{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Setup logging\n", "from timeseria import logger\n", "logger.setup(level='INFO')\n", "\n", "# Set default plot type as image\n", "import os\n", "os.environ[\"DEFAULT_PLOT_TYPE\"] = \"image\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "⚠️ In this notebook, plots are configured to be rendered as images because otherwise they won't display correctly on GitHub or when the notebook is loaded (usually because not [trusted](https://stackoverflow.com/questions/44943646/jupyter-notebook-not-trusted)). To get interactive plots, remove the line above (or change it to \"interactive\") and re-run the notebook.\n", "\n", "# Temperature and humidity forecasting with LSTM\n", "\n", "This notebook showcases the LSTM forecatser of [Timeseria](https://github.com/sarusso/Timeseria).\n", "\n", "Let's start by loading an example time series, and resample it to one hour:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[INFO] timeseria.transformations: Using auto-detected sampling interval: 615.0s\n", "[INFO] timeseria.transformations: Resampled 17910 DataTimePoints in 3191 DataTimePoints\n" ] } ], "source": [ "from timeseria import TEST_DATASETS_PATH\n", "from timeseria.datastructures import TimeSeries\n", "timeseries = TimeSeries.from_csv(TEST_DATASETS_PATH + 'humitemp_long.csv').resample('1h')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Have a look at the time series" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Time series of #3191 points at 1h resolution, from point @ 1546477200.0 (2019-01-03 01:00:00+00:00) to point @ 1557961200.0 (2019-05-15 23:00:00+00:00)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timeseries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the time series" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timeseries.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model fit, usage and evaluation\n", "\n", "Instantiate and fit the model:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/30\n", "74/74 [==============================] - 1s 6ms/step - loss: 0.0227 - val_loss: 0.0039\n", "Epoch 2/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0042 - val_loss: 0.0033\n", "Epoch 3/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.0033\n", "Epoch 4/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0033\n", "Epoch 5/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0030\n", "Epoch 6/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0029\n", "Epoch 7/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0030\n", "Epoch 8/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0026\n", "Epoch 9/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0025 - val_loss: 0.0025\n", "Epoch 10/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0025 - val_loss: 0.0024\n", "Epoch 11/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0024 - val_loss: 0.0024\n", "Epoch 12/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0023 - val_loss: 0.0020\n", "Epoch 13/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0023 - val_loss: 0.0020\n", "Epoch 14/30\n", "74/74 [==============================] - 0s 5ms/step - loss: 0.0022 - val_loss: 0.0019\n", "Epoch 15/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0021 - val_loss: 0.0027\n", "Epoch 16/30\n", "74/74 [==============================] - 0s 5ms/step - loss: 0.0021 - val_loss: 0.0018\n", "Epoch 17/30\n", "74/74 [==============================] - 0s 5ms/step - loss: 0.0020 - val_loss: 0.0018\n", "Epoch 18/30\n", "74/74 [==============================] - 0s 5ms/step - loss: 0.0019 - val_loss: 0.0017\n", "Epoch 19/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0019 - val_loss: 0.0017\n", "Epoch 20/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0019 - val_loss: 0.0017\n", "Epoch 21/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0018 - val_loss: 0.0016\n", "Epoch 22/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0018 - val_loss: 0.0023\n", "Epoch 23/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0017 - val_loss: 0.0017\n", "Epoch 24/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0017 - val_loss: 0.0015\n", "Epoch 25/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0017 - val_loss: 0.0015\n", "Epoch 26/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0016 - val_loss: 0.0014\n", "Epoch 27/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0016 - val_loss: 0.0015\n", "Epoch 28/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0016 - val_loss: 0.0013\n", "Epoch 29/30\n", "74/74 [==============================] - 0s 5ms/step - loss: 0.0016 - val_loss: 0.0014\n", "Epoch 30/30\n", "74/74 [==============================] - 0s 4ms/step - loss: 0.0015 - val_loss: 0.0015\n" ] } ], "source": [ "from timeseria.models import LSTMForecaster\n", "forecaster = LSTMForecaster(window=24, neurons=64, features=['values', 'hours'])\n", "forecaster.fit(timeseries, epochs=30, verbose=True, reproducible=True, validation_split=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve and plot the fit history:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecaster.fit_history" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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WLAwdOhSdOnXClStXsH37dsTHxwMAFi5ciD59+qBbt24oLS3Fxo0bne8RERE1FWyxaSBJkqCquIp2IRSty4oVK9CnTx/ce++9SExMhBACmzZtglarBSDfxXzq1KmIj4/HkCFD0KlTJ7z//vsAAJ1Oh/nz56Nnz564/fbboVarsXr1aiVPh4iIqM4kIRT+a+wlBQUFCAoKQn5+PgIDA13es1gsOH36NOLi4mAwGOp87OMXClBms6NDCxP89WwE84SG/hsREVHTdK2/3zVhi40bqFTymBhb88iIREREjRaDjRuoKwb72u0MNkREREpisHGDyhYbhStCRETUzDHYuIG6Yna20oOHiYiImjsGGzdwttiwK4qIiEhRDDZuoHKMsWGLDRERkaIYbNxAreLgYSIiosaAwcYNHC02HDxMRESkLAYbN3DcRoEtNkRERMpisHGDyhabphdsYmNjsXTp0hsqK0kS1q9f79H6EBERNQSDjRuoOMaGiIioUWCwcQN1E26xISIi8iUMNm5Q2WLj3e9dvnw5oqOjYb/qi0eMGIFHH30Up06dwogRIxAREQGTyYR+/fph27Ztbvv+n3/+GXfddRf8/PwQFhaGKVOmoKioyPn+jh070L9/fxiNRgQHB+OWW27B2bNnAQCHDx/GnXfeiYCAAAQGBqJPnz7Yt2+f2+pGRETNE4NNbYQAysw3tKmtZkjWYogbLH/d7QZbfh566CFcunQJ27dvd+67fPkytmzZgvHjx6OoqAjDhg1DamoqDh48iCFDhmD48OHIyMho8OUxm81ITk5GSEgI9u7di7Vr12Lbtm2YNm0aAKC8vBwjR47EoEGDcOTIEaSlpWHKlCmQKlq3xo8fj9atW2Pv3r3Yv38/5s2bB61W2+B6ERFR86ZRugKNlrUY+O/oGyqqA9DDnd/9bCagM163WEhICIYOHYpVq1Zh8ODBAIDPP/8c4eHhuPPOO6FSqdCrVy9n+ZdeeglffvklNmzY4Awg9bVq1SpYLBb861//gtEo13XZsmUYPnw4Xn31VWi1WuTn5+Pee+9F+/btAQDx8fHOz2dkZODpp59Gly5dAAAdO3ZsUH2IiIgAttg0eePHj8cXX3yB0tJSAMDKlSsxZswYqFQqFBUV4amnnkJ8fDyCg4NhMplw7Ngxt7TYHDt2DL169XKGGgC45ZZbYLfbkZ6ejtDQUEycOBHJyckYPnw43n77bVy4cMFZds6cOfjLX/6CpKQkvPLKKzh16lSD60RERMQWm9po/eWWkxv0S2YB7EKgc4QJOo264d99g4YPHw4hBL755hv069cP//73v/HWW28BAJ566ils3boVf//739GhQwf4+fnhwQcfRFlZWcPqd4NWrFiBGTNmYMuWLVizZg0WLFiArVu3YsCAAVi8eDHGjRuHb775Bps3b8aiRYuwevVq3H///V6pGxER+SYGm9pI0g11BzmL62wQdjtsGiOga2CwqQODwYAHHngAK1euxMmTJ9G5c2fcfPPNAIBdu3Zh4sSJzrBQVFSEM2fOuOV74+Pj8fHHH8NsNjtbbXbt2gWVSoXOnTs7y91000246aabMH/+fCQmJmLVqlUYMGAAAKBTp07o1KkTZs+ejbFjx2LFihUMNkRE1CDsinIT5+rDCkz5Hj9+PL755ht89NFHGD9+vHN/x44dsW7dOhw6dAiHDx/GuHHjqs2gash3GgwGpKSk4OjRo9i+fTumT5+OP//5z4iIiMDp06cxf/58pKWl4ezZs/juu+9w4sQJxMfHo6SkBNOmTcOOHTtw9uxZ7Nq1C3v37nUZg0NERFQfbLFxE+fqwwos0nfXXXchNDQU6enpGDdunHP/m2++iUcffRQDBw5EeHg4nnnmGRQUFLjlO/39/fHtt99i5syZ6NevH/z9/TFq1Ci8+eabzvePHz+Of/7zn7h06RKioqIwdepUPPbYYygvL8elS5cwYcIEZGdnIzw8HA888ABeeOEFt9SNiIiaL0mI5rGqXEFBAYKCgpCfn4/AwECX9ywWC06fPo24uDgYDIZ6Hf/UxSKYS8vRJtQfwf46d1SZqnDHvxERETU91/r7XRN2RbkJVx8mIiJSHoONmyi1+rC7rFy5EiaTqcatW7duSlePiIjohnCMjZuo5VyjyOBhd7jvvvuQkJBQ43tcEZiIiJoKBhs3cbTYKDF42B0CAgIQEBCgdDWIiIgahF1RVTRkHLVjjI29iQabxq6ZjHEnIqIGYrBBZVdLcXFxvY/hbLHhH2CPcPzbsFuMiIiuhV1RANRqNYKDg5GTkwNAXoPFcRfqG1VeVgZRXgZrmR0Wi/dWHvZ1QggUFxcjJycHwcHBUKt5bYmIqHYMNhUiIyMBwBlu6qqkzIZL5jLoNSpY8/TurBoBCA4Odv4bERER1YbBpoIkSYiKikLLli1htVrr/Pn9Z65g8cbDiAsz4n8ndvFADZsvrVbLlhoiIroh9Qo27733Hl5//XVkZWWhV69eePfdd9G/f/9ay69duxbPP/88zpw5g44dO+LVV1/FsGHDAABWqxULFizApk2b8PvvvyMoKAhJSUl45ZVXEB0d7TzG5cuXMX36dHz99ddQqVQYNWoU3n77bZhMpvqcQq3UanW9/ogajX74o9AGqK1cGZeIiEghdR48vGbNGsyZMweLFi3CgQMH0KtXLyQnJ9fahbN7926MHTsWkyZNwsGDBzFy5EiMHDkSR48eBSAPCj1w4ACef/55HDhwAOvWrUN6ejruu+8+l+OMHz8ev/zyC7Zu3YqNGzfihx9+wJQpU+pxyp5h0sthqKi0XOGaEBERNV91vldUQkIC+vXrh2XLlgEA7HY7YmJiMH36dMybN69a+dGjR8NsNmPjxo3OfQMGDEDv3r3x4Ycf1vgde/fuRf/+/XH27Fm0adMGx44dQ9euXbF371707dsXALBlyxYMGzYM58+fd2nZqU1d7zVRV1n5FgxYkgq1SsLJvw2t8+BjIiIiqs6j94oqKyvD/v37kZSUVHkAlQpJSUlIS0ur8TNpaWku5QEgOTm51vIAkJ+fD0mSEBwc7DxGcHCwM9QAQFJSElQqFX766acaj1FaWoqCggKXzZNMBrlXz2YXKC1vovdVICIiauLqFGxyc3Nhs9kQERHhsj8iIgJZWVk1fiYrK6tO5S0WC5555hmMHTvWmcyysrLQsmVLl3IajQahoaG1HmfJkiUICgpybjExMTd0jvXlr60cl1NoYXcUERGREhrVAn1WqxUPP/wwhBD44IMPGnSs+fPnIz8/37mdO3fOTbWsmUolwaSXW204zoaIiEgZdZoVFR4eDrVajezsbJf92dnZta4xEhkZeUPlHaHm7Nmz+P7771360SIjI6sNTi4vL8fly5dr/V69Xg+93rvryZj0GhSVlsPMYENERKSIOrXY6HQ69OnTB6mpqc59drsdqampSExMrPEziYmJLuUBYOvWrS7lHaHmxIkT2LZtG8LCwqodIy8vD/v373fu+/7772G322u9I7USjBUzo9gVRUREpIw6r2MzZ84cpKSkoG/fvujfvz+WLl0Ks9mMRx55BAAwYcIEtGrVCkuWLAEAzJw5E4MGDcIbb7yBe+65B6tXr8a+ffuwfPlyAHKoefDBB3HgwAFs3LgRNpvNOW4mNDQUOp0O8fHxGDJkCCZPnowPP/wQVqsV06ZNw5gxY25oRpS3mAzyfYzYFUVERKSMOgeb0aNH4+LFi1i4cCGysrLQu3dvbNmyxTlAOCMjAypVZUPQwIEDsWrVKixYsADPPvssOnbsiPXr16N79+4AgD/++AMbNmwAAPTu3dvlu7Zv34477rgDALBy5UpMmzYNgwcPdi7Q984779TnnD0mwDnGpu4rFxMREVHD1Xkdm6bK0+vYAMDj/7cfW37Jwksju+PPA9p65DuIiIiaE4+uY0PXZnS02HCMDRERkSIYbNwowMCuKCIiIiUx2LiRYx0bc6lN4ZoQERE1Tww2buToiuJ0byIiImUw2LiRiV1RREREimKwcaMAdkUREREpisHGjRxjbAq5QB8REZEiGGzcqHK6N7uiiIiIlMBg40aV073ZYkNERKQEBhs34nRvIiIiZTHYuJGzK6q0HHZ7s7hTBRERUaPCYONGjq4oADCXsTuKiIjI2xhs3EivUUGjkgCwO4qIiEgJDDZuJElSle4ozowiIiLyNgYbNzPxtgpERESKYbBxM8c4G3ZFEREReR+DjZuZ2BVFRESkGAYbN+MdvomIiJTDYONmJq4+TEREpBgGGzervMM3gw0REZG3Mdi4mZF3+CYiIlIMg42bOQcPc4wNERGR1zHYuFnldG8GGyIiIm9jsHEzk56Dh4mIiJTCYONmnO5NRESkHAYbN3NM9+bdvYmIiLyPwcbNAjh4mIiISDEMNm5m5BgbIiIixTDYuBnv7k1ERKQcBhs3c0z3Li23w2qzK1wbIiKi5oXBxs0cXVEA17IhIiLyNgYbN9OqVdBr5MvK7igiIiLvYrDxgABO+SYiIlIEg40H8H5RREREymCw8QDe4ZuIiEgZDDYewBYbIiIiZTDYeADv8E1ERKQMBhsP4OrDREREymCw8QCuPkxERKQMBhsPMLErioiISBEMNh5g0rErioiISAkMNh7gaLHhdG8iIiLvYrDxAMcYG3ZFEREReReDjQc4pntzHRsiIiLvYrDxAE73JiIiUgaDjQdwujcREZEyGGw8gHf3JiIiUgaDjQcYq9wrSgihcG2IiIiaDwYbD3B0RZXbBUrL7QrXhoiIqPlgsPEAY8UCfQAHEBMREXkTg40HqFSSs9WGU76JiIi8h8HGQ4x6NQC22BAREXkTg42HmLiWDRERkdcx2HiIyaAFwK4oIiIib2Kw8RATu6KIiIi8jsHGQ5yrDzPYEBEReQ2DjYeY9HJXFO/wTURE5D0MNh7i7IriGBsiIiKvYbDxEJOBs6KIiIi8jcHGQxxdUQw2RERE3sNg4yHOFht2RREREXkNg42HcLo3ERGR9zHYeAi7ooiIiLyPwcZDeEsFIiIi72Ow8RDe3ZuIiMj7GGw8hNO9iYiIvI/BxkMcLTbmsnLY7ULh2hARETUP9Qo27733HmJjY2EwGJCQkIA9e/Zcs/zatWvRpUsXGAwG9OjRA5s2bXJ5f926dbj77rsRFhYGSZJw6NChase44447IEmSy/b444/Xp/peEVDRYiMEUGy1KVwbIiKi5qHOwWbNmjWYM2cOFi1ahAMHDqBXr15ITk5GTk5OjeV3796NsWPHYtKkSTh48CBGjhyJkSNH4ujRo84yZrMZt956K1599dVrfvfkyZNx4cIF5/baa6/Vtfpeo9eooFZJADjOhoiIyFskIUSd+kkSEhLQr18/LFu2DABgt9sRExOD6dOnY968edXKjx49GmazGRs3bnTuGzBgAHr37o0PP/zQpeyZM2cQFxeHgwcPonfv3i7v3XHHHejduzeWLl1al+o6FRQUICgoCPn5+QgMDKzXMeqq1wvfIb/Eim1zBqFDS5NXvpOIiMiX1PXvd51abMrKyrB//34kJSVVHkClQlJSEtLS0mr8TFpamkt5AEhOTq61/LWsXLkS4eHh6N69O+bPn4/i4uI6H8ObOOWbiIjIuzR1KZybmwubzYaIiAiX/RERETh+/HiNn8nKyqqxfFZWVp0qOm7cOLRt2xbR0dE4cuQInnnmGaSnp2PdunU1li8tLUVpaanzdUFBQZ2+zx045ZuIiMi76hRslDRlyhTn8x49eiAqKgqDBw/GqVOn0L59+2rllyxZghdeeMGbVayGU76JiIi8q05dUeHh4VCr1cjOznbZn52djcjIyBo/ExkZWafyNyohIQEAcPLkyRrfnz9/PvLz853buXPnGvR99cGuKCIiIu+qU7DR6XTo06cPUlNTnfvsdjtSU1ORmJhY42cSExNdygPA1q1bay1/oxxTwqOiomp8X6/XIzAw0GXztsquKKvXv5uIiKg5qnNX1Jw5c5CSkoK+ffuif//+WLp0KcxmMx555BEAwIQJE9CqVSssWbIEADBz5kwMGjQIb7zxBu655x6sXr0a+/btw/Lly53HvHz5MjIyMpCZmQkASE9PByC39kRGRuLUqVNYtWoVhg0bhrCwMBw5cgSzZ8/G7bffjp49ezb4IngKW2yIiIi8q87BZvTo0bh48SIWLlyIrKws9O7dG1u2bHEOEM7IyIBKVdkQNHDgQKxatQoLFizAs88+i44dO2L9+vXo3r27s8yGDRucwQgAxowZAwBYtGgRFi9eDJ1Oh23btjlDVExMDEaNGoUFCxbU+8S9oXKMDRfoIyIi8oY6r2PTVCmxjs1bW3/D26kn8KcBbfDyyB5e+U4iIiJf4tF1bKhuON2biIjIuxhsPIhdUURERN7FYONBlYOHOSuKiIjIGxhsPIizooiIiLyLwcaDHF1RZnZFEREReQWDjQc5WmwKOXiYiIjIKxhsPIhjbIiIiLyLwcaDHMHGYrWj3GZXuDZERES+j8HGg4z6yoWdOc6GiIjI8xhsPEinUUGvkS9xIbujiIiIPI7BxsM45ZuIiMh7GGw8rHLKN4MNERGRpzHYeBinfBMREXkPg42HGdkVRURE5DUMNh4WwDt8ExEReQ2DjYdV3uGbwYaIiMjTGGw8jLOiiIiIvIfBxsNM7IoiIiLyGgYbD3MEG3MZgw0REZGnMdh4mGOMDad7ExEReR6DjYdxujcREZH3MNh4mGO6N1ceJiIi8jwGGw9jVxQREZH3MNh4GLuiiIiIvIfBxsMCGGyIiIi8hsHGw6re3VsIoXBtiIiIfBuDjYc51rGx2gRKy+0K14aIiMi3Mdh4mFGncT5ndxQREZFnMdh4mEolwahTA+CUbyIiIk9jsPECTvkmIiLyDgYbL+CUbyIiIu9gsPECrj5MRETkHQw2XuDoimKLDRERkWcx2HiBY8o3x9gQERF5FoONF3CMDRERkXcw2HgBx9gQERF5B4ONF3C6NxERkXcw2HgBu6KIiIi8g8HGC9gVRURE5B0MNl7A6d5ERETewWDjBY4bYXKMDRERkWcx2HiBo8WGXVFERESexWDjBQF6LQB2RREREXkag40XOMfYsCuKiIjIoxhsvMCoVwMAisrKIYRQuDZERES+i8HGCxxdUUIAxWU2hWtDRETkuxhsvMCgVUGtkgBwnA0REZEnMdh4gSRJMOrk7ihO+SYiIvIcBhsvCTDI3VGc8k1EROQ5DDZeYuL9ooiIiDyOwcZLeIdvIiIiz2Ow8RIjb4RJRETkcQw2XhLArigiIiKPY7DxEo6xISIi8jwGGy9xdEVxjA0REZHnMNh4Ce/wTURE5HkMNl7CMTZERESex2DjJeyKIiIi8jwGGy9hVxQREZHnMdh4CbuiiIiIPI/BxkscLTYMNkRERJ7DYOMlRh2DDRERkacx2HhJgKPFhoOHiYiIPIbBxkscKw+XWG0ot9kVrg0REZFvYrDxEsd0bwAwl9oUrAkREZHvYrDxEp1GBZ1GvtxFZeyOIiIi8gQGGy9yTvnmOBsiIiKPYLDxIqNzLRurwjUhIiLyTfUKNu+99x5iY2NhMBiQkJCAPXv2XLP82rVr0aVLFxgMBvTo0QObNm1yeX/dunW4++67ERYWBkmScOjQoWrHsFgsmDp1KsLCwmAymTBq1ChkZ2fXp/qKMTmDDcfYEBEReUKdg82aNWswZ84cLFq0CAcOHECvXr2QnJyMnJycGsvv3r0bY8eOxaRJk3Dw4EGMHDkSI0eOxNGjR51lzGYzbr31Vrz66qu1fu/s2bPx9ddfY+3atdi5cycyMzPxwAMP1LX6ijJxyjcREZFHSUIIUZcPJCQkoF+/fli2bBkAwG63IyYmBtOnT8e8efOqlR89ejTMZjM2btzo3DdgwAD07t0bH374oUvZM2fOIC4uDgcPHkTv3r2d+/Pz89GiRQusWrUKDz74IADg+PHjiI+PR1paGgYMGHDdehcUFCAoKAj5+fkIDAysyym7zaSP9yL1eA5eHdUDo/u1UaQORERETUld/37XqcWmrKwM+/fvR1JSUuUBVCokJSUhLS2txs+kpaW5lAeA5OTkWsvXZP/+/bBarS7H6dKlC9q0aVPrcUpLS1FQUOCyKY13+CYiIvKsOgWb3Nxc2Gw2REREuOyPiIhAVlZWjZ/JysqqU/najqHT6RAcHHzDx1myZAmCgoKcW0xMzA1/n6dU3uGbY2yIiIg8wWdnRc2fPx/5+fnO7dy5c0pXqcodvjkrioiIyBM01y9SKTw8HGq1utpspOzsbERGRtb4mcjIyDqVr+0YZWVlyMvLc2m1udZx9Ho99Hr9DX+HN1RO92ZXFBERkSfUqcVGp9OhT58+SE1Nde6z2+1ITU1FYmJijZ9JTEx0KQ8AW7durbV8Tfr06QOtVutynPT0dGRkZNTpOErjdG8iIiLPqlOLDQDMmTMHKSkp6Nu3L/r374+lS5fCbDbjkUceAQBMmDABrVq1wpIlSwAAM2fOxKBBg/DGG2/gnnvuwerVq7Fv3z4sX77ceczLly8jIyMDmZmZAOTQAsgtNZGRkQgKCsKkSZMwZ84chIaGIjAwENOnT0diYuINzYhqLCqne7MrioiIyBPqHGxGjx6NixcvYuHChcjKykLv3r2xZcsW5wDhjIwMqFSVDUEDBw7EqlWrsGDBAjz77LPo2LEj1q9fj+7duzvLbNiwwRmMAGDMmDEAgEWLFmHx4sUAgLfeegsqlQqjRo1CaWkpkpOT8f7779frpJUSwK4oIiIij6rzOjZNVWNYx+aH3y5iwkd7EB8ViM0zb1OkDkRERE2JR9exoYZxdkVxVhQREZFHMNh4Ee/uTURE5FkMNl7E6d5ERESexWDjRY6uKKtNoLScU76JiIjcjcHGi4y6yklo7I4iIiJyPwYbL1KrJPjr1ADYHUVEROQJDDZeZuI4GyIiIo9hsPGyytWHGWyIiIjcjcHGy7j6MBERkecw2HgZp3wTERF5DoONl3GMDRERkecw2HgZx9gQERF5DoONl7HFhoiIyHMYbLyMwYaIiMhzGGy8jF1RREREnsNg42Wc7k1EROQ5DDZexuneREREnsNg42UcY0NEROQ5DDZexjE2REREnsNg42WOFhszW2yIiIjcjsHGyxzBppDBhoiIyO0YbLzM2RVVWg4hhMK1ISIi8i0MNl7maLERAigusylcGyIiIt/CYONlflo1VJL8nONsiIiI3IvBxsskSeI4GyIiIg9hsFFAgEELgFO+iYiI3I3BRgFGvRoAu6KIiIjcjcFGAeyKIiIi8gwGGwWY2BVFRETkEQw2CjA5uqLKGGyIiIjcicFGAc6uKLbYEBERuRWDjQJM+oquKI6xISIicisGGwXwDt9ERESewWCjABOnexMREXkEg40CHF1RnO5NRETkXgw2CmBXFBERkWcw2CiA072JiIg8g8FGAc5ZUWyxISIicisGGwXwlgpERESewWCjAEew4awoIiIi92KwUYBj8HBxmQ02u1C4NkRERL6DwUYBxorBwwBXHyYiInInBhsF6DVq6DTypWewISIich8GG4VwnA0REZH7MdgohHf4JiIicj8GG4U4gg27ooiIiNyHwUYh7IoiIiJyPwYbhfB+UURERO7HYKMQrj5MRETkfgw2CjHq2WJDRETkbgw2Cgmo6IriHb6JiIjch8FGIZzuTURE5H4MNgrhdG8iIiL3Y7BRCKd7ExERuR+DjUI43ZuIiMj9GGwUwuneRERE7sdgoxAju6KIiIjcjsFGIY7p3hw8TERE5D4MNgoxcYE+IiIit2OwUYhj8HCZzY7ScpvCtSEiIvINDDYKMeo0zufmUgYbIiIid2CwUYhaJcFfpwbA7igiIiJ3YbBRUOWUb6vCNSEiIvINDDYKqlx9mF1RRERE7sBgoyDn6sNssSEiInILBhsF8Q7fRERE7sVgoyAju6KIiIjcql7B5r333kNsbCwMBgMSEhKwZ8+ea5Zfu3YtunTpAoPBgB49emDTpk0u7wshsHDhQkRFRcHPzw9JSUk4ceKES5nY2FhIkuSyvfLKK/WpfqMRoGdXFBERkTvVOdisWbMGc+bMwaJFi3DgwAH06tULycnJyMnJqbH87t27MXbsWEyaNAkHDx7EyJEjMXLkSBw9etRZ5rXXXsM777yDDz/8ED/99BOMRiOSk5NhsVhcjvXiiy/iwoULzm369Ol1rX6jwjt8ExERuVedg82bb76JyZMn45FHHkHXrl3x4Ycfwt/fHx999FGN5d9++20MGTIETz/9NOLj4/HSSy/h5ptvxrJlywDIrTVLly7FggULMGLECPTs2RP/+te/kJmZifXr17scKyAgAJGRkc7NaDTW/YwbEd7hm4iIyL3qFGzKysqwf/9+JCUlVR5ApUJSUhLS0tJq/ExaWppLeQBITk52lj99+jSysrJcygQFBSEhIaHaMV955RWEhYXhpptuwuuvv47y8toDQWlpKQoKCly2xoZ3+CYiInIvzfWLVMrNzYXNZkNERITL/oiICBw/frzGz2RlZdVYPisry/m+Y19tZQBgxowZuPnmmxEaGordu3dj/vz5uHDhAt58880av3fJkiV44YUX6nJ6Xsc7fBMREblXnYKNkubMmeN83rNnT+h0Ojz22GNYsmQJ9Hp9tfLz5893+UxBQQFiYmK8UtcbxeneRERE7lWnrqjw8HCo1WpkZ2e77M/OzkZkZGSNn4mMjLxmecdjXY4JAAkJCSgvL8eZM2dqfF+v1yMwMNBla2zYFUVERORedQo2Op0Offr0QWpqqnOf3W5HamoqEhMTa/xMYmKiS3kA2Lp1q7N8XFwcIiMjXcoUFBTgp59+qvWYAHDo0CGoVCq0bNmyLqfQqFRO92awISIicoc6d0XNmTMHKSkp6Nu3L/r374+lS5fCbDbjkUceAQBMmDABrVq1wpIlSwAAM2fOxKBBg/DGG2/gnnvuwerVq7Fv3z4sX74cACBJEmbNmoWXX34ZHTt2RFxcHJ5//nlER0dj5MiRAOQByD/99BPuvPNOBAQEIC0tDbNnz8af/vQnhISEuOlSeB+nexMREblXnYPN6NGjcfHiRSxcuBBZWVno3bs3tmzZ4hz8m5GRAZWqsiFo4MCBWLVqFRYsWIBnn30WHTt2xPr169G9e3dnmb/+9a8wm82YMmUK8vLycOutt2LLli0wGAwA5G6l1atXY/HixSgtLUVcXBxmz57tMoamKTKxxYaIiMitJCGEULoS3lBQUICgoCDk5+c3mvE2OQUW9P/vVKgk4NR/D4MkSUpXiYiIqFGp699v3itKQY6uKLsASqy8XxQREVFDMdgoyE+rhqqikYbjbIiIiBqOwUZBkiQ5p3xznA0REVHDMdgojFO+iYiI3IfBRmGc8k1EROQ+DDYKc3RFXS4uU7gmRERETR+DjcLahPoDAJ75/AhW78lAM5l9T0RE5BEMNgqbN7QL+sWGwFxmw7x1P+ORj/ciK9+idLWIiIiaJAYbdyjIrPdHo4L8sHpKIhbcEw+dRoUd6Rdx91s78eXB82y9ISIiqiMGm4bKywCW9QPWPQYUX67XIdQqCX+5rR02zbgVvVoHocBSjtlrDuPxT/Yjt6jUzRUmIiLyXQw2DfX7TsBaDBxZDbw/ADi2sd6H6tAyAF88MRBP3d0JWrWEb3/Jxt1v/YAtRy+4scJERES+i/eKcodze4GvngRyf5Nfdx8FDH0dMIbV+5C/ZOZj7meHcTyrEAAwsnc0XrivO4L8te6oMRERUZPAe0UpIaYf8Ni/gVtnA5IKOPoF8F5/4Jcv633IbtFB+GraLZh6Z3uoJGD9oUz811s7sf14jhsrTkRE5FvYYuNufxwAvpoK5Pwqv46/D7jnDcDUst6HPJhxBXPXHsbvF80AgDH9YvDcPfEIMLD1hoiIfBtbbJTW6mZgyg7g9r8CKg1wbIPcenPkM6CeGfKmNiHYNOM2TLo1DpIErN57DkOW/hu7T+a6t+5ERERNHFtsPOnCEXnsTdbP8uvOw4B73wICIut9yJ9+v4SnPj+Mc5dLAAATB8bi6eTOzhWMiYiIfEld/34z2HiazQr85y1g52uA3QoYgoAhrwC9xgKSVK9DmkvLsWTzMXzyYwYAQKOS0L6FCfFRAYiPCkSXqEDERwWgZYDBnWdCRETkdQw2tVAs2Dhk/yKPvck8KL/u8F/A8LeBoFb1PuQPv13Ec+t/drbeXC3cpEN8VGDFJoee9i1M0KrZA0lERE0Dg00tFA82AGArB9LeBbYvAWylgD4QuPsl4OaUerfeCCFwId+CYxcKcDyrEL9eKMCxCwU4nWuucUiPTq1Ch5YmZ9jpGh2Im9uEwKBVN/DkiIiI3I/BphaNItg4XEyXW2/O75Vft+4PhLUHVGp5wLFKA6i0V712bBX71NrK15AAVPwzVvxzlpXbkV1oQVZ+CbLyLcjOL0F2gQWl5Tag4hMAYIUGx6V2MLW9GQM7ReDWDuHoGhUIlap+QYuIiMidGGxq0aiCDQDYbcCPHwDfvwSUK3/TS7PQ45C9A/aJzkjXdYN/+0T079QGt3YMR3Swn9LVIyKiZorBphaNLtg4XD4N/Pat3DVlL5cDj728crOVu7622+RByFXfd7i6O8v5Wqr1tbAUwH5uL9RlBS4ftQkJx0Rb7LN3wjlTT/h3uA29usZjQPswmDgDi4iIvITBphaNNtg0BnY7cPE4kJEG29kfUX5mN/RF56sVOy/Csd/eGdkhN8HY4VbE9+qPHq1DOBiZiIg8hsGmFgw2dVSQCWT8iNLfd8Py+y4E5B2HCnaXIvnCH0dFHDI1bXDZPw4lQR0hwjshMDwa0cF+iAr2Q3SQAeEmvfvG7NisQP554MoZwD8UiOrlnuMSEVGjxGBTCwabBiotBM7vQ376v1F8ahdCLh+CQdQ8NihPGHFStMJJezROiFY4I7VGvrEd1MExiAzxR1SQH6KDDYgO8kPrUD/EhPhXLjAoBFCUA+SdlcPLlbNAXsXjlbNAwXlAVAlYMQnAwBny4ocqthwREfkaBptaMNi4ma0c9qyfUZRxGCWZv0K6mA5D/ikElJyHhJp/UsVCj99FFE6IVjhpb4VzogVaSPmIkXLQXpOLtupcRNqzoROl1/5ujQEIipHDj61M3hfWERg4Deg5BtByYUIiIl/BYFMLBhsvsZYAl07KU9pzf4M95zhsOcehvvI7VHbrDR3CLiRcQCjOiZY4Z2+B82iJIv9WsAe1hSYsDsEtWyMmzISOfkXoeGYVNPs/Akrz5Q8bWwIJjwH9JgF+IR48USIi8gYGm1ow2CjMVi53LV08DuSmAxd/A/LPAaaWsJhicEkbiUwpAqesYTheHIzTeVacu1KM85dLUGaz13pYlQTEh0l4xPBvJBd8gYCybACA0Boh9UkBBjwJBMd46SSJiMjdGGxqwWDTNNntAtmFFpy7XIKMy8U4V7FlXC7GyYtFyCuubAXSoBz3qn7EY5qvEa86BwCwQY2zUckw952KNl0TEOSnVepUiIioHhhsasFg43uEEMgpLMXxrEIcv1CA9KxCHMsqxKmcQgwQh/CYeiNuUf/iLP+DrQfWGkbBHH0LOkcFIirIgDCjHmEmHcJNOoQZ9Qjy03LV5cboly+Bw2uAW2cBbQYoXRsi8iIGm1ow2DQfVpsdp3PNOHahAHkn96DL7x+jb/EPUFdMVz9qj8Xy8ntxWLRDofBHIfxhhTwrS62SEGrUIcyoQ7hJDj1Vw09oxfNQfx1MBg0CDBroNbzPlseUlwLfPgfs/R/5tcYAPLgC6DJM2XoRkdcw2NSCwaaZu3wapf9ZBs3hT6C2VZ+mboEWhcIfBRVBR370cwafQsfrivcuiUCcFZHIRSB0ajVMBg1M+orNoEGA49GggUmvrXisfD8y0IBWIX4IM+og1fMGqD7vyllgbQqQeVB+3bIrkPMrIKmB+94BbvqTsvUjIq9gsKkFgw0BAMyXgL3/Cxz+FDDnAmWFDTpcofDDGRGBMyISp0UkztgjcUbI22UEoPJ2ozUzaFVoHeKPVsF+aB3iJz8PcTz3QwuTvnkGn/TNwJePAZZ8eXbb/cuB9ncCX88EDq2UyyQtBm6ZVf1WIkTkUxhsasFgQzWy24DSAsBScNVjfsXz/JrfK8yGyD9X65o9AFCqMeGKIQYXta2RpWmFP1RROCMicdIWgZyCEliK8mBCCQJQApNUXPFYgkAUwySVwIQSBKlK0EJbilCNBYGSBUYUQ9LokdPqv5DbfiTsYZ1g0KrhV7E5nuu1Kug1qqYXimxW+cawu96WX7fqCzz0ceXMNiGAbYsq3x8wFbj7ZS7OSOTDGGxqwWBDbme1yFPYL58CLv8OXDolP7/0u7xCshccsrfDl7bb8LUtEZfh+ruWJFQLO47Xhorneq0aBk3la8d7BufzitcaNfx08hbqr0OIUYdAg8a9wakgE/j8USAjTX6d8ATwXy8CGl31sruXAd89Jz/v8TAw4r2ay5EyhAAO/BM4/QNw6xwgsrvSNaImjMGmFgw25FXWEvnO7ZdPuQaey6eAwgtyGa0/oA8E9AGAoeJRHwDogwB9AGy6ABQKP+SW63CxTI8LFi3+KNFCVfAHBhRtRe/Sfc4B0eVQ4z+iFz4vvw1bbTehFJ7/I69VSwjx1yHUWLmFGeUB1qFGbcVj5Xsh/lpoarth6qntwBd/AYpzAV0AMGIZ0G3ktStweDXw1VT5LvftBwOj/w/QGd1+nlRHlnxgw3Tg16/k1yotcNtceWP4pHpgsKkFgw01GlYLoNIAak3DjlN0ETj6BXBkdeUAWwBCHwhrl/tg7vIgClv0g8UmUFJmQ4lV3kqtNlisdlgqXjueW8ptsJRVvC63Vbwvv1daUdZcasOV4jIUl9nqVeVwkw6RQQb5fmFBBkQH6TAo62N0Pv4+JAiIiO6QHv4XENb+xg54Yivw2QTAWix3W41fK98clZSReRBYO1FuyVRpgNb9KlvgWnaTA2urm5WsITVBDDa1YLAhn3YxXW7BOPKZazdYUBug58NArzFAeEe3fZ3FasNlcxkum8twyVyGKxWPl82lzv1V38srseLq/9KEogBLte/hdvXPAIBPy+/EC7YUBJoCnHeGd9wwNTLIgMhAA4x6Dfx1FeOJKh61mfuBVQ8BJVeA8E7An9ZxtWlvEwLY8z9y96CtTP7dPbQCaNUH+GUdsOlpoPgSIKnkm9beMZ/3dKMbxmBTCwYbahbsduDsLrkV55evXGd9teoj3yS0zQDAGA74h3uta6DcZkdeiRXZBRZcyLOg/Mwu3HLorwgou4hS6PG67jH805wIq63u/znSqiXEay/gf/A3ROASLkpheCnkZeT6tXMGIH+tGka9BsH+WgT7aRHsr0NQlefBfloE+mmh5uKMdVeSB2yYBhz7Wn7d5V65ZabqvdrMucDmv8otjIB809oR7wFtErxeXWp6GGxqwWBDzU5ZMZC+CTiyBjiZCogauo8MQXLAMbaQw47R8bxFZfhxvPYPBVQNXIxQCGD3u8C2xXJ9wjsBD/0TiOgKu13gkrkMF/JLkJlnwYX8ElzItyAzT37MKbTIXWplNhRbbdVagKJwCf/SvYKOqj+QJ4x4tOxpHBCd6lS9QINGDj1+WgT7a52PwX7yAo0tAw1oEaBHC5MeLQL0MOob2J3Y1P1xQO56yjsrj6W5+2X5JrS1DSo/thH4Zg5QlA1AAhIeBwY/z7FRdE0MNrVgsKFmrShH/n/Lv3wpj38w59YcdK5Jkv9fuCHoqi0QMAS77tMHVi9jt8mDfdM3yYfr/iAw/G1Ab6rz6QghUFpeOU6opMyG4jIbrIW5aL/tUQTmHkK52oBdN72B30NuQXGZDUWl5cgvsSK/2Iq8kjLkFVuRV2xFfokVRaXlda4DABh1ajnoODaTXg4/Jr3L/hB/HbRqqelNv6+NEMBP/wC+WwDYrUBwG3lafqs+1/9syRXg2wXAoU/k1yGxwH3vAnG3e7LG1IQx2NSCwYaoCrsdsOTJAac4FzBfrNguVT4vrvr8MnCNNXvqRK0DhrwC9H3UM4vrlZmBz1KAk1vlVYpHvAf0HnvNj1htdhSUWJFX4gg7rsHnSnEZcotKcbFQ3nIKS+s8gFqtkuT1hnSV6w45n+tc9/vrKqbpV+yrev+yqlfs6ssnVXnX8Z5WrUKwnxYhRrnbLaSiRare3W4leXJAPb5Rfh0/HLhvGeAXXLfjnNwGbJhZOSas76NA0gtyCCaqgsGmFgw2RA1gt8nhpjhXXqjQkl+x5cmPpVX31bDZyuTjhMTJg0qjb/JsfW1W4Ktp8lgjQF4P55aZ1cuVl8otCCVX5D/YzudXbWVFQECUPFsrtB0Q2h5mYwwuWlTIKXQEHkvl86LKAHSpqBT2RvZfWUkCAg1ahPg7wo4WIf465/NgozzuKMRfB6NeDlgGjRoBlw4jZNNjUOVnQKi0kJL/BvSfUv+AaimQuyX3/T/5dWBruRWvY5LbzpWaPgabWjDYECnIapEDjrGF91YJttuBrc8Dacvk17G3yY9VA4u1uGHfEdgaCI2rCDztK4NPSJxz1o/NLlBkKXdOt5en3pejpMxeZV95xX6787WlzIry0hLYykpggR5Wld5lXJGo0oJ29X/Fq74sLbcjv7gMV4rllqdCS3263QQeUW/BfM0q6CQbMuwtML18Jk5qOjoXcvTTXb3Qo9zyFOSndW6BVZ47xjAF+Wnhd34XpK9nyN2kANB7PJD8N9cByB5iscpLGFwxy9fnSsW10mtUaBXsh+hgP0QFGWDQ8ma3SmGwqQWDDVEztettYOvC2t+XVPIYIb+QGraK/Vp/oOAP18UWS/Ov8aUSENS6onWnHeAfBpRb5IUbrSVyoLKWAOUlVfZd9Z6t1PWQar08XskvuGLcUvBVr2vaV+W9ioHfVpsd+SVW5DnCjlnudnP8Qc+r8sc9r7gM6tJ8/LX0Xdwp9gAANtn6Y551MgrgvgG/WrWECIMNM1WfYZT1a6ggkK8Oxb9bjsf5gF7INXaCWqeDTq2CRqWCViNVPJeg1aigVaugVUsVj/JzCRLySuTAkldchstVz6/KPovVfkN1DDfpEB3sh+ggOey0CvFDq2CDvC+YN7T1JAabWjDYEDVjGT8CWT/XHF70gXVvRRJCHoPkciuNKqGngTdX9YhqA7qvtQXLjyWXga+mA/kZ8tio5P+G9eZHUVJuh6WscoFHR0uUY5FHR0tUcalNHrB91VZQ5Xn5Vf10N0u/4TXtcnRQZTr3lQotfhZxOGjvULF1xAWE4no3mb1RGpV0VZecFpZyOzLzSvDHlRKUWK8/nkrnbOExICLQAK1KBUly9NJJ8nOg4rHqa/kcqu7XqlUurV+OZQsMGlVFy5jj3nCqKs/lrerYKSEEhABsQsBmd31utwvYhYBNCNjtkJ/bBdQqCUadBka9uvaVwr2MwaYWDDZE5BVCyIOyq4ad0kJA6wdo/ORHrX/FY9XNH9AYqrznL3dnaQzygGjHeCZLvjweqOoYp1pf5wNWc8PPKSRWnvXk5rFRQggUl9mQVzFbzRF2ioqK0PrkJ4i89BMiC4/CUF5Q7bP5mjCcNnTFKV0XnNDF46S6PYqEHlabgNVmh12Iii4vObCEOsYQVQyiDq0YSB1s1CJAX/t9z4QQyCu24o+8EmQ6tnyLy+ucwtJq3YFK0arl87DZRYPHduk1Kpj0GhgrNpNeXg/KEXzkfVXe16nQOlCDfh2i3HAmlRhsasFgQ0TNUnlZlcHdea6DukvyrjHoO08OVF3uAYa9LrfgKEEIOSD+sQ84v1feso5WX65AUgMR3YDWfeVbOUT2kLsZbVb5fmI2qzw1vdrr8ir7q7zW+gHGloCppTw2zNQS0JlqHChdVm5HVpWwk11ogb2ihURUnIJA5WsIUblf2KAvL4SfNQ9+ZZfhV34FFqHHaX0nXBYB8u1OrHbnbVEszs3ufF1afmPdaTWRJEAlSVBLElQqoNwmqrWiXU2LcrSVstBeuoD2UibaqSoepUz8bEzErX9dV+/61ITBphYMNkREPqKsGLhwuDLonN8HFGZe/3MNpfEDTC2qBx5jS9f9fiFyaHQupeBYVsGxVVlOofiSHLRqEtxWvrdW9M3yGkFRvWpc98lul9d1KrHaUFpugwQJKglQqSoCS0VoUUkS1KqK15K8BEFNLVWl5TaYLeUoyctG+cV0iNwTUF86CV3eKfgX/A5jyR9Q1bIOVqaxK6KfTmvIVa6GwaYWDDZERD4s/48qrTr75PunqdTyishqTcWjtobXmpr3l5nlhS3NOfINZ93RpXct+sDK1b5LrgCXTlQvI6mA8M5y2HEEnoju9bs1Sllxxbk5tmw5aOWdA3J/kzdLXu2f1wUA4R3k1cPDOsr3ogvvKM8OdPN9wBhsasFgQ0RE9eYMOhddA48jHDj3X5S7/nQBlbcp8Q93vWVJtddhgEbv+n0lecCFQ/JtK/7YL985veCP6vVS6+Rut+iKsBPZU16fyVwRVoouVjxWBBfHvhsa4C4BQTGVoSW8Y2WQCYj0zAKbNWCwqQWDDREReYXd1vD7qtWkMEsOOpkHKgPPtVpVrketB0wRcveZYwuIdm190fm7rfr1Vde/3838Dm5ERERu5olQA8itJF2GyRsgjz6+croi7ByUg07Or3JrkamFHFqMLVzDi7FlxesWcveXD669w2BDRETUFElS5SKQPR5UujaNRuNYfYeIiIjIDRhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8BoMNERER+QwGGyIiIvIZDDZERETkMxhsiIiIyGcw2BAREZHPYLAhIiIin8FgQ0RERD6DwYaIiIh8hkbpCniLEAIAUFBQoHBNiIiI6EY5/m47/o5fT7MJNoWFhQCAmJgYhWtCREREdVVYWIigoKDrlpPEjUagJs5utyMzMxMBAQGQJMmtxy4oKEBMTAzOnTuHwMBAtx7bl/G61R2vWf3wutUPr1vd8ZrVz7WumxAChYWFiI6Ohkp1/RE0zabFRqVSoXXr1h79jsDAQP6Q64HXre54zeqH161+eN3qjtesfmq7bjfSUuPAwcNERETkMxhsiIiIyGcw2LiBXq/HokWLoNfrla5Kk8LrVne8ZvXD61Y/vG51x2tWP+68bs1m8DARERH5PrbYEBERkc9gsCEiIiKfwWBDREREPoPBhoiIiHwGg00Dvffee4iNjYXBYEBCQgL27NmjdJUatcWLF0OSJJetS5cuSler0fnhhx8wfPhwREdHQ5IkrF+/3uV9IQQWLlyIqKgo+Pn5ISkpCSdOnFCmso3I9a7bxIkTq/3+hgwZokxlG4klS5agX79+CAgIQMuWLTFy5Eikp6e7lLFYLJg6dSrCwsJgMpkwatQoZGdnK1TjxuFGrtsdd9xR7ff2+OOPK1TjxuGDDz5Az549nQvxJSYmYvPmzc733fFbY7BpgDVr1mDOnDlYtGgRDhw4gF69eiE5ORk5OTlKV61R69atGy5cuODc/vOf/yhdpUbHbDajV69eeO+992p8/7XXXsM777yDDz/8ED/99BOMRiOSk5NhsVi8XNPG5XrXDQCGDBni8vv79NNPvVjDxmfnzp2YOnUqfvzxR2zduhVWqxV33303zGazs8zs2bPx9ddfY+3atdi5cycyMzPxwAMPKFhr5d3IdQOAyZMnu/zeXnvtNYVq3Di0bt0ar7zyCvbv3499+/bhrrvuwogRI/DLL78AcNNvTVC99e/fX0ydOtX52maziejoaLFkyRIFa9W4LVq0SPTq1UvpajQpAMSXX37pfG2320VkZKR4/fXXnfvy8vKEXq8Xn376qQI1bJyuvm5CCJGSkiJGjBihSH2aipycHAFA7Ny5Uwgh/7a0Wq1Yu3ats8yxY8cEAJGWlqZUNRudq6+bEEIMGjRIzJw5U7lKNREhISHif//3f932W2OLTT2VlZVh//79SEpKcu5TqVRISkpCWlqagjVr/E6cOIHo6Gi0a9cO48ePR0ZGhtJValJOnz6NrKwsl99eUFAQEhIS+Nu7ATt27EDLli3RuXNnPPHEE7h06ZLSVWpU8vPzAQChoaEAgP3798Nqtbr83rp06YI2bdrw91bF1dfNYeXKlQgPD0f37t0xf/58FBcXK1G9Rslms2H16tUwm81ITEx022+t2dwE091yc3Nhs9kQERHhsj8iIgLHjx9XqFaNX0JCAj7++GN07twZFy5cwAsvvIDbbrsNR48eRUBAgNLVaxKysrIAoMbfnuM9qtmQIUPwwAMPIC4uDqdOncKzzz6LoUOHIi0tDWq1WunqKc5ut2PWrFm45ZZb0L17dwDy702n0yE4ONilLH9vlWq6bgAwbtw4tG3bFtHR0Thy5AieeeYZpKenY926dQrWVnk///wzEhMTYbFYYDKZ8OWXX6Jr1644dOiQW35rDDbkVUOHDnU+79mzJxISEtC2bVt89tlnmDRpkoI1o+ZgzJgxzuc9evRAz5490b59e+zYsQODBw9WsGaNw9SpU3H06FGOe6uj2q7blClTnM979OiBqKgoDB48GKdOnUL79u29Xc1Go3Pnzjh06BDy8/Px+eefIyUlBTt37nTb8dkVVU/h4eFQq9XVRmtnZ2cjMjJSoVo1PcHBwejUqRNOnjypdFWaDMfvi7+9hmvXrh3Cw8P5+wMwbdo0bNy4Edu3b0fr1q2d+yMjI1FWVoa8vDyX8vy9yWq7bjVJSEgAgGb/e9PpdOjQoQP69OmDJUuWoFevXnj77bfd9ltjsKknnU6HPn36IDU11bnPbrcjNTUViYmJCtasaSkqKsKpU6cQFRWldFWajLi4OERGRrr89goKCvDTTz/xt1dH58+fx6VLl5r1708IgWnTpuHLL7/E999/j7i4OJf3+/TpA61W6/J7S09PR0ZGRrP+vV3vutXk0KFDANCsf281sdvtKC0tdd9vzf3jm5uP1atXC71eLz7++GPx66+/iilTpojg4GCRlZWldNUarblz54odO3aI06dPi127domkpCQRHh4ucnJylK5ao1JYWCgOHjwoDh48KACIN998Uxw8eFCcPXtWCCHEK6+8IoKDg8VXX30ljhw5IkaMGCHi4uJESUmJwjVX1rWuW2FhoXjqqadEWlqaOH36tNi2bZu4+eabRceOHYXFYlG66op54oknRFBQkNixY4e4cOGCcysuLnaWefzxx0WbNm3E999/L/bt2ycSExNFYmKigrVW3vWu28mTJ8WLL74o9u3bJ06fPi2++uor0a5dO3H77bcrXHNlzZs3T+zcuVOcPn1aHDlyRMybN09IkiS+++47IYR7fmsMNg307rvvijZt2gidTif69+8vfvzxR6Wr1KiNHj1aREVFCZ1OJ1q1aiVGjx4tTp48qXS1Gp3t27cLANW2lJQUIYQ85fv5558XERERQq/Xi8GDB4v09HRlK90IXOu6FRcXi7vvvlu0aNFCaLVa0bZtWzF58uRm/39EarpeAMSKFSucZUpKSsSTTz4pQkJChL+/v7j//vvFhQsXlKt0I3C965aRkSFuv/12ERoaKvR6vejQoYN4+umnRX5+vrIVV9ijjz4q2rZtK3Q6nWjRooUYPHiwM9QI4Z7fmiSEEA1oQSIiIiJqNDjGhoiIiHwGgw0RERH5DAYbIiIi8hkMNkREROQzGGyIiIjIZzDYEBERkc9gsCEiIiKfwWBDRM2WJElYv3690tUgIjdisCEiRUycOBGSJFXbhgwZonTViKgJ0yhdASJqvoYMGYIVK1a47NPr9QrVhoh8AVtsiEgxer0ekZGRLltISAgAuZvogw8+wNChQ+Hn54d27drh888/d/n8zz//jLvuugt+fn4ICwvDlClTUFRU5FLmo48+Qrdu3aDX6xEVFYVp06a5vJ+bm4v7778f/v7+6NixIzZs2ODZkyYij2KwIaJG6/nnn8eoUaNw+PBhjB8/HmPGjMGxY8cAAGazGcnJyQgJCcHevXuxdu1abNu2zSW4fPDBB5g6dSqmTJmCn3/+GRs2bECHDh1cvuOFF17Aww8/jCNHjmDYsGEYP348Ll++7NXzJCI3cu99O4mIbkxKSopQq9XCaDS6bH/729+EEPLdkx9//HGXzyQkJIgnnnhCCCHE8uXLRUhIiCgqKnK+/8033wiVSuW8Y3d0dLR47rnnaq0DALFgwQLn66KiIgFAbN682W3nSUTexTE2RKSYO++8Ex988IHLvtDQUOfzxMREl/cSExNx6NAhAMCxY8fQq1cvGI1G5/u33HIL7HY70tPTIUkSMjMzMXjw4GvWoWfPns7nRqMRgYGByMnJqe8pEZHCGGyISDFGo7Fa15C7+Pn53VA5rVbr8lqSJNjtdk9UiYi8gGNsiKjR+vHHH6u9jo+PBwDEx8fj8OHDMJvNzvd37doFlUqFzp07IyAgALGxsUhNTfVqnYlIWWyxISLFlJaWIisry2WfRqNBeHg4AGDt2rXo27cvbr31VqxcuRJ79uzB//t//w8AMH78eCxatAgpKSlYvHgxLl68iOnTp+PPf/4zIiIiAACLFy/G448/jpYtW2Lo0KEoLCzErl27MH36dO+eKBF5DYMNESlmy5YtiIqKctnXuXNnHD9+HIA8Y2n16tV48sknERUVhU8//RRdu3YFAPj7++Pbb7/FzJkz0a9fP/j7+2PUqFF48803ncdKSUmBxWLBW2+9haeeegrh4eF48MEHvXeCROR1khBCKF0JIqKrSZKEL7/8EiNHjlS6KkTUhHCMDREREfkMBhsiIiLyGRxjQ0SNEnvJiag+2GJDREREPoPBhoiIiHwGgw0RERH5DAYbIiIi8hkMNkREROQzGGyIiIjIZzDYEBERkc9gsCEiIiKfwWBDREREPuP/AwmK+Q4oMpVrAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecaster.plot_fit_history()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Call the `predict()` function of the model. This returns key-value data with the prediction values" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'humidity': 41.1835974492752, 'temperature': 22.002289222338973}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecaster.predict(timeseries)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The timeseries on which to call the predict has to be at least of 24 hours (the window length)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The series length (23) is shorter than the model window (24)\n" ] } ], "source": [ "try:\n", " forecaster.predict(timeseries[0:23])\n", "except Exception as e:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `forecats()` method returns not only data but also their data points, with the timestamp" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Time point @ 1557964800.0 (2019-05-16 00:00:00+00:00) with data \"{'humidity': 41.1835974492752, 'temperature': 22.002289222338973}\"" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecaster.forecast(timeseries)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `apply()` method allows instead to directly apply the model on a time series (by combining the forecasts with the real observations)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecaster.apply(timeseries, steps=12)[-1000:].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evaluate the forecaster. By default, forecasters get evaluated with RMSE and MAE error metrics:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'humidity_RMSE': 1.1227689284900235,\n", " 'humidity_MAE': 0.7885700923392349,\n", " 'temperature_RMSE': 0.35654303730382,\n", " 'temperature_MAE': 0.2521201023866407}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecaster.evaluate(timeseries)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more advanced evaluation modes, including using other error metrics, plotting the error distribution and/or the predictions, check out the \"Forecasting - Advanced Evaluation\" notebook." ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }