{ "cells": [ { "cell_type": "markdown", "id": "a6924e02-baf7-4375-9134-951bcefe5a0f", "metadata": {}, "source": [ "# Mean Squared Error (MSE)\n", "The examples in this tutorial build on those in the Mean Absolute Error (MAE) tutorial. It is recommended you review the MAE tutorial before this one." ] }, { "cell_type": "markdown", "id": "d25b9cda-f628-42f8-acce-1523d6df345c", "metadata": {}, "source": [ "MSE is sensitive to large errors.\n", "\n", "MSE is a fair measure of error when you are forecasting the mean value. Minimising the MSE can be used as a training or objective function for machine learning to obtain a forecast that is the mean of a full probabilistic forecast.\n", "\n", "Using the MSE instead of MAE, or forecasting mean instead of median, is appropriate if big errors are considered much worse than small ones. For example, you might not mind if the temperature is 1 degree different but really care if it's 30 degrees different and want to treat the 30 degree error as 900 times worse than the 1 degree error.\n", "\n", "The units of MSE do not match the units of the forecasts or observations. " ] }, { "cell_type": "code", "execution_count": 1, "id": "cf78b685-ec20-4935-848f-333fc7fc6735", "metadata": { "tags": [] }, "outputs": [], "source": [ "from scores.continuous import mae\n", "from scores.continuous import mse" ] }, { "cell_type": "code", "execution_count": 2, "id": "2f73371e-2051-4619-a92a-2b4a56c3e38b", "metadata": {}, "outputs": [], "source": [ "# Uncomment the line below to view detailed help information on the arguments to the MSE function\n", "# help(mse)" ] }, { "cell_type": "code", "execution_count": 3, "id": "6d927aec-dff3-4d7c-a4a6-caafa295230c", "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy\n", "import pandas\n", "import xarray\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 4, "id": "83191398-5f8d-4233-9111-d69a8a371340", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Import the same gridded forecasts and one gridded analysis used in the MSE tutorial\n", "forecast = xarray.open_dataset('forecast_grid.nc')\n", "analysis = xarray.open_dataset('analysis_grid.nc')" ] }, { "cell_type": "markdown", "id": "2093d8d4-d05e-4c9e-9d52-c64112f10a4b", "metadata": {}, "source": [ "## Spatial Structure of Change\n", "Similarly to the MAE tutorial, we will compute the mean square difference of the forecasts (at all 240 lead times) compared to the first predicted hour. While this says nothing about forecast accuracy, it does allow us to visualise which parts of the globe change more than others through the period. Using MSE instead of MAE really focuses the attention on the largest differences.\n", "\n", "Here we plot both the mean absolute difference (Figure 1, calculated using mae) and the mean squared difference (Figure 2, calculated using mse). \n", "\n", "Both figures show that the temperature over land changes differently to temperature over the ocean. Figure 2 (the mean squared difference) highlights the areas with the largest changes in the forecast period." ] }, { "cell_type": "code", "execution_count": 5, "id": "26de2de1-5db6-41d7-9509-0b7351fde19c", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Calculate the mean differences using mae and mse\n", "meanAbsoluteDifference = mae(forecast.temp_scrn,forecast.temp_scrn[0], reduce_dims='time') \n", "meanSquaredDifference = mse(forecast.temp_scrn,forecast.temp_scrn[0], reduce_dims='time') " ] }, { "cell_type": "code", "execution_count": 6, "id": "ea8e97a1-7e92-42e5-8f59-2e2400b66879", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Surface Temperature')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure One - Mean Absolute Difference of Predictions compared to first time step\n", "meanAbsoluteDifference.plot()\n", "plt.suptitle('Mean absolute difference predicted over 10 days')\n", "plt.title('Surface Temperature')" ] }, { "cell_type": "code", "execution_count": 7, "id": "e992ea2b-81da-4b64-8701-5583a74b1dee", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Surface Temperature')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure Two - Mean Squared Difference of Predictions compared to first time step\n", "meanSquaredDifference.plot()\n", "plt.suptitle('Mean squared difference predicted over 10 days')\n", "plt.title('Surface Temperature')" ] }, { "cell_type": "markdown", "id": "e4f7d378-c65d-444c-ad96-61d03cb987b7", "metadata": {}, "source": [ "## Some Verification\n", "As with the MAE tutorial, the forecast time step 24*4 - 1 has the same validity as the analysis, both being 00UTC on 24 November 2022.\n", "\n", "If you want more information about matching the forecast time step to the observation time step, see the tutorial on Mean Absolute Error.\n", "\n", "We show both the mean absolute error and the mean squared error in the figures below." ] }, { "cell_type": "code", "execution_count": 8, "id": "b95cb918-fe97-49cc-9554-8339a89a661e", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Extract the forecast of interest, to compare to analysis.temp_scrn\n", "forecast_of_interest = forecast.temp_scrn[24*4-1]" ] }, { "cell_type": "code", "execution_count": 9, "id": "bc141a06-e0bf-4d9c-b454-15f17b0282dd", "metadata": {}, "outputs": [], "source": [ "# Calculate the overall MAE and MSE\n", "mae_overall = mae(forecast_of_interest, analysis.temp_scrn)\n", "mse_overall = mse(forecast_of_interest, analysis.temp_scrn)" ] }, { "cell_type": "code", "execution_count": 10, "id": "0040d281-36ea-474f-a386-58c1dfdf4848", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE: 1.45\n", "MSE: 6.11\n" ] } ], "source": [ "# Recall that MAE and MSE have different units.\n", "print('MAE: ', mae_overall.values.round(2))\n", "print('MSE: ', mse_overall.values.round(2))" ] }, { "cell_type": "code", "execution_count": 11, "id": "92c182cb-4001-481f-bf51-0439b146e52d", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 3 - MAE and MSE as a function of longitude\n", "mae_by_longitude = mae(forecast_of_interest, analysis.temp_scrn, preserve_dims='lon')\n", "mse_by_longitude = mse(forecast_of_interest, analysis.temp_scrn,preserve_dims='lon')\n", "\n", "# Prepare some labelling for the graph\n", "mae_by_longitude.name = \"Mean Error\"\n", "mse_by_longitude.name = \"Mean Error\"\n", "names = pandas.Index(['MAE (C)', 'MSE (C^2)'], name=\"Method\")\n", "xarray.concat([mae_by_longitude, mse_by_longitude], dim=names).plot(col='Method')" ] }, { "cell_type": "code", "execution_count": 12, "id": "d71e9895-fc01-45be-a651-89c4284258a9", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nMZAlIiIiIp/U4OvImkwmXL58GcHBwU4tw0lE5ClCCOTn5yM2NtZuzUxnsA8kIl/jTB/Y4APZy5cv26xNTUTkK9LS0tC8efM6XYN9IBH5Kkf6wAYfyAYHBwMwvxjOLLNHROQpeXl5iIuLk/qvumAfSES+xpk+sMEHspav0mpajYWIyNvURyoA+0Ai8lWO9IGc7EVEREREPomBLBERERH5JAayREREROSTGMgSERERkU9iIEtEREREPomBLBERERHVSm6RHmnZRR67PwNZIiIiInLawdTr6DZ3Hfq9vRFZ+TqPtIGBLBERERE57YM/z0iPL1wr9EgbGMgSERERkdPySwzS46JSo0fawECWiIiIqJFLzsjHvYt3YMeZqw6fc72oVHpcVGqo5kjX8Wggu3jxYiQmJkpLJyYlJeG3336T9peUlGDy5MkIDw9HUFAQRo8ejczMTA+2mIiIiKjhefx/+7DvwnU88H+7HT6nUFcevBboGuGIbPPmzfHmm29i//792LdvH2699VbceeedOHbsGABg+vTp+Omnn7B69Wps3rwZly9fxj333OPJJhMRERE1OOm5JU6fU2iVTmAd1LqT0iN3LXPHHXfYPJ83bx4WL16MXbt2oXnz5vj000+xYsUK3HrrrQCApUuXomPHjti1axduuukmTzSZiIiIqMExmYTT51inExQ0xkDWmtFoxOrVq1FYWIikpCTs378fer0egwcPlo5JSEhAfHw8du7cWWUgq9PpoNOVl4DIy8tzeduJiLwF+0Aiqg2Dk4GszmCE3lh+jqdGZD0+2euvv/5CUFAQNBoNnnjiCaxZswadOnVCRkYG1Go1QkNDbY6PiopCRkZGldebP38+QkJCpJ+4uDgX/wZERN6DfSBR45SWXYR5vxzH5Zxit9yvqEJOrHUFA3fyeCDboUMHHDp0CLt378aTTz6J8ePH4/jx47W+3qxZs5Cbmyv9pKWl1WNriYi8G/tAosZp0uf78MnWc3hk2V633K9iKkFusd4t963I46kFarUabdu2BQD07NkTe/fuxbvvvosxY8agtLQUOTk5NqOymZmZiI6OrvJ6Go0GGo3G1c0mIvJK7AOJGqfkzHwAwMmMfLfcr2LdWOtSXO7k8RHZikwmE3Q6HXr27AmVSoUNGzZI+5KTk5GamoqkpCQPtpCIiIjIe9RmolZdVawbe8lNKQ0VeXREdtasWRgxYgTi4+ORn5+PFStWYNOmTfj9998REhKCRx99FDNmzEBYWBi0Wi2efvppJCUlsWIBERERUZmfjlx2+z2Ly0ZkA9QKFJUacfF6MUwmAblc5tZ2eDSQvXLlCsaNG4f09HSEhIQgMTERv//+O4YMGQIAWLBgAeRyOUaPHg2dTodhw4bhww8/9GSTiYiIiLyKu9IJrFlSC1pHBOJEej5KDSZcydchOsTPre3waCD76aefVrvfz88PixYtwqJFi9zUIiIiIiLf4t4xULMivTmQDdao0CzUH6nZRUjNLnJ7IOt1ObJERERE5DiZByLZ4rIc2QC1AnFh/gCA1Owit7eDgSwRERGRD3N2MYP6YEkt8Fcr0DYiCABw/LL7F2BhIEtERETkw8ID1TbPK1YUcIUiq8lebSPNgeylHI7IEhEREZETrJeKBSrXeHWF8qoFSkQEm/Nir+TrqjvFJRjIEhEREfmwEr1t4Hr0Uq7L72mdWhARbF6EJYuBLBERERE5o2IgO2Gp65eptaQvBKgUiCwLZK/k6yCEe/N1GcgSERER+bAVu1Pr7VqOrmdgb0S21GBCXonr83OtMZAlIiIi8mGFdcyJNVpVPVDKzaFhga76gLTIKkfWT6VAsJ95aYKs/JI6tcVZDGSJiIiIfNTVAvt5qRXTDarz3YGL0mO5HNh+5iq6vPo7/rsuucpzivXldWQB2KQXuBMDWSIiIiIflZlnHgG1fL1vcb2o1KHz80v0eP6bI9JzhUyGt383B7Dv/3mmyvOsUwsAoGmQZyZ8MZAlIiIi8lGFOnNAGaRR2mzPLnQskC22M3JrXZe2qslbxVZ1ZAEgrOycnCK9Q/etLwxkiYiIiHxUYantV/wWjgayJpPtc6MQUFrN+Np25qrd8ywBsOW+oQHmQNbRkeD6wkCWiIiIyEcVlk3KCqwwIptX7Fj1AGOFEVejSUCpKA9kp648hGt28nB1enMErFGaA9kmASoAHJElIiIiIgcVlaUWBKoVWDimu7S91OjYZC+TyTaQNZgEFPLy8DC7sBRvrT1Z6bxSozmQVSnMxzbhiCwREREROaPAakT2rhua4daESADmmq6OMFUYkRUCqFhK9sK1okrnWa6vVpYFsoGWQJYjskRERETkAMsKW4Fqc2qBpiyw/MvBZWqNpsqTuSoGwVp/VeVjjBUCWSm1gCOyREREROQAy6QrSxksywjrl7tSoTPUnF5gJ46tdJ5aYRsuCiHKR2TL9oWWBbK5xRyRJSIiIiIHGMoiUUVZpYFiffloaoEDy8VWTC0AgOZNAmyeqxS2yQZ6Y/k5lhFZtcIcSOsdTGmoLwxkiYiIiHyUsSyotC6ZZWGvRmxFF69Xzn81VBimVVUYkbWkFQDlqQyWSgelRvt1Z13Fo4Hs/PnzceONNyI4OBiRkZG46667kJxsuxzawIEDIZPJbH6eeOIJD7WYiIiIyHtYymfJywJZo1VhWMvqW9V55qtDlbbtPnfN5rmyYiBrNepqSS2wBLuGioVpXcyjgezmzZsxefJk7Nq1C+vXr4der8fQoUNRWFhoc9xjjz2G9PR06eftt9/2UIuJiIiIvIelfJZlRNb6a/+aAtlPtpyVqh5YO5tlG4cdTsuBwWoU1hLIKuUyKYC2pB8Y3Dwiq6z5ENdZu3atzfNly5YhMjIS+/fvR//+/aXtAQEBiI6OdnfziIiIiLyaJQ1ALrOMyJYHknpj1aOjKVkFmPfrCYfucTw9D//+PRmzRnYEUB7IWqccWEZtq7unK3hVjmxurrlURFhYmM325cuXo2nTpujSpQtmzZqFoqLK+RwWOp0OeXl5Nj9ERI0F+0CixsUyWUsptxPIVjPxytElbC0+3npWemxZbMEy0QsAVNKIsHsDWY+OyFozmUyYNm0abr75ZnTp0kXa/sADD6BFixaIjY3FkSNH8MILLyA5ORnfffed3evMnz8fc+bMcVeziYi8CvtAosbF8lW+3F4ga6+2Vhl79WOrYz2ZrNRgPtc6kLWMyJqEOd1BbmfymSt4zYjs5MmTcfToUaxcudJm++OPP45hw4aha9euePDBB/HFF19gzZo1SElJsXudWbNmITc3V/pJS0tzR/OJiLwC+0CixsVYYUQ2UKOQ9tkbkd16OgtTVx7EdTsjsk8MaFPlfRTWgazRtoYsYFuiS+/GCV9eMSI7ZcoU/Pzzz9iyZQuaN29e7bF9+vQBAJw5cwZt2lR+wTUaDTQajUvaSUTk7dgHEjUuxgp1ZOfd3RW3/XczAPtf8z/86R4AwJ5z2ZX2BagVlbZZKOXlQaslR1ZjnVpgFdQajAIaN0WYHh2RFUJgypQpWLNmDf7880+0atWqxnMOHToEAIiJiXFx64iIiIi8W8VAtk1EEPq2CQdgW++1ovTckkrbFNWkA8isdkmrelmnFlid687KBR4dkZ08eTJWrFiBH374AcHBwcjIyAAAhISEwN/fHykpKVixYgVGjhyJ8PBwHDlyBNOnT0f//v2RmJjoyaYTEREReVzFQBYoHx3VOxFQvn5XFxSVVrMSmNWl7E32spd64A4eHZFdvHgxcnNzMXDgQMTExEg/q1atAgCo1Wr88ccfGDp0KBISEvDss89i9OjR+OmnnzzZbCIiIiKvUF0ga3AioEyIDoZC7lhYKI3IWqUTyGQy6bk7F0Xw6IissLO+r7W4uDhs3rzZTa0hIiIi8i1GU+Ulai0Tr5wphaVUyO0uc2uPzk4dWfM1ZCg1uje1wGuqFhARERGRc6QlamWVR2RLnQwolQrHAll7ObKA9epijSS1gIiIiIhqTxqRVdjLkXU8oFQpZJVGZEd1i7V77PUic+kuf5VtlYPa5ObWFQNZIiIiIh9lNFUekVUrzY8dzZG9p0czdIrR2pTYAoDnhnawe3xqtnmF1dYRgTbblbVIaagrr6gjS0RERETOM0g5spVrulZMLTBVsZrXO3/vbr5GhdSC0ECV9Nj6TEvwXNWIrMHJVcPqgiOyRERERD7KJFUtKN9mCWorjozWVBarYh1ZP2V5oGo9Qd+SOqCsMNmrNtUS6oqBLBERVTLp830Y89FOZNtZxpKIvIdlspd16SxVWWpBxSVqdXaWrLVWMbXAetnZpDZNy+9pp1KC9fNGU0eWiIi8066z17D7XDZyi/WebgoRVcNoZ0RWXcVX/PZyV/9vXC/pccXqWzKZDK/d2RmAbVBruU7FVASlNCLL1AIiIvIgy5rrhbpqVvohIo8rD2Tt5chWSC2wMyIbqdWU77c6Pqpsu7wsujVaBcVVjciqywJbdy6IwECWiIgqCdKY5wIzkCXyblIga1W1QKoeYKg5kLV8aAWAEn35/l2zbgNQXg3BenC3qhxZJctvERGRNwjQlI3IVrf2OhF5nL0latVV1JG1l7vqp7IOZI3SY1lZAKuQAlnrEVlTpXsCXBCBiIi8hKWsjvUIDRF5H3uBbFULE9gbkbUOZNWKymGhvdQCS+6tqkKOrIo5skRE5A0sS0/ae+MjIu9RXrWgciC75XQWJq84gLNZBQDsVy3QWC0zO6p7LAa0j8DLt3eUtlliW5NN+a2yyV7yiqkFXr4ggtFoxPbt25GYmIjQ0FAXNYmIiDzNMjLDQJbIu1lGP20DWfPj/BIDfjmSjrxiPf73aB+7f88aq1qxfioFPn+kt81+S46sI5O9vH5BBIVCgaFDh+L69euuag8REXkBy5ubzo0jK0TkPHtBpapCisDW01cB2M+RrZgeUJHCTmpB1QsiOLc0bn1wOrWgS5cuOHv2rCvaQkREXoKpBUS+wVLqyrqma8VA1sLy9xwb4idtk8lqCGTtTvaqakEE+0vjupJTqQUA8Prrr+O5557Da6+9hp49eyIwMNBmv1arrbfGERGRZzCQJfINBimotK4jaz84tfw9N28SgI/H9UKwX81hoL3JXlUviOD+EVmnA9mRI0cCAEaNGmUTxQshIJPJYDQaqzqViIh8BANZIt9gyZG1SS1QVjEiWxajqZVydGkW4tD1LTmyB1JzsPvsNfRpHW63UgJQ9YpiruR0ILtx40ZXtIOIiLyINNmLgxNEXs1uaoHcfiCrN5gDTHUVga491lkKYz7ehfNv3m5VfsvHqhYAwIABA1zRDiIi8iIajsgS+YTyEdmaUwsskzft1YutitxODq2hygUR7C/E4Eq1qiObk5OD//73v5g0aRImTZqEBQsWIDc31+nrzJ8/HzfeeCOCg4MRGRmJu+66C8nJyTbHlJSUYPLkyQgPD0dQUBBGjx6NzMzM2jSbiIgcxNQCIu8nhCjPkVVUn1pQajBJf8/OjcjaBqtnswqk4LniyG951QIvLb8FAPv27UObNm2wYMECZGdnIzs7G++88w7atGmDAwcOOHWtzZs3Y/Lkydi1axfWr18PvV6PoUOHorCwUDpm+vTp+Omnn7B69Wps3rwZly9fxj333ONss4mIyAnlqQUMZIm8lfUELOug0t6Ia4HOIC1B66dyPPyrmO86ZMEWqfxWpRHZKlYUcyWnUwumT5+OUaNG4ZNPPoFSaT7dYDBg0qRJmDZtGrZs2eLwtdauXWvzfNmyZYiMjMT+/fvRv39/5Obm4tNPP8WKFStw6623AgCWLl2Kjh07YteuXbjpppucbT4RETnAMmKj4xK1RF7LOshU1FB+y2AyQScFsopK+6tSqDPYPDeaBIxlqQVVLlFr8uLUgn379uGFF16QglgAUCqVmDlzJvbt21enxljSE8LCwgAA+/fvh16vx+DBg6VjEhISEB8fj507d9bpXkREVDUpkOWILJHXsg5krasWVCyLBZgD0OJ6CGQB+6uJAYBK7gOTvbRaLVJTU5GQkGCzPS0tDcHBwbVuiMlkwrRp03DzzTejS5cuAICMjAyo1epKy+FGRUUhIyPD7nV0Oh10Op30PC8vr9ZtIiLyNfXVBzJHlsj7WddrtQ5k7aUWGIwCJWXfsDgTyDYJUFe+VpVVC9yfWuD0iOyYMWPw6KOPYtWqVUhLS0NaWhpWrlyJSZMmYezYsbVuyOTJk3H06FGsXLmy1tcAzBPIQkJCpJ+4uLg6XY+IyJfUVx8o5cgykCXyWjapBdUsUWs5tjY5soM7RqF1RPniVwFqRZVVC3xiidr//Oc/uOeeezBu3Di0bNkSLVu2xIQJE3DvvffirbfeqlUjpkyZgp9//hkbN25E8+bNpe3R0dEoLS1FTk6OzfGZmZmIjo62e61Zs2YhNzdX+klLS6tVm4iIfFF99YEckSXyftaLIVgvUmWv/JbRZEJJ2d+zn9LxEVm5XIZZIzpKz+PDAuxWSjDft2xE1lsXRDAajdi1axdmz56N+fPnIyUlBQDQpk0bBAQEOH1zIQSefvpprFmzBps2bUKrVq1s9vfs2RMqlQobNmzA6NGjAQDJyclITU1FUlKS3WtqNBpoNBqn20JE1BDUVx8o1ZFljiyR17K3GIL5eeVxSr3RekTW8UC24vXlMhlEWZyqlFdMLfDyJWoVCgWGDh2KEydOoFWrVujatWudbj558mSsWLECP/zwA4KDg6W815CQEPj7+yMkJASPPvooZsyYgbCwMGi1Wjz99NNISkpixQIiIhfSlI3YcESWyHvZWwwBsJ8ja7RKLfBXO/eFvL1FEQA7I7JyH8iR7dKlC86ePVsvN1+8eDFyc3MxcOBAxMTESD+rVq2SjlmwYAH+9re/YfTo0ejfvz+io6Px3Xff1cv9iYjIPqYWEHm/qr/irxx43rloOwrKKhA4k1oAACZhPzBVVqoj6wNVC15//XU899xzeO2119CzZ08EBgba7NdqtQ5fS1Txwljz8/PDokWLsGjRImebSkREtWRJLdAZjB5uCRFVRUotqDAiW3ESFmAekT2YmgPA+dQCVBGuVU4tKKsj680LIowcORIAMGrUKJvEYiEEZDIZjEZ2ekREvs7yRldUyj6dyFtZT/ayJqsiFcBC40TVAgAQVpGs9WIHFe+rtuTIunFBBKcD2Y0bN7qiHURE5EUC1OZAtpiBLJHXqiq1AABOzB2ObWeuYtHGMziUlmOzz9/JEVnrHFldWbqRXGauaGDNMkJb6q0jsnq9HnPnzsWSJUvQrl07V7WJiIg8LEBtfnso0hulb9yIyLtYclErjowCgL9agSGdovDj4cuVAllnUwtubttUemxZtrpiWgHgmaoFTo0tq1QqHDlyxFVtISIiL+FfNiJrNAmW4CLyUueyCgEATQIrr75lkdgspNI2y2ROR6kUcnwyrhcASMvc2ktPUHkgR9bpqgUPPfQQPv30U1e0hYiIvIQltQBgegGRN/ruwEXM/NY8uBgeWHXt6Eht5X3OphYAgKWil6U/0NipfFC+IIIX58gaDAZ89tln+OOPP+xWLXjnnXfqrXFEROQZKoUcKoUMeqNAUakRoc6veUNELjTzm/JvyK0/eFbUPiq40rbYUH+n72fJk7V8Q6OxM6rrE+W3jh49ih49egAATp06ZbOPOVRERA2Hv0oBvdFQ58oF3x+8hIV/nMIn43qhnZ03VSJynsFqGdjqUgU6xtiWRW3exPkgFqi8KILd1AK5D5TfYtUCIqLGIUCtRF6Joc6pBdNWHQIAzP/tJD6bcGM9tIyIrNkbHbXWpZkWRy/lAbA/McwRFWvT2kstKB+R9eIc2epcuXKlPi9HREQeZPm6sqjUUC/XS8suqpfrEJGtmiZvZeTqpMdGBxajsqfSiKyde6o8UEfW4UA2ICAAWVlZ0vPbb78d6enp0vPMzEzExMTUb+uIiMhjLJULivT1M9mrtm+gRFQ9e6Oj1q4WlAeyekNtA9mK9/SxqgUlJSU2S8pu2bIFxcXFNsc4suQsERH5hvpeFIFvEUSucToz3+FjaztaWim1wE7lA8sSte4s2VevqQWc7EVE1HD4WxZFqEMga7KakGI0MZIlcoVCJ9J/apu/WnEVL7sjsnIvXxCBiIgaD/+yWcnFdUgtsB6ZcWdJHqLGxJmVumobZCocyJG1jMiahO2HWFdyOJCVyWQ2I64VnxMRUcNieXPU1VMgW1JPubZEZMuvhhxZa4ZaBpiVJ3vZWxCh/Bh3LYrgcPktIQTat28vBa8FBQW44YYbIC+rGcb8WCKihsXy5liXALTUUP5mdr1ID73RJE0IIaL6Ya+ma1UqBqQOn1fhFtUtUQuYUxg0Thd5dZ7Dt1i6dKkr20FERF7GUrWgRF/7kZWK6QSPfr4PXzzSu07tIiJbzgSntSwjW2my16XrxZWOsa5R6648WYcD2fHjx7uyHURE5GUsIy71NSILAFtOZVVxJBHVJK9Ej0C1Egq5DAFqhTQRM9iv+nDu2yeTMHrxTgCVJ205qmKO7GY7f8vWwa67FkXg9ztERGSXlFpgqH0ga2+CF6sXEDnvUk4xEmevw8RleyGEkCZhxoX5Y+pt7ao9t2eLMOlxTTVnq+LIvCiZTOb2RREYyBIRkV2WyV7FpbV/Q9IZKp+bX6Kv9fWIGqtv9l0EYP5WQ2cwSXWZf3mmH8KDNDWeP6xzFABg2uDqg96qVEwtqIolT7a2Cy84yw1puERE5Iv8LKkFdRiRvZKvq7Qtr9iA0AB1ra9J1BhZ/x3qrPLW/R0svbVgTHccv5yHni2a1Or+FVMLqrqOJU/WXVULPDoiu2XLFtxxxx2IjY2FTCbD999/b7N/woQJUpkvy8/w4cM901giokamPspvpWUXAQCGdopC0yBz8JrHEVkip1mn5FiCWoVc5nAVkAC1Er1ahtW6dGrF016+vaPd49y9TK1HA9nCwkJ069YNixYtqvKY4cOHIz09Xfr56quv3NhCIqLGSxqRrUPVggvXzIFsfFgAQvxVABjIEtWGdSC5/ngmAMDPzqIErlIxtaBLsxC7xynLcmTdtQCK06kFRqMRy5Ytw4YNG3DlyhWYKgwd//nnnw5fa8SIERgxYkS1x2g0GkRHRzvbTCIiqiPLZC9dHVILUstGZOPDA6AtC2TzSxxfTpOIzKxLbL38/VEA5SXy3ME6kP344Z5VjgRLObLeGshOnToVy5Ytw+23344uXbq4fHWvTZs2ITIyEk2aNMGtt96K119/HeHh4VUer9PpoNOV52Tl5eW5tH1ERN6kPvtAS/ktexO2HHW9sBQAEBGkQbBf2YhsMUdkiZxlb92p2lYgqA3rQDqompUOpNQCN1UncTqQXblyJb7++muMHDnSFe2xMXz4cNxzzz1o1aoVUlJS8NJLL2HEiBHYuXMnFAr7/3jz58/HnDlzXN42IiJvVJ99oOVNUleH1IICnXn0NUCjlGpdckSWyHn26jn7ObGiV12prdMYqhnDlCZ7uWlE1ulXQK1Wo23btq5oSyX3338/Ro0aha5du+Kuu+7Czz//jL1792LTpk1VnjNr1izk5uZKP2lpaW5pKxGRN6jPPlBT9sZVWoc3pMJSc9AapFFAWxbIWoJbInKcvRQfd6YWaK0WXahusQOlt0/2evbZZ/Huu+9C2BvjdrHWrVujadOmOHPmTJXHaDQaaLVamx8iosaiPvvA8hHZ2ufIFurM5wZqlFJqAevIEjmvuNTOiKwbUwtkMhleHJGA4Z2jcXObqlM83b0ggtOpBdu2bcPGjRvx22+/oXPnzlCpVDb7v/vuu3prXEUXL17EtWvXEBMT47J7EBGRmeWrxLrkyFpGXwPVSimvjqkFRM6zVz3Ez8EasvXliQFtajzGkiNb6q0LIoSGhuLuu++ul5sXFBTYjK6eO3cOhw4dQlhYGMLCwjBnzhyMHj0a0dHRSElJwcyZM9G2bVsMGzasXu5PRERV09QxkNUbTSgtOzeIObJEdWJvYRKNG8tvOcqSI+u1I7JLly6tt5vv27cPgwYNkp7PmDEDADB+/HgsXrwYR44cweeff46cnBzExsZi6NCheO2116DR1LwUGxER1U151YLapRYUWuXCWqcWsI4skfPsTfZydNlYd3L3gggeXaJ24MCB1eba/v77725sDRERWbPkyOqNAkaTcPpNM6/YHMj6qeRQK+UIDzSv7LX19NX6bShRI2AvtcBdlQGc4fULIgDAN998g6+//hqpqakoLS212XfgwIF6aRgREXmW9deWpQaT0zOk158wrz5keQNuHREo7ft8x3mM79uy7o0kaiQsI7Iju0bj178yAFRfPcBTyhdE8NKqBe+99x4mTpyIqKgoHDx4EL1790Z4eDjOnj1b4ypdRETkO6wD2dqkF7z283Gb5y3CAxEb4gcA+Hzn+Tq1jaixseSqT+jbStrmjaXs3F21wOlA9sMPP8THH3+M999/H2q1GjNnzsT69evxzDPPIDc31xVtJCIiD1Aq5FI6QW0mfLVuah6BHdm1fJnx6UPaAwCuFZTaPYeI7LOMyLpzEYTaUMq9fEQ2NTUVffv2BQD4+/sjPz8fAPDwww/jq6++qt/WERGRR0mLItQikA0PMufE/i0xVtrWpVkIAFS5TjsR2VceyCrwn/u6QaWQ4cmBNZfDcjdLjqzBW1f2io6ORnZ2NgAgPj4eu3btAmAuneWJRRKIiMh1yktwOZ9aUGC1GIJFeQkuVi4gclRxqRF5ZWXrQvxVuLdnc5yYOxzDOkfXcKb7qaQRWS8NZG+99Vb8+OOPAICJEydi+vTpGDJkCMaMGVNv9WWJiMg7WBZFsDdjuiaW4NfPKtfWUoJLZzDVuqwXUWOTmVcCo0kgQK1AZLC5BKnSS7/VUCktVQu8tPzWxx9/DFNZAu/kyZMRHh6OHTt2YNSoUfjHP/5R7w0kIiLPkZaprUVqga4s+NVYrT4UZDU6m19igCbIvSsTEfmi0rLRTT+VAjKZ99WOtWbJkfXaBRHkcjnk8vJPAffffz/uv//+em0UERF5h7qkFliCX+vqBwq5DEEaJQp0BuSXGNA0iAvcENXE8qFQ7aWjsNakqgXeOtkLALZu3YqHHnoISUlJuHTpEgDgf//7H7Zt21avjSMiIs+yrOWuq0NqQVXLaP5+LKP2DSNqRK4W6gB450peFSm9vY7st99+i2HDhsHf3x8HDx6ETmd+cXNzc/HGG2/UewOJiMhzLIsgFJXWYURWZZs+YKl9+eZvJ+vYOqLGYdLn+wAAl3KKPdySmpUviOClk71ef/11LFmyBJ988glUKpW0/eabb+aqXkREDUxAWSBbWOpc4XUhhFSyq6oRWSJyjNHkO1WhVHIvXxAhOTkZ/fv3r7Q9JCQEOTk59dEmIiLyEpZAttjJEVnryWEVA9m/JcbUvWFEjVCwxumpTW7n9akF0dHROHPmTKXt27ZtQ+vWreulUURE5B38VeY3TmdSC4QQWLbjvPTcUvnAYs6oztJjdxVNJ/Jl8WEBAICPx/XycEtqZpns5bWpBY899himTp2K3bt3QyaT4fLly1i+fDmee+45PPnkk65oIxEReUj5iKzjqQU/Hr5sk/9qeWOzCPIrH1Xaf+F6HVtI1PAVlf39NQlU1XCk52nqMEG0Npweo37xxRdhMplw2223oaioCP3794dGo8Fzzz2Hp59+2hVtJCIiDwnQOD/Z68+TV2yeV6x7aT1CW6TnoghENSm0rJKn9v7UgiBN7fLqa8vpV0Qmk+Gf//wnnn/+eZw5cwYFBQXo1KkTgoKCXNE+IiLyoICy1IJCJwJZyyhudXrEh+JAao7bRm2IfJXRJFBc9oHPkb8tTwsoC7Yt1UlcrdahvVqtRqdOneqzLURE5GVqk1qQV1zzsVJ9Wi5TSw2YyWTOF2/VNBCDEiJrdY1iq28tAn1gspdl9b4inXv+th1+RR555BGHjvvss89q3RgiIvIutakjm1eir/EYacUwjshSA/btgYuY+/NxAMC5+SNrtbysJT9WJvONUnaWD79eNyK7bNkytGjRAjfccAOE8J16ZkREVHvSiKwTuax5xeWB7Nje8XaPseTJckSWGrKjl3Klx0u3n8cjt7Ry+hpFVvmxtQmE3c0yIuuuHFmHQ/snn3wSubm5OHfuHAYNGoRPP/0Ua9asqfTjjC1btuCOO+5AbGwsZDIZvv/+e5v9Qgi88soriImJgb+/PwYPHozTp087dQ8iIqo9S76bcyOy5jewJQ/1xLy7utg9xk9lfvsp4YgsNVBGk8DnOy9Izy0js846c6UAgG+MxgLl6Q/uSi1w+FVZtGgR0tPTMXPmTPz000+Ii4vD3//+d/z++++1HqEtLCxEt27dsGjRIrv73377bbz33ntYsmQJdu/ejcDAQAwbNgwlJSW1uh8RETlHWtnLia8JLSOyLZsGQF7F2vAckaWGLiOvcqySXVjq9HUmfWFenvZaLc71BEtlhVKjSVrdz5WcCu81Gg3Gjh2L9evX4/jx4+jcuTOeeuoptGzZEgUFBU7ffMSIEXj99ddx9913V9onhMDChQvx8ssv484770RiYiK++OILXL58udLILRERuYazqQVCCClHVutXdc1Ly4iszg1vdESekGknkO3x2npsSr5i5+iGI1BTXlnBmQ/AtVXrcWq5XA6ZTAYhBIzG+v9Efe7cOWRkZGDw4MHStpCQEPTp0wc7d+6s8jydToe8vDybHyKixqK++0BnJ3uV6E3S0pRa/6oDWUvR9BLWkaUG6oqdQBYA3l6bXOU5Ry7mYO3RDOn5+auF9d4uV1Mq5FIahDvyZJ0KZHU6Hb766isMGTIE7du3x19//YUPPvgAqamp9V5HNiPD/A8ZFRVlsz0qKkraZ8/8+fMREhIi/cTFxdVru4iIvFl994GWHNliBwPZSzlFAAC5DAispualn5IjstSwXcnX2d1uPWJprdRgwqgPtuOJL/cjOSMfAHAqM99l7XMlS55soRvyZB0OZJ966inExMTgzTffxN/+9jekpaVh9erVGDlyJORy70lAnjVrFnJzc6WftLQ0TzeJiMht6rsPDJRGZA0OzYf4q2yWdrvI4GpnWPvVoqwXkS+xl1oAAAaTQJadIDeroHxbclkAm2tVAeTf9ybWcwtdp/yDquv/vh0uv7VkyRLEx8ejdevW2Lx5MzZv3mz3uO+++65eGhYdHQ0AyMzMRExMjLQ9MzMT3bt3r/I8jUYDjUZTL20gIvI19d0HWlILTMI8empZyKAqGbnmN+POzbTVHhdclj+b70DNWSJfdCXP/LcwvHM01h4r/yb5YGoObpz3B757qi96xDeRthdZ5ZNaHlvKdw3pFIX7evnON8xKhTmQtaQZufRejh44btw4t9Yva9WqFaKjo7FhwwYpcM3Ly8Pu3bvx5JNPuq0dRESNWYDV2u5FpcYaA1nLCFKTAHW1x2n9zNfNL3FPrUkid8ssG3W9tWMkBAR+P5Zps/+Fb45g/YwB0nPrZaCLSo0wGE1S+S61j5TeslApzPGi3uj61CGnFkSobwUFBThz5oz0/Ny5czh06BDCwsIQHx+PadOm4fXXX0e7du3QqlUr/Otf/0JsbCzuuuuuem8LERFVppDLoFbKUWowoajUgLDA6gNUywhrUA1LaYaUTQSrTTkiIl+QXWgOZJsGqeFv5wNgxbHKIquJUe//eRp9WodJz9Oyi1zSRldRlY3IGrxpRNYV9u3bh0GDBknPZ8yYAQAYP348li1bhpkzZ6KwsBCPP/44cnJycMstt2Dt2rXw8/PzVJOJiBqdALUCpQaTQxO+LMtSBvtV//YSHWLux6vKIyTydQUllr8FlZSiY21g+wib59YLCFwv0mPsx7uk5w9UsUKet1JJqQVeNCLrCgMHDqx28oBMJsPcuXMxd+5cN7aKiIisBaqVyCnS23z1WRVLsGudkmCPJfUgj6kF1EDll5R/qHv0llb4ao/txEuDyTb+qViqyvpvw5fyYwFA6cbUAt9KuiAiIrfzt6pcUBNLOa2altP0K1vZy2gSbnmzI3K3/LJvJ4I0SrSNDMZvU/tJC4EAlRcLqKqCx7ND2kNRxQp53krlxsleDGSJiKha0upeDozIWsrtaFTVv71Y7+eiCNTQ6AxGaXlWS4WOjjFaHHplKF69oxOAyiOwVa2CNeXWti5sqWtYJnsZTByRJSIiD7NMVHGk5mv5iGz11Q00SjkshXBK9ByRpYalwCotwHrio59KIT0vqLBYgL2/rzfv6erWilH1xTIiW+qGBU8YyBIRUbWcGpHVO5ZaYF7i3PyYtWSpobHkxwaqFZXSAoKkVa/Kg92tp7PwzvpTla7TqmmgC1vpOsqyhbIq5gG7AgNZIiKqVoDljdehHNmy1AIn6l7O/ul47RpG5KUs1TuC7FTvCLQTyD786R7p8d97NZcea2qo2+yt1EpO9iIiIi8RUIvUAmcKuG85lVW7hhF5qbyybxks+bHWLIHsyYx8u+da15x1x1fzrmAZkeVkLyIi8jjnJns5liNL1JBZUgvsLQwS4l++7a+LuZX2D+scLT1uGR7ggta5XqOpI0tERN7Pv6wmrEMjsnrHqhZUdDIjDwnRWucbR+SFCkqqXhikZXh53uue89no2jzEZv9NrcOx/cVbkVesR6TWNxeAkqoWMLWAiIg8TRqR1ddfHdmKXvnhmPMNI/JSlgmMWjupBUqFHIM6mFf1eu3nyvnhcrkMzUL90THGdz/YSVULmFpARESeZglkC3XVj8gKIZxKLejXrqnNuUQNRYGu6tQCALD+377/Qrb0eNrgdq5sltsoOSJLRETeIsDB1IJSqzctR1ILXhieID0+d7WIwSw1GPnVpBYAwHCrPNjRi3dKjx+6qYVrG+YmajfmyDKQJSKiajmaWqCzmmHtSGpBRLBGeny1QIdVe9OqOZrId+RXU34LAEb3bG53u7+PltuqyDIiy6oFRETkcf5qx8pv6axW6LKMyFSnaZDG5vl/1iXXonVE3qd8RLZyjixgziEdn1R59NXyodHXubNqAQNZIiKqlqPlt6wXQ3BkWU2FXIZnrNaRv1pQWodWEnnennPZmLh0D45dNpfVCq4iRxZApYoEL41M8MnlaO2xBLIGN4zIsvwWERFVy5IjW9PKXrWpWFBxVrMQosG8mVPj8+zqQ0jLLpaeV5UjCwBxYeU1Yp+5rR0e79/GpW1zJ5XCfSt7MZAlIqJqOTwiW5Za4MyymiV622teydchykdrZxJZB7FA1TmyADCySzS29WoOtVKOKYPaVnmcL5JW9jJxRJaIiDwswMEc2eKyoNTPicUQiiqM8p7OLGAgSw1GVTmygLme7Nv3dnNja9xHVfatjN4NS+wyR5aIiKrlL1UtMFZbIssSlAaqHR8jqZhDt/d8dhVHEnk3k53Rx6rqyDZ0KnlZHVkTA1kiIvIwS46sEOWjrvZYFkwIdOLN++nb2kHrp0RMiHkUdtOprDq0lMhzCuzkkGurSS1oyLiyV5nZs2dDJpPZ/CQkJNR8IhER1ZsAlQKW+VeWFYvssYzIOlNCqFXTQBx8ZSi+ebIvAODYpdxKebNEvsBScstak0C1B1rieVzZy0rnzp2Rnp4u/Wzbts3TTSIialTkchmCykZl7b1ZWxSW5dA6k1oAmMtwxYb4oWmQGgaTwA+HLtW+sUQeklest3keE+InjUw2NlzZy4pSqUR0dLT007Rp05pPIiKiemUpI1RdIFtUNloboHG+qLtMJkOH6GAAwAvf/oWrBbpatJLIc6wDWaVchjdHJ3qwNZ5VviBCI08tAIDTp08jNjYWrVu3xoMPPojU1FRPN4mIqNGxzL7OL9FXeUxtR2QtrFf6One1sFbXIPKUvLIPeYnNQ7D3n4MxoH2Eh1vkOUo31pH16kC2T58+WLZsGdauXYvFixfj3Llz6NevH/Lz86s8R6fTIS8vz+anNjJyS3CNIwJE5GPqqw+syJER2YKS2o/IAsBzQztIj6/ksf8l32IZkQ3xVzXa3FgLtRtX9vLqQHbEiBG47777kJiYiGHDhuHXX39FTk4Ovv766yrPmT9/PkJCQqSfuLg4p+/74aYzuOWtP/HJ1nN1aT4RkdvVRx9oT3kga39EdvfZa/hsu7nPjK5lHdi4sAD8LTEGAJCRV1KraxB5Sl7Z34bWv+rasY2Fkjmy9oWGhqJ9+/Y4c+ZMlcfMmjULubm50k9aWprT92ndNAgGk8BPhy/XpblERG5XH32gPeWpBfZHZMd8vEt63CO+Sa3vY1kM4QoDWfIxecXmv43GWnLLmrRELevI2iooKEBKSgpiYmKqPEaj0UCr1dr8OKtfu6ZQyGW4lFOM9Nzimk8gokZHCPOH3WXbz1WbN+pu9dEH2mMZkc2zE8haF4JvFuqPbnGhtb5PlNacJ3s5l4EseZdl28/h4U934+L1Irv7LdsjgrkynTTZy9DIUwuee+45bN68GefPn8eOHTtw9913Q6FQYOzYsS69b6BGiY4x5tmzu89ylRkiqmxTchae/uogZv90HN3mrMNdi7Zj/4Xrnm6Wy1Q32cs6DWDd9P51uk9CtDnw3no6yy1fSxI54uilXMz+6Ti2nr6Kl78/Wmm/EAKr918EALSJCHR387yOJZBt9Ct7Xbx4EWPHjkWHDh3w97//HeHh4di1axciIlw/E9Ay23Dd8QyX34uIfEtukR5vrT0pPTcJ4FBaDkYv3oEfG2hKUmiAOZDNKaocyCZnmCfgtokIdGpVL3v6tglHkEaJnCI9TmVWPbGXyJ0+3FSe0njeTkWNnSnXpMfqRlo71pqlakGpoZEHsitXrsTly5eh0+lw8eJFrFy5Em3atHHLvW/rGAUA2Hb6Kox21k8mIu/w18Vc3Pzmn2j54i/4eEuK3fXOa1KiN2Li0j0Y/9kehzre+b+dwMmMfAT7KfH95Jsx/56uaBbqDwD477pkCNHw+gzLV/5X8ktgMgnsO5+NEr0RQggs3pwCALixZVid76NUyBFSNlnm9ve2QWfgKl/keb/+VT6oVfGve9/5bDzwf7ul5ze1DndTq7yXVLXADfGTVweynpTYLATBGiXySgw4djnX080hIjuEEHhqxX5cyjHnsr/x60l0enUtMvNKHA4mn/nqIBL+tRYbk7Ow+VQW9p7PRk5RKTafysIPhy5h99lrNsfnl+jxTdlXiJ+M64XucaEY2zsev07tBwC4cK0Ip68U1ONv6R0iy/L+MnJL0PqlX3Hvkp14/ZfjOJiWgz3nsqFRyvHMbe3q5V5jbiyvtJCWbT8fkciVhBB4Z/0p/HE8E7kVVuy6cK0IL357BADwzrpk3Ltkp7QvWuvX6EtvAe6tI8updVVQKuTo0zoMf5y4gu1nriGxeainm0REFaRlFyMt23ZCZonehD5vbMC//tYJnWK0OH0lHw/1aQG53Nyx5hbroZDLsGRTCj7YWLkCypQVB3C9wtfntyfGYNEDPQAARy7mwmASiAvztxl5CfFX4daESPx58go2nryC9lHB9f3repRlRDYlq/xr1S93pSKuSQAAczpWbNmodF09MaAN3ll/CgBw/moR2kY2rNeSvN/vxzLx3obTAIDvnupbaf/KvWmIDvHDe3/a9iHvP3CDW9rn7axX9hJCQCaTuexeHJGtRt825uVwd6Rc9XBLiMievy6Zvy3p2iwEW2cOstn32s/H8cD/7cIrPxzDtwfMI6jnrhai25x16PLq73aDWACVglgA+OVIOnLLth8om9DVzc6HW8tX65Z2NSSRVdSGtUxw69Wy9iW3KlIr5binRzMAwP92Xai36xI5KiWr/FuVez7cYfeYhX+crrStPtJrGgKVvDy8dHV6AQPZatzSzhzI7j2fzTwtIi905FIOAKBr8xDEhQXg9LwRGJ/UQtpvyS54/psj2JlyDSv32l/i+tPxvXBk9tBK29XK8i6y29x1+OHQJXy931yXtY+dPLjOseYZ98cu189qWt4kWKOEv6ryil3rjmcCAHq2qL9AFgDu7G4OZDefysKB1IZbDYK806IqPuhW5//G9XJBS3yTSlk+Auvq1b2YWlCNdpFBiAjWICtfhwMXcpDUxrkE7txiPcZ8tBMnM/KxdOKNGNQh0kUtJWp85v50XFpJqnvZ6KhKIcecO7vgx8OXK42sjv1kl83zJgEqLJ90EzrFltdZPfTKEHyz/yKyC0vx0E0tEBvqj/uW7MDe8+ZAaurKQ9Kxt3etXM/aEsieu1qI/BK9VLKqIZDJZIjUanDhWuWc1dAAFbo2C63X+93Stqn0eOPJK3VaZIHIGQajCUWl9gev4sMCkFpF3vYN8aEubJVvUVqNyJYaTfBH7ZatdgRHZKshk8nQtyx4dTa9QAiBl777CyfLytJMXn4Af11seF83ErmbwWjC/gvZUhALAEM7R9kcs/WFW/HIza3w9r2JeO2uLjb7gjRKnJg7HAdfGWoTxAJAaIAak/q1xszhCVK+57iklnbb0SSgcpAaHqRBi3BzzujG5Cynfzdv1zLcfn3M+2+Mtxm9rg8KuQyv3tEJAPD+n2c46YvcxnryVkVrp/XD4VeHVvoG4tkh7REepHF103yGZWUvwPUluBjI1iCp7OvDfeed+2rryMVc/PJXuvS8qNSIBz7ZheW7L+Cddcko0TNVgcgZxy7n4qY3NqDtP3/D6MXlbzRdmmkRGmA7SzhIo8Qrd3TC33vF4eGbWuC1OztL+6YNbgd/teOjA3d0i8Wel26z2fbIza2qnLxwZ7dYAMCvR9Lt7vdl/dqVj5KO7R0vPb63Z3OX3C+xeYj0ePW++llql6g6pQYTDqXl2N13R7dYBKiVCPFX4bMJN0rb37ynK56up4odDYVMJoOm7MOtq1MzmVpQg86x5o70ZEaewzPvVu1NxQvf/gUAGNwxEv+5rxvu/3gXTmbk459rylcEmTG0g2saTdTACCEwfdUhmxWkAOD5YR0woW/LGs9/OKklmjcJQIHOgDvKAk1nRGr9cE+PZvjuwCUAwL/+1rHKY28o+wr8QgMcQRzeJRqv/3ICABAWqMKR2UNxNV+H1hFBLrlfzxZhaBbqj0s5xTie3rgXR9iZcg1Lt5/D37rFYlQt/g9T1bLydSguNSI+PAB3LtoubfdTyZHUOhwqhRwPJ7WQBrYAc5WSTc8NhM5gQodoVtWwR6OUQ2cwoUTv2hFZBrI1aBcVBLnMPJM5K19X5cxdi9d+Po5Pt5V/5fm3xFiEBqjxzt+7485F26AvS3p+788z6B4filsToqq6FBGV2ZFyDacybWuz3tiyCf7RvzWUDq6iMyihbjnqLw5PQKHOgDE3xlX7gTYm1FJvtbjKY3xV8yYBGNQhAhuTs9C3TVNo/VTQujgP+L9/Nw8E/HEi0+VlfLzVhWuFUo73uuOZaBbqh54tGufs+PwSPZ5bfRinMwtwb6/meHJAG8hkMugMRkxefgB/nLiC1+/qgodualHzxWD+kNz/7Y0o1hvx73sTcSK9fKLmJ+N6oV+7qlcSbdmUS9FWx0+lQF6JgSOynuanUqBV00CkZBXieHpetYHshWuFNkHsmF5xuD3RPCGkU6wWv03tj0s5xfhy1wWsP56Jt35LxqAOkY2yYyayp6pA5duyBQgeuiker9/VFaUGE5RymVQb1h0itX746OGaZyXHhJhza68X6VFcanQqjcEXfDyuFy5cK0QbF43CVtQxpjyP+cfDl6VqBo3JKz8cs3m+62x2ow1kP9l6Dr8fM1fKeHttMro2C0G/dhH4fMd5/HHiCgDg5e+PYniXaDStkLNqNAnct2QHDqTm4PH+rTGhb0uU6I0oLkv1e/6bIzbHJ0Tb5tCTc/zKqpxwRNYLJMRokZJViBPp+RhYTeWBP09ekR4f/NeQSqt7tI0MQtvIIHSMDsb645lIzszH78cyMbxLtMvaTuQJQgj8dCQdO85cxcq9aegWF4qJfVti9znzqllTB7ezeZMoLjXig42n8eGmFHSM1uLGlk1wf+94TFy6F3qjCdcKSwEAQzuZ/1bqe2JRfdL6KRGgVqCo1Ij03GKXfe3uKSqF3K0LFFiWqwWAL3ZeaHSB7O6z17D5lHniYI/4UBxIzUFKA1w5zlEHK5RiO3Y5D/3aReBwmu1k6l6v/4HercIwbXA7JDYPxVu/nbSpSfzxlrP4eMtZvHF310r3iA3xw99vjENEMCdv1YWfytxPu3pOkPe+G3iRxGbmPNktp6qfhbypbJbyrBEJ1S5RF6n1k/L6nvhyPzafysKRizkNcn12apyWbj+PZ746iJV7zRN0DqflYNqqQ/hqTyp+O5qB4Qu34stdF2AyCew5l43EOb9j0cYUCAEcT8/D5zsvYMS7W5GRVyIFsd3iQm1KMnkrmUyGmJDy5Vyp7j56uCcA8+IL/7f1rIdb4z4leiPGfGxOKQgLVEsTihprXd0/T2Zi62nbCkJv/nYSn207ZzO52mLPuWy8/vMJ3PTGhioX1nhpzV+Vtn0/5WZMG9y+fhrdiPlLI7IMZD3ub91iIZMBO89eq7IEzMaTV6RPzdWN2lo8eksr6fH4z/Zg1AfbMXnFARhdvAIGkSvtPZ+NtUczsOAP8/Ki1WXNvPz9UbR+6Vf8/aOdUu44AERWMQryeL/Wbk0lqAtLesFlBrL1wroGt2WyWWNwxKpk47/vTUSPOPNEwvPXihrdh6TdZ6/hkWX7pOcrHusjPZ7783Hp8Z/PDoB1N3E8PQ8FOoP03F+lqPEbncjg6ufCkGMsqQXFLg5kmVrggGah/rilbVNsPX0Vjyzbi9NXCvDQTfF47c4ukMlk+HLXBbz8vbkaQfMm/mgfVfNXiXFhAdg561b0ffNPafWhX//KwK9//Yq3703E33vFufJXIqpXQgh8vuM8Zv9U/oYSHqjGrpdug0ohx/mrhTh8MQcju8Ygu7AUz60+bDOyEuKvwrKJN0oz/i/lFCMrX4cOUcEoNZhwIiMPfVr5Tk6gZUQ2PafhTfjyBLVSDq2fEnklBpv6lA1dcoZ54tFtCZG4raN5YnDHGC1OpOfhpvkb8MSANnhxRIInm+gWadlF0sg0APRpFYa+bZpiwZhumL7qsLT9H/1bo3VEEJY81BOnMvPxn3WnbK7z9T+S0LtVGPRGE2QAbntnMy5cK8KA9hHo2yYc8387iX/0b+2uX6vBCyibH1DV4hL1hYGsg+7rFYetp6/idFlu0pe7UtEmIgiFOoP0x9I0SI2FY7o7PHkrJsQfv03th22nr0KjlONfZQn9M785gr8u5uLp29rykyF5nBACX+1Js/kKrnVEIP7Rv7V51brt5yudE6xRYtbIjlCVVRRo2TRQmuEbpfXD/x7tg7TsIqw7nomeLZqge1yozfnNQv3RrGxBAn+1AjfZWQ7Wm8WUtT09r3GNmrnS54/0xt0f7oDeKLD1dFa1s8kbguOX86T3hPZW5Z36tgmXZtZ/tCUFLwzv4PYJw4fTcvDLX+lIiA7G8C7RCFC7NpSYZzUK/1i/VnhhuDl4v/uG5kjOKMDmU1l44+4u6Fa2wt/QztEY2jka564W4dsD5omia57qK31QtvRLG2YMQHpuCeLCAsqu7Tvf+vgCy0RXV6cWyEQDT8zMy8tDSEgIcnNzodXWfgaiwWjC018dxG9HM+zuH9ghAp+OvxGKOvwRnEjPw4h3t9psG9wxEuP7tmzwnTZ5l91nr2HMx7ugkMucSnfp164pFj3YA/4qhfRm0Rh9tScVs777C4M6RGDpxN5On19f/VZ9X8uThBDo/cYGZOXrAABPDmwjBTS+wmQSmPLVAfz6VwZWPNYHfds0tVupo0RvxC1v/YmrBaWQy4Afp9yCLmVzNVKyCjDp8304d7VQOn7PP29z2aCHEAKlRhOEMK9weTar0Ca9o7b/xx114VohBvx7k/Q85Y2RDr/PFpUacDA1Bze2DPPqCaIN1YyvD+G7A5cwa0QC/jGgjVPnOtNvcUTWQUqFHIse6IFdZ68hPjwAc386jnXHzSVA7rmhGd4Z073O9+gYo8WZeSPw4aYUfLHzAq4W6PDHiSvYmJyFFZP6oI+PjUqR55hMAjIZbN4gSw0m/HnyCi5eL0J0iB/6tY3AuWuFWLIpBTe3a4rbu8Zg7dEMrNhzAUcvmUd8HA1iA9QK/DD5ZrSNDGI5OVilFjSyPEZXkslkeOVvnfD0VwcBAB9tTsHj/VpXO7HW20xbdQi//mUeDHngk91SFYIuzbRQyuV2V5T6ZFwvKYgFgDYRQdj43EBM+nwf/jhhfg/qPW8DhnWOwt97xeGd9adwKacYHz7QA33rMDkyt0iP6V8fsqnGY8/G5CykZBXUezm2F745gnXHM3C9SC9tOzpnmFODRQFqJW72gQmiDZW/m3JkOSJbS/kleny27TzCAlW4r1eclNRcX4QQ2HL6Kl789oj0Ztg2MgiP3NwKd3SLQbCLi5C7ghAChaVGBKoVTgU7+SV6aJQ1J+g3ZEIIXC/S49L1Ylwt0GH3uWyEBarQqmkQMvJKsP30VRxKy0FOcSliQ/1xOacYCpkMsaH+ZW8EAtcKS1Hbv/Y5ozpjfIUVtPJL9FAr5dAoG1ad1PqQnJGPYQu3QOunxJHZw5w+nyOyVSs1mND+5d8AAF89dhOS2njnB/y8Ej1OXM5Dl2Yh0CjlmLrykN2Z9dVZ8lAPDO8SY3df6rUi3PfRDmTm6ezujwnxw29T+1VavtkReqMJoz7YbrM4gDWlXIbDrw7F018dlALdDx64AX9LrJ8Vx3KL9eg2Z53Ntpdv74hJ/Zi/6kvm/XIcn2w9h3/0b41ZI6teDdEejsi6QbCfClMHu25tZZlMhgHtI/DrM/3w6o/H8OPhyzhzpQAvrfkLC/84hS8e7e21xZqNJoEzVwpwrUAHndGE/BID1h/PxM6Ua7haoENEsAaDOkQgLFCDpkFqdIrRolhvRFp2ETQqBdKyi3AqswClRhNOZeQjI68EchnQNEiDjjFaDGgfAZkM6NosBB1jtAjU1P9/41KDCaVGExQyGfxUclwv0qPUYILOYMSFa0XQ+qsQEayR8jhdRWcwYs2BS1i06QzSsh2bOHQ2q/wrx9MV6k3KZKg2mG0apMa1wlIkNgvBN0/2rTY9wBc/TLlLsybm/xd5JQbkl+j5WtUjtVKOwR2j8MeJTJxIz3N5IFvTamLFpUZcyilCbrFBGln96fBlzP7pGHKsRhOtffhgD0xbdQilBvuF4m/vGoN/35dYbe5pfHgAdr80GO/+cVqqEmItPbcE3eeuBwBEa/2weeZAaJQKCGHunxduOI1fjqSjX7um+Pe93fDDoUuI0vrhxlZhuPnNPwGYA9YB7SOQmV+CnCI9+rWLQIneiJFdYxCoUeLFEQnYey4b+ToDpqw4iBK9Cff2bF5lm63pDEYIARTqDMgq0OH9DWdwU5twnMrIx9f70myO7RYX6vBKXeQ9OCJbTxrKaMQPhy7hw40puJJfgutFerSNDMKTA9rgZEYeOsZoMapbbLVLdaZlF+HIxVxcLdChqNQIpVyG1GzzV8x5xXpcydcht1iP9lHBiAvzR7CfCiV6IzRKOSKD/aBSyFCsNyLlSgFSs4uRmV8Ck0ng2OU8GE0CLcIDoJDLkJWvw/lrhS5fycNCo5QjPFCNkAA1ZDB3jl2ahSBa64divRHXCkvRJTYE0SEapFwphN5oMi+Zpzficm4xWoYHwmgSyMzXIUClQIBagb8u5doEgNUFf12aaREZ7IeIIA3u6dEMbSODkJ5bgss5xcjM1+Fqvg4leiNuah2OKK0frheV4uL1IhTqzKvJqBQyKORyKGSASimH3mDC2auFOHrJXHbnQGqOzf3USjmitX6IDNYgLFCNM1cKEKnVoEtsCAZ2iER0iAZHL+UhJsQPRy7mQqmQQeunQniQGu2ighGj9ZNSDpIz8tEkUIXIYD9cLyzFmawC9GrRhKkB9aTHa+uRXViKX5/ph06xzvU9HJGt3nsbTuOd9acQoFagXVQwgjVKvHJHJ7SPqnmhhrwSPY5fzsP1wlJo/VXILzHg4vUi7Ey5hl1nr8EkgL/3ao6Hk1rg+4OX8cHGM2jexB8dY7QI0ighA3AmqwAKuQx6ownnrxZJ5Z2aBmlQVGqocpZ2sEaJbS/eihB/c/+qVsghL7tOXXLKjSYBncGIQ6k5aNbEH9mFpbj7wx2V7++nRHGpEQYHU4beG3sDRnWrfpT1r4u5ePD/diGvxAC1Uo737r8BRaUGRGn9kF9iwLmrhfBXmX/P+2+MR6nRhJe++ws/Hblc4zdEk25phRlD27t8Mhm5xpLNKXjzt5O1Sr90pt/yiUB20aJF+Pe//42MjAx069YN77//Pnr3diy5vKF14lcLdBi2YItUJN4ixF+FjjHBiAnxR+dYLcKD1MjK1yE1uwhbTl1FahX1b10lUK1AeJAGKoUMKoUcfds0xciu0WjVNBD7L1zH8fQ8XM4pxoVrRbiSr0OgRoEmAWqoFXKEB6kRpfVDWKAaoQEq9GoRBo1SjrTrRVh//ArOZhXAaBI4fDEHVwtKa25MPdIo5YgPC8D1olK33btJgDl95eGbWqBZqD9n1fqIOxdtx+G0HIztHY/591RePag6DGSrt/d8Nu5bstNmW1igGi/f3hExIf5oExloM/lJbzTh2/0X8X/bzuGMG1bF8lcp0K9dUzw1qC3+PJEJtVKO3q3C0duNJeQOpeXgfzsvYPOpLFwtsJ9+oFHKoatiVPjpW9vi2aEdHLqXySTw2Bf7sKGGfFpHjegSjbtvaIbBHaPY3/mw7w5cxIyvD+PmtuFYPukmp85tUIHsqlWrMG7cOCxZsgR9+vTBwoULsXr1aiQnJyMysuaFBxpiJ34oLQezfzyGvBI9ujcPxZ/JV6r8CstCKZehc7MQRAZroFbKUagzoG1EELIKdAgP1CBSq0GgWoHj6Xm4VlCK/BIDTELAaBK4XlSKolIjgjRKtAgPRKumAYgJ8YdCLpNGb1OvFcEkBIL9lGgfFYwW4YF1quDgCCEEzl4tREGJAVcLdCjQGRCkUeL45Txk5pdAKZfDT6XApZxiXLxehHaRQQjxVyFArYSfSgGtvxJZZSPRHaKCoTcJFOoMCPFX4Za2TRERrEGhzgCdwYQmZXlmaqVc+r2y8nXYejoLxXojjqTl4ucjl1FYakTTIDViQ/0RpfVD0yANjCYTdp69hhK9OVUhPjwAUVo/+KvkyC7UQ6OUAzKgoMQAjVKOVk0DkRATDLVCgfAgNRKbh3BEwgdZ8sPkMuDs/NudOpeBbPWEEHj792R8uvUc+rQOQ3JGPq7klwdrKoUMPeKbwFg26XHvefsrYQX7KRFeNlmsV8sw9G4VhoOpOfh6XxpUChmC/VRoGR6Afu0iUGow4fDFHASoFejVIgwyGXAwNQdtIgLxaL/W0BvNkykjgjXoEd/EZmldTyvRG/HlrgvQGwWaBKig9VdhSKcoqBRyZOSW4Ocjl3FT63C0iQhCZl4JmjXxd3qEOK9Ej398sR87z14zf+sDwCTMH8RjQvxxvEK+7at3dEJi8xDkFJlz7Xu1CMOe89no0yqs3ueckGdYPnBGa/2w66XbnDq3QQWyffr0wY033ogPPvgAAGAymRAXF4enn34aL774Yo3nN8ROvCKD0YTDF3Nx/mohLuUU49jlXOSXGBARrEGTADV6tmiCAR0ioGWenkvpjSaYhODkJwJgnowzddVBhAWo8X/jezmVssFA1jGlBhPUSjmu5Jdgyaaz+PNkJvRGgUt2FqLQ+inxzG3tMKRTlPRBXF6hsgfVneXfxFSWvmAZUc0pKsWxy3noEB2M4lKjVLuVGq5CnQFdZv8OIYD10/ujnQOpPxYNZrJXaWkp9u/fj1mzZknb5HI5Bg8ejJ07d9o9R6fTQacr/2Sel2d/1mVDolTI0bNFE/Rs0cTTTWnUGnPdVKosPjwAa5662e33bUx9oKWSSWSwH165oxNeuaMTAODopVwcSsuB0SQQoFYg2E+FQQkR/JDpBpZ/k4opAaEBapbCamQCNUoMaB+BTclZ2Hwqy6lA1hleHchevXoVRqMRUVFRNtujoqJw8uRJu+fMnz8fc+bMcUfziIi8DvtAoEuzEJvaq0TkGfPu7opTmfkY1KHmVNDaanBDSLNmzUJubq70k5aWVvNJREQNBPtAIvIWzUL9XRrEAl4+Itu0aVMoFApkZmbabM/MzER0dLTdczQaDTQajTuaR0TkddgHElFj4tUjsmq1Gj179sSGDRukbSaTCRs2bEBSUpIHW0ZEREREnubVI7IAMGPGDIwfPx69evVC7969sXDhQhQWFmLixImebhoREREReZDXB7JjxoxBVlYWXnnlFWRkZKB79+5Yu3ZtpQlgRERERNS4eH0gCwBTpkzBlClTPN0MIiIiIvIiXp0jS0RERERUFZ8Yka0Ly8JlDbkoOBE1LJb+qj4WXmQfSES+xpk+sMEHsvn5+QCAuLg4D7eEiMg5+fn5CAmpW2F/9oFE5Ksc6QNloj4+8nsxk8mEy5cvIzg4mGtqVyMvLw9xcXFIS0trcOuxuwpfM+fw9XKcEAL5+fmIjY2FXF63DDD2gY7j/1Hn8PVyDl8vxznTBzb4EVm5XI7mzZt7uhk+Q6vV8g/MSXzNnMPXyzF1HYm1YB/oPP4fdQ5fL+fw9XKMo30gJ3sRERERkU9iIEtEREREPomBLAEwr8/+6quvco12J/A1cw5fL/J2/D/qHL5ezuHr5RoNfrIXERERETVMHJElIiIiIp/EQJaIiIiIfBIDWSIiIiLySQxkCS1btoRMJrP5efPNN22OOXLkCPr16wc/Pz/ExcXh7bff9lBrvcOiRYvQsmVL+Pn5oU+fPtizZ4+nm+QVZs+eXen/UkJCgrS/pKQEkydPRnh4OIKCgjB69GhkZmZ6sMVEZuwHncd+0D72g+7FQJYAAHPnzkV6err08/TTT0v78vLyMHToULRo0QL79+/Hv//9b8yePRsff/yxB1vsOatWrcKMGTPw6quv4sCBA+jWrRuGDRuGK1eueLppXqFz5842/5e2bdsm7Zs+fTp++uknrF69Gps3b8bly5dxzz33eLC1ROXYDzqO/WD12A+6kaBGr0WLFmLBggVV7v/www9FkyZNhE6nk7a98MILokOHDm5onffp3bu3mDx5svTcaDSK2NhYMX/+fA+2yju8+uqrolu3bnb35eTkCJVKJVavXi1tO3HihAAgdu7c6aYWEtnHftA57Aerxn7QvTgiSwCAN998E+Hh4bjhhhvw73//GwaDQdq3c+dO9O/fH2q1Wto2bNgwJCcn4/r1655orseUlpZi//79GDx4sLRNLpdj8ODB2Llzpwdb5j1Onz6N2NhYtG7dGg8++CBSU1MBAPv374der7d57RISEhAfH8/XjrwC+0HHsB+sGftB91F6ugHkec888wx69OiBsLAw7NixA7NmzUJ6ejreeecdAEBGRgZatWplc05UVJS0r0mTJm5vs6dcvXoVRqNR+v0toqKicPLkSQ+1ynv06dMHy5YtQ4cOHZCeno45c+agX79+OHr0KDIyMqBWqxEaGmpzTlRUFDIyMjzTYKIy7Acdx36weuwH3YuBbAP14osv4q233qr2mBMnTiAhIQEzZsyQtiUmJkKtVuMf//gH5s+fzxVIyCkjRoyQHicmJqJPnz5o0aIFvv76a/j7+3uwZdQYsR8kT2A/6F4MZBuoZ599FhMmTKj2mNatW9vd3qdPHxgMBpw/fx4dOnRAdHR0pRmVlufR0dH10l5f0bRpUygUCruvR2N7LRwRGhqK9u3b48yZMxgyZAhKS0uRk5NjMxrB145chf2ga7AfdA77QddijmwDFRERgYSEhGp/rHO9rB06dAhyuRyRkZEAgKSkJGzZsgV6vV46Zv369ejQoUOj+joNANRqNXr27IkNGzZI20wmEzZs2ICkpCQPtsw7FRQUICUlBTExMejZsydUKpXNa5ecnIzU1FS+duQS7Addg/2gc9gPupinZ5uRZ+3YsUMsWLBAHDp0SKSkpIgvv/xSREREiHHjxknH5OTkiKioKPHwww+Lo0ePipUrV4qAgADx0UcfebDlnrNy5Uqh0WjEsmXLxPHjx8Xjjz8uQkNDRUZGhqeb5nHPPvus2LRpkzh37pzYvn27GDx4sGjatKm4cuWKEEKIJ554QsTHx4s///xT7Nu3TyQlJYmkpCQPt5oaO/aDzmM/WDX2g+7FQLaR279/v+jTp48ICQkRfn5+omPHjuKNN94QJSUlNscdPnxY3HLLLUKj0YhmzZqJN99800Mt9g7vv/++iI+PF2q1WvTu3Vvs2rXL003yCmPGjBExMTFCrVaLZs2aiTFjxogzZ85I+4uLi8VTTz0lmjRpIgICAsTdd98t0tPTPdhiIvaDtcV+0D72g+4lE0IIT48KExERERE5izmyREREROSTGMgSERERkU9iIEtEREREPomBLBERERH5JAayREREROSTGMgSERERkU9iIEtEREREPomBLBERERH5JAayjcDAgQMxbdo0r7mOPRMmTMBdd93lkmsD5rbLZDLIZDIcOnSoyuM2bdoEmUyGnJwcl7WlsWrZsiUWLlxY7TGWf6PQ0FC3tIkaB/aB7AO9AftA12AgS5VU1ZF99913eO2116TnjvxRepPHHnsM6enp6NKli6eb0qAtW7as1p1wenq6T/2fooaJfSDVBftA91J6ugHkO8LCwjzdhDoJCAhAdHS0p5sBANDr9VCpVJ5uRr3T6/V1Oj86OhohISH11Bqi+sU+sP6wD7SPfaDzOCLbCP3vf/9Dr169EBwcjOjoaDzwwAO4cuUKAOD8+fMYNGgQAKBJkyaQyWSYMGECANuv1QYOHIgLFy5g+vTp0lchADB79mx0797d5n4LFy5Ey5YtpedGoxEzZsxAaGgowsPDMXPmTAghbM4xmUyYP38+WrVqBX9/f3Tr1g3ffPONtP/69et48MEHERERAX9/f7Rr1w5Lly51+rX49ddf0b59e/j7+2PQoEE4f/58pWO2bduGfv36wd/fH3FxcXjmmWdQWFgo7U9PT8ftt98Of39/tGrVCitWrKg0UiOTybB48WKMGjUKgYGBmDdvHgDghx9+QI8ePeDn54fWrVtjzpw5MBgM0nk5OTmYNGkSIiIioNVqceutt+Lw4cPS/sOHD2PQoEEIDg6GVqtFz549sW/fvhp/b8uIwe+//46OHTsiKCgIw4cPR3p6unSMyWTC3Llz0bx5c2g0GnTv3h1r166V9p8/fx4ymQyrVq3CgAED4Ofnh+XLl2PixInIzc2V/l/Mnj1bOqeoqAiPPPIIgoODER8fj48//rjGthLVN/aB5dgHsg/0eYIavAEDBoipU6dKzz/99FPx66+/ipSUFLFz506RlJQkRowYIYQQwmAwiG+//VYAEMnJySI9PV3k5ORUus61a9dE8+bNxdy5c0V6erpIT08XQgjx6quvim7dutncf8GCBaJFixbS87feeks0adJEfPvtt+L48ePi0UcfFcHBweLOO++Ujnn99ddFQkKCWLt2rUhJSRFLly4VGo1GbNq0SQghxOTJk0X37t3F3r17xblz58T69evFjz/+6PBrIIQQqampQqPRiBkzZoiTJ0+KL7/8UkRFRQkA4vr160IIIc6cOSMCAwPFggULxKlTp8T27dvFDTfcICZMmCBdZ/DgwaJ79+5i165dYv/+/WLAgAHC399fLFiwQDoGgIiMjBSfffaZSElJERcuXBBbtmwRWq1WLFu2TKSkpIh169aJli1bitmzZ9tc+4477hB79+4Vp06dEs8++6wIDw8X165dE0II0blzZ/HQQw+JEydOiFOnTomvv/5aHDp0qMrXwWLp0qVCpVKJwYMHi71794r9+/eLjh07igceeEA65p133hFarVZ89dVX4uTJk2LmzJlCpVKJU6dOCSGEOHfunAAgWrZsKb799ltx9uxZcf78ebFw4UKh1Wql/xf5+flCCCFatGghwsLCxKJFi8Tp06fF/PnzhVwuFydPnqzUtpCQkBp/ByJHsQ9kH1gR+8CGg4FsI2CvA7O2d+9eAUD6Y9u4caNNR1bVdVq0aGHTUQnhWCceExMj3n77bem5Xq8XzZs3lzrxkpISERAQIHbs2GFznUcffVSMHTtWCCHEHXfcISZOnFj1L12Bvddg1qxZolOnTjbbXnjhBZvf/dFHHxWPP/64zTFbt24VcrlcFBcXixMnTggAYu/evdL+06dPCwCVOvFp06bZXOe2224Tb7zxhs22//3vfyImJka6j1arFSUlJTbHtGnTRnz00UdCCCGCg4PFsmXLHHsRrCxdulQAEGfOnJG2LVq0SERFRUnPY2Njxbx582zOu/HGG8VTTz0lhCjvxBcuXFjp2vY64RYtWoiHHnpIem4ymURkZKRYvHixQ+cT1Rb7QPaBFbEPbDiYI9sI7d+/H7Nnz8bhw4dx/fp1mEwmAEBqaio6derk0nvn5uYiPT0dffr0kbYplUr06tVL+mrtzJkzKCoqwpAhQ2zOLS0txQ033AAAePLJJzF69GgcOHAAQ4cOxV133YW+ffs61ZYTJ07YtAMAkpKSbJ4fPnwYR44cwfLly6VtQgiYTCacO3cOp06dglKpRI8ePaT9bdu2RZMmTSrdr1evXpWuvX37dukrNsD8lWNJSQmKiopw+PBhFBQUIDw83Oa84uJipKSkAABmzJiBSZMm4X//+x8GDx6M++67D23atHHo9w8ICLA5NiYmRvp6NS8vD5cvX8bNN99sc87NN99s87Wevd+rOomJidJjmUyG6Oho6Z5E7sI+0Ix9IPvAhoCBbCNTWFiIYcOGYdiwYVi+fDkiIiKQmpqKYcOGobS0tM7Xl8vllXK9nE1+LygoAAD88ssvaNasmc0+jUYDABgxYgQuXLiAX3/9FevXr8dtt92GyZMn4z//+U8dWm+/Lf/4xz/wzDPPVNoXHx+PU6dOOXytwMDASteeM2cO7rnnnkrH+vn5oaCgADExMdi0aVOl/ZYZsbNnz8YDDzyAX375Bb/99hteffVVrFy5EnfffXeN7ak40UImk1X6t3NExd/L2Xtagggid2Af6Bz2gTVjH+hZDGQbmZMnT+LatWt48803ERcXBwCVEuPVajUA8yfj6qjV6krHREREICMjA0IIafKDdc3CkJAQxMTEYPfu3ejfvz8AwGAwYP/+/dIn+k6dOkGj0SA1NRUDBgyo8v4REREYP348xo8fj379+uH55593qhPv2LEjfvzxR5ttu3btsnneo0cPHD9+HG3btrV7jQ4dOsBgMODgwYPo2bMnAPNoyvXr12u8f48ePZCcnFzltXv06IGMjAwolUqbiSIVtW/fHu3bt8f06dMxduxYLF261KFOvDparRaxsbHYvn27zb/B9u3b0bt372rPtff/gshbsA8sxz6wauwDfQerFjQy8fHxUKvVeP/993H27Fn8+OOPNnURAaBFixaQyWT4+eefkZWVJY0OVNSyZUts2bIFly5dwtWrVwGYZ/JmZWXh7bffRkpKChYtWoTffvvN5rypU6fizTffxPfff4+TJ0/iqaeesqnXGBwcjOeeew7Tp0/H559/jpSUFBw4cADvv/8+Pv/8cwDAK6+8gh9++AFnzpzBsWPH8PPPP6Njx45OvRZPPPEETp8+jeeffx7JyclYsWIFli1bZnPMCy+8gB07dmDKlCk4dOgQTp8+jR9++AFTpkwBACQkJGDw4MF4/PHHsWfPHhw8eBCPP/44/P39pTexqrzyyiv44osvMGfOHBw7dgwnTpzAypUr8fLLLwMABg8ejKSkJNx1111Yt24dzp8/jx07duCf//wn9u3bh+LiYkyZMgWbNm3ChQsXsH37duzdu9fp16Eqzz//PN566y2sWrUKycnJePHFF3Ho0CFMnTq12vNatmyJgoICbNiwAVevXkVRUVG9tIeoPrAPLMc+sHrsA32Ep5JzyX0qJvmvWLFCtGzZUmg0GpGUlCR+/PFHAUAcPHhQOmbu3LkiOjpayGQyMX78eLvX2blzp0hMTBQajUZY/1davHixiIuLE4GBgWLcuHFi3rx5NhMd9Hq9mDp1qtBqtSI0NFTMmDFDjBs3zmbGrslkEgsXLhQdOnQQKpVKREREiGHDhonNmzcLIYR47bXXRMeOHYW/v78ICwsTd955pzh79qzDr4HFTz/9JNq2bSs0Go3o16+f+OyzzypN8tizZ48YMmSICAoKEoGBgSIxMdFmAsDly5fFiBEjhEajES1atBArVqwQkZGRYsmSJdIxAMSaNWsq3X/t2rWib9++wt/fX2i1WtG7d2/x8ccfS/vz8vLE008/LWJjY4VKpRJxcXHiwQcfFKmpqUKn04n7779fxMXFCbVaLWJjY8WUKVNEcXFxla+Dhb3JBGvWrLH5dzQajWL27NmiWbNmQqVSiW7duonffvtN2m+Z6GD9/8biiSeeEOHh4QKAePXVV4UQ9ifGdOvWTdpfXduI6oJ9IPvAitgHNhwyIWqREELkYwYOHIju3bu7ZcWUixcvIi4uDn/88Qduu+02l9+voVm2bBmmTZvGJTKJ6hH7QN/BPtA5DGSpURg4cCB27NgBtVqNnTt3omvXrvV27T///BMFBQXo2rUr0tPTMXPmTFy6dAmnTp1qkCvXuFJQUBAMBgP8/PzYiRPVI/aBvoF9oPM42YsaheXLl6O4uBiAOUeuPun1erz00ks4e/YsgoOD0bdvXyxfvtyjHfiIESOwdetWu/teeuklvPTSS25ukWMsk2IUCoVnG0LUwLAPLMc+sGHhiCxRA3Tp0iXpTauisLAwn18znoioOuwDGw8GskRERETkk1h+i4iIiIh8EgNZIiIiIvJJDGSJiIiIyCcxkCUiIiIin8RAloiIiIh8EgNZIiIiIvJJDGSJiIiIyCcxkCUiIiIin/T/CwhEvVXuWA4AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 4 - MAE and MSE as a function of latitude\n", "mae_by_latitude = mae(forecast_of_interest, analysis.temp_scrn, reduce_dims='lon')\n", "mse_by_latitude = mse(forecast_of_interest, analysis.temp_scrn, reduce_dims='lon')\n", "\n", "# Prepare some labelling for the graph\n", "mae_by_latitude.name = \"Mean Error\"\n", "mse_by_latitude.name = \"Mean Error\"\n", "\n", "xarray.concat([mae_by_latitude, mse_by_latitude], dim=names).plot(col='Method')" ] }, { "cell_type": "markdown", "id": "36baf686-6660-4e4b-8d22-e6ecc8a58e56", "metadata": {}, "source": [ "Whether using MAE or MSE the forecast errors generally increase towards the poles. To see the pattern more clearing in the MAE plot, it would help to change the range. " ] }, { "cell_type": "markdown", "id": "013ab250-a234-4035-901c-f25268c87ed2", "metadata": {}, "source": [ "## Things to try next\n", "\n", "Explore the `weights` option within mse. The tutorial Weighting_Results might assist with this.\n", "\n", "Explore the `angular` option within mse, relevant if forecasting direction in degrees.\n", "\n", "Explore the Root_Mean_Squared_Error tutorial which compares RMSE and MSE to MAE." ] }, { "cell_type": "code", "execution_count": null, "id": "a231d18d-fa60-4f6d-97ca-089d06a05e34", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }