{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Imputation with trained STIMP in the Pearl River Estuary " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import numpy as np \n", "import sys\n", "import os\n", "from dataset.dataset_imputation import PRE8dDataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import argparse\n", "parser = argparse.ArgumentParser(description='Imputation')\n", "\n", "# args for area and methods\n", "parser.add_argument('--area', type=str, default='PRE', help='which bay area we focus')\n", "\n", "# basic args\n", "parser.add_argument('--epochs', type=int, default=500, help='epochs')\n", "parser.add_argument('--batch_size', type=int, default=16, help='batch size')\n", "parser.add_argument('--lr', type=float, default=1e-3, help='learning rate')\n", "parser.add_argument('--wd', type=float, default=1e-4, help='weight decay')\n", "parser.add_argument('--test_freq', type=int, default=500, help='test per n epochs')\n", "parser.add_argument('--embedding_size', type=int, default=32)\n", "parser.add_argument('--hidden_channels', type=int, default=32)\n", "parser.add_argument('--diffusion_embedding_size', type=int, default=64)\n", "parser.add_argument('--side_channels', type=int, default=1)\n", "\n", "# args for tasks\n", "parser.add_argument('--in_len', type=int, default=46)\n", "parser.add_argument('--out_len', type=int, default=46)\n", "parser.add_argument('--missing_ratio', type=float, default=0.1)\n", "\n", "# args for diffusion\n", "parser.add_argument('--beta_start', type=float, default=0.0001, help='beta start from this')\n", "parser.add_argument('--beta_end', type=float, default=0.2, help='beta end to this')\n", "parser.add_argument('--num_steps', type=float, default=50, help='denoising steps')\n", "parser.add_argument('--num_samples', type=int, default=10, help='n datasets')\n", "parser.add_argument('--schedule', type=str, default='quad', help='noise schedule type')\n", "parser.add_argument('--target_strategy', type=str, default='random', help='mask')\n", "\n", "# args for mae\n", "parser.add_argument('--num_heads', type=int, default=8, help='n heads for self attention')\n", "config = parser.parse_args([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 3b: Missing rate is equal to 0.1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/PRE/STIMP/best_0.1.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 14:43:54.149\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 45: 0.0014910557074472308, 8.841627277433872e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:43:54.394\u001b[0m | \u001b[1mINFO \u001b[0m | 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"\u001b[32m2025-05-11 14:44:02.481\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 108: 0.001363650313578546, 9.863520972430706e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:44:02.651\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 117: 0.0012905821204185486, 9.911716915667057e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:44:02.770\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 82: 0.0009908095235005021, 9.638257324695587e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:44:03.011\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 168: 0.0031585937831550837, 9.780516847968102e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof_per_step import DINEOF\n", "model = DINEOF(10, [60, 96], keep_non_negative_only=False)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "impute_data_list = []\n", "for t in range(datas_image.shape[1]):\n", " data = datas_image[:, t, :, :, :].squeeze()\n", "\n", " tmp_data = torch.where(cond_mask_image[:,t].cpu().squeeze()==0, float(\"nan\"), data.cpu())\n", " model.fit(tmp_data.numpy())\n", "\n", " imputed_data = model.predict()\n", " imputed_data = rearrange(imputed_data, \"(b t c h) w->b t c h w\", b=1, t=1, c=1, h=data.shape[-2], w=data.shape[-1])\n", " impute_data_list.append(torch.from_numpy(imputed_data))\n", "\n", "imputed_data = torch.cat(impute_data_list, dim=1).numpy()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_dineof = imputed_data[:,:,:,is_sea.astype(bool)]\n", "imputed_dineof = imputed_data_dineof[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_dineof = imputed_dineof[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['DINEOF' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(2)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_dineof]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.ylim(ypoints)\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_dineof).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 3b: Missing rate is equal to 0.3" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.3\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "model = torch.load(\"./log_bak/imputation/PRE/STIMP/best_0.3.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 15:05:50.678\u001b[0m | \u001b[1mINFO \u001b[0m | 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"\u001b[32m2025-05-11 15:05:55.624\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 63: 0.000758700945880264, 9.71485860645771e-06\u001b[0m\n", "\u001b[32m2025-05-11 15:05:56.029\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 299: nan, nan\u001b[0m\n", "\u001b[32m2025-05-11 15:05:56.230\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 136: 0.0017096907831728458, 9.979703463613987e-06\u001b[0m\n", "\u001b[32m2025-05-11 15:05:56.335\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 72: 0.0008733951253816485, 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"\u001b[32m2025-05-11 15:05:58.723\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 159: 0.0014296522131189704, 9.834999218583107e-06\u001b[0m\n", "\u001b[32m2025-05-11 15:05:58.896\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 116: 0.0011437289649620652, 9.891926310956478e-06\u001b[0m\n", "\u001b[32m2025-05-11 15:05:59.052\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 105: 0.0014254780253395438, 9.890296496450901e-06\u001b[0m\n", "\u001b[32m2025-05-11 15:05:59.191\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 94: 0.0008255378343164921, 9.934243280440569e-06\u001b[0m\n", "\u001b[32m2025-05-11 15:05:59.467\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 185: 0.0018339669331908226, 9.786570444703102e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof_per_step import DINEOF\n", "model = DINEOF(10, [60, 96], keep_non_negative_only=False)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "impute_data_list = []\n", "for t in range(datas_image.shape[1]):\n", " data = datas_image[:, t, :, :, :].squeeze()\n", "\n", " tmp_data = torch.where(cond_mask_image[:,t].cpu().squeeze()==0, float(\"nan\"), data.cpu())\n", " model.fit(tmp_data.numpy())\n", "\n", " imputed_data = model.predict()\n", " imputed_data = rearrange(imputed_data, \"(b t c h) w->b t c h w\", b=1, t=1, c=1, h=data.shape[-2], w=data.shape[-1])\n", " impute_data_list.append(torch.from_numpy(imputed_data))\n", "\n", "imputed_data = torch.cat(impute_data_list, dim=1).numpy()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_dineof = imputed_data[:,:,:,is_sea.astype(bool)]\n", "imputed_dineof = imputed_data_dineof[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_dineof = imputed_dineof[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['DINEOF' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(2)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_dineof]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.ylim(ypoints)\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_dineof).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 3b: Missing rate is equal to 0.5" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.5\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "model = torch.load(\"./log_bak/imputation/PRE/STIMP/best_0.5.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 14:47:29.862\u001b[0m | \u001b[1mINFO \u001b[0m | 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"\u001b[32m2025-05-11 14:47:34.482\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 50: 0.00015991614782251418, 9.699928341433406e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:47:34.888\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 299: nan, nan\u001b[0m\n", "\u001b[32m2025-05-11 14:47:35.120\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 157: 0.0014785535167902708, 9.812298230826855e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:47:35.215\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 65: 0.0003315122448839247, 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"\u001b[32m2025-05-11 14:47:37.657\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 150: 0.0013353353133425117, 9.960494935512543e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:47:37.819\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 107: 0.0007167813018895686, 9.999494068324566e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:47:37.988\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 112: 0.0008635912090539932, 9.9594471976161e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:47:38.139\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 103: 0.0006369164912030101, 9.875744581222534e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:47:38.342\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 132: 0.0015423235017806292, 9.952578693628311e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof_per_step import DINEOF\n", "model = DINEOF(10, [60, 96, config.in_len], keep_non_negative_only=False)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "impute_data_list = []\n", "for t in range(datas_image.shape[1]):\n", " data = datas_image[:, t, :, :, :].squeeze()\n", "\n", " tmp_data = torch.where(cond_mask_image[:,t].cpu().squeeze()==0, float(\"nan\"), data.cpu())\n", " model.fit(tmp_data.numpy())\n", "\n", " imputed_data = model.predict()\n", " imputed_data = rearrange(imputed_data, \"(b t c h) w->b t c h w\", b=1, t=1, c=1, h=data.shape[-2], w=data.shape[-1])\n", " impute_data_list.append(torch.from_numpy(imputed_data))\n", "\n", "imputed_data = torch.cat(impute_data_list, dim=1).numpy()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PearsonRResult(statistic=0.9868376743082833, pvalue=0.0)\n", "PearsonRResult(statistic=0.9018553339227753, pvalue=0.0)\n" ] }, { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_dineof = imputed_data[:,:,:,is_sea.astype(bool)]\n", "imputed_dineof = imputed_data_dineof[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_dineof = imputed_dineof[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['DINEOF' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(2)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_dineof]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "# plt.scatter(truth, imputed_our,s=10, c=\"#9F0000\",label=\"Our\")\n", "# plt.scatter(truth, imputed_mae.cpu().detach().numpy(),s=10, c=\"#e3b87f\", label=\"MAE\")\n", "# plt.scatter(truth, imputed_itp.cpu(),s=10, c=\"#576fa0\", label=\"Lin-ITP\")\n", "xpoints = ypoints = plt.xlim()\n", "plt.ylim(ypoints)\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "print(stat.pearsonr(truth[:], imputed_our))\n", "print(stat.pearsonr(truth[:], imputed_dineof))\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_dineof).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 3b: Missing rate is equal to 0.7" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.7\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "model = torch.load(\"./log/imputation/PRE/STIMP/best_0.9.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 14:49:25.657\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 24: 0.0032221016008406878, 4.917383193969727e-07\u001b[0m\n", "\u001b[32m2025-05-11 14:49:25.832\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 114: 0.0009344807476736605, 9.96061135083437e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:26.020\u001b[0m | \u001b[1mINFO \u001b[0m | 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"\u001b[32m2025-05-11 14:49:31.805\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 123: 0.001306606107391417, 9.897863492369652e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:31.933\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 82: 0.0003792727366089821, 9.94509900920093e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:32.102\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 111: 0.0007979529909789562, 9.922892786562443e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:32.219\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 77: 0.0002964245213661343, 9.707669960334897e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:32.346\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 83: 0.0004223940777592361, 9.755021892488003e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:32.426\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 53: 0.00012010508362436667, 9.443036105949432e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:49:32.641\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 141: 0.0012422060826793313, 9.99518670141697e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof_per_step import DINEOF\n", "model = DINEOF(10, [60, 96], keep_non_negative_only=False)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "impute_data_list = []\n", "for t in range(datas_image.shape[1]):\n", " data = datas_image[:, t, :, :, :].squeeze()\n", "\n", " tmp_data = torch.where(cond_mask_image[:,t].cpu().squeeze()==0, float(\"nan\"), data.cpu())\n", " model.fit(tmp_data.numpy())\n", "\n", " imputed_data = model.predict()\n", " imputed_data = rearrange(imputed_data, \"(b t c h) w->b t c h w\", b=1, t=1, c=1, h=data.shape[-2], w=data.shape[-1])\n", " impute_data_list.append(torch.from_numpy(imputed_data))\n", "\n", "imputed_data = torch.cat(impute_data_list, dim=1).numpy()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PearsonRResult(statistic=0.9551173753689999, pvalue=0.0)\n", "PearsonRResult(statistic=0.7227783409335321, pvalue=0.0)\n" ] }, { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_dineof = imputed_data[:,:,:,is_sea.astype(bool)]\n", "imputed_dineof = imputed_data_dineof[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_dineof = imputed_dineof[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['DINEOF' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(2)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_dineof]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "# plt.scatter(truth, imputed_our,s=10, c=\"#9F0000\",label=\"Our\")\n", "# plt.scatter(truth, imputed_mae.cpu().detach().numpy(),s=10, c=\"#e3b87f\", label=\"MAE\")\n", "# plt.scatter(truth, imputed_itp.cpu(),s=10, c=\"#576fa0\", label=\"Lin-ITP\")\n", "xpoints = ypoints = plt.xlim()\n", "plt.ylim(ypoints)\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "print(stat.pearsonr(truth[:], imputed_our))\n", "print(stat.pearsonr(truth[:], imputed_dineof))\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_dineof).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 3b: Missing rate is equal to 0.9" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.9\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "model = torch.load(\"./log/imputation/PRE/STIMP/best_0.9.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 14:54:32.351\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 65: 0.000706246355548501, 7.287424523383379e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:32.433\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 53: 0.0002873373159673065, 9.953597327694297e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:32.530\u001b[0m | \u001b[1mINFO \u001b[0m | 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"\u001b[32m2025-05-11 14:54:35.890\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 67: 0.0002210488310083747, 9.602386853657663e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:35.976\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 55: 0.00017595324607100338, 9.957919246517122e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:36.060\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 54: 0.0001307199418079108, 9.745810530148447e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:36.115\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 33: 0.002378571778535843, 5.875946953892708e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:36.196\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 52: 0.0004807891964446753, 8.983566658571362e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:36.252\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 36: 0.00016774308460298926, 9.97130700852722e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:54:36.360\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 71: 0.0002451837353873998, 9.888550266623497e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof_per_step import DINEOF\n", "model = DINEOF(10, [60, 96], keep_non_negative_only=False)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "impute_data_list = []\n", "for t in range(datas_image.shape[1]):\n", " data = datas_image[:, t, :, :, :].squeeze()\n", "\n", " tmp_data = torch.where(cond_mask_image[:,t].cpu().squeeze()==0, float(\"nan\"), data.cpu())\n", " model.fit(tmp_data.numpy())\n", "\n", " imputed_data = model.predict()\n", " imputed_data = rearrange(imputed_data, \"(b t c h) w->b t c h w\", b=1, t=1, c=1, h=data.shape[-2], w=data.shape[-1])\n", " impute_data_list.append(torch.from_numpy(imputed_data))\n", "\n", "imputed_data = torch.cat(impute_data_list, dim=1).numpy()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PearsonRResult(statistic=0.9462578040774265, pvalue=0.0)\n", "PearsonRResult(statistic=0.3536718379145061, pvalue=0.0)\n" ] }, { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_dineof = imputed_data[:,:,:,is_sea.astype(bool)]\n", "imputed_dineof = imputed_data_dineof[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_dineof = imputed_dineof[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['DINEOF' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(2)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_dineof]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "# plt.scatter(truth, imputed_our,s=10, c=\"#9F0000\",label=\"Our\")\n", "# plt.scatter(truth, imputed_mae.cpu().detach().numpy(),s=10, c=\"#e3b87f\", label=\"MAE\")\n", "# plt.scatter(truth, imputed_itp.cpu(),s=10, c=\"#576fa0\", label=\"Lin-ITP\")\n", "xpoints = ypoints = plt.xlim()\n", "plt.ylim(ypoints)\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "print(stat.pearsonr(truth[:], imputed_our))\n", "print(stat.pearsonr(truth[:], imputed_dineof))\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_dineof).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 3c: case study" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from torch.utils.data import DataLoader\n", "config.missing_ratio=0.1\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "model = torch.load(\"./log/imputation/PRE/STIMP/best_0.1.pt\")\n", "model = model.to(device)\n", "\n", "cond_mask = data_ob_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "truth = datas[0]\n", "truth[~data_ob_masks[0].bool()]=np.nan" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 14:59:31.080\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m103\u001b[0m - \u001b[1mError/Relative Error at iteraion 167: 0.0024101396556943655, 9.974697604775429e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof import DINEOF\n", "model = DINEOF(10, [60, 96, config.in_len], keep_non_negative_only=False)\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "tmp_data = torch.where(ob_mask_image.cpu()==0, float(\"nan\"), datas_image.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c h w -> (b h) (w c) t\")\n", "tmp_data = tmp_data.cpu().numpy()\n", "model.fit(tmp_data)\n", "\n", "imputed_data = model.predict()\n", "imputed_data = rearrange(imputed_data, \"(b h w c) t->b t c h w\", b=1, t=config.in_len, c=1, h=datas_image.shape[-2], w=datas_image.shape[-1])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32m2025-05-11 14:59:31.244\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 56: 0.0041714743711054325, 5.664769560098648e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:59:31.450\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 152: 0.002235795371234417, 9.55723226070404e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:59:31.649\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 153: 0.002534731524065137, 9.534414857625961e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:59:31.927\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 190: 0.00366205838508904, 9.81055200099945e-06\u001b[0m\n", "\u001b[32m2025-05-11 14:59:32.212\u001b[0m | \u001b[1mINFO \u001b[0m | \u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - 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\u001b[36mmodel.dineof_per_step\u001b[0m:\u001b[36m_fit\u001b[0m:\u001b[36m102\u001b[0m - \u001b[1mError/Relative Error at iteraion 218: 0.002734414068982005, 9.823590517044067e-06\u001b[0m\n" ] } ], "source": [ "from einops import rearrange\n", "from model.dineof_per_step import DINEOF\n", "model = DINEOF(5, [60, 96], keep_non_negative_only=False)\n", "is_sea = np.load(\"./data/PRE/is_sea.npy\")\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "ob_mask_image = torch.zeros(1,46,1,60,96)\n", "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "\n", "impute_data_list = []\n", "for t in range(datas_image.shape[1]):\n", " data = datas_image[:, t, :, :, :].squeeze()\n", "\n", " tmp_data = torch.where(ob_mask_image[:,t].cpu().squeeze()==0, float(\"nan\"), data.cpu())\n", " model.fit(tmp_data.numpy())\n", "\n", " imputed_data_per = model.predict()\n", " imputed_data_per = rearrange(imputed_data_per, \"(b t c h) w->b t c h w\", b=1, t=1, c=1, h=data.shape[-2], w=data.shape[-1])\n", " impute_data_list.append(torch.from_numpy(imputed_data_per))\n", "\n", "imputed_data_per = torch.cat(impute_data_list, dim=1).numpy()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "imputed_dineof = imputed_data[0,:,0]\n", "imputed_dineof_per = imputed_data_per[0,:,0]\n", "imputed_stimp = torch.zeros(46,60,96)\n", "imputed_stimp[:,is_sea.astype(bool)]=imputed_data_our[0,:,0]\n", "\n", "observed = torch.zeros(46,60,96)\n", "observed[:,is_sea.astype(bool)]=truth.cpu().squeeze()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "ob_mask_image = ob_mask_image.to(device)\n", "ob_mask_image[:,:,:,is_sea.astype(bool)]=data_ob_masks\n", "imputed_stimp = torch.where(ob_mask_image[0,:,0].cpu().bool(), observed, imputed_stimp)\n", "imputed_dineof = torch.where(ob_mask_image[0,:,0].cpu().bool(), observed, torch.from_numpy(imputed_dineof))\n", "imputed_dineof_per = torch.where(ob_mask_image[0,:,0].cpu().bool(), observed, torch.from_numpy(imputed_dineof_per))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#oral observation\n", "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import cartopy.io.shapereader as shpreader\n", "import matplotlib.ticker as mticker\n", "from copy import deepcopy\n", "\n", "from matplotlib.cm import ScalarMappable\n", "from matplotlib.colors import Normalize\n", "\n", "t=0\n", "is_sea =np.load(\"./data/PRE/is_sea.npy\")\n", "lon = np.load(\"./data/PRE/lon.npy\")\n", "lati = np.load(\"./data/PRE/lati.npy\")\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "lon1, lon2, lati1, lati2 = lon.min(), lon.max(), lati.min(), lati.max()\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "\n", "tmp = deepcopy(observed[t].numpy())\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#STIMP\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_stimp[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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5PNu3b6NgwYLkypWb6BgprVu1ZOLECXHnPnv2jAEDBvLm3Tu69RlK/sLFyJw1R9x+ZYi94ZTJmwGA274/2LZ+OUf3buPy5UvCXLLAH49cxlZB4UilMj78CMXXL5ivAeFUyueJnZUZc0/7snCfL1sOnCVdBi8gdi724J6t7NiwCi+vjKxYvpwMGTLo1ReZTMaHDx/49u0bjo6OODk5IRKJOHHiBBPHDcHVyZqi+dNiYW5KTIyUizff8+JNbEbB0X3K0rdDcb2uD/DizU+2H3zE7kOPKZnXkyWDKuDuZJUgQgYIt7cisvAMjdpUJuPgEAmFi84RFnX9l/jsH0b5MSfJ5GbDgZEV/4gFXtqyceMmxo4bx7pdR8maIzcymYwNKxexatFMataoyfETx+k5YCSbVi3kyePHCRZxyGQyduzYybr163ny+DGRkRJKlq3I/NXb44QbHhbKjk1r6NC9LzHR0bSuX5Fa1asxadJEZV0SEEj1yGUcLolm5/6HzD3whLffQvByt8XJ1hyfN/6YiU3wTu/AogHlcaq3nof3brN761pOHtlP4cJF6NK5E40bNzZI8g5V/PAZw5FzL3n26gfR0bE55jNncGLF1jtULu3F9GGVDVo6NuqjP/3mX+Tqoy9sHFOFGlkSZuoLt7ciyM4ay2zjVLajKjJ+9vwb9RqsFoT8X8PnrT/1pp4jnYs1K3qUoGDmvy8N5IwZM1i/cRMb957EM216AJ4/ecjpYwfwuX2DWUs30KlpdcaMGqk0L7VUKuXt27c0btKE7gNGUbuB4n2Vb1+9pF3DKqxYsVyYTxYAwM/Pj9DQULy9vf+ImuIRLydhHxzGq0+BVOm3H08HS4Y1ykuz0pkwNxMD4Ocfxs9gCVnypuHY9fdMWn+TN1+jaNWqJZ06dSJXLsNsqdS0v/GRREbTsu+/2NmYs25WfUxNDfuFwD44DJlMxppDTxi54hqV83oyull+SuZwA34LGVAqZWUylslkrN9wkwWLzhMeHi0I+b/Ikw8B9Fx5g8cfAqlbJB1tK2ShqLczTrZ/xzC2TCZj4MBBnDp9hvmrt5E9V9JE8ZvXLOHUod2cPXNG5XDzokWLOXLiFCu3HlR6zLb1K7hwfD8nThw3SP8FUh6HeY0Uv+Bi8/8D/l960zHhHOW+6+9oOecimJhSpEhRBg4cQOXKlY0+pZFYUuq4/eAzu48+xdJCTIY09vxTLStP3/6izpBD+G9uqfCLxItPgfTdeIc7z74zqkNRGjYrhI2GC0TVRY/aEP+9SqUyeo87ypsPAexd0Vxtf4LtFJdMtQsOV/g8kGBR15vPQew4+Ig5+x9zfHxVyufxTCBkZe3HRyKJxs8viDRp7Tl8+DFz5p1j+rS6dOu+U9j29F8kdwZHzkyoxvS2hXjxOYhmcy6Sudd+sv6zn1pTztJ/7S2WHHvOSZ/PvP0WQky80oN/AiKRiPnz59GhfVs6Na3J5jVLEyT1AGjWtguhYREsWBC7SvLly5ecO3cuSVstW7bg7s1rfPrwVun1atZrwp07t/nw4YNB34fAn4VMJmPk5rss71mS8/dek69YWfr260+BAgXZsmVLivUrNCySF29+cvbqG5ZvuU3tTtto1e9fIFZoq7bfY83BJ2TwsCUgJJLA0KQV4l75BVFg4CEyp7Hn/qaW9GqUV2MZGwuZTMbEhRe58/ALm+c11FnG8tc0kamttRm1i6RnQsuCjNh0V6v+SiTRrFx9lZJlFlCzzgryF5zFmHFHmTKpNkUKazbnLqxU+UsxMzWhe7VsdKualacfA3n+OYgXn4N56RfEvTf+7L76jrDIGAAszEwokc2VagXS0KZc5j9iQZhIJGLYsGEUK1aMMWPGsmPDSv4ZPJpaDZphYmKCpaUVk+auoGvLOkRFRXLu3HnevXvH48ePEkQz7u7uVK1WjX93bKbv0LEKr+Xs6kaOXHm5evUqLVq0SK63KJDMfA6WcOjZD1xszEib1oES3i6I471+/fl3vvwKp1W5zLywseWfQaPo0X84p48dZNiwPuTJk4dChQolS1+//wyl97hjPHj2lYAgCVaWpqTzsCNbZmea1MpFizp5sLWJzQFfNH9aJi++RP2ymcmZyYkTr/2pXzZzgvY+fQrCwdaC+f3LARBgY4X/rzC+/wzl28/YCNLJwRJHe0ucHaywsTYz+nD9gnU32HfiGQfXtMBNPnKhBE1kG/+4+BFzkJ11XJRcqOMO/IMkbB5QlmvPvxMaEYWJfdK2v30LZt36G9jYmFOypBffvoUwe85ZHBwtWb6kKcWLZ+Lrt2BCQiRky+qm8bYnQch/OSKRiNwZHMmdwTHB81KpjM+/wnn5OYgnHwO58PgrU/c8YsHhZ0xvU5DmZbxSpL/aUqlSJS5evMCuXbuZOnUKm1cvod/wCZQqX5k8+QuxbtdRxg/tzfevX7C0tOL48ePUrVs3QRv9+/WjYaNGNGrRjvQZvZJcIzQkmJfPn1CsWLFkelcCyc2bX+FU2eyDq33sl9FXP8Mpm92VbcMrYmNpRrgkmkHrb9OlajasLH7fNsViMTXqNuLw3m1cvHgxWYT88UsQzXvvoVBuT/Ysa0ZaDzucHCyVCrJOpWwcOvOCfO23IzYRce7OxyRCdrS14Kt/GJmbbkIK+AeGExMjw87GHDcXa0SI+BUUQUBQBFKpDHMzMe0a52Ncv/JYxMttHxUVxZEjR7h58ya379zF2tqKHdu3Y2mpXdrdExdesWLrHfavao5Xekelx2kqYlXn2QWHx0k5o4cdVmZijt/7jL21Gb5+wWR3/z3EHBoaydp111m7/jplSmfG3NyUrdvvYioWMWhgJRo2yIeJSezPIY2n9tO7whyyQBxfA8IZueUe/974wJb+ZahbNH1Kd0krIiIiWL16NXPnziNHnnyMnDQXL+9sREVG8uvXT44d2MPJg7u4eOE8YrE4wblDhgzl9r37rN5xJMFWKIAzxw+yYu4Ubt26mZxvR8CIOMxrRLRUyglffzY9+MrBFz/oXjgtC1oXQCQS8ctUTOPFVwmQxJDB1ZqzD79QMLMzpydWx9JczP2CsVMhX/0+8fTRfUYP6M6RI4cpWLCgUforn1cNCY2kRvutlCmagRnDq8Td/DXhZ0A4h8+8wNvOnNqlEuaCl8lk3PwWTnhE7HC2i5M1bi7WWCfaqSGVyggOlfD+cxBDp51CKpWxclodclWeT0BAAO07dOD1m3eULl+FvAWLsGvzaipXKK/VLoXgp+Op2GIT3VsXpkOTAsqP01HGipBHzLPnnuXKQz/uv/xBtFTGvXl1yZI3LUF21py9+ob+U06SPp0jI4ZVpXDh2PujTCZDJkPlz0LTbU9ChCwQh4ejFWt7lyI8KoYB625TKIsz6ZzVb7w3JpGRkezcuZMqVaqQNm1alceKRCLSpElD5iyZuXfrOj53ruPlnQ0zc3PcPdLQqkN39m5bx6JFixk4cECCcydPnkTpMmU4eWQfdRo2T/Da4wc+lCxV0tBvTSCFCA0NZcaZV2y4/wWxSES7/B7c6VaU3G428P8o08nGnBNDyjP1lC/WFmKmtClEvkxOcVHo8ycP2bJ2KScP7yNjxkz069+PAgUSykMqlXLjxg2uXbtG2bJlKVasmN7DvAfPvMDSwpTpwyprJWMAF0erOMEFKXg9l73qYWGIlY6DnSX5clhycE1Lpiy+RPV2Wxk3IQ+rVq8iXUZvdh69hI1tbDGHPAUK07puBbp27ULGjBnVth/xchLbDjxCJILWDZIu1gTDijh+m3bB4VQvkZHNJ55zZGwVzjzwI3taB6KBtbvuMW3pZcaMrkGTxvkT/BxFIhGGGr0XFnUJJEAkEjGnQxF+BEvI0/8QvVff5OjdT4RHRqdIfyQSCdOnzyBv3rw0atSY3bt3ExaWMNWdTCZj69at5MmblynTplOpViNOXH9Kw+btEhxnbmHB5LkrWbx4Mf37D+D+/ftERkYik8n4+vUrUqkUaUxMkj58eOtLpkQ3k8OHD1OhYiXSpE1LhgwZyZe/AOXKV6B5ixZcvXrV8B+EgMGY3rIMJ1/7s6F+Tt71L8X0Kt6xMgb4GRr7CAzH3NSEibWyM7yyN/kdLREFhnPpxjvKzH1PhybVcbGz4urVq9y6dZPhw4Ylke3gwUNo2KgRF6/eolnzFrRr3z4up/r79+/p2rUbly9fVtvf+KuO9594RsMaOQhztNF4oZKxMDcTM2lQRZZMrMXUyaMpXKI8c1duiZPx1y+fOXPsICYmYp48eaK2Pfn7PHbel87NC2FmmnAUy9jvN9jOiqxFMvHtVziZc3kypU1hop1tuPnkK1MWXWL9ujY0bVLAqHPngpAFkpDO2Rqb/8+T3fb9Sev5l/HutZ+2Cy+z7dIb/IM1W6BgCOzs7Pj3373Y2zvg+/oN02fOJkeOnPTp25dHjx4BMHzECCZNnsLIyXPZd+Y27bv1xclZcQHyAkWKs/XQed58+EzduvVIly4dXl6ZKViwIAWLlaZ6naTbYQoWKcncefOYPXs2v3794vz583Tt1o16zdqzed9p1u0+xoTZy+jcZxhZchWiWbPmzJw1y5gfi4CW3Llzh6FDh1I+dwY23PzAjs5FqZHVBbGyKPP/UpY/7jzyo9KM89RZcpfSJYrw+NEjFiyYj7e3t9JrdujQHrFYTLZcedh68BzPX76i1z//EBwczKjRo3ny/CWtWrdh2LDhStv4/mU2wXZWBNpYMn/Xfe4++Uq91kUTHCMXlaKHsZHJZHhncmLltLp0rRGB36cP/Pj2leMH99KiVhl8H91h5swZVKhQQWU78b90fPgcROZ4a16C7az4YiImKirpl2VDI3W3J1M6B+bt8CHQyhz/oAjaTTtD//4VKFQwnU5thlhZEarhHLowhyygkNbzLxMVLWX30PK89Avi6J1PHL7ziVu+PzE3NaFdhcwMbZgHT8fk+YZ+8+ZNmjdvjpOLG945ciONieHapbPUq1uXk6dOsfXgubhUf/EJDgrk1NEDnDi0B7FYTPqMWShWujwVq9ZCbGrKpw/vCAkOJFPmrFjb2Cq9/kOfO0wdNYBnTx5iYWnJiImzaNSivcJjb127xLDeHXjx/HmS+WiB5OXLly8sXLSIDRs20LGQG5Wzu1Ahqwtu8j35P9VUAHKxITA8ipzTztO0fXeGDBmMo6Ojxte/ffs2o0aNxtLWgXEzFjOoe2tePHuMqZk5B87e5sf3r3RoUp2XL14kqdkrTzYRFRXDP3324Ov7nbmzG8bNXRobVXt3IVbGY+aeY+v+h7i52BASGklQiISYGBnp02dg7NixtGjRXGUbEPs+5deSyWRkLreI4xvbkK5ghrjnSpSaT0BgOO7udkyeWItKFbPp/waV8Pz5N4YP2c8T3+/IZFC5UjaWL22mcoogxEr1fTAkOIJyeacIiUEEdKPTkqv8Colk/4iKCZ7/EhDO1otvWHrsORZmYnYNLke+TEnrksZIpWw+/4Z/b7wnOkZG1fyedKmaFQdrc537FB4ezpEjR9i8ZQtXr1zB1s6eX/4/WbRuJ+Ur1wAgKDCA65fP8/zJQ148ecCt65fJkSMHLVu0wMrKilevXrNnzx7MLS1ZsmEvGTJlVnPV38hkMsJCQzAzM8dcRV1VqVRKnbL5WbhgHtWrV9f5/Qpoz/nz53n27Bn+/v6cOXMWH597lChdnnW1LciRJlGR+sD/C0eNlPsce8Ej62zs379Pp+HKa9euUbt2bc7e8cXJ2YWXzx4jkUjIW6AwAO0bVqFZk4b07ds37pz4mZ/2/nufJcsuc3BfF+zstFutbGjiS3r5ltss33KHI+tbkSGNPcF2VshkMiIjY0ifaaRG7SXOcCWTyWjddjMymYzlS5vh5GTNmzc/qVV3JSeO9WLjppu8ePGdLZvaGuT9JBapbXjs+4uKiiH41XeinW1wcbFBLDZReLzG1xGELKAP3Vdc5+OPMI6Oqazw9S8B4TSbc5GQ8GguT62BjeXv9YEXHn9l5NZ7PPkQSLX8abA0F3PC5zOWZmImtMhPp8r6pxx89+4d27dvZ+vWbYSFh9O4ZQe69hnC8vnTOXFwN5WrVCZ/vnyUL18+Sdq/6Oho2rRpg1fOgvQaqPrG4flduwxJX9xiMxaNHdSDfDm9GTZsmHZvTEBjHPZ3S/hEYDi5pp3H0dacbB52VMzpRt2CaXC3VyIxdUL+FY5MJsNu/WMOHTpI4cKFdepnlSpVSZc5GxNmLUUmk+Fz+zr5CxXDzDz2y+n5U0eZPmYQT548RiwWJ5HU48d+tG63mVPHe+HubqfoEinCgEH7AFigLOuZjoSHRzF42AFevvjOmlUt2LLtDt++BTN5Ym1q11tF/77lada0oF7XUCdWuZg1OVaj62koZGEOWUAh5mITomKUZ/DydLRiQ5/SfAkIZ9LuB3HPz97/mAYzzmNnacqZCVXZPbQ8m/uX4cH8ujQumYFBG+7Qe/VNvReJZcqUiREjRnD/vg/r1q7hzrVztG9UlZDgIPLmzcuihQvp0aOHwhy8pqamNGzYkHMnDystu6YrcoGnzeDFmzdvDdq2gHrS2lvQpXxmNnUvTufymZPK2NH6dzpMeXpMRUknfsXekL99DCQ0NIScOXPq3Kd8+fLx6sVT7t+5weJZk+jWqh41S+dh6dwpRESEU65yDaKio7l27RpvApcQYmWV4JGpaBaq1slLuy47+CU2S/J64kdyMXxoFc6f9+XSpVcGbdfKyozFCxpTuVI2mrXYwO7dPjRtUpCOPXaRM386arYtqfYz0PczSonPEwQhCyjB3NSEyGjVKTW9Pe0Y2ywfK0++ZMHhp0zZ85Cpex8xsnFejo+tQhHv3wurPB2tWNC5GCt7lmDfjQ/UnHyW9z/UzN9pgImJCRUqVODE8ePky5OLd298eeH7iq5duyGRKF981qBBA/x/fOPy+VN69yExnt8nkT6jF2/fvTN42wK/+RYUQUhEwi92FbK6sP/u56QHxxexOn6Fw49Q+BHK+7AobGxs9RrRmTFjOiWLFWVIr3acPbafs2fPsmb1Ku5eO0+7BpX59fMHWbLl4M6zdUnOlclkPHv0Ge9sHrzx/Y5Eov6LbHJJOk0aeyaMr0nfAf9y6/Z7g7YtFpswckRV+vevQLFiGZk77xxOztbMXNIi1Rf0CLK2SvIIttbsZyDsQxZQiJmp6ghZTs/q2XnzLYQpex4iQsSwhnkY1jC30j+aFmW8yJXegbYLrlBx7EnW/lOKSvk89e+vmRmzZ8+iSNGidOs7jKP7dlKpUmWWLVuqMFmDtbU1fXr3Yfm8qeTJXxhnF1e9+xCf/PbnWf72rUHbFEhIz413ufXGn2lN8tGiRAbCw6OIipFx7IEfAaGROP4/daRCETtaQ0BY0uflMgb4Hkp+qYzsufPSvUcPNm7YoFPpQUtLS+bOncPcuXMSPF+uXDm6dO3KhGG9+er3FDOz3/vsgwLDmTbmINcv+hIZGUPh4l4MHlsLWx3nkDWRcvxhWk1p2CAfEkk03brvZOaMetSorngkwffVDzZuuklYWBQxMVJEIhGNG+WnbJnMKgXbplURQkMjOXXqOXNWtMLMPPUoK0hDyWpD6nl3AqkKa3NTgsOTJqFPjImJiNntizCoXm5MTUS4Oai/YeTP5MSFydXouuw6TWZfpGXZTPSskZ38ChaHaYOTkxPLli6jW7du1GzQFEcnZ2rWqkWf3r0ZOnRogtrIAN26deX69WvUKZefJq060r57X9w90ujVBzmZ0jng5/eJiIgIrdMGCmiGg5UZGZ2tmXTwCV3W3UKEiELp7dnUrTgO1jqsbk8kY/zDsQDmrdlKh8ZVWblyJb169TJY/01NTVm0cCGlyhTAwtKMcYP3snf7LRq3LMqOjdexs7di6aYOZM3hgUUy1DaXS1tbMbdoXggnJyuGjTjElq23KZA/HdmyuSKVyoiOlvLy5Xe277xLg3p5yZbVFbGpCUGBEQwavJ+sWV0Z0K8CxYtnVCpmG2szHBwtU0zGxhCvMgQhCygks4ctH3+GER4ZjZUGfwhpnLT7pXWytWDXkHKsOPGS5SdesO3SW3JncKBENlcKejmR1tmadM5WZE9rj6lY86ikZs0aXLp0ke7de3D3VwATZy9jw4oFHDlylNWrV5E37+/sPzY2NuzYsQMfHx9mz5lDvQqF6Np7MF37DNF7WMzdxQYLczEfPnwgWzbjbdH4LxMcEUW57K5Ma5qPNz9CkQaGk83d9vfcMGg2TJ14Udf3hP92cnYho5fy/cb64M9mZixpQfdW6+g7vDomJiLWLr1IlmxuTJnfNFlEnJj40bSmcq5eLSd5cqfh8pXX3H/wiR07PyAWm2BqaoKDgyW7dnQkV06PBOd0716aTZtv8U/fPbi729KgXl7q1c1LunQOCY5zdrbh48dAZDKZ0YarDSXdYIvfX77tJBFany+sshZQyC3fH1SbeIaT46pQPJthh3MTEx0j5cidT5x+4Mct3588/xyE/LfS3sqM3UPKUyK7dn2Ijo5mzpw5LFy0iB79RxAWGsLmNUuYMnkKnTt3UviH7ePjQ+vWbShVoSojJ8/F1NRU61XW8SnXfAOTpi2lVq1aOrchoJhTp07RqV0rHk+tQUYXJUPS/ydcQbUeAKug8Nhh68Dw31JOHCUD0+uNZOLwvly8cIEcOXIY9H28CVwCwKkjjxjeeycjp9SjWdviBr2GIdBlOFtTwsIiOXP2JQcOPeTq1TcUK5aJ4UMrkztX7FRWcIiE2vVX07VvRZq0NmyBF31EHF++6jD5EUDtLKOFbU8CuhEdIyVP/0M0LJGBme102+6hK1HRUr4GRvDuewhtF16hYfEMzO9UVP2JCrhx4wZdu3Yjf5GS1G3SkvFD/qFUqZIsWrgQBweHJMd/+vSJJk2a4pnei+mL15I5ZI6CVjVjyuJLrN/7lH/+6UWfPn0UXk9Aex48eEDt2nVY2SY3rUslyo/saJ1AwPLC8omRl9tLIGU5P0PjVlkfe/uL5uc+s3btGmrUqGHYN0KskN+++s7oAXuIioph9vKWZMps3C/AhsBYgv75M5R1G26wcdMtMns5I5NBjEjEj2/BREXFcP7+KEwTpdTUFl0krI18FREWFE7z9EMEIQvozphtPmy+8Jpr02uSNoWKTHRbdo2rz79zaFQlsnjotgfz27dvNG3WDBt7Z0ZPmceM8UP58NaXjRs2KFzwFRAQQMtWrQiXRLNnbnHsbJUnAVHH8fc1WDRjAmYmMk6cOK5zOwKxREZGUrZsOarUacyyAr4JX/y/jH0lMny+hpA3j6fCRBrxk1vYB4fFShkSLvL6v6Av3PlIy5Nfefr0iVGGS2csasuC6Sdo1rY4fYZWw9ziz5xFNLSg33/4xcP3QYhEIEKEyESEnb0l+Qtn0OvnoErG+kpXFYKQBfTmR1AE5cacxNvTjv3DK2g1l2so3n0PpdHM83z5Fc7UNgXpWEm3pCLBwcG0a9+ebz9+sXDNDg7u2camVYs4cuRwgnllOREREVStVo0OdT1o1zi/zv3/4jaO929f06RaCT5//iyk0tSTs2fP0rRpUxat3UnJdyt5+jmIElmccc/ghE9ABJvv+LF12x2sbc3JlNmV1Tu7xGVZgoTikIs5QbQcn4AwwiTR2P9zkHv37mlUrUgbTp8+TfsOrVmysT2FinkZtO2UxBByNsZWLUUyNqaE46OpkP/Mr2MCyYKrvSWrepWk4YzzNJp5gfV9SuGqLOuRkcjkZsPFKdUZu/0+A9ff4djdzyzuWgwPLXNo29nZsWvnTnr36UOnZjVZtulfpNIYmjRtyskTJ8iUKWF9WEtLS5o0bsKps5v0ErLn90lIM47B3NyCFy9ekCdPHp3bEoCKFSvSp09fZowbzMcPCfe+OjhYUrxsVhYf7kNwYBiDmqzk1LV3lK6eW6O25cPbckFjb4UIyJDJi1evXhlUyH5+fnTv0YPhk+r+VTIG5ekotT3PkCSWsaYiDjJXf5x9pPaLt5QhRMgCarn09Budl1zFwkzMpn6lKZxFcSUlY3PC5zN919wiOkbKgs7FqF9M+yT7UqmUAQMH4vvmA0s37mXmhGHcunKOE8eP4+qacO7u2bNnVKpQliene2Gl52rXmj0v06t7F1q0aKFXOwK/cdjfjUgbCwKszPnk4YTUxYFQOxsuXH7D1DaraDG0Jo37VcXULHbOMf6qV/uwWEnIZaGqkEKpxutYsGSj2opF2tC5cxdCo18wY7Hw+2BMdBGxJhJWhjI5axohC5m6BNRSLpc75ydXx9PRkpqTz7LpvGFT5WlKjYJpuTqtBqVzutF+0RUGb7hNjFR98pL4mJiYMHbMGO7evIrv8ycMGz+TrDnz0bRZM4KDgxMcmyNHDtxcbLh296Pefa9UUMS2bdv1bkfgN+EZXYhxsSUoaxpE7k6E2tnwQ2rCsoE76Dy5Ec0H14iTMSS8Gctv1PKoTF3JwgD/nQbr982bNzl2/BCDRgur741B/AxZ8TG2jOXnK3togiBkAY1I52zNkdGVaVM+M/3W3mbsdh+D54HWBFd7Szb3K8PCzkVZf/Y1vVff0lrKbm5uNG/Rgo0rF2JiYsLkuSuwtLGnbbt2REZGxh0nEokwNRUlmIPUle6tCnP39lWNCtL/V/j8+TNHjhzhwIED+Pr6qj8hEUF21gTZWRNi9fvmu2vOCexdbKjZuazCc5RJOf5waeKawnZO1gQGRiQp+qALUqmUwcM706FHWdw9hdFGXVGUnlKRhOUkh4wNgSBkAY2xMBMzv1NRprctxOKjz1l05FmK9EMkEtGhkjere5Vk99V3zD34VOs2Bg0cyJXzp9i1eS3mFhbMXbEF/4BgKlWqzK1bt4DYvczvPwXhld5R7z47OVjRs00RJo/pkSJfZFICqVTK27dvuXTpEgBRUVGcPXuWoUOHUrBQIfLmzcuESVOYNWc+ZcqUYd269UREaD4fF2xnhZ+7M0HWVvi9+8nSmSfZv+QMvRe0UvklKtjCMu4GHf8mrmwO093Nlrdv/YHf+4aVERYWRlhYGBKJhKioqCQ/6xWbe/DVL4j23RV/YRBQjSrpKiL+z1ppm1pEsMZGWNQloDW9amTnW0AEk3Y/pEahtORMlzL7a5uUysjD97+Ye/AJzUplIrOHrcbnenl5sWPHDho1boyLmxtVatZn3a5jbFy9mPoNGtC0aVOCgoKwtjIjnY7brRLTvVVh1u7y4ezy1tQqGbuITL6yN7DiQoNcI7Wwb99+evftgSQ8NndxobJZef3kM2bmppSplZfukytRqIw31raxN8Lrp54ya/gkps0az/Lj/XBP50QBsy5K278ftRZxjAmLZ57iyvHH+L3zp1itfEzY2xvvAhk06mOwhWXcvHKQtRX2YeEK00c2aZyfseOP0bRHed49+szqs03I4GxF1qyueHu7EimJ5tCRx+zb/4AnT74muIaHuy29epahdrtSIBKxaOZJ+g6vhpUedcH/i2i7d1gTCadGhEVdAjohiYqh1Mjj5M3oyKZ+ZVKsH6ER0ZQceYwcae3ZPaS81luijh49Steu3Vi8fhdFSsS+j4/v37J07hRcXN3pUzfCIBGynDU777Fltw831zTDVGzy1wj50aNHfPz4kQIFCgCQK1cuhi1oDkCBUt6cP3iffCUyk6+EF6FWive0y2QylvTfjq/Pe+acHoKZuSllpW2SHHfZZCt+N32Z0G0z7ukcadazPAVLe2Njpz4aUoZczPLFXvBbyjKZjCatN+P3KYCQ4AjKVMxOwK9Q3rz4hr9/GGKxiMKFMtCoUT4qls+KqakJUqkMqVTG7TsfWLD0MhHhkazc3pn65edz7NoQPNIISWLUYYwEHikl4rCgcLq69xH2IQsYjxn/PmLlqZe8WtoQE5OUK4l27O4nWs2/zKSWBehbO0eclCVRMczc95g9194TI5WSNY09xbO54OsXTK8a2eNSgm7cuImx48axducRsuVMuC1Jn9SZirD6FUzJbntoUD4L4zoV++OFLJFIWLRoEfPmzydNmnS8ee2Lg4MjAQG/OPRiMvZOv+WriSyjIqPpXWIq9XpUoF7PigAJpHzZZCvvn/kxrNpcWvSqQJsBVZIMTxtSynJevfjKI5+PVKmVJ0HFpcjPP4mMjMbTQ/l9MdDcglZ1ltGtb0UWzzzJqKn1KVkuq059/NswRg5phddJ4YhYUyELQ9YCOlMssy2rv9zn2s0MlCmpW2pLQ1CrcDoG1cvFuB33OXXfjxLZXHGxt2D7pTc8+xREh0pZcLAy5+H7X2w+/xpHG3OC4lWy6tChPX5+nxnaqz37z90xal/NTMVsGleNir3/pWQeDxrkdDPq9YzJjRs36Nu3HyKxGau2HSJfwSKEh4Xy4uljXN3dsXU6A2gnSDNzUzLlTsPhVRcQm5qQvVYhgjLvpXZEE45a7kX8PZwJTZfRuGtZ2g+uBkCkJJqAnyG4p3UEkib11/T68iFs+fB1fLyze+Cd3SPJOeZpXXBWsc82xMoKMZAhkzOfPvyicAkvNq++QrHSWQyyWPBPwFjVkgy5lzi1IETIAjpz9+5dqlevjqWlFf/+u5fixVM2Kf6uK2/Zc+09Pm9/8SskkiLezsxoV4iCXs5qz7116xZt27XnxPWEC8QMHSHLk07sOvOSPvMusn9EJaoUSPPHRcgHDhygZ69e9Og/gjadeynMQPbReatObV8/cp+F/2wlXe60/Pjgz/SbE7D5f7GIPcO38/LuOxbv7YFIJOK97zcGNFzOz69BDJvfnDptSyhtV9MbuKpIWRc+f/hFsxqLWbi2LTnypKV9wxVUrJ6L/iMMnxs7NWDMcoXafLkzhohDxerbtIlJujBRiJAFjM6XL1/wzp6TWg2a06NnT65euYKVEbPtqKN5GS+al/FCJpMhlckQa1FM/vv37zg5J19S/+ZVshEVI6X+tLMMqp+b/mWi/pi0mo0aNeLKlavMXLKOClVrYaLF5xwfZTfM3I1KsLJRCaRSKfOaLWF+8yX0OToSR9MY3j3+TPYiXkjCo7h32ZcFI/dRoV5+ytbKw6h26/ny8Rela+QmZ8GkOY/tJBEKb+jx+2EfGZEgUgb9xbxt/TVKlPWmaKksPH/ih42tBWeOPaHf8OpGKyeY3Bi7ZrC20xCGlrEmIlZ2rCJBK+O/MWYiYBS+fv2Km7sn7br2xs7eiVmz9N+naQhEIpFWMgb48eMHzq7JW2WnTfUcXJtZiwM3P1CtenVevnyZrNfXBR8fH86dO4edvT0Du7ehcBZn3r763e809iY4WYtxtVFdkUeTG6aJiQl9NvUgQhLDjHIT+PgljEYTm3Bw+Tnq5RjH4tH7KVAyC+0GVqVI+exM3dSJdy++MqTpSjpVmMOJXbeJjooBlG9/UdYPRfuVdaVkuaxcOf+S9g1X0rHRKoqVzsL2I//8MTJWtedX221I2qLJtiVjEiq21ErGytoIE2tWoEYQsoDO+Pn54ermgVgsZuyMRSxfsZyHDx+mdLd04vv37zi5JP98bn4vZ27OrkP+omWoULEi69atV3vOt2/f2LBhAxEREcTExCRDL2NXGl+7do2mzZpRrnINIsLD6dOnDwDrls9D+v/kLNHSWMn8CFXeL22ilxh7B4acGYNIJOLalkt4FM/JopezWXBxOCvuT2TU0lY4u8duSytaITuT1nXg38cTaNylLBtnn6RT+dnce/pN434o65s+0ilbKTu7jvehYYvC7DjWm/4jamCjQwWx5JJhcslWFfqI2BDRsSFErAvCkLWAznz5+hVXjzQAZMuZh3ZdetO3Xz/OnD6NWKxfzdLkJrmHrONjaS5m0OgplKtUnaG9OxAdHU337t0UHiuTyZg/fz6rVq1iwIABiEQiihYrTrasWWnVqiVly5ZVGnk9fvyYdOnS4ejoqHUfd+3aRY8ePQC4d/Mq48aNo02b1uTOnZuhQ4eRwcsb76w5qFyzHqZixdfX9kYpvyGaWZhRd0wjVrRYSKVe1bBK446Nuz2ieMPL8bGwNKN+h1LUblOcbQvPMrzGPDpOaki9HhV17ou+ZMriSqYsuv9+qRKjJtJUNeyeUtKVY8gI2FAyTimECFlAZ774fcHV/ffK0659hhAQGMyKFStSsFe68fKlLy6u7inah2Kly7NwzU7Gjh3DiRMnFR4zfPgIdu7cxdpdRzl98zl7Tl6jQctOiK0dade+PaVKlWb79u1ER0fHnXPr1i06dOxImTJlyJ07d4LXNOXXr18AlClThgMH9tOjR3dsbW1p3bo19erXY+mcKYzoF5vIIzpGhqXZ71uLtpmQFEUnBesVwcLWkq8vvsQdI29T2Q3d1FRMo1H1mLS/D2tH7+PbB3+t+pK43ZQQl6Gi1JQYblaGPPo19HC0vjJOqag4PkKELKAzX75+xS2ekC0sLRk7fSF9OzenTp06eHl5pVzntGD79u3cu3ePYVMXpVgfvu5rz7ZnXty/fR07e3vMzZNmcpLJZOz9dy9zV26hYJHY1cSu7h54Z8tJ3cYt6T1kDMcO7Gb6zFnMmj2bzZs2ER0dTe3atYmJiSFt2nT06dNHp9GLNm3aULFiRXLkyJEkAl+xfDmNGjaka7fufPrwjqzemXGyjL1BhgWFc3fPNUo2LYapufLbjbob4fmVp4mJisElk/ZRZp5SWclZPDPnd96k5qiGKo9VV0pP0ZYoY5HSkaumJJaqfMQiOed+/6StTaoQhCygM9++fsU5UVRZpEQZajdoxsBBg/h3795Uv3Dl+fPnDBkylFlLN+Dhmdbo1wuys/5dbxcIt4+96U7beAoTkzu0bT2QZs2a4eCQNJNTYGAgP3/8IGsOxfV9LS2taNSiPfWatGbFghlUqlQJMzMzTEzEzJs3j3bt2uncbzs7O3LmzKn0dXd3d3LlzEmvdg0ZPX4Kb16/5vy501y/fAEAcyszijdSvFddnYylMVJ2DtpM1829sXOL3TISf+Vq4iHrBHz1Z/PKK7x+8IHOkxslEG7im3hiGats14D8KeKVo060KbkIS1dSOjKWIwhZQGesbayJUJAUod/wCTStXpKdO3fRsmXqrfcaFhZGhw4dadmhO2UqVlV7fOLSfKpq6KoisZQBPF2syeXlzD+FfYlUIGMgrhKVubnqBUGfPrzjxuVzmJqakTtPHpo1bUrbtm116qumFCpUiGPHjjJr1iymThhNzpw5yJwhLdeBgjXzkbtiLoXnaXIjNBGbkKFgJkL9Q4DfMraPjFAqzaBfYayfdYKj226So0B6ph3uT9aCGRMcoyoaNoaM/zTxyvkTBfunIghZQGfc3Nz59uVzkuftHRwZPnEWo0YNoGrVKrgm83YiTRk6dBjWdo70GjRK6THK6uPKXzOUlPN5u3Duzid69iwLLydhmW0cz58/Z/qMGTg6OPL121devHiBs4srFpYJb5Dv375mwfRxODm70LZLb86fPoatlTkvXjzHzs4whTE0QSwWM3LkSEaOHMmuXbvpP6A//UdMpEP3vjxz2qdzuzKZjE8PPyASidTKOFISzZXjj1k0ah/Z8qVj0cF/yCEvNqFkH3JiVMlYl+HqP03ExhSwsqFldVMF/xUEIQvoTPVq1di6bhnlq9TEydklwWtVatbn6P5djB49mpUrV6ZQD5Vz4MABjh07xvYjFzE11f3PwFBSblUtOxPX3eKp73dyZXUj4uUk5k0+wZdPAaTNm4YS2W1oVTUvubK6kv31iLg2oqJjaDv0NjmyenPqyD6++H0mUhKBo519ssoYYvNaHzp0iLXr1vPw4UN6DhjJ21cvCA0JJveXJjzx3JvgeE2HCUUiEXXHNub0/CPU7FgqiYw/vvrO/g1XeXzrLS8ffsLO0Zqe4+tSvVkRhclB5CgSj6EiY0HCsWg6t6tu+sCYpJbhahBSZwrogUQioUvXrly/foNxMxZRvkrNBK9/+fyRBpWLcv7cOXLlUjxkmVLUql2HMlXq0LbLP0qPsYlQn+hEVxkrYuaKK6zafpez29ojiYymdqftrJ9Vn3LFfw+1Jh7qHr/2Bkd9ojh79gzlK1Tg+bNn1K1Xj549elK2rOGqcAUEBLBy5Upy5crFhw8faN26NU5OTkBsBLtr125GjxmNrZ099Zq04fs3P/bv2kJEeDiZMntz4P85wuVS1vYm+OX5ZyYVGcl6/+U4xkTGifPysUdM672d0jXzUKxidvIU9SJdZhet1y4o2j6lCEUR8p8m3/gYWsTGWFyliZz1ua6q38UgJa/Za5F9CyA8KIx+Lt2Eak8CxkUmk7Fjxw6GDx9BjfpNGDFxdoJVvNPGDCYq9Bfr169LwV4m5M2bN5QoUYLj157g7KJ4OD05ZBxfrkF2sbmau488jL2tBTd8PlGrYlZG9S6r8HiAC/c+0WT0Mc6cu0SuXLn48eMH1tbWWFsrLm+oK6GhoaxZs4bx48eTM3c+ZDIZnu6u7N27B1NTUyZPmcKGDRsZMWkOVWrWY+rogTzxucXy5csYOXIk7z9+YuGaHWTNkZtt9yfgkD0D7lk9tepDlCSKqUVHYuNow7T9vbG0Nufx4XuM77qJkYtbUrF+AYO+57+B5Jr7NfYKZ2MKWRcZx0dTMQtCFkhWPnz4QNOmzciSIw+T562MGwb+8vkjdcsX5MGDB6RNa/xVzJowdepU7j58ytwVWxS+Li8ooWz+WFcRJxZqYoLsrLl5/xP1u+6kbNEM7FjcBFNTkwTnRsdIOXzlLesOP+GCz2fm9StLu3EHdeqPKkJDQ3n06BFz587j5MkTcc9v+vcU3tlz0rFpDQrlz4u5hQX7/t3Hxn9P4uDkzKqFMzl5ZD/Dhg6hd+/ePHv2jNGjx+CWPjO9B4+haqnsmJiKGXd7Gq5emmdGs4mJIDI8kmm15+LgYEn2Il78u/AUw+Y1o3KjQgZ//38yhhJxatpKpErKhpaxJiJOjDoxaypkITGIgEHIkCEDhw8f4p3vM0b27UxUVGx5Q8+06cmROx9Xr15N4R7GIpVK2b59B/WatFb4urrqToYcok6MfXAYxfKnZeLACiyfWgdTUxPsg8MSiHzE8qsMW3aVsgXS8mx7G7rUVbwFSh98fHxIly4dNWrUQCa24MT1J0yYtQSAqxfPYGNrx/xV2/gREEpQWBS7jl8mNCSElrXLERnyi9WrVtK1a1cAcubMSblyZfn0/i1H9u0kbe70WNlb8fPdd437I1/IZW5lTv9tvbB1tObTy6/0mtuCYi1LGS3RxJ+GId6/PHFKapIx6CddbRJ+6CJj+Xm6nhsfYVGXgMFwc3Pj0KGDNGzYkGG9OzJz8TrMLSwoVKwUV69eo2nTpindRa5evUpYeDhlKlZT+HpMjJTpy66w9cBD3D3sEYnAycmayZNqk9dJ9z84ddGxHJFIRI/WRRSe8+SNP+sOP+XaqqbkyOikc1/UkS9fPiZOnMTChQuQymJzVDds3paK1WpjbW2DVCrlxpUL1G7UnCo16yMSibh9/QrSmGgWLlyQJDXnps2befP6NS+ePqbS8Kp88HnH3OrTsLSzwjN7GvLUyE+D8Yp/NxJXynFK48jgVR1U9l/T+eC/BUNI+E9A3k9Ve8njk1jC6qRsCKEqayNCLNXofCFCFjAoLi4uHDx4EP9vnxjSqz2REgmFi5fmSiqJkKOiorB3cFBa6nDKkkucuPiKRRNqMqp7KQb0r0DGDI4M7LsnmXuaEElkDEOWXKFb/TxGlTHEbl/q378fN2/exMnOmqbVSrJz8xrsHRwxt7Dg5tWLTB7Zn9kThlOxUBYqFMyMqakpeQsWZejQYUnaq12rNjKZjK9fPmNqbkr7lV2Z+mweQ06PJnv5nFzZcCHJOTYxEQrL1mm6+va/EinrU4AhNUbCmqBJ37VdNGgIGRsCIUIWMDhOTk4c2L+fevXrs2zeNDr06MeL58/4+fMnLi4u6hswIhkzZuTzxw9IpVKFdXwfv/hOr7ZFqFY2S9xzMT9CeOjzUa/rKkoGkvj1xBy8/IabT74SGBrJlQd+WFmYMrJ9Eb36oQ2urq6sWb2Ks2fP0r//AO7euEyfoeOZNmYgw4YNo1+/frx69YoFCxYwfdxQzMxMIW/eJO1MnjyJKlUq06hRI8ytzTERm2DjZMOtXdcwjYlCFhODdXS42pXR2myF+S9FyNryJ0pYU3TZwpRaZAyCkAWMhKOjI6tWrqRS5cpUrd0A72w5uHbtGnXr1k3RfqVPn57IyEh+fP+K+/8rVcUnICgCB7vYP9DoaCkDJp/gzJU3DOpSUu9rK5KuImQyGaPnnGP/8ac0rZQVJzsL+jTJR7uaOTAzTf4qWpUrV2b69Gn06duXuzdr0qRJY0aMGIGJiQkFChTAw9OTkOAgpk+fTs+ePZOcLxKJqFSpEu/eveNk2ssAHJ+0mwenHhEdFUOAXyD+n37hkt5ZaR8EGSdEl8j4bxYx/PkyBkHIAkYkV65cDB40mInD+5C3YFFOnz6T4kK2sLDA0zMNnz++VyhkR3tLAoJib+jf/UPZc/QpWxc0olIpr2TrY2hYFEfOvqRoTncmdS2BvU3SQhPJTY4cOQj49QsTExOmTpmSYHRh5IgRWFpY0qlTJ5VRrjw/d8CTNxxbfIrpNyeQIW863t3/gFNaR4XnaJsg4m+XcUrWCNaXULGlwmkIQ7T7tyDMIQsYlQED+mNhJiYkOIgdO3fg4+OT0l0iQ8aMvH31Msnznt8nkSOLCxv23GfYjNOUabqBEgXTUbFkJkxMkq9Ihq2NOae3tCVcJqLluBNIpWp3JhodX19fAA4ePJikWpSDgwMjRgzn9u3bfP78O5WqTCYj8a5Km5gIbuy5BcCdwz6YmJiQuVAmhdMH2kbFf6uM9V1BnlpkLP+vIQWqT1vJFR2HiCwIEanOPy9HELKAUTEzM2PpkiVcPn+KMhWq0rtP37gtUSlF3Tp1OLR3W4Ln5NudRvcpR5miGYiIiGb/quYcWN0CsTj5/0zcXGxYP7s+Lz8G8O+FV0leX7r3AWsPPwHA/O6IJK8bmlq1ahEQEEDZsmWTvCaTyejatSvt23egaLFiLF++nL1791K4SBEWL16S5PhGo+ox7cZ4Ds05yrsHHxReTxMZyyX8t4oY/ozFaaq2Fmn7vLbX1Rb59qTkkLE2IpYjDFkLGJ0CBQrQ+5/eHDpyjJiYaBYsWMDQoUNTrD8dOrRn3rx59GrXkMatOtHN+zLmZmKC7KyxtDBlwoAKKda3+JibiwkOj8bdKWGCkrd+QQxdGrtqPVt6B8oXTIf53RFEFp6REt3kwIED3Lx1m72nb+L77DEzxg/FzMycTN45mTNnDp/9PjNi+PC47VAikQivAhnJXy0vD049IlP+2OIPmkr4v4KhZGwfGWG0KFnbrUWKztd2GFvf7FrGRFsBJ0aIkAWShWHDhoI0msxZczBv/nwuXEi61SW5cHR05ObNG1StWJ6lk/uQtsF6sjTbROkGa6jebgvvPwemWN8SUzC3B+2mnKHn7PM8ePWDLSee02r8ybgh9JErrvPuSxCgPlJ+8eIFd+/exd/fn0GDBhus6MebN2+IiYnB0cmZ0uUqsPfUDQ6fucKOHduZv3obO3fs5ObNmwnOWf3PRm4duMvhOcewj4xQK+O/PRI2Nqm5mpI2EleVXcvYMpZHvKoe+iJEyALJgoWFBUuXLqF+gwa07tSLNm3a8u+/eylevHiK9MfDw4ORlb4xvEJrnr37RUhEFPvOv2bn2Ze4OBqvWICidJzKsn+Zm4nZuaQJpy695szVt1Tssw9rSzOm9yhJ7szOuDpY0m/BJQp02EHbGjlI62pD3sstqNlvJwAPHjxg165dPHv+gjdvXvPq//PAALnzFWDLls1UrVoVb29vnd/PgAED2bBhPQAXTh+jacN6hETKcLAEMTKKlCgDIuIKUcjFIAqXAFC0Rh611xBEbBiMGSnriyaRsiIZayphQ8hSVwJlFkhk0RodK+SyFkhWRo0ezdXrt6hZvynL503j0KGD5M+fP0X64nC+PwDh9lZERcdQqONOBrcqRKc6sZWpNN2mpAmq6irLUZeW87t/GKZiEU4OCdt66vuDNTvucuuBHx+/BFG7Ylau3fuIf0A4datkJ1u+tAQGRVCndm4KudvgHxiBg60FtTpuo1urwjSvE5t+0z44TKthb5lMhpdXZgIDAwDIkSsvJy5cIypahp0FWIqlBEeJ6d6lI4E/v5C1ijNFqsUKeGKz5fSY3YwyDVTnof6vyjilyyFqgqFXNysSsrbD0ykp3sQEyn73RRIUylLHhmpzWQsRskCyMmb0aEqXKUNMTAwdew6gUePG7Ni+nWLFiqVov249/UZIeBTta+YweNuayDj+ccrE7Oas+AtCrqyuzB1TnehoKSu33yEkNJI82Qux99hTsns506FD8bjtSKLg8LgRgA5N8tNvwnGCQiS0aZAXbb9qi0Qi9uzZTa1atXBx86B2oxYEhMUgEoG1uRiZDGxNY5g4axGVS2bj+rVwNk06hIWVGfV6VqRUPdUVmv6rMv4TMMZWI3mbNjERWqe5TC0iji9hXRDmkAWSFWtra5YsXsyyuVOpVqchnXoNon6DBsybNx+pVLN8r8bg5cdA8mR2NviKak1lrO85AG8/BvDyjT/IYNbKq1SunpPl2+9y/MQzhce3aZgPM1MTxsw5R5F6a5i/w4fwcO2KZxQrVoxWrVtTo24jOnTvC4BMBt9DYvgUIiI0Wsy3tPtZ7TOBmp1iV2iP3/MPHSc2VLjVScC4K6v1nUs29LYlZddQhT4yDpRZqH3o01aSvsZYEhRjSXCMZp+ZECELJDtly5alRYsWTBrRl5VbD1KoWClG9uvMhQsXWLlyBZ6e2tXKNQRh4VFYWST8c7APDjPosLU2xJeyJhWm9hx9wvCZZ7CyNEMSFUONGrlIm9YBf/8wXF1tFJ4jEol4fakvUdFSrt/9yKwll1hxrATbt28jr4IUmIr48eMHlSpWZNac+UleMxGBj8Wm2PfgbEPbMXWRymTkLJZZbbv/1eg4tW5zSi3JN7SVsS4Rq75RbpCG8lWE8BVVIEWYOHECn9+/Ze/2jeTJX4hthy5g6+ROmbJlOX36dLL2JSo6hn0XX1M0p7tB29U10lXUTvxHYs5efcOI2eeYP68RJ0/0onevsly7/pZVq68BULBAOqVtm5mKsbY0o3LpzFxe3oQK1etSrVo1/P39Afj8+TMDBgzkx48fSc799u0bOXLkYOmyZTx78pCuLeswd8poAgN+AfDaPmG9aXsXW/osaIW5peLCHnL+RBknLgGp7PGnoW1EHH+fr6KHPmgqY12iXV0kKo9+Ez/iExpjTmiMOWExqn/n5QgRskCKYGdnx8KFC+jYsROly1cmbfqMTJm/kkN7t9OhQ0e6devG+PHj1BYc0JevAeHUH3Wc0PAoujdQv+I3NSCXckyMlFmzz3Lg0COGDKrIZ78gmrfaiEQSTeVK2Zg4viY/f4ZiZqZZ/msTExGNWrZny9plLF26jCFDBtOwUSOCgkM5ceIEERHh3Lt3L24/8bVr18iYKTMfP35ixowZ2NjYMGHiRMRiU+o2boFlKe3f258mY20lKz9e0ftMTcLWVsK6HGuv4f5jTRdvaSpgZfLVJ7KNT2hM0lS3gZGapb8VImSBFKNKlSo0bdqUUf27EhUVhUgkon7T1mw9eI7tO3eyfv0Go14/TBJNuVHHyZzGjovLGuNsb7gboqGi48SEhEhYuvwyo8YcZsy4o5w++4JJE2rSqmUR3rz5ia/vD2xtLWjTqggikQhXV9sk/VLVN+9sOZk0Zxnnzp3jxIkTvHj+nDade5IjbwF+/fpFoUKFkEhityz5+vqSI09+pFIptra2tGvXjurVq7Nj0yraN6qG7733Wr23P0nG+ka8ic9NLhmrW2WtS0Ssc19URNDKompF+301iYaVRbD6Io+A4z8S9C3SXGMZgyBkgRRm2rSpSMJCWD5vWtxzXt7Z6Dt0HOvWrzfqtX8GSXj5OYhVwyslmT/WB31lvGnzLbr12Em3Hjvp028vK1ZeISwskk2bb1Gl+jIuXXqFs5MNv36FMWdWA6pXy4mJiYgihWMzXlWomYd0BTNp3EeZTMbr97/4HvB7rvrly5dMnjKFfIWK8uThfeo0asHISXNwcnHjn396Ex0dje+rV4SHhzFg1GSGDhvGvXv3mDZ1Kg8fPMAzjSeXD9zT63NIbRh66Dk5h7I1qX1szBrCmibQUCXh+OepG5ZWNYwMikWqyyMxcgFrK2I5wpC1QIpiZWXF+vXrqFChAvWbtsbLOxsA+QsXZ9KIfkrrFhsCZ7vYP5jA0EhcHYyXDEROiJXya9j+f3XzPZ9PzJl3jkEDK2JuLiYiPJqt2++waMklvLO4MG1KHSpXyqZwKL9WzVyYW5hSrU7eBNezVbJy+oeFGce232HVjru8+xhIdIyUkmXe06hlB7xz5MLZxY3rl86R1t2FRTPG8+P7d7r0HsS+nZsoWrQYUdExrNp+iHQZMuFz+zoLFy1i/759AFSr3YDWIypp/Nmkxug4NQ0h64om+46NIWJ1i6102aakSr6aoEiguqKpbEMlscdFa3i8IGSBFCdnzpw0b9GCNUtmM2X+KgA8PNMSGRnJ169fSZMmaZlEQ2BjaYaznQXvv4YoFbK2K60VRceqRCxHIonm3r2PDB91iN7/lKVj+98ZzBo2zIefXxC5c3monVO3tDQjKipGo+uPGbSNR/c/MahrSepWyY7oWyCLr7iyeNYEvvh9xtramhUrllO/fn1kMhknT55k6NBhhAYHYWZuyfo9x0mXIRMWpiKq1ajDqEG/ayG36fIP5pa+Cq+bWvkbBBwfQ8rYEBmxVA0rO4gkGh+vzbCzMgnrEr2qvZZE/zaFIWuBVMGQwYM5dfQAt65eBMDC0pLsufKwa9duo17X29OWg5feJCkTqAu6yvjb1yBadthK9167aFAvL927JlwN5exkTZ7cnkplfODgQ2rUXsG2HXeQyWSEhiS9uSkiNFpGqCSaiiUzYWNlhqezNcNbw4P7Pnz79o23b99Sv359IHaLVI0aNXjw4D5PnjzB0sKcaxfPAiCVgdjMguDgYGxtbalSpSpb9o3XqA+Q8tHxn7oCWhmaDE+DZvt9tVkdrWyhlSZzvKr29Kobfk6MJkPK+hAqMVf4UERQmBlBYWYEh2m2yloQskCqIFOmTMyfP58B3Vpz7dI5AEZMnM3cefOYOXOmQYSpiLFdS7Lx2DM2HlOcPEOffciayNjn1jvqlJ5D5qxunPUZxaCBlbReWe7qasvr1z+ZO/8ChYp74ZnWQeXxQdZWBFlbMW9VawoW92LOlruxz///vX7/Mlvl+dbW1ixcuIAF08exf9dmomJkFClZlgWrt+Pi5s7Vm5exsNLsppcaZJzakQs2/kOT1xShqlRigmtqOYytyapnZduEFMlWn/lfRWgqYmWyVSfeuH7/X8Dyh7YIQ9YCqYbWrVtjamrGgB5tmbl0PeUqVWfdrqP07tiUz5/9mDt3DqamhvuVDbe3omqxDEzpXoJ5233oWDtXgtf1HarWhO/fgomOltKlTwUsLc0IwUzpnK8y8lXKSfmqOfnxLZiFa9sCsdJV22cba5r0q8LgJisoXSsvWV2tcHKywgF4E7iEzA59lJ5buXJlOnfuxEOfOzRs3g6AUuUqMfN8Lx5cekGxmuoTiwgyVo46sWqTk9qYi7XAsGkrlUXAhpz/VYY+Q866yFcRgpAFUhXNmzfDzMyMf3p3ZMn63RQpUYaNe0/St1Mz2rZty7p167C2Nlz2rLCIKPx+hOGhJE+0sTmyzwfbRNutlEXWkogo3vh+T/Ccm4c9s4ft5sn9j0za1FkjEccnd5FMtO5fhTGD/yU4IAxpjJQ2XUrTf2QNpm/sQWHPJtSoUR2IXY194cIFihYtSlhYGOvWrWfyvBVxbX103oot1pSuX1CrPggYruiDvhm1UlLG8UkOASe4no4yNpSI5QhCFkh1NGrUkJ8/fzK8Tye2Hb6AZ9r0rN11jEHd21C/QQN27tiBi4uLXtdYsWIFyxds5f3XYOyszRnRtnCC140dHUulUnq338i9m++YsqAZmTK7qjz+7avvDO21A79PAXGJPiIjo8mZNy2Vqufi/KlnnN57F68cHtjYqb+p7l5xkSVjD7Dq9ADaDaxKu4FVAXj91I9O5edw9vRzPrz6jpPHMY4fPEWOHDlYt249gwcPIk2atFy5chmpTEradLFbrT46b9Xq/RsrOlYX9SZXVJ6cZQ5TIq2lMURsLAmrG6pOLTIGYQ5ZQAOkUqnR5nCV0aVLZypXrsToAd2JiYnB3sGRpRv34uSWltq16xAVFaV1mz9+/GD16tVcunSJCRMnMq1HSV7tbo/fwU4MaFEw7jhD5K9WN3/84Z0/t6+/Zf6aNpSrnD3u+YBfYRw7cJ+vfoEAfHzvz8hh+2lTfwVFq+Xi4MvJHHgR+xi2sCUR0VLq96vK8uP9ObbtJjP67tCof18/xqa33LnsQoL9sG4FM1OybgHM7SwZe3IY7t4e9JrUnaOWewnOFLtq2s/vM3tfLcUlvR1zF/dOFTLWdGFWcizgMqaM488BG7rQQ0rUFlaXUEPdQxWaHJNcMg6J0Cz2FSJkAaUEBwezceNGli1bTuvWrRgzZkyyXVskEjFv7lwqVqrE6sWz6TlgBBaWlsxYvI6GlYtw6NAhGjdurHF7AwYMYPOWLcRER2NiYkKtBk1pVMFZ4bHabHVSFh3bhoerlLKlpRnRUTEUK50FU9PYiPfY/vtMH3sImUxGnUYF+Wduc3bsuc/xnbcpWTUXvcbXS9JOTLSUi4cfsHHOKTJm96DXhHoJhKMsReOzJ34AnPn3HlGidRSrkZci7csD0GdX7NyxiYkJMqmMD48/8fTSc+Z0Xk/DPpXxvfee98/8SJPFjYCvQRp9Tqr6YwjsJBEai1beB/l/DSloQ8hYV8lqItT46SoNLWBttykZYkuSMbYvqUMbGQeHy4/V7PdeELKAQo4dO06PHj3w8s6GZ/qMhIWFJXsfbG1t2bB+PdWqV6dI8dIUK10esVhM83ZdWb1mrcZClkgkbNiwAYA6depw+/Zt7t68BtRReo4mUtYnI5ezS2wFJv8foTi52DB30lFOHHrIxLlN8EhjT8/W6zF1tCFdZldcPOxJp2BI28XDjuf3P7J4zAEady1L0+7lMDM3JTh+H5XIpvXIOqwN+RdbR2su7r3Dxb13qP/yO57e7lToUDZupXeu8jk4MOsIk6vNAsDC3RHPzGGc3HSNis2Ksn/ZWaMmb0kOEss88ZcGTYWtq4z1iXK1nfPVNruWKlRtZUrJxVnGRJ2MfwtYN0QyDcYig4KCcHBw4P3799jba1vGXOBPpHuPHljauzFw1GQWz5pEdJg/ixYuTJG+rF27jpmzZrHjyCWcXd34+uUztcvk4+XLlzg7K45yE1OmTBkeP37MjRs3KFGiBABhZ3uqPEeVkDWRsbph685NV/PkwSfcPOywtrVg/qo2pM3gBMDzJ35MHX8EsZmYIuWy0bJPJcwTpfeUSqU8uvmW3EUzxUXZoLlAZnVah72LLVcP+pA5bzrunH4CwPL383Fwj/07l4RJuH/yEZuH7ODnR3+qdKtIu1ktWNF2OdePPMAjkwuLr4zE2l7955Ec87eavHdd+qGuXUUyTonhZEOgqoqSIlTtDdZFwMkZ9Wo7ZK1IyJpIWBoSzOui+QkMDFTpUCFCFlDI+/cfqNssdk+sd/ac7N++zmjX+vHjB1ZWVtjYKK7b27lzJy5eusi4Ib1YtG4XHp5pyZ4zD2fOnKFZs2Zq29+wYSOPHz9m4MBBZMyYEYDc+QqqPU/fesjqhq3nrmrNmWOPcXaxpWyl7AmEmyN3GpYc6auyfRMTE/KXzKJz/wBc0zux6cU01o3dx88fIfTf9k+cjAEsrC0o3rAI59Zd5OdHf769/oa5lTmjt3Un2D8UexdbFa3/JrkWU6kbujZGP4whY0OvdraVKU8Wo0t2rb8hAjZEZi1NCA42QxoiJAYR0IP3796RLkNsgYK8BYvy4L4PAQEBBr2Gv78/FSpWJGvWrKRPn54yZcuxY8eOJAu2RCIREydM4P6dm2xesxSA6vWaMHHiJB49eqS0falUytSpUxk+fBhubm4AFClSlHwFi7BwrWaLn4yJk7MNTdsUp3LN3Emi3+Qg4HswAd+CeHDxBW8efuLjk8+4eSlevV5vcC06LmhDxwVtAAi2sNJYxn8DykRuSBlrmhkrcaEGTeZ4FZ2j6lxF2bUUJetQlpRD14VYAA7mkWqPSQm0jY6Dg80IDtZuCFuIkAWSIJFI8PP7TNr/CzlTZm9y5snPzp076dGjh8GuM336dOyd3bl4/y0SSQQXz5xg2oyZTJs2nVatWmJqasqTJ0+5e+8u796+JaNXZmRSKQAde/QjOiqSmjVrsXr1KmrVqpWg7YiICDp26sSTp8+Yv3or/7RvyvYdO+k7bBw16jWJTTASorxv+g5Xg2aZupJcV8t9xInRZoGS3+vvvHn4ieuHHyAyN8UlvTPRkTGYWyb9np67Qk5yV8ipV99SA8ZcwGWsuWBj7fVNjKJoWJtIWNOh5sBI81QrXWXoOlStLcIcskASXr16RalSpbj+7EvcYp1zJ48wfsg/XLx4AS8vL72v8fPnTwoXLsKCNdspVOx37ubo6GhOHdnPlfMnkQFe3tnJk78wefIXwsHRKUk7Jw7vY+KwPowcOYI+ffogEomQyWT06NmTp899WbJhDw6OTty/cxNHZ2fOnTzK7WsXcXB0pn2RQHJlciJrese49gy5kEtTIesrYTm6ykbXxUj2kdoN/ybXsLWxtjUp+5yMsSrakNWQtEGX+WBd5nzVCTlxm4qGl20sdJe6NsPVyhZyKRKysohYGhLM90q5hDlkAe159+4dadNnSLBytlL1OixPm57jx4/Ts6fqxVCaMGbMWIqUKEOhYqV4+ewxy+dNo3jZitRu0IxH92/j9+kDd25e4/y91zg6KV+4VaNuI9JlyMSg7q3ZtGkzmby8MDMVc9fnPlsOnI2TeIEixWlVpzzWVuY0a9qUd+/f023GfoJCIwk+1R2x2MSoq6oTYygJy0luGf9JGOs9pkTZQkXoImJ1RRrUzQWnxHajxMSXqjZyNoaMtR2aVoYg5P8wMTExSCSSJKkoX758GTd/LOfGlQt89ftEy5Yt9b7uy5cv+fffvew/e5sHd2/Rq10jKlQoz8oF01m7ZA558+ahScN63Ll5jQD/nyqFDJC3QGF2HrvCQ5/bfPn0ka9fPtO5/xjc3D3jjpHJZHz5/JHJkyfRtm1b9uzZw/JlkTSp6G0UGauKjv+rMg62sEz2/NUpmZLS2GkoDVGeEDRbiJXcAnYwj4y7piYClR+jT9QcH632GhtIxiAI+T/N0qXLWLBgPgsXLqRevdikE1++fGH2nDn0HzEpwbFXL56hXLlyODo66ny958+fs3//fnbv2UOjFu1Jky4DYwZ2Z8CA/gwaNIhx48ZRqlQp6tSpw9KlSylWsixe3tk0atvJ2YXylWsofV0kEjFxzjIG9+5I/vz5ObNjJs72FsRIZRx/8ZPSRfSfM9aE1CJj+D3krIu0tB2ulpOcUpa/L2OnljTElqT4Mo4v2sR1gnXZ+xsfVfJNDVGvvqgTsybVmtRhjLljOcIc8n+Y0mXKkiVHXi6eOU79+vWYOmUKbdu1w8HFk8nzViYoA/j21Uua1ijF06dP41Ysa4NEIqFEyZJk8s5BqfJVaNisLfduX2dA15Zcv36dzJkzxx0bExNDiZIl6dR7KHUaNtfrPcpkMt6+eokkIpysOfPQu31jOpUxoXbpTOw++4rBiy8DsHVBI6qUyaywDUPNGxtCxroIWJ+MVIpkrUjGumTKMiSJr21MGRt6T7AyGcfHQSTRaGhan6Ho1CBk+dxy4ug4KMwMe2vt0uUmlrIqGesiYm0iY2EOWUAlP3/+5MnjR6zYdpjeg0czbnAv8uXLj7OLKzOWbU1Sk/fVy6e4uLhia6vbVpelS5dhaWVLj77DWL1kDktmTcLcwpxx48YlkDHE7huOjIqmWq0GOl0rKDCAm1cvcO3iWa5eOMMv/x+YmZmTM28Bstp+4eN3B1wdrLj+6EvcOdfuflQqZE0xloz1iYLjy0+XDFTqIuHE7WuaT1pbKWvzGRhLxsZIzqFvWkptsRFHpuq9wvG/FMSXcfz/ylEn6FCJOTYWkTrvN1a3pckYCEL+j2JhEfsHLpPJSJMuAyu2HmDfjk0ULlEaG1u7BMfKZDKWz5vG0KFDsdJhK09AQABz585l/uptjBrYncoVKzBp3FFy5cqVpL7xr1+/mDJlMhPnLMfcQrub0KuXz5g2ZhA+t2+QNWs2qlSpzJLFCyldujTfv38nf/78/ErvQHS0jGPX37H7nC85srjQvkl+WtZTX79XFYaWsSFWCquTnq4pIlW1rWk0rqmUtf0cjCFjY2XJSixjQ0n3byCxjIPDzbCzSihgTaJmTWQc/xqaYCwZgyDk/yw2NjaIxWJCggNxcHRCLBbTtE0nhcc+un+Xb1/8aNeurU7XOnjwIJmzZuOX/0+kMdHMnDkDMzPFv9RTpkwlb6FilK9SU+vrjOjTiXJlSrNx7SrSp0+f4LV9i7pSJl8agsIi2X3Ol93nYisXHV3fChtr5X+0+qbI1FbGhtqyE1929mHhSV5X1C9DDiVrM4SdGH0XqRmzOAMojmpVZcLSpA1DydheHKF22Do1RcmaDCPLRamrlFWhiYyNKeDECEL+jxIVFYWJiQlSqfqyijeunKdc+XJxUbW2SCSR/79mJI6OjkplfODAAbZt38aOwxc1ajf76xEJ/l08UwybNq5nQr1ozL8lFE7OTE4s3fuQ4W0LEy6Jpn2tnPghViljTTCUjA25d1adjFML8aNkfd+/PjI2RNUj+WuaiNnYiT40kXJKo+niqjgZB5thZxcV9+/4YtZVyoqukdIIqTP/o9y/fx9bOzvSZ/RSe2ymzFl58+atztdq2bIF79+8xs7OnkcPH/Du3bskx5w9e5aevXoxY9FaMmXJGvf8l88f6dK8Fts3rExwfGIZA6weURl7GzOevf2V5LW6pb3oVCcXk9ff4uDlt7g6WJEpXkIQXUhpGdtJIhQ+IFbEKSljTd+TvvWJg8wtk0XGmqIqRaWiVJWKUlT+7SRXDuk/ESFC/o9y+/Zt8hcqlmTxliKKFC/NsN6P8ff317i6Unzs7Oxo0aI5l8+fomHztnTr1p0jRw5jZmaGTCbj7NmztG/fgbHTF1KhamwKzJiYGB7cvcmS2ZN5cO8237760bR1J0zNzIi8PwTsk36b/fgthF/BEjJ6xM6Bh0VE8ei1P3dffMfn5Q/uvfhOjFTG4oHlNSoaoWq4OjXIWBl/gojVoc1WrNQgYm3RRsLxtz5pep6qKFnZcHX8vb/GQpCxav5KIX/9+pWfP3+SO3fulO5KquXHjx+4eqTR6FhnVzeyZM3O1atXqVu3rk7XMzU1xdTUhMFjptKpSQ3q1q1HgYIFOHL4CEFBQQwaM5XaDZoRFRXF+uXz2b5hBTKpjBYtW7B9ywaaNG1K/64tifB/wqPn3/E/1hUTk4RfJmQyGbm9nCnTcy+eLtY8e/cLJzsLCmZ3o1B2V0a2K0KJPB6kcbEhSKd3EUtqkXFqGo6O/158773n6c3XlK5fEJc0jlq3Zcgc0Una1rEtQw4zayrVxHuQFT2nqi1dhq6NIWVBwprzVwk5ICCABQsWsmDBfLyzZuXO7dsp3aVUS0BAIPb2jhofX7xMBbZv306dOnU0iqrjI5PJOH36DJ37DMPS0op1u4+xduk8fvr/YOSU+ZQoUwEz89g/2oUzxnPj0mk2rF9P2bJlEYtj6/weOniQKcMb8SzMjIxp7ZPIGCCDhx031zTj8gM/fgVLKJzdjXRuNlr3F5RHxykp49Q6Nxz/vTy7+YbR9RYiCY9CGiOjwT+VNG4nvogTSzi+SO1jNF98ltKRsBxdI2JNjtWm7eRazKXN6mZQv4UppQmMN7/sYGe8vv41QpbJZHTo0JGQ8NgFRKNGjkzhHqVuwsLCcPBw1fj4bn2H0aJWGbZs2UK7du00Pk8qlTJnzhyCQkKoWL02AFbWNvQZOjbJsaeOHuDg7q2cP3+OLFkS1vl1dHRk8uCK1O60nWZ1lI98iEQiyhVIq3H/FGFMGRur8IE2GLqYhSQ8kkdXfHl+6w2HV12k/j+VOLjsHPnKaZZlDZTLWJFQU4tk1SHMDSsn8Z5i+b/lYl4vc499Qf6jTvwjT7wWNVTjSyfFEmp8V1z6LVDBQq/AYDOjSfmvEfKpU6d48PABm/adoX7FwlSqpPk38/8iLi4u/Pj1U+PjnV1cmThnOUN7tadkyZJky/b7ZhsWFsaJEyfYf+AA/v7+2NnZ4eLiglemTJw+fYaPnz8zZ9kmrKyUz9u+e+3LpOF9WbZsaRIZyzlx8RUf/ILo2rIwQVZm2AeHaf6G46FtaUV1VZtUCc5olYesrbSOkg2ZtvOH1IQ7h3y4su8eN48/xM7ZhqyFMtK4XxV+fQvG0cOezHnTad2uOhmnBClVeUlTtI2SlaHJULU82YaxCAoz+y3jZOSEm61SKRuCfa42lNXguL9CyNHR0YwdO47u/Ybzxvc53lmz6rT46L+Ep6cHz1/f1Oqc0uUr07hVBzp16syuXTtJmzYtjx8/pl379sgwoVqdhpQon4WwkCB+/vzO/cfPyVOoGCu3jERkZkWMki1W4WGhDPmnPR07dozLqZ2YmJgYZiy/woDOJbCx0n17gjIZ6xIVg3LJGVrEihZxJZayofNkJyZSEs3Ns884eeghN489xNHNjqLV89CobxX8vwRy59QT7px8TP4KORi4or1GUwXKFm8llnGIyELrvb6GILXLODkJlZjHRbLGknJKyFiOsaR8ws2WkGDNVq38FUK+fv06P/39adqmMysWzKB4seIp3aVUj4ODAyHBwVqf13foOCaP6k+pUqXp0KEDa9eupW3X3vToPxwnGzMczWNIfB+WysAvBGIUtCeTyZg6ZhCuzo6MHz9O6XUvXLjAs1c/adcon9Z9lqONjDWtZZykrWQekja2hOXcv/aa6X23IxKJ8CqQgdL1C+LvF8ix9VdwS+dI0Rp56bOoNfnKZsPcUrMvTNou3kpuKRt7v7Cx0WZBl7roWC7j+Ak0DC3llJSxHENL+YSbdqmG/wohX758mWKly2NmZsbDuzdp07JpSncp1SMSiZDGKFKkaswtLJg8dwVnTxxm7dI5zFyynrKVqgFgISaJjAF+ScREKbnWL/+fHD+4l0mTJiVJoxmf7NmzA7Bhz316tC6idb8VoamIlQ0PJ5ahIhlrun1HVc7o5C5ZqIgH114T8D0EKfDt2CPylc1G0Rp56Tm3Bemyan8jVSVjRdFx/P9PDinrKuOUio41GbbWdUFXfBknTp5hKCmnBhnLMZSUtZUx/CXVnurUrUel2k1o2Lwt5fJl5OzZM+TKlSulu5WquXnzJi1atuTsnVc6rUJWRDp7EWYmSX+doqQmfAqSKj3v2qVzDPunA0WLFcXVxRUHBwccHOyxt499ODg4YBl8iNsP/Zi35jofrvXHzDR29bW6eWR9omJ9Vk0bQsSQOmQsJzoqhsev/UmTxQ0rW/2SeSRGLmRVMo6PMaWckjLWZoW1sutru/8YYiPkaf76FVcRUE5IcBBl82X8+6s9SaVSbt+6yeAJc3jocxtLSwty5MiR0t1K9RQsWJDw8HDevHpBlqz6f14iwFSUUMYyWexiSBEyLExFSKIVf/crVa4SWw6c5drlc4QEBxESFMRbv5+EvnhDSHAQET8fExgiITAo9mb1+UtwXJat+MKNL2dtFm7pOjwNCUUsk8kI9g/l5d13fAmQ4JLemdwVcurcdmoj3NaGLPltSO/fho9sVXiMtrWVNY2MUwupdX5YnYzVIcg4dfDHCzk8PByJRIKLqzs7N66mYcNGmJgIGUHVYW5ujo2NDeFhuq1UToyFmQkiUWwULJNBeIyYX+FSomJkJN2jkJRMWbImSJkpx/P7JCC/Rn3QJfuWMhlrEh0nlnFb7xEE/gjBI4s7LumdeHLxOf229KRk02IKz/+TomP5e03v3ybuv0889+rVprKoWBOSa+g6uVdL60J8GcujYBtxolrAKqLj4V+EACa18FcIGcDC0hLf54/p3qVjynboDyEmJoZf/v44ObsYpD1L09hh7yipiO9hEBmt/fx0YmJlbBi0iYq1lTHEzsk7uNnRfHJTKnUqB8D20bu5d+yBUiGrIjXJWI5cxnJyf2mis5S1HaJWhLGl/CfIWE5QjCWfw21/b0v6v38TizkxgoxTF3+8kKOiYjdoy2QyXN09efXqVQr36M/g0aNHWFvb4KZh+sz4KCrsICcgz2yVMlZ1rhxNIl1tMFZUnJhq/1Rl75QDFGtYGEtbC3yOP6Rsm9IKj5VHx6lRvIkJtrBMImM52kpZ0RC1PkPTKbUdKrUQKLNIIONPP61J9//v2A7mv2WsKGIWZJz6+OPHdj09Pcnk5cW1i2dp2KI9S5cuw9fXV6NzZTIZFy5c4NSpU2iwti3ZkUgknDt3jp8/NU/goSkuLi5ERUfx8tljrc5TJ1QNqjkmK+pkHGRtFfdQ2Y6aqkRB5pZU7lqBzIUzMSjPSGbWm09MtJRafaomOfZvkbGc3F+aECq2TPCQo+x5Qyb9UFRFSR/kgtc3atUUfa7jIJJgL47AwTwSG4tI0rmEYWMRGftvFdGxIOPUyR8vZJFIRMMGDTl97AClylWiYYu2DBs2XO15Dx8+pG69ejRo0IBmzZoRo8MWIGNy8eJFcuXOTbfuPciZMyddunRFIjHcDSJ9+vQMHjSI6WMHaXyOJkPIQRH6fY6GjI5VyVgTCWuKfCGTSCRi0K4+DNrdl7Q50tB9ZUdMzRMOQv1pMtaVxAKOj7EycKkqd6iqBKIi4ktZ0SM14SCSkMY8iLRWIdhYRMb+9/8ythdHKHwIpE7++CFrgEaNGlK3bj0kERG06fwPjaoWZ8+evTRt2iTuGJlMxsOHDzl8+DCHDh/hle9Lmrfrytt3H+jRravKPbDJQVhYGNu37+D161cUKVKEwYMH02vQGJq17cznj+8Y3qcT/fr3Z8Xy5QbbppQ2bVpMRJp9JzPEfK5UqnzrkyFRt6VJWxFrIyaRSESG8vnIUD4fNomKICSHjIMtLA3SfmrIuW0oFAlYk6FuW5lEqbzV7ftNbmk7iCQgBqwQhPsH81cIuUCBAji7uHD14hkqVa/DvBVbGNCnE3v/3UtoaCjfvn3n69cvSCIklK1YlXY9BpDZOxtb1y3HzNSEHj26p1jf/fz8WLVqNRs2rMczbQa8s+dk564RdO8/gubtugCQLoMX81dvp0Wtspw8eZIaNWrodC2ZTMbPnz958+YN58+fZ+HCRQwaM1XteTYRs3W6HsQuHju0dxs7N67m9asX1CibkfWDy2NlkfRXT5/oWNPUl8bMbJU4IgwVW8ZJ2ZgyTixPfaVsSBmnlnzUijCWlFMqgpZLObVF8AKa81cIWSQS0bRJE3ZvWUvFarUpU7Eqa3cd5cr50zi7uuLs4oazqztZc+Ti7auXbFy5kInD+tCgQQP27tmDhUXy7y309fVl5qxZHDxwgFLlKjNr2SaKliyrNPp1c/ekbZfezJ+/QGcht27ThmNHj+Lg6ESREmWYuWQ9ZSomnOOUiZZgG26Y0n7v375mcI82RErCGTJ4MPnz56dfz+ZM2vWAkf+U1bk4hDL5JiY5ZKzNvltDyliZNPW9hq4y1ke8qqRnbDSVsqLzIKmUU1qGKX19Af34K4QM0LdvHzYUKcLFM8epULUWOXLnI0fu2LzHMpmMOzeuMKRnO27fuEK7tm25efMmmTJlSpG+SqVSWrVqTfa8Bdl17IrC/beKaNa2MysWTMfX15esWTU7R05YWBgnjh/n39M3DJIIRBOWzZ1Cwfz5WLp0Ceb/r3c8e1RVqrfbSuOauciRRfmWK02la2w0FZS6PMyGQlV/UkrGhiAlpawMTfqTWhOFCPyZ/PGLuuQ4OTkxZsxY5kweiSTi943pq98nOjWtweAebSlZtCAPHzxg9uzZKSZjgG/fvvHy5QvGTl+osYwB7OwdKFm2IkeOHNX6mo8fP8bWzp7M3tm1PlcXXvs+59zJI4wbNzZOxgD5c3owqGtJGvfcRZSS7VGGkLGirU3aliv8k/gTFompI6W2L4WILKjyvgpV3lfRauGXXMbt3xej/ftiQnQqoDd/jZABOnRoj4O9HVvXLQcgUiJh6D8dyO7txaNHDxkzZgxubm4p3MtYITs4OmFpqb14KlSrw+EjR7Q+b/eePVSqXlvvBWGazvPeunaJQoUKkyFDhiSv2dmYYypW/KuXWiJjUB8xapsm0ljEl7F9WLjKh6btpBQpIeUG78om+P9AmYVGD4iVsaJ2bGWS//T+aAHd+KuELBaLGTN6NLu2rAFg5aKZiGTRLFq0CDs7uxTu3W++f/+Oi6tuXwwqVKnJ3Tu3+fr1q8bnSCQSjhw+QrXajXS6pi6UKF2B27dv4ePjk+D5CEk089ZcZ9mU2nEFIoLtrOIeygixslL50JS/LUpOLGN1aCLmlCY5RRZfonLiS1YZQTGWCo9L3J4gZQFt+GvmkOV4enoSER67WOjr54/UqV0bS8uUjWQuXLjAoUOHsbAwx97engsXL5ItZx6d2nJ19yB/oaIcOnSYrl27qD1eJpMxYsRIHJxdKFGmgupjRUt06pMivLyz0a3vUBo0aMiiRQupX78+IpGIxXsfkDadI/kqZCNYg2hdU9nKjzPUgrQ/JTqWo61k7cPCNV7k9tF5q8rkIGcyntHq2poQX2TGmltWJGM57d8XY0m6h0pf7/NJeV3uBu/KGuUzEfj70UrI/fr1x8nZmfnz5hqrP3rz6dMnPNOkB8AzXUbef/iQov3x8fGhZatWNGrRnrCwGD58fUumrLnpO2y8zm02aN6OVasW07lzJ7WFNKZNm8bRY8dYt/s4ZubKE8zHl7EiuQXbWWEXHPvvIDtrpSuks78ewYssMwDo0X84Gb28GThwEFu3biN71lDWrLvOlk1t1Q6dK6tLDKrlo07guqy0ViVfbRZzabMdSdsFVspqNhuKJ557yf2lSZLnk0M8xpLzgUyXlUpZlYzlryuT8oFMlwHDfolQ9eVB4O9Bq3rIAPb2Drx//87oHdOV1atXc/j4aRau3cne7Ru5dGI/+/fvS5G+REdH06hxY7xzFWTASMMVSoiUSKhdNh+DBg6gZ8+eSaQsk8m4d+8e69av5+iRo6zZdTTJymobCxNszEWIgC8hC1VeL76Y5VJWhFzSQXbWfHEbF/f8L/+fbFncmqfPvtKvb3mKFE46rxwfXbYraSIjXeobq6rdqymJ9yIbGrnkdRFy/M8k2MJS7ZePYp/qxP07JaJAY0TLiWW3KeOtuP9XV84wsZQ3Zbxl8MVdgoz/fDSth6zVHHLFqrWoVLmS3p0zNqL/Z59Kmz4jL1++TLYMUXJkMhnHjh2jUuXKfP3+k069Bhq0fXMLCybNXcHiJcuoVr06d+/eBSA4OJgFCxZSvHgJ6tdvQKhEplDGdpZiXC2lWItj1MoYEgpS1TxvkJ113KKv+Jm90luvY8Twqmxc30YrGWuT3jJ+TmplD01JHJ0qy8ec4PoqJB1X2cjIw9z67LOWyzjxe038vuUSNpSMtc1DbYw52diINpb4Mgb1Wa9mej5Pcm7ihV/6IMj4v4VWQ9ZvX7+gR7euxuqLQUiXLh0PfW7z+eN7ChcrRWRUFMePH6d27dpGv7ZMJuP06dNMnTaNDx8+0rHnAJq17azTamp1lC5fmX9P32D9igXUrlOHqlWqcu36NTJkykKXvsOpUK0WVlaKV0SHR0qRWcDbQM3njEOsrOIiZbmUVUXLECtlbVZN65Pe0hjIBaVp0osgsSX2MYpv4PKsXZpIOX4kre54+8gIg2Tm0ua9nsl4RqlEdRVmcldtCpRZJIhkD2S6rFSg9uIIhZGyvMbwTM/nsbmj/39MfInrkzREkPF/D62GrKtWrcrOnTsRi8XJ0TedkMlk9B8wgJev37F88342rFzE5VOHOHXqpMFyQCsiODiYxo2b8OrVK9r36E+Ldl1wNVmW4BhtVgNrw6f3/mzYfIuiFbJTslquuPdpjDlFTRdNyWWtLq+0IpTJWN28qjZSUicxbSWVGGViTpzf2hAkTsupzc89yNoq7r36mTuqjVbl0tT0OHUkbkfX87QhsXjji1KZlBMLWS7j+CiqrpQ4wtZUyoKM/y40HbLWSsjPnj3D09NT784dPnyY48dPsGTJYr3bUoSfnx958uThgs8bTExMqFehEP/06sWQIYONcj2ITbxRqXJlzt99hbWNrdL8z/pKWdvIUdObsyYLpuTos5JZWxnrkj0qvmj1yWwVX8qKUCdqZVJWhD6iVpQnW9ufuzZS1hR1clV0HU2ErG//dBlKji9kRTKWk1jKioa8NZGyIOS/C02FrNWQtbW1/qXxIiMjGTV6DB/ev6Ndu7aUKFFC7zYTkyZNGtKkTcezR/cpVro8yzfvo1fbhkRGShg5cqRRImUPDw8iJRJEJiYqizHYhofrLGWdVggrWH2rqp3Erxkyylb1vg0hYkMTJzjl91+VUpa/pomY40vfEFG0Jl+w4n/m8vcaKo4AsWEWT+kyDK3qnJRKraluYZeAgKFI9n3Ia9aswdTMnPbd+7J02TKjCBnAy8uLz59itzzlyJ2P1TuP8E/7xpw5c5axY8dQoUIFg4rZ2dkZsVhM+KepkN5R5bHaSlnf+VR9zlck9Ph91zRa1nR+ODWIOD4qo2jzhEJWJpP4x2gr58RoK2ttfvax7zUArBwNJmV9MNb11ZVOVIWq6FhAQF+SRchBQUH4+Phw9uw5Vq9ezYI12wkJDmLNonNGu2aGDOn5/PF93L+9s+Vk3+mb7Ni4mg4dO5E3Tx7GjBlNqVKlDHK9q1evYmVlioO9ZkLRRMqpYWGTOjSRsyYyTm0ijo8qKYeKIzSSshxlEbWmw9vxSzoaA0NLWdcoObUgRMcCyYnBhRwZGcmTJ0+4c+cOt2/f4e7du7x48RzPtOnIk78QyzfvI3/hYjx56MPnz58Mffk47O3sCAkOSvCctY0tnf8ZSLO2ndm8ZinNmjWnRIkSjBkzmkKFCmnV/vcvv4elZTIZo0dvoFvXkthrKGTQb/g6OdE06YQ2XzBSs4C1QS5HbaSsCF2Gt40p5ri2U0jKqREhOtackq/1+3lfz5J6vpQlJ1oJefXq1WTPnh0HBwciIyORSCRERkYSHBzMo0ePuHv3Hg8fPsDC0op8BQuTK19heg2pS54ChXFzT7gYLOCXP3Z2yie39SEmJoYLFy7SrscAha/b2Tvwz6BRtOrYg40rF1G7Th0qVarE6FGjyJNH+5SWx0884/PnQDq2L65nzzUjscy0XV2sCmVt6ZsJyhAyVpW+URkOocpfC7RZq1M/QP0qbF0lpGrrVGLib6UydNIR+8iI33PnBpZyaoqA1RF/y5ONOFIrKatKrykgoAithHzp2k327jtIcHAQ5ubmWFhYYm5ujqWVNVmy5aRR226MLVCEjF5Z1M7PPn5wlyKFC+vVeWVs3bqV0PAIqtVuqPI4J2cXBoycSNsu/7Bu+TwqV6lCndp1GDlyBNmyZdPoWseOP2XEqENMnlgba+uU+QadXNGmrlJWJuP4e2zVCUUXGavDIbSLTlLWd0uUoZBnzXriuTfus9R0hXniYxVhDCmnBpKjhrEgYwFd0ErIU+avxtYAUW2kRMLRfTsZ0K+P3m0pYsHChfQePAYLDYtKuLp7MGz8TNp368vqxbMpW7YsTZo0ZfjwYUrrJkulMpYsvcS6DTeYN6chVSrrVmdYl2FrO0nEHzHkq2zldOJkF6FiSzBXLmVjyFiOtlJObTIGyP2lCU889wLafTnTJKGIoaX8txMaY87wLznUHyggoIAUqfa0cfVirK0sadPG8DfakJAQXr96RfHS5bU+1zNtesZOX0iHHv1ZvWgmxYsXp2HDhpQpU4YiRYqQPXt27t+/z8mTJzl8eCNBQRJ2be9A9uzuevf7zLHHfP4YQOUaufj2NYi9227j++oHIYHhiE1NeO/7HYAxy1tTvk5+0DDSVJbpSZn81N2klUXJ6hagKZJx/NXEyqRsTBnL0VTK6mSceEg2vrwMOYcaX8Zy5FJWl+Ur8eeraZYvQ84ppyS6RMfKMnUpQpCxgD5olRjk8sP3ekfIkogIqpXIyZbNmyhfXntpquPu3bs0adqUs3de6b2t6dXLZxzcs43H9+/w+P49JJII7OwdqFjMncqlvShbJ69Wi7iUEWxpSb1y87Czt8T3+VcsLM1o0roY3iWyYO9sQ0x0DD5XXnF6713EYhOKV85JlwWtAf3zIysSs6EL1Ssapo7L75xoS5BNTERcn5JDxvFRJWVdImNdE1+omkNWJOP4yCNlTUj8s5f/3BVF2fHf+39NyPB7tbWqOWRBxrEU9YnB1D5arzb+tkVdRkkMYgjOnz6Gq6sL5cqVM0r7t2/fxjt7LoPsMfbOlpOB/6/SFB0djd+nD2R12YVTuPymKiNYz2uEWFnh++wLP3+Gsv7KcCIjozExEWFjZ5kgeilWMQfdRtfm1n0/RtVdSMP57TCzMEuyZ1XrfaoKFgTpmxtZFYpK+KUGYqNLFUk+EsnY2FJSJ15FKJOxon3NifNqy3Niy5G/puznFb8gQ3LQ4F1Zna8Z/1x99iDLEcSrnKI+MQBEByVVy+2CqTflcmoh2YUcHBjAzx8/OXToEPXr1zdo2wcPHmTSpMlMmK150QRNMTU1JafHHuyCDb9948JJB6pUrk6kox0AUiCY2Jti/JtmWFA4548+IkO+9EisbIlU8KXDUEklDCll+Zx3cke8mnIr3RHAklAr5duJDCFjTYetDSHjxL8HaqP6RIFf4lKLidFHkNoiTyOpyzX1OVcRgoyVI5exIgQZa0ayC7lpm07YOzrRu09f5sydR+NGjWjVqiUeHh56tTtjxgyWr1jJ2OkLqVqrgYF6+xubiNlqqxtpS4iVFSJZHy6crsQ/PbpRVtqao5a/b6yhYksiwyO5vuUy9w7c4tm5J3hk86TNks4Em6qes1U07KksqYQxts0kJrXK+ECmy9jKFMsr/meo71CtpjKu8r6K1m3Lv1AoQtGXCFuZRK2gNflSkBxSTpzTWZtr6nOuIoSV08oRZGwYkn0OOa7NwADOnTzCiYN7uH/3FhMnTqRr1y4any+VSvHx8eH48eMcO36Cz58/s3LbQbJmz2WQ/sVHnYy1KTEIsSu0V6+9xvIVt7CxtcX/5w+eP3+Oi4sLALttjgDw4WsY6xvNJDoikiLtKpKvYXFcs6aJa0eTRUOKxKwsUtZnPlnVdiiRzDir6fUlce1bRUn/bWUSgwxPayJk3WWsGG0i+vj907YfmkpO0VCxqkILqgosqLumqnMT/9w1of37Ylqf819BkLF6jFLt6dKjMdjaqV/QouoG/NF5a5LnHlx6weSWKxmypiMlaiX8FhpfCDExUl6df8qpI485e/wxEZJoKpTNQqVK2ahY3hsHB+VijF/PV1vURcbaCNn/VxjDhh/kzbsYFi9aiLW1NSYmJhQpUiTBcTOkx1lTeghpi2ajwZp+mFqYadXn+DfY+FJWNWytSZSsTNDKhJxaZQywJN1Dhc/rWjJPGcaSMSgXcmIZq5o3jf/+dK0ypI+UFaGJAJVdU5P3oI2UBRmrRpmQBRn/JkUXdclESxTeiBXJGCB/uez0XdSaed03Mv/8MNJ6x24jioqMJuBnCK+ffuH8wftcOvwQZFIq18zD1IXNKFTcC6fopDVIDYkmw9RhYZGcv+CLvb0lZUpnVrqg7OPHANq030zePGm4eOEMjo6OCo97+fIlBztMxiV7OhptGICJlvWnFcnYmGkW/1RCY8wV1rD9m1AX4ev7ZUNbDLGoSkDgb8UoQo7dk7oWh9DfQ9DKZCynfJMiPL/9lgEVZmJuYUZYcASREVEAOLnZUq5OPsaubEPZAmkwNY0nKP1W16tEnYzvPPzM8q13OH3lDR4edrx794s5s+rToH7SuaZv34Jp32krVSplZ+yY6kpl7OvrS8WKlWjWtgsZF1dKNhlrOodszBXYAsYjvnjlQkxuGcfviyDlvwflW5yECFlbDC7k+AkiPjpvJb1/m/9vKVF/bucpjSjbsBBm5qZY2VlibW+Jh7kIc0vTuKjT1ID1eZWhTsT3Hn9h9qqr3PD5RMemBdi7qxPZsrlx6PBjZs05q1DIK1dfI3s2N8aMrq4wgo6KisLMzIyQkBDEpqb0HzGBzaa3QcGEgjY3UrmM5cLVd9+ywJ9H4ig5pUQcH3kfBDELCPzGoEJWlLM4NjLWTAJisQm5SmRJ8JxFMkdjqmT84NlX5qy6xqVb7+ncvCCLJtTE1ck6bg75x49QMiiohSyTyThy9AkTx9fExCRWxtHR0Tx69IirV6+yb/8B7vvc49OnT+TMmZOw0BA+vn8LirN2EiizULoASY48yQYkjH4VZXIy9grrPx1ln7cmpJYqR6m1sIMQLQsI/MYgQlaWszi1oE+Jwws33rF53wPuPPTjV2A4HZoUZO7oari52CQ47tnzryxcfIE5K3YSalk5STu1GwUydvw2Vq97TXhYGB8/LUBsIqZA4WI4u6cjYyZ/zMzMMDMzo0KFipw6sh/TcsoXp8QfdkzuOWNlw9apeQGXIhTtKVW20EtX/pbSg8ZEWDQlIBCLXkJWV1Iv/vCoqqFSVRFa4pt/4lzK8VdPqxOv/HVVq62D7awSRMn3n3zlzOU3rJ9Tn2IF0mFjpXi184qVV2nYvDOlyyeVMcDgMVMpU7EaoSFBWFnZ4ObhSZZsORGLxcybNhZPl98r71q2bMGsOfOoN0P9atEG78pyJuMZQDsZK/rZ6BMp/2kyVkafT/kUrsDVJ0pObVGpMdB1j6+uq7oFBP5GTHQ9McjaimALy7hHgtcSZZhS25aa45O0nygiD7Gy0ioKVnd8/G1MPdsWIauXMzfufVIqY5lMxplzbyhXpabK65YsW5EqNetTukIVsuXMg1gsJjw8jMtnT1CmTOm446pXr86rl88J/vRDZXvyyKLK+yo6y1iT59URf/He34CyiM0QQ6uBMguFj+TCmNG6tnIVZCwgkBCdhCyXsVykiR+6os356qoLaYJczPEfcuRSNjcTkzGdA19+hChtxz3NMLp06cK8KaMIC1V+XGIiJRIG92iLh7sr9erVi3ve3t4ed3cP/J++V3puYmmoyqyk6UiFJq8n5m+TsRxDS1ku3qAYS4UPfQj6f1rP+I+UQlPJGkLGtjKJwoeAwJ+K1kKWyzg+oWLLuIchUCQFhUPiBpByYuJL+W2UlAGTTnDt7kdG/aP4BmKZbRwAEydMwNbGin07N2t0naioKIb37UxEaCC7du7EKt51b9++TWhYGGnL5FF4rjJZyKVsHxmR5AGGX2H9t8pYjr5Sjh8By8UbGmOu8KErKSlfZaiTrRAZCwgoRuc5ZHn1m8TIn9N3UZGmVYiU1efVh0BzC/Zuu8XSWacoUTwj/+7tgmU6hySVndw8h/LhwwcOHDjA+fMXePr0KVXqqE18RkxMDOMG9+Lb5/ccOXwIOzu7BK+vW7+emvUa0+W79jeu1FpN6U8ltS840jXDl7FRNad8INNlvaUcm4Nc8WtnMp5R+bmoytKV2n/eqZG/rVRiSqJV6syjr6cidXWMfU6JkOOjqZSVFT0A5TVbkxxnICm/e/ODUf12ExwYztAJdShZLiumpiZJ9g5nduiDRCKhWLHipMmQibKValCqXCWNSj8umT2ZCycPcfToEdzc3BK8dv/+fWrUrMmuY1fI6JVFSQsCAn8GqhZ6GTtNp6L2BRkLpATJkjrTJiZCpZS1GcJWFlknjpSVbbnRJVJOPOQtk8kYO2w/XnnTMWBmY0ICwmlSYwnmlqbU7V0Fr9xpMbM0I5+kOrcib7Fz5y7MLa1YtmkfYi0yan3x+0jjxo2SyBhg0aLFNG3dSZCxwF+Bqkh5U8ZbWktQm5XciSNxQcYCqR2thBxiboE1Ceci1UlZWxSJWdPygHLBKhOzujnnX99DeHjzLdO2dMHC0ozxgzfhVSAjmctk5/CmG3x54YdJlAmmZssRi03JmSc/E2Yv00rGANly5uXQ/h1kzZqVqlWr4uTkFPea35cv1CqdOochBQR0ocG7skplqI2UN2W8BVpWjJK3L8hY4E/A6PWQ1S06UVQeEFQPY6vLp6zrYi8HFxts7Cy5feEF9k7WPLjxhsnP5iPzcMN7UBuDLUZp0qoDX/0+MnrsOI4ePcb69eviXvP08ODEob3UrN8UMzPtKjwJCKRWVElRl3KI8VG3yO5vkPEo5zcKn5/mnzmZeyJgTHTehyxHUXSszfYLVcfGbzs5cjCLxSaMWNSCaX22M6LNWupPbI7Mw40QkYVBV4ba2tkzbPxMJsxayt17dxO8Nn/+PH79+MqkEX3RYHpfQOCPIbXJL7X1RxeUiVrgz0T7bU/xxJhAmFpIWFlUrI2UDZGeM9jCkk92jgke3q3Ks+zdfIZfnEDRfvUJERkvcUP+QkX59vUb+/fvJ/z/2cMcHByYNnUKh/bu4OG920a5roCAwN+DIOW/B62GrIPMLbH+///LRalMwPHTBSrKtWwfE6HwXPlzSqWt4XyyJihdKe5iiZN7WqPKGGIj5VFT5jJg4EACAwLwypyZNGnS8uD+fXoOGEG+QkWNdm0Bgb+NxHPJ/6WiFaOc3wjD138BOs0hK5Oxtjl7lUlZ3rZcysrmk/WpzfvJzpFQFRG9sWUsp16TVtRt3JJvX/149eIZ3758ptfQieQrWMTo1xYQ+FtQtLDrvyZoQcp/PloLOb6MNRWwrhVvlEk5fpSsi5Tjy1jZe0jOP16RSISHZ1o8PNMm2zUFBP4WNC36kRrqQBsbQcp/NlrNIYeJYyWlabo+baSWXBVxUltpSAEBAQEBAdAhQtYmd278b6TyKFke9cZvRy5j+X/jR9OaDF3rQlw7CrYQh4gshMLpAgICAgLJit7bnrRBLly5jENEFgojY2NFy/IKVeqQfyH4LwxxCQgICAikDrSKkIPFlug74KvLvHP8KDkxms4fKxuqVtYuYiFSFhD4EwiUWQhfngX+CoyeqUsfFC0G02XYWtd5Y1uZJE7KAgICKYuiutH24oT3AmWLR5NrjYqAgD7oLOTk+AVXtTJbvtI6sWzjR8yJX9M125cQIQsIpCyKZAx/R7YtQyKssP6z0UnIKf1tUx4lK6uZHB9FEta2GIbwRy8gkPro8ylfSnchVSHI+M9HayGntIzlxJeyNudog6FzWAsICGiPouhYkHFCBBn/HWhXflFkoXJRlyEXV2iSSETVfLIhSkIKMhYQSH0IMk6IIOO/B70XdRljfjWxjJWuhMYw4k1MkNiSKu+FmsQChmdJuocKn1cnGXkBAQfzyLjnbMSRyg7Xuv3kQh7tJl6Mpe54OanlfaQWBBn/Xei9D9lBJEnw0AdbmUQrGRsLQcYCyY0yUQPM9HyeQMR/A8oWaak6RpCxwN9OsiYGUYWiIeqUkLGAQEqhSMozPZ+nQE+SB2VSDoqx1EjYAgJ/GykuZEVRMQgyFvhvEl/KS9I91GpY+k9ELt/4DwGB/yopmhhE2cItVTK2iYkwyryxgEBqQdXwtYCAwN9LighZFxHD74IQilZWC5IWEBAQEPiT0VvIutQ5Toymw9OCdAUEBP6LCKup/xvoJGRDSFhOapsrLvapTkp3QUBAQEDgP4hWQraVSbCUKSggrAOpTcQgyFhAQEBAIOXQechaU6HKax+rW6gVn5QYmhZkLCAgICCQkmgtZG0jW21EnFIIMhYQEBAQSGm0ErJdTARgDWgnU0URryBjgf8ifT7li9vWpC59ZOI9uX/Dwh4h25aAgHK0TgxiExOhtUzl58R/pAYEGQukBH0+5dM4l7Oc4f9r7/5d47gSAI4/sTppE1sblyYmPhw4fAQCIdjgIkWCy0BSXHVN/oIU1+UfcXVlmquvuNLkihQBh2AwXGlzDgalc7SSIynabArd+vbn7Mzsm7fz4/MBYe8PjUaNv34zb987vF3R2QB1UWiE/OboLITwRgghLOxDnKXIFokhpFn8Q4zZpi+e3w1f33yU671iDN1QeIQ8OD9diPHB2enC17LvWfa9KRz1+q8nl4UgxtTDF8/vrn2PS7zQHRuvZT0f3zxSRXk+xEe9vhhTK1lRFmPolo2DPNzvh+F+f+G5LEUvYZdxtOSSt20VAairaGtZr4vwRIoYA0DTJNtcQogBYLUk+yGnjvGyy9UAUGeVj5CLxPi9w7/MPH5041+xTwdqJ89sa6D9Cgd5EtjpmdIxRsDzMQ7h8uNJogxAF5QeIZeJ8KrFPrI+iiTKAHRBpfeQT3r9ma9l8nwu2GeHAWi76EFeF+BpRUIrygC0WaFL1n/+6bNw9dVg5evLLi2nmvEs2AA0WdQRctEoPrz5MPd7s+4jizEATRf9knUVUX548+Hrdannv8QYgDaoZFLX3RefLmzskCUrylmvWZsagLaobGGQ+8/vF7okXeS9k+NDWz248STz9UGv2I5pFh+BdO48Hs08Hr8arXjnrEo/9lRVNMWYNlsXY6CdkqxlDeQjxtBdggw1IcbQbYIMNSDGQLL9kKEtxBOoQuVBXjbb+nhnf+bx1fFZoeNBVxWdXQ2k9/0HvZnHx8Ne+CjH9yW5ZD0d0fkYr3pu3XGga8QY2i3ZPeT7z+9nhnddlMWYLhNjaL+kk7o+/2+eQfsiMabLxBi6Ifks66JRFmMAuiD5LOt//vHbla8d7+zPTPASY7rqyxfvb/sUgMSSjpC/vvlo7Xsm95LFmK6YvyQtxtBNyYI8ifHP4/UzqsWYrpjEePKnGEN3JQny/Mg4K8plJ35B0xgZA9MK3UP+xzs/hP3BlarORYxphJPRXrjSO496TNsjAltbyzrPpWsA6AqbSwBADQgyANSAIANADQgyANTAVvZDNqOUJvvq8Pa2TwFooeQjZDEGgEVJgyzGALBcsiCLMQCsZlIXANRAoUldf/3xw3D1YPD6cZ7dm6bfa5QMAMttNEIuGtgiAQeALtn4krUoA8DmotxDFmUA2MxWFgYJwT1lgKa59/Rs6fPfvWv3vhiijJDLjniNlAHg0sZB3jSqogwAGwZ5XUyPRv3Mr7zHAYC2Kx3kZRFdFdxVRBkALkVbqStPgGN+HwC0SbRZ1oPeaam4DnqnsU4BgAqZTV2tqGtZF42rGAPApa1tLiHGAPB/0YOcJ7RiDACzSt1DfnDjSRiseK3o7GoAoESQH9x4EkKIH9UvX7wf9XgA0CSFLln//e3/VHISYgxA1yXZXOJktLfyta8Ob6c4BQCotUqCnBXgaWIMAJeiBjlviEMQYwCYFiXIRUIMACwqFORXoz+EX/8X3yu9cyEGgEhKLwwixgAQT5JZ1gBQ1if/3ol6vG8+Hkc9XixJgmwCFwBkq3xzCTEGgPUqDbIYA0A+lQVZjAEgv0qCLMYAxBB7QledRQ+yGAMQQ5diHELkIIsxADF0LcYhRAyyGAMQQxdjHEKkIIsxADHMx3h47SIMr11s6WzS2nhhEDEGiOfO41Hu937/Qa/CMykv1gh3OsTTfz942c5FJjf6rcQYIJ4iMe6Cg5e7S0fH88+1JdDt+C0AGk6My2vL6LnypTMByCbG8TT5frMgA2yRGMfX1CgLMsCWlI3x7uAi7A6aGZ2imnwJuqju/KYALdCEEH/z8bg2nyWu697Hy5QeIZthDZBWE2I8ESuEZS4/T0bVTYpxCCWDLMYA6TT1EvU2gtjUGIdQIshiDJBGU0M8bZMwlp2c1cQYh1DwHvLffvpTCAdVnQpAd9x7ehZ2ByFcHC3+M9z0CKc0P+mrqTEOwSxrgOTuPT1b+VqRGGcdpy42mdyVZ4b19FrXw2sXjf4YmSADJBQ7onWO8p3Ho40/E5z3Y0/TP6epURZkgETWxbPspeo6RnnbUdz2zy9DkAESqCrGeY+f0nwMU42S151H3VkYBGCLYk7guvf0LHz37n6047XBsijXddtKI2QAaq8LS2gKMgCN0PYoCzIAlYu1A1Obo9ze3wygA946+HXumfbfQz54udvYLRazGCEDQA0YIQNQmaouMbdxlCzIAESV6j5v26LskjUA1ECh/8acHA+rOg+AVhufnFdy3N92Zid1Hfd/q+TnFDH+pfyGEkVd/SWE4VvFRsnHw7QLg+Rt5854PF67V9Xp6Wm4detWODw83PjEAKBrrl+/Hp49exb6/f7K9+QKcgiXUT4/r+Z/eADQZnt7e5kxDqFAkAGA6pjUBQA1IMgAUAOCDAA1IMgAUAOCDAA1IMgAUAOCDAA18DsPDWCeu2hG6wAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=13\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "lon1, lon2, lati1, lati2 = lon.min(), lon.max(), lati.min(), lati.max()\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "\n", "tmp = deepcopy(observed[t].numpy())\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_stimp[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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2bVozefKk6HNfvHjBoEGDef/xIz36DadQsZJkz+UavV4Zoh445QtkBsDjzW92bFzJif07uHbtqjCXLJCqkEqlfP78mffv3/Pz508qVqyItbU1q1atZvmK5Ww7fIGMmbMBUXOxR/ZtZ9emNWTLloVVK1eSOXPmRLUvk8nw8vLi58+f2Nvb4+DggEgk4vTp00yeMgUHxzQULFYKMzMzIiIiuHvjMm9evQBgbL8K9O9USmndATZRIh1oEfWvv2Vs0Q4wi3JO9Xr5nbNbb3Bu+23ylcnB1kX7SZMmTaKuKy5yMQ72D6FlpmGCU9e/xNc/wVQad4asaaw4PLpKinDw0pTNm7cwfsIENuw5QS7XfMhkMjatXsKaJbOpXas2p06foveg0WxZs5hnT5/GcuKQyWTs2rWbDRs38uzpU8LCJJSpUIWFa3dGC25IcBC7tqyjU8/+REZE0LZhFerUrMGUKZOVdUlAIMUQEhLC9u07WLZ8GV6fPpExcxZs7ex58fQxxiYmZMmWgzHTFlC4WCkeP/Bg7/b1nDl+iGLFitOtaxeaNm2qk+AdqggICODo0aM8e/aciIio0MA5c+Zk8eLpVC+TlZkjqqpMHRs9XE18MYa/gizH3zuQ5YN38frmV9avW0fFihV1ch0Pw9dHt/f+yWf6l5spCPK/hueHPzSYfpGMTpas6lWaItlTXxjIWbNmsXHzFjbvP4NLhkwAvHz2mHMnD+PpcZs5yzfRpXlNxo0ZrTQutVQq5cOHDzRt1oyeg8ZQt5HidZUf3r6mQ+NqrFq1UphPFgDg27dvBAUFkTNnzhSVU/zdu3fUrFULJ+d0dOw1gJp1G0cH3fn18zt+Pn/ImScvVy+cZuWCGXz+9IE2bVrTpUsX8ubVzZJKbZBIJDSoXxJrazOWL22OsXHCLwSaCDJEvazfWhrGghnjqFSxIsOGDaNkyZJa91kuxjKZjK3rbrBt2lEkweGCIP+LPPPypffq2zz18qN+8Yy0r5yDEjkdcbBOHcPYMpmMwYOHcPbceRau3UGevPEDxW9dt4yzR/dy4fx5lcPNS5Ys5fjps6zefkRpmR0bV3H51CFOnz6lk/4LpFyOHj1Kt27dAChevASDBw+iatWqBjelcefOHXbt2o25uRlZsmShc+fOvHjxgoaNGnPZ8328F4nPjtv58voHa0bt4/W9j7QZXZca7ctibhX/maFP56e4SKVSevToyetX19m6uT2WlqYJniMXY1BfkAEy/WnH508fOLJvO1vWLmP/vn3xAor8+q7YMTRmm5LQcN76SEibyYHzB+6zatoJBq1oz6TmKwVB/lcJj5Cy8eJbNp5/w/Mv/gA425iRO4MtedLbRP+bJ4MtmZ0tEet5GErXyGQy5s6dy+LFS+g9eDStOnTHNMbwdGhoCO0aVKFNq5YMGzaU169f8/nzZ9zd3WPV8/PnT/Lnz8+hC3ej58zi8uf3L2qWycuDBw8SPXcmkHKRyWSULFWK9j0GULNeEzatXsLhPVsxFosZPXoU7dsnT4zkwMBAvnz5gpeXF8+fP+fQocO8evWKOo1aYGxiwpXzp/ivd09atWpFzpw5ufLwA7Z29rHquOu7iL5lplOjQ1naj60fy/s4LkklyDKZjLHjxnHk6HH27miEs7M1EFv85FiHhET/PzGC/Mf7N58/vufenRvcOH+cs2fPxCqjSpAloeHs2HiTDcsvExIcjkwmQ2QkYurGTuRyz6/WHLJhvdYJ6AwTYyN61shNj+q5eP7Zj5df/Xn1NYDX3/x58P4Pe298JDgsEgAzEyNK53amRuH0tKuYPUU4hIlEIkaMGEHJkiUZN248uzat5r+hY6nTqAVGRkaYm1swZf4qureuR3h4GBcvXuLjx488ffokljWTNm1aqteowYFdW+k/fLzCthyd0+CatwA3btygVatWSXWJAknMt2/fOHXqFI6Ojri4uFCiRAnEYnH08bt37/Ljx09qN2yOubkF/w0ZQ6+BIzl38ggjRvQjf/78FC1aNEn6+vPnT3r07MlDz4f4+vpgYWFJ+gwZyZ7LlRoNW7KkWRusrKOiUxUuXpplsydSv3598uRxxePWNarWqh+rPv8/QVjZWdBnftT9LZVKCfgThM8Pf3x+RL3Q2zhaYeNgRYB9ANbW1nofrp83bx579+5jw95TODvvU1lWkUgrc+ZShL9p1LGm1Uvi6+PD9IWruXv3DkFBQVhZxX85+fkzgA0bb2NlZUqZMtn45BvG4lmnsbOzYMGaduSumpff3/0JDgglm6sLQQGh6lyyIMipHZFIRL7M9uTLbB9rv1Qq46tPCK+/+vPssx+Xn/5g+r4nLDr2gpntitCyfLZk6a+muLu7c+XKZfbs2cv06dPYunYZA0ZOomylquQvVJQNe04wcXhffv34jrm5BadOnaJ+/dgPo4EDBtC4SROatOpApizZ4rURFBjA65fPEjWnJGDYfPjwgYaNGmNn7wgi8Pr4njJlyrB+3TqsrKwICQlhzNixNG7ZPjpQBoBYLKZW/SYc27+DK1euJIkge3l50ahxY/IWLM6q7YdxyZAJO3sHpQJZrXYDzp84RPHixRGLxdy+fjmeIFvbWeDzw58OuUcjk8nw9w5CGinF0tYc+zS2iEQQ4BNMoE8QUukETE1N6dy5M1OnTo3lOBkeHs7x48e5c+cOHvfuY2lpwa6dOzE31yzs7okTJ1i6bDnrdx8nc9bsoJ6eRRNTjBUJsVyA45IxU1YsLSy4cfk8Nja2vHv3joIFC0YfDwoKY/2GW6zfeIvy5bJjamrM9p33MTI2ot+IGtRvGhW609/IiLQZ7DXrNMKQtUAMfviGMHrbAw7c9mLbwPLUL5EpubukEaGhoaxdu5b58xfgmr8go6fMJ1vO3ISHheHj483Jw/s4c2QPVy5fimX5AAwbNhyPBw9Zu+t4rKVQAOdPHWHV/GncvXsnKS9HQM9ERERw/vx5du7axamTJ2naphPDJ8xCJBLh7+fL0N4dCA30JWPGjFy5ehW3fAVZufUQZjHE5ce3Lzx/8pCxg3py/PgxihQpotc+BwQEUMXdnWKlKzJ66nyNPJ59/nhz7sRh0qXPQKVqtWMd83LYxsfn35AERa0Ptktjg31aW8zjzNlKpVLsPzbgq9dHpo8djIhINm3cSI4cOfD19aVjp068e/+RcpWqUaBIcfZsXUvVypU0WqUQHh5OmbJlad35P1q07wqAVejfoWJF1nBMVImxMiEOEptT8ks9Fs+axNP7N3n0+BGRERFcuXIl2qHt3Llz9OnTiUwZ7Rk1ojrFikU9H2UyGQHm5rG+i7jWeVBAKHVzjBWGrAXUJ529Bev7liUkPJJBGzwomsORjI6WydqnsLAwdu/eTbVq1ciQIYPKsiKRiPTp05M9R3Ye3L2F571bZMuZGxNTU9KmS0+bTj3Zv2MDS5YsZfDgQbHOnTp1CuXKl+fM8YPUa9wy1rGnjzwpU7aMri9NIJkICgpi7tx57Ni5A5GRmHqNW7H96CVy5naLLmNrZ8+KzftZu2weFhaWdB04jtxu+aOt0JfPHrNt/XLOHDtIlixZGTBwAIULF47VjlQq5fbt29y8eZMKFSpQsmTJRA/zHjp0CBNTC0ZNmafx8iMHR6dogYuLSCQiWz7Vvy8AIyMjbO3ssbWzZ8PeUyyePZHKlaswYcIE1qxdQ8YsOdl94mr0cHn+wsVoW78y3bt3I0uWLGr1c8uWrUhlIhq36qD+xZHwEHVMMQ4SKxbm8lWqc3T/dvbs3s3ly1ei07CuXr2GKVOmMG6MO82aFor1PYpEIp0tBRMEWSAWIpGIeZ2Kk3/gUfIPPEq7StmpVzwj7gXSaZR2UVdIJBJmzpzFwIEDqVy5Cm3btqFevXpYWv59UZDJZOzYsYOJkyZhbWNL0zadWbBuLw6OsXOempqZMXX+agb3aMOHDx/o2jVqOYeJiQk/fvxAKpUijYyM1wevD28oXaxQrH3Hjh1j7rz5vHr1EmOxMfYODtjb25M+vQuDBg6kXLly+vlABBLNpEmTuH7rDpPmrKB0hSrxRkvkmJia8t+QMbH23b9zg3VL53Lf4xatW7Xmxo0b5MyZU+H5Q4cOY8fOHZSt4M7iJUupWLECmzZuxNjYmE+fPjFlylQ6d+5EhQoV1O77vn37qdWgmdI+a8NnR/UjScXExNSUYeNnUqJMRSYO/4/aDZozYtLs6L79+P6V8yePYGQk5tmzZ2oL8rHjx2jVqWe8kSpQbh1rKsYlvyhewpi/UFF+//qFm5sblSpVAqJ8ByZOmsjqHR0pl9c5wf4ociRTF2HIWkAhGbvvJ0gSgWsGW15+9cfSVEzVQi7ULZaR2kUyJKnj14sXL6hduw42dvaYmJjw68d3GjVuRO9evShQoAAjRo7k8OEjjJg0m6q1GiRohXz74sXM8UN5cPcWoaEhWFpa4efnS6MWbRkzdUGsIUmA7etXsGz+NIYMHkz37t15+PAhrdu0Ydi4GRQpUTpqzs3PF38/X14+exw1jz1wACNHjNDnxyKgAffu3WPXrl1cv3GTjx8+sOPYZbJmVyykinj22JOFM8bz4slDevXqSZ8+fRJMcu/p6UndevVo17UPjVq0Z3DPthQpVIAF8+fT57//ePfBC6+P72nTujVz5qiOCy2VSlm2bDlz5s7lyKX7ODo5qyyvLtqIcaY/f72sZTIZH9+94dvXzzg4OGJta4e5uQUet64xa+IwSpUsRf369WjRogUWCQw1yyleogRDx8+mXOVq0fuCgwIxNluPiUn8FxF1nbfkopzvezOV7TeoXIQG9eoyadIkgoKCqFS5CjV6FaN/+/hJaRLqixx1h6wFQRZQSNuF1wiPkLJ3eCVef/PnxL0vHLv3hbtvvDE1NqJD5ewMb5wfFzViyeqCO3fu0LJlSxyc0pDTNR/SyEhuXr1Ag/r1OXP2LNuPXFS4bCnA34+zJw5z+ug+xGIxmbLkoGS5SlSpXgexsTFfvD4SGOBH1uy5sLSyVtr+Y897TB8ziBfPHmNmbs6oyXNo0qqjwrJ3b15lRN9OvHr5UuFbvkDS8f37dxYvWcKmTZto0LQNJctVonjp8hoJWoC/H02rl6JVy6gldPb29mqf6+HhwZgxYzG3tmPCrKUM6dmWVy+eYmxiyuELHvz+9YNOzWry+tUrpTl7w8PDadeuPc+ev2DaojUUKV5a7fZVoa1lLBdkmUzGnMkjObhrC2nSpiMwwB9/f38iIyPJlCkz48ePp1WrlgnUFhuZTEb69OnZduQiufLkjd7nXiwnfr4+pElnw7gZjahYzRXQbFmTv6l5gmIM8PrFU8YP6c3L50+QyWQUrl+Mqdu6kNnPT+V5qixjQZAFEkWXZTfwCQzj0KgqsfZ/9w1h+5X3LD/5EjMTMXuGVqRg1vh5SSOlUrZees+B25+IiJRRvZAL3arnwk6Nhf3KCAkJ4fjx42zdto0b169jbWOLzx9vlmzYTaWqtQDw9/Pl1rVLvHz2mFfPHnH31jVcXV1p3aoVFhYWvH37jn379mFqbs6yTfujPDjVRCaTERwUiImJaaw1z3GRSqXUq1CIxYsWULNmTa2vV0BzLl26xIsXL/jz5w/nz1/A0/MBpctVYsSkOWTLmVurOmdOGM73j685dOigVnPAN2/epG7duly49wYHRydev3iKRCKhQOFiAHRsXI0WzRrTv39/hedv376dmbPnsvPYZWxs7bS6hrg8c9mPbVioUicnObZh8d2b5YK8Ze1Stq1bxrmzZ6OHo2UyGRKJRGOvajkymYw6deoiiZSxcM0O7B0c+fjuDU1rlMbDw4OVK1dy5+l5Fh/6T+H5qpY2xbTsEyI8PJyf379wMecjcjuKyBjmj40kFNvgEIXlExqmFgRZIFH0XHWLz7+DOTGuqsLj331DaDHvCoEhEVybXgsr87/zy5ef/mD09gc88/KjRqH0mJuKOe35FXMTMZNaFaJL1cSHHPz48SM7d+5k+/YdBIeE0LR1J7r3G8bKhTM5fWQvVatVpVDBglSqVCle2L+IiAjatWtHNrci9Bk8OlH9UMb4Ib0o6JaTEcKwdZJSsmQpLG3syJwtByXKVKBS1do4OmufMEAmk1GhQGaOHj1CsWLFtKqjWrXqZMyem0lzliOTyfD0uEWhoiWjw1ZeOnuCmeOG8OzZU4Vzw56entStW4/Dl+7FSoeYGJ657E/U+fm+N2P0gG5YGMOGDet10ic5wcHB9OzZkydPn7Nk4172bFlLoM93Fi1cSNmy5eg5aBRVu4bHO09XYixnWcbHZDb2I0OEH1aRoWQM8NW4DjnqCnLKCs8kkGSYio0Ij5QqPe5ib8GmfuX47hvClL2PovfPPfSURrMuYWNuzPlJ1dk7vBJbB5bn0cL6NC2TmSGb7tF37R1CwiIS1b+sWbMyatQoHj70ZMP6ddy7eZGOTaoTGOBPgQIFWLJ4Mb169VIYg9fY2JjGjRtz8cwxvaVdy5A5G+/ff9BL3QLKcUnvQqOWHZi2YDWNW3ZIlBhDVJS2oKBA3NzcEi6shIIFC/L21XMe3rvN0jlT6NGmAbXL5Wf5/GmEhoZQsWotwiMiuHnzpsLzixQpQqNGjejTvjHhYWFa90NX2IaF8tlxOwNHTeb06dOcP39ep/VbWlqyefNm6tatTaem1Tm4eysdO3SgeYsWuBUognsXxZ+BjUT5YuW7GY9r1IfZLi8B8JOZ4S82J0hsrlLwFRFgZh69BZqq53MjCLKAQkyNjQiLUC7IADldbBjfoiCrz7xm0bHnTNv3mOn7nzC6aQFOja9G8Zx/nV5c7C1Y1LUkq3uX5uBtL2pPvcCn30GJ7qeRkRGVK1fm9KlTFMyfl4/v3/DqzVu6d++BRCJRel6jRo348/sn1y6dTXQfFJEpSzY+fPyol7oFovj16xeBgbHzW1coX57LZzV7+Kri29fPWFklLirVrFkzKVOyBMP6dODCyUNcuHCBdWvXcP/mJTo0qoqP929y5Hblo4L7RSaT8fDhQ/Lly8vb1y+RqBCdpCaiwGVGT51Hp06duXHjhk7rFovFzJg+nbFjxlK+fHkmTZ6Mla0TozdUUvldqBLl81nUe3GQi3FQpCn+keZ8wRZ/sTnfLOz5YqP+5m9qHmtTB0GQBRRiYqzaQpbTu2YeetTIxbR9j1l87AUjGudnRON8Sn80rcpn4/SEavgEhlFl/BkuPv6um/6amDB37hzevnpG6049efPuA+7uVfH09FRY3tLSkn59+7FywXT+eP/WSR9ikilLNj5++KDzegX+MnjwYEqVKs2uXbsICwvDz8+P8PBwrl48i7+fr07ayOOWnzz5CtCzVy+k0oR/D4owNzdn/vx5vH3zhkePHlKkSBHc3d05feoU+fK6MmlEX35+/4qp6V//Cl9fX7p27UaOHDmoU6cuZy5cYei46VjbJP+UoVxcbCShVOwQxOCx02jRoiVHjihP0PLy5UsGDRpMjx496dKlK926defChQsJjlB1796N8uXLIRKbMn6LO2ZqpJRVJcpbstxVea5cjOXEE2VT+1hb0P+tZ0VbzHI/TNWb+xfmkAUUMnn3I/bd+sjjhQ3UKv/NJwRjIxFp7NR7E/QJlNB9xS0uPvlB6wpZ6V0rD4UUOIdpyqlTp+nRowe1GzXH3sGRreuW069vX4YPHx4rxB9EBYjo1q0bl69coVmbznTs2Z+06dInug8AP398o1aZfHz79k1rBxcB1fTp8x/PXr3F988vvn72QiQS4Za/EK069aRuoxY6i7Xs88ebTk2r0+f/y510iZ+fHxUrVsLY1JxPH95SqnQZOnfqyOo1a7Cwtqf34DHkds0XbyleYlF3DjluAA2ryCixsw0LjSV89/anZcKw/yhStAglipcgb143pFIp4eHhvHjxgg0bN1KvcUsyZMqK2NgYfz9fDuzciJurG2PHjqFChQpKv69169ax79R6Zu/srtE1xhxi/mZhj7/4/8IaaU6/LwXjlY8rxrGuWxyGrTgUO5HyUTdVhPoHM9OupRCpS0A7sqez5rN3MCFhEWoFBEnvoNnyJwdrM/YMq8iq069ZefoVO65+IF9mO0rndqZINgcyOFqS0dGCPBlsMRarP5BTu3Ytrl69Qs+evbjv48vkuSvYtGoRx4+fYO3aNRQo8DdVo5WVFbt27cLT05O58+bRoHJRuvcdSvd+wxL9MHdOkw5TMzO8vLzInVs7714B1QQGBlKsZFn6j5jAF6+PSKVSjdYWq4uDoxNZsum+XgA7Ozs2bFhPg4YNGTByIiKREXPmLSBHLlemLlitcyFWF2WRrILE5tGiHGBmHi3KxZv9ZH2pAdy99Irn965z/uYhxMZGGJuIsbGzYPmJ/8hVIGYkMCtqjxnLkVWXaN2hJU4udlRpVYoqLUqQNsvfqS4bSShBDo/49ulPVPYkHb1kqRJfRQRFRo1e+JOAV7r470uKf+TfsmER6kmtYCELKOTum9/UmHyeMxOqUSq3boIQKCMiUsrxe1849+gbd9948/KrP/K70tbChL3DKlE6j2Z9iIiIYN68eSxesoReA0cRHBTI1nXLmDZ1Gl27dlH4w/b09KRt23aUrVyd0VPnJzrHbbMapZk2ZRJ16tRJVD0C8Tl79iydO3dh35mbpM+o35SYJw7vZfLI/ly5fBlXV1e9tHH48GE6d+7MmKnzlYa31CXKLGRlQhwTq8jQ6OVQqoaHE0JuwYYGSbh94jEXd9/B8+ILClTITdepjclRKHOUIAeE0rniXDoMqU7DjmU1rt/fNGoIOaaFLBdYXWAlTtjRLsw/iC1OtYVlTwLaEREpJf/AozQunZnZHbRb7qEt4RFSfviF8vFXIO0XX6dxqcws7FJCq7pu375N9+49KFS8DPWbtWbisP8oW7YMSxYvxs4u/rzOly9faNasOS6ZsjFz6XosLLSP5b1k9iR2b1nHf//1oV+/fgrbE9CcR48eUbduPcZMX0DdRi302ta1i2cZ1b8r69evo1atWnpp4/Xr1/To2ZOQ0HDmrNisFys/LjEFWR0RjomuBTkmvr8COLTsPEdWXiJDrrQYSaXIZDL+/PAnPCySo6+nYmysXtjQADPz6OVOdzMe15sgq0O4fyD70lYTlj0JaIex2IgW5bKy69oHvv4JTtK2TYyNyORkSXm3tFQv6MIZz6+8+xGgVV2lS5fm/PlzeL1/yZY1S9mw5yTevoFUqlxZocNXxowZOXXqJKFBvvRu14jAAH+tr2PAyEks37Kf85eu0bKlkEdZF4SFhdG9ew869OinVIx///zBnRuXCfBXHVlJHcwtLLC2ttZbgJc1a9ZSqXJlCpUoz9ZD55NEjIFYzkeGhH0aGzpPbsyK2+PoML4BPcbWpde4eoxZ3pa5e3oi1mD6KubaY2Wxqw0NwUIWUMpv/1AqjjtDThcbDo2srNFcrq74+CuIJrMv8d0nhOntitDZXbugIgEBAXTo2JGfv31YvG4XR/btYMuaJRw/fizWvLKc0NBQqteoQeM23WjetnOiruHTh3c0q1Gar1+/CqE0E8mFCxdo3rw5S9bvxtE5De/fvKRAkRI4Ojnz4e1rzp08zO6t67C2tiZLtlys3XUsUYkYQkKCqVAgMw8ePFA7OYK6nDt3jk6dOrNs016KllR/KFYXaLouNyb6tJDjom39dkHdFO7fkuVuoi1kv7D459qZqh62FixkgUTjbGvOmj5luPnyF01mX+a3f9Kvgcyaxoor02rSqkI2Bm+8R6v5V/nhqzh8nSpsbGzYs3s3+fPmoUuL2tSo15j23fvSrHlzhes/zc3Nada0GdcunE70NWTKkg1TUzNevXqV6Lr+dapUqUK/fv2ZNWEobRtUYezgXjRyL07FQlnp36UFvj+9OHXyJOvXreP+3ZtcT+Q6cwsLSzJnzcbbt291dAVRfPv2jZ69ejFy8pwUJcYpAWViDNDxU8lE1a1IjOX7E9rUQbCQBRLk6vOfdF12AzMTMVsGlKNYDtVZbvTFac+v9F93l4hIKYu6lqRhyUwa1yGVShk0eDBv3nuxfPN+Zk8awd3rFzl96hTOzrEdx168eEEVd3cuPXiHuXnikmh0blaTPj270aqVMHStS8LCwpBIJEilUqytrRGLxVy4cIF27dvTve8wOvbsn+hRiUbuxViyaCGVK1fWUa+ha9duBEfArCW6DTuZEKqCY9hGxn/hVneo189KvetQZRUrCp6hKJZ2QqhKIqGpd7UcdQVVGeH+gZzNVFFw6hLQDV/+BNNpyXUeffRlXqdidKySNHNdcfntH8qgjR4c8/hCt2o5mdOxGGINk4P/+vWLggULsvXQeXLmycvoAd348eUDR48ciZVxRyaTUbhIUUZOnkf5KtUT1e8VC6bz8uFdDh8+lKh6BFQTEhJCmbJladutH606aLZuVRm6FuQ7d+7QuHETDl64SzqXDAmfoCPUjVQlp9qnagkXioG22aPUiWKl6Vy3v9g8Xv/VEeOEhDdIop0wRwQEcj1HaWHIWkA3ZHS05PjYqrSrlJ0B6z0Yv9NTb3GgVeFsa87WAeVZ3LUEGy+8o+/au0RqGEEpTZo0tGzVis2rF2NkZMTU+aswt7KlfYcOhMWIFSwSiTA2FmOkg2Tw7br+x/3797l27Vqi60otfP36lePHj3P48GHevHmjkzrnz5+Pnb0Tzdt20Ul9AHb2Dvj4+OikLqlUyugxY+jYs3+qEmOIcqKKGy5SnU0ZMSNefTW202gLFJnFisoVHZtay2HlIImp1mKsCUJgEAG1MTMRs7BLCfJksGX0tgc425gxsH785A36RiQS0ck9J9bmJvRcdYsc6awZ0Ti/RnUMGTwYd3d39mxdT8sO3Zi/ahu92zfG3b0qixYtpGTJkkRERPDp40eyZFM/RaMy7OwdaN+9L9OmTefkyRM6C3BgyEilUj59+oSXlxcVK1aMCmt59SonT57k7LlzfPr4kZy5XTE1NePNq+fMnDmLtm3baBXZ7MOHD2zZspUVK1ewae+pRDlyxcU5jQtv3qg3hxwcHLUiQSwWY2RkhLGxcazvev/+/Xz+8pVlPRWnWtQHh7NeA9RLbgDQ6GMFrdvK971ZvDlqKwVD4XFRZgH7i80JFJnhFaF6yWDMgBzwNyjHbJeXUUKrxZCzMgH2D1Y9BWJrGT8TlboIQ9YCWjF59yOWnHjB9Rm1cMuYfOtrJ+1+yMrTr7g1sw7Z01lrdO7t27dp0rQpU+evpFrthoSHhbF57VLWL59P8+bN8ff358KFi1y8/zbRQUIAAgP8aVi5KCtXrtDbmlZD4eDBQ/Tv35+QkGAiIyOpULEiT58+xdTUjMrV61K+SnVKlKmAlXXUFMHVi2eYNX4YkZHhnDt7lkyZEvYPCAgIYNbs2Zw8eZKPHz5QuXod2nbpTYky2guKIi6eOc6McYPxfPCAN2/ecObMGdKnT4+bmxt58uRBIpGwb98+duzcxeNHD2Od65I+PUOHDKVTp46IRCKKFClKn6HjqN+0tdL2Eoq3rAxtwzrGJDFiLCemNa5oXlod5ELsJzOL9opWZcGq8nJWZ/43Ies3IRFOiMiAQB4VKCbMIQvoB0l4JGVHn6JAFnu2DCifbP0ICo2gzOiTuGawZe8w1ZlgFHHixAm6d+/B0o17KF466jo+f/rA8vnTcHJOS6uOPcicNfEWspydm1ZzcMcGbty4rhORNxSePHnC58+fKVy4MAB58+Zl0pylABQrVZ6zxw9RtGQZipQog5GSOX+ZTMa0MYN4/cyTc2fPxkq2EBdPT0+6dO1KGpeMtOv6H8VLl9db4gWZTEbnZjX5/tULfz9/KlSpjq/vH969eoG392/EYjFFS0QFnqlQpSbGJiZIIyORSqU88LjF6kUzCQsN4ciRwxQtWpRTN56QLn1Gpe0lpyBD4kT5cNZrWMti90NTUU5IjBWJp5WZckHWZqhZlQAHhCg/ZmOh2DoWBFlA78w68ITVZ1/zdnljjIySbwj25P0vtFl4jSmtC9O/rmu0KEvCI5l98Cn7bn4iUiolV3pbSuV24s23APrUyhMdEnTz5i2MnzCB9buPk9tNs6FvTQkPD6dNvYo0adSAsWPH6rWtpEAikbBkyRIWLFxI+vQZef/uDXZ29vj6+nDZ8z129polDAkPC6N5rbL817snvXr1UljmxYsX1KpVm/bd+9L1vyE6HZ5WxptXz3nieY/qdRrGEn6fP96EhUlUzgdHRkbStkFlxowczsRJkxg5ZQFlK7orLa+tIMvRRpj9ZLGHtLVZHhQ1NE48QQblouyvZKg65jC1OoKsDtpauaoEWF2kgQG8K1FISC4hoD9KZrdm7feH3LyTmfJltAttqQvqFMvIkAZ5mbDrIWcffqN0bmecbM3YefU9L77408k9B3YWpjz+5MPWS++wtzLFP+Tvm2ynTh359u0rw/t05NDFe3rtq4mJCbOWbqBjkxqULl2a6tUT572dnNy+fZv+/QcgEpuwZsdRChYpTkhwEK+eP8U5bVqNxRjAxNSUXK55Wbt2LcbGxlSrVo1s2bJFH/fz86NFi5a06tSDHv2HAxAmkeDz57dKqzOx5MqTl1x54vtLODgmvARQLBaTOWt2Pnz4QPly5dm2bhmlylXS24tETHGNK85xhVcZW7Lc1UiUt2S5i6qJK2XCG5dAUVT/5P3UNoCHuuKbGLENCIh9ro2N9nPHcgQLWUBr7t+/T82aNTE3t+DAgf2UKlUqWfuz5/oH9t38hOcHH3wCwyie05FZHYpSJJtjgufevXuX9h06cvrW8yToKZw8vI9pYwaxY8d2na5vTSoOHz5M7z596DVwFO269tFpBLKLZ44zaUQ/crnm5efXz1y9egV7e3sAxo+fwC2PB6zZcQSRSMSHt6/p2bYBP398Z+LsJTRp1VFn/dAVX7w+0rJ2eXbt2kmhQoWoVr06FavVY+CoSQrLJ9ZC1iXqiLK8v3LxV2Qhq0NMMZY7ZckFWR0LOa4Iayu2cYVWF0gDA/jlnlewkAX0x/fv38mZx406jVrSq3dvbly/joVF4gJoJIaW5bPRsnw2ZDIZUplMo/XJv379wsFRv1mtYlKnUXMiIsJp3aYNff/7j5EjR6aYsJpNmjTh+vUbzF62gcrV6yidE9YW95r1cK9ZD6lUypCe7WjXvj0H9u/HzMyMZ8+ekb9QMUJDQ7h78yqzJw6ncaOG1KtXj9Zt2vDtixeVqtUhf6GiBuPJvnPTaipXqUzFihV5/PgxNjY2nD915P/pFg2jj3GRC+KyjI+B+F7MuiSuVSxHXes4phDHFWF9iKs+EdYhC2jNjx8/SJPWhQ7d+2Jj68CcOXOTu0tA1LIoTYOF/P79G0fnpBNkgAbN2rB5/xmOHD9JjZo1ef36dZK2rw2enp5cvHgRG1tbBvdsR7Ecjnx4+7ff6W2NcLAU42wlxkSsudiYm/z93oyMjJi5ZB2BwRJq1KzJ169fGTduLDs3raJK0RwsmDqKCuXLMWzYMCpXrszOHTv4/vEV/3VoQqs65Tl2YBfh4YkfRkwsZSq4c/7cOapXr0GNmjUpUqoSO49d1lqM/SPNozddo4t65QKr7FjcDf6Ksbz9mJax3DqOuxbYP9hEb2LsF2CicNM3giALaM23b99wTpMOsVjM+FlLWLlqJY8fP07ubmnFr1+/cHBKk+Tt5slbgK0Hz1OoRHkqV6nChg0bEzzn58+fbNq0idDQUCIjI5Ogl1Gexjdv3qR5ixZUrFqL0JAQ+vXrB8CGlQuQ/j84S4Q0SmR+B0USHql54BixUdQmx8LSirU7jxEpE7Fr1y6KFi3KkydPuHzpEg/u32f1qlWkTZsWiIpzvWXzZl69eknvnj1Yt3Q2LWuX4/kTz8RdfCKp4F6DPSevU6dZe3Yfv8rAUZOil3upizIR1oU460rgY1q4ioRXkVD7ycxiiTHEH6ZWR4hjinFAgIlWYqyO8CoTal2JtyDIAlrz/ccPnNOlByC3W346dOtL/wEDkkwkdElSD1nHxMzcnCFjp7F47U6mTJ3CmjVrlZaVyWQsXLiQoUOH4uLigrOzMzVq1uK///py9epVldHTnj59iq+vr1Z93LNnD3Xq1OH3r188uHODCRMmMGrUKFasWMH5k0dZv2IBF04d5VdgJAESzSKnxSRIIiUyzummZmb06D+CmTNn4u/vT5o0aXBzc1NqYZqbm9O1axc87t6lbeuWdGlRh12b12jdJ12QNUcumrXpRNYcuTQ+V12h1FRY9WFlq+M0JhfhuFYxKBbj6P4mIMSgvVWsD+tXG2EWBFlAa75/+45z2nTRf3fvNwxfvwBWrVqVjL3Sjtev3+DknDZZ+1CyXCUWr9vN+PHjOH36jMIyI0eOYvfuPazfc4Jzd16y78xNGrXugtjSng4dO1K2bDl27txJRERE9Dl3796lU+fOlC9fnnz58sU6pi7y0JHly5fn8OFD9OrVE2tra9q2bUuDhg1YPm8aowZEZdmJiJRhbmKELlfCValRF0sra42yLhkbGzN8+HAOHjjAgunj+PbFS3cdSiK0FUxlYqvP4W45MQVX0aaoj0GRpkrFWF0hToxVrE/8AkzwD1SvDcGpS0Brvv/4QZoYgmxmbs74mYvp37Ul9erVi7VcxZDZuXMnDx48YMT0JcnWB49b17h68QwPPW5hY2urMCiGTCZj/4H9zF+9jSLFSwPgnDYdOXO7Ub9pa/oOG8fJw3uZOXsOc+bOZeuWLURERFC3bl0iIyPJkCEj/fr102q5Tbt27ahSpQqurq7xLNNVK1fSpHFjuvfoyRevj+TKmR0Hc5BEivn43YfL505Ss14TTFQE+kiIvds2EBEeTubMmTU+t2zZspQsWZLjh/bQve9QrfuQFKjysI7r5GQlVp2DF7QXdH0St0+qPKnlQqzIYzqxDltJMSesKYIgC2jNzx8/cIxjVRYvXZ66jVoweMgQDuzfb7BepHJevnzJsGHDmbN8U5IG+4/L2iWzMTcxon2blrRo0QI7u/irOv38/PD+/ZtcrvkU1mFubkGTVh1p0KwtqxbNwt3dHRMTE4yMxCxYsIAOHTpo3T8bGxvc3NyUHk+bNi153dzo06ExYydO4/27d1y6eI5b1y4DUS9r1es00qrtyMhI5k4Zxdq1a+OlyEwIX19fli5dxqNHj+kzYqpW7ScVyzI+BgUCqszbWL5fHWFOLHFFVBuva2VCDMqHqEF3YmyIAhwXQZAFtMbSypLQkJB4+weMnETzmmXYvXsPrVsbbv7f4OBgOnXqTOtOPROdXjGxOKV1oXhBN7p3V54yUJ6JytRU9TzdF6+P3L52EWNjE/Llz0+L5s1p3769Tvsbl6JFi3Ly5AnmzJnD9EljcXNzJXvmDNwCKlatSaly2q+1FovF5M1fSKP5bx8fH2bOnMnWbdvIX7Aoa3YeIW+BIlr3Qd/MdnmJVYy/NQmIoakwa1K3sjoTa3knhRinBAGOiyDIAlqTJk1afn7/Gm+/rZ09IyfPYcyYQVSvXk1jqyapGD58BJY29vQZMia5u0JutwJcvXqJoUP/Dqm+fPmSmbNmYW9nz4+fP3j16hWOTs6YxcmG9OnDOxbNnICDoxPtu/Xl0rmTWFuY8urVy1j5nfWNWCxm9OjRjB49mj179jJw0EAGjppMp579E7VWWSaT8fLFU7VGWyQSCSdPnmTEyJG45ivE+t0nyFewiNZtJwVjHN9jh/ZRqeQoOl8uqNrWrWsrXJEQg3pinJqFWI4gyAJaU7NGDbZvWEGlarXjhRCsVrshJw7tYezYsaxevTqZeqicw4cPc/LkSXYev2IQSR7qN23FivnTePr0KfnzR8XTXrR4MZ++fMcubWbyFctJnWYd4w1Xh4eHM2ZgN1xz5eTs8YN8//aVMEko9ja2SSrGECWGR48eZf2GjTx+/Jjeg0bz4e0rggIDsLGNGoJPb2OETyiEhiv3xJbHRI5JhYmtmLJiDj79c8TaP9CvAm/fvmX9+vXcvn2Hx48fYWfvwMBRk6nXpFWip0zkgTHi0u9LQZXnjXF8r1E76mQkAtVZjRShTIg1bS8o0lQrUVan/bjzxaCdGKdkIZYjhM4U0BqJREK37t25des2E2YtoVK12rGOf//6mUZVS3Dp4kXy5k36vMmqqFO3HuWr1aN9t/+SuyvRrFgwne3rV3L9+jUkEgnVqlVn/uptlC6vfLh32dyp3Lx0mgsXzlOpcmVevnhB/QYN6N2rNxUq6C4Ll6+vL6tXryZv3rx4eXnRtm1bHByiYlXLZDL27NnL2HFjsbaxpUGzdvz6+Y1De7YRGhJC1uw5Ofz/GOHpbYwICBcRGKp4aZwiMQb4/fIzKwv3Z2zQPoxiOKW9OHyLYx2WUKl6bcpWrEqhYqXInDW7TnwXlImxHGWirKkYJwZNBVpdIVa3nZgirY4VnpBVDJqJcUoRYVlQAJIGuYRsTwL6RSaTsWvXLkaOHEWths0YNXluLC/eGeOGEh7kw8aNG5Kxl7F5//49pUuX5tTNZzg6GdZw+sh+XUjnZMvNmzepVL0+/UdMUFr27o0rDOjemgvnz5M3b15+//6NpaUllpaWOu1TUFAQ69atY+LEibjlK4hMJsMlrTP79+/D2NiYqdOmsWnTZkZNmUe12g2YPnYwzzzvsnLlCkaPHs2nz19YvG4XuVzzcevKOTJkyUGWbDnitaNMjAEiJOGsKjoAcwdrOp6diqmlOa9O3GVPi1k02TyYMSVH6fSat2S5q9Y8aVxR1kaMNU0nqCvUzZoUsy+6eAGI264yMU7IKk4pYgyCIAskMV5eXjRv3oIcrvmZumB19DDw96+fqV+pCI8ePSJDhuTzYo7J9OnTuf/4OfNXbUvursTjgcctujSvTenylVi++UC84fSIiAgunT3OgZ2buXvzKnPmzKVLl84670dQUBBPnjxh/vwFnDlzOnr/lgNnyZnHjc7Na1G0UAFMzcw4eOAgmw+cwc7BkTWLZ3Pm+CFGDB9G3759efHiBWPHjiNNpuz0HTqOWmXyITY2ZtfxK2TMnDW6XlViLCc8RMKWGuMxd7AiY6k8XJ9zgEbr+lOgVSX8ZGZapQxUhHzpkbqOS3JRnu3yEtDMCk1IFHUtzNqmLoTE9UVRu6qSQaQmMQb1BVkIDCKgEzJnzsyxY0f5+OYFo/t3jY4h7JIhE675CnLjxo1k7mEUUqmUnTt30aBZ2+TuikKKFC/N0HHTmbl4vcK57QXTx7Jw2liqVirP48eP9SLGnp6eZMyYkVq1aiETm3H61jMmzVkGwI0r57GytmHhmh389g3CPzicPaeuERQYSOu6FQkL9GHtmtXR3uJubm5UrFiBL58+cPzgbtzc3LC1seHr50/R7akjxgAmFma03DsKCwdrvF9+of6KPhRoVSn6uC6yJGlTx2yXl9FirAnqiGPcsJHaoqgeecANdbaYdWizKWozJpqIcWpGsJAFdIq3tzeNGzfGOX0WZi/dgKmZGfOmjsFUJmHBgvnJ3T2uXbtGx06dOX3rucLsSpGRkSybO5WDuzdHrUsWibB3cGTcjMVkzpo9GXr8lzevntOuoTtXr1whT548emsnMjKSZcuWs3jxIoqWKseISXNI55IBX58/WFpaYWxiwsHdW7Gzt6da7YaIRCIO793OohnjePDgQXSqRDnFihfn/bt3pE2XniGDB/Lw0SN27dyJlbUN2XPmwqFBHqpObpeoPisK2ajIwtVk/ay6FnLcuVN1LGRdiKy2qJsrWB1sLRNO3pFQe5qKcUqzjkEYshZIRnx8fGjcpAl2jumYt3IL1y6dZfXC6dy+dTO5u8bFixcZPHQYhy7cU3h84Yzx3Lh4mmnTphIZGYlIJOLkqVN43PNkx7HLSdzbv4RJJPTv2oJihQswc8aMJGnz9+/fjBo9htOnTtFvxARatOuKkZERt65donf7xqRL50KoJCr37YiJszh1ZB8uzg6sXRs7bvS4ceNZtmwpAAsXLqRjx454eXnh7+/Pvn372HRgB0O9NiWqr/oQZGV1xCUxgqxMrNQROk1Q1o42OYNtLLTrmzptGdpQ9a0cCcfmVofAAH8qFMwi5EMWSHocHBw4fOgQDRo2ZMWCGXTqNYBXL1/g7e2Nk5NTwhXokSxZsvD1sxdSqVTh2thXz5/Qv38/atWqFb0vICCA23cVC7g+uXD6GI/u3yUwwJ8Hd29gbWXByBEjkqx9Z2dn1q1dw4ULFxg4cBD3b1+j3/CJzBg3mBEjRjBgwADevn3LokWLmDlhOCYmxlCgQLx6pk6dQrVqVWnSpAkWFhaIxWLs7e05cOAAUqkUWaQUmUyWKM9oO5FErcQGyYkqZyZdoolFqg0xz1dHnDVpz8Ym3GCGrHUlxpogCLKAXrC3t2fN6tW4V61K9bqNyJnblZs3b1K/fv1k7VemTJkICwvj968fpP1/pqqY+Pv6RA+5RkRE0LdvX86cOUP3/kknhDKZjNmTRnD6yD6aNm1GFhcHKvb7j7Zt2yocZtc3VatWZebMGfTr35/7d2rTrFlTRo0ahZGREYULFyadiwuBAf7MnDmT3r17xztfJBLh7u7Ox48fo0OCzpo9mzPnLhAZEU7Atz/4f/HGLpNhebxDlEWtykpWZR0rG5bWpRCrU5e6gqhICG1sVAtu3LpjCnRihT85SQ4xBkGQBfRI3rx5GTpkKJNH9qNAkRKcO3c+2QXZzMwMF5f0fP38SaEg29o7RIdo/PnzJ7t372bZxr2Uq1wtyfoYHBTIhVNHKV68BBMnTjCIaSJXV1d8fXwwMjJi+rRpsUYXRo8ahbmZOV26dFFp5crF+NWrV6xauZLdJ66S2y0/q322YJPBUe/XoC0JibK66Noi1nYYWhMLNG5ZTQVaG5LbSk4uMQbBy1pAzwwaNBAzEzGBAf7s2r0LT0/P5O4SmbNk4cPb1wqP5cjtytp16xg8eAglSpakWKmylK1UNVGhHzXFytqGnceuEBgaRrv27ZFKtc8vrCvevHkDwJEjR+Jli7Kzs2PUqJF4eHjw9evfUKoymUxhfuaDBw8CcPncSY5mv0GGYrmS9PNNCtTJ46sojaC6KPJSVpWWMOaWGHRRhyGTnGIMglOXQBLw8OFDatWuTfnK1fn++QOXLl5IlqFXOYsXL+HIiVOs330i3jFJaCjL50/D18ebNp17JWtCgqDAAJrVLMOMaVNp2rRprGMrV67E3NxCL8ueNEUmk9GhQwdu3LhJqCSU8ePGkTZtWqZNn06Xzl0YMKB/vPKPHz+mWu0adL8xF5fC8YOEaEPcOWRdOHUpq0eOukkS5CgTYEVzsYocu9S1ipNSNOVWszrW9D5zB521W+adROtzk1p4BacuAYOhcOHC9P2vL0ePnyQyMoJFixYxfPjwZOtPp04dWbBgAX06NKZpmy5UqV4nOlevmbk5Q8ZOS7a+2VuI8Q2JCitpampGUGAgadKkiVXmw4cPjB49GoBcuXJSsWLFJO9nTA4fPsydux7sP3eHNy+eMmvicExMTMma04158+bx9dtXRo0cGT03LxKJuFjRn1y1ivHm9H2dCXJcxy5FQ83+keZqi7Imc8eJRZGjlCZD3PJz5PUk5bCvsnbi7j+dxlqn7d7KYaaVKCe3FawKwUIWSBIkEgkVK1YiS05Xrl8+x66dO6lcWfuUfInlx48fbNu2nc1btvDr509sbG0xt7DA2saOuSs2x4oilZRYmBgR8v/EC+FhYQzo1pI3L59Rs2ZNevfqxePHj1m5ajVPnzxGKpVSuEgRtmzeTNasCff31atXBAYGki1bNqZNm46rax569eqV6D4vXLiQZctXcO7uK0yNjQiPlGFtZoS1qYzj564xrHcHVq9eRc2aNQFYbHeNIz2Xcm/taSwcbRjlvTPRfZCjCytZUyFOyJFLVZxmddFkqZG8jbiCqIslQ3YJzCErQ9diHBNNRDm5xFiwkAUMCjMzM5YvX0bDRo1o26UP7dq158CB/ZQqVSpZ+pMuXTqGDh3C4MGDePnyJUFBQRw6dIg9e/fFy1yVlITEyIJkYmrKii0HuXL+FNcvnaN6jRpYWloyaPRURrnmw97BkZnjh1KyZEnatGlLhgzpyZ8/f7Tj3KNHj9izZw8vXr7i/ft3vP3/PDBAvoKF2bZtK9WrVydnzpxa93fQoMFs2rQRiJoTbt64AYFhMuzMQYyM4qXLg4joRBSL7aKickVIoh7seeqVUKsda5nyh26gSLOHbFwrOSGHrcRmTIqJjUW4xsPLNjZ/z9F2DbCu1u8qqichkdanGIP6lrIhW8ZyBAtZIEkZM3YsN27dpXbD5qxcMIOjR49QqFCh5O4W4eHhlCxVio69BtO0dcfk7o5C/vz+hdjYGDv72PNwb14+Y8fGVTy8d4dvX72oX68e12/c5I+3N9XrNiRP3oIE+PtSr1FzyhVx5ftvH4zM7WhRz53+fXvTpk0brfojk8nIli07fn6+ALjmLcDpyzcJj5BhYwYXrPYCsLDTOvy++ZKzZlGy1i0NwPZ6k6m7tBf5miWckUqVGENsQVbHQtaEhCziWGXVXOakbZhI+Zysumt/5XUnZ2SrpBRBVaKc3GIsWMgCBsm4sWMpV748kZGRdO49iCZNm7Jr505KltRNYgBt8fDwICAgkEYtEhfCUZ84OqdRuD+Xaz4mzFpCREQE29avIDgogFadCnHi0G6y53Rl1JC+fA0AESASQeZ0DkTKoHm7rvTp0wd/f386duyIhYWFRv0RiUTs27eXOnXq4JQmHXWbtMI3OBKRCCxN/3pi91nenn65R/D62gtk43ZgYmFKhf51KdG4GMGJ+UD0jDYRuDRBkRgrE0+7/88Jy61lVaIc1wK3swlPFlFObhGUYyj9UIfUtdZAwOCxtLRk2dKlrJg/nRr1GtOlzxAaNmrEggULk3V5z5s3b8jtlj/ekp6UxOeP73n/5iUymYyVC2fQuEE9tm9Yzo69h5HJQCoDv7Co6xOLoHWHzhibmDBy5EjyFyjA4sVLCAkJ0ajNkiVL0qZtW2rVb0KnnlHe1DIZ/Ar8m+/Y3NqcRU9nULlH1Fru7sfHUn9WB4yMjLCWSVRawJpYx4pQNF9sKw5VummLptaxJmIc85j8vMQsmRIwXARBFkhyKlSoQKtWrZgyqj/tuvZh3a7jbNqyhSZNmvL9+/dk6VNwcDDm5ppZiIbE8YO7adfQnRuXzrB781oaNmhA5syZ8f79GxuHv5a1JCLqpUcqg7AIGTeffeXm869Mnb+a3fsOUKpUaZ48eaJ2u79//8a9ShXuXFcd59va0Zo2ExpQqUdVCpbMgm1kbPFLSJgVEVeM1QmdmRjR1RRdiXFcYp4fd02zMpHW1hlLIGkRBFkgWZg8eRJfP31g/87N5C9UlB1HL2PtkJbyFSpw7ty5JO1LeHg4hw4fJn/hYknariZYmhphaar453r90jlmTRjOhg3r8fDwYPjwYVy6cpV5CxYBULDo3+mA8AgZP4ON8PKL+tvExAQLC0uqVq/JtsMXqFyzPjVq1ODPnz8AfP36lUGDBvP79+947f78+RNXV1eWr1jBi2eP6d66HvOnjcXP10dhP22crOm9tB32JlEvBXFFGWJbxLp05ALDEGNFaDOcnNDcs6LjgigbPsIcskCyYGNjw+LFi+jcuQvlKlUlQ6YsTFu4mqP7d9KpU2d69OjBxIkTEpVwQB1+/vxJ23bt8AsIomWH7jqtu/Dh9gr3P2y0TaN6rM2McDSX8ic0tiBHRkayaOYEThzaw4QJE/Dy+syECbWQSEKpVLU2Y6bN58/vX7GCsMiA4LDYUwNGIrAwEWFmYkKT1h3Ztn4Fy5evYNiwoTRu0gT/gCBOnz5NaGhIrPSKN2/eJEvW7Hz+/IVZs2ZhZWXFpMmTEYuNqd+0FbgkfG22kaH4i2M7XlnLJEoFV9l+XSWWiLl22UocptV6Y02duLSd45XXlVA4S4GUg2AhCyQb1apVo3nz5owZ2J3w8HBEIhENm7dl+5GL7Ny9m40bN+m1/eDgYGrXqUPaDNnYeuh8PO9lQyE4TEq41IhAiZSgwADWLp3L5JH9mTp6IFfPn2DRwgV069aVN29e8/LlC8wsbWjZoRsikQinNGkTrF8qA9+QSPxDIsmZ240p81Zw8eJFTp8+zauXL2nXtTeuBQrj4+ND0aJFkfw/5eKbN29wzV8IqVSKtbU1HTp0oGbNmuzasoaOTWrw7v4Hra5XLrqBIrN4W2LwjzSP3lSVkaMoCpciEsptbGMRHu2EZWMTHmuTY2cTHr1pStywmIYQ2jIlOVIZEoIgCyQrM2ZMRxIcyMoFf3P8ZsuZm/7DJ7Bh40a9tv3nzx/evX3L5HkrDGr+eOem1Qzs1oqB3Vox/L+OrF22gO8+QezctJoGlYvice08WdM7Exrgzdo1a2jQoAFGRkaULl0GAPea9cjtll/t9mQyGR/fv+WP999h6devXzN12jQKFi3Bs8cPqdekFaOnzMPBKQ3//deXiIgI3rx9S0hIMIPGTGX4iBE8ePCAGdOn8/jRI1zSu+C573aCbce1jhMruuoSU5wVCbW2YqwqupZcmGN6SMcVZkBrYQbVYpxUntaCGGuPMGQtkKxYWFiwceMGKleuTMPmbcmWMzcAhYqVYsqoAUrzFusCebCKwAD/ZA0GEpNH9++yZM5kJowfj5mZGcHBwaxbv57Vi2eRO3celi9bSu3atRUO5Tdp0pjevc2oWb8JNuZiIqWy6OFpYyMRUpkMaYyoA2ESCUf272TnxpV4fXxPREQEZcpXpknrTuR0zYujUxpuXb1IhrROLJk1kd+/ftGt7xAO7t5CiRIlCY+IZM3Oo2TMnBVPj1ssXrKEQ/9PHFGjbiPajnJH0axtkDi+haovIdZ0HbK6S50SsooVIY9N7R9sEi9NoaJQl8m1XCkxCGKcOARBFkh23NzcaNmqFeuWzWXawjUApHPJQFhYGD9+/CB9+vhpEnWBlZUVDg4OfPvileyCLAkN5dH9O0wc3pcRw0fQp0+f6GNt2rTh8+fPFCpUKME5dQsLS8LDwpBESEko5M+EYX148fg+I0aMoFGjRgQGBrJq1WqWzpnE929fsbS0ZNWqlTRs2BCZTMaZM2cYPnwEQQH+mJias3HfKTJmzoqZsYgateoxZsjfXMjtuv2HqfkbTMNC8TdVLIpy6ziprOK4JDQ/nNgAIKA4QUTMfXJxViXKuiAphF0Q48QjDFkLGATDhg7l7InD3L1xBYhK8pAnb3727Nmr13azZc/OhdPHFKYJ1Bdxnb1+/vhG99b1GNC9Na1btWTQoIGxjjs5OVG4cGGlYrxr125KlirFhg0bkMlkBAUGEBYhIzzy7zVFSGNbxxBlIQcFB1O1alWsrKxIly4dEydO4NFDT37+/MmHDx9o2LAhEBUEpFatWjx69JBnz55hbmbKzSsXgKg5aLGJGQEBAVhbW1OtWnW2HZyosK+KrOO4+MnMFG6qsBOpv2QqKNJUpRj7hZnqxDKOKbxWZmHRm6IyMeeYdY0gxikHQZAFDIKsWbOycOFCBvVoy82rFwEYNXku8xcsYPbs2XoTzPHjxnFk71YO7dmq03qVeVjjHQTeQRTe0ASABx63qFu+IPnz5uHd27dMmDBeY89yF5d0vH71ikmTp1C0ZFlcMmQCwMxYhIWJ8p/4/NXbKFKiLPPnz9eoPUtLSxYvXsSimRM4tGcr4ZEyipepwKK1O3FKk5Ybd65hZqFcuPzF5viLzeM5aiUkvNoc03Spk7bOWwllZkrIqla1RtnQMRQxvpXDTOGWkhBiWQsYFHv27GXQoEHMXr6Riu41efPyGX07N6d2zZrMnz8PY2Pdz7Ls3LmT+QsXs+/MLZ3UV/hSj6j/+MWJeuUdFK/s3HSdGNG3M/fu3dM6yYNUKqVt27Z4ff3B9iMXsbMQY20iJTjCCJ/gSJXnPn7gQe/2jdm2bStZsmTByckpellTQowfP56v3gGMn7Eoet8L0VoeXX1FydoFMDE1jjVcHfR/IQbV8acTIq41nND5ceeRtUkWoakYKxqqVnVezNjTukTf1nFKE7zkQt1Y1oKFLGBQtGzZguXLl0eJ1O3r5HLNx+b9Z7hx6zbt27cnOFi30Y+Dg4P5/v07zmnS6aS+aDEGsEvYc/va4mHY2tqpVXdoaCgPHz6Mtf38+ZPu3Xtw7/4DRk6aA4BfSCT+YUaoY2cXLFqCrv8NplfvPpQrV45cuXIxfvwEZDIZ27Zt4/TpM9FlZTIZly5dIjAwkJ8/f7Jhw0bKV64effyz43asHSwp17AIJqaxX5yCFFjF6gxFK0JXa45j1aliiDoxlrE66CsEpiDGKQ/BqUvA4GjSpDHe3t6M7NeFHccu45IhE+v3nGRIz3Y0bNSI3bt24eSUOCesVatWsXzFSj57fcLa2oYe/Ycnut+FPQeCvWXUH76qXxykMhm1tz/k6ic/tjXJm6B1/Pr1azp27ISXlxcmplEP2jBJGIULF6ZevbqcOHmCk0f2kiO3K9Y2tgSEqraMt61fwbypY9hx9BLd+g6lW9+h2FmI+fT6KZUrlOHEyRO8ffOGdOnSceTIEVxdXdmwYSNDhw4hffoMXL9+DalMSoaMmYEoMY6JIss4UJSwAMe0ZlUNN2siyjGDfSisS8v5YmVirIl1nFKHqgUx1g+CIAskiFQqRSQS6T1qVky6devKnbt3GDuoJ6u2HcLWzp7lm/czbkgv6tatx7VrV2NFoFKH379/c/DgQdzc3Jg0eTJT56+iaIkyOKVJm+hrK+wZ2xErWpgh/tA18PZPCJc++HKsTSEqZbVDPgj7588fLly4QNmyZcmYMSMfPnxg9uzZHD16jObturB1+IToYfszxw+xZvMUsg91YV7VwQyrPo+Pf+4wZluPeO3F5bX3WQBWbx5Gr21RHt1BYnMoDUUaleDPp98MOz+OQxP20nNqH/odHMqPXJ8A+PbtK1s+rsUhsx2zl/dn6u5e0fUq86iOibpLkeTl9BnyUtdirA5JIcb6tI4FMdYfwpC1gFICAgJYtmwZBQoUZPr06UnatkgkYsH8+fj8/s7apXOBKM/rWUs3EBwaytGjRzWqb9CgQbi6uTF8+HAaNWpEtdoNqFG3Ec5p0yXpi4YcCxMjwqUyqma3x9w4KgPTnj17KVq0GIMGD2HhwkUAbN68hZ07d1KkZFkGjZ4Sbw49MiKSO4fuMb/nZjLncaHr1CYK27ORhMbaPj6MEtfL+zxY2mE113bcjC7bZ89Axt6aimulvMikUr489eLV1ecs7bCaugNr4lYhD1+efyVdzrT4/fTH39Q8eotLXOtYm/zEiclprE3AD23WGAsI6ALBQhZQyMmTp+jVqxfZcubGJVMWnc/dqoO1tTWbNm6kRs2aFC9VjpLlKiEWi2nZoTtr162nadOmatUjkUjYtGkTAPXq1cPDw4P7d26qPknPpLWKeuj/CAwnrZUJw4YNZ/+B/Uyau5x06TPSu31jrK2tyZEjO+lcXMiSLXu8OtKkTcf7+x/ZOmwXDXtVomEf93hztxAlxnHpMrwWKwKPYOFozc29d7i59w51Xv4kbc50lO9cOfolxbVyPk7MOszcqtOi6nKyJl2ONFzcfJXyrcpwYskZpcFbFC1xSmj4WBmaWMvK6k9IjJNSiPU9VJ0Sg4oICBaygBIOHjpI41Yd2HzgLEWKlyEwKL6HcFJQoEABpk2dxtjBPfnz+xcANes35c7tW9EZiRLCzMyM/PmjQklOmDCBHz9+8O2Ll976rA6mYiMqZLYj17JbuK24zbUbt9h2+CLuNeuRr2AR1u48ypXrN9m2cy/N23Vj0Kgp8eooXLw0E86PYtGLWTQbWENtMQaoVDQDGXM4kz2HE44udhSuWYCTs4+wuedaAn75R5erO7oRffYMwjFz1Jz9b68/dFncHru0tmwesgNkEBoYfw2wXIzl1rGuUBTmUln4y+i+xFl3nJxirGyo2y/AJNYm8G8iWMgCCvn0yYv6LdwRiUTkzOPGoZ0b9NbW79+/sbCwwMrKSuHxrl27cOXqFSYM68OSDXtI55KBPG75OX/+PC1atEiw/k2bNvP06VMGDx5ClixZAMhXsIguL0ErDrYqwP7nv0hrZUqmqecwNfsrXK75CrJh7ymV5xsZGeFWPirUKGHxHYkUibFt8N/5bJPISNJmtGfLqxmsmnQUv5/+9Nw9GNu0f72+zSzNKNakJFfXX+CPlzc/3/3E1MKUIXv6EfgnCBsn63htxBRjRWhrJcdFVR2KljYZ2hC13DpWJMB+ASZCusR/EMFCFlDIp48fyZg5KwAFipTg0UNPfH19ddrGnz9/qFylCrly5SJTpkyUr1CRXbt2ER4e+0EkEomYPGkSD+/dYeu65QDUbNCMyZOn8OTJE6X1S6VSpk+fzsiRI0iTJg0AxYuXoGCR4ixev0un16INzpam9CqekSZuaWKJsRxzFUE9dMGfX4H4/Ark0ZVXfHzkxednX3HK5qywbO3hDei8qB2dF7UDor4TdcQ4KcNiyi1hdcU4oSVNSYFgDQvERLCQBeIhkUj49u0rGf4vyFmz58QtfyF2795Nr169EjhbfWbOnImtY1quPPyARBLKlfOnmTFrNjNmzKRNm9YYGxvz7Nlz7j+4z8cPH8iSLTsyaVSyhM69BhARHkbt2nVYu3YNderUiVV3aGgonbt04dnzFyxcu53/OjZn567d9B8xgVoNmuk8wMjDIot1Wh+AsQZ6HNOhyjYsyjIOMPu7T24t+1v+XRv98ZMPL1785MrJp4hMjXHI7ERkWARG5vFFyrVyPlwr5wNA1eRFTKtYWfAPXVjHcdEm2Ie6xB1m3ihLIKXl/z+gLqKf8Q7FnDtOSIy1tZIFkU+5CJG6BOLx9u1bypYty60X36OddS6eOc7EYf9x5cplsmXLlug2vL29KVasOIvW7aRoybLR+yMiIjh7/BDXL51BBmTLmYf8hYqRv1BRhfmKTx87yOQR/Rg9ehT9+vVDJBIhk8no1bs3z1++YdmmfdjZO/Dw3h3sHR25eOYEHjevYGfvSPW6jciR242s2bWLkKVvTMUiwiJV/zyfuexXeVwuzsqQC7mqGNPKhp6VEdcqjrtmWNeCrOvIWzHRWIzj0DzUJ96+mGIc4R//xdDYNiL6/5oKshC32jBRN1KXYCELxOPjx49kyJQ5luese816rMyQiVOnTtG7d28VZ6vHuHHjKV66PEVLluX1i6esXDCDUhWqULdRC5489ODbFy/u3bnJpQfvsHdwVFpPrfpNyJg5K0N6tmXLlq1kzZYNE2Mx9z0fsu3whWgRL1y8FG3qVcLSwpQWzZvz8dMnJgztQ0CAP/feeiMWixN9TbrE0tQIa1MRPwNVB/hICGXrgm1jZGFSJsbqCrGqYWl9i7HCNnUgxJB4MQbYZ+5ArV+BsfapEmP5/piirC5+ASZanytgGAhzyP8wkZGRCpczvX79Onr+WM7t65f58e0LrVu3TnS7r1+/5sCB/QyfOItH9+/SuVktzI1lrF40k2Y1SvP1wyuaNW4AgO8f7wTrK1C4GLtPXqf/6KmUqlSLDDnysWzjXtKkdYkuI5PJ+P71M106d6Z3794UL1aMgAB/atVvYnBiDBAcJtVKjIPE5gluECXUMf+OiX+MmNMxkYe9jLvJSShDU1IMVRuSGMs5ncY6lgd1hL+xUjHWlpiWsbx+XbchoH8EQf6HWb58BQUKFIgVZOP79+/MnTeP2g1jey/fuHKeihUrqp14QBEvX75k9uzZtGnbliatOpI+Y2YWz5rAoEED2bp1K23btGHhgvkc2L8fqVRKyTIVyJYzt1p1Ozg6UalqLVp26Eb/4ePJ7ZY/1nGRSMTkeSsYOmwYjx494syZM9jZOxAZGYnHrWtaX5MhoUpcYwqstkIsR5v0iKDbiFsJpVCMVz6ZxFjOrRxmGomkvJw6Q9CqLG5BlFMWwhzyP0y58hXI4VqAK+dP0bBhA6ZPm0b7Dh2wc3Jh6oLVsSJYfXj7mua1yvL8+fNoj2VNkEgklC5Thqw5XSlbqRqNW7TngcctBnVvza1bt8ie/W/gi8jISEqXKUOXvsOp17hloq5RJpPx4e1rJKEh5HLLT9+OTenQtiV16tRh3779jBw5AoBlG/dSwb1GotpKDuRzyAktNUosicnOFJfEWsqazBnrIgSmLgRZF8Qd+ob4lrEidDmELcwfa4cwhyygEm9vb549fcKqHcfoO3QsE4b2oWDBQjg6OTNrxfZ44STfvn6Ok5Mz1tbxl7qow/LlKzC3sKZX/xGsXTaPZXOmYGpmyoQJE2KJMUStGw4Lj6BGnUZateXv58udG5e5eeUCNy6fx+fPb0xMTHErUJh06TPw5csXnJycuH37dvQ5925fT5GCHNPS1ZcYA1jLJNGibCeSJEqUE7MOOTFinJD4Ks26pP9pb7U4ncaaMu/iB2GRY2wbEUuUdT2XLIix/hEE+R/F7P/rXmUyGekzZmbV9sMc3LWFYqXLYWVtE6usTCZj5YIZDB8+HAuLhFMKxsXX15f58+ezcO0OxgzuSdUqlZky4QR58+aNt/zIx8eHadOmMnneSoVrc1Xx9vULZowbgqfHbXLlyk21alVZtnQx5cqV49evXxQqVIis2XNiSgSnT5/mwIH95MqTl+btutCoRTuNr8uQSEiMA0VmWMuUP8yVYRsZGl23oYhyXOKKsbpCrK+0h/rkVg4zlaIMuhdiebsC+kcQ5H8UKysrxGIxgQF+2Nk7IBaLad6ui8KyTx7e5+f3b3To0F6rto4cOUL2XLnx+eONNDKC2bNnKc3UNG3adAoULUmlarU1bmdUvy5ULF+OzevXkClTpljH9u7dR/FS5QgMDODAgf0cOBA11Lvl4FksrbSz+g0FZWIc1/s55t8JibNtZGis/ytqI6lFWZ0544TEWJkIy6Nm2aSA6FiqRFkQ45SNIMj/KOHh4RgZGSGVJuhCwO3rl6hYqWK0Va0pEknY/9sMw97eXqkYHz58mB07d7Dr2BWt2slboAhbtmxm7Ngx8Y65ubmyctUquvUdiiQ0hEYtOxAUGKAzMXb5FT/WNMD3NBN0Ur8ylDlh/Suo8qqOm+YwJsqSOijcbyBD1jG5lcOMEp6xvfD1Icb6dApzv6Q6y9rFKoqfTQmdp0ldhobgZf2P8vDhQ6xtbMiUJVuCZbNmz8X79x+0bqt161Z8ev8OGxtbnjx+xMePH+OVuXDhAr379GHWkvVkzZErev/3r5/p1rIOOzetTrCdKfNXYm1jw4sXL+Idq1u3Lp06dWTVwplcOHMcB0cnta49JRHXG1oR1jJJtHVsGxmqcIPYHteKRF9dz2pV6DxAyP+tY/9gE4ViHBBgEr3FJG5ih5Qa6Upfy53iCr8uUEdUFZXRRowTc15SIwjyP4qHhweFipZUKxdw8VLleP7sqdrZleJiY2NDq1YtuXbpLI1btqdHj57R8aplMhnnz5+nQ4eOjJ+5mMrVo0JgRkZG8uDuTcYO6smjBx7s2LiS8LAwZDIZX7w+KGzn+9fP+Pn6kjlzZgCCg4O5e/cua9eupV///pw6dZrIyEjGTV+o1XUYKuoIMRBPiNVBUSjMxAox6C9ASMwh6phhKlWJsCIEcY6NLkVZE3GMWTaxopoSRDlVDln/+PEDb29v8uXLl9xdMVh+//6Nc7r0apV1dE5Djlx5uHHjBvXr19eqPWNjY4yNjRg6bjpdmtWifv0GFC5SmOPHjuPv78+QcdOp26gF4eHhbFy5kJ2bViGTymjVuhU7t22iWfPmDOzemsAAf54/fcTtGGE95chkMnK55qVylSq4pHPh1auX2NnZk69gEVwLFKFL32EULl46VsCQlI66w9MxxRjAKoYgx12TrGjOWBMx/nHvFV9vPiN30wpYZ4idrEKXQhxzuDrm3HFcqzi6vApxTSiEZUpGV9G73C+JEj30q40o6lJIdXEN+iRVCbKvry+LFi1m0aKF5MyVi3seHsndJYPF19cPW1t7tcuXKl+ZnTt3Uq9ePbWs6pjIZDLOnTtP134jMDe3YMPek6xfvgDvP78ZPW0hpctXxsQ06oG6eNZEbl89x6aNG6lQoUJ0FK2jR44wY+ZMXjx/TubMWeOJMUD6jJnZc/I6925fx9/Pl3wFi5AufUaN+5vaUCXGiv4OEpvHEmVN5qS/3nrGvmojiAiREBIupsCAhNNj6gr/YJNYVrEcRUKsjuWYmoJq6FKUUzrqirKya9WnoKeaO04mk9GpU2cCQ6IciMaMHp3MPTJsgoODsUunONWeInr0H0GrOuXZtm0bHTp0UPs8qVTKvHnz8A8MpErNugBYWFrRb/j4eGXPnjjMkb3buXTpIjly5Ih1zN7entmzZlGtWnXqNlUevlMkElGiTAW1+6cr9O28pQxFFqudSPPlTXJUpU+UtxXXyo0IkfD9qic/bz/j2Yr95B/QgidL9pK+clGt+6FRnyWmsYeqlYhxQgJr46vsuOFaVJogxLk2fFKNIJ89e5ZHjx+x5eB5GlYphru7e3J3yaBxcnLit0/CcaLlODo5M3neSob36UiZMmXInftvSMvg4GBOnz7NocOH+fPnDzY2Njg5OZEta1bOnTvP569fmbdiCxYWlkrr//juDVNG9mfFiuXxxFjOiRMn+PjpE8u7JD65RWrGT2YWS5Tla5DVDRyiSozlRIRI+Hz6Nu/3X+TTseuYOdnhXNyVgkPaEPLjD5YujjgWMpwsWqnJ2k0KIvyN8Sgi1otDl4ByUsVdGhERwfjxE+g5YCTv37wkZ65cODoqzxAkAC4u6Xj57o5G55SrVJWmbTrRpUtX9uzZTYYMGXj69CkdOnZEhhE16jWmdKUcBAf64+39i4dPX5K/aElWbxuNyMSCSCVLrEKCgxj2X0c6d+5MgwYNFJaJjIxk2rTpdO83DAtLK42v919DkSgD0cKsyKlLWS5jORGSMJ6feMi7vRf5dOwaFukcyVS7DAWHtCH462+8Tt/C6+QtMlQtTuUNY5N9qiClOmTpE1VWcsyXFo8i4uh/BVFOOlKFIN+6dQvvP39o3q4rqxbNolTJUsndJYPHzs6OwIAAjc/rP3wCU8cMpGzZcnTq1In169fTvntfeg0ciYOVCfamkcR9Dktl8C0QFP2sZTIZ08cNwdnRnokTlQ/7Xr58mefPn7G5TWeN+/yvEleUQT1rWVE+489XH3O68xykIiOciuQmW5PKBH/z5sXaI1hnTkvmOmWpuGoELpWKYGxu9v/kD2AlDtPLtWmCOtax8uHq1EdCn4dcjGP+nRrmjlMCqeIuvHbtGiXLVcLExITH9+/QrnXz5O6SwSMSiZBGav7ma2pmxtT5q7hw+hjrl89j9rKN0TGgzcTEE2MAH4mYcCVt+fzx5tSR/UyZMiVeGM2Y5MmTB4DdW9fRoXtfjfv9r6JMlNU9V86XK48I/umLTAafjt0gfeUiZK5TlnJLBmOXO3Os82JG1AqKNDUIURZQj7hiLOdiFZkgyklAqsj2VK9+A9zrNqNxy/ZULJiFCxfOkzdv3uTulkFz584dWrVuzYV7b3U2tJjRVoSJUfzbKVxqxBd/qdLzbl69yIj/OlGiZAmcnZyxs7PDzs4WW9uozc7ODltbW+7cucOcOXO4+/qX0mhf/xpbstzVqLy6Dl+KnMV8Q43xefoe21wZMbFW7A+gKrxlYoRZVd5juVNXXA9ree5hdVBlIRviMhl9DiMrE2UwfC9rXX1X2kYRU8Y/k+1JKpXicfcOQyfN47GnB+bmZri6uiZ3twyeIkWKEBISwvu3r8iRK/GflwgwFsW+SWWyKP9UETLMjEVIIhTfxGUrurPt8AVuXrtIYIA/gf7+fPjmTdCr9wQG+BMU4I+/vx/+fr4A/Pj2xSCjbMlkMvx8fXj68D4+f36TLn1GSpatmNzdioVcaJUJs7J1xv6R5hiZgFMRxfmpFQmxXDTtTMOUllEXZWuO4e9yp7je1boQY0NE33O6JTwjU6SlnFRiLC+jjxe1lHUnKiAkJASJRIKTc1p2b15L48ZNFK5RFYiNqakpVlZWhAQH66Q+MxMjRKIoK1gmg5BIMT4hUsIjZaizbCRrjlyxQmamNGQyGdVK5OaP92+yZc9OxoyZuH7tKrOXbaRW/SZ6bz/mUiRbccJRuDSJtqUomIcqcY0bXzquMKuLMhFWlDAiplUM6ntVC2KsvJ2UJMpJKcYxy+palFO8coWEhABgZm7Om5dPKVOmdDL3KGUQGRmJz58/ODg66aQ+c+OoGzlcKuJbkIifgZH/F+N/A5FIhJNzGpYsWYLngwccP3aUAQMGcu3iab226x9pHk8wFe1LTP1x0USM4x7TZAuS/N38g0344m3JF2/LKAGOucURY3URxFj79gxpGD85xDgx56giZd2RCogZE9k5rQtv375N5h6lDJ48eYKlpRVp1AyfmRCm4qgfRVC4EWER+nlwFD6sOP3jw0bb9NKeprTq2JNZs2bTsGFDrKysOHv2LLUaKw9iom/8I83VspaVnaspqsRYEXGHnhX2Q0n0rVjtahD8I6WSXEuPDN1STk4x1uRcWYh69ad4C9nFxYWs2bJx88oFGrfqyPLlK3jz5o1a58pkMi5fvszZs2dRw7ctyZFIJFy8eBFvb/UDeKiLk5MT4RHhvH7xVCf1mfz/TlIjm2OqpVnbzrgVKELRokVp1qwZkvAI2iVzEBNNhTUh61qZdayOGMe0eFWJsTxbU8y54QAFGZliJn/QNJFCSrKOk3sdcHK3rwpdvBAk90tFTFK8IItEIho3asy5k4cpW9Gdxq3aM2LEyATPe/z4MfUbNKBRo0a0aNGCSC2WAOmTK1eukDdfPnr07IWbmxvdunVHItE+JGJcMmXKxNAhQ5g5fohO6ouQiQiOEOMfalifY1IiEomYv3obC9bsIH3WPEycvSw6RndKICHxTowYA1iZqZ5Djpk2ERTPDf9rGIoYKuqHoQiZvq3bpCTFCzJAkyaNuXLuFJLQUNp1/Y/rN66zb9/+WGVkMhmPHj1ixowZlC1XnmrVqpHdtRAZM2dlypSpKtfAJgXBwcGsX7+BsWPHcuDAATp16kTvQWM4e+clhy7c5eWbtwwYOFCnlnyGDBkwEunmFvgREMnPQNUPD6lU+dKn1IJIJKJoybKMnjqPwsWTP0CNukPW+hbjBNtXw1FLGcIwddIQsz+GJmSGMP+rC1LFnVy4cGEcnZy4ceU87jXrsWDVNgb168L+A/sJCgri589f/PjxHUmohApVqtOh1yCy58zN9g0rMTE2olevnsnW92/fvrFmzVo2bdqIS4bM5Mzjxu49o+g5cBQtO3QDIGPmbCxcu5NWdSpw5swZatWqpVVbMpkMb29v3r9/z6VLl1i8eAlDxk3X5eXEIzIykqP7d7B781revX1Flep1mDxvBebmFnptV0B3JKUYK1pL/C9iaGIsR94vGwOUDk28ng1RjCGVCLJIJKJ5s2bs3baeKjXqUr5KddbvOcH1S+dwdHbG0SkNjs5pyeWalw9vX7N59WImj+hHo0aN2L9vH2ZmiU+4rilv3rxh9pw5HDl8mLIVqzJnxRZKlKmgNEhHmrQutO/Wl4ULF2ktyG3btePkiRPY2TtQvHR5Zi/bSPkq1RNzGSr59OEdQ3u1I0wSwrChQylUqBADBw1i3dJ5CrM9CSQP+pwzjjtMbWUWpnT+WBsxTo3WsaGKcUrAUIVWXVJFpC4AHx8fihcvzsQ5y6lcvU6sYzKZjHu3r7Np1SI8bl+nQ/v29OvXj6xZsyZLX6VSKaVLlyFPgSL07D9C7fW3Af5+VCuRmxs3bpArl2ZrdoODg8mUKRP7ztzUSSAQdRjVvys25sYsX74M0//PpXp6elKlShX2n71FztxuSdKP1MyyjI9VHldnyFqZIGu7vCkhFAX2gNiCrEqMNY3FnNJICYKckpziDAFZiD++fTInGKkrVcwhAzg4ODBu3HjmTR2NJPTvQ+jHty90aV6Lob3aU6ZEER4/esTcuXOTTYwBfv78yevXrxg/c7FGwTBsbO0oU6EKx4+f0LjNp0+fYm1jS/aceTQ+VxvevXnJxTPHmTBhfLQYQ1SEsOEjRtCjdf3oJWsCyUdSLG+KS1yr2dZSs/tAVU7flC7GAv82qUaQATp16oidrQ3bN6wEIEwiYfh/nciTMxtPnjxm3LhxpEmTJpl7GSXIdvYOWs2jVq5Rj2PHj2t83t59+3CvWTfJUuLdvXmVokWLkTlz5njHbG1skt2JTkA1iQlzmRQoEmVBjJOOAHvlL0UC2pOqBFksFjNu7Fj2bFsHwOolsxHJIliyZAk2NjbJ3Lu//Pr1Cydn7V4MKlerzf17Hvz48UPtcyQSCcePHadGXf2HcJRTulxlPDzu4unpGWt/aGgoc+bMZfqitUKCiCRAVxG7dI2iJVA2FtqPmAhiLJAaSHVmiouLC6EhUfGZf3z9TL26dTE3T96H0uXLlzl69BhmZqbY2tpy+coVcrvl16ou57TpKFS0BEePHqN7924JlpfJZIwaNRo7RydKl6+sVZvakC1nbnr0H06jRo1ZsmQxDRs2RCQSsXz5CtJnykyJMhWSrC+plYTmjxMiOYar1cXOJlxtD2tBjAVSCxoJ8oABA3FwdGThgvn66k+i+fLlCy7pMwHgkjELn7y8krU/np6etG7ThiatOhIcHInXjw9kzZWP/iMmal1no5YdWLNmKV27dkkwkcaMGTM4cfIkG/aeSvIgFb0GjiRLtpwMHjyE7dt3UKRIYZYsXcranceSbOg8taKJGGsivPpy5IrXjopIXTY24QQEmGBnE2Uxy4X5Vo6kXw2R1LhfEsVbUmSIw8OCU5d+0OhTPXToILa2dgYtyF+/fiVd+gwApM+YmatP7iVbXyIiIhg/YQKtOnRn0OgpOqu3bqMWLJs7hVWrVtG7d+94oiyTyXjw4AEbNm7kxPETrNtzgoyZYzuxWZkZYWUqQgT8CZbqLRFEnUbNKVPRnY0rF3Llxm1Wbj1IwSLF9dLWv0JiLeO4qDNfnFRirAg7m3BOp7HWWfuGirIlO8rET9dC/a+IrHytsiEukdJoDrlK9Tq4V3XXV190huj/0acyZMrC69evkzxClEwm4+TJk7hXrcqPX9506TNYp/WbmpkxZf4qli5bQY2aNbl//z4AAQEBLFq0mFKlStOwYSOCJDLW7TkRb5mTjbkYZ3MpluJILMSRWJtp7kpgaizCxUaMsTjqpjYzFmGk5P52cHRiyNhprNp2mKIlymjclsBfdCHGQZGmsTZlxMy8lKj21IxhrYx/WYxVYeNrrDMR/dfEOO7/DQWNvoUP717Rq0d3ffVFJ2TMmJHHnh58/fyJYiXLEhYezqlTp6hbt67e25bJZJw7d47pM2bg5fWZzr0H0aJ9V71EpSpXqSoHzt1m46pF1K1Xj+rVqnPz1k0yZ81Bt/4jqVyjDhYWlgrPDQmTIjMD+SNAk4QQpsYi0liKECHF2CiSDNYQJjXCzEjKH4mYgH84lrW+SYwYJ2QF68IC1kZsIX7YTPg7bC2IccLY+Bonylr+F8U45j5DspQ1CgxSvXp1du/ejVhsuE4UMpmMgYMG8frdR1ZuPcSm1Uu4dvYoZ8+e0eu8ZUBAAE2bNuPt27d07DWQVh26YWFppbf2YvLF6wM7NqyidEV3KrrXVOs6HSyjvkNJhCxKoNVsy95SjL1plOhKZRAaKcZMHElIpJjfCcSyFkgc2giyvsNegvZCDIpjWMvZZ+6gdb0xURZoI7UJkTainNo+A2UkZA3rW5TVDQyikSC/ePECFxeXRHfu2LFjnDp1mmXLlia6LkV8+/aN/Pnzc9nzPUZGRjSoXJT/+vRh2LChemkPogJvuFetyqX7b7G0St1v9VZmRliZiPAJ0d/cs0B8NBFkRUKckAgnRli1QZFlLBdkXYkxqI58lZoFKSGBTs3XbuP3dxruSKOEDQVDEWSNvhFLS8VDoJoQFhbGmLHj8Pr0kQ4d2lO6dOlE1xmX9OnTkz5DRl48eUjJcpVYufUgfdo3JixMwujRo/ViKadLl44wiQRRAl7PqYEgiZQg3WWCFEgk2gxHJ7X4xkWVGCclAfYRqVaYUut1qUOAnTSWKKcUkrzH69atw9jElI49+7N8xQq9tZMtWza+fola8uSaryBrdx9n89ZtVK9eg0uXLuk0jSGAo6MjYrGYP79/6rReAQFlqOuUFV1eiWOVPA+xok2dMuqcnxDJIcbRbRvgsiKBxBNgl/LSvSbJK5S/vz+enp5cuHCRtWvXsmjdTgID/Fm35KLe2sycORNfP3+K/jtnbjcOnrvDrs1r6dS5CwXy52fcuLGULVtWJ+3duHEDS0srbGztdVKfgIAqNJkbVpbMQR00Kavq/JjxqlXNGycXqdlS/pdJaaKs8zswLCyMZ8+ece/ePTw87nH//n1evXqJS4aM5C9UlJVbD1KoWEmePfbk69cvum4+GlsbGwID/GPts7Syput/g2nRvitb1y2nRYuWlC5dmnHjxlK0aFGt25LJZEycOImOvQZga2efyJ4LCChHl0KckBCqE8pS3Tr8g00UJpEwBDEWEDAUNBLktWvXkidPHuzs7AgLC0MikRAWFkZAQABPnjzh/v0HPH78CDNzCwoWKUbegsXoM6w++QsXI03a2M5gvj5/sLHRTyrHyMhILl++QodegxQet7G1478hY2jTuRebVy+hbr16uLu7M3bMGPLn1zyk5ZEjR/jk5cWyrn0S2XMBAeWoK8aJFWJl5WIKtKZ12FiEx+qHIMQCSYEhrjVWhUaCfPXmHfYfPEJAgD+mpqaYmZljamqKuYUlOXK70aR9D8YXLk6WbDkSdJx6+ug+xYsVS1TnlbF9+3aCQkKpUbexynIOjk4MGj2Z9t3+Y8PKBVStVo16desxevQocufOrVZbBw8eom+/voybsSjJljkJCIB6S5d0NTycmMQPytoNUBWr2jBzYgikIFKaGIOGgjxt4VqsdWDVhkkknDi4m0ED+iW6LkUsWryYvkPHYaZmUgnntOkYMXE2HXv0Z+3SuVSoUIFmzZozcuQIpXmTpVIps2fPZvnyFcxcvI7K1evo8hIEBFSiTIxjWsf6nKu1sQiPVZ9KcU0hCPPIqYeUKMaQTNmeNq9diqWFOe3atdN53YGBgbx7+5ZS5SppfK5LhkyMn7mYTr0GsnbJbEqVKkXjxo0pX748xYsXJ0+ePDx8+JAzZ85w8tRpfHz92LT/NLlc8yW63+dPHeHr509UrVWfn9+/cWDnJt6/eYW/vy/GYmPevX0NwPRFa6hWu4Feon8JGD6qrGJlYpxYIU6sdRwTdTM4kfxpywVSKClVjEHDwCDXHn9KtIUsCQ2lRmk3tm3dQqVKmotmQty/f59mzZtz4d7bRK83fvv6BUf27eDpw3s8ffgAiSQUG1s7ylZ0p1zl6lSpUVcnTlwymYwGlYviaG/Ls2fPMDe3oHPnzpQsWQIHBwciIyO5du0ae/bsQWxsTOmK1Rk9ZW6i2xVIWcx2eamxZawLq1iVIMvrV2UhxxThCP/YNoCxrfIlR7rI7qQqKIgiBAs5ZaONGKsbFES+rlkbz229BAbRBZfOncTZ2YmKFSvqpX4PDw9y5smrk+AfOXO7Mfj/WZoiIiL49sWL9BkzY2ys24/tzctneP/+yd3bN5FIJBgZGcX70tzd3Rk/fjx3796lfoMGDB07DVOz1J+OTiA2dqZhKq1kdcQ4rnja2Ki2gANCTJSKsnzoWh57WlPiCjT8FekSnpGJynUsiPG/hT7FGJJmCVWSBwYJ8PPF+7c3R48e1XndR44cYcqUqbTu1FPndRsbG5M5a3adizHApbMnqFq1KhYWFtjb2yt9g/L39+fIkaO4uuVP8tzGAimLuGIcEGASvcUrG+OYNqIqF+uEhB1UW8RyIvyNo4VaU1GVo+15AikTfYtxUpHkgty8XRfGzlhE3379qVS5CosWLebHjx+JrnfWrFn0HzCQ8TMXU71OIx30NOm4fO4E9ZRkowoJCWHTpk00a9acXLlycfrsOQaPnabXRBkChomVOAyIspJjIh+ullvHisRYExSJs7pD3+qIsqZoKq7aiLFgHadctBHjhocNM0FSks8hR9fp58vFM8c5fWQfD+/fZfLkyXTv3k3t86VSKZ6enpw6dYqTp07z9etXVu84Qq48eXXSP30ilUrZvHoJ65bNw8ramj/ev3n58iVOTk6xyn379o227doRFCKhXpPWuNesR5ZsOZKp1wLJjTy5hHw9snzoWpUg68L7WS6ymgQKidmuIkcuRUPVCaHO8LXc6tE0HKYgyCkTXYhxUgxFG+wcshxbO3satWhHoxbtuHvzKoN7tCVjxgzUqaN8+VBkZCQ3btzg0KHDHD12lJCQUCpUqU7rrn2p6F4zRUTJ8vnjzYShvfn47jU7dmzH0tISIyOjeGLs6+tLw4aNcC1QhAmzlgrzxQIq0ZcYy+uxsQlXOZesb2x8jXG/pFl5OUKsagE5iizjxDhr6RqDeC0sWbYi42cuplev3ly6dJEcOaKsQHkUsKdPn0aLsFQqo2rtBkxbuIaiJcthYpL86x9DgoO4cuEMtnb2lKlQRelw8hevj/RoXZ9ixYpw5fIl7O3tFZZ7/fo1nTp1JlO2XEyet9Kg808LJA9y6/ibT1QwGlXezqqWGtnpcIhZHY9rbUgK61VYg5wyaXhYrFZ6RXlZQ8dg7sBaDZry2NODypWrYGZuRmBAAKGhoQA4Oaehau0GTF+0lmKlyuvFsUobHt2/y7Z1y7hy8Qzp06fn/bt3TF+4mnpNWsUr++vnd3q3b0S9urWZM2eOUtF+8+YNVaq406J9N/oOGyeIsYBSgiSmag8R64qYVnJqC38piLLhoiqVojqinBLEGAxIkAEGj5lK9bqNMDU1w8raBmtrG6xsbDAzMzcoJ6YnD++zetFM7t+5Sbdu3Zg07jx58+Zl3759jJswUaEgb1yxkAL58jJ79myF1xIeHo6JiQmBgYGIjY0ZOGqSQV2zgGEQFPk3paJ/8F/HK23maY1tI/ALMFHLSpYPW4NqIU7pEbsEUTY81MlrrEqUU4oYg4EJslgspkjx0sndDaU8f+LJ6kWzuX3jMj2692Dj2pU4OztHH//x4weZMscPtSmTyTh97AALF8zHyCjq5oqIiODJkyfcuHGDg4cO89DzAV++fMHNzY3goEA+f/pA5qzZk+zaBFIW33ysCAgxwS/ARCMHKbnYBNhHEOFvrJEoJ4Q+xDg5xFEQ5ZRJShJeZQh3XQLcvHqRgzs38ejBXXx9/tC1WzfWrFhM2rRpY5V78uQJM2bOZN7KrfHqEIlE1G3ckoEDBzJ/wUJCgoP5/OUzYiMxhYuVxDFtRrJk/YOJiQkmJiZUrlyFs8cP0fW/wUl1mQIpCPlQdYAKMU5IUGx8jWOJsjrEtJLj7jdUBIcu7TAURyd1rGNdkNzXKUcQ5AR49ugBVy+eYfv27ZQuXRorK8UZnRYsWEjjFu0pV6mqwuNDx02nfJUaBAX6Y2FhRZp0LuTI7YZYLGbBjPG4OP11hW/duhVz5i0QBFkgFv2+FGS2y0vg/xGyEimEMUXZL4Gycgta3TZ1sdQpsVaqtmIsWMf/DoYixHKSPDBISqNjj35ky5mHGzduKBVjmUzGiZMnqFittsq6ylSoQrXaDSlXuRq53fIjFosJCQnm2oXTlC9fLrpczZo1efv6JT++f9XptQikfEZ+d9VpfXLxSUgs/QJMEnQWk5eJWy5m5C11+5RcoiiI8b9BgJ3U4MQYBEFOEBNTUzJlzsq379+VlhGJRHTr1o0F08YQHBSodt1hEglDe7UnXVpnGjRoEL3f1taWtGnT8f7Nq0T1XSB1sjgoY/T/lQ03a2IdxhRlRVtMYopu3C0umgpxzL4kFm2sY0GM/2KIYqULDFWI5QiCrII/3r+ZNLwv9+9cZ+KECSrLTp40CWsrCw7ujj+HrIjw8HBG9u9KaJAfe3bvxsLibzpFDw8PgoKDKVLCcB3cBJKXjbK/Pgy6FGVFKBPnhMrHrT/mpmkfNEHd61anTwKpA0MXYjnCXaiAyMhI9u/YxLJ5U6lQoTwXL16M58Qlx8vLi8OHD3Pp0mWeP39OtXoJh3KLjIxkwtA+/Pz6iePHjmJjYxPr+IaNG6ndoKmQ81hAKWXeSYC/VqmxbYRCwZSLkzqCo050K11ZvDG9vdXtnyZtJiTKggCrh7a5hXWRuCGpHLo0wcbPSK/CLtyVcfj4/i1jB3Un0N+XdWvX4O7urjQQiUQioV69+qTPnJUK7rXoPXwyOdWIpb1ywQzePH/EiRPH40XrevjwIQcPHmTPyeu6uByBVEitX4HY2WgWAERT4VNH1NSpQxdltG1bUf8FIVYPGz8jtSNgKeJiFZlWoqwvEdaF17i8jph91LU4C3dnDGQyGZNH9KVwwfzMnzcPX19fypQti7mZOX369CZ//vyYmZkRHh5OWFgYu3fvwdTcghVbDmoUUev7t880bdqENGnSxDu2ZMlSmrftIiSREFBIrV/q+ygoQluLWVEdmp6X1MS0wg2lTymFxIixnItVZAa3NlgbC1fVS4KyY9oKtXCXxuDP71/cv3uL/Xt2Ym5uzsCBA8mdtxCFipVi3cYtfHj3msiISIxNjBGLjXHLX4hJc1doHN4yt1sBjh7aRa5cuahevToODg7Rx759/06dctV0fWkCqYDmoT7Y2ChfeqRs2FoRiRkqjnuOPoaddYmh9stQ0XaYWhFHGkWmWFFOjLWu7dC2cKfGwN7RCWsbWy5duoSDgwM3bt7iyKX7ODg60bZLb52106xNJ358+8zY8RM4ceIkGzduiD7mki4dp4/up3bD5gaROONfR93cusoe+uo83Mq8k0Sv89Ukn7CdTbjKYeu4zl7apDxUB0HwUg+6FGM5KU2UdTVsro0oG96seTIiFouZPHcZvXr3plWrVvQdOhYHR6eET9QQaxtbRkyczaQ5y7n/4H6sYwsXLsDn9w+mjOqPGqmqBf5BbGzCo4VbVchLfQmwQOpEH2JsyNj4GcUTX1ViLPfUVrYpKq8pgiDHoVrthpy785JN+0/TulNPvbZVqGgJfv74yaFDhwgJCQHAzs6OGdOncXT/Lh4/8NBr+wKGg9zS1ST6liJRVmQVK1uyJFi2AkmBoVnHcZELc2It44QEWh2EX6QCbO3ssbUrovd2rG1sGTNtPoMGD8bP15ds2bOTPn0GHj18SO9BoyhYtITe+yBgOMiTPCiLGa0IGxvtQmgKYiyQFBi6GKtLUq1hFn6VyUyDZm2o37Q1P3984+2rF/z8/pU+wydTsEjx5O6aQDIQU5RBvTlleRl1lkEJQiyQVLTfYAZOKT+5R1IGFBF+nQaASCQinUsG0rlkSO6uCBgAMdMhxrR+44qzjUXs/MQJOXkJYiygD9pvMEvuLqQahDlkAQEDRJGwxh2aDggxiRZjZefIEcRYQEBzkjrcpvArFRBIZhQ5XBnbRsSylOUoml825HzEAgIC6iMIsoBAMqPIeg1AtShD7CFswToWENAtyZGMQvilCggYIDa+xtGirAzBMhYQUI6+A3/oA8PtmYDAP0LMdZAx10Pa+EatH07Ie1qTJBPa9Evg30AXGZpi4p9MHtYJrQM25FSMgoUsIKACjyLqrqPUPsqRokD+DQ+LYz005EPXCYmvojzE2hBTiPWdcu5fQlE0LF0LYWJoeFisUWKJhofFBrO0SdN7VF7ekF46DacnAgIC0RxpFBllofr+jbKlSowVRePSKnGEEqvYkB5ayUmAfYTWaSmVhaY0tJCV6gbzMJSgH4m1eJWdnxz3vGAhCwgYKEcaRaplPelKiNUpo4t8snFJCdZ3XBHWNKVjQqKrKlVhUn4+AXZSbPyMErSU9SnG6s796vpzkV+7tqg6VxpqhK8adYhkamQw8Pf3x87OjmuPP2FtY6tBFwUEBBKL+yWRWlaZvoQ4Lto8CNVtx5DEWVefuSYWsLpCp8/PKeZ3pWw6RR8YynevifCre19LQ/35PDIjfn5+2Noq11DBQhYQMHAuVpFRwlN1GU3FWBeWgLoPUE3ailnWUB7QqkgoF7S+hqM1/Q60JSmGpVPC96wIfQxpC4IsIGDguF8SYaODn6quHyDqDmGrOxSYUh/MqnC/JFJblDUVv5T+eRlq/+Per3FffvQ5tywIsoCAAZMYD9ykcEpJrCgb6kNZU1TNKasjyv+KGKfUfkPS/J4E10kBAQNFGzHWVW5XZSjK96rp/HBic8YaKqrmnFV9l/+CGKfG71sfCIIsIGCANDws1lhY9f0GH/eBqs0D9l9+KCsSZfdLIo3EKiV9fqn1xUsbAm3V+wyEIWsBgWQmIQspIa/P5FwjLDxsNUOVpWyIgSq0Rbgv/hJgJ4UQ9cqm/G9eQOAfIzlCWv6LD9jkSsqhi2U2ycm/eK8oQ9PPQrCQBQQEVPIvP2DloqxpdC65E5e2TnmqPNNViXJiv6vECn5quFeS86XH8F+3BAQEBJIZG19jtS3mmB7ViVmHrM8ALLo+11BJadM5qe8bEBAQ0BmpweJRB3mM6oQs4YREWZEAJ1aUNf0OkkuEdHGv6GI6Jl7WNAWZ1FSdqwu0/SwEQRYQSEYMJUD/v4yiONWqUCbK6mcG0xx9i7IhWMeKgnFoer66MdkN4XoVIcwhCwgkE4kV46QK/AGp21LWKga4grllZQFAkiu9YlKmzdRH0hF17z1tfwf6XKuvLYIgCwgkA/qyjOXJAHRdv76EWZOHoiG+FMQV87iinNy5jnUd3lSXqNueoVqz+uDfuVIBAQNB32Ic9/+6RFeRwLSpI6U8mOUirGsx1vaFRN9DtNoMp6eU7zKpESxkAYEkJCnEOOY+fc5RK7Oa9fmwTSlD6MltGSsioc9O0f6EvktNvgdBhBNGEOR/BH08IPSVWi4lkhTOWbbein+u27pK9N62KoQHbcpCkxSXqqKHqSPG/9q9kdgXRUGQ/3E0ScYtkHwoE2OIehlIykTyyYlwf+qWxDh+/WtimxQIgvyPIPx4Ui6qxFhOXFGOKcbKHrgp6Z4QhDh5SQ6nr5SGLu5R4RMWEDBg1BFjOXIRVkeMEzpmSKSUfgr8u+jqHhUEWUDAQNFEjOWoK8YxywiClzJIbgtVuE/0j0a/+Ca/gzAK/XtTnE5jrfMO6YvZLi+VHrMSh8X6u9+XgvrujoCASrQR49SGIACxEYaNDRNd3qfCtysQC+EHbxj4O2mWXUgRKfm7FMTYcNDV2vPUiK7vU+ETFoiH8MMzDP5VURbEWDlJ+dkIIqwafXwXwqctIGDA6EqUhQdr6iEpRFm4X1Sjr+9AmKgSUEhSBqYXUI2/U4TSOWVNBDs1fqeqhCPmtSorl9o+D22Ie18kVoxV+T/o4gUzudHnPaORIB90tsLaJuU4cslR5dAFEBRpGsuxa1nGx4JjF6nzAa4PkiIAhypR1oTU8J3qMimBNp+Hogh18nvgX/ls46LuvWnrbZwqRDkuce8JbSMjpvpxiTGO79UqFxRpGr1BwiKe0tA22YCyH6gQNjOKpIyG5e8UEW/Thrh5Zw1teDJuQnlNEsxr2566KLvv9ZXMAxR/HspIzO9c32IMqcNCjouie0Lb56Nh/RJ1jFyM/cJMozd1EEQ5NnF/qIIYR+F+SZSiLSJDE+LkJKGXABs/owTve12JsrYvIPL29flykBj+FTFW55gyUu0vcqDVF4IkptGbHE2EGQRRlqPuQ+lfIeaQlDy4hqLNUBHEWDPU/d0k5veRGCs1bv8MTZT/NTGOWcbGzwhrf/W+V5FMJkuwVn9/f+zs7Lj2+BPWNrZKy5XwTNxN4FEk4eG/Mu/iZ7axswkHwMYmHBuLqP/bWoYrPN/KLHYQEDvTMIXl4jLyu6ta5ZKaWr8CFe5PKGiLNkOtmv7IkzO5gT4fSJrOD8V9yKZ2p5fUhjb3krr3iC4cqFRl+9L3bzCh4erUej9rek/U3x3E55EZ8fPzw9ZWuYYa1GtyQoKuSIyV4R9sEm8DtLaYDdFSVibGCR0TSD5UeUun1oeXNth6GxtMtDJ9iFpi52zlW0KpNw3NUk4NaPOZ7qqr3jkGJcigXJTVFeOAEBOlx+SiDMQSZSDFibI6gqvsM9P2AZMa0/klN4IQxyemEBuKMAv3vkBSYHCCDPFFWd2h8IAA5WIsJ661HBN1RFldr219oon1G/ezS+yDRXgw6Q5BiNVHEGWBfwGDFGT4KyTqiLFfHCFWZSXLUSXKqjZIXlHWZiha/hnq6oEiPJgSjyDGilElvMktyrbexrTfYJasfUhJCPe45iT/a6cKEuMkJhdluZOXIvyDTbC1DCdIYhrP2Sshxji+J0hiin+wSXRbAQEm0S8HckczQ8H9kggbHdbX8LBYmJ/SEuFBpT3qBJaIK9y6/rzbbzBLcO72X0FXAWsEokgVn6ShiZ9A6kbzpS1/X1za/6+9M+aN47ji+JA8i7LFo0Q7hYBU+gABAiRlCrMKEgRUk8KFKlXuXeRTuHfFSjBSuKEcuDWLNAFS5AMEYBMYCgJZ4h0DUTJ5TMEMtTec2Z0382bmzcz/ByxsUHd7e3u777dv5s3MYRO3XBI4ArttHy6Jmw+UYy0/1GObvkZiHmZp77UdO+dDCh4w+RDbZG1ysaDfrGPZ8e5HP90MjaJmx70heTxtbdSWWfm2ggwrf4ebLyEyfv74MriVxvY+175azAClFMuBdaoRslJhUrYxHKMMGd/GNrkFpMxHLU39vjM/TfX7jm0h7L6crR0T9XyOvX74bz1Iq4fvWBNVCXmK+aDp2pUdQ8Z2fGaXgpT5kC5l35mfYoN5iBBsrQy+59Pndc8fX3Ynqd6+r1SqE3JMlpxLxjX1aVOneISU+dBykHZOXdIy/14iiI81+Y/J1syqYz6nJihV4ZByOj77zm9kCmnqzO1v/6n+9oufWV8TO20mhdnuehHBcOpMDVeGbA6LMtFV1j5joHOiq70vFjM1f319o5kzA4WKYLgfV5BLNTSKUogjPQvV7B9vsM1hrFTcufc5Z3r/uQN4K5LMRcgQLRRo+UGJLQdHW2p1vkgzdaZNvDllbOLKRl1jkc3Zuqa2MSTI+PT/Q63MTan0MlbKHvxzydj1t9THwU3oggS+mWzs/myvg4xlAxnzYtbV+MYWagwiCflieb3zoYBLyniK5ZsPrGIeStkX29zYPhOQpMAmXtuWWsaa4UWXU8Y+/1aLlDkLk1LszySnICFjGpi8hIepupqp2BISe0hN1ltfn6iNj9zpdi6GTdbDDHk+0nfr04RtwyXv4WQguTBnJFPK3qfuErGGKuTSS/X5yqKF5mufm5jaXMa5P5PUwR8yphHze/SSIXPVbOi46NNt5Ntk3Y2Qb15DEPNQxrZsOJeMx0Ss5WvCIePSIlYq/ZKPEkXN/WCR+kEllZR7lXGJDLcHGaconvSNkcn6kG8d0OvZ2lYrw0Unhv+v1G0ZL5dl+41DZUyhBxlLhbMJPkerQQpx9irjUrReYV1SxhSi9mgTQs1SVup2E3VsP7Etu039/rGLT4JoU9CKjH3w/a5PDrcx8QPoGuqwztIER+cx8dYu5TEombGW6bAAKxc1XYSx9CRjpfxWHTL/HVIGvZEyBqZKbIL26iPcFqRsa6r2xSZgDjFTJkbpQco9yljjkrLr75Ay6AGurHh+urm2Df+eCvIdShGtfu3yQX0FA9wyNv+9ptm8gAxsQqUWAPksXwhArXBXUE/9jRuSkOenM6U+pH/ImMTHZP33X7qyn+Hf/QPSH89fqeWbD0ZXgYqtpvbNgEPWTR5mxzEtEPPTTfH9zDmqnyVWWLuQnt2iCAuUhjqCxPX6kvGv+F3uEkvo7EVjfHN370bKvvjKOLQpepgt++6DoztAgnRdQMbXx5dq+MvuyxkECpohdqKj4ftLx0WRUTmFjDXf3N3zfu2UjM0Zs0Lx2cfUUKdWgIzfk0qakDEwqbUbI0TGpnRt/cSlKH8EBillrPGRso+MfTCns8yJhAuMAmR8G255QsZAqWsBD7caabFoVVTEziFjzZiUOWTsEnCImHvIjiFjN1wShYyBUvVmw0NalLFSkX3IOQXKzW//c6bm8+v/T1G0NcXFYnZrGckplg8ukku5NmnVdrwhcPUlPznchpQrgPs3anGxiWHrn6+ca2gxDD7C2mWsFH0KTEozNdfrcjZz9yC32vj8y4BhDSO0GJzBOEPBt5Adm5jjhV1bDQQdZQsyppJqpq0x4ULGfaNlvPOKN5hAyv2BlpE6IN/pvcmYWkUdI1GfArAUk6xAxvIwM2NIGcQCKcuHZI+//KYeGf/6H9eSWe+npU3GkWv+aarEOfuSIePycDdL+/LkcPtWE2ZNY5T3jzesf685aUjN88eXpOlmbRPStNjsLYU6GtYjsMluOH7YlQGHyphaqBVCy9XWIC96NajhqlDIntvG5yF8bJUw6bPG1UzzQlbKLwOdEjSFHFIGICWQcr/4CBdSTkMXQlYqb4FUCuavZzcbADmAlPuDIlpImZ9uhKxU2KQcoXBkyZAwKA2k3A8hgoWUeenybGopS25ahoQBAGO4igG/+uINeV8hYkVxFz9dZcgmKbPlmH1DxiA1tVRSAxmYc19DxmnoSsg20aVoxpYi41bne+2Rsz2+31LLGFLuF9/hjpBvXroRshadS3g2MZsTdfhusccIQCpMCUPK/TIlZYg4P10I2RTdWKFUsaUSIWOQGJd8IeV+ef74EpN/CIJkgT/8dUMd/y7VofChZ+maktz89SzJVJRUcskYs3LJxLcIJ6biubUA65qlqxdcBV1neyvyql7Pnr61ztpWAvPhQMIx5YScIUu/EfaPN0hDhUoPK4KMgS/Pnr5VO6821zYKrikTx0QvMXuWHoNS4zPVKvXhTcLvbMvUextWFdRkLfWGiDmuEmKGjAEVM5uOlfLB0Za1gnbxyYWIIG0iNfbkgjLvOVXKJePEmHh7knJwH7K0G2N4PDHrYg4n40g5MQdkDEIJGWc6REt5bJEBideNtJiTm5BFSKRLeWzObPN1PbBxdXU1uTTKYrFQ9+/fV1tfn6jddx/f/J1zVRVbcBgbtsOx4DR1WBBnf3MOIXP9Pr43dav9PRLlpNR6gJ4aFkX5bUp/31jxtrjak6+MzevA9btP/caUFaGoxMq1xjizOl+of/3p5+r09FTt7u46X9fHY4cDLXVfMXMVgdVUUX1wtKVUhTdA6+gA7TM+uSYZc7B/vNGklE04x6abUJdpnIIzw919OatSyj6Q0sz5aT0iSUWsTHPKODbTSPmUDMJ5critzvZWowG59xmVWm/eTiljLsxlPcE0XYxDlkKJzDg0MEHGMhnrPuhdwiatSrkWGde8/1JAyIqnP3ryMwo2U1MDE2Qsk7GKaEjYTmtSpsq4hLhyfWaLUm7vGwlEQp+xb78aZMyH61yagWTn1WZ05TRwQ5Gy5L7n0Mw452QbuSWpP6+VB9LyphhhfrqZZYEEymdQi7okyLhWOAuM8KBRDzFSbC0jTsG1xKbvLd/7T99bLWasuRHfZG1rTuZsYoaMZcJd7dtC9XBqWjhHkjPcGCS3oLjmw85J6c/nQryQU7G8v4KMhZJKDC0IJxUtnZtWpSxx5jSN5GOriSqEzDUJyHAjvZcg49JzY9dOajG0JB4uWjwnkHJ+Sh9bC1lylOlS9tfECNS2r+D3esoYIo4nlxhqFFCqPvAaz4UvkLKbmJXDxigt5dqJNgjHrDg62PiKc3l/lWWoko+MIWEecouhpIgWn1zcepofWzIvZUHawdFW01J2Ubus9ZKJMVCXaQTpYbFaTKZ8cLTFkgW7CN0vZJyPHoUwRA9nsQXYHNXhrVagu+JS7TLmhDtTTpV5+9DC0Ce2NDNEyvvHG+HC9HhfShm3SsqHIxu9ytgVPIYBLacoW5MyZOwPl0RTyNh38psWZKwUc1EXRcoSxgsuH1xYNx9az45ziLlXGU/x5HC7iCBbkTJkTIej+Zsbm2RNMbc2Sx27Vcybwezr5QzyY33JU58TkwXXJuP354guwFT99Sll7AoO6C+TB7V+JJTcMrYtl0iZaavEtVqyuXmIj2BbkvCQ5GbJ2fw5JNUsXzXJmEuk3FLuITOOyTZbDTYm+8cbSmUq0AR10Mu176IeuzDjK1adSdcg4pSBTT/cIHhO00rTb0okdFkBWfQuY6U6FrIv0kWcW5DDVgfI+TaQ8TSQMTCBjK9hjajSArS04+Fifrp5s5Ukd0W2dCDjaSBjYAIZvycq/XMt/IAgnYbSAnaB5uwwGdsmCOkxOCFe9EuP1/sYUUJ2FftIkrKkY4mhZ9lRqamaWksZgSkdJYY7uVZnklLJDGRSdZT3lZSE5t0Yaj52kx4qrKlAxumQNvaY82GxpgdP4EeySJ9aIiH7r13M0jEXBDFbJiBjkBNpMtZAysBFtJ1KNAfHSrUmMddynC709QEZg5xIlbEGUkbLkI3qoj2noKRUK7uQelxUIGOgVL4Ka+ky9oHa11yrlH3YfTlrYq1jH6K/5Zg0KNNmum6i/eONLGLSnyGhAKwGEfseYw8yTjHcyfe81TLUikPGLYhWc3C0pZSlyn4IZXnEGovFfIoZh+enh+LHrI8driA+Fny+//RKHRylOqLblKzKli5i6cdXgpIy1q/Vx8CTRfA/QEHG61CuGR8pD2VsG0rHiSnE2M/qQbIUoiIsR4D2CT65s6wS4pEiu2EzvrmBdUrLePgeqU16kPE6IUvOjmW/poyH/+XEtaqSz9KIU/heuz2IOyjKcgVoaiaQk5wCguzqQ4qMNc+evlU7rzaDtxRAxuvEnA+blG0yToHvvnNIuXXIZ4FLHqGZQM4+sxzN15AxX/+XGRDGrjFpfa8cD5xfffHGuuyfD1rKn3/5oXNSi9zULOMUBWyU+4Sr6ZoqWe4m894mziHZYGcBeXACGafFJV1pMpZGqNS5wbzXccQ2JYe+N/R9LpH3ImOlKhz2BAAFU76QsR+QcjuECK0nCUoCQi4EsuN8aAlDxjQg5XagZMscMobQw4AVQBdIkLGe4MC2SeRsbyVmfCukzMOUmDlFGtJkLvVeyEXf3z6CqQzXVQyGzLgdKH1etQWas73yE+QMub5v2p9kpiSpstrUY6NbIvlZamGmpu8/vSI/odsqtFPIuIXzWxvU4FJbMJIp43ZI8X2olciSm5T1/SL5GFORNFK0IAs99CJEyqlp4fzWRG1iDQEyBikIyZJdDxlj+6ld4smu9hZkYX4HSeMiazi/rQhMcj8vJ5BxXrivqRTXKGedQ2yfss9x1H6fko5+db70et2ff3+pzvxeSmZ1nqc4x/Udvv2VUp99t6V8QtfVnfVXrc55AozU8zv/cf1yulRKnS2nJ8e/fMtTOLQ65386nv84I/dc3vtBqeXH74/l8u30beZznny4ePdT0Pv++2CllOMQQo/t6k14i9LOYvPWPXa2lP8Qqrn3b/d9pL+Xz3VB/twfrv87vP5CMa99vW9N6Ge8vvd+/z7oz/X99c37TwK+7ty4urqaTPvOz8/Vo0eP1IsXL6IPDAAAAOiNhw8fqpOTE3X37l3na7yErNS1lN+9e8d2cAAAAEAv3LlzZ1TGShGEDAAAAIB0tF01AQAAAFQChAwAAAAIAEIGAAAABAAhAwAAAAKAkAEAAAABQMgAAACAACBkAAAAQAD/A3RMsEs9R8+aAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=33\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "lon1, lon2, lati1, lati2 = lon.min(), lon.max(), lati.min(), lati.max()\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "\n", "tmp = deepcopy(observed[t].numpy())\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_stimp[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Response Letter DINEOF(t=1) vs DINEOF(t=46)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=42\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "lon1, lon2, lati1, lati2 = lon.min(), lon.max(), lati.min(), lati.max()\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "\n", "tmp = deepcopy(observed[t].numpy())\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#STIMP\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_stimp[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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cgkVLkDVH7tj1yhDzwCmXPxMAd9/8YMfGlRzfv4OrV68Ic8kCfxUSiYTPnz/z/v17fHx8qFChAhYWFqxatZrlK5az7dB5XDK5AjFzsYf3bWfXpjW4umZm1cqVZMqUKUn9S6VSPn36hI+PDzY2Ntja2iISiTh16hSTp0zB1s6RAkVLYmxsTFRUFHeuX+LNqxcADBw5ic69B8W2Vehi95j/2Jip1XeYlSmvss3i3ZuXHNqzjSP7dlCqdCmWLF6Mo6Njkq5LFUJQ1z+Il28oFcedJoujOYdGV/4jArw0ZfPmLYyfMIENe46TI3depFIpm1YvYc2S2dSuVZuTp07Sa9BotqxZzLOnT+MEcUilUnbt2s2GjRt59vQpERFiSpevzMK1O2MFNyw0hF1b1tGxR3+io6Jo07AydWrWYMqUyaqGJCDwxxAWFsb27TtYtnwZnz5+xCVTZqysbXjx9DEGhoZkds3GmGkLKFS0JI8f3GXv9vWcPnaQokWL0bVLZ5o0aaKT5B0JERQUxJEjR3j27DlRUTGpgbNnz86yZcspXbE6o6bMjS0dGyvGoLEgy/D382X62ME8vHeT9evWUaFCBd1dzC+ePHlC+fLlBUH+1/Dw9KXB9Au42JuxqmcpCmf9+9JAzpo1i42bt7B5/2mcM2QE4OWzx5w9cQiPu7eYs3wTnZvVZNyY0SrzUkskEjw9PWnStCk9Bo2hrrvydZWeb1/TvlE1Vq1aKcwnCwDw9etXQkJCyJ49+x9VU/zdu3fUrFULewcnOvQcQM26jWKT7nz38SbAz5fsufJw5fwpVi6YweePnrRu3YrOnTuTJ49ullRqg1gspnGTJhiZWjFv1dbYl+c4YgxaCzLEvKzv276RBTPGUbFCBYYNG0aJEiWSPHapVMry5cuZPmMGYaGhgiD/izz75E+v1bd4+imA+sVcaFcpG8Wz22Fr8Xe4saVSKYMHD+HM2XMsXLuDXHniJ4rfum4ZZ47s5fy5cwm6m5csWcqxU2dYvf2wymN2bFzFpZMHOXXqpE7GL/DncuTIEbp27QpAsWLFGTx4EFWrVk1zUxq3b99m167dmJgYkzlzZjp16sSLFy9o6N6ISx7vlb5IfHj3hnlTR/P04T1GjhxFu3ZtMTc3T4XR/0YikdC9ew8+3j/HhVGVMTdO4HtOgiDL+PzRk8P7trNl7TL279unVUKR8PBwvnz5QsaMGdm3bx8TJ01m0pzl9OvcXBDkf5XIKAkbL7xl47k3PP8SCICDpTE5M1iRK71l7L+5MliRycEM/WR2Q+kaqVTK3LlzWbx4Cb0Gj6Zl+24Yybmnw8PDaNugMq1btmDYsKG8fv2az58/U6VKlTjt+Pj4kC9fPg6evxM7Z6aI74/v1CydhwcPHiR57kzgz0UqlVKiZEnadR9AzXqN2bR6CYf2bMVAX5/Ro0fRrl3q5EgODg7my5cvfPr0iefPn3Pw4CFevXpFHffmGBgacvncSfr06kHLli3Jnj07lx96YmVtE6eNTx/e06xWGdq3a8/YsWPSRPSxVCpl7LhxHD5yjLtDC+CUWGIiHQiy788ffP7wnnu3r3P93DHOnDmt9njDw8NZuXIVCxYsIDQ0BKlUip6eHvNWbqF46fKULyDMIf/zSKVSnn8O4KVXIK+8gnj9NZBXXoG8+RpEaEQ0AMaGepTK6UCNQulpWyHrHxUQduHCBcaNG49/QCB9ho6ljnvz2DkuWeq8Af37c+HCRT58+MDTp0/iWTOt27QhQ9Y89B8+XmU/bRtUZkC/3rRs2TJZr0cg9fj69SsnT57Ezs4OZ2dnihcvjr6+fuz+27dv07RZc87cfhG7Njc6OpqzJw4zeUQ/jh07SpEiRVJkrD4+PnTv0YOHHg/x9/fD1NSM9BlcyJojNyXKVqRB09aYW8Rkpzp19ADLZk/k2LGjNGvWnF5Dx1O1Vv047T32uMfQnm149fIlEGOZ+vr68u3bN3x8fACwtbXF1tYWOzs7LCwskt1dP3fuXNasXceGvSep/35G4ifoQJArF8mKv58f0xeuZuzgnnz58kWpl8Db25uly5ZhaWFBxYoV8fb2ZuLESVha2zJ4zFSKlS7P929fCQ4OIntON4KDAtUS5LTlZxHQOSKRiLyZbMibySbOdolEipdfGK+9Ann2OYBLT78xfd8TFh19wcy2hWlRzjVVxqspVapU4fLlS+zZs5fp06exde0yBoycRJmKVclXsAgb9hxn4vC+fP/mjYmJKSdPnqR+/bgPo4EDBtCocWMat2xPxsyu8foICQ7i9ctnOplTEkibeHp60tC9EdY2diCKsRhLly7N+nXrMDc3JywsjDFjx9KoRbtYMQbQ19enVv3GHN2/g8uXL6eIIH/69An3Ro3IU6AYq7YfwjlDRqxtbFUKZLXaDTh3/CDFihVDX1+fW9cuxRNkKytrfL59I1fumGVFvj9/Eh0djaWlFfaOjohEIgL8/PD390MikWBkZESnTp2YOnVqnMDJyMhIjh07xu3bt7l77z5mZqbs2rkTExPN0u4eP36cpcuWs373MTJlyQpJz0OiFi4Zs2Bmasr1S+ewtLTi3bt3FChQIHZ/cHAwS5cuZemyZZQuXwVjY2PWrluPgYEBfYeNp36TVrEGgVN6F5w07F+wkAVi+eYfxuhtD/jv1ie2DSxH/eIZU3tIGhEeHs7atWuZP38BufMVYPSU+bhmz0lkRAR+fj85cWgfpw/v4fKli3EsH4Bhw4Zz98FD1u46FmcpFMC5k4dZNX8ad+7cTsnLEUhmoqKiOHfuHDt37eLkiRM0ad2R4RNmIRKJCAzwZ2iv9oQH++Pi4sLlK1dwy1uAlVsPYiwnLt++fuH5k4eMHdSDY8eOUrhw4WQdc1BQEJWrVKFoqQqMnjpfo4hnP9+fnD1+CKf0GahYrXacfVKplLevnhMWGgqAnYMDdg7pYrPXyZBIJAQHBeL16QPTxw5GRDSbNm4kW7Zs+Pv706FjR969/0DZitXIX7gYe7aupWqlihqtUoiMjKR0mTK06tSH5u26AEoCuJShAwt58axJPL1/g0ePHxEdFcXly5djA9rOnj1Ln759yZAxC4PGTKVwsVJAzHcnc0+rQrCQBTTGycaU9X3LEBYZzaANdymSzQ4XO/Vu8uQiIiKC3bt3U61aNTJkyJDgsSKRiPTp05M1W1Ye3LmJx72buGbPiaGREemc0tO6Yw/279jAkiVLGTx4UJxzp06dQtly5Th97AD1GrWIs+/pIw9Klymt60sTSCVCQkKYO3ceO3buQKSnT71GLdl+5CLZc7rFHmNlbcOKzftZu2wepqZmdBk4jpxu+WKt0JfPHrNt/XJOHz1A5sxZGDBwAIUKFYrTj0Qi4datW9y4cYPy5ctTokSJJLt5Dx48iKGRKaOmzNN4+ZGtnX2swCkiEoliE+MkhJ6eHlbWNlhZ27Bh70kWz55IpUqVmTBhAmvWrsElc3Z2H78S6y7PV6gobepXolu3rmTOnFmtcW7ZshWJVESjlu3VvzgdUa5ydY7s386e3bu5dOlybBnW1avXMGXKFIZPnIV787Zxfo8ikUhn7ntBkAXiIBKJmNexGPkGHiHfwCO0rZiVesVcqJLfSaOyi7pCLBYzc+YsBg4cSKVKlWnTpjX16tXDzOz3i4JUKmXHjh1MnDQJC0srmrTuxIJ1e7G1i1vz1MjYmKnzVzO4e2s8PT3p0iVmOYehoSHfvn1DIpEgiY6ON4ZPnm8oVbRgnG1Hjx5l7rz5vHr1EgN9A2xsbbGxsSF9emcGDRxI2bJlk+cLEUgykyZN4trN20yas4JS5SvH85bIMDQyos+QMXG23b99nXVL53L/7k1atWzF9evXyZ49u9Lzhw4dxo6dOyhTvgqLlyylQoXybNq4EQMDAz5+/MiUKVPp1Kkj5cuXV3vs+/btp1aDpirHnJIYGhkxbPxMipeuwMThfajdoBkjJs2OHds3by/OnTiMnp4+z549U1uQjx47SsuOPeJ4qh5WXpss16BIvoJF+PH9O25ublSsWBGAO3fuMHHSRNZsP0zBosk7bSW4rAWU4tJtPyHiKHJnsOKlVyBmRvpULehM3aIu1C6cIUUDv168eEHt2nWwtLbB0NCQ79+8cW/kTq+ePcmfPz8jRo7k0KHDjJg0m6q1GiT6tvr1yydmjh/Kgzs3CQ8Pw8zMnIAAf9ybt2HM1AVxXJIA29evYNn8aQwZPJhu3brx8OFDWrVuzbBxMyhcvBRSqZTAAH8CA/x5+exxzDz2wAGMHDEiOb8WAQ24d+8eu3bt4tr1G3zw9GTH0UtkyapcSJXx7LEHC2eM58WTh/Ts2YPevXsnWuTew8ODuvXq0bZLb9ybt2NwjzYULpifBfPn07tPH955fuLTh/e0btWKOXMSzgstkUhYtmw5c+bO5fDF+7EpI1MbqVTKh3dv+Or1GVtbOyysrDExMeXuzavMmjiMkiVKUr9+PZo3b46pqWniDQLFihdn6PjZlK1ULXZbaEgwhkbG8aaTkoMGlQrToF5dJk2aREhICBUrVaZ5+2506N5f6zbVdVkLgiyglDYLrxIZJWHv8Iq8/hrI8XtfOHrvC3fe/MTIQI/2lbIyvFE+nG3U+yNLKrdv36ZFixbY2juSPXdeJNHR3Lhyngb163P6zBm2H76gdNlSUGAAZ44f4tSRfejr65MxczZKlK1I5ep10Dcw4MunDwQHBZAlaw7MzC1U9v/Y4x7TxwzixbPHGJuYMGryHBq37KD02Ds3rjCib0devXyZIg8QAdV4e3uzeMkSNm3aRIMmrSlRtiLFSpXTSNCCAgNoUr0kLVvELKGzsbFR+9y7d+8yZsxYTCysmTBrKUN6tOHVi6cYGBpx6Pxdfnz/RsemNXn96pXKmr2RkZG0bduOZ89fMG3Rmti5y9RGKpUyZ/JIDuzagmM6J4KDAgkMDCQ6OpqMGTMxfvx4WrZskXhDCm2mT5+ebYcvkCNXnthtVYpmJ8Dfj3TO6Rk7fSEVq9ZKjksC4PWLp4wf0ouXz58glUqpXL0OC9ZsT1KGMkGQBZJE52XX8QuO4OCoynG2e/uHsf3ye5afeImxoT57hlagQJb4axajJRK2XnzPf7c+EhUtpXpBZ7pWz4G1mZHWYwoLC+PYsWNs3baN69euYWFphZ/vT5Zs2B37BxoY4M/Nqxd5+ewxr5494s7Nq+TOnZtWLVtiamrK27fv2LdvH0YmJizbtD8mglNNpFJpzJu6oVGcNc+KSCQS6pUvyOJFC6hZs6bW1yugORcvXuTFixf4+vpy7tx5PDweUKpsRUZMmoNr9pxatTlzwnC8P7zm4MEDWs0V3rhxg7p163L+3hts7ex5/eIpYrGY/IWKAtChUTWaN21E//7KLbDt27czc/Zcdh69hKWVtVbXkBxsWbuUbeuWcfbMmVh3tFQqRSwWaxxVLUMqlVKnTl3E0VIWrtmBja0dH969oUmNUty9e5eVK1fi8fg5a3Ye0eWlxCMyMhIf7y8YGZtgZ++Y5CkCQZAFkkSPVTf5/COU4+OqKt3v7R9G83mXCQ6L4ur0Wpib/J5fvvT0G6O3P+DZpwBqFEyPiZE+pzy8MDHUZ1LLgnSumvSUgx8+fGDnzp1s376D0LAwmrTqSLd+w1i5cCanDu+larWqFCxQgIoVK8ZL+xcVFUXbtm1xdStM78GjkzQOVYwf0pMCbtkZIbitU5QSJUpiZmlNJtdsFC9dnopVa2PnoH3BAKlUSvn8mThy5DBFixbVqo1q1arjkjUnk+YsRyqV4nH3JgWLlIhNW3nxzHFmjhvCs2dPlT74PTw8qFunBjf+64yTg2ovjowgy7heq2AVrmKRtJ8WV/Ob0QO6YmoAGzasT1I7ioSGhtKjRw+ePH3Oko172bNlLcF+3ixauJAyZcrSY9Aold6p1CDAPPHrDwkKp262sYkK8p+VnkkgxTDS1yMyWqJyv7ONKZv6lcXbP4wpex/Fbp978Cnusy5iaWLAuUnV2Tu8IlsHluPRwvo0KZ2JIZvu0XftbcIiopI0vixZsjBq1CgePvRgw/p13LtxgQ6NqxMcFEj+/PlZsngxPXv2VJqD18DAgEaNGnHh9NFkK7uWIZMr7997JkvbAqpxTu+Me4v2TFuwmkYt2idJjCEmS1tISDBubm6JH6yCAgUK8PbVcx7eu8XSOVPo3roBtcvmY/n8aYSHh1Ghai0io6K4ceOG0vPdzA/ToFoumvfZT0Rk/KBDbZGKliXp/IGjJnPq1CnOnTunoxHFYGZmxubNm6lbtzYdm1TnwO6tdGjfnmbNm+OWvzCNWqR89HVKIQiygFKMDPSIiFItyADZnS0Z37wAq0+/ZtHR50zb95jp+58wukl+To6vRrHsv4NenG1MWdSlBKt7leLArU/Unnqejz9CkjxOPT09KlWqxKmTJymQLw8f3r/h1Zu3dOvWHbFYrPI8d3d3fH/4cPXimSSPQRkZM7vi+eFDsrQtEMP3798JDo5b37p8uXJcOnNMZ3189fqMuXnSslLNmjWT0iWKM6x3e86fOMj58+dZt3YN929cpL17Vfx+/iBbztx8UHK/hL2azOOXPuTOZs9rz5+IxUl7kVUkKaLsnCEjo6fOo2PHTly/fl2Ho4pJuDJj+nTGjhlLuXLlmDR5MuZW9sxauuGPKOgRZGwS5xNspF4QrCDIAkoxNEjYQpbRq2YuutfIwbR9j1l89AUjGuVjRKO8Kv9oWpZz5dSEavgFR1B5/GkuPPbWzXgNDZk7dw5vXz2jVccevHnnSZUqVfHw8FB6vJmZGf369mPlgun4/vyhkzHIkzGzKx88PXXersBvBg8eTMmSpdi1axcREREEBAQQGRnJlQtnCAzw10kfudzykStvfnr07IlEkvjfgzJMTEyYP38eb9+84dGjhxQuXJgqVapw6uRJ8ubJzaQRffHx9sLI6Hd8hb+/P51alCJvjZW4d9/N1bsfmTyoMpbJUCAmKaJcv0krBo+dRvPmLTh8WHWBlpcvXzJo0GC6d+9B585d6Nq1G+fPn0/UQ9WtW1fKlSuLSN+IeSu3xFsBkRYJMtZ+jMIcsoBSJu9+xL6bH3i8sIFax3/1C8NAT4RjYgngf+EXLKbbiptcePKNVuWz0KtWLgoqCQ7TlJMnT9G9e3dquzfDxtaOreuW069vX4YPHx4nxR/EJIjo2rUrly5fpmnrTnTo0Z90TumTPAYAn29fqVU6L1+/ftU6wEUgYXr37sOzV2/x9/2O1+dPiEQi3PIVpGXHHtR1b64zS8rP9ycdm1Sn96/lTrokICCAChUqYmBkwkfPt5QsVZpOHTuwaskErC1NGNGzLHlyOGCSUJUjBdSdQ5Yn0MwU65CuGo9fxvmTR5gwrA+FixSmeLHi5MnjhkQiITIykhcvXrBh40bqNWpBhoxZ0DcwIDDAn/92bsQttxtjx46hfPnyKn9f69at4/Dx0yzZsEfr8SUn8nPIMjEONIr7Nx8aGEa3dP2ETF0C2pHVyYLPP0MJi4hSKyFIelvNlj/ZWhizZ1gFVp16zcpTr9hxxZO8mawpldOBwq62ZLAzw8XOlFwZrDDQV9+RU7t2La5cuUyPHj257+fP5Lkr2LRqEceOHWft2jXkz/+7VKO5uTm7du3Cw8ODufPm0aBSEbr1HUq3fsOS/DB3cHTCyNiYT58+kTOndtG9AgkTHBxM0RJl6D9iAl8+fUAikWi0tlhdbO3syeyq+3YBrK2t2bBhPQ0aNmTAyImIRHrMmzmaXNnsWDa5jkZCnFSUBSepK9JVazfALX8hbly5wBOPu1y5vgl9fQMMDA2wtLJh8/7T5M5bIM45XXoPYuem1bRt1570zs60aNGC5s2bxUsg4ujoyJdPH5BKpWnaXS0vxiH6cQU5TF8974pgIQso5c6bH9SYfI7TE6pRMmfyJiGIipZw7N4Xzj76yp03P3npFYjsrrQyNWTvsIqUyqXZGKKiopg3bx6Llyyh58BRhIYEs3XdMqZNnUaXLp2V/mF7eHjQpk1bylSqzuip85Nc47ZpjVJMmzKJOnXqJKkdgficOXOGTp06s+/0DdK7JG9JzOOH9jJ5ZH8uX7pE7ty5k6WPQ4cO0alTJ8ZMnU//Wp+1bkfROgb1LWRlJMVqVpew0BAunjnBiUN7uHHlAmXLlmPq1CkULBiTHS8wMJAyZcrSue8wmrXplOzj0RTZi0yQsUmsZRxPkANDGWDfXVj2JKAdUdES8g08QqNSmZjdXrvlHtoSGSXhW0A4H74H027xNRqVzMTCzsW1auvWrVt069adgsVKU79pKyYO60OZMqVZsngx1tbx13R++fKFpk2b4ZzRlZlL18dLrq8JS2ZPYveWdfTp05t+/fop7U9Acx49ekTduvUYM30Bdd2bJ2tfVy+cYVT/Lqxfv45atZInGcXr16/p3qMHYeGRzFmxmVIW27VuSxtBViXGkDKCLI/vj+9sXbecHZtWkT17jtjCDT7fvBFHRHLJ432SX5STg892Mb8zVYIs8vNTy2UtBHUJKMVAX4/mZbOw66onXr6hKdq3oYEeGe3NKOeWjuoFnDnt4cW7b0FatVWqVCnOnTvLp/cv2bJmKRv2nOCnfzAVK1VSGvDl4uLCyZMnCA/xp1dbd4KDArW+jgEjJ7F8y37OXbxKixZCHWVdEBERQbdu3WnfvZ9KMf7h843b1y8RFBiQ5P5MTE2xsLBItgQva9aspWKlShQsXo6tB88lyeWuTIz/NOwcHBk4ahL7T9+k5+Cx9B46nj7DJzJl/mpWbN6fJnJ4KyOjb1uV+8yjw9VuR7CQBVTyIzCcCuNOk93ZkoMjK2k0l6srPnwPofHsi3j7hTG9bWE6VdEuqUhQUBDtO3TA54cfi9ft4vC+HWxZs4Rjx47GmVeWER4eTvUaNWjUumuS3WQfPd/RtEYpvLy8hFSaSeT8+fM0a9aMJet3Y+fgyPs3L8lfuDh29g54vn3N2ROH2L11HRYWFmR2zcHaXUeT9BAPCwulfP5MPHjwQO3iCOpy9uxZOnbsxLJNeylSokzsdufvU7RqT5Ug/0kW8p/OM+f9wG8LWSbG6gZ1CRaygEocrExY07s0N15+p/HsS/wIVP9NT1dkcTTn8rSatCzvyuCN92g5/wrf/MM0bsfS0pI9u3eTL08uOjevTY16jWjXrS9NmzVTuv7TxMSEpk2acvX8qSRfQ8bMrhgZGfPq1askt/WvU7lyZfr168+sCUNp06AyYwf3xL1KMSoUzEL/zs3x9/nEyRMnWL9uHffv3OBaEteZm5qakSmLK2/fvtXRFcTw9etXevTsycjJc5JVjBMjITEW0Jy83k3jibEmCIIskCAV8qTj4KjKvPgSQOUJZ7j/7meKj8HCxJCFnYuze2gFPDz9KDP6JIfvaB74YmRkxOpVq6hapRKzJgyjW79hVKnVgCZNm/LjR/y1yHXq1ObmtYuEh2v+AiCPnp4eOd3y8uTJkyS1IxDzXU6ZMpknjx/h7++Pj48Pnz594sOHD7x9+4bNmzbh6+tLq9at6T98AmUqVku80URIrPi8NowdO46S5SrTsFmb2G3aiHGQpWmCYqzKOg40MxXEOJko8aWeVmIMgiALqEGFPOm4OLUmzjYm1J56ni0XdWstqEutwhm4PqMWZd0c6bDkGkM33SVaw2QNenp6jB83jvu3r/Pm5TNGTJxNDrcCNGvenKCguPPUuXPnJl06J+7dvJbksZcsV4kdO3YmuR2BuBgZGWFpaYm1tTX6+vqEhYUxeMgQBo2eQte+Q9LkFMHt27c5efIkg8dMjd1mHj5XrXNlAqyOECckxgJpE0GQBdTCxc6MY2Or0rZiVgasv8v4nR7Jlgc6IRysTNg6oByLuxRn4/l39F17R2NRdnR0pEXLlmxevRg9PT2mzl+FibkV7dq3JyIiIvY4kUiEgYE+ejoIJGnbpQ/379/n6tWrSW7rb8HLy4tjx45x6NAh3rx5o5M258+fj7WNPc3adNZJewDWNrb4+fnppC2JRMLoMWPo0KM/Ts4ZgN9irExg1RVgGQkJMSQsxorpHpOScUpAOwRBFlAbY0N9FnYuzsx2RVh6/CVLjr1IlXGIRCI6VsnO2t6l2Xv9A/MPP9e4jSGDB3Pt4hn2bF2PkbEx81dtw9c/iCpVqnLnzh0gZi3zxw8fyOyqfolGVVjb2NKuW1+mTZueKi8yqYFEIsHT05MrV64AMSXtzp8/z/DhwylcpAj58+dn0pRpzJm3kHLlyrFhw0bCw7Vz9Xl6ejJlylSWLV/OmGkLdBqN6+DozJs36nmFQkNDCQ0NRSwWExkZGe93vX//fj5/8aJjj5hSi4ppKzUVYPgtwokJsSoxFsQ37ZD2FnQJpHl618qFj384U/Y+plaRDLi5pM762qZlMvP4ox/zDz+jeZksZHVKvDSdDFdXV3bt2kXjJk2wd3SkWu2GbNhzgs1rl9LQ3Z1mzZoRGBiIqZk5Tukz6mS8bbv0ZvfmNZw+fTrZ1rSmFQ4cOEj//v0JCwslOjqa8hUq8PTpU4yMjKlUvS6Dx86geOnymFtYAnDlwmlmjR/GnLlzOHvmDBkzJv6dBwUFMWv2bE6cOMEHT08qVa/Dso17cctfSKsxy2eqsgr9HTdQv7kN08cspHw3Uz69/c7NM89xSG+Na24nsuRyIiI8knP/PeDk7ru8fvwlTpvO6dMzdMhQOnbsgEgkYtKkyfQfPgFTM3Otckirk+RDnsQs4sR45ryfvN5NNepTQHuEZU8CWiGOjKbM6JPkz2zDlgHlUm0cIeFRlB59gtwZrNg7rKLGS6KOHz9Ot27dWbpxD8VKxVzH54+eLJ8/DXuHdLTs0J1MWZJuIcvYuWk1B3Zs4Pr1a2kywYG2PHnyhM+fP1OoUIwY5smTh0lzlgJQtGQ5zhw7SJESpSlcvLTKACmpVMq0MYN4/cyDs2fOxCm2oIiHhwedu3TB0dmFtl36UKxUOSwsk/ZsUiXIUqmUjo3X4OUVQEhQOKWquhHgG4Lnq2/4/whGX1+P/CVdqdWyOKWr58HAUJ9AAyOkEglPb7xl37RrRISHcfjwIYoUKcLJ609Il+FAnL4twlQHDmoqwpD4PHFiYqyYi1kQZc2QLX+Soe6yJ0GQBbRm1n9PWH3mNW+XN0JPL/VyzJ64/4XWC68ypVUh+tfNHSvK4shoZh94yr4bH4mWSMiR3oqSOe158zWI3rVyxaYE3bx5C+MnTGD97mPkdMuXrGONjIykdb0KNHZvwNixY5O1r5RALBazZMkSFixcSPr0Lrx/9wZraxv8/f245PEeaxvNCoZERkTQrFYZ+vTqQc+ePZUe8+LFC2rVqk27bn3p0meIztzTqgQZ4O2rb9x55kOlBgUxt/wtVv4/g4mMiMYxfVwvkbzgRUdLGFFuNWNGDmfipEn0m1ODaiWVr2lWFOakpL1UhjpWsaIYyxBEWX20FeS/5xVdIMUpkdWCtd4PuXE7E+VKa5faUhfUKerCkAZ5mLDrIWcefqVUTgfsrYzZeeU9L74E0rFKNqxNjXj80Y+tF99hY25EYFhk7PkdO3bg61cvhvfuwMEL95J1rIaGhsxauoEOjWtQqlQpqlevnqz9JSe3bt2if/8BiPQNWbPjCAUKFyMsNIRXz5/ikC6dxmIMYGhkRI7ceVi7di0GBgZUq1YNV1fX2P0BAQE0b96Clh27073/cAAixGL8fH/glN5FV5cWj+y5nHAs7Bpvu4194tMk+vp62OcwwNPTk7xlHNmz4hKVi7VFX0miHXWtYW0ipZMixiC4r1MCIahLQGtspb4EXFlGy2aNuX37dqqOZUKLgqzpVQpTI322XHrHhJ0PMTM24PTEasztUIxxzQuwe2hFXix15+asOlQvGLfMYrVq1QgLS5kUoTly52X8zMV07NiJS5cupUifuubQoUM0atyYuk3bsu3wBQoULgaAqZk5hYqVxCWTq9Zt12/Smu8/frJjz34aNGiIv79/7L558+bjnDELvQePAcDz7WvqVyxErTL5OLB7S1IuKdn49uEnD84/x7C4L32nNsT7ky/L5mqesEQWmJUaYixD0fIT0C2ChSygNd7e3mTP5UYd9xb07NWL69euYarFfJeuaFHOlRblXJFKpUikUvQ1SObw/ft3bO2St6qVPHXcmxEVFUmr1q3p26cPI0eOTJNrZpXRuHFjrl27zuxlG6hUvY7Ok2ZUqVmPKjXrIZFIGNKjLW3bteO//fsxNjbm2bNn5CtYlPDwMO7cuMLsicNp5N6QevXq0ap1a75++UTFanXIV7BIminVd3jVRQpVdqNghVx433uHmaUJ5048Y8DImmqNUZ3ALEtxeLxtCbaphviqQpkoq2M5n8t8Tus+lVHtY9KTvqQ1BAtZQGu+ffuGYzpn2nfri6WVLXPmqJfcILkRiUQaiTHAjx8/sHNIOUEGaNC0NZv3n+bwsRPUqFmT169fp2j/2uDh4cGFCxewtLJicI+2FM1mh+fb3+NOb6WHrZk+Dub6GOprLogmhr9/b3p6esxcso7gUDE1atbEy8uLcePGsnPTKioXycaCqaMoX64sw4YNo1KlSuzcsQPvD6/o074xLeuU4+h/u4iMjEygN9XIi6C6Vqmq9btFqrhx78xThlabR5+6SyhaPgdrLgxJVIw1WaqkydrhpIixQPIiCLKA1nz9+hUHRyf09fUZP2sJK1et5PHjx6k9LK34/v07tvaOKd5vrjz52XrgHAWLl6NS5cps2LAx0XN8fHzYtGkT4eHhREdHp8AoYyKNb9y4QbPmzalQtRbhYWH069cPgA0rFyD5lZwlShIjMj9CoomM1ny9tb5ezEeGqZk5a3ceJVoqYteuXRQpUoQnT55w6eJFHty/z+pVq0iXLh0Qk+d6y+bNvHr1kl49urNu6Wxa1C7L8yceWl2zOkKsjhAWr5mPZdfHUKN9GZZcHU2b6c0wszBRKvqJuaWTsmY40MhEEOMUQtu5dkGQBbTG+9s3HJxi5mJzuuWjfde+9B8wIMVEQpektMtaHmMTE4aMncbitTuZMnUKa9asVXmsVCpl4cKFDB06FGdnZxwcHKhRsxZ9+vTlypUrCSYdefr0aZz5WE3Ys2cPderU4cf37zy4fZ0JEyYwatQoVqxYwbkTR1i/YgHnTx7he3A0QWLNMqfJEyKWEK1wupGxMd37j2DmzJkEBgbi6OiIm5ubSgvTxMSELl06c/fOHdq0akHn5nXYtXmN1mNSRJtMVi45najdqRwuOZ1i2wDNrW9tEIQ4ddBGlAVBFtAa76/eOKRziv25W79h+AcEsWrVqlQclXa8fv0Ge4d0qTqGEmUrsnjdbsaPH8epU6eVHjNy5Ch2797D+j3HOXv7JftO38C9VWf0zWxo36EDZcqUZefOnURFRcWec+fOHTp26kS5cuXImzdvnH3qIksdWa5cOQ4dOkjPnj2wsLCgTZs2NGjYgOXzpjFqQEypvqhoKSaGeuhyJVzlGnUxM7fQqOqSgYEBw4cP58B//7Fg+ji+fvmkdf/JkU4ysba07VMmwIIQpz6airIgyAJa4/3tG45ygmxsYsL4mYuZPmMGnp6eqTcwDdm5cycPHjygbuMWqTaGuzevsnDmBBbOGIellZXSpBhSqZT9/+1n/uptFC5WCod0TmTP6Ub9Jq0YOm46J288o2Xn3sycPYcSJUvy5MkTPDw8qFu3LkcOHyZDBhfGjRuv1brdtm3bcvPmTY4ePUqxYsXi7Fu1ciW7d+/G2MSUL58+YGqkh50p2JrpExwUyLEDu4mUyxGuDXu3bSAqMpJMmTJpfG6ZMmUoUaIExw7uUXnMZ7vtSnM5J3daSW37VBTd1BbgxKKvdR3Q9SehiSgLUdYCWuPz7Rt2ClZlsVLlqOvenMFDhvDf/v1pJtJVFS9fvmTYsOHMWb4pNtl/arB2yWxMDPVo17oFzZs3x9o6fjrSgIAAfv74QY7ceZW2YWJiSuOWHWjQtA2rFs2iSpUqGBoaoqenz4IFC2jfvr3W47O0tMTNzU3l/nTp0pHHzY3e7RsxduI03r97x8ULZ7l5NWZZl7GJCdXruGvVd3R0NHOnjGLt2rU4aBh45+/vz9Kly3j06DG9R0xVekyA+XosxTH/T+s5ndOyxatqnXJyiPGfFGH9zHk/BKp3rGAhC2iNmbkZ4UpS/g0YOYmnT5+xe7dqiyQtEBoaSseOnWjVsQflKqdugg77dM5UrFiRbt26KRVjILYSlZGRcYJtffn0gVtXL2BgYEjefPmYMmUy7dq10/mY5SlSpAgnThyndcsWTJ80lvu3r5I1U8wLToWqNSlZtpLWbevr65MnX0GN5r/9/PwYMWIEefLm5dLVG6zZeZj8hYrGO04+O1da5k9xP99xORbnZ0GMNVu3LVjIAlrj6JgOH2+veNutrG0YOXkOY8YMonr1ahpbNSnF8OEjMLO0ofeQMak9FHK65efKlYsMHTo0dtvLly+ZOWsWNtY2fPP5xqtXr7Czd8DYJO6D+aPnOxbNnICtnT3tuvbl4tkTWJga8erVSywtLVPsGvT19Rk9ejSjR49mz569DBw0kIGjJtOxR/8krVWWSqW8fPFULW+LWCzmxIkTjBg5ktx5C7J+93HyFiis9FhlYmwpDlfbSlYlkFYR2lWsSqzd5CZEP36/5tGaX8sdl2OU+FLvlzjr9lr+ZjEGQZAFkkDNGjXYvmEFFavVxtbOPs6+arUbcvzgHsaOHcvq1atTaYSqOXToECdOnGDnsctposhD/SYtWTF/Gk+fPiVfvph82osWL+bjF2+s02Uib9Hs1GnaIZ67OjIykjEDu5I7R3bOHDuA91cvIsTh2FhapagYQ4wYHjlyhPUbNvL48WN6DRqN59tXhAQHYWkVY/Wnt9TDLxzCI9WPxBaJRPQcMJKlS5fRoUOHePvfvn3L+vXruXXrNo8fP8LaxpaBoyZTr3FLRCJR7INRXijlE2loSmKC+SdYsjKUibCy/eoIs3xbipayLkirYnzH5ZhWLy7KEIpLCGiNWCyma7du3Lx5iwmzllCxWu04+729PuNetTgXL1wgT548qTRK5dSpW49y1erRrmuf1B5KLCsWTGf7+pVcu3YVsVhMtWrVmb96G6XKqXb3Lps7lRsXT3H+/DkqVqrEyxcvqN+gAb169qJ8ed1V4fL392f16tXkyZOHT58+0aZNG2xtY3JVS6VS9uzZy9hxY7GwtKJB07Z89/nKwT3bCA8LI0vW7Bz6lSM8vaUeQZEigsM1Wxrn+fY1LeuWx8vLK05Q2rFjx+jVqzcVq9emTIWqFCxakkxZssZa0/JWirqCrGklpD+NxEQ4MVSJj7J2A5PYlyJpUZTVEWSh2pNAiiCVStm1axcjR46iVsOmjJo8N84Dc8a4oUSG+LFx44ZUHGVc3r9/T6lSpTh54xl29mnLnT6yX2ec7K24ceMGFavXp/+ICSqPvXP9MgO6teL8uXPkyZOHHz9+YGZmhpmZmU7HFBISwrp165g4cSJueQsglUpxTufA/v37MDAwYOq0aWzatJlRU+ZRrXYDpo8dzDOPO6xcuYLRo0fz8fMXFq/bRY7cebl5+SwZMmcjs2s2jcYQIRbTun5F7G1tOHjwAGZmZpw+fZqOnToxZd5KatSNHzCmzGWo6E5WFOakuqvTOkkVY3kURSglBDlYZIz7h/I6bTOpKPMGKH43giALpCifPn2iWbPmZMudj6kLVse6gb29PlO/YmEePXpEhgypF8Usz/Tp07n/+DnzV21L7aHE48Hdm3RuVptS5SqyfPN/8dzpUVFRXDxzjP92bubOjSvMmTOXzp076XwcISEhPHnyhPnzF3D69KnY7Vv+O0P2XG50alaLIgXzY2RszIH/DrD5v9NY29qxZvFsTh87yIjhw+jbty8vXrxg7NhxOGbMSt+h46hVOi/6BgbsOnYZl0xZNBpTeHgYvds3Jp2dNcWKFWPx4iVMmLWEWg2axDs2ofk7ZXO8MmHWJMr6TxNlXYqxPObR4Srb1qUgB4t+BzOmJVFWxz0fFhjKAPvuiQqyEGUtoBMyZcrE0aNH+PDmBaP7d4nNIeycISO58xbg+vXrqTzCGCQSCTt37qJB0zapPRSlFC5WiqHjpjNz8Xqlc9sLpo9l4bSxVK1YjsePHyeLGHt4eODi4kKtWrWQ6htz6uYzJs1ZBsD1y+cwt7Bk4Zod/PAPITA0kj0nrxISHEyruhWICPZj7ZrVdOvWDQA3NzcqVCjPl4+eHDuwGzc3N6wsLfH6/FHjcZmYmDJn+SaMzG14+PwNo6fO01iMQbmQarPeWJvgrRB9E5Wf5CQ520+obSst51aDRcbxPvIcynJVq3bTOoKFLKBTfv78SaNGjXBIn5nZSzdgZGzMvKljMJKKWbBgfmoPj6tXr9KhYydO3XyutLpSdHQ0y+ZO5cDuzTHrkkUibGztGDdjMZmyZE2FEf/mzavntG1YhSuXL5MrV65k6yc6Opply5azePEiipQsy4hJc3ByzoC/ny9mZuYYGBpyYPdWrG1sqFa7ISKRiEN7t7NoxjgePHiAjY1NnPaKFivG+3fvSOeUniGDB/Lw0SN27dyJuYUlWbPnoEyFalpFuquyTNQNsElqNLQMdSzl5Jq3VYfkFvvE0NRKVhRfVaQVK1mwkAXSLPb29hw+fBhfny8M692BCLGYoiXLci2NWMiRkZFYWVurLHW4ZPYkrp47zupVq5g4fiyTxo8ld46sjOzbKWUHqkCEWMzcySPp0qVLsooxxCxfGjhwALdv38bW0oxmNUqze+s6rKxtMDI25vb1y0wdPZC5k0ZSuUg2KhXOioGBAfkLF2f48BHx2qtbpy5SqZRv3l4YGRmxdMkS7t+/z7GjR6hcoRyH9m1P1utRhS5czom1oSvrN6Ut6tRCXTEOkKp3XGoSqG8S+wlS8/eV+us9BP46bG1tOXTwIA0aNmTFghl07DmAVy9f8PPnT+zt7RNvIBnJnDkzXp8/IZFIlK6NffX8Cf3796NWrVqx24KCgrh1515KDhOA86eO8uj+HYKDAnlw5zoW5qaMHBFf8JILBwcH1q1dw/nz5xk4cBD3b12l3/CJzBg3mBEjRjBgwADevn3LokWLmDlhOIaGBpA/f7x2pk6dQrVqVWncuDGmpqbo6+tjY2PDf//9h0QiQRIdjVQqTZWsboFGJhpZyuoIsFrtJHKcOq7eEH0TnS23kUedYC11Udc6VleI4c8QY20RBFkgWbCxsWHN6tVUqVqV6nXdyZ4zNzdu3KB+/fqpOq6MGTMSERHBj+/fSPerUpU8gf5+sS7XqKgo+vbty+nTp+nWP+WEUCqVMnvSCE4d3keTJk3J7GxLhX59aNOmjUrLPjmpWrUqM2fOoF///ty/XZumTZswatQo9PT0KFSoEE7OzgQHBTJz5kx69eoV73yRSESVKlX48OFDbBayWbNnc/rseaKjIvH55o2PtxdO6V1S+tLURpUQqyNW2gQ2aXKOpqKcHCKuLX+zEFtFh2v8uxcEWSDZyJMnD0OHDGXyyH7kL1ycs2fPpbogGxsb4+ycHq/PH5UKspWNbWyKRh8fH3bv3s2yjXspWynl1j+GhgRz/uQRihUrzsSJE9JE3Ebu3Lnx9/NDT0+P6dOmxfEujB41ChNjEzp37pyglSsT41evXsUUpDh+hZxu+Xj57BGOSn4XKYUqK1kbEdbkAayJGCnDQiqO7U8dkdVWiBOKotaUxK75TxNdXSPMIQskK4MGDcTYMKbqz67du/Dw8EjtIZEpc2Y8375Wui9bztysXbeOwYOHULxECYqWLEOZilWTlPpRU8wtLNl59DLB4RG0bdcOiUT7+sK64s2bNwAcPnw4XrUoa2trRo0ayd27d/Hy+p1KVSqVKq3PfODAAQAunT2Bnp4eefIXTtHvVxky8U2oapKyuVv5eUJVYqwsYliVMAVIjdX+yLeRmGCmhlWs+H38i2KsaZS5EGUtkOw8fPiQWrVrU65Sdbw/e3LxwvlUcb3KWLx4CYePn2T97uPx9onDw1k+fxr+fj9p3aknefIXTvkB/iIkOIimNUszY9pUmjSJu7xn5cqVmJiYJsuyJ02RSqW0b9+e69dvEC4OZ/y4caRLl45p06fTuVNnBgzoH+/4x48fU6t2bTbtO0XuvAU07jOxyFZdC5C84CVmBatj+epKfDp8LKGTdgS0J7F7MVDfhPDAUMbatBcSgwikDaZOncaRYyeIjo6iVYtmDB8+PNXG4u/vT6FChclbsDBNWnemcvU6GCqpP5wa2Jjq4x8Wk1YyMiKCqsVzsmP7NipUqBB7jKenJ4ULFwbgyJEjcfalBgcPHmTEyFHsPnGNNy+eMmvicAwNjXB2ycT9W9do07YNo0aOjLccqm27duTIX4LOvQZq1F9S8iRrI9TqinFKW4CCGKcdVN2TsvtFEGSBNIVYLKZChYpkzp6ba5fOsmvnTipV0r4kX1L59u0b27ZtZ/OWLXz38cHSygoTU1MsLK2Zu2KzxlmkdIWpoR5hvwovREZEMKBrC968fEbNmjXp1bMnjx8/ZuWq1Tx98hiJREKhwoXZsnkzWbIkPt5Xr14RHByMq6sr06ZNJ3fuXPTs2TPJY164cCHLlq/g7J1XGBnoERktxcJYDwsjKcfOXmVYr/asXr2KmjVrxp4zYMBAtmzZjLWNLZc83qvdV3IULVCHpFrFAVJjAqPjt2GlH/OCoGyfMmTHC2Kc9lC8N+XvGXUFWQjqEkgRjI2NWb58GQ3d3WnTuTdt27bjv//2U7JkyVQZj5OTE0OHDmHw4EG8fPmSkJAQDh48yJ69++JVrkpJwuSqIBkaGbFiywEunzvJtYtnqV6jBmZmZgwaPZVRufNiY2vHzPFDKVGiBK1btyFDhvTky5cvNnDu0aNH7NmzhxcvX/H+/Tve/poHBshboBDbtm2levXqZM+eXevxDho0mE2bNgIxc8LNGjUgOEKKtQnoI6VYqXIgIrYQhYyICDEAFavWjNemKtKiGKvrng6MNiEkOsYLY64f8bttNYVY/vh+XzR38QskPyW+1Ety/WfBQhZIUcaMHcv1m3eo3bAZKxfM4MiRwxQsWDC1h0VkZCQlSpakQ8/BNGkVv8RfWsD3x3f0DQywtokrbm9ePmPHxlU8vHebr16fqF+vHteu38D350+q121IrjwFCAr0p557M8oWzo33Dz/0TKxpXq8K/fv2onXr1lqNRyqV4uqalYAAfwBy58nPqUs3iIySYmkMJvoSgiL16dG1EwE/valapSo1alQHoEWLlgyfNJvqdeIXhVCGLsQ4IWGVD75RJ1JakwQWMjEOiIgRZGujGEGWF2Z1EcQ47aNMlAWXtUCaJDQ0lLLlytG8fQ8ixGK2rV/Grp07KVEidV1wN27coF37Dpy+9SJeFPGfQlRUFNvWryA0JAgLS2uOH9xNzXpNGD9qMF5BIAIyWIKBHkRLYfGqzUwZPZDZs2fToUMHTE1NNe7zzp071KlTB3tHJ9p07kXHHv0RicDBXB8z/Zi58NffQqhROh9BgYFIJBJMTE1p3bEn/UdMUCu6WlMx1nWFIXk0zSSlKMYhYiPMjSNiRVmGOuIsiPGfg6IoqyvIwrIngRTFzMyMZUuXsmL+dGrUa0Tn3kNo6O7OggULU3V5z5s3b8jplu+PFWOAzx/e8/7NS6RSKSsXzqBRg3ps37CcHXsPIZWCRAoBETHXpy+CVu07YWBoyMiRI8mXPz+LFy8hLCxMoz5LlChB6zZtqFW/MR17xERTS6XwPTiaL8EiQqL0MTE15/DFBzRr0xmApRv2MHDUpGQR4+QkITFWXJKkjBDxb1GWCXTsvmijOB+BfxNhDlkgxSlfvjwtW7Zkyqj+rN5+mCIlyjB6QBcuXbrE6tWrcHZ2TvExhYaGYmKiuYWYVjh2YDczxg3FzMwUsTiChg0akClTJn7++IGlrWPsceKomJceiRQioqTceOZFVFQk929dZ/n8aaxbt46dO3eQX0kKTGX8+PGDKpUrM2fewnj79ERgYRhNuJEeEhtb+gwdi0QioWAR9bwhf5IYK0PROpZHJs5APGtZ4N9FsJAFUoXJkyfh9dGT/Ts3k69gEXYcuYSFbTrKlS/P2bNnU3QskZGRHDx0iHyFiqZov5pgZqSHmZHyP9drF88ya8JwNmxYz927dxk+fBgXL19h3oJFABSQE8DIKCk+oXp8Coj52dDQEFNTM6pWr8m2Q+epVLM+NWrUwNfXFwAvLy8GDRrMjx8/4vXr4+ND7ty5Wb5iBS+ePaZbq3rMnzaWAH8/IEbwPweKCBbHvAQ4OtgzefYijE0Sdyn/yWIcGG2iVrCWTJQDIoxiP7H7BCv5n0SwkAVSBUtLSxYvXkSnTp0pW7EqGTJmZtrC1RzZv5OOHTvRvXt3Jk6ckOwFB3x8fGjTti0BQSG0aN8tWfvSFgtjPexMJPiGxxXk6OhoFs2cwPGDe5gwYQKfPn1mwoRaiMXhVKxamzHT5uP743ucJCxSIDQi7tSAnghMDUUYGxrSuFUHtq1fwfLlKxg2bCiNGjcmMCiEU6dOER4eFqe84o0bN8icJSufP39h1qxZmJubM2nyZPT1DajfpCU5cuclSvI7RMXYIEac7cz18Q2JVnm9SRVjbXIIK0ObdcUyIVZXUGVzyrFtygV+hUQbaRX4lRao9T1Y7WNPOVok40j+LAQLWSDVqFatGs2aNWPMwG5ERkYiEolo2KwN2w9fYOfu3WzcuClZ+w8NDaV2nTqky+DK1oPn4kUvpxVCIyRESvQIFksICQ5i7dK5TB7Zn6mjB3Ll3HEWLVxA165dePPmNS9fvsDYzJIW7bsiEomwd0yXaPsSKfiHRRMYFk32nG5MmbeCCxcucOrUKV69fEnbLr3Inb8Qfn5+FClSBLE4ZsnSmzdvyJ2vIBKJBAsLC9q3b0/NmjXZtWUNHRrX4Nljjzj9yCzloPDkjxXQNGWhuqktVSFvFcuLsXwwlypCxEaxn3jn/WpLCOj6s6j2sVqcT6VP6uVcEARZIFWZMWM64tBgVi6YEbvNNXtO+g+fwIaNG5O1b19fX969fcvkeSvS1Pzxzk2rGdi1JQO7tmR4nw6sXbYAb78Qdm5aTYNKRbh79RxZ0jsQHvSTtWvW0KBBA/T09ChVqjQAVWrWI6dbPrX7k0qlfHj/Ft+fv93Sr1+/Zuq0aRQoUpxnjx9Sr3FLRk+Zh629I3369CUqKoo3b98SFhbKoDFTGT5iBA8ePGDG9Ok8fvQI5/TOnD1+SGl/kdGJLuzQCYmJsrbiC3GtY3kh1lSMFVEmyoIY/zsIy54EUp0XL15QqVIldh+/imv2nAB89HxHs5ql8fb2TrbCAyEhIbi4uHDh/ttUTQYiz6P7d+jZzp0J48djbGxMaGgo69avx+vLF3LmzMW4cWOpXbu2Sle+k5MTO49dplD+vERLpLHuaQM9ERKpFDkPMhFiMYf372TnxpV8+vCeqKgoSperRONWHdm+cSV29o7cvHKBChXK8+z5C358/07XvkM4sHsLhvr6REZFs2bnEVwyZWH6uCFEhvhx8FfhiBp13Zm2YLVa88WKJDVPtbICEIoktdKSoiArE2KIL8aBoapzuFuZRcb52dw4ghm+WZM0ztRCcFnHJTgokPIFMguZugTSPm5ubrRo2ZJ1y+YybeEaAJycMxAREcG3b99Inz55SvOZm5tja2vL1y+fUl2QxeHhPLp/m4nD+zJi+Ah69+4du69169Z8/vyZggULJjqnbmpqRmREBOIoCYm9ak8Y1psXj+8zYsQI3N3dCQ4OZtWq1SydMwnvr16YmZmxatVKGjZsiFQq5fTp0wwfPoKQoEAMjUzYuO8kLpmyYGwgokateowZ8rsWctuufbQS44RQNw+1YrlAXc0pK0NejJVFU8c5NgExVtxvZRb5x4qxgPYILmuBNMGwoUM5c/wQd65fBsDYxIRcefKxZ8/eZO3XNWtWzp86qrRMYErh8+0r3VrVY0C3VrRq2YJBg+IWW7C3t6dQoUIqxXjXrt2UKFmSDRs2IJVKCQkOIiJKGsc1HCWJax1DjIUcEhpK1apVMTc3x8nJiYkTJ/DooQc+Pj54enrSsGFDAEQiEbVq1eLRo4c8e/YME2Mjblw+D8TMQesbGhMUFISFhQXVqlXn4K4t8capr6degJ5MeM2jw+N8NCGh4zWxjlWVPgTVYqxsTjgxMVbky08zjY5PS2hiHQvERRBkgTRBlixZWLhwIYO6t+HGlQsAjJo8l/kLFjB79uxkE8zx48ZxeO9WDu7ZmiztJ8aDuzepW64A+fLk4t3bt0yYMF7jyHJnZydev3rFpMlTKFKiDM4ZMgIxUc2mhqr/xOev3kbh4mWYP3++Rv2ZmZmxePEiFs2cwME9W4mMllKsdHkWrd2JvWM6bt26hYlpfEExNUz8uj7bbccqQnMBViSx+sCJkVCCD4ibgzohFzUkLMZBYYZKPwDNwv20GXqqIohx0hAEWSDN0KZNGxYuXMjQnu24cuE0RUuWZcOe42zYtJlBgwYTFRWl8z6rVq3K5EmT2L5+hc7bVofv37yJiopi+LBhWqWuBKhYsSK1a9cmU5asLFq3kzw5s+JiJcLMSC9OsQpFRCIRHbr3Z8eOnVy4cIG3b9/i7++vVp9Vq1alS5fOPPa4F7utTIUqHDhxkekLVjB03PR458iirFURYL4eS7Fu6xiD+qk0FS3gDh9LJFhVSZ2lTYmJ8T4TW/aZqI7u/5NEWRDjpCMIskCaokWL5ixfvpwRfTtx79Y1cuTOy+b9p7l+8xbt2rUjNDRUp/2Fhobi7e2Ng6OTTttVlxMH92BlZa3WseHh4Tx8+DDOx8fHh27dunPv/gNGTpoDQEBYNIEReqhjZxcoUpwufQbTs1dvypYtS44cORg/fgJSqZRt27Zx6tTp2GOlUikXL14kODgYHx8fNmzYSLlK1WP3W5nok83ZCvdGjTSuLy0VLcMq9HfaTquI8AQ/CZGQdazKXa1oDcsLsbqlDjUJ4JKJsYw/XZSbhfthaRkZ5yOgOYIgC6Q5GjduxNQpUxnZrzM+377inCEj6/ec4IdfEA3d3fn582eS+1i1ahUFChbCxcWFBQsWUlZOWFICiURCn/aNuX7lPEuXLkm0BOLr16+pUqUq9erVp1HjxjRq3Ji6devRqVNnihUrSlBQICcO7yU4KBCAoPBofENVJ9/Ytn4FhV1tePbYg659h3L61gtefPzBuYtXWbp0CcVLlKBfv34MGNCfly9fArBhw0YaNWpEiRIlMTAwQCKVkMElU2yboRESwqL1CEnEElbE+fsULH7l0LYKDVPLSlZHmCFx61iZa1qZAHf4WCJ2rbE6Wbg0EWMZf6ooqxqbIMqaI0RZCySKRCJBJBIle9Ysebp27cLtO7cZO6gHq7YdxMrahuWb9zNuSE/q1q3H1atX4mSgUocfP35w4MAB3NzcmDR5MlPnr6JI8dLYO6ZL0WsD+PThPXduXmX37t2ULVs2druvry/nz5+nTJkyuLi44OnpyezZszly5CjN2nZm6/AJGBjE/NmePnaQ3RuW0bdvXypXrkzNmjXx8f7K/FWJz4d//fIJgK3rljFz8TogxrK2yehG1Vr18fb6xLpdR1k+fzoTJk5k965dZM4cI75fv3rx+vVrMmbMyIoFM1iyYTcQEzj2LUj1XL/z9ykJjskiLIzgX257S3E4QcaazwNrYh0rmyNOyBru96UAy1wex/SjZmS1IqrEWMY+E9sUEd/ZzjEvWfJrpTUNPANi57sFdINgIQuoJCgoiGXLlpE/fwGmT48/J5iciEQiFsyfj98Pb9YunQvERF7PWrqB0PBwjhw5olF7gwYNIrebG8OHD8fd3Z1qtRtQo647DumcUlyMAUxMTIiMjKRixYqY/FoetGfPXooUKcqgwUNYuHARAJs3b2Hnzp0ULlGGQaOnxIqxjKjoaA4fPkyPnr3ImiMXg8dMVav/V8+fAHDi0D5G9e/KsQMxoioF5q3cwrZDFyheujxSiYQXz59z7do1unTpSvtufSleqhwvX74kW9as/Pjho1Z/iYmxPDLXtTbzyYrBYPLJQSyk4jj7rEVxfwbYkvmOyrZlYpwUEhLj1EC+sIWVWaRaH3ksTRO2ggUrWTMEQRZQyokTJ8mXLz979h/EOWNmnc/dqoOFhQWbNm5k85olscuh9PX1adG+G2vXrVe7HbFYzKZNm4iOiqJevXo4Ojpy//aN5Bq2WtjZx1Rg8vHxITIykmHDhjNy1EgmzV3Omh2H2bN3L5MmTSZrVlecnJ3J7Bp/TapjOiceejxg5Kgx1GjQnI17T5Exs6ta/fccOJK8BQpTuXJlTh7Zz9jBPVkyZwoH92xFJBLFJmMpVro8Hz58oF69egQFBWJja0/GLK5s2bqVqlWrEujvl2jZzFzvRmEVFBrno4hlUIwIWyiUf9RFkJemoqxMeGUW5d+ItVFEnHzaiSGIcvIhCLKAUg4cPECjlu3Z/N8ZChcrTXBISKqMI3/+/EybOo2xg3vg++M7ADXrN+H2rZuxFYkSw9jYmHz5YlJJTpgwgW/fvsW6bFMLQyMjipYsQ9GiRSleogRXr99k26ELVKlZj7wFCrN25xEuX7vBtp17ada2K4NGxbcwCxUrxaZ9Jzhy2YNOPQdgaGSEqaEemaxFWJkkXNe5eOnyZMmanZw5c+Lk7Ey1atXZsGIBk0b0x08uhWa3fkOZv2oL6X8tpfL++plRU+ZhaZuOkSNHIpVKCQ1RHV2b690opduViXKc/XIBXpqKsrIlU0kR5b9ZjGXIRFnZRxmCKCcPwhyygFI+fvxE/eZVEIlEZM/lxsGdG5Ktrx8/fmBqaoq5ubnS/V26dObylctMGNabJRv24OScgVxu+Th37hzNmzdPtP1Nmzbz9OlTBg8eQubMmQHIW6CwLi9BK+av2sa5E4exs3egfJWaGBn/ntPMnbcAG/aeTPB8PT096lUtS4D4d4lDQ30RXwIlSFEd0CVPxowZefniBePHT8Drmw9zV2zBzuF3/WRTUzOq1W7IgV1b+Or1mc8f3mNiYsqC1dsI8PfDxtZOZduKYmwaGCOyYVYx88RWQaEEWqpOgGEVGkagmXZLwRSzdUHCGbusReJ4c8r/ghDLI3NfK86Ly4uyfCS5lVlknHlnmSirmle2tIwkKEiYc04IQZAFlPLxwwdcMmUBIH/h4kwZNQB/f//Y0nu6wNfXl8ZNmvDQwwORSETefPnp368vTZs2jROwJRKJmDxpEhUqVGTruuV07NGfmg2aMnnyFPLkyUP+/PmVti+RSJg5cyZLlizB0TFGZIoVK06BwsVYsGa7zq5DW2zt7GnWtrPK/SaGeoQnsI4YwDsYYmZ+YwgMV0+IAXx/+ODj48Ply5d5+vQJb169IEPGzEqP7dhzIOWr1qJM+SoUutg94YZtYkRWJrzwW4y1RVmQV6CR9sk/LKTieEFeMlG20g9XK5L6b0WVMEOMOCckyokhiHLCCIIsEA+xWMzXr15k+CXIWbJmxy1fQXbv3k3Pnj111s/MmTOxskvH5YeeiMXhXD53ihmzZjNjxkxat26FgYEBz5495/6D+3zw9CSza1akv+YrO/UcQFRkBLVr12Ht2jXUqVMnTtvh4eF06tyZZ89fsHDtdvp0aMbOXbvpP2ICtRo0jRcclRYxUGNCKVoxH6YGfPR8z8vnTzh89DgGBgY4p3chMiJCaQ7qEmUqUKJMhV8nat6XvDiri7x1rE3EtTLkrWRlopwQiolAlGXoSmy5E2pcRloJ/LI2itA4ilwgaaT9p5JAivP582cMDQ1xTOccu61Tr0FMHNaHWrVq4erqmuQ+fv78yZ49e1m0bidW1jYANG3dEffmbTlz7CDXLp5GCrhmz0uNxu3IV7BInHrFIpGI7v2HkzlrDrp27cbo0aPo168fIpEIqVTKgIED+fLVh60Hz2NtY8vm/aexsbPjwunjDOrWCmsbO6rXdSdbTjeyZE14DXBqERGVvPm1T1x/kqztJ4WkinFCy58URRl+L4lS5rpWhiZinBaXBpnrx1jBiWUbUybKiVnJlqaRCV6zYCWrRhBkgXh8+PCBDBkzxSl7WKVmPVZmyMjJkyfp1atXAmerx7hx4ylWqhxFSpTh9YunrFwwg5LlK1PXvTlPHt7l65dP3Lt9g4sP3iU4T1mrfmNcMmVhSI82bNmylSyurhga6HPf4yHbDp2PFfFCxUrSul5FzEyNaN6sGR8+fmTC0N4EBQVy7+1P9PUTDoJKacyM9LAwEuETrL4L+k9Dfv44yDJGgIMV0oeqEuOkuKuVocxaNtePUCpYyuocKxPjtCjEiqgjzMlhKQuirBwhyvofJjo6WulyptevX8fOH8u4de0S375+oVWrVknu9/Xr1/z3336GT5zFo/t36NS0FiYGUlYvmknTGqXw8nxF00YNAPD3TTwrV/5CRdl94hr9R0+lZMVaZMiWl2Ub98ax8KVSKd5en+ncqRO9evWiWNGY7Fa16jdOc2IMMVmv/mYxTghtA7lkqFNYwkpJJLZi9LUiARFGiYqxYoGIPwVz/YhYcVbreIXoa8WoawHtEAT5H2b58hXkz58/TpINb29v5s6bR+2GcaOXr18+R4UKFZIU1PXy5Utmz55N6zZtaNyyA+ldMrF41gQGDRrI1q1badO6NQsXzOe//fuRSCSUKF0e1+w51Wrb1s6eilVr0aJ9V/oPH09Ot3xx9otEIibPW8HQYcN49OgRp0+fxtrGlujoaO7evKr1Nf1rJBrQBeAf85KX1EAuXc0b6wJVFZ1kYvwnibA2CU7kE4gIJB8iqRp17QIDA7G2tubjx49YWVmlxLgEUoCy5cqTLXd+Lp87ScOGDZg+bRrt2rfH2t6ZqQtWx8lg5fn2Nc1qleH58+exEcuaIBaLKVW6NFmy56ZMxWo0at6OB3dvMqhbK27evEnWrL8TX0RHR1OqdGk69x1OvUYtknSNUqkUz7evEYeHkcMtH307NKF9mxbUqVOHffv2M3LkCACWbdxL+So1ktTX345aYiyPkmhreRJyWcusZG1c1ooWcokv9dQc8N9PYmIs77oe6Z07uYfzzxAcFEj5ApkJCAhIUEOFOeR/lJ8/f/Ls6RNW7ThK36FjmTC0NwUKFMTO3oFZK7bHSyf59vVz7O0dsLCw0Kq/5ctXYGJqQc/+I1i7bB7L5kzByNiICRMmxBFjiFk3HBEZRY067lr1FRjgz+3rl7hx+TzXL53Dz/cHhoZGuOUvhFP6DHz58gV7e3tu3boVe869W9cEQU4AjcUYYixlGzNMA8O0irLWFvk1yIIY/0YTy1gQ49RBEOR/FONfSSikUinpXTKxavshDuzaQtFSZTG3sIxzrFQqZeWCGQwfPlyrmr3+/v7Mnz+fhWt3MGZwD6pWrsSUCcfJkydPvOVHfn5+TJs2lcnzVsZJlKEOb1+/YMa4IXjcvUWOHDmpVq0qy5YupmzZsnz//p2CBQuSJWt2jIji1KlT/PfffnLkykOztp1xb95W4+v6V9BKjGUkUZS1LTJhHh1OXu+mGp/3t6KuGJvrR9DvS4FkHo2AKgRB/kcxNzdHX1+f4KAArG1s0dfXV5mk4snD+/h4f6V9+3Za9XX48GGy5siJn+9PJNFRzJ49S2WlpmnTppO/SAkqVqutcT+j+nWmQrmybF6/howZM8bZt3fvPoqVLEtwcBD//bef//7bD8CWA2cwM9fO6v8XSJIYy9BClJOSpQsQxFgOTSxjQYxTF0GQ/1EiIyPR09NDokZiiVvXLlKhYoVYq1pTxOKIX31GYGNjo1KMDx06xI6dO9h19LJW/eTJX5gtWzYzduyYePvc3HKzctUquvYdijg8DPcW7QkJDhLEOBWRT50pKy4hQ375k7ZW8r9IUipSCWKcOO02KH8GBtpHKd1+2F2zlRJClPU/ysOHD7GwtFSrOlCWrDl4/95T675atWrJx/fvsLS04snjR3z48CHeMefPn6dX797MWrKeLNlyxG739vpM1xZ12LlpdaL9TJm/EgtLS168eBFvX926denYsQOrFs7k/Olj2NrZq10ZSSDlkK/6JF9gQlPuuBzT1ZAEBBJElRgDNDyk2ZJKQZD/Ue7evUvBIiXUqgVcrGRZnj97qnZ1JUUsLS1p2bIFVy+eoVGLdnTv3oPIyJh1i1KplHPnztG+fQfGz1xMpeoxKTCjo6N5cOcGYwf14NGDu+zYuJLIiAikUilfPnkq7cfb6zMB/v5kypQJgNDQUO7cucPatWvp178/J0+eIjo6mnHTF2p1HQK6J6FSjNoiC+gSRFkgOQm0j0pQjGVoIsp/pSB/+/aNZ8+epfYw0jQ/fvzAwSm9WsfaOTiSLUcurl+/rnV/BgYGGBgYMmLSbIJCwqhfvwEjRo4kf/4CdOrUmSHjplPXvTmRkZGsWTKH6iVyMrh7G4oXLcjTp0+xsbZiYLdWdGxSg0bVSiqtwSuVSsmROw+VKlemTJmyZMqUiZYtW3Ho6ElMrJ3o3HcYB87fIVce5cUoBHTDPU8/lp19g5ef9sJqGRSWZCsZBFEWSB7UEWIZQdYS6l9N3PCBv2wO2d/fn0WLFrNo0UKy58jBvbt3U3tIaRZ//wCsrGzUPr5kuUrs3LmTevXqqWVVyyOVSjl79hxd+o3AxMSUDXtPsH75An76/mD0tIWUKlcJQ6OY9Y+LZ03k1pWzbNq4kfLly8dm0Tpy+DAzZs7kxfPnZMqUJU5aTxnpXTKx58Q17t26RmCAP3kLFMYpvYvG400LFDqkfgDdQ/dtyTgSzbj55idV51wiLCKaaImUgTUTT+ySWG1kGerMIyvL0nXH5Ziw/ElAJ2gixNrw1wiyVCqlY8dOBIfFBBCNGT06lUeUtgkNDcXayUHt47v3H0HLOuXYtm0b7du3V/s8iUTCvHnzCAwOpnLNugCYmpnTb/j4eMeeOX6Iw3u3c/HiBbJlyxZnn42NDbNnzaJaterUbaI6fadIJKJ46fJqj08gYR5WXpvoMeHhYdy/dZ1HD+6wZ8t5evUdyMpVK0nfbikP88YNFFKskawJGX3jLk175rxf67b+VoTArD+bv0aQz5w5w6PHj9hy4BwNKxelSpUqqT2kNI29vT0//BLPEy3Dzt6ByfNWMrx3B0qXLk3OnL8tn9DQUE6dOsXBQ4fw9fXF0tISe3t7XLNk4ezZc3z28mLeii2YmqouRv/h3RumjOzPihXL44mxjOPHj/Ph40eWd056cQuBpBEeHsb1i2c5c+IQl8+exM7OjsJFCjNgQH98fHxwcHRSOjXwKtssrUTZOqRrvG15vZsKoizwV/FXCHJUVBTjx0+gx4CRvH/zkuw5cmBnp7pCkAA4Ozvx8t1tjc4pW7EqTVp3pHPnLuzZs5sMGTLw9OlT2nfogBQ9atRrRKmK2QgNDuTnz+88fPqSfEVKsHrbaESGpipr94aFhjCsTwc6depEgwYNlB4THR3NtGnT6dZvGKZm5hpfr0DSiRCLuXbpLGeOH+TSmRM4pnOkZo0a9O/fj69fvTl79ixnzpyhVLlKTJm3QuVUgaaiLJL2U7lPXpTVKSohIJCW+SsE+ebNm/z09aVZ2y6sWjSLkiVKpvaQ0jzW1tYEBwVpfF7/4ROYOmYgZcqUpWPHjqxfv5523frSc+BIbM0NsTGKRvE5LJHC12BQtiJPKpUyfdwQHOxsmDhxgsp+L126xPPnz9jcupPGYxZIOvdvX2fCsD7o60GhggVp2LABX7292bRpE84ZXChfuSZjZyymWKlyGJskLozqinKIyfBEj8nr3VQI3hL4K/groqyvXr1KibIVMTQ05PH925QqJQhyYohEIiTRmpf3MzI2Zur8VUycs4xzFy8xe9lGeg8ejZ6eHsb6xBNjAD+xPpHRyq1jP9+fnDy8nwb168dLoylPrly5ANi9dZ3GYxZIOvduX8f3x3d8fHw4efIkH72+UaJCTfaeusHhiw8YMWk2ZStVU0uMZbzKNivB/d6Oql/QFBGCtgT+Bv6Kak/16jegSt2mNGrRjgoFMnP+/Dny5MmT2sNK09y+fZuWrVpx/t5bnUUhu1iJMNSLfztFSvT4Ehh/mZKMG1cuMKJPR4qXKI6DvQPW1tZYW1thZRXzsba2xsrKitu3bzNnzhzuvP6uMtvX34AmEdYyUiLSOjIykrevnpPZNZtOMpw5f5+SYIR1oKWZRqKcmOtaEG2BpKJpog+IWfYkDQvEv3emRKs9/fGCLJFISJ8+PTuPXSbA348h3Vvz9u1bpctiBH4TERFB5ixZ2HHkItlyJL2yiwjIbB3XQpZKQQpIpCK+h4I4SvWt9uHdG25cvUBwUCDBgYEEBQUQEhRIcFAgIUGBBAYGEBjgz3efbxy97JEms2xJpVIC/P14+vA+fr4/cErvQokyFTRqQxsxlpGWlj8lhvP3KWofq44of7bbDvwuy6goyoG/fq72sZra/QoIKEMbUd5R1e/fKL8YFhaGWCzG3iEduzevpVGjxoIYq4GRkRHm5uaEhaq3BjQxjA31EIlirGCpFMKi9fELk/xyVSeeLztLthxxUmb+aUilUqoVz4nvzx+4Zs2Ki0tGrl29wuxlG6lVv7FabSRFjGXn/wminJgYB1maxsnW5fx9SoKiHGC+HktxzDplq4jweLWSA+XE+Vzmc4IoCySJw+7RGonyYfdogtUM1/njlSssLOYP19jEhDcvn1K6dKlUHtGfQXR0NH6+vtja2eukPRODGNM4UiLia4gIn+BolfPGfyMikQh7B0eWLFmCx4MHHDt6hAEDBnL1wim1zk+qGOu6neTCPHwuQZamBFnGreQk2ybbrniMefhcpe1JRctis3lZisOxFIdjFRGOeXR4nOOCRcaxn0NZrurykgT+QdQtGqFpcYk/3kKWz4nskM6Zt2/fpvKI/gyePHmCmZk5jmqmz0wMI/0Y8Q2J1CMiSvNgsZRG07KC6iTIaNmhB7NmzaZhw4aYm5tzfu8GOpTImOZFMrlQJaIyFEVZhqzSk0VYmFqiHGxqGivKgWamWIrjWsnBovgVeg5luYr7h7SZQEaTF4a0eg3/AolZypqKMfwFFrKzszNZXF25cfk8jVp2YPnyFbx580atc6VSKZcuXeLMmTOoMZWe4ojFYi5cuMDPn+on8FAXe3t7IqMief3iqU7aM/x1J6lRzTHV0abGrzrnNG3TCbf8hSlSpAgty7oRJZEysFJWbYb4TxJsahqn7KLiz6rOUUQ+xWagsDZZIBnRRnQT4o8XZJFIRCP3Rpw9cYgyFarQqGU7RowYmeh5jx8/pn6DBri7u9O8eXOitVgClJxcvnyZPHnz0r1HT9zc3OjatRtisVhn7WfMmJGhQ4Ywc/wQnbQXJRURGqVPYHja+h4V0UaM1T1XJBIxf/U2DrfPg5uTBRtaF8LIQEd/Yj9Dfn/+QhISXmX7lIl1oFnC4i0gkNb54wUZoHHjRlw+exJxeDhtu/Th2vVr7NsXN6WeVCrl0aNHzJgxgzJly1GtWjWy5i6IS6YsTJkyNcE1sClBaGgo69dvYOzYsfz333907NiRXoPGcOb2Sw6ev8PLN28ZMHCgTi35DBkyoCfSzS3wLSgan+CExVhZhaaUJClirG4bhQ+3p3x2O5Y3L0CZrLZJ7k+pCP9lopyYFSw7Rv6jiEyMg4xNCDQyEbJ2CfyR/BWCXKhQIezs7bl++RwZMmZmwaptDBo0iNZt2tDQ3Z3SZcqSLXt2ateug8eTl7TvOYjN/53G3+8nhgZ69OzZI9XG/vXrVyZPnkK+fPlYt2ETH7y+M2LkKHoMHEWL9l0RiUS4ZHJl4dqdnDlzltOnT2vdl1Qq5cePH9y5c4e5c+cyatRo3Ft20OHVxCc6OpqDe7bSul5FyuTNwMh+nQkPT1pJPW3QhRgn1pZO54oTs4b/EmtZHTFWF1XVoCykuvMsCQgkJ398UBfEuAqbNW3K3m3rqVyjLuUqV2f9nuNcu3gWOwcH7OwdsXNIR47cefB8+5rNqxczeUQ/3N3d2b9vH8bG8YM+kps3b94we84cDh86RJkKVZmzYgvFS5dXmaTDMZ0z7br2ZeHCRdSqVUurPtu0bcuJ48extrGlWKlyzF62kXKVqyflMhLko+c7hvZsS4Q4jGFDh1KwYEEGDhrEuqXz4lR7UkssAxIRceuUdVfqUuDjoYnQyo61/7Pye+tSiOVd1fLWsTB/LPCn8VcIMkD//v3YVKwYl8+dpFL1OuTOW4Dcv0q/SaVS7t26xrBe7bl76xrt27Xj9u3bZMmSJVXGKpFIaN26DbnyF2bPiWtqr79t3q4LqxbN5M2bN+TIodma3dDQUE6dPMl/Z2/pJBGIOqyYP43CBQuwfPkyjH7VO160cCGVK1emTqPmZM/pliLj+OOwN9dMlNOoGCvLQ51Y5LUMVfPBsmhqRWSuamUoi7IWENAVugzs+itc1gC2traMGzeeeVNHIw7/vQbx29cvdG5Wi6E921G6eGEeP3rE3LlzU02MAXx8fHj9+hXjZy7WKBmGpZU1pctX5tix4xr3+fTpUywsrciaPZfG52rDuzcvuXD6GBMmjI8VY4DChQszfMQIureqH7tkTUAJ6opsGhVjVYSYDE/UOk4oOCvQzDTeR95VrWgdC2Is8Cfx1wgyQMeOHbC2smT7hpVATLm44X06kiu7K0+ePGbcuHE4Ojqm8ihjBNnaxhYTE83ddpVq1OPoMc0r2+zdt48qNevqLG91Yty5cYUiRYqSKVOmePusLC1TPYguWdC12zwhsbU3/+PEWEZC5RS1jZSWt44FV7XAn8pfJcj6+vqMGzuWPdtiKgKtXjIbkTSKJUuWYGlpmcqj+83379+xd9DuxaBStdrcv3eXb9++qX2OWCzm2NFj1KirXgpHXVCqbCXu3r2Dh4dHnO3h4eHMmTOX6YvW/tUFInSGovD+wUIsjzJRlhfjIGOT2I8i8vvkXdWKkdV/g3UcIDVO8CPwd/HXmSnOzs6Eh8XkZ/7m9Zl6detiokFJuOTg0qVLHDlyFGNjI6ysrLh0+TI53fJp1ZZDOicKFinOkSNH6data6LHS6VSRo0ajbWdPaXKVdKqT21wzZ6T7v2H4+7eiCVLFtOwYUNEIhHLl68gfcZMFC/9F2YYSizwLCn8BSKsiEjaD6loGRBfjOVRFT0tT0KuaplwWYv+jGhrQWj/XTQS5AEDBmJrZ8fCBfOTazxJ5suXLzinzwiAs0tmPn76lKrj8fDwoFXr1jRu2YHQ0Gg+ffMkS4689B8xUes23Vu0Z82apXTp0jnRQhozZszg+IkTbNh7EkO5udyUoOfAkWR2zc7gwUPYvn0HhQsXYsnSpazdeTTWda52tLKiO1he/FI4wjoeySnEfzkiaT8CzNfH/qyO+MqjzFWtyjIOkBrHinJaTjnZ4WOJ1B6CQCqhkSAfPHgAKyvrNC3IXl5eOKXPAEB6l0xceXIv1cYSFRXF+AkTaNm+G4NGq19uLjHqujdn2dwprFq1il69esUTZalUyoMHD9iwcSPHjx1n3Z7juGSKG8RmbqyHuZEIEeAbKkm2QhB13JtRukIVNq5cyOXrt1i59QAFChcDFMTYxiz+yf4JVKL610Q4oajrP9x6tg7pGkeU1UFeiEP0TVTOGyuzNtOyGAv822g0h1y5eh2qVK2SXGPRGaJf2acyZMzM69evUzxDlFQq5cSJE1SpWpVv33/SufdgnbZvZGzMlPmrWLpsBTVq1uT+/fsABAUFsWjRYkqWLEXDhu6EiKWs23M83jInSxN9HEwkmOlHY6ofjYWx5qEERgYinC31MdCPsXSNDUToqYgXs7WzZ8jYaazadogixUsDcmJsY6ZcjOX3JXRMaiBYxDrHOqSr2taxohjLk9i8sSDGAmkZjSxkz3ev6Nm9W3KNRSe4uLjw2OMuXp8/UrREGSIiIzl58iR169ZN9r6lUilnz55l+owZfPr0mU69BtG8XRetoqkTo2zFqvx39hYbVy2ibr16VK9WnRs3b5ApSza69h9JpRp1MDVVLmJhERKkxiDTT00KQhgZiHA0EyFCgoFeNBksIEKih7GeBF+xPkFq5LIu5DFQO4G1MUvYak5uEhPi5LJi/4KMXOqQ0bctn+22A6hcUyxPYkucFK1jwRUskNYRSdVIjhwYGIi1tTXVq1dn9+7d6OurX5w5pZFKpQwcNIjX7z6wcutBNq1ewtUzRzhz5nSyLvkJCgqiSZOmvH37lg49B9KyfVdMzdR/CCcl89P77yEsPv2aGvmcqFvIGZGtlg9/ZWKnjnBqKpK6sHZTQ5gTEuTERDO5BVmu/Yfu27TvKw3wzHl/gvvlreKE5o3lBVkQY4HUJDgokPIFMhMQEICVlZXK4zTyVS5btkwnYnz06FH69euf5HaUIRKJGD1qFLeuXSYoMIDmbTvz7v175s9fkCz9yfj48SMPHz3k6JWHdOo5QCMxTipZHc1Z1LYw9QqnT7F1xklCF2KallzYyU1iYv6HzyFrS0KWsRCpLPAnopEgm5kl/SEYERHBmLHj2L59G7du3Upye8pInz496TO48OLJQ8wtLFm59QArVqxgxowZyVb32MnJiQixGFEiUc8Cv0hN13NykNzrg2XtK/v8wygubxKEWOBPJsXVY926dRgYGtGhR3+Wr1iRbP24urri9SVmyVPuvAVYu/sYm7duo3r1Gly8eFHnwmxnZ4e+vj6+P3x02u5fTVJFOaWtZHUiu5UJ5D8umrpEft5YJsaCEAv8LaSIIAcGBnL58mUmTZrM9OkzGD11PoWLleLt23fJ1memTBnx+vwx9ufsOd04cPY25arVo2OnztSv34AbN27orL/r169jZmaOpZWNztoUUIO06LoWBDjFEIRY4G9C55m6IiIiePbsGffu3ePu3Xvcv3+fV69e4pzBhXwFi7By6wEKFi3Bs8ceeHl90XX3sVhZWhIcFBhnm5m5BV36DKZ5uy5sXbec5s1bUKpUKcaNG0uRIkW07ksqlTJx4iQ69ByAlbVNEkeexvAPTVj0kmrlys5PirCmVPS1JsudNBVlTddV/8NLr2TWsSDGAn8bGgny2rVryZUrF9bW1kRERCAWi4mIiCAoKIgnT55w//4DHj9+hLGJKQUKFyVPgaL0HlaffIWK4pjOOU5b/n6+WFqqjjZLCtHR0Vy6dJn2PQcp3W9pZU2fIWNo3aknm1cvoW69elSpUoWxY8aQL5/mKS0PHz7Mx0+fWNaldxJHnkZRJcq6FMHEhD+h85KblBA/TTKP/eVinNe7qdLtiUVfq0KIsBb4U9BIkK/cuM3+A4cJCgrEyMgIY2MTjIyMMDE1I1tONxq36874QsXI7Jot0Wjfp4/uU6xo0SQNXhXbt28nJCycGnUbJXicrZ09g0ZPpl3XPmxYuYCq1apRr249Ro8eRc6cOdXq68CBg/Tt15dxMxalaGS1SpLLhZsSwqeJKCfneFJb8FK7/zRKXu+m3HHRrNKZIMYCfxIaCfK0hWux0IFVGyEWc/zAbgYNUF2GLSksWryYvkPHYaxmUQmHdE6MmDibDt37s3bpXMqXL0/Tps0YOXKEyrrJEomE2bNns3z5CmYuXkel6nV0eQmpgy5dvwmJSkIWYEKinBJjE0jTlPhSj3OZz6l1rCDGAn8aqVLtafPapZiZmtC2bVudtx0cHMy7t28pWbaixuc6Z8jI+JmL6dhzIGuXzKZkyZI0atSIcuXKUaxYMXLlysXDhw85ffo0J06ews8/gE37T5Ejd94kj/u/u5/x/BFK42IufPELY83FdzzzCsQ/NAIDPT1eegcBsK1HSZoUz4ipURpNzqKO2MmOUSXMyWH9CiL811DtYzUOZbma4DGCGAv8iWiUqevq449JtpDF4eHUKOXGtq1bqFhRc9FMjPv379O0WTPO33ub5CQZb1+/4PC+HTx9eI+nDx8gFodjaWVNmQpVKFupOpVr1NVJEJdUKqVJyYzYmBny+HMApob69KycjVLZ7bG3MCIqWsrFFz5sv/ERA30RtQs4s6y9Cne/pi5rXYqfNqKXnEUi/lER/tMzdanLlsx3lG4XxFggraFupq4Ut5Avnj2Bg4M9FSpUSJb27969S/ZceXSSsSp7TjcG/6rSFBUVxdcvn0jvkgkDA91+bW9ePsM7RMr1R88Ri8Xo6elhZWWF9cHf6TRr5HdierMC3HzzkyqzLzK/VSGMDZVYyckdFa2MtCR8aWksAsmKILwCfxspnhgkKMCfnz9+cuTIEZ23ffjwYaZMmUqrjj103raBgQGZsmTVuRgDXDxznKpVq2JqaoqNjU3sG1RAo7W/DwoII/BbIP9d96RgJhuMDBL41SmKrn/o748uCQhLugDqQkBl4xDEWEBA4A8mxS3kZm07Y2VjS99+/Zk3fwFNGjemdetWODk5JandWbNmsXLVasbPXEz1Ou46Gm3KcOnscfr0VF5cwrvWEg6Prs+BWx85/+onudKZs7J5gcQ9ANqIb2oJWkCY+q5rQXQFBAT+UlIlqKtmvUaULl+ZC6ePcerwPubOncvkyZPp1q2r2m1IJBI8PDw4efIkJ06ewsvLi/V7jpMjV55kHLlukEgkbF69hHXL5mFuYYHvzx/UqlUr3nFfv36lTdu2hISJ6Z7LgaVN85PD8dfSKk1ETBVpSdzS0li04WeIkKFLQEAgSWgU1BWwozVWZkbx9odZqRaGQMvEg4yu3ftEx6GHWDGlDjUrZscqKK51ZxoY87COjpZw5ZkPe6978t/Nj4SFR1GnoDP1C6WnbqH02LrYJNjPw8KLEx1LcuPn+5MJQ3vx4d1rli5ZjJmZGXp6ehQrVizOcf7+/tSoUZPc+QszYdZSjIyNKXSoXfwGhQxPaQNZicQ0Isr/SmCXgMCfQJoN6lJGuWKZmDemBv0mnuTUljYUsolJiRcRGU1gaARvnnxl77UP/HfzA1IpNCmTme2DK1AhgyWGCc2lphBhoSFcPn8aK2sbSpevrNKd/OXTB7q3qk/RooW5fOkiNjY2So97/fo1HTt2IqNrDibPW5lwycvElhDJHyOQfKQRIZZR6FA7QZQFBP4w0oQgAzSqmZsHT79Ss/12TI30CQyJIDwiGoB01iY0KZOZHUMqUjGfEwb6v0Q4lUv4Pbp/h23rlnH5wmnSp0/P+3fvmL5wNfUat4x37Hcfb3q1c6de3drMmTNHpWi/efOGypWr0LxdV/oOG6d+/WllwiwIcdommX9XgigLCPxZpBlBBpgwoCL1q+bCNioSKzNDLM2MsDI3wjY8QifLmHTFk4f3Wb1oJvdv36Br165MGneOPHnysG/fPsZNmKhUkDeuWEj+vHmYPXu20muJjIzE0NCQ4OBg9A0MGDhqknbXLIiwbknOddLK+tHV7++XC73QhsY87HJAN20KCAgkK2lKkPX19ShRKEO8OWSRODKVRhSX5088WL1oNreuX6J7t+5sXLsSBweH2P3fvn0jY6b4qTalUimnjv7HwgXz0dOLse6joqJ48uQJ169f58DBQzz0eMCXL19wc3MjNCSYzx89yZQlq+4GL5vjVCSNuVrTDCklxKr6TYowK/yuBVEWEPgzSFOCrDEpUHbvxpULHNi5iUcP7uDv50uXrl1Zs2Ix6dKli3PckydPmDFzJvNWbo3Xhkgkom6jFgwcOJD5CxYSFhrK5y+f0dfTp1DREtilcyFzFl8MDQ0xNDSkUqXKnDl2kC59Bif9AlQJ8b+OtoKbUklXtBVm4fctIPDHkiYFOdDSLI6VLIvilkVbxyGZC9Q/e/SAKxdOs337dkqVKoW5uXKLcsGChTRq3o6yFasq3T903HTKVa5BSHAgpqbmODo5ky2nG/r6+iyYMR5n+9+Rd61atWTOvAXxBVmdh63M4tXk2H+NxMRY23sqKfdiKsdDCAgIpD7JKsiqljwFWap+IFoGhcU5V5kwy1Aq0DqmQ/d+nD1xiOvXr1O1qnKxlUqlHD9xnIVrdiTYVunyleNtCwsL5er5U4waMSx2W82aNenZsyffvL1wcs6g2YAFCylh5MVYhYAmtIxPXTS+N1V5e6xNhbgAAYF/hGQTZHkxTkiAFQmyNI0VZcV2FOeWE7ScdYShkREZM2Xhq7e3ymNEIhFdu3ZlwbQxbP7vDGbmFmq1HSEWM7RnO5zSOdCgQYPY7VZWVqRL58T7N680F2QB1SQgxooirM76eXlU3ZuJEefeTeoUjPAyJiDwR5PsLmt1xDjY1BSLsN8PJkVRlqFKnNUV5kIeAzVKDuL78wdLZk3k/u1r3LhxI8FjJ0+aFBOgtXsrbbv0TrTtyMhIRvbvQnhIAIcOHsTU9Pf3dPfuXUJCQylcvFTck/wSefGw1cCy+9fc1SrEWF44lYlwYvevokcnMRJ9qVQmyoKVLCDwT5AsWTVkDydlD7NgU9N4H9l2eYIsTRN8GAZamsV+ZKhjlRTyGJjoMdHR0ezZup5GVYsTEerPhQsX4gVxyfj06RPLli2jVavWPH/+HDUSnxEdHc2Eob3x8frIf/v3Y2lpGWf/ho0bqd2gCSYmv6+n0IbGibarNv+aGMujRIxl95HsnpP/yKN4zwIqj1WF4j2rOBbFMQoICPw7aGwhqxI9xYeM/ANKUWx1jfx8c0KiLLNCErKUP7x/y9hB3QgO9Gfd2jVUqVJFZYUnsVhMvXr1SZ8pC+Wr1KLX8MlkVyOX9soFM3jz/BHHjx+Ll63r4cOHHDhwgD0nrsVui02ZqYkFrIimIqwY+PQnW2hKgrgSuk8Su18DzeLul3l35O95ZR6eOG0oBC7qBHtzwW0tIPAHo5Egh1maYvjr/+oEbCW3ECuS2EMuzMo0QVGWSqVMHtGXQgXyMX/ePPz9/Sldpgwmxib07t2LfPnyYWxsTGRkJBEREezevQcjE1NWbDmgfkYtwPvrZ5o0aYyjo2O8fUuWLKVZm85kds0WM86Lv6pAyQuqJg9dTYQ4oehjXSeuSCkSiahW9OYo3rOK4qu43So0LPYcxWkXSFyYVaLoulbXba1JlL2AgECaQiNBDrIwBQvjuNtUuKVTC8UXBWVzdqpE2ffHd+7fucn+PTsxMTFh4MCB5MxTkIJFS7Ju4xY8370mOioaA0MD9PUNcMtXkElzV2gkxgA53fJz5OAucuTIQfXq1bG1tY3d99Xbmzplq8WOD4ifYjGxh25SrWEZMtepojDIxpHW0XCtsfx9Ky/EQcYmSo+3FIfHE2Z5UYaEhTlZrGQZ//K0hIDAH4pmgmwZX5BlJJcIqwrwUhdlgWCKoiwjOlqClZkht5d3ws7SiJtXLvJmVRMcrJ4zu0geQIk7WroZPDYr71xFxOykTJF8K1WeseMncPz4CTZu3BC7z9nJiVNH9jOgwP2YDarmE+WFWRsSE2Fl27Sx2FILNcRYWayDMiEONFIuyDJkwqzKWpbvI6F7Wf6+FBAQ+PfQOspa1wKs+ACTkRQx1hR9fT029i9HmwWXAZjXqTgOVgk/jLXBytSQ7ZV8WVllObMnDImzb+HCBdSvWpQ+8z6yZmSVePms43zr2giiJkKs6hiZMKdFUU5IiH+NX53gP1ViHKIf87N5dDiBRiZYRYQTZGwSR5Qh/soBAQEBgcTQSpBTSox1har6yspoUiYL3htb8u5bEEWz2yfruNqGbGHoNx8OHjxIrVq1MDU1xfHtTGb1LkO9YUfp3jAfJfM6xTkn1oqSF1B1RFENoZLvIyFi9/qHpo3qUimQd1omxPF+NkKlKCeGJvclkDZfgAQEBHSGxoKckBhr8jBSR4STah0rm59TxyVoY2FEUYvkFWOIsZRX9SjKwMGDCfD3J1sGSzI4mOPx+gdjOxanRB7lS63iiLKiKGqKGmKs6PaPXTsr25haFrO6161i3bG6KIpx4K+fraLDY/YpiLIMRStZo/tZSKUpIPDPobPEILK5N0VR1tb6TYoYqwqUSYvzcx2qZKd95Wx4+Yby9KM/70OjmNajNCXyOCV4XjxR1gYtslUpbotjrcteDlJClNUR4wTc8KpWCViFhqmMrIYYMQ4WGWMhFROobxJPlEGzF1MBAQEBGRoJcoiJCcqSQib0ANOG5BDjtIxIJMLF3hwXe3ONLLh47mtNhDkBMdYm7Wk8iz05RVmZGKsxB57UHNUyMQZUijLED/JS9lKqsbtahuC2FhBIU1S5qLxu/YXKiSeJUiTJFnJaEuM0RwqUh4wTmauNMJO4GCubprAIC4vdH8+NrUyUlYmo3P6H7tvi7Y5NiKLqfA0yWml6jZbi8NjALnOZ4MqGLf210kBEHFGG30Fg8q5rZSiraKZ2XmtBlAUE/kqSJMjKxDgprrrkmDOWJ1WWlSQkkjpKkahWPmQNUCe5iyrLL8zKFJSJSwI8rLxW+Xb3bb8ToyTQjrqWr9r5pn+5rWWimtCyJ5mlDDFzzebRv4VY0UpWVjglUVEG1VWgZAjiLCDwV5Bm6iGnlGWcams9FR+uyZCvOI4wayHKsnzOoFyI5V/A5F+8lCW4kAlzQphCosU+HlZeG7tWXBuXszoFI5Rdq6Ioh5jGF+UAqTHWohgxlreSgXhR1wmJMsRdIw9KqkBBwhZz7KAEcRYQ+FPRWpB15arWlRBrMnecqgkYkijEygRGZTYyDURZvl1VGau0ISGr9FW2WWq18bDwYnK9G5Voewmhai5c3SV8Mss32CB+YhxFK1k+wCuhsehcmOHvykEuIPCPoVW1J1UPaU3d1ak5XxxmZRr7+VNQJUbaVr5SJMjSVG0xDjSLOVaV0CVUQSnI0hRvxwkaje1Vtlkai7E6lZgswsLifWTI7mf5+WCZ8AZGx1jMsfPJ/F4OFdu/LLmImXKvg7JxKV6j0nvUxkz9FztrU7A2jev6FxAQ0AmqArq0RbPUmWamSMxUz6cpW+6RUhmLkpIXWPGBl1rWsy5eDhQtrThWso2Z0qVNMiGWCYeq3M2JoanIaoJ5+Fy1I76Vocv70FokJhATAqNNsNIPjxFluQAvQGXCEHlRlg+MA+W1ldWymEEtT0ihi91VztcLCAhoRkJirE2ENSTDHLJ8sn0B9VBXiGWC5/x9itrtylzXsrlaqWhZnGMCzUzjpYlUTIShDMXgJWuTrmqNSRukomXxrEtNxVXxeHnvTGJCr+wFxUo/nMBok1hLGX1A9vcpqzVipLpNTcU5QWEGtcVZEGUBgaSTHGIMyRjUlVgVHEi8cISmhSWStXqOGsgLq7pWtrpiLD/f6u04IVFRln0XYVamcc4VSfvxzHl/7M8y8ZVZdrJ1tolhoW9CiH44gUbh5PVuqtY52hBgvh75DN7yuaJBu8QziveU7GeZIFqEhamcW7aKDgd9CCDu9xQYbfJbiEX8/j8kKMwQX5yVjVdtYYZE55oFURYQ0J7kEmMAkVQqTbSFwMBArK2tOf5uOuaWmrszZQ9RZQ9PVYKraLVoIsxJFWVtXNYJCauq9rQRY3nMw+cq3S7/XalyIx/KcjXO/Cf8nhdNCCv935axtUiM+4fyiZ6jLZ/ttsfbJpvPVfTAaJqKVf4eUZy3VebCDzQyifPyEiwyJkBqHPudhUTHqK65fgRW+uFYi8Sx882y6GuZV0Ex4EtxzbKqTHey8WubElaRxCLcBQQE4qKtGAcHBVK+QGYCAgKwsrJSeVyKLHtKLGuRIspciJoUfE+qpaxNFLamxyuby1U25oQikUNMhisVZdl3FWIyXOW5539kxdw4ItFxWhvFPUYmPAAdvHMner46xFjByiosJfyCIC9cmswRK37PVkGhWkdvQ8x3EhDx63uRfT3KXNgy5Cxm2TyzDGU1loE4S6bixQmQiMUsICCgkoaHEq9nH2QtSXB/Ui1jGTqzkBMq4g6q3/q1RR1h1oX7OjkfcMllIUOMQD13Sq/UndxZ5IOVWaR6g1TsU07EQ8RGLA5x0aodGc+c9+MS5A+oX39YZmEmZFnKoyyuQf4eVHQXy+bVFefU5VNnyqzjkGgjvIIsCAw1xMosMvb7sTaKiLWWgdj1yopWMyRuOSsbtyprX57E7l3BQhb411FHjCFxQYY0ZCEnFJWrqlYsJCzMigEv8dpVw2LWxZyy1paH/PydiiUqpoFhaolyrnej4omy8/cpakUdH8pyNY5bubPIJ9FzlBEYaqh0e2eRDxulyqtSqTO2nGItxqJCsJXdh3FE1SZmm3xAmjyq5tNlrn1F93RAhBFf/cxj+g6L+X5kwgwQgBEhRka/2owRaplAy9Yzx8mHbWoSR5zl/3ZA+VyzvMUMyq1mAQGB+MjEWCa2lgHKVwGrI8YQ485OqqWcIi5rVbVi1U3KkJA4a+LKTgqJurETWnaSQHYubURZ3ShrGbOdXzLSOzfNwv3QdOWQohAr/hwUZkgz/NhnYqtRu8tcHpNJs6HEH1silnSIvkmc+d5YEnkpVhReINYlHSL+vS0w1DBWiIOCDAkKMsTSMpKgMEMsTWO2h5j9mlv+ZTnLC7SVfjgB/Mr2lYBbG5S7suUjs5UtmZIhE+mkuOUFBP4mqlwUgYLQJibM6rabqlHW6q5ZVfa2rw2qrGtVEdm6jLxWKcrKxFgxQ5K1qUphVleUNRVieWIsY+VWrjJkwisTHEWCguJurxUUzClHZbXA4jPQ/As51R6JeiirWSwT4q9iKwIijOKIaaxAihWUT3a+Eo+A4nch+w4CgpQcKyfOgFKBVhRnTYVZhjJhjnMtSoLWBAT+VRJL5iEvzOpax4rtp8g65GAjYyQaJI2QWTCyuTH5Au6apGRUJt7KhFnVQylFRFmeFEpXaBkUliwPV0UxVhRfUC5CpYPE3MyW8LKpZuF+uJgnfYzKBFhGbAR0lAleYRZ89TPHyydx61DZNSVEVGD8P5+fv7YZWEXFac/aMsaN7QVYWkZiaWpIiJlRzItBIoFg5tHh8bwBiQlzQsj+dkS6iUMREEh2dJ0RSx20EWMZiuOVhqk3/uRbhyz3AJEXZmUWdaKl6lQUNYCUywSmkoQq8ciEWT6/cBLnkxXRVJRj3KmRceY6VVmDCVmA2hIUZMgXzDA3jsDKIpyvRjZg+Xt/QkKriPya6TgpLKPiBlt5+ZipvAZloqoL5NtVFGd5AkN/C3OIkZFSV7Z84QrZPHOgkUm8F11lmfKU9vnr78k6JKlXKSAgoEuS5Wmkam5P0WKWoa7bW5OHTnKhUXCXYqL/JBSWSGj+LymirGwfJOyOTSpBQYa88rKBDIAFYKQ6IYniWmlQvl5afr4XSFUxVtaPgVVU7M+qxhMi/i3M5voRBGKSaBAYEEegFZdQKSK/XxBkAYG0he5TZyYSaKPuMfLIWwKx2zRcg6oqEjXFSCYxlqGNKKvcl4xiLN+HLEI5UElpQ3mUBVfFO0ZhLjitiLF8f4qiHBBkGOvKln9JklnM1kYRhETHFWeZ5awo0AAh+nETkGj6dyYgIJC66OyplNAfvzq5kVWhOH8mbwVoaykrCpy6Ah3POlantGEylFtURVLmlBXniZNTjGWoM68Lv8VW1dIrUB5wlRLXoAmKbmyI+z0rRmnLB4DJxBniLqGSpfCUibS8QFupWN4lICCQNkl2M0GZGCc0L5gQylxzunBfJ5v1nIJirAnKgrRkpLSIefmYyUUiK09WomlwWWKktHWc2BgC5LbLrOagIEOCLCPjWM0QI84BGMURaJkFDcRJRCJvRQsI/KmkRkBXaqGzJ5PMraxoKZtHh8cRZWVirDh/KP8AiRPQoh8/oEVZWk5Ni1LIo1FEtnxpQ2X71EA+kEtegGWWrrprtRUjboOMTfhqZMOnKGu8giwStUZ1JcSl36mOtK71f3tnz9tWcoXhI5Gi5FgkhSwQLLbKbuoALlRssUC8bQr7D6RKlT6/I33SpEqR1u4DO90WLgSkSIAA2QALSZsEi0ikvLIU0kxBDzUcztw733Pm3vcBiLX4eckl57ln5sw5/7nRXt90giDfHnqMHESsYyFlZhPpo2aBSMYT681E6wIkRKSNoom2648DUBN9kjFRggh5cr+7RcMVIehNM3iDlIlop9dsESkTWVXmEthIWG6LuLmv4XM1zUL8dfkj+vvVD+lv/5w2Hk/sqFgn5c//cUfyPujpeDcalsU8/hAlhhwfVwGb0Il5Kn0OKmIKX2TLi6l9EUULxH5nAGqibzImSjRlrUpZjZJtudk7rEPKRA/RsqWMVRGLSFhEuufjE+3MgjqboMtCJlpnIpeQseD0bElvnqw3065lbPe6mySnABlzEvH4Sn8s85OF9nqi7QSwpqIjm7+VKX91rV1MdwNQC32UMZGjkI/v7+jx3cMHZbtdqYm2/rvVSbmB28mjxoiY6KHV3+XoRFtLWd3e05R1nFLGNtI7PVsSEdHQXEt9h9THlAuTiHW36+Tcto9ZztDePI/ms5Orhe2AJGzAkL7KmCgwQhb7HHViNkXJk+W7rXXk49Vdq5RlZCnLqMURdG3rQvFpyyg/Vsi4ScRvB0d0MZxuKk3JjQze3o22oh+brUs6ckvP5zHyFqFUr5GKNhmb7m+Kmk3v7TuL93w9afh//Vn7sQEQiz6L1pYoo9j4Tl+By0XKAlnOpuzQTWEE8RwfgkQ52UvFpsOUiq6Tjtz9ybaylixidX1YbXx/ThMvEbclRglqiUDVfbtt9+0CbWL2oSufDege6vfc9US2i0T7BExSNiGiXDXr2naLhrzXcmt9ekTasoKbxynZyLptU/J0t0CVs/G4DIX8ZRELCavrwt8splsiJqItGYeImCj/lqYccBTO/GQRNLi0TWcDUDu677V8XV/lHPVd66TcluBlErMtM+W5xHPLvWWbImcVteesj5zl+6rT0pePTrY6Ecmt/tpa/G29hqNca9sy1BYdcxRxClJEzQCUxOa7LO4TS8y618wp/ePZPl1Z3C/6EdlKmYi0YiaKI2fxt1yUX35t07GrjSzUfcA2HXXUjGk1UastEhbYtj5sAlFxGUKjZBWX54K8AVdcv5u2Yvb5zsf+jZoYX++Tbd+obCObbn+yaTuUrZxtksFEOUH1+dTuOSo6ORPZFerQJWqJ9WG5N69uKto18m0iloxzChCRcTjqIANBAw707Xs4vt53fkzx0a1tj7KaANaEaU+uqPcrI8oKEhHRcErHqzu6HD2I+vLRdjR9Pj55OCbN9Ld6siEnaslR8cX8eH29Rc/hEGqMjCFjALrLmyeDzVZIV9qi2abbTCcCHNepox9RU2KXqYqXbgp763EtUlZFrGvPpzJTNmGK8oLng8m6Dy0R0XC9j1dNNLtsqbOws394cUQXt8faqBgiXgMZA9B9UkrZRE1Jkk7v7mZ0SI8bbldlLGc322Rgt4l561gM09VykpSMqYCG4IKOaTpa1/+9FMcj1QMmaq4JrJ4EyK8vevMS1SfiHCKEjAHoDyFSDoVjVCzjfHTqNiL5eoHudoFNrWtT0pcuSparWBHRTrIUkV37PiKiyw+nG6I2MBFtCvgTraUtmI7urXrz1iriXEDGAPQPXynnSsSKwXz63nkd2eudyVKOUT7ThGl9WVdSkmhXxr5TxHOpJOH4kf7+l5q5ApvtSa4C1TVhyCXhlDK0KfpRu4xTDB6vnq48HjWIegwAxEDUurehVEQdyny6zq9ejezyrL1HiyYRq9Gy/HeMTlA2IiZqj06F2HQ1gUXx/rZevZvHRNgrrKNUBJxKhq4lMcEDfjIGoH5ERF1LdOyLe162I7FkrBbTuLyf0NvlaKfEpKuM1X9vjlu5bn57sLnorm97PICMQ4CMQd9xiahrJbmQBaGRMdF6ilqI+Pp++yKL2EXGTdeZpGqSc9vjalnvTREd91XGMbI6IWMA1nT9t5Al/g+VsYiOZ4sjbXlJIjI2X5i3RMIyppZ2Y806ro4uRMWQMS+6PgCBMjx74R9tvnxedj331dNVdZ2j5lO7MdBp9J2Njqi9vcL2/U2YtjbpqmbJhTXaMqZ9ZSzfz9Rn1iRmGxHXEB1DxrxYZ2jWmcwCQCpqk7ELziOwkGxbswadjG32F8v3eaxsdRLRcSoZy/fXZTf7RsCQcX8JTUJ59mJQPCIBgAtdljFRwJS1yzS0KmK56YPN4+RKXDoZ7yRaBchYfpxOyj7Pwxmu2dS1b3kiileEAFIGoG4Zj6+HVt2ekid1yTKeST2Axb9t61SrlbeMWc8MmzNwYjEbbl1iM5wsEBlT/IpAIWt+ANROzTJ2wWnU+H5waL2GrIpY5mZP34FJx83eIdGHvBaxfmyb3RxDqCGRMiehcyiBaUvt0XGqvZKIlEHX6ItobXEeOYRom/oKy8iyletPi3+rjRu0z7F8yK5OUQ2rDR8pc5FxbXKr5Xh1eyL7ULgAAJCObPuQfTinCX2zmNLF7TFd/vcxnX+3HZ/P5wfJZezzvF2XsWlaOuT1Uk2hp8BUoCBm4QKfXqoAgLph+6s/pwnNlkcbGasZ1Lq14tQitHn+LstYFbFJyi6vXZOIidqlG2PfMGQMQD9x+uVffugPnBqTjE0iJsonwuv5wc5rieu6KuOmRC3T9TbHUJOIiewj4BApQ8YApGV8vb9z4YJbYZDViC6GP6BPFtepjkcr47bM6RIi5CJflRQy9qU24TbhOh3tU02I08AAQGpyJ3Q1/b7G1/ubzkwlcRox/3U/psPVe6LhlD5pua8pmUveUzzdu9u5TZbxxb+bc7q5SrEUXRJgbEoUpnePlJFBDfJQOls/p4wffocP7zn1NkL1t38zX9EXFo9zGsEvb47pYEI0G9y3PlJtkSjzdjmix4N7mtHRzvXX9yPImBFC8iFT06XpQ5cYAGrh2YsBUaZo1HRS/PL5ckvKMaPjkCUrp9F0/v0BXcwP6fHhPdGj5vuqPYpVrmn3+rd3I5p9f9AoY4hYT5sYhVB9BSo/LuS5VLGnFjpkDAAffCJT0THNdUthmxhfPl9Gj9RDkzrda1l/KF15QceN92trAqGjab0YIvZDFWCM7Uq+EtW9tnxdbDlDxgDwQZaxWM9ti0zl9qXzk4W1lG3FGLNzVIwdFk4j4M27Ie0P1+Uqx4+aBWnqRewKROyPbULWcLJgMfUc8zggYwDKYRsJNyVT+fYSdxVjDCnHapPqPfqZylcSPUjYJFO16hWkCwAA/SK2iIn8xBgjQv7y9V7+CHk+P6D9lV6eoldwm4zbbgPxWMyGVlEyh+gYANAffGXsMm1tQ8w15BhSjrbxUS7aAeGGEbMbU02yrelYAQB+6GQ8P1kERcY+pNh6FfqcTkKe3bRXo4KM/TBJuG9SBgDUz3z6fusiX79z38wiJkq7Dzrkub1Gakg3L7ZTz23PQRSvRWJscNIAQHeJuV4cOm2doyiJ+hqrW7vXxChYCbKUQ7sqcSL0eJBNDUC9jK+GRaTMFRTPrYjaOiOpyMce471AxgDUTyyxxtp6VBKnT2IxH9DeMl5RiNbXizBVC3iBfcYAABWfSFmu4NUFGRNlnLJWB+I20dYcCYK0QMYAAEFXZExUcMradsoSYgYykDEA3cRn6rpr40FR29XcQagEMZK6fOjalx4AwBOTlE3T2adny06NT8XMl3ptWC3PKeC4ZctGsKXW0rv0ZQcA1Md6Snpg3K705evuTFsXmbIuJWNxm7hwIEYLw1RAxgCAksiibZJujr3FOcguZN9s6xSUlrPt+2prW5gCyBgAUBKdgHNKWZTz1F1SwW4fcl/Wjzm/T8gYAMCVECnbStumyUUKMbMTsg7XaPB6frC52N4/F64FMbAPGwDQR8xrxn7SdYmgbTO+Y0u5CiGHIMvZdMlB7VW2AAAgN6pEbaXq+ziZElJmJ2Q1IuxChAgRAwCAH0KmrlL1fZxM7nrZ7ITcNSBjAAAIw1eqMRK9cko52yu5RLpdiIqJIGNbTD+aHH1SkcAGAGjDtyuVK8mN0RW5qnz12SF9/o877W0xRSw/V+xKXZARAKAkpozpruwrdiWpkLssY/Hf07NlttcN2besIt4DAACUoGn70qunq15KOcka8nCyYCnjGJGlKrLSUab4rOVLG5AxAKAkNqUuu1IO04XoQuYoYqIHGYvtR/LFFpPISkvZBcgYAFASF9H2TcrRpqy5ilgwnCy08l3LNFyoIhMvx8K/LxxlrJuWyvkZfvl6r3c/egCAP/oArHkMuZmv6AuL5w6OkLlOT+tQp3VjRbanZ8vkNU5D4S7jHHVibY4DABBOrJrTnH6b46th8tlQbyHXJGIdMWVcEpspd84yLnkiI+8v5PTDB6ALNEn52Yv28ZfbbzLHTJqTkIfjZfUiJoonqNIyFjRJmauMOc4ocBsAAKidV09XNL7e37kQNUuZ228x17JW7ypXcJCxHJnFktJiNtw5UYr1XuX91k3yL1WQ3QfTsdqcuRMRvXze/v//F7/Xf/5/+KV+/zoAoZi+cyo5v4Mvny+Nvyvj7236PuERuZEzx6RXpTM5yFhlfDWMVpotRWUwU/ETHU39Q0uuEauYPm9x5m5Dm7htB0YA+oDNCSxHcid89krIMeAyTW2Di0xTPJ4jMWQsMEkZMgYA+AAhO1CTjAW+Uu2TjENQpQwZAwB8gZAtqVHGAle5dlHGTfhExzJCwpAxACCETiZ1Tcf/M9ziN2DWJGNdchdR/ySrEnOqWgdkDAAIpZNC7gq2e6VznjCYKp5xJneTcQAA8AFT1pkxRmrK9S6FS2qqpZ2bJhnHiI4n30H2AHSREiV1IeSM2EZqPoKVH+PaNMOV2gvDAABAE6Xq20PImbCRcWitVPWxkLIZRMcA8CVWbocPJZvNQMgZsI2MY3wRckqZOynXjiFjALpH6c5v0UcVHrWT4x7DmyeDLIlTMVoBIsGrndCzb8gYcIVzWVbbal225WtjU1rGRI4R8mI+aFyf5CHjNORKnAopql5iexbXqWuumdWcB0wAOFCizCYHGRMFTFkLMYtLl2Us4CzlmvZKl6RkdAwZA2BHTilzkTFRpDXkPm274Sjl0jLmFiWnio4hYwDykUOUnGRMFGENuU8yFrx5Mtj09E1JDNFyk2VqUu879gEyBsCPV09XyXojc5MxUaCQ+yhjoofodXw1bJWyb7QWQ/a5ZMwlsYtjVjVkDEAYKaScWsa/+s2jrb8X96ZyztvwGEkr4vRsSWPpY2uSso8gahExFwkL2j7rkvsaAQDABl6jKnNMU8iqlLsYFXMTsAxkDADoAnxHWWa0reeGTpemXo8OgbOM20BFLgBALXR2pNGtOXCQXqpjSBEZ1yBiNI8AAHQFjDaOcCw40bdMakFJGSNZCwAQG3526TAxo+PUEuYeHZc8MYKMAagH/ck5z0JKvEfdDsE5YUuFu4zbSBkdQ8YA1ENtCZ11j7yV4Cvjvk5Ft1Gq+AdkDEA91CZjoo4KOVVll5yUknHt0XEqIGMA6kGWsX62K+2U9W9/fbv19838lr74XfvjnEbfP/90QMdj3tW5cpS0dIHTsbRRg4xzRcezjxabHzJkDEBZ3CtrLQ3/5g3/EdiBLkTGpahBxk2kmJ6afVTPyRQAoH7qm2Q3IGTMKSLF2nFcOG45AwCAWHRCyIiMw6ghOubYxQkAAGLCdiT2kSyi4/4BGQMAugLL0cw34k09pZn6+UvImHt0PL4aYqoaANAL2An52QueWdxdlDF3IGIAQJ9gJWQh45BpyBSDuOtzuk5XQ8a7QMYAgL7BRsh9jYzBLvjMAQB9hI2QVUKj5BiDus9zcEosqxHn2Yjp+0RHAgAAeWEdiggp+w66IVPNuaK0ktPVX312aH3f0zO+1W7E9yNFxvXL53zfNwCgW7AWsiBUzNavEyjhmqJjFxkTEb15MogiZfUzjnkSJH8/YsgZMgYA5ITtlLUOzntOuyxjwZsn8df5xfJC7BmJ+fR90AkcZAwAyI3TKPj2Zp7qOOj9O7vB/vE7opsJv3XD1chPyKtB3oH/Tz8e0c3cv1nC658Q/ewvfsc8vh6Sa4n4UGaj9X+PZ/Ync3/8+ZISftUBAD3D1p17q9WqdYx89+4dffrpp/Ttt98GHxgAAADQNz7++GP6+uuv6ejoyHgfKyETraV8f38f7eAAAACAvjAajRplTOQgZAAAAACkg2+WFAAAANAjIGQAAACAARAyAAAAwAAIGQAAAGAAhAwAAAAwAEIGAAAAGAAhAwAAAAz4P/UQMr89NshcAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=43\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "lon1, lon2, lati1, lati2 = lon.min(), lon.max(), lati.min(), lati.max()\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "\n", "tmp = deepcopy(observed[t].numpy())\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#STIMP\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_stimp[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=44\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "lon1, lon2, lati1, lati2 = lon.min(), lon.max(), lati.min(), lati.max()\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "\n", "tmp = deepcopy(observed[t].numpy())\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DINEOF\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "axes.set_extent([lon1, lon2, lati1, lati2], crs=ccrs.PlateCarree())\n", "tmp = deepcopy(imputed_dineof[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp = np.where(mask, observed[t].numpy(), tmp)\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#STIMP\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_stimp[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#DINEOF_per\n", "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(6, 5),\n", " subplot_kw={'projection': ccrs.PlateCarree()})\n", "\n", "tmp = deepcopy(imputed_dineof_per[t])\n", "mask = np.zeros_like(tmp)\n", "mask[is_sea.astype(bool)]=data_ob_masks[0,t,0].cpu()\n", "tmp[~is_sea.astype(bool)]= np.nan\n", "\n", "# 添加基础地理特征\n", "axes.add_feature(cfeature.LAND, facecolor='#f0f0f0')\n", "axes.add_feature(cfeature.COASTLINE.with_scale('10m'), linewidth=0.8)\n", "axes.add_feature(cfeature.OCEAN, facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.LAKES.with_scale('10m'), facecolor='#d0e0f0')\n", "axes.add_feature(cfeature.RIVERS.with_scale('10m'), edgecolor='#004d99')\n", "\n", "contourf = axes.contourf(lon, lati, tmp, \n", " levels=np.linspace(-1.5, 1.5, 40),cmap=\"rainbow\",extend='both',transform=ccrs.PlateCarree())\n", "cbar = fig.colorbar(contourf, ax=axes, ticks=np.linspace(-1.5, 1.5, 5), orientation='vertical', shrink=1)\n", "cbar.set_label('Chl_a (Log(ug/L))')" ] } ], "metadata": { "kernelspec": { "display_name": "torch", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 2 }