{ "cells": [ { "cell_type": "markdown", "id": "84f87f2d", "metadata": {}, "source": [ "# Temporal Interpolation\n", "\n", "In this tutorial, we'll take a look at the `TimeSeries.interpolate_time` and `TimeSeries.insert_image` methods in `wxee`to see how they can be used to fill missing data." ] }, { "cell_type": "markdown", "id": "79c09869", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "id": "da2d6ae1", "metadata": {}, "outputs": [], "source": [ "!pip install wxee" ] }, { "cell_type": "code", "execution_count": 1, "id": "c58b622c", "metadata": { "ExecuteTime": { "end_time": "2021-10-05T01:27:13.236711Z", "start_time": "2021-10-05T01:27:11.181735Z" } }, "outputs": [], "source": [ "import ee\n", "import wxee\n", "\n", "ee.Authenticate()\n", "wxee.Initialize()" ] }, { "cell_type": "markdown", "id": "a13a2017", "metadata": {}, "source": [ "## Interpolating Data\n", "\n", "Interpolation allows you to synthesize data between existing data points. In this case, we'll interpolate gridded precipitation data between daily outputs from the [gridMET model](https://developers.google.com/earth-engine/datasets/catalog/IDAHO_EPSCOR_GRIDMET)." ] }, { "cell_type": "markdown", "id": "2b2f1517", "metadata": {}, "source": [ "To begin with, we'll create a `TimeSeries` object of daily precipitation data." ] }, { "cell_type": "code", "execution_count": 2, "id": "f3647e46", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T04:55:43.611598Z", "start_time": "2021-10-04T04:55:43.601079Z" } }, "outputs": [], "source": [ "ts = wxee.TimeSeries(\"IDAHO_EPSCOR/GRIDMET\").select(\"pr\")" ] }, { "cell_type": "markdown", "id": "c20ac0aa", "metadata": {}, "source": [ "We could interpolate directly from this time series which contains data between 1979 and present, but it will run faster if we subset our time series around our period of interest.\n", "\n", "Let's select 2 days of data in January of 1985." ] }, { "cell_type": "code", "execution_count": 3, "id": "f9ac81da", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T04:55:45.892673Z", "start_time": "2021-10-04T04:55:43.612430Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mIDAHO_EPSCOR/GRIDMET\u001b[0m\n", "\tImages: 2\n", "\tStart date: 1985-01-26 06:00:00 UTC\n", "\tEnd date: 1985-01-27 06:00:00 UTC\n", "\tMean interval: 1.00 days\n" ] } ], "source": [ "ts_sub = ts.filterDate(\"1985-01-26\", \"1985-01-28\")\n", "\n", "ts_sub.describe(\"day\")" ] }, { "cell_type": "markdown", "id": "f10ec73e", "metadata": {}, "source": [ "Now we'll use linear interpolation to predict rainfall at 18:00 UTC on June 28. Because our `TimeSeries` data is acquired daily at 06:00 UTC, this will be interpolated halfway between our two existing grids." ] }, { "cell_type": "code", "execution_count": 4, "id": "a02de019", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T00:43:43.726177Z", "start_time": "2021-10-04T00:43:43.721751Z" } }, "outputs": [], "source": [ "target_time = ee.Date(\"1985-01-26T18\")\n", "interp = ts_sub.interpolate_time(target_time, method=\"linear\")" ] }, { "cell_type": "markdown", "id": "3ae7debf", "metadata": {}, "source": [ "The `TimeSeries.interpolate_time` method returns the interpolated image. If we want to add the interpolated data back into our time series, we can use the `TimeSeries.insert_image` method." ] }, { "cell_type": "code", "execution_count": 5, "id": "59809ade", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T00:43:54.885843Z", "start_time": "2021-10-04T00:43:52.137651Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mIDAHO_EPSCOR/GRIDMET\u001b[0m\n", "\tImages: 3\n", "\tStart date: 1985-01-26 06:00:00 UTC\n", "\tEnd date: 1985-01-27 06:00:00 UTC\n", "\tMean interval: 0.50 days\n" ] } ], "source": [ "ts_interp = ts_sub.insert_image(interp)\n", "ts_interp.describe(\"day\")" ] }, { "cell_type": "markdown", "id": "38afe033", "metadata": {}, "source": [ "Notice that we now have three images instead of two, and the mean daily interval has decreased. Let's download our time series and take a look at the synthesized data." ] }, { "cell_type": "code", "execution_count": 6, "id": "c55629f7", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T00:44:14.345305Z", "start_time": "2021-10-04T00:44:10.624003Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5f45f3252f234d0a95d10eef0d86187e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Requesting data: 0%| | 0/3 [00:00" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds.pr.plot(col=\"time\", aspect=1.4, size=4, vmin=0, vmax=40)" ] }, { "cell_type": "markdown", "id": "a0dd2970", "metadata": {}, "source": [ "It's a bit hard to tell, but our predicted 18:00 UTC precipitation is linearly interpolated between our existing data points. That should be a little clearer if we look at the mean precipitation over the United States." ] }, { "cell_type": "code", "execution_count": 8, "id": "7f38983b", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T00:50:30.990458Z", "start_time": "2021-10-04T00:50:30.896266Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds.pr.mean([\"x\", \"y\"]).plot()" ] }, { "cell_type": "markdown", "id": "3a5cea24", "metadata": {}, "source": [ "## Comparing Interpolation Methods\n", "\n", "To compare the results of different interpolation methods, we'll see how their predictions compare by synthesizing missing data and comparing the predictions to real data." ] }, { "cell_type": "markdown", "id": "8f49098b", "metadata": {}, "source": [ "To start off with, we'll load 4 months of temperature data around (but not including) July of 2005. We'll also load the missing July data as a separate image." ] }, { "cell_type": "code", "execution_count": 9, "id": "67b1747f", "metadata": { "ExecuteTime": { "end_time": "2021-10-04T04:55:48.112653Z", "start_time": "2021-10-04T04:55:48.102782Z" } }, "outputs": [], "source": [ "ts_missing = wxee.TimeSeries([\n", " \"ECMWF/ERA5_LAND/MONTHLY/200505\",\n", " \"ECMWF/ERA5_LAND/MONTHLY/200506\",\n", " # Skip July\n", " \"ECMWF/ERA5_LAND/MONTHLY/200508\",\n", " \"ECMWF/ERA5_LAND/MONTHLY/200509\",\n", "]).select(\"temperature_2m\").map(lambda img: img.rename(\"actual\"))\n", "\n", "\n", "missing_month = ee.Image(\"ECMWF/ERA5_LAND/MONTHLY/200507\").select(\"temperature_2m\").rename(\"actual\")" ] }, { "cell_type": "markdown", "id": "10e6a2f9", "metadata": {}, "source": [ "Now we'll iterate over our interpolation methods, creating a `TimeSeries` from each by filling in July using `interpolate_time` and adding it back to the time series using `insert_image`. We'll set their band names to help us track which is which and merge each into an empty `TimeSeries` so that we can download them in one go." ] }, { "cell_type": "code", "execution_count": 10, "id": "759b7d6a", "metadata": { "ExecuteTime": { "end_time": "2021-10-05T00:22:25.813794Z", "start_time": "2021-10-05T00:22:25.764391Z" } }, "outputs": [], "source": [ "fill_date = ee.Date(\"2005-07\")\n", "\n", "ts = wxee.TimeSeries([])\n", "\n", "for method in [\"nearest\", \"linear\", \"cubic\"]:\n", " interp_july = ts_missing.interpolate_time(fill_date, method)\n", " ts_interp = ts_missing.insert_image(interp_july).map(lambda img: img.rename(method))\n", " \n", " ts = ts.merge(ts_interp)" ] }, { "cell_type": "markdown", "id": "bdbbd99e", "metadata": {}, "source": [ "Finally, we'll insert the *actual* July data into the `TimeSeries`." ] }, { "cell_type": "code", "execution_count": 11, "id": "19227e02", "metadata": {}, "outputs": [], "source": [ "ts = ts.merge(ts_missing.insert_image(missing_month))" ] }, { "cell_type": "markdown", "id": "4d63c176", "metadata": {}, "source": [ "Now we can download the `TimeSeries` containing our interpolated and actual data and visualize our predictions. We'll do this within a region we define around Iceland." ] }, { "cell_type": "code", "execution_count": 12, "id": "cf93d55c", "metadata": { "ExecuteTime": { "end_time": "2021-10-05T00:22:31.393080Z", "start_time": "2021-10-05T00:22:27.102931Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ab3d428a562d4f838ec3a9a0e5f5e198", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Requesting data: 0%| | 0/20 [00:00" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds.sel(time=\"2005-07\").to_array().plot(col=\"variable\")" ] }, { "cell_type": "markdown", "id": "07871d2e", "metadata": {}, "source": [ "It looks like `cubic` was the closest to `actual` July data, but it's hard to tell from a map. Instead, we'll compare mean temperatures over the region between methods." ] }, { "cell_type": "code", "execution_count": 14, "id": "de1e46e0", "metadata": { "ExecuteTime": { "end_time": "2021-10-05T00:22:31.823351Z", "start_time": "2021-10-05T00:22:31.686367Z" } }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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adXWD+YZ07Yp4e7N/6DDi+/Qh8t33HD46qyr6tCCoQil92zYS+g8gY+dOwvr2JeyJx+3WR98Yw6oDq5gVO4sV+1fg7+VPjxo9eKDmA0QEF/xEIE8PT/5X+380L9+c4b8Pp9/SftxV+S6GNB5CsE/wFecs3rEj4u3NvkHPsfeRR4h8fxqewVe+PqW0IKhC59iiLzj40kt4BAQQ9eF0Aps2tct6M3My+WH3D8yKncWW5C2U9CvJ/9X/P7pX705x3+JXvf5qJarx8Z0f8+7f7zL9n+msObiGl5u9TJOyTa54ncXuvBO8vNj3zLPE/+9hoj54H8/iV59VXZv0PARVaOSkpbF/+HAODB2Kf+3aVFy00C7F4GTmSWbHzqbdwnYMXT6U9Ox0XrzxRX7o+gOP1nnULsXgDG9Pb56u/zQf3fERfp5+PPrjo4xdPZa0rLQrXmex1q2JmPwm6Vu2sKf3Q2QdPWq3vOrSgmwj5O7fv5+uXbu6OM3V0/MQVKGQvnMX+/r1I33bNko+/hjhffsiXle3gXv41GHmbJ7D/K3zOZF5goalG9I7pjc3Rdx0wQPF9paWlcbk9ZOZs3kOFYpVYEzzMdQNr3vF60td/jsJffviExVF1IwP7X48xd24w3kIQUFBpKamOuW1srKy8LqCz3xBzkPQLQTl9lIWf82url3JSkoi8v33KdW//1UVg21Ht/H878/TZkEbZsXO4sbyN/LxnR8zo+0MWkS2cEoxAPD38mdw48FMbz2djOwMen3XizfXv0lm9pWdiRx0U3Mi332HjL172dPrQTIP6cgvzrJ7925q164NwMyZM+ncuTNt27alatWqPPfcc2fn+/HHH2natCnXX3893bp1O1tMXnrpJRo1akTt2rXp06fP2WHPb7nlFvr370/Dhg158803Hf4+9BiCcls56ekcGjOWY/Pm4d+gAeUnTsC7zJWd4GWMYc3BNcyIncGKfdaB4u7VuvNArQeIDI60c/KCaVy2MQvvWsj4P8fzwT8fsDxhOWOaj6F6aPUCryuwaVOi3p/G3sceZ0+vnlSYORPvsmUdkNrNfDcEDv5j33WWuQ7uGHdFi27cuJENGzbg6+tL9erVefrpp/H392f06NEsWbKEwMBAXn31VV5//XVGjBhB3759GTHCGtOzZ8+efP3113To0AGAjIwMnLUnRAuCcksZe/aQ0H8A6Zs3U/KRhwnv1w/x9i7werJysvhx94/MjJ3J5uTNhPqF8nT9p+lerTshfiH2D36FgnyCeKnZS9wadSujVo7inm/u4al6T9E7pjdeHgX7Mw1o1IjI6R+w99E+7OnZi6iZM/GJ0MuTO1OrVq0obju4X6tWLfbs2cOxY8eIi4ujWbNmgPWPvqntGNjSpUsZP348p06dIjk5mZiYmLMFoUePHhd+EQfQgqDczvHvv+fA8OfBy4uId94muGXLAq/jZOZJFm5byEdxH3Hg5AGii0Uzquko2lduj6+n+16q+5bIW1jUcREvr3qZN9e/ybK9yxjTfAwVilUo0HoC6tcnasaHxD/8CHt69qTCrJn4REU5JrQ7uMJv8o6Sd0jsrKwsjDHcfvvtfPLJ+SP/nz59mieffJK1a9cSGRnJqFGjOH369Nnncw+L7Wh6DEG5jZyMDA6+PJp9/QfgW6UKlRYtLHAxOHzqMJPWTeL2+bcz/s/xlA0sy5Rbp/Blpy/pUq2LWxeDM0r4lWBii4mMu2kcO1N20m1xNz7Z8gk5JqdA6/G/7joqzJqJSUtjzwM9Sd+5y0GJVX40adKEFStWsH37dgBOnjzJv//+e/aff1hYGKmpqcyfP99lGXULQbmFjL172TdgIKc3bSK0d29KDRxQoNE8tx/dzqy4WXy982tyTA6tolrRO6Y3dcLrODC144gI7Sq1o2HphoxcOZKxq8fyS/wvvNzs5QINlOdXsyZRs2cR/9D/2NOrFxVmfIhv1aoOTK4uJjw8nJkzZ3LvvfeevYLa6NGjqVatGo8++ii1a9emTJkyNGrUyGUZtdupcrnjP/3EgWHDASj3yliCb7stX8sZY/jz4J/MjJ3J8n3L8fP0o1OVTvSq1YvIYq49UGxPxhg+//dzJqydgJd4MeSGIXSo1KFAA+Wl79hBfO+HMFlZRM34EL8aNRyY2DncodtpYaDdTlWhYDIyOPTKK+x7+v/wqVCBiosW5qsYZOVk8d2u77jnm3t4+MeHiT0Sy1P1nuKnrj8xvMnwIlUMwNpa6F69Ows6LKBqiapnL8JzJO1IvtfhW7kyFT6ajfj6sufB3qRtinVgYlVYaUFQLpG5bx+7e/YkedZsSjzwABU+novPZS4YfirzFHPi5tBuYTue++05TmWeYkTTEfzQ5Qcer/u4W/UacoTIYpF82OZDnmnwDMv3LafzV535ec/P+V7eJzqaCnM+wjMwkPiHHiLtAtf8Vdc2LQjK6U4sXcrOzl3I2L6D8pPeoMzzwy95oZfEU4lMXj+Z2+ffzqt/vkqZwDK82fJNvuz0Jd2qdcPP69q5HoCnhye9a/dmXvt5lA4oTf9l/Rm2fBjHM47na3mfiAirKJQoQfz/HubUunUOTqwKEz2orJzGZGZyeNIkkqd/iG/NmkRMegOfChfvTrnj2A5mxVoHirNysritwm08GPPgVQ3vUFRUKVGFue3mMu3vabz/9/usObiGl5q9xI3lbrzsst7lylHho9nE936I+EceJfLddwm8wf7XkFCFj24hKKfIPHiQPb0eJHn6h4Tc04PoTz+5YDE4c6D4qZ+fotOXnfhu13d0rtqZr+/+mtdveV2LQS7eHt48Ve8p5tw5hwDvAB776THGrBrDqcxTl1+2dGkqzJ6Fd/ly7H3sMVJXrHBCYuXudAtBOVzq8uXsH/QcJiODchMmULx9u//Mk5WTxZL4JczaNItNRzYR6hfKk/We5J7q91DCr4QLUhcetcNqM6/9PN5c/yZzNs9h5f6VjGk+hnql6l1yOa/wcCrMnk38Q/8j4YkniZgymaAWLZwTWrklh20hiEikiCwVkTgRiRWRfrbpn4nIRtttt4hszLXMUBHZLiJbRaSNo7Ip5zBZWRx+YxJ7H+2DV6lSRM+f/59icCrzFHM3z6X9ovYM+nUQJzJP8EKTF/ihyw88UfcJLQb55Oflx+DGg/mwzYdk5WTx4PcPMmndJDKyMy65nFdoKFEzZ+BbpQp7+z7NiSVLnJT42rNs2TLat29/wefuvPNOjh075txAF+DILYQs4BljzHoRCQbWichPxpizA3OIyEQgxXa/FnAPEAOUA5aISDVjTLYDMyoHyTx0mP3PPsupP/+keNculBk+HA9//7PPJ6Ul8fHmj/ls62cczzhO/VL1GdRoEC0jWzpttNGiqFGZRiy4awGvrX2N6Zums3zfcsY2H3vJgfK8SpQgauYM4h99lIT+Ayg/4TWKtW3rxNTq22+/dXUEwIFbCMaYA8aY9bb7J4DNwNkRtsQ6q6Y7cGZgj47Ap8aYdGPMLmA7oEe6CqGTK1eyq3Nn0jZtouy4Vyg3evTZYrAzZSejVo6i9fzWfPDPBzQu05iP7viI2XfMplVUKy0GdhDkE8SLN77IW7e+RfLpZO755h7e//t9snKyLrqMZ7FiRE2fjn/duuwb+Awpixc7MXHhNnv2bOrUqUPdunXp2bMnvXv3Pm/4iTMX0QE4fvw47dq1o3r16jz++OPk5FjDkURHR5OUlHTB9TmTU44hiEg0UB9YnWvyTcAhY8w22+PywKpczyeQq4Ao92eys0l6+x2S3n4bn0qVqDBrJr5VqmCMYd2hdcyKncWyhGX4evrSuWpnetbqWeBB21T+tYhswaLwRYxePZrJGyazLGEZY5qNIbp49AXn9wwKImrae+x98in2PzcYk5FJSJfOzg19hV5d8ypbkrfYdZ01QmswuPHgS84TGxvL6NGjWblyJWFhYSQnJzNw4MCLzr9mzRri4uKoUKECbdu2ZeHCheddae1C63Mmh38dE5EgYAHQ3xiTu7P0vZzbOijI+vqIyFoRWZuYmGivmOoqZSUlEf/IIyRNnUrxu+6i4ufz8KpUkR92/8D9397PQz88xF+Jf/Fk3Sf5seuPPN/keS0GThDiF8KEFhMYf/N4dqfsptvibszdPPeiA+V5BAYS+e47BDZtyoHhwzn62TwnJy5cfvnlF7p160aY7ep0oaGhl5y/cePGVKpUCU9PT+69915+//33q1qfvTl0C0FEvLGKwVxjzMJc072AzkCDXLPvA3KPORBhm3YeY8w0YBpYYxk5ILYqoJOr17Dv2WfIOX6CsmNG492hLZ/u+ILZcbPZl7qPqOAoXmjyAh0qd8Dfy//yK1R2d0fFO2hQugEjV45k3JpxLI1fysvNXqZs0H8vnuPh70/EO2+T8H//x8GRIzGZmYQ+cL8LUuff5b7JO5OXl9fZXUE5OTlkZJw7sJ93/KmCjEflDI7sZSTAdGCzMeb1PE/fBmwxxiTkmvYVcI+I+IpIRaAqsMZR+dTVMzk5JL37LvEPPYRnYBAhs9/lo0r7abOwDa+seYUw/zAm3TKJrzp9Rffq3bUYuFipgFK83eptRjYdyT9J/9D5q858uf1LLjTApYevLxFTphDUqhWHRo/myIczXJDY/d166618/vnnHDlijSuVnJxMdHQ062xngH/11VdkZp67JOqaNWvYtWsXOTk5fPbZZzRv3vyy63MmR24hNAN6Av/k6lo6zBjzLVZvovN2FxljYkVkHhCH1UPpKe1h5L6ykpPZ/9xgTv7+Ox6tW/BJx5Is+vspMnMyaRnZkodqP3TZfvDK+USErtW6ckPZG3j+9+d5fsXz/Bz/MyOajiDMP+y8eT18fIiY9Ab7Bj3H4fHjMRkZhD3+mIuSu6eYmBiGDx9OixYt8PT0pH79+rz66qt07NiRunXr0rZt2/MucNOoUSP69u3L9u3badmyJXffffdl1zdz5kynvR8d/loV2Kl169g38Bkyjybza5fKvF1hG75eftxV+S561ep10YOWyr1k52QzZ/McJq+fTKB3IC80fYHbK9z+n/lMVhb7hw7j+OLFhD31FGF9n3KLXR06/HX+FGT4az1TWeWbyckh6YMPSJz0JkdLeDPu/hyOVUjiiRpP0qN6D0r6l3R1RFUAnh6ePBjzIM3LN2fo8qEMXDaQ9pXaM/SGoRTzKXZ2PvHyoty4VxAvL5KmTsVkZBA+cIBbFAVlX1oQVL6kHNxL7IAnKLFhB6tqCF91LU3nOr1oW6E9fl7+kANHT176rNhrhb+PJ37enq6OkW+VQyozt91c3v/7fab9PY01B9fw8o0vc2P5cwPliacnZceMRnx8OPL++5iMDEoNGaxFoYjRgqAu62jiPjZ2aU3YUfimJQRV8KXnVg/2b/mRN816Ekw4CSaM/SaMDLxdHdflvDyEOhHFaVyxJDdUCqVhhRIE+7l3u3h7ePNkvSdpEdGCYb8P47Elj9Gjeg8GNhhIgHcAAOLhQZlRIxFvb5JnzcJkZlL6+eGIh55MWFRoQVCX9WP/TtQ5Av90juKu6HCC0w4QxG4C01fjkee4/ymfcFL9y5LqV45Uf+t20q+sdd+vLNmeRf/aBQeOn+bPXcl8sHwn7/66Aw+BWuWKcUPFkjSuGErj6FBKBOb/etHOFBMWw2ftP2PKhil8FPfR2YHy6peqD1gHpUsPH2YVhRkzMJmZlHlxlBaFIkILgrqkb94ZSu11qWyqG0D3sT+c/2R2Fpw4AMfiIWUvHIsn4NgeAo7tpdSxrZD4M+Rknr9MYDiERFm34pG2+xVsPyPBJ5Ci4lRGFhvij7F6VzKrdx7ho1V7mP77LgCqlw6mccVQbqhkFYhSxdynUPp5+TGo0SBuibyFF1a8QO/ve9M7pjdP1XsKH08fRIRSzw2ydh+99x4mM9PaneRZeHaTqQvTXkbqog7Gb2N717vI8YBai74lrGzFgq0gJxtOHDxbLDi2B46duR8PKQmQnX7+MgElL1AsIs9N8yt24dcqBNKzsvk7IYXVO4+welcy6/Yc5VSGtYVVMSyQGyqGWlsQFUOJKBHg4rSWk5knee3P11iwbQFVQqrwyk2vUCO0BmBduyLp7bdJmvIWxdq3P3vg2Vm0l1H+FKSXkRYEdVHzu9anZuxpEp7tQZuHR9n/BXJy4OThcwXibKHIVTSyTp+/jF/IuS2M3LczBcQ/xP45HSQrO4dN+4+zZtcR1uxKZs2uZI6ftgagKx/if7ZA3FCpJNElA1x6APe3hN8YtXIUR08f5Yl6T/C/2v/Dy8P655807X0SX3+d4DZtKD/hNcTbOcdLCltBWLZsGT4+Ptx44+WvancxQUFBpKamFmgZ7XaqrtoXrz1OzKbT/N24OD0cUQwAPDwguIx1i7zAwLbGwMmkXFsXuYrFke2wYylknjx/Gd/i53Y//WfXVBT4lwA36Rnj5elBvcgQ6kWG0OfmymTnGLYePMGaXdYWxK//JrJwgzV6S3iwL40rhtKkYiiNK5akaqkgPDyc9z5ujriZhXctZMzqMUzZMIVf9/7K6OajqVi8ImF9HkV8vDk87lUSMjMpP+mNS14j+1q1bNkygoKCrqogOJpuIaj/2L15LQcf6Mkpf2i4+FeKlSjl6kgXZgycSraKRe6tity7pTJOnL+MT9CFC0VIpLV7KqCk2xQMYww7Ek+y2rYFsXpnMgePW1tMJQK8aRRtbUE0qVSSmmWL4emkAvH9ru8ZvXo06Vnp9G/Qn3tr3IuHeJA8dy6HXh5N4M03ETFlCh6+vg7N4S5bCJ06dWLv3r2cPn2afv360adPH77//nuGDRtGdnY2YWFhTJ8+nSZNmuDp6Ul4eDhTpkxh+vTptG/f/uxop2e+/aemptKxY0eOHj1KZmYmo0ePpmPHjufNUxC6y0hdlUUd61BlWyZHRj7GLT36uzrOlTMGTh/Ls0sq9zGMeDidcv4y3gEXLxYhUdZBcRcVDGMMe5PTzhWIXcnEJ1vXTw729aJBdImzPZmuK18cHy/H9fxJPJXIyJUjWb5vOY3LNOblZi9TLqgcR+fN4+DIUQQ2bULE1KnnXRTJ3nL/ozs4dizpm+07/LVvzRqUGTbssvMlJycTGhpKWloajRo14ueff6Zhw4b89ttvVKxY8ezzo0aNIigoiGeffRaA3r17X7AgZGVlcerUKYoVK0ZSUhJNmjRh27ZtiIjuMlLONX/U/cRszWTjzeHcW5iLAVj/uP1LWLeydS88T9ox29ZFnkJxLB72rYW0o+fP7+WXq1jkOvB9ZlpQaWtXmEPejhBVMoCokgF0a2gNDHwgJe1scVizK5llW61/iv7enlxfIYTG0VaBqB8VYteT5cIDwpnaaioLty1k/J/j6fxVZwY3Gkynbt0QL28ODB/O3sceJ/Kdt/EILDo9xy5k8uTJLFq0CIC9e/cybdo0br75ZipWtDphFHQIa2MMw4YN47fffsPDw4N9+/Zx6NAhypQpY/fseWlBUGdtWfcLFb5YT3wZodMbX7s6jnP4h1i3Mtdd+Pn0E+eKRcrec8cyjsXDgb/gVNL583v6QPGIPAe8c90PLgMe9vvHXLa4Px3rladjPetaUkmp6fyZq0BM+vlfjAEfTw/qRhY/uwXRoEIJAn2v7s9fROhSrQs3lL2BF1a8wIiVI/hl7y+MvGMk5bzHs3/IEOIf7UPktPfwzHXVMEfIzzd5R1i2bBlLlizhjz/+ICAggFtuuYV69eqxZcvlt1YuNkz23LlzSUxMZN26dXh7exMdHc3p06cvtSq70YKgAMjOymLb8/9HZBYUHzwY/8DC273TrnyDoXQt63YhGSetgnFesbAVkK3fW72ocvPwOlcwcheKM1sbweXA88r/LMOCfLnjurLccZ11nYOUU5ms3WMVh1W7knnn1x28tXQ7nh5C7fLFrZ5M0aE0ig6leMCV9Q6KCI5gepvpzImbw5vr3+TuL+/mhSYv0GTiRPY9+yzx/3uYqPen4Vm8+BW/L3eVkpJCiRIlCAgIYMuWLaxatYrTp0/z22+/sWvXrvN2GQUHB3P8+LlrhJ0ZJrt79+7nDZOdkpJCqVKl8Pb2ZunSpezZs8dp70ePISgAPhvUkTqL/+Wv1lHcM/mHyy+g8iczzTrfIm+xOLPFceLA+fOLJxQvf+FiERIFxcqD55V36zyZnsX6+KOs3mkViY17j5GRnYMI1ChTjBsqhnJDxVAaVQwlLKjgB4V3HtvJsN+HEXsklnaV2tH/ZDOODhqOb9UqRE2fjleJElecPS93OKicnp5Op06d2L17N9WrV+fYsWOMGjWKtLQ0hg0bRk5ODqVKleKnn37i33//pWvXrnh4eDBlyhSqVatGx44dSUtLo23btkydOpXU1FSSkpLo0KEDqampNGzYkFWrVvHdd98RHR2tB5UvRQuCfWxYugDT73kOlvbg9m/W4+3j2N4hKpfM03B838XPxTi+H8j1Nyoe1lbExbrWFo8Ar/z//k5nZrNx77Gz50Gs23OUtEzrZLnK4YHcUKmkrUiUpEzx/J1NnZmTyQf/fMC0v6YR6hfKK17dKDbqHXyio4ma8SFeJe0zKq47FITCQAuCyrfMjHR+urM+ZQ4bPKaOo95NHV0dSeWWlXF+wcjbvfZ4Apx3fWSB4LIXOQ+jglUwvC/+jz0jK4dN+1Ns3VyPsHb3UU6kWyfLRYUGWCfK2QpEZKj/JU+Wiz0Sy/Dlw9mRsoO+mTfT4q0VeJePIGrGh3iXuvquzFoQ8kcLgsq3T/veTt0lCfzdqQY9xi1ydRxVUNmZ1lbEf4qF7XZ8H+Rknb9MUOkLdK3NVTx8zg2bkZ1j2HzguO0gtdXd9egpa193mWJ+1lhMtiJROTzoPwUiPTudKeunMDtuNjcnluTJuUfxLV2WqFkz8S5d+qreuhaE/NGCoPLlj6+nEzB4AnsqeNLuq414OnEcGuUkOdnnBiA8ewwjV0+plIT/DkAYEHbh4UFCosgpFsH2FM4O2LdmVzKHT1jjUZUM9Dk7FtMNFUtSo0zw2bOp1x5cy/Mrnid4SwIjPvfAL7w00TNn4l2+/BW/NS0I+aPnIajLOnkihdTXJuLpA9XHvKXFoKjy8LR2ExWPgAoXGDIhJwdSD/63WKTshUObYOt35w1A6AFU8w+lWkgUPUMiMQ2iSPYuQ1xacVYlB/FTQjrfbToIQDE/r7MFonHFKnzW7nMmlXudEfI5L8zbz/b77qHynI/xiYy84rdnjNGL9FxCQb/w6xbCNerTR26i7u9JxN3XiC4jZrs6jnJXZwcgzFMscm9xZKWdv4hvCMf9yrDPhLM5LYS4UyEkmDCSvMoQHlmF4mWTSPh3Cv0/SsbHP4hqcz4hoFKVAkfbtWsXwcHBlCxZUovCBRhjOHLkCCdOnDh7ktwZustInfXLxxMIHz2dbdV86PzFX66Oowqz3AMQpuQ5fnGmi22eAQiPG3+2Sjif4U3Xr9IQ8cB7/Ciub9WtQC+dmZlJQkKC007aKoz8/PyIiIjAO88ItFoQFADHjhxgw1234pcO5T/5lKiqFxnSQSl7ODMAYa5ikZ60m5QDOzDH4tmQcoQS3wdwMgBu+G4VgcFF7+Q1d6THEBQAP/SzLof576O30VSLgXI0EQgsad3KWZfh9AXOdDptawwLgx+h5qyVLH7ubu555xeXRVXWMSKHEJFIEVkqInEiEisi/XI997SIbLFNH2+b5i0is0TkHxHZLCJDHZXtWvXdtOHUXnucTXX86fjMFFfHUQpE6Dx0Ov9W9qLG8gNsWLrA1YmuaY68MnYW8IwxphbQBHhKRGqJSEugI1DXGBMDTLDN3w3wNcZcBzQAHhORaAfmu6Yc3reDoOkLSS4OLd743NVxlDpPxeHjyPGAhFdHkJ2VdfkFlEM4rCAYYw4YY9bb7p8ANgPlgSeAccaYdNtzZ0b/MkCgiHgB/kAGcPw/K1ZX5NcB3QhNgdSHO1OqfGVXx1HqPHVubMe/LSKpsjuHRaN7uzrONcuRWwhn2b7p1wdWA9WAm0RktYj8KiKNbLPNB04CB4B4YIIxJtkZ+Yq6Lyc+Te2/09jUsBh39Bnj6jhKXVDHcQtIKAURi9exb1ecq+NckxxeEEQkCFgA9DfGHMc6kB2KtRtpEDBPrE7EjYFsoBxQEXhGRCpdYH19RGStiKxNTEx0dPxCL37bX5T6ZAkHS0KbN79wdRylLso/MBjPxx8m+BSsHNLT1XGuSQ4tCCLijVUM5hpjFtomJwALjWUNkAOEAfcB3xtjMm27kVYA/+kWZYyZZoxpaIxpGB4e7sj4RcLaQb0IOgWm7yOElCzr6jhKXdKt9z1LbP0gav11ih9njnZ1nGuOI3sZCTAd2GyMeT3XU18ALW3zVAN8gCSs3US32qYHYm1B2PciqdeYBS/1ouaWDGJvDOPWe59xdRyl8uXmcXNJCQLP6XM5eSLl8gsou3HkFkIzoCdwq4hstN3uBD4EKonIJuBT4EFjnR03FQgSkVjgT2CGMeZvB+Yr0rZuWEbkoj9JKC10uFYuh6mKhDJR1Thwd1PKJcLiwZ1dHeea4rAT04wxvwMXG2DkgQvMn4rV9VRdpeysLLYM70t0BgQNekbP/lSFTqfB0/hmRT1qLN/PxuVf6nU6nMQpvYyUc81/vjvVdmazuWUETds/7Oo4ShWYp5cX0cNfwQDxY4fruQlOogWhiPl7xWKqfLuZXRFCl9d1V5EqvOo068CWFhFU3ZXNF6/oFxtn0IJQhGRmpLN31BAEKDv8Zb02sir0Or26gH3hUO6LNXpughNoQShC5g/qSKW9OWxrU436Lbu4Oo5SV80/sBjm0V4UOwkrhvZydZwiTwtCEbH6+9nU/HkP26M96fqKDhCmio7bew0ltl4gMRtPsuSjca6OU6RpQSgC0k4e59i4cWR5QdXRk/VymKrIaTbuI44HAdNmkXZShzhzFC0IRcAXAzoQddCwu+P11Gh4q6vjKGV35aNrsr9jY8onwhd6boLDaEEo5JZ9PoXavx9mSzVvur4419VxlHKYTkOns62iJzV+3cffKxa7Ok6RpAWhEDt+9DA5b77NSX+o/+qHro6jlEN5enkROeRlBNg9Zqiem+AAWhAKsW/7d6RsEhy85xaia/5nHEClipz6Le5my03lqLozmy9e7ePqOEWOFoRC6ofpo7huzTFia/vRadA7ro6jlNN0eHUh+8Oh7KI/OBi/zdVxihQtCIVQ0oFd+L//GUeDofnrn7k6jlJOFRhcnOyH76d4Kvw25D5XxylStCAUQr8M6Er4MTjeuxNloqq5Oo5STte69/PE1Q0gZkMqP88d7+o4RYYWhEJm8eSBXLfxFP80COLOJ19xdRylXObGcR9xIgBy3puh5ybYiRaEQmTvjk2U/Og7DoXC7ZO+cHUcpVyqfMVaJHRoQMRh+HJIV1fHKRK0IBQiawY9QLFUyH6yNyXCy7s6jlIud/fzM9ke7UG1X/fy98pvXB2n0NOCUEgsHPswteLS2dQ0lFYPDHZ1HKXcgqeXFxGDX8IjB3aNGeLqOIWeFoRCYNtfKyg/fyX7SkGHN/VbkFK51W/Zhc3Ny1BtRxYLX3nE1XEKNS0Ibi47K4vY4Y/jnw5+A/sTGBzi6khKuZ27XvuCA2FQZuEKPTfhKmhBcHMLRt5L9e1ZxLUoR/NOj7k6jlJuKTC4OJn/u5cSJ+DXoXpuwpXSguDG/l75DZW/3sSe8sLdE3UwL6Uupc3/RrCpjj+116fyyycTXR2nUNKC4Kays7KIH/UcHjlQatgofP0DXB1JKbd3w5iZnPCH7Henk552ytVxCh0tCG7q80F3UTk+h39vr8z1rbq7Oo5ShUJU1Trs7VCfiEOGhUP0ugkF5bCCICKRIrJUROJEJFZE+uV67mkR2WKbPj7X9Doi8odt+j8i4ueofO7szx8/ocaSXeyo4EHX8V+4Oo5ShUrnF2azo4IH1ZfuIXb1j66OU6g4cgshC3jGGFMLaAI8JSK1RKQl0BGoa4yJASYAiIgXMAd43Db9FiDTgfncUnraKY6Me5ksD6j40ht6OUylCsjTy4uyz43CMwe2vfyMq+MUKg4rCMaYA8aY9bb7J4DNQHngCWCcMSbd9txh2yKtgb+NMX/Zph8xxmQ7Kp+7WjigHRX2G3Z1qEPMDa1dHUepQqlBq25sblaa6tuzWPSq9s7LL6ccQxCRaKA+sBqoBtwkIqtF5FcRaWSbrRpgROQHEVkvIs9dZF19RGStiKxNTEx0RnynWb5wKjHLD7K1qhedR+nlMJW6Gu3HL+RgSSi14DeSDuxydZxCweEFQUSCgAVAf2PMccALCMXajTQImCciYpveHLjf9vNuEWmVd33GmGnGmIbGmIbh4eGOju80qSnJZLzxFmm+UGfc+7qrSKmrFFQ8lIyHuhN6HH4edI+r4xQKDi0IIuKNVQzmGmMW2iYnAAuNZQ2QA4TZpv9mjEkyxpwCvgWud2Q+d/J1//aUS4T93W+iUkwTV8dRqkho88iLxF7nR8y64yz7bJKr47g9R/YyEmA6sNkY83qup74AWtrmqQb4AEnAD8B1IhJgO8DcAohzVD538uPM0Vy36ihxMb7cPWSaq+MoVaQ0Hj2dk/6Q8c40PTfhMhy5hdAM6AncKiIbbbc7gQ+BSiKyCfgUeNC2tXAUeB34E9gIrDfGFPmR3JIP7cX3vbkcC4YbJ3zi6jhKFTlR1a8n/s46RB40LBraxdVx3JoYY1yd4Yo1bNjQrF271tUxrsq8exty3YaT7OjbnvZ9X3N1HKWKpOysLL6/sy5lDuYQMH0KNRvd5upILiUi64wxDfNO1zOVXejrt57lug0n+ad+oBYDpRzI08uLUs8+j1c2bHlpoKvjuC0tCC6yb1ccJWZ/w+EScNukRa6Oo1SR16j1vWy+MZwa2zL5YsKTro7jlrQguMgfz95HyAlIf+w+QktHujqOUteE9q8t4mAohM1bqucmXIAWBBdY9OpjxMSm888NIbTu/YKr4yh1zQgKKUlar7speRx+HqznJuSlBcHJdsatoexnv7E/HNrr5TCVcro7Hx9LbG0/Yv48zm/z33J1HLeiBcGJsrOy+HvwwwSeBu/+fQkqHurqSEpdkxq+/D6n/CBt6ttkZqS7Oo7b0ILgRAtefIDq27KIvbk0N3d5ytVxlLpmRddsyO47axN1wLBAr5twlhYEJ4ld/SOVvvqL+LLC3W986+o4Sl3zurz4CTsjPaj68062rPvF1XHcghYEJ8jOymLnyAF45UDo0OF6OUyl3ICnlxdhzwzGOws2v9Tf1XHcghYEJ5g/uBNVduewtVVFGrW+39VxlFI2N7TtRVzTMGpszeTLiU+7Oo7LaUFwsLU/f0q1H3ewM8qDLno5TKXczp2vLeBQKITOW0Lyob2ujuNSWhAcKD3tFEljXyLHA6JGjcfLx8fVkZRSeRQrUYqTPTsRlgI/Ptfd1XFcSguCAy16pgMV9hl2tKvNdTe2c3UcpdRFtHviFeJifIn58xjLF73j6jguowXBQX7/chq1ft3Pv5W96PKSDmutlLur//I00nzh5JQp1+y5CVoQHODkiRTSJr5Bmi/EvPKuXg5TqUKgUq3G7G5biwr7DQuGdXV1HJfQguAAi/vdScRh2NflRqrUaebqOEqpfOry8mfsivCgyk/b2brxN1fHcTotCHa25KNx1P4jmbiaPnQePt3VcZRSBeDp5UXowEH4ZEHsqGuvG6oWBDs6mrgPr3dmcTwIGk+Y6+o4Sqkr0OTO3sQ1KUnNLRl8Namfq+M4lRYEO/qxfydKJ8ORB9oQWbm2q+Mopa5Q2/Gfc7gElPjkR44m7nN1HKfRgmAn37wzlNrrUtlUN4AO/Sa5Oo5S6iqElCzLifvbE5YCPzzXzdVxnEYLgh0cjN9G8RlfcCQEWk6a7+o4Sik7aN/3NeJq+RKz+ii/fznN1XGcQguCHfw+sDslTkDaoz0IK1vR1XGUUnZS78W3Oe0DqZMnXRPnJmhBuEpfvPY4MZtOs6lRcdo8PMrVcZRSdlT5uhvZ2aYGFfYZFj7fw9VxHM5hBUFEIkVkqYjEiUisiPTL9dzTIrLFNn18nuWiRCRVRJ51VDZ72b15LWU+/ZUDYXDHm1+5Oo5SygG6jvmc3eWFyj9uZdtfK1wdx6EcuYWQBTxjjKkFNAGeEpFaItIS6AjUNcbEABPyLPc68J0Dc9nNhiH/IzANPJ5+jGIlSrk6jlLKATy9vAgZ8Ay+GfDPqCddHcehHFYQjDEHjDHrbfdPAJuB8sATwDhjTLrtucNnlhGRTsAuINZRuexl/qj7qbE1k03Nw7mlR39Xx1FKOVDT9g8Td0MoNTdnsHjyQFfHcRinHEMQkWigPrAaqAbcJCKrReRXEWlkmycIGAy8eJl19RGRtSKyNjEx0cHJL2zLul+o8MV64ssInd742iUZlFLO1ea1+SSGQPGPv+PYkQOujuMQDi8Itn/0C4D+xpjjgBcQirUbaRAwT0QEGAW8YYxJvdT6jDHTjDENjTENw8PDHRv+ArKzstj2/P/hnQXFBw/GP7CY0zMopZwvJKwsKffdQfgx+P7Zojn4nUMLgoh4YxWDucaYhbbJCcBCY1kD5ABhwA3AeBHZDfQHholIX0fmuxLzh3ahyq5sttwaRZM7HnR1HKWUE3X4v9fZXNOHmNXJ/PF10RurzJG9jASYDmw2xrye66kvgJa2eaoBPkCSMeYmY0y0MSYamASMNca85ah8V2LD0gVU/eFfdkV60GWC9ipS6lp03ai3SfeBY29MJDsry9Vx7MqRWwjNgJ7ArSKy0Xa7E/gQqCQim4BPgQeNMcaBOewiMyOdA2NeAKDciLF4+/i6OJFSyhWq1m3GjturEb3PMP/5ojWshRSC/8UX1bBhQ7N27VqnvNanfW+n7pIE/u5Ugx7jFjnlNZVS7ikzI52f76hPySOG0I+mU/m6G10dqUBEZJ0xpmHe6Xqmcj788fV0ai5NYFslT7qO/tzVcZRSLubt40vw//XHLwM2jiw65yZoQbiMkydSSH1tIuk+UH3MW3o5TKUUAM069iG2cQi14tL5euogV8exCy0Il7F4QHsiDhn23t2I6vVvcXUcpZQbafPafJKKQ/Ccr4vEuQlaEC7hl48nELMyic01fOgyYrar4yil3EyJ8PIcvbc1pY7C90XguglaEC7i2JEDyNTppAZAw9e0GCilLuyu/m+yubo3tVYdYdV3s1wd56poQbiIH/p1oswROHzvbURVrevqOEopN1Zr1GQyvCB54vhCfW6CFoQL+G7acGqvPc6mOv50fGaKq+Mopdxcjfq3sP32KlRMyGHBC4X3uglaEPI4vG8HQdMXklwcWryhXUyVUvnTZex89pQTor+PY2fcGlfHuSJaEPL4dUA3QlMg9eHOlCpf2dVxlFKFhLePLwFP98U/Hda/0MfVca6IFoRcvpz4NLX/TmNTw2Lc0WeMq+MopQqZm+9+kthGIcTEpvPN24NdHafAtCDYxG/7i1KfLOFgSWjz5heujqOUKqRaj59HUnEInPMVx48evvwCbkQLgs3aQb0IOgWm7yOElCzr6jhKqUIqtHQkyd1bUToZvh3UxdVxCkQLArDgpV7U3JJB7I1h3HrvM66Oo5Qq5Do+8xZbqntT848kVn9feM5juuYLwtYNy4hc9CcJpYUOejlMpZSd1BwxiSwvSJr4aqE5N+GaLgjZWVlsHd4X3wwIGvQMgcHFXR1JKVVE1GhwK9taVaLS3hwWjLzP1XHy5ZouCPOf70bVndlsbhlB0/YPuzqOUqqI6TJuIfFlhOhv/2H3Zudcu+VqXLMFYePyL6n67RZ2RQhdXtddRUop+/P28cW/75MEnIa1Lzzq6jiXdU0WhMyMdPa/NAyAssNf1sthKqUc5uaufYltWIyYTaf5btpwV8e5pGuyICx49i4q7s1hW5tq1G9ZuLqFKaUKn1bjP+VIMfCbuZDUlGRXx7moa7Ig+JarQFyML11fWeDqKEqpa0BY2YokdW9JmWRYPKiTq+NclBhjXJ3hijVs2NCsXev+B2qUUgpgUYc6VNqZScYbI2jU+l6X5RCRdcaYhnmnX5NbCEop5Qo1RrxOliccmjDaLc9NcFhBEJFIEVkqInEiEisi/XI997SIbLFNH2+bdruIrBORf2w/b3VUNqWUcoWajW5j263RVI7PYcGLD7g6zn94OXDdWcAzxpj1IhIMrBORn4DSQEegrjEmXURK2eZPAjoYY/aLSG3gB6C8A/MppZTT3f3KAn7d2JAK3/xFfK+/3OqKjA7bQjDGHDDGrLfdPwFsxvoH/wQwzhiTbnvusO3nBmPMftvisYC/iGh/UKVUkeLrH4DPE30ITIPVwx5ydZzzOOUYgohEA/WB1UA14CYRWS0iv4pIowss0gVYf6ZoKKVUUXJLj/7ENgim9j9p/PDBSFfHOcvhBUFEgoAFQH9jzHGs3VShQBNgEDBPRCTX/DHAq8BjF1lfHxFZKyJrExMTHR1fKaUcouWrn5BcDHxmzHObcxMcWhBExBurGMw1xiy0TU4AFhrLGiAHCLPNHwEsAnoZY3ZcaJ3GmGnGmIbGmIbh4eGOjK+UUg5TqnxlDne5mTJH4OvnOrs6DuDYXkYCTAc2G2Nez/XUF0BL2zzVAB8gSURCgG+AIcaYFY7KpZRS7uLuwe+xtYoXNVccYt3Pn7s6jkO3EJoBPYFbRWSj7XYn8CFQSUQ2AZ8CDxrr7Li+QBVgRK75S1107UopVQRUfWEi2R5wYPwol5+boGcqK6WUi33Sry31ftjDph716fbixw5/PT1TWSml3FTncQtJKC1ELt7A3h2bXJZDC4JSSrmYr38Ano8/THAarBrWy2U5tCAopZQbuPXeZ9h0fRC1/0rjhw9fckkGLQhKKeUmWo7/lKPB4P3hJ5w8keL019eCoJRSbqJU+coc7NyMskmw+Lm7nf76WhCUUsqNdB76Af9W9qLG8gNsWOrci3hpQVBKKTdTcfg4cjwg4dURTj03QQuCUkq5mTo3tuPfFpFU2Z3DorH/c9rrakFQSik31HHcfBJKQcSXf7JvV5xTXlMLglJKuSH/wGLWuQmnYOWQnk55TS0ISinlpm6971li6wVS669T/DhztMNfTwuCUkq5sZvGzSElCDynz3X4uQlaEJRSyo2VrVCDA3c3pVwiLB7s2OsmaEFQSik312nwNP6t5EmN5fvZuPxLh72OFgSllHJznl5eVBz+CgaIHzvcYecmaEFQSqlCoE6zDmxpUZ6qu7L54pWHHfIaWhCUUqqQ6PTqQvaFQ7kv13Bgzxa7r18LglJKFRL+gcXg0Z4UOwnLp42w+/q97L5GpZRSDnNbr2H8WaYi3Vvfa/d16xaCUkoVMo0cUAxAC4JSSikbLQhKKaUALQhKKaVsHFYQRCRSRJaKSJyIxIpIv1zPPS0iW2zTx+eaPlREtovIVhFp46hsSiml/suRvYyygGeMMetFJBhYJyI/AaWBjkBdY0y6iJQCEJFawD1ADFAOWCIi1Ywx2Q7MqJRSysZhWwjGmAPGmPW2+yeAzUB54AlgnDEm3fbcYdsiHYFPjTHpxphdwHagsaPyKaWUOp9TjiGISDRQH1gNVANuEpHVIvKriDSyzVYe2JtrsQTbNKWUUk7g8BPTRCQIWAD0N8YcFxEvIBRoAjQC5olIpQKsrw/Qx/YwVUS2XmG0MCDpCpe1N3fKcinulNOdsuTlTtncKculuFNOd8pyKVeTs8KFJjq0IIiIN1YxmGuMWWibnAAsNMYYYI2I5GC9sX1AZK7FI2zTzmOMmQZMs0O2tcaYhle7HntwpyyX4k453SlLXu6UzZ2yXIo75XSnLJfiiJyO7GUkwHRgszHm9VxPfQG0tM1TDfDBqnJfAfeIiK+IVASqAmsclU8ppdT5HLmF0AzoCfwjIhtt04YBHwIfisgmIAN40La1ECsi84A4rB5KT2kPI6WUch6HFQRjzO+AXOTpBy6yzBhgjKMy5XHVu53syJ2yXIo75XSnLHm5UzZ3ynIp7pTTnbJcit1zivXlXCml1LVOh65QSikFaEFQSillowVBKXVNEZHrbV3iVR5FsiCISB8ReVlE/F2dBUBEbhWRQFfnuBRts/zRdio4W5v1s92/WEcTZ+S4T0T+AtoAOa7KcTmu/IwVmYIgFm8ReQKre2s3wKUnl4jI/SKyDuu8i0xXZrkQbbP80Xa6MiLiJyLDgZHAKBGJNi7oxWLLMQ4YCzxhjHnlTJd2Vxao3NzlM1YkCoKI+BhLJrAeqAm8BzwkIiVdkMdLRJ4F3sI6n+IFY0yGs3NcirZZvnNpOxWQiHgCGGNOA2uNMeWB94HRrshjy3EYmAWsFhF/EWktIsGuKFB5udNnrNAXBBEZCXwsIr1FJNQYs9oYkwa8gzX8xW0i4tT3aYzJArYBc4A9IuIjIl1EpJwzc1yMtln+aDsVnIiMAiaLSBfbpJ9sP18EbhCRM6MUOLTdRKSviFyXa9JXQADwPdYICH2AmWKNjebwPBfjbp+xQl0QRGQA1hnR7wCtgJEiUhbOfiuYAdwHRDshyzARuSHXpD+APcB3WFX/bmCWbRPalR9AbbP8ZdN2KiBbMWiMVQSetrVhCIAx5iQwGXhRRMQY45B9+CJSQUR+BZ4Hzg6ZY4zZDqwFYoFWxpiuWL/bJ0WkuKPyXCar23zGzjLGFMob4AnMBprZHlcDXgFezTPfR8BDWCOr3u+AHGWxBvA7BmzL81xTrP2WEbbHtYGjQEltM/dtM22nK8rqDSwBatoetwBew9qtlXu+FUBnIApo54AcwVjf/oOBH4DeuZ7zAfxyPS5n+z2XcUF7ucVnLO+tUG4h2L5hZAOHgEdsk7cDC4GaItIg1+yzgbdtz/k5IE4K8LkxJgQ4JiIDcz33J/CiMSYBwBizCWuTNcwBOS5J2yx/tJ0uL++BWBHxMNb+783AvbbJK20Z64g1iOUZE4D5wG9Yu3DsmUOMdTGuj2w/3wX6yrkuppnG+uZ95jjHcKzhexKvJscV5nSXz9j5nF0Zr7Calr/I9KpYm6cNbI/DsTYVH7Y9rgKswjqgFeDAfMG2n82BI4CP7bFHrnm8gSnAN+T6luLATI2BYtpml81xF1BZ26lAmQJy3Zdc99sCM4Eatsc1gfHALbbHDbB2cb1jjza7WI5c0zyAj4Gxeab3AjYAkwB/J7TXf7K502cs982ttxBE5DaxutY9kWf6mdx7sBr0OQBjTCJQKtesyUAnY8yjxphTdshzwSu4GWNO2Kr+78CvWN9MMLb9kiLSEWu/bzbQzdi+pTiCiLQQkTiszeZiuaa7qs0ai0ixvNNd3Wa2z9YfWEO0l8013VXtdJeIVM473dXtlCdjOxFZgnXQ+H5bDnOmVxHW/vk9wIO25zYDtYAzPWUOAx2NMU9cTZtdIodH7m/jtjaaCLQRkWARqSq267tjtVV/Yx3AdQgR6SAinwBDRKRCrulnBhV16mcsX5xRdQpaTbH29b0NbLQ1SO7nPXPdD8f6Y16CtflXGWu/4YN2znQb1odo9AWynhkg0Mv2szTWLzIMiMHaVxoBRDuh7fywNi3vcYM2a4E1lPkH2PZzu7rNbK8dBCwGlmEdyFuMbd/smTwu+Gz9gbXbork7tNNFcrbG2gXUAevLxnSsffC5t1RCsA6SfgX8H1Yh+B5o64Ic3rkef4h1rsZKoIKj2yrX73UN1lbTC1i7ytrlmccpn7EC5XbVC+ejQWcBo2z3PYC6eZ6fCnwJlLH9cYzB6kUwwk6vX9DClPtg1QdYZ0L+CdRyYptVBt633ffHOngXfuaPw/ZeHNZmuXLktzC5pM1y5wKeBubleuyFtfvF0Z+tghQmd/hsjcH2hQi4Hpid5/l3bP94w7AOgM4A/jnzN+zEHFNt/zuibY8HYF2rfZCz2sr2uuPOfF6wvvW/h9VBIMg2zSl/iwXO7coXz9OA/2drxB62x5WBn7Eq60bbH8w04BasblizgBJ51uHrgFyXK0xvYV0Frpbt+Z7Abmd8AHO1WVfb4yisg1M3YX3T+AKYi/UNpTTWASpntNnlCtNUZ7ZZrnbqlme6B3A/1m4FX9u0erZ/Zs5op8sVpslu8Nnqbnt8I5CKdUzgINbuq/eBR4H6WMcOSuRa3hM7HM+wQ45WQKgL2usu29+gn+3xm7bfZR+s/1/n5XTUZ6zA78PlAaxvSwOwuqN1xeqpcOagytPA10B1rG5k/bAqbUjuD56DfrFXVJiwTjcPsWemArbZRGALcJvtcS1gE1DVCW12RYXJUW12kXbqDYTnmudGYMtFlndUO11RYXLlZwvrH3wVW6bmtnnbYZ0LUdHebWaHHF72yHGFOXthdSOdgbX7bKnt/kPAcEd+xq76/bg6gK1RvgJa2u63xaqmZyptUK75bsbqNRBo+0V42DHD1RYmp3wAL9NmPYBIrEuTts0177tAPdt9Z7VZfgqTw9vsAu30OtAzzzxLsA52wrn99o5up97kvzC5+rM1iXO7s5Zi65WFVfhnYtsvb882c6ccBcx5B/AG1lhEnlhbLe1szz2AbcvZFTnzc3NpL6NcPTrWYn2bxBjzPdY/kgYiUt0Yk5prkduBU8BpY7Hb2YXG+g21BJ43xszH+gOuIyLdjTFTsDbvtxqrf/MGrMKQKRYPYw0p4HCXabOGwHGsrmsDRSRGRF7AOmlpr21eZ7RZD6w/3krYLtNqjIkDfscq5ji6zS7RTtuAGBGpYZuvGFbbZeR6T05pJ6x/cmfmWQkk2HoNne277iafra1AfRGpirW1PN42X2+gPNYJcXZrM3fJcYU5vwP+xTqOUsUYs8EY841tvuuB1WeWd1bOgnBqQRCRMNtPgfMaZDsQLOfGHvkVq8tksG3+e0RkE1ABGGZsIxXaMZfbFKYLZCtom1U0xozHGuvmKazN627GmCN2zuU2hcmWpyDtVBzroC7GmONYPXVK2zNPrlxuU5gukK0gbRaA1W5vA14isgzrYGhPWxsW+hx2zhnMuf9fd4rIGqz/XwscmfFqOaUgiEh9EfkW65vR2Q97rv7La4AsoLWIeNm+TZbn3PCve7CGre1ljDlshzxuWZjyZLySNiuLtesBY8xsoJ8x5kFjzAE75HHXwnS1ny2wtv5m2imPWxamPBmvpM0igcbGmGSss5G7G2N6GGMOFvYcDspZHmsrAazi/7gxposx5qijctqDo0cc9BCRWVgHVD42xgzP/dyZf6jm3MBTlYEhtlnSsQoBxpg/jDHL7ZDHrQrTRTJebZvtPDO/sYYTuNo8blWYcuW62nbafWZ+Y4eTudytMF0k49W02Wlsny1jzKmr+fy7Sw4H5zz7GTPGbDPGrHdUTntyaEGwfTsKBeKMMXMARCRc5Nxoh2JdGWg61olfk4HGYp2dnIzVQ+WquVthuhQ7tNmP9sjhboUpryLUTrtzvSeHnWVsW79btJm75HBCTrv8/3IqY/8j7t2BgZzrElYCSMI6PXsp8AlWv+HSWAfaPsY6+HJm+SAc0wVxMdYf7JnH4Zw/DsvLWGc9RgM1sHoOrMPqTeTQ3gDaZtpORf2z5S45ikpOh71/OzakJzDC9kEfiHWW4pmuoy8A+7GGMygJfIbVJzsw1/L27rLm9r9YbTNtp6L+2XKXHEUlp8Pbwc6NOpdzIxt2xjpwVs32OCTXfB2BXx3RmIXtF6ttpu1UlNvMnXIUlZyOvF3VMQQR6SXW6JohtkmHgBK2g2YLbX8w99n2pR7LtWhlYJWcu/aqPft8Z2OdQPaMMeZ1rAt8PyUi1YwxL2ON//KrsXq7fAx0MdbVnM7s83Vo32Bts/zRdio4d2kzd8lRVHI6U4ELgljKishSrGFu7wemikgQ1mbzddi60mENEnY3tq50ItJKRFYDt2KdsWeXbpvu/ovVNst3Jm2ngudzizZzlxxFJafLFHCTytP2sxow58w0zo10GII13O3N2C7ogLXp3Nd2/y7gbnts2mANB1AWa5/tz1jjC83F+mUOw9q0D7HNWx34Cyhre9wK64zBr8m1b9cRN20zbaei/tlylxxFJacrb2cu1HBJtm85LwOeYvW1LoZ1QQ6MMdki0hc4gDV+zcfAPbY/qM+w+l7/aZv3q/y8Xn7y2F43GNhnjHnAlvEtrK5fA4FPgWUistYYs1VEtgBdbPMEAuOMMYvskediGdE2y1cutJ0KnBE3aDN3yVFUcrqDy+4yEpEWWAfRSmCdbfky1sUmWopIYzi7b/VF4DVjnYj0I9BLRDZgjWXzjz3CioiniIwFxtpyVSfXLxboC7THOuHnzC+2g23x836xDv6D1TbLXzZtp4LndIs2c5ccRSWn28jHZtZN5BodEmsMkSewBpRaZ5vmgXWhh/lApG1aGaCSvTZlsHpvbMTavHsU6yLdbYF4rFPZz8z3FPCt7X4nrOvMbsCq9k65Lqm2mbbTNdBmbpGjqOR0l1t+GjQA8OXc/rf7gVds9zcCT9vuNwQ+0V+stpm20zXRZm6Ro6jkdJfbZXcZGWu8kHRz7oj67VjXfwXrgg81ReRrrJNxHDlexzpgnpwbG2YFEGWssV88ReRpY/XkiAAyjTF7bfkPGmN2XnCNDqJtlj/aTgXnLm3mLjkup7DkdBf5OqgMZw/MGKwuWGcOrpzA6nVRG9hljNln94Q2xphTeSbdDvxtu/8Q8KjtF1sdq1eIy2mb5Y+2U8G5us3cLcflFJacrpbvgoB1YW8frL66dURkEnAEa5Prdwdku6BC9ovVNssfbaeCc4s2c6Mcl1NYcrpUvguCMcaISH2sfXAVgRnGmOkOS3ZxheYXq22WP9pOBecubeYuOS6nsOR0tTPXj83fzCIRQE/gdWNMusNSXT5HE2Cl7ebWv1hts/zRdio4N2ozt8hxOYUlpysVqCC4C/3FFpy2Wf5oO6lrWaEsCEoppezPKddUVkop5f60ICillAK0ICillLLRgqCUUgrQgqBUvolIiIg8abtfTkTmuzqTUvakvYyUyicRiQa+NsbUdnUWpRyhIENXKHWtGwdUFpGNwDagpjGmtoj0xhoOOxCoCkzAOuO5J5AO3GmMSRaRysBUIBw4BTxqjNni7Deh1MXoLiOl8m8IsMMYUw8YlOe52kBnoBEwBjhljKkP/AH0ss0zDWsYjAbAs1jDbCvlNnQLQSn7WGqMOQGcEJEUYLFt+j9Y4yIFATcCn4vImWV8nR9TqYvTgqCUfeQe5iIn1+McrL8zD+CYbetCKbeku4yUyr8TQPCVLGiMOQ7sEpFuAGKpa89wSl0tLQhK5ZMx5giwQkQ2Aa9dwSruBx4Wkb+AWKCjPfMpdbW026lSSilAtxCUUkrZaEFQSikFaEFQSillowVBKaUUoAVBKaWUjRYEpZRSgBYEpZRSNloQlFJKAfD/0pfJFnQysoAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds.mean([\"x\", \"y\"]).to_array().plot(hue=\"variable\")" ] }, { "cell_type": "markdown", "id": "b16bd87e", "metadata": {}, "source": [ "Now it's clear: `cubic` clearly came the closest to the actual data, but it still underestimated temperatures." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }