEyNQcoA7t27B29vbwDpeVreUkKUIUffAyw3RDE8kaUxdxc/ufL7GVKGqZy6Fhq7DEQ5YasUEenD+jvBm9nLly8REhKCrl275ml5higiUrK00G3MsMIglDeWdowUZLxuiohywxapfFq5ciUSE+Pwbv/NAOz1Xs5SAhTA+0AZGis6lB+ax4+5W6lyaj0i0+K5xfTYMkVEOWGQyofU1FTMWDgDA15zR2k//UMUYBnDnBfEAKV5/YUpK3+s5JAxWEK3P4Yo8+P5hYjI8jBI5UNISAgSnyXigzEB5i6KbNZwL6jcKm+6ApOpKn2s2JApWUKgIvPguca82CpFRLrwGqk8EkLgiy++QJd2Lqge6Jjv9a0JOGKAUunHEMOZKx/m5PwiU3qYkkNcBis2ZDaF9dgrCPe1yq9UT1vpQURE5sdvpjzavXs3Ll++jA/HFs33uqwlRJkyPFlSVyJlcGKAIktR2I5DY4UohjPSFweeICJt+C2SR1988QUaNWqE5o3zdu8o1eujzH2tlD5M2fpk7hDF4ETWoDAdn8ZqeTb3uUZfbIEyP3btIyJteI1UHoSHh+Pw4cPYvHkzFIqpspbVFZpMEabktkaZuuueuSo1haUySgUTr50qHFI9bXmuMgMGKCLKCYOUTEIITJkyBZUrV0aPxlMAKPRaztytTnJCFAMUkfVxiMtgmKICTxlsjNnVjuGJiPTFICXTb7/9hoMHD2LHej/Y2rrqvZzyOihTBypLaoUyx6AQRIWJ6jHPUFWw8HymHnBU/zZUqGKAIiK5GKT0lBlVGa8SMjHp/Xvo0dEVndvqH6LMxdytUOZoaWJlgygLQ5V147lMf7paqXSFLW3zM0QRUV4wSOkpM1Pg/U+f4UVMBr6ZU0L28pbcEmXoEMWuekSWhddRWZ+Cfk2UZnAxRNDJaR5tzzE8EVF+MUjpIfZGBYyY+BR/7H6FlYt8UNbfPtdlzHFNlKFusptXDFBElk3XZ4UBi0xFV3hh0CEia8QglYuj2/0x/L0nePIsA7/95Itend1yXcaSW580Gao1it34Cg5jXHtAlo0tVmQKDEZEVNAwSGmRkZGBkydPYvHCTti8/RUa1HbEzg1+qFjOIddlTRmiCluAYnAyLLldZawpVOWnwmZNr9PQGKjIWBiiiKggYpD6lxACu3btwu+//47t27fj6dOn8Pezw+olPhj8ujtsbHIf5rwwhSgGKOvh9DQpx4uw5awHsOygYYjKmrb9VdhwoArjKWzdKxmgiKggY5D618mTJ9G1a1dUrFgRw4YNQ8+ePdGgzFDY2up3nyhrYC2tUAxOeSP3QmtjbMccAcQYFTVrCI1kfeSc23geJCKyfAxS/ypevDgAYMWKFWjdujWGnh6BxhYaovLSGmUNIaqwVhzyGgQsceje/AYQS3kdSgxUZCiFLURZ2meZiMgYGKT+VbZsWXh5eWHnzp1Y67peuoGuvkzVrc9cIYoByjjyU9mw5IpKTgHEksutC7v7UX7oc45ziMsoEEOeW+Pnm4gorxik/mVvb48xY8bgyyVf4snbAQD0669uyQEKyF+IYhc+4yoMFY6C9BoLY5gqqNftWCprPycWpM87EZE+bMxdAEvi6+uL9MR0/H0l1dxFUWPKEOX8IlN6GJpDXIbaozDLrcKR7O2sV6W9sFXsybQK++eUiIgoJ2yR+teRI0cwadIkvDPYA80bO5m7OABMPzKfsVqgWBmTRzUcJXs76wxdyvmU//LXYOMrjK1SREREpB1bpP41ePBgtAy2x7dzvaFQ6D/IhNxrqfSVn1Yohijrpa2Srm/rFJExsCWZiIhIO7ZI/auYVzw2rQiAvb15R+orKNdCscKlXX5vFKu6PFugyBx40175CsIgEjnhuYiICisGqX+t+qYkiniZt2IgJ0RZ6nDmBbmykFf6VjLkXBPFiguZGwOVPAU1TPFcRESFGYPUv2pVc8jTcoYYtU9uK5QlhqiCWEEwBDmVDDnX3zBQkaVgoCIiosKKQSqPGKAoN3kJOXIHM9Ccl8HK+DjghHaqP6YwVGlX0FqleL4hosKOQUomaw5QAK+HMjRjVCRYUbdsfG9yp7y5LBVcDFFERAxSsjBEqStsAcqUFQeGKcvB9yFvtJ0fCnu4KmznTCKigk7W8OdLly5FrVq14OHhAQ8PDwQHB2P37t1q85w4cQJt2rSBq6srPDw80KJFCyQl6a6Azp8/Hw0aNIC7uzu8vb3Rq1cvXLt2TW2ea9euoWnTpihdujQ+//xztefKli0LhUKBkydPqk1///330apVKzkvL8egZK0hylA32FUd+tiahkF2epqU40NznpyWNzVzbps47LwxWNO5g4iIKDeyglTp0qWxYMECnD17FmfOnEGbNm3Qs2dPXL58GUBWiOrUqRM6dOiA06dPIzw8HOPHj4eNje7NHD58GOPGjcPJkyexb98+pKWloUOHDkhISJDmGT9+PAYNGoQ///wTf/75J44fP662DicnJ3z88cdyXko2Yx40ydfyhpbfEGWI8KSkWvGxpkqQPgFEcx5tQcsSWGKZCjruc+MprIEq1dO2QLTK8TNBRJRFVte+7t27q/1/7ty5WLp0KU6ePInq1atj4sSJmDBhAqZMmSLNExgYmOM69+zZo/b/tWvXwtvbG2fPnkWLFi0AADExMahXrx5q1aoFPz8/xMbGqi3zzjvvYNmyZdi1axe6dOki5yWZjL6tUYYIUIZkjZWdgv4lr3x9pmotUd1OQd+3umi+brZUGUZhvZZK9TVb2zm2sJ4DiIi0kdUipSojIwMhISFISEhAcHAwnj59ilOnTsHb2xtNmjSBj48PWrZsiaNHj8pab1xcHACgaNGi0rTZs2ejXbt2cHFxgY2NDTp27Ki2TLly5TB69GhMnToVmZn5CxK6uvCtCTiSr/XmxiUq/zfVLewhqrC1HujqqmiM7ZC6wnasGZO1nWeIiIiUZAepixcvws3NDY6Ojhg9ejS2bt2KatWq4fbt2wCAWbNm4e2338aePXtQt25dtG3bFjdu3NBr3ZmZmXj//ffRtGlT1KjxXwtOly5d8OzZMzx+/Bhbt26FrW32XzCnT5+OO3fuYMOGDXJfUjaGuB5KVW6tUZbYCmXplRtThQjKwn2sHfeLYVjDOccYCuNrJiIqSGQHqcDAQERERODUqVMYM2YMhg4diitXrkgtQaNGjcLw4cNRp04dfPPNNwgMDMTq1av1Wve4ceNw6dIlhISEZHvO0dERJUqU0LlsiRIlMHnyZMyYMQOpqalyX5ZE2fJkqDCVU4jKbysUYPib6lrDFzsrrmRpGKgMw1rOQYUZu7USEf1H9vDnDg4OqFixIgCgXr16CA8Px5IlS6TroqpVq6Y2f9WqVXH//v1c1zt+/Hjs2LEDf/31F0qXLi23WACASZMm4ccff8SPP/4oe9ml/sfh4Z7V0rUm4AiG329u8JYpQzN0iLIWyd7OrLSSReKw9Yah63xUkK6nsqZzLhERaZfna6SUMjMzkZKSgrJly8LPzy/b0OXXr19HmTJldC4vhMD48eOxdetWHDx4EOXKlctzWdzc3PDpp59i7ty5iI+Pz/N6AMNcEyV3uHM5DDWcOX8BJjIsdjk1Hp6viIjIksgKUlOnTsVff/2Fu3fv4uLFi5g6dSrCwsIwcOBAKBQKfPjhh/j222+xefNm3Lx5E59++imuXr2KESNGSOto27Ytvv/+e+n/48aNw/r167Fx40a4u7sjKioKUVFROd57KifvvPMOPD09sXHjxjwtr5Tf1ihjXxeVH6yIEJkOA5XhWfs5zNrLT0REWWR17Xv69CmGDBmCyMhIeHp6olatWggNDUX79u0BZN0ENzk5GRMnTkR0dDSCgoKwb98+VKhQQVrHrVu38Pz5c+n/S5cuBYBsN89ds2YNhg0bJvsF2dvbY86cORgwYICs5cY8aIIN1U4BKJghylq+uPXpGsVKKVkjUw9bX5BZSxc/5XnXmoc718TzLxHRfxRCCGHuQpjTy5cv4enpiX4HBsHBzcEg69QVpAwVoOR067OWL21tX87aKpz8EqeCgoEq/7QFFEsJWdZy7tUHz7tEZIlCw2caZb3KbBAXFwcPD48c55U92ATlzJjXRQGGH+rcnHL7cuaXNxVkHJgi/7SFFUsLVEREVHDle7AJ+k9uQ53nl9wQZcm/iDIkEZExmfP8Z8nnXiIiMhwGKQOxtJYoS/0i54X3RP/hZ8G4TH0e5KiCRESFC7v25ZOxAxRQMLrzscJIpB27+BmXKbr6MTwRERVODFImYOpR+izpS50Biih3DFPGp3pe1DdU5RbCLOlcS0REpscglQ/6tEblN0RZc5c+higi/TFMmY7meVJbUFKdx5LOq6ageizyPE5EpBuDlBGZOkRZEn75EpG1KGxBKSfKczfP4UREueNgE3lkaYNLAKwMEFk7DsZC5sRjj4hIHgYpC2TNLVFElH+s0JKp8ZgjIpKPXfv0JLcFKq/d+vIaotgaRVSw8JopMqVkb2eGKSIimRik9GCpIYrhiahgU1ZsGaiIiIgsD4NUDkwVoACGKCLSja1TRERElodBSgc5IcqUAcoasHsIkeExTJGh8VxNRJQ/HGziX6cPVZP+1vf+UMpHXji/yGSIIiJZ+PkiQ+GxRESUf2yRUmGKG+wC+W+FssRuffxSJjINtkxRfvF8TURkGAxSerCEG+uaIjzl9uWqrfLGL2Qi01P93DFUkRw8ZxMRGQ6DlBaGaHUC8hegTNnqpO8XK7+AiSwPR/YjIiIyDwapf7k8BWwd8r8ea+u2x3BEVDCwlYqIiMi0GKQMwFq67mliiCIqmNhKRboojwme/4mI8o9BKg+srdVJG36JEhV8+gxMoXkuYPgqHJK9nfk9QESUTwxSuSgIoUmJX5pEhY9mmOJ5gJQYpoiI8odBSgtrGSRCDn5ZEhVecj7/7BZYePB7gYgofxik/uUUnQk7e/kBylKDkyp+WRKRXAxUREREOWOQksEaQpMmhigiyg8GKiIiIu0YpLSwhsDEgEREpsRBKQoWfocQEeUfg9S/HOIyYGdv3ACl6z4vur7QtFVU+OVHRJZA32Clz8iBZF4cEp2IKG8YpIwkty8kfb6w+KVGRNZCswug6vkrp5EDNaczdJmGtv3MUfyIiORhkMoFv1SIiPQn90ckbf9nmDIfhikiIv0xSP3L6XkS7GyFuYtBRFQgyR2CnWGKiIgsnY25C0BERKSJrSJERGTpGKSIiMgiMUwREZElY5AiIiKLxTBlWtzfRET64zVSRERk0XgPK9NgiCIikoctUkRERMSASkQkE4MUERFZFbacEBGRJWCQIiIiIgZUIiKZGKSIiMiqsAsaERFZAgYpIiKyKmw5MTzuUyIi+RikiIjI6jg9TWLl34DYykdEJB+DFBERWS0GKiIiMhfeR4qIiKyeaphi6woREZkCg9S/0jNSzF0EIiIyALvIZABAcnEGKjnSM5LNXQQiIr29fPnS7OtVCCGEUUphJZKTk1GuXDlERUWZuyhERERERGRmJUuWxJ07d+Dk5JTjfIU+SAFZYSo1NdXcxSAiIiIiIjNzcHDINUQBDFJERERERESycdQ+IiIiIiIimRikiIiIiIiIZGKQIiIiIiIikolBioiIiIiISCYGKSIiIiIiIpkYpMgiLViwAAqFAu+//36O8y1evBiBgYFwdnaGv78/Jk6ciOTk/24qmZCQgH79+sHX1xf9+/dHYmIiAGDZsmVwd3dHenq6NO+rV69gb2+PVq1aqW0jLCwMCoUCt27dMtjrI8PT55hZuXIlmjdvjiJFiqBIkSJo164dTp8+rTZPVFQUOnfuDD8/P4wfPx6ZmZkAgClTpqBKlSpq8169ehUKhQLDhg1Tm7527Vo4OjoiKSnJIK+NDGPp0qWoVasWPDw84OHhgeDgYOzevTvHZWJjYzFu3Dj4+vrC0dERlStXxq5du6TneY4pvHI7nq5du4amTZuidOnS+Pzzz6Xp/fr1Q6dOndTWtWfPHigUCsyaNUtt+qxZsxAQEGDU10GGNX/+fDRo0ADu7u7w9vZGr169cO3aNb2XDwkJgUKhQK9evdSm87vJMjFIkcUJDw/H8uXLUatWrRzn27hxI6ZMmYKZM2fin3/+wapVq7Bp0yZ88skn0jyLFy+Gm5sb9u7dC2dnZyxevBgA0Lp1a7x69QpnzpyR5j1y5AhKliyJU6dOqYWxQ4cOISAgABUqVDDsCyWD0feYCQsLQ//+/XHo0CGcOHEC/v7+6NChAx49eiTN8+mnn6J+/frYvXs3bt++jZCQEABZx8y1a9fUbt596NAh+Pv7IywsTG07hw4dQuPGjeHs7Gy4F0n5Vrp0aSxYsABnz57FmTNn0KZNG/Ts2ROXL1/WOn9qairat2+Pu3fvYvPmzbh27RpWrlyJUqVKSfPwHFN45XY8jR8/HoMGDcKff/6JP//8E8ePHweQdWwcO3ZMLWTndC5p3bq1yV4T5d/hw4cxbtw4nDx5Evv27UNaWho6dOiAhISEXJe9e/cuJk+ejObNm2d7jt9NlolBiizKq1evMHDgQKxcuRJFihTJcd7jx4+jadOmGDBgAMqWLYsOHTqgf//+ai0MMTExqFy5MmrWrIkqVaogNjYWABAYGAhfX1+1k0xYWBh69uyJcuXK4eTJk2rT+UVmueQcMxs2bMDYsWNRu3ZtVKlSBT/99BMyMzNx4MABaZ6YmBjUrFkTNWvWRPny5aVjplmzZrC3t892zIwbNw7R0dG4e/eu2nQeM5ane/fu6NKlCypVqoTKlStj7ty5cHNzU/u8q1q9ejWio6Pxxx9/oGnTpihbtixatmyJoKAgaR6eYwqv3I6nmJgY1KtXD7Vq1YKfn590bGgL2WFhYZgyZYpayE5OTsapU6d4bFiZPXv2YNiwYahevTqCgoKwdu1a3L9/H2fPns1xuYyMDAwcOBCfffYZypcvn+15fjdZJgYpsijjxo1D165d0a5du1znbdKkCc6ePSsFp9u3b2PXrl3o0qWLNM/48eOxfPly2NvbY82aNXjvvfek51q3bo1Dhw5J/z906BBatWqFli1bStOTkpL4RWbh5BwzmhITE5GWloaiRYtK06ZMmYJ3330Xjo6OOHfuHIYMGQIAcHV1RYMGDdSOmbCwMLRt2xZNmzaVpt++fRv379/nMWPhMjIyEBISgoSEBAQHB2udZ9u2bQgODsa4cePg4+ODGjVqYN68ecjIyJDm4TmGAO3H0+zZs9GuXTu4uLjAxsYGHTt2BABUrlwZfn5+0jEQHx+Pc+fO4Y033kDZsmVx4sQJAFk/FqakpPDYsHJxcXEAoPY9o83s2bPh7e2NESNGaH2e300WShBZiF9//VXUqFFDJCUlCSGEaNmypXjvvfdyXGbJkiXC3t5e2NnZCQBi9OjR2ebJyMgQkZGRIjMzU236ypUrhaurq0hLSxMvX74UdnZ24unTp2Ljxo2iRYsWQgghDhw4IACIe/fuGeZFkkHl5ZhRNWbMGFG+fHlpeaW0tDQRGRmZbf5p06aJypUrCyGEuHz5svDw8BDp6eli3rx5YsiQIUIIIVatWiWcnJxEcnJyHl8VGdPff/8tXF1dha2trfD09BQ7d+7UOW9gYKBwdHQUb731ljhz5owICQkRRYsWFbNmzVKbj+eYwiu34yk5OVk8ffo023IDBw4UHTp0EEIIsXPnTlGtWjUhhBDvvPOOmDFjhhBCiE8//VSUK1fOyK+AjCkjI0N07dpVNG3aNMf5jhw5IkqVKiWePXsmhBBi6NChomfPntnm43eT5WGLFFmEBw8e4L333sOGDRvg5OSk1zJhYWGYN28efvzxR5w7dw6///47du7ciTlz5qjNZ2Njg5IlS0KhUKhNb9WqFRISEhAeHo4jR46gcuXKKFGiBFq2bCl1rwgLC0P58uV5sa8Fyssxo2rBggUICQnB1q1bsy1vZ2eHkiVLZlumVatWuH79OiIjIxEWFoZmzZrB1tYWLVu2lLpVhIWFoUmTJnB0dMzT6yLjCgwMREREBE6dOoUxY8Zg6NChuHLlitZ5MzMz4e3tjRUrVqBevXro27cvpk2bhmXLlqnNx3NM4ZXb8eTo6IgSJUpkW65Vq1Y4duwY0tLSEBYWJg1AonkuYeuBdRs3bhwuXbokXc+kTXx8PAYPHoyVK1eiePHiOa6P300WyNxJjkgIIbZu3SoACFtbW+kBQCgUCmFrayvS09OzLdOsWTMxefJktWm//PKLcHZ2FhkZGXptt3Tp0mLu3Lli8uTJYsyYMdL0ihUrigMHDohmzZqJkSNH5u/FkVHk5ZhR+vLLL4Wnp6cIDw+Xtc3ExETh4OAgNmzYIF5//XWxcOFCIYQQqampwsXFRdy6dUv4+/uLzz//PF+vjUynbdu24p133tH6XIsWLUTbtm3Vpu3atUsAECkpKXqtn+eYwiWn40nVzZs3BQBx7NgxUb9+fbFp0yYhhBAPHz4Ujo6O4sWLF8LBwUGsX7/e2EUmIxk3bpwoXbq0uH37do7znT9/Ptt3mUKhkL7Lbt68meu2+N1kPmyRIovQtm1bXLx4EREREdKjfv36GDhwICIiImBra5ttmcTERNjYqB/CyvmEEHptt3Xr1ggLC1P7RRAAWrRogd27d+P06dP8RdBC5eWYAYAvvvgCc+bMwZ49e1C/fn1Z23R2dkajRo0QFhaGw4cPS8eMvb09GjdujFWrVuHBgwc8ZqxIZmYmUlJStD7XtGlT3Lx5UxpmGACuX78OX19fODg46LV+nmMKl5yOJ1UVKlSAv78/tm3bhoiICLRs2RIAUKpUKZQqVQpff/01UlNTeWxYISEExo8fj61bt+LgwYMoV65cjvNXqVIl23dZjx490Lp1a0RERMDf3z/XbfK7yYzMneSIdNG83mXw4MFiypQp0v9nzpwp3N3dxa+//ipu374t9u7dKypUqCDefPNNvbexevVq4ezsLOzs7ERUVJQ0fd26dcLd3V0AEI8fPzbI6yHjy+2YWbBggXBwcBCbN28WkZGR0iM+Pl7vbcyYMUO4u7sLd3d3kZaWJk3/7LPPhLu7u3B1dRWpqakGeT1kWFOmTBGHDx8Wd+7cEX///beYMmWKUCgUYu/evUKI7MfL/fv3hbu7uxg/fry4du2a2LFjh/D29pb1qy7PMQVXbsdTboYMGSLc3d1FlSpV1KYPHz5cuLu7S9e8kHUZM2aM8PT0FGFhYWrfM4mJidI8mucaTbqukcoJv5vMgy1SZDXu37+PyMhI6f/Tp0/HBx98gOnTp6NatWoYMWIEOnbsiOXLl+u9ztatWyMpKQkVK1aEj4+PNL1ly5aIj4+XhjAm66R5zCxduhSpqal4/fXX4evrKz2++uorvdfZunVrxMfHo2nTprCzs5OmK48Z5VC0ZHmePn2KIUOGIDAwEG3btkV4eDhCQ0PRvn17ANmPF39/f4SGhiI8PBy1atXChAkT8N5772HKlCl6b5PnmIIrt+MpN8pzieYNmpXHBlsPrNPSpUsRFxeHVq1aqX3PbNq0SZpH81xjCPxuMg+FEHr2gSIiIiIiIiIAvI8UERERERGRbAxSREREREREMjFIERERERERycQgRUREREREJBODFBERERERkUwMUkRERERERDIxSBEREREREcnEIEVERERERCQTgxQREREREZFMDFJEREREREQyMUgRERERERHJxCBFREREREQkE4MUERERERGRTHbmLgCpy8zMNHcRiIiIiIhMSqFQQKFQmLsYsjBIWYBbt26hc8XX8AyPEYvn5i4OEREREZFJlfW3Q4+Obug14Hc0b94cdnaWH1MUQghh7kIUNpmZmThz5gz6NhqKZ3iMRMSjCLxRAn4o4VUJtsy3FkUElDR3EUhDSnEncxeBVKS525q7CKQhuYh1/apbGCR5m7sEpKpe82vmLgKpEAIYEvsXtu1JwI59CUhNE+jcxhW9+q1Cp06d4O7ubu4iasUgZSIpKSk4ePAg3u4yHs/wGJnIQDGURAn4oThKwk5hDwCwLVrEzCUlTaJcKXMXgTQkezubuwikItWTQcrSJBXjJdCWJpG/yVmU4PaXzF0E0rAm4AgAIDNT4NS5ZGwLTcC2Pa9w+346Wjd1Rq83v0aPHj3g5+dn5pL+h0HKiKKjo7Fr1y58MHgKXuAJ7GCf1eoEPxRBCdgosn/RMUhZHgYpy8MgZVkYpCwPg5TlYZCyLAxSlkcZpDRdv5UqhaqT55JRt6Yjer7+KXr27Inq1aub9boqBikDu3v3LjqW6yVd7+QKT5SAL0rAD+7wyvXNZpCyPAxSlodByrIwSFkeBinLwyBlWRikLI+uIKXq2fN07NifgG17ErDvcCJ8fezQo6Mreg34A02bNjX5dVW8GCefhBA4e/Ys3mwwGM8QiQS8RBGUQAmUQjXUh7PC1dxFJCIiIiKyeiWK22F4P08M7+eJxMRM7D+SiG2hCXijT1tkZgp0aeeKXv3WokOHDnBzczN6edgilQepqak4dOgQRnYai2eIRDrSUPzf652KoSTsFQ55XjdbpCwPW6QsD1ukLAtbpCwPW6QsD1ukLAtbpCyPPi1SumRkCJw8++91VaGvcO9hOto2d0avNxeje/fuKFnSOB9ABik9xcbGYteuXZg08GM8R5TK9U6+KAJvrdc75QWDlOVhkLI8DFKWhUHK8jBIWR4GKcvCIGV58hOkNF29kYptoa+wLTQBp88no0FtJ/R8fSZ69uyJKlWqGOy6KgapHNy/fx9//vknZk34HDF4Bld4SINF6HO9U14wSFkeBinLwyBlWRikLA+DlOVhkLIsDFKWx5BBStWTZ+nYvjcB20ITcOBIIvz9sq6r6tl/G5o0aQJb27x/h/EaKRVCCERERKBP3YH/Xu8UBy8URwn4oSrq8XonIiIiIiIr4lPCDiMHemLkQE8kJGZi3+FEbAt9hd49W0GhUKBrexf06vczOnToABcXF1nrZosUgAMHDmBYu1F4jkikIRXF4PPv/Z1883W9U16wRcrysEXK8rBFyrKwRcrysEXK8rBFyrKwRcryGKtFSpeMDIHj4clSF8CHkelo18IFvd5cgj59+sDLyyvXdTBIAbBV2CITmSiCEghEbbgpPM1XFgYpi8MgZXkYpCwLg5TlYZCyPAxSloVByvKYOkipehmfgW+Wx2LBdzFITRX4+XsfDB4XletyPNMCePj4IZYvXw4b2OI0DuC4CMUN8TdixXMwZxIRERERFSwPHqVh6dpYdOr3CN7Vb2PLjlf4YLQXTp06hYFjHuu1DrZIaXj16hVCQ0Mx/vVJeIEoKKBA8X9vqFsUPrBVGPeXV7ZIWR62SFketkhZFrZIWR62SFketkhZFrZIWR5jt0gJIfD3lX9H89uTgAtXUtCsoTN6vjEXPXr0QIUKFWSvk4NNaHBzc0OfPn3QR/RBeno6jh49iiGt38Z1XEAKklFM/Hf9lIPC0dzFJSIiIiIiLdLSBI6cSsK2PQnYvvcVnr3IQIdWLnhv8gp07doVxYoVy9f6GaRyYGdnh1atWuG+uAEhBC5fvoxeNfvhIW7hH5yFpygmDYfuojD+3ZOJiIiIiEi3+FeZ2HMoAdv2JGD3wQQ42CvQvYMrvl/6B9q2bQsnJyeDbYtBSk8KhQI1atTATZHVFPzo0SNs374d08fMwk1cgotwQ4l/uwB6oKhR7jFFRERERETqHkelS6PvHTqWhApl7NGjoyt27T6Ghg0bwsbGON2deY2UAbx8+RKhoaGY8OZkPEckbGArhaoi8JZ1XRWvkbI8vEbK8vAaKcvCa6QsD6+Rsjy8Rsqy8BopyyPnGikhBC5fS8W2PQnYFvoK5y6moEl9J/R843P06NEDlSpVMmJJ/8MWKQPw8PDAG2+8gTfEG0hLS8ORI0cwrO0oXMV5pCEFxURJFIcfiqMkr6siIiIiIpIpPV3g2OkkbAtNwLbQBEQ+SUeHVi4Y+94ydO3aFSVKlDB5mRikDMze3h5t2rSRrqv6+++/8VrtAXiAm/gHZ3hdFRERERGRHl4lZCL0UAK2703Azv0JsLNVoFsHVyz+bgvatWsHZ2fz9lBhkDIihUKBoKAg3BKXAQAPHz7Etm3b8Om42biJi3AR7lKo8kARXldFRERERIVa5JN0bN+b1WXv4NEklC1thx6d3LB9xxE0atQItraW052c10iZSVxcHPbs2YP3+n2IF4iCLWxRHH4o4VYetgrmW0siShY3dxFIQ6qXg7mLQCrSXS3nS42ypLjzhzlLk1LU3CUgVVXr3jV3EUiVANo8OYttoQk4cyEZjes6ocfrn6Fnz54IDAw0d+l0YpCyAKmpqfjrr78wvP0oPMUjVKhanq1TFkIIgefPn6N48eJ8TywE3xPLwvfD8vA9sTx8TywL3w/LI9JuICMTmPThd+jduze8vb3NXSS9MEhZkJcvX8LT0xNxcXHw8PAwd3EIfE8sEd8Ty8L3w/LwPbE8fE8sC98Py2Ot7wnHRyUiIiIiIpKJQYqIiIiIiEgmBikiIiIiIiKZGKQsiKOjI2bOnAlHR96011LwPbE8fE8sC98Py8P3xPLwPbEsfD8sj7W+JxxsgoiIiIiISCa2SBEREREREcnEIEVERERERCQTgxQREREREZFMDFJEREREREQyMUgRERERERHJxCBlYj/88APKli0LJycnNGrUCKdPn85x/t9++w1VqlSBk5MTatasiV27dpmopIWHnPdk5cqVaN68OYoUKYIiRYqgXbt2ub6HJJ/cz4lSSEgIFAoFevXqZdwCFjJy3o+1a9dCoVCoPZycnExY2sJB7mckNjYW48aNg6+vLxwdHVG5cmV+nxiY3Pdk8eLFCAwMhLOzM/z9/TFx4kQkJyebqLQF219//YXu3bvDz88PCoUCf/zxR67LhIWFoW7dunB0dETFihWxdu1ao5ezsJg/fz4aNGgAd3d3eHt7o1evXrh27Vquy1lFHViQyYSEhAgHBwexevVqcfnyZfH2228LLy8v8eTJE63zHzt2TNja2oovvvhCXLlyRUyfPl3Y29uLixcvmrjkBZfc92TAgAHihx9+EOfPnxf//POPGDZsmPD09BQPHz40cckLLrnvidKdO3dEqVKlRPPmzUXPnj1NU9hCQO77sWbNGuHh4SEiIyOlR1RUlIlLXbDJfU9SUlJE/fr1RZcuXcTRo0fFnTt3RFhYmIiIiDBxyQsuue/Jhg0bhKOjo9iwYYO4c+eOCA0NFb6+vmLixIkmLnnBtGvXLjFt2jTx+++/CwBi69atOc5/+/Zt4eLiIiZNmiSuXLkivvvuO2Frayv27NljmgIXcB07dhRr1qwRly5dEhEREaJLly4iICBAvHr1Sucy1lIHZpAyoYYNG4px48ZJ/8/IyBB+fn5i/vz5Wud/8803RdeuXdWmNWrUSIwaNcqo5SxM5L4nmtLT04W7u7tYt26dsYpY6OTlPUlPTxdNmjQRP/30kxg6dCiDlAHJfT/WrFkjPD09TVS6wknue7J06VJRvnx5kZqaaqoiFjpy35Nx48aJNm3aqE2bNGmSaNq0qVHLWRjpE6Q++ugjUb16dbVpffv2FR07djRiyQqvp0+fCgDi8OHDOuexljowu/aZSGpqKs6ePYt27dpJ02xsbNCuXTucOHFC6zInTpxQmx8AOnbsqHN+kicv74mmxMREpKWloWjRosYqZqGS1/dk9uzZ8Pb2xogRI0xRzEIjr+/Hq1evUKZMGfj7+6Nnz564fPmyKYpbKOTlPdm2bRuCg4Mxbtw4+Pj4oEaNGpg3bx4yMjJMVewCLS/vSZMmTXD27Fmp+9/t27exa9cudOnSxSRlJnWsb5lWXFwcAORYd7KW98TO3AUoLJ4/f46MjAz4+PioTffx8cHVq1e1LhMVFaV1/qioKKOVszDJy3ui6eOPP4afn1+2DzvlTV7ek6NHj2LVqlWIiIgwQQkLl7y8H4GBgVi9ejVq1aqFuLg4fPXVV2jSpAkuX76M0qVLm6LYBVpe3pPbt2/j4MGDGDhwIHbt2oWbN29i7NixSEtLw8yZM01R7AItL+/JgAED8Pz5czRr1gxCCKSnp2P06NH45JNPTFFk0qCrvvXy5UskJSXB2dnZTCUreDIzM/H++++jadOmqFGjhs75rKUOzBYpojxasGABQkJCsHXrVl5Mbybx8fEYPHgwVq5cieLFi5u7OAQgODgYQ4YMQe3atdGyZUv8/vvvKFGiBJYvX27uohVamZmZ8Pb2xooVK1CvXj307dsX06b9v527B0muDeMAfr1PdnSxGuJJB4sUooiiKAppkNagxmgRlxAqh5YgiLCwIkJaomirLYmoRaEvS4KiJRWsxMioppoaJIc+vN4peXzq4eH29ePt+P/BWY73gev458b78ug9RsvLy/kurWD5fD6amZmhpaUl8vv9tLm5SR6PhxwOR75LA8iqoaEhOj8/J5fLle9SMgJPpHKkvLycioqK6PHxMeX84+MjaTSaL6/RaDRC40FMOpl8cDqdNDs7S/v7+9TY2JjNMguKaCbRaJRub2+pu7s7eS6RSBARkUKhoEgkQgaDIbtFy9h/mSMfiouLqbm5ma6vr7NRYsFJJxOtVkvFxcVUVFSUPFdXV0cPDw/08vJCkiRltWa5SyeT8fFxMpvN1N/fT0REDQ0N9Pz8TFarlcbGxujHD3zPnUt/Wm+VlJTgaVQG2Ww2crvddHR09NdfKHyXNTBmao5IkkQtLS3k9XqT5xKJBHm9XjIajV9eYzQaU8YTEe3t7f1xPIhJJxMiorm5OXI4HLS9vU2tra25KLVgiGZSW1tLoVCIgsFg8ujp6aHOzk4KBoOk0+lyWb7spDtHfvX+/k6hUIi0Wm22yiwo6WTS0dFB19fXyS8ZiIiurq5Iq9WiicqAdDKJx+OfmqWPRpeZs1csfAnrrexiZrLZbLS1tUUHBwdUXV3912u+TSZ53uyioLhcLlYqlby6usqXl5dstVq5rKwsuTWw2Wzm0dHR5Pjj42NWKBTsdDo5HA6z3W7/X279+J2JZjI7O8uSJPHGxkbK9s6xWCxftyA7opn8Drv2ZZZoHpOTk7yzs8PRaJTPzs64r6+PVSoVX1xc5OsWZEc0k/v7e1ar1Wyz2TgSibDb7eafP3/y1NRUvm5BdkQzsdvtrFareW1tjW9ubnh3d5cNBgP39vbm6xZkJRaLcSAQ4EAgwETE8/PzHAgE+O7ujpmZR0dH2Ww2J8d/bH8+MjLC4XCYFxcXsf15Bg0MDHBpaSn7fL6UtVM8Hk+O+a5rYDRSObawsMCVlZUsSRK3tbXx6elp8jWTycQWiyVl/Pr6OtfU1LAkSVxfX88ejyfHFcufSCZVVVVMRJ8Ou92e+8JlTHSe/AqNVOaJ5DE8PJwcW1FRwV1dXez3+/NQtbyJzpGTkxNub29npVLJer2ep6en+e3tLcdVy5tIJq+vrzwxMcEGg4FVKhXrdDoeHBzkp6en3BcuQ4eHh19+Vn9kYLFY2GQyfbqmqamJJUlivV7PKysrOa9brr7KgohS3uPvugb+hxnPkAEAAAAAAETgP1IAAAAAAACC0EgBAAAAAAAIQiMFAAAAAAAgCI0UAAAAAACAIDRSAAAAAAAAgtBIAQAAAAAACEIjBQAAAAAAIAiNFAAAAAAAgCA0UgAAAAAAAILQSAEAAAAAAAhCIwUAAAAAACDoX1E7TWcF5zJGAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from spy4cast.meteo import Clim\n", "\n", "Clim(predictand, \"map\").plot(levels=[0, .2, .4, .5, .6, .8, 1, 2], cmap=\"viridis\", figsize=(10, 4))" ] }, { "cell_type": "markdown", "id": "c75e91a9-344e-4ea5-b3a6-189a28353c99", "metadata": {}, "source": [ "### 2. Preprocessing \n", "\n", "Preprocessing only takes one line, as everything we did before is included.\n", "\n", "It also performs a Butterwirth filter if you provide the `period` and `order` keyword arguments. To do so it uses `scipy.signal.butter` along with `scipy.signal.filtfilt` functions along the time axis" ] }, { "cell_type": "code", "execution_count": 59, "id": "0304d8d4-8732-445b-8ea8-9a7073f0a532", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Preprocessing data for variable sst took: 0.031 seconds\n", "[INFO] Preprocessing data for variable CHL took: 0.017 seconds\n" ] } ], "source": [ "predictor_preprocessed = Preprocess(predictor)\n", "predictand_preprocessed = Preprocess(predictand)" ] }, { "cell_type": "markdown", "id": "7f51121e-385b-40f9-9643-d807dda27270", "metadata": {}, "source": [ "To visalize easily the region of both variables we can use `.plot` method. " ] }, { "cell_type": "code", "execution_count": 60, "id": "b4914d41-263c-4f98-92d1-f9b01e3deeeb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((
,),\n", " (,))" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictor_preprocessed.plot(selected_year=1999, figsize=(8, 4), levels=20)\n", "predictand_preprocessed.plot(selected_year=2000, figsize=(8, 4), cmap=\"viridis\", levels=[0, .1, .2, .4, .5, .6, .7, .8, .9, 1, 2])" ] }, { "cell_type": "markdown", "id": "136241cb-c096-4f9c-99e0-c7f119f6bf55", "metadata": {}, "source": [ "To save the calculated matrices, spy4cast includes a convenient method in case there is an intention to share the results" ] }, { "cell_type": "code", "execution_count": 61, "id": "d64d8d34-c54b-479b-af75-a5cf129f56d3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saving Preprocess data in `step-by-step-tutorial/data/predictor_*.npy`\n", "[INFO] Saving Preprocess data in `step-by-step-tutorial/data/predictand_*.npy`\n" ] } ], "source": [ "DATA_FOLDER = 'step-by-step-tutorial/data/'\n", "PREDICTOR_PREPROCESSED_PREFIX = 'predictor_'\n", "PREDICTAND_PREPROCESSED_PREFIX = 'predictand_'\n", "\n", "predictor_preprocessed.save(PREDICTOR_PREPROCESSED_PREFIX, DATA_FOLDER)\n", "predictand_preprocessed.save(PREDICTAND_PREPROCESSED_PREFIX, DATA_FOLDER)" ] }, { "cell_type": "markdown", "id": "8f6e1e3a-a3b7-42f9-8bed-168f026f3467", "metadata": {}, "source": [ "They will be saved in `.npy` format. Eventhough this format is not the best it promotes compatibility and it is flexible so that it can be used with any\n", "other tools. In the future, if there is a demand from the users, it will be easy to move to any format it is suggested. To load the different matrices that\n", "are saved only the `np.load` method is needed.\n", "\n", "However, spy4cast has a more convenient function to get the same object you have saved from the previous call\n", "\n", "This is useful to write code in the following manner:\n", "```python\n", "# Once these have been run we set to False and the program is faster\n", "RUN_PREPROCESS_Y = True\n", "RUN_PREPROCESS_Z = True\n", "\n", "if RUN_PREPROCESS_Y:\n", " y = Preprocess(sst)\n", " y.save(\"y_\", \"data\")\n", "else:\n", " y = Preprocess.load(\"y_\", \"data\")\n", "\n", "if RUN_PREPROCESS_Z:\n", " z = Preprocess(chl)\n", " z.save(\"z_\", \"data\")\n", "else:\n", " z = Preprocess.load(\"z_\", \"data\")\n", "\n", "mca = MCA(y, z, 3, .1)\n", "```" ] }, { "cell_type": "markdown", "id": "1ee119d5-c36c-49f0-93fd-e97887c07196", "metadata": {}, "source": [ "### 3. MCA \n", "\n", "MCA is built into spy4cast. It performs the exact same methodology as before and returns a variable contaning all the matrices as before\n", "\n", "This is very convenient for user experience as all the date is stored together" ] }, { "cell_type": "code", "execution_count": 62, "id": "86a87e33-369f-49df-98c6-8dd68a3e8bf3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Applying MCA \n", " Shapes: Z(24750, 23) \n", " Y(1100, 23) \n", " Regions: Z MA (36.00ºN, 37.00ºN - 5.30ºW, 2.00ºW) \n", " Y AS (5.00ºN, 25.00ºN - 75.00ºW, 20.00ºW)\n", " Took: 4.556 seconds\n" ] } ], "source": [ "nm = 3\n", "alpha = .1\n", "\n", "mca = MCA(predictor_preprocessed, predictand_preprocessed, nm, alpha)" ] }, { "cell_type": "code", "execution_count": 63, "id": "2a18dbee-c5f0-4a7d-8d65-ef806c9c1479", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('psi',\n", " 'RUY',\n", " 'RUY_sig',\n", " 'SUY',\n", " 'SUY_sig',\n", " 'RUZ',\n", " 'RUZ_sig',\n", " 'SUZ',\n", " 'SUZ_sig',\n", " 'pvalruz',\n", " 'pvalruy',\n", " 'Us',\n", " 'Vs',\n", " 'scf',\n", " 'alpha',\n", " 'nm')" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mca.var_names" ] }, { "cell_type": "markdown", "id": "55f746f1-0acb-4014-a8db-a2e034c99f6f", "metadata": {}, "source": [ "As in Preprocess, there is a method to save the data into `.npy` format. This is useful when the user needs to change the plots and wants to \n", "use the results without running the methodology again\n", "\n", "As in Preprocess, it can be used the following way:\n", "```python\n", "RUN_PREPROCESS_MCA = True\n", "\n", "if RUN_PREPROCESS_Y:\n", " mca = MCA(y, z, nm, alpha)\n", " mca.save(\"mca_\", \"data\")\n", "else:\n", " mca = MCA.load(\"mca_\", \"data\", dsy=y, dsz=z)\n", "```" ] }, { "cell_type": "code", "execution_count": 64, "id": "78c08023-1ed8-4085-a04f-0b6ed162027d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saving MCA data in `step-by-step-tutorial/data/mca_*.npy`\n" ] } ], "source": [ "MCA_PREFIX = 'mca_'\n", "\n", "mca.save(MCA_PREFIX, DATA_FOLDER)\n", "# mca = MCA.load(MCA_PREFIX, DATA_FOLDER, dsy=predictor_preprocessed, dsz=predictand_preprocessed)" ] }, { "cell_type": "markdown", "id": "63a0e113-4e48-4577-a40f-ebedef42fd70", "metadata": {}, "source": [ "### 4. Plot MCA \n", "\n", "Plotting takes one command also and it is very easy to save the plots and to change the visulization\n", "\n", "These plots must be used as a quick-diagnosis tool and not as a final result. We encourage users to write their own plot functions." ] }, { "cell_type": "code", "execution_count": 65, "id": "24a777c6-30f4-435f-9a16-a77c42857077", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saving plot with path step-by-step-tutorial/plots/mca.png\n" ] }, { "data": { "text/plain": [ "((
,),\n", " (,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ))" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PLOTS_FOLDER = 'step-by-step-tutorial/plots'\n", "\n", "MCA_PLOT_NAME = 'mca.png'\n", "\n", "mca.plot(save_fig=True, cmap='viridis', name=MCA_PLOT_NAME, \n", " figsize=(14, 8),\n", " width_ratios=[1, 1, 1],\n", " folder=PLOTS_FOLDER,)" ] }, { "cell_type": "markdown", "id": "4a473db3-ccdb-4b5a-8f49-33ae95973f6b", "metadata": {}, "source": [ "### 5. Crossvalidation \n", "\n", "Crossvalidation is the same as MCA but leaving one year out of the analysis. The code for xarray-MCA can be modified to run crossvalidation. \n", "Here we show how it is run with spy4cast. It has the same `.save`, `.load` and `.plot` functions as `MCA` " ] }, { "cell_type": "code", "execution_count": 66, "id": "e48ae129-37c5-400d-a88d-bd31da990978", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Applying Crossvalidation \n", " Shapes: Z(24750, 23) \n", " Y(1100, 23) \n", " Regions: Z MA (36.00ºN, 37.00ºN - 5.30ºW, 2.00ºW) \n", " Y AS (5.00ºN, 25.00ºN - 75.00ºW, 20.00ºW)\n", "\tyear: 1 of 23\n", "\tyear: 2 of 23\n", "\tyear: 3 of 23\n", "\tyear: 4 of 23\n", "\tyear: 5 of 23\n", "\tyear: 6 of 23\n", "\tyear: 7 of 23\n", "\tyear: 8 of 23\n", "\tyear: 9 of 23\n", "\tyear: 10 of 23\n", "\tyear: 11 of 23\n", "\tyear: 12 of 23\n", "\tyear: 13 of 23\n", "\tyear: 14 of 23\n", "\tyear: 15 of 23\n", "\tyear: 16 of 23\n", "\tyear: 17 of 23\n", "\tyear: 18 of 23\n", "\tyear: 19 of 23\n", "\tyear: 20 of 23\n", "\tyear: 21 of 23\n", "\tyear: 22 of 23\n", "\tyear: 23 of 23\n", "\n", "\tTook: 150.828 seconds\n" ] } ], "source": [ "cross = Crossvalidation(predictor_preprocessed, predictand_preprocessed, nm, alpha)" ] }, { "cell_type": "code", "execution_count": 67, "id": "1c333a33-40ed-4cc4-b014-974099d65e5b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saving Crossvalidation data in `step-by-step-tutorial/data/cross_*.npy`\n" ] } ], "source": [ "CROSS_PREFIX = 'cross_'\n", "\n", "cross.save(CROSS_PREFIX, DATA_FOLDER)" ] }, { "cell_type": "code", "execution_count": 68, "id": "06494792-5455-4da0-a1bf-3e611910c1b6", "metadata": {}, "outputs": [], "source": [ "# cross = Crossvalidation.load(CROSS_PREFIX, DATA_FOLDER, dsy=predictor_preprocessed, dsz=predictand_preprocessed)" ] }, { "cell_type": "code", "execution_count": 69, "id": "4c770197-c009-4a5a-b6f9-d511a753815c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saving plot with path step-by-step-tutorial/plots/cross.png\n" ] }, { "data": { "text/plain": [ "((
,),\n", " (,\n", " ,\n", " ,\n", " ))" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CROSS_PLOT_NAME = 'cross.png'\n", "\n", "cross.plot(save_fig=True, folder=PLOTS_FOLDER, name=CROSS_PLOT_NAME, map_levels=[-0.6, -0.4, -0.2, 0, 0.2, 0.4, 0.6], rmse_levels=[0, .2, .4, .5, .6, .8, 1, 2])" ] }, { "cell_type": "markdown", "id": "f75fdb04-e6be-4e4b-9190-5b89483feed7", "metadata": {}, "source": [ "Crossvalidation provides a different version of diagnosis plot with `version=2` by which you also need to provide `mca=mca`" ] }, { "cell_type": "code", "execution_count": 70, "id": "70ba999e-4b34-4268-82b3-6c23eb20f689", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Saving plot with path step-by-step-tutorial/plots/cross.png\n" ] }, { "data": { "text/plain": [ "((
,),\n", " (,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ))" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cross.plot(save_fig=True, folder=PLOTS_FOLDER, name=CROSS_PLOT_NAME, version=2, mca=mca)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.17" } }, "nbformat": 4, "nbformat_minor": 5 }