diff --git a/use_cases/eluc/.gitignore b/use_cases/eluc/.gitignore index f711f3b..a6b769c 100644 --- a/use_cases/eluc/.gitignore +++ b/use_cases/eluc/.gitignore @@ -3,6 +3,8 @@ predictors/*/trained_models/ # Ignores predictor significance results experiments/predictor_significance +# Ignores figures for paper +experiments/figures experiments/figures diff --git a/use_cases/eluc/data/eluc_data.py b/use_cases/eluc/data/eluc_data.py index 45a9abf..298c1f6 100644 --- a/use_cases/eluc/data/eluc_data.py +++ b/use_cases/eluc/data/eluc_data.py @@ -171,7 +171,8 @@ def __init__(self, start_year=1851, test_year=2012, end_year=2022, countries=Non self.train_df = df.loc[start_year:test_year-1] self.test_df = df.loc[test_year:end_year-1] - + assert self.train_df['time'].max() == self.test_df["time"].min() - 1 + self.encoder = ELUCEncoder(self.get_fields()) def hf_to_df(self, hf_repo): @@ -197,7 +198,8 @@ def __init__(self, path, update_path, start_year=1851, test_year=2012, end_year= self.train_df = df.loc[start_year:test_year-1] self.test_df = df.loc[test_year:end_year-1] - + assert self.train_df['time'].max() == self.test_df["time"].min() - 1 + self.encoder = ELUCEncoder(self.get_fields()) def import_data(self, path, update_path): diff --git a/use_cases/eluc/experiments/predictor_experiments.ipynb b/use_cases/eluc/experiments/predictor_experiments.ipynb index e7b7e15..85a1a12 100644 --- a/use_cases/eluc/experiments/predictor_experiments.ipynb +++ b/use_cases/eluc/experiments/predictor_experiments.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -29,6 +29,7 @@ "\n", "from data.eluc_data import ELUCData\n", "from data import constants\n", + "from data.conversion import construct_countries_df\n", "from predictors.predictor import Predictor\n", "from predictors.neural_network.neural_net_predictor import NeuralNetPredictor\n", "from predictors.sklearn.sklearn_predictor import LinearRegressionPredictor, RandomForestPredictor" @@ -66,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -87,9 +88,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 19028/19028 [14:12<00:00, 22.32it/s]\n", + "100%|██████████| 19028/19028 [14:17<00:00, 22.18it/s]\n", + "100%|██████████| 19028/19028 [14:19<00:00, 22.14it/s]\n" + ] + } + ], "source": [ "results = nnp.fit(dataset.train_df[nn_config[\"features\"]], dataset.train_df[nn_config[\"label\"]], verbose=True)\n", "nnp.save(\"predictors/neural_network/trained_models/test\")" @@ -97,19 +108,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAE Neural Net: 0.04711493104696274\n" + "MAE Neural Net: 0.05021795630455017\n" ] } ], "source": [ - "nnp = NeuralNetPredictor.load(\"predictors/neural_network/trained_models/experiment_nn\")\n", + "nnp = NeuralNetPredictor.load(\"predictors/neural_network/trained_models/no_overlap_nn\")\n", "print(f\"MAE Neural Net: {mean_absolute_error(dataset.test_df[nn_config['label']], nnp.predict(dataset.test_df[nn_config['features']]))}\")" ] }, @@ -122,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -135,29 +146,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "linreg.fit(dataset.train_df[constants.DIFF_LAND_USE_COLS], dataset.train_df[\"ELUC\"])\n", - "linreg.save(\"predictors/sklearn/trained_models/experiment_linreg\")" + "linreg.save(\"predictors/sklearn/trained_models/no_overlap_linreg\")" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAE Linear Regression: 0.07567060738801956\n" + "MAE Linear Regression: 0.07429615408182144\n" ] } ], "source": [ - "linreg = LinearRegressionPredictor.load(\"predictors/sklearn/trained_models/experiment_linreg\")\n", + "linreg = LinearRegressionPredictor.load(\"predictors/sklearn/trained_models/no_overlap_linreg\")\n", "print(f\"MAE Linear Regression: {mean_absolute_error(dataset.test_df['ELUC'], linreg.predict(dataset.test_df[constants.DIFF_LAND_USE_COLS]))}\")" ] }, @@ -170,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -178,21 +189,20 @@ " \"features\": constants.NN_FEATS,\n", " \"n_jobs\": -1,\n", " \"max_features\": \"sqrt\",\n", - " \"random_state\": 42\n", + " \"random_state\": 42,\n", "}\n", "forest = RandomForestPredictor(forest_config)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "# Note: The original paper trains from 1982 onwards but this is too slow and large for the\n", - "# purpose of this example.\n", - "forest.fit(dataset.train_df.loc[2002:][constants.NN_FEATS], dataset.train_df.loc[2002:][\"ELUC\"])\n", - "forest.save(\"predictors/sklearn/trained_models/experiment_rf\")" + "forest_year = 1982\n", + "forest.fit(dataset.train_df.loc[forest_year:][constants.NN_FEATS], dataset.train_df.loc[forest_year:][\"ELUC\"])\n", + "forest.save(\"predictors/sklearn/trained_models/no_overlap_rf\")" ] }, { @@ -204,12 +214,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "MAE Random Forest: 0.037707034150731636\n" + "MAE Random Forest: 0.03978765055906081\n" ] } ], "source": [ - "forest = RandomForestPredictor.load(\"predictors/sklearn/trained_models/experiment_rf\")\n", + "forest = RandomForestPredictor.load(\"predictors/sklearn/trained_models/no_overlap_rf\")\n", "print(f\"MAE Random Forest: {mean_absolute_error(dataset.test_df['ELUC'], forest.predict(dataset.test_df[constants.NN_FEATS]))}\")" ] }, @@ -222,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -288,12 +298,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Neural Net\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -303,9 +320,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LinReg\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -315,9 +339,16 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest\n" + ] + }, { "data": { - "image/png": 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", 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1Ap0Vq7oioqtieUdgRcXyE2QX+uRu0IQQEXk91Hsx8E1JXweuBlYDewE3ZPe9MRJYKenVwI4bbnqLiLUAkiYDcyOiB3hK0vxaTlr5Rl8yfjydHR05VcfMbGARtXeopA//rqoFG6AhQ+ER8ZCk/YEjga8C84GlEXFQZbmUEPI870tv9NSpQ+7yMjOrx/re9TWXHT1ydLUiTwJvqFh+fVqXu4ZcLCvpdcDfI+JS4Hyy5s5YSQel7aMl7RkRa4AnJB2T1m8maQvgVmCGpJFprOGQRsRtZjYUvdFb81SDu4HdJO0s6RXAh4Crioi7URfL7g2cL6kXeBH4GLAeuCCNJ4wCvgMsBY4HLpF0Tio7HZgHHEo2dvA4cEeD4jYzq1s9XUY1HGu9pNOB68m612dGxNLcTlChUV1G15NVpq/J/ZR9mOzDv6/TBzj2ScMKzswsZzV+869ZRFxLA54w3Zq305mZNbG8E0KjOCGYmeWsnkHlZuKEYGaWs95etxDMzIx8B5UbyQnBzCxnHkMwMzPACcHMzBInBDMzA6Cnt6fsEIZk00kIZ5xRdgT5mzKl7AiK0aI/P1jNv1/x72WHkLvzPnhe2SEUYrhP9XQLwczMACcEMzNLfNmpmZkBvjHNzMySXpwQzMwMWN/jZxmZmRkeVDYzs8SDymZmBriFYGZmiROCmZkBfnRFVZIEKKJFU6eZWY1atYVQ6ENjJHVIWibpR8AS4IeSuiUtlXR2Rbnlks6WtFDSYklvTuvHSrohlf+BpMckbZe2HSfpLkmLJF0iabiPHzEzy0Vv9NY8DYeksyQ9mT4HF0k6cjjHa8RTxHYDLoyIPYHPRMQEYB/gnZL2qSi3KiL2By4CzkzrvgzMT/teAewEIOktwAzgHRExHugBPtqAupiZVRURNU85+HZEjE/TtcM5UCMSwmMR8ds0f6ykhcC9wJ7AHhXlrkyv9wAdaX4S8BOAiLgOWJ3Wvws4ALhb0qK0vEvfE0vqTC2S7q6rr86tQmZmg+nt7a15aiaNGEN4HkDSzmTf/N8aEaslzQI2ryi3Lr321BCXgNkR8fnBCkVEF9AFwPz5rXlhsJm1nHoeXSGpE+isWNWVPrtqdbqkE4Busl6Y1dV2GEgjHzy/FVlyeFbSOOC9NeyzADgWQNJ7gG3T+puAaZK2T9vGSPqH/EM2M6vf+p71NU8R0RUREyqmjZKBpBslLelnOpqsi/2NwHhgJfDN4cTdsKuMIuJ3ku4FHgRWkH3YV3M2MFfS8cAdwB+BNRGxStIXgV9JGgG8CJwGPFZM9GZmtcvzKqOIOKyWcpK+Dwyrb7zQhBARy4G9KpZPGqBcR8V8NzAlLT4LHB4R6yUdRNbdtC6V+ynw0yLiNjMbjkY9ukLSDhGxMi1OJbuac8ia/ca0nYDLUivgBeBfSo7HzKyqBt6H8A1J44EAlgP/OpyDNXVCiIiHgf3KjsPMrB6NSggRcXyex2vqhGBm1or86AozMwNa99EVTghmZjlzQjAzM4CmuwO5Vk4IZmY5C1rzwQhOCGZmOXMLodlttVXZEeRvRCOfPNI4jz/zeNkhFOKOR+4oO4TcXbP4mrJDKMRR+x41rP3X967PKZLG2nQSgplZg3hQ2czMACcEMzNLGvUso7w5IZiZ5cwtBDMzA5wQzMws8bOMzMwM8H0IZmaWuMvIzMwAJ4SGkDQFeCEiflNyKGZmA/Jlp40xBXgOeFlCkDQqIlrzfnEzayt+dEUVkjqA64B7gP2BpcAJwJnAB4BXkn3Q/2tEhKRPAKcC64H7gc+l5R5JxwFnAKcAa8l+ZnMB8OlG1cfMbCDuMqrN7sApEbFA0kzg48D3IuIcAEk/Bt4P/JIsAewcEeskbRMRf5V0MfBcRPxHKn8K8HpgYkS05nVeZtZ2WjUhNPpxmSsiYkGavxSYBBwi6U5Ji4FDgT3T9vuAOak1MFj76/KBkoGkTkndkrq7rrwypyqYmQ2uN3prnoZD0nRJSyX1SprQZ9vnJf1e0jJJh9dyvEa3EPqOtARwITAhIlZIOgvYPG17HzCZrDvpC5L2HuCYzw94soguoAuA7u7WHOUxs5bTwEHlJcAHgUsqV0raA/gQ2Rfs1wE3SnpTtZ6URrcQdpJ0UJr/CHB7ml8laUtgGoCkEcAbIuLXwGeBrYEtgTXAqxsbsplZfRrVQoiIByJiWT+bjgZ+EhHrIuIPwO+BA6sdr9EthGXAaWn84H7gImBbsiz3R+DuVG4kcKmkrQEBF6QxhF8CV0g6mmxQ2cys6azvqf0qI0mdQGfFqq7UuzEcOwK/rVh+Iq0bVKMTwvqIOK7Pui+mqa9JfVdExEPAPhWrbssxNjOzXNTTZbRR13Y/JN0IvLafTV+IiF/UH93AWu0+BDOzppfnVUYRcdgQdnsSeEPF8uvTukE1bAwhIpZHxF6NOp+ZWVkaNYYwiKuAD0naTNLOwG7AXdV2cgvBzCxnjboPQdJU4LvAWOAaSYsi4vCIWCrpMrKx2vXAabXcq+WEYGaWs0ZddhoR84B5A2w7Fzi3nuM5IZiZ5czPMjIzM6B1H13hhGBmljMnBDMzA5wQzMws8Q/kNLsJE6qXaTE/uuNHZYdQiO223K7sEArR09t+T2i/rPuyskMoxFH7HjWs/et5dEUz2XQSgplZg7iFYGZmgMcQzMwscUIwMzPACcHMzBKPIZiZGeBHV5iZWeIuIzMzA5wQzMwscULImaRREdGaHXFmtknzoPIQSDoBOBMI4D6gB1gL7AcskPQj4GJgC+AR4OSIWC3pZuB3wDvJ6nByRFT9eTgzs0bo7XULoS6S9gS+CEyMiFWSxgDfIvsx6IkR0SPpPuCMiLhF0jnAl4FPpkNsERHjJU0GZgL+vWYzawqtepXRiBLPfShweUSsAoiIZ9L6y1My2BrYJiJuSetnA5Mr9p+b9rsV2ErSNn1PIKlTUrek7q6urqLqYWa2kYioeWomzTiG8HyN5fq+ky97ZyOiC+gaaLuZWREaNagsaTpwFvAW4MCI6E7rO4AHgGWp6G8j4tRqxyuzhTAfmC7pNQCpy+j/RMSzwGpJB6dVxwO3VBSZkfabBDybypuZla43emuehmkJ8EHg1n62PRIR49NUNRlAiS2EiFgq6VzgFkk9wL39FDsRuFjSFsCjwD9VbFsr6V5gNHBy4QGbmdWoUS2EiHgAQFIuxyu1yygiZpONDQy0fRHw9gE2XxoRnywgLDOzYannx5AkdQKdFau6Unf3cO2cvjT/DfhiRNxWbYdmHEMwM2tp9bQQ+ox1voykG4HX9rPpCxHxiwF2WwnsFBF/kXQA8HNJe0bE3waLpSUTQkRMKTsGM7OB5NllFBGHDWGfdcC6NH+PpEeANwHdg+3XkgnBzKyZlf3oCkljgWfSJfy7ALuRjcMOygnBzCxnjbpTWdJU4LvAWOAaSYsi4nCye7bOkfQi0AucWnGv14CcEMzMctaoG84iYh4wr5/1PwN+Vu/xnBDMzHLWqo+ucEIwM8tZ2WMIQ+WEYGaWs2Z7RlGtnBDMzHLWqi0EtWoma2aSOnO607BptGOdoD3r1Y51gvatVzMp8+F27ayzepGW0451gvasVzvWCdq3Xk3DCcHMzAAnBDMzS5wQitGO/ZztWCdoz3q1Y52gfevVNDyobGZmgFsIZmaWOCGYmRnghGDDIGmKpIllx2G1kzRL0rQ0f7CkpZIWSXpl2bENVWWdbHicEHIiaVO863sK0G9CKPP9UMb/tqv7KPC19CPs/1t2MFY+/6epg6QTJN0n6XeSfpy+mVws6U7gG5LGS/ptKjNP0rZpv5sl/Wf6JrZE0oElVwVJHZIelDRH0gOSrpC0haQvSbo7xdml9Ovdkj4h6f5Ut59I6gBOBT6V6nVw3/ejhPosk/QjYAnwQ0nd6Rvw2RXllks6W9JCSYslvTmtHyvphlT+B5Iek7Rd2nacpLtSPS+RNLKB9XqVpGvSv7klkmZIOkDSLZLukXS9pB1S2V0l3ZjKLpT0xpQcv5femxuB7VPZfwaOBb4iaU6j6lNknVL5fv++VqOI8FTDBOwJPARsl5bHALOAq4GRad19wDvT/DnAd9L8zcD30/xkYEkT1KcDCOAdaXkmcCYwpqLMj4EPpPmngM3S/Dbp9SzgzIryG70fJdSnF3j7hr9Peh2Z3v990vJy4Iw0/3HgB2n+e8Dn0/wR6b3ZDngL8EtgdNp2IXBCA+v1jxv+7aTlrYHfAGPT8gxgZpq/E5ia5jcHtgA+CNyQ3ofXAX8FplX8vaaV8Lcqsk79/n091TZtit0cQ3UocHlErAKIiGfSl+fLI/uZuq3JPihvSeVnA5dX7D837XerpK0kbRMRf21c+P1aEREL0vylwCeAP0j6f2T/8cYAS8k+EO8D5kj6OfDzQY55eUT0FBbx4B6LiN+m+WMldZI9wHEHYA+yOgBcmV7vIftwAZgETAWIiOskrU7r3wUcANyd/t6vBJ4ushJ9LAa+KenrZMl2NbAXcEOKZySwUtKrgR0j+8EUImItgKTJwNz0N3lK0vwGxj6QouvU39/XauCEMHzP11iu7w0fzXADSH8xXQhMiIgVks4i+1YG8D6y1s0HgC9I2nuAY9b6fhTheQBJO5O1dt4aEaslzeKlekD68XGgh+r/BwTMjojP5xxrTSLiIUn7A0cCXwXmA0sj4qDKcunDsyU0oE71/H2tgscQajcfmC7pNQCSxlRujIhngdWSDk6rjgduqSgyI+03CXg2lS/bTpI2/Cf8CHB7ml8laUtgw9UoI4A3RMSvgc+SNfG3BNYAzfhBtBVZcnhW0jjgvTXss4CsTx1J7wG2TetvAqZJ2tD3PkbSP+Qfcv8kvQ74e0RcCpwPvA0Yu+HvJmm0pD0jYg3whKRj0vrNJG0B3ArMkDQy9csf0qjYB9KOdWoXzp41ioilks4FbpHUA9zbT7ETgYvTP9pHgX+q2LZW0r3AaODkwgOuzTLgNEkzgfuBi8g+CJcAfwTuTuVGApembjEBF0TEXyX9ErhC0tHAGQ2PfgAR8bv0Xj8IrCD7sK/mbGCupOOBO8jqvyYiVkn6IvCrlBhfBE4DHism+pfZGzhfUm8698eA9cAF6e8xCvgOWdfe8cAlks5JZaeT/d7uoWR/38dT3crWjnVqC350RQNIupls8LW77Fg2UHaV0NURsVfZsTQDSZsBPRGxPn1TvSgixpcclllDuYVgltkJuCy1Al4A/qXkeMwazi0EMzMDPKhsZmaJE4KZmQFOCGZmlnhQ2TYZ6R6Sm9Lia8luXPpzWj4wIl4oJTCzJuFBZdskpbuwn4uI/yg7FrNm4S4j26RJepeke9OTMWem+xHMNklOCLYp25zsiZ8zImJvsi7Uj5UakVmJnBBsUzYS+ENEPJSWZ5M9wM9sk+SEYGZmgBOCbdp6gA5Ju6blvk+oNdukOCHYpmwt2RNpL5e0mOwX1y4uNySz8viyUzMzA9xCMDOzxAnBzMwAJwQzM0ucEMzMDHBCMDOzxAnBzMwAJwQzM0v+PyKMSlvr5WJAAAAAAElFTkSuQmCC", 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" ] @@ -330,9 +361,13 @@ ], "source": [ "sample = dataset.test_df.sample(frac=0.01, random_state=100)\n", - "create_heatmap(nnp, sample, title=\"Neural Net\")\n", - "create_heatmap(linreg, sample, title=\"Linear Regression\")\n", - "create_heatmap(forest, sample, title=\"Random Forest\")" + "fig_dir = Path(\"experiments/figures/no-overlap\")\n", + "print(\"Neural Net\")\n", + "create_heatmap(nnp, sample, save_path=fig_dir / \"nn-heatmap.png\")\n", + "print(\"LinReg\")\n", + "create_heatmap(linreg, sample, save_path=fig_dir / \"lr-heatmap.png\")\n", + "print(\"Random Forest\")\n", + "create_heatmap(forest, sample, save_path=fig_dir / \"rf-heatmap.png\")" ] }, { @@ -340,108 +375,39 @@ "metadata": {}, "source": [ "### Statistical Significance\n", - "The models were tested by training them multiple times and comparing the samples using a t-test." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def train_and_test(n, model_constructor, config, train_df, test_df, save_path, override_start_year=None):\n", - " \"\"\"\n", - " Trains a model n times on each region and evaluates each model on each region.\n", - " :param n: Number of times to train each model on each region.\n", - " :param model_constructor: A function that returns a model.\n", - " :param config: A dictionary of configuration parameters for each model type.\n", - " :param train_df: The training data.\n", - " :param test_df: The testing data.\n", - " :param save_path: The path to save the results.\n", - " :param override_start_year: If not None, overrides the start year of the test data on the ALL region.\n", - " (This is currently only used for the random forest)\n", - " \"\"\"\n", - " save_dir = Path(save_path).parent\n", - " save_dir.mkdir(parents=True, exist_ok=True)\n", - " if not Path(save_path).exists():\n", - " with open(save_path, \"w\") as f:\n", - " f.write(\"region,eval,mae,time\\n\")\n", - " with open(save_path, \"a\") as f:\n", - " # Iterate over all regions\n", - " for train_region in constants.COUNTRY_DICT.keys():\n", - " print(train_region)\n", - " if train_region != \"ALL\":\n", - " countries = constants.COUNTRY_DICT[train_region]\n", - " idx = constants.COUNTRIES_DF[constants.COUNTRIES_DF[\"abbrevs\"].isin(countries)].index.values\n", - " train_region_df = train_df[train_df[\"country\"].isin(idx)]\n", - " else:\n", - " train_region_df = train_df\n", - " \n", - " # n times for each region\n", - " for i in tqdm(range(n)):\n", - " model = model_constructor(**config)\n", - " s = time.time()\n", - " _ = model.fit(train_region_df, **config)\n", - " e = time.time()\n", - " # Evaluate on each region\n", - " for test_region in constants.COUNTRY_DICT.keys():\n", - " if test_region != \"ALL\":\n", - " countries = constants.COUNTRY_DICT[test_region]\n", - " idx = constants.COUNTRIES_DF[constants.COUNTRIES_DF[\"abbrevs\"].isin(countries)].index.values\n", - " test_region_df = test_df[test_df[\"country\"].isin(idx)]\n", - " else:\n", - " test_region_df = test_df\n", - " if override_start_year:\n", - " test_region_df = test_region_df.loc[override_start_year:]\n", - " \n", - " mae = mean_absolute_error(model.predict(test_region_df), test_region_df[\"ELUC\"])\n", - " f.write(f\"{train_region},{test_region},{mae},{e - s}\\n\")" + "The models were tested by training them multiple times via [predictor_significance.py](experiments/predictor_significance.py)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Generate results:" + "#### Load Results and Perform T-Test" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "model_constructors = [NeuralNetPredictor, LinearRegressionPredictor, RandomForestPredictor]\n", - "configs = [nn_config, linreg_config, forest_config]\n", - "model_names = [\"neural_network\", \"linear_regression\", \"random_forest\"]\n", - "for model_constructor, config, model_name in zip(model_constructors, configs, model_names):\n", - " override_start_year = None\n", - " if model_name == \"random_forest\":\n", - " override_start_year = 2002\n", - " train_and_test(30, model_constructor, config, dataset.train_df, dataset.test_df, f\"experiments/predictor_significance/{model_name}_eval.csv\", override_start_year=override_start_year)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Load Results and Perform T-Test" + "significance_path = Path(\"experiments/predictor_significance/no_overlap_fixed\")" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "linreg_results = pd.read_csv(\"experiments/predictor/significance/linear_regression_eval.csv\")\n", - "nn_results = pd.read_csv(\"experiments/predictor/significance/neural_network_eval.csv\")\n", - "forest_results = pd.read_csv(\"experiments/predictor_significance/random_forest_eval.csv\")" + "linreg_results = pd.read_csv(significance_path / \"linear_regression_eval.csv\")\n", + "forest_results = pd.read_csv(significance_path / \"random_forest_eval.csv\")\n", + "nn_results = pd.read_csv(significance_path / \"neural_network_eval.csv\")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -449,18 +415,18 @@ "output_type": "stream", "text": [ "EU p-value forest < nn: 1.0\n", - "SA p-value forest < nn: 4.081372920256761e-96\n", - "US p-value forest < nn: 8.865504240014044e-41\n", - "ALL p-value forest < nn: 5.399007032681815e-49\n" + "SA p-value forest < nn: 1.601086174014152e-93\n", + "US p-value forest < nn: 1.0\n", + "ALL p-value forest < nn: 2.01460753545334e-33\n" ] } ], "source": [ "for region in constants.COUNTRY_DICT.keys():\n", - " lr_region_results = linreg_results[(linreg_results[\"region\"] == region) & (linreg_results[\"eval\"] == region)] \n", - " region_results = forest_results[(forest_results[\"region\"] == region) & (forest_results[\"eval\"] == region)]\n", - " other_results = nn_results[(nn_results[\"region\"] == region) & (nn_results[\"eval\"] == region)]\n", - " print(f\"{region} p-value forest < nn: {ttest_ind(region_results['mae'], other_results['mae'], alternative='less').pvalue}\")" + " lr_region_results = linreg_results[linreg_results[\"train\"] == region][region]\n", + " forest_region_results = forest_results[forest_results[\"train\"] == region][region]\n", + " nn_region_results = nn_results[nn_results[\"train\"] == region][region]\n", + " print(f\"{region} p-value forest < nn: {ttest_ind(forest_region_results, nn_region_results, alternative='less').pvalue}\")" ] }, { @@ -473,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -485,17 +451,18 @@ " Prints by region.\n", " \"\"\"\n", " for region in constants.COUNTRY_DICT.keys():\n", - " region_results = self_results[self_results[\"region\"] == region]\n", - " row = f\"{self_name} ({region if region != 'ALL' else 'Global'}) & {region_results['time'].mean():.4f}\"\n", + " region_results = self_results[self_results[\"train\"] == region]\n", + " row = f\"{self_name} ({region if region != 'ALL' else 'Global'}) & {region_results['time'].mean():.3f}\"\n", "\n", " for eval_region in constants.COUNTRY_DICT.keys():\n", " # Other model significance test\n", - " region_maes = region_results[region_results['eval'] == eval_region]['mae']\n", - " other_maes = other_results[(other_results[\"region\"] == region) & (other_results[\"eval\"] == eval_region)][\"mae\"]\n", + " region_maes = region_results[eval_region]\n", + " other_maes = other_results[other_results[\"train\"] == region][eval_region]\n", " other_pval = ttest_ind(region_maes, other_maes, alternative=\"less\").pvalue\n", "\n", " # Linreg significance test\n", - " linreg_mae = linreg_results[(linreg_results[\"region\"] == region) & (linreg_results[\"eval\"] == eval_region)].iloc[0][\"mae\"]\n", + " # We only need 1 sample from linreg because it's deterministic\n", + " linreg_mae = linreg_results[linreg_results[\"train\"] == region][eval_region].iloc[0]\n", " linreg_pval = ttest_1samp(region_maes, linreg_mae, alternative=\"less\").pvalue\n", "\n", " # Best method bolding\n", @@ -503,7 +470,7 @@ " if region == eval_region and region_maes.mean() < other_maes.mean():\n", " bold = True\n", "\n", - " row += f\" & ${region_maes.mean():.4f}\" if not bold else f\" & $\\\\textbf{{{region_maes.mean():.4f}}}\"\n", + " row += f\" & ${region_maes.mean():.3f}\" if not bold else f\" & $\\\\textbf{{{region_maes.mean():.3f}}}\"\n", " if linreg_pval <= 0.01 or other_pval <= 0.01:\n", " row += \"^{\"\n", " if linreg_pval <= 0.01:\n", @@ -523,10 +490,10 @@ " \"\"\"\n", " # Linreg\n", " for region in constants.COUNTRY_DICT.keys():\n", - " region_results = linreg_results[linreg_results[\"region\"] == region]\n", - " row = f\"LinReg ({region if region != 'ALL' else 'Global'}) & {region_results.iloc[0]['time']:.4f}\"\n", + " region_results = linreg_results[linreg_results[\"train\"] == region]\n", + " row = f\"LinReg ({region if region != 'ALL' else 'Global'}) & {region_results.iloc[0]['time']:.3f}\"\n", " for eval_region in constants.COUNTRY_DICT.keys():\n", - " row += f\" & {region_results[region_results['eval'] == eval_region].iloc[0]['mae']:.4f}\"\n", + " row += f\" & {region_results[eval_region].iloc[0]:.3f}\"\n", " row += \"\\\\\\\\\"\n", " print(row)\n", " print(\"\\\\hline\")\n", @@ -539,27 +506,27 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "LinReg (EU) & 0.0847 & 0.0333 & 0.1712 & 0.1689 & 0.2061\\\\\n", - "LinReg (SA) & 0.5705 & 0.1360 & 0.1534 & 0.0623 & 0.1109\\\\\n", - "LinReg (US) & 0.3427 & 0.1399 & 0.1456 & 0.0351 & 0.0726\\\\\n", - "LinReg (Global) & 6.8722 & 0.1376 & 0.1503 & 0.0361 & 0.0742\\\\\n", + "LinReg (EU) & 0.047 & 0.033 & 0.172 & 0.169 & 0.206\\\\\n", + "LinReg (SA) & 0.457 & 0.137 & 0.153 & 0.061 & 0.110\\\\\n", + "LinReg (US) & 0.331 & 0.139 & 0.146 & 0.035 & 0.073\\\\\n", + "LinReg (Global) & 4.644 & 0.139 & 0.150 & 0.035 & 0.074\\\\\n", "\\hline\n", - "RF (EU) & 16.4930 & $0.0517$ & $0.2078^{\\dag}$ & $0.1532^{*\\dag}$ & $0.2196^{\\dag}$\\\\\n", - "RF (SA) & 206.4513 & $0.1333^{\\dag}$ & $\\textbf{0.0634}^{*\\dag}$ & $0.0757^{\\dag}$ & $0.1268^{\\dag}$\\\\\n", - "RF (US) & 101.7903 & $0.1424$ & $0.1844^{\\dag}$ & $\\textbf{0.0194}^{*\\dag}$ & $0.0922^{\\dag}$\\\\\n", - "RF (Global) & 422.2839 & $0.0348^{*\\dag}$ & $0.0669^{*\\dag}$ & $0.0202^{*\\dag}$ & $\\textbf{0.0398}^{*\\dag}$\\\\\n", + "RF (EU) & 17.697 & $0.064$ & $0.211^{\\dag}$ & $0.161^{\\dag}$ & $0.218^{\\dag}$\\\\\n", + "RF (SA) & 209.688 & $0.133^{*\\dag}$ & $\\textbf{0.071}^{*\\dag}$ & $0.074^{\\dag}$ & $0.126^{\\dag}$\\\\\n", + "RF (US) & 111.701 & $0.163$ & $0.185^{\\dag}$ & $0.032^{*}$ & $0.094^{\\dag}$\\\\\n", + "RF (Global) & 417.647 & $0.041^{*\\dag}$ & $0.076^{*\\dag}$ & $0.028^{*}$ & $\\textbf{0.045}^{*\\dag}$\\\\\n", "\\hline\n", - "NeuralNet (EU) & 10.6497 & $\\textbf{0.0243}^{*\\dag}$ & $0.2663$ & $0.2817$ & $0.3329$\\\\\n", - "NeuralNet (SA) & 96.4302 & $0.2516$ & $0.0991^{*}$ & $0.5507$ & $0.4120$\\\\\n", - "NeuralNet (US) & 71.9760 & $0.1275^{*\\dag}$ & $0.2322$ & $0.0237^{*}$ & $0.1470$\\\\\n", - "NeuralNet (Global) & 1047.7100 & $0.0455^{*}$ & $0.1086^{*}$ & $0.0249^{*}$ & $0.0477^{*}$\\\\\n", + "NeuralNet (EU) & 10.711 & $\\textbf{0.025}^{*\\dag}$ & $0.277$ & $0.286$ & $0.334$\\\\\n", + "NeuralNet (SA) & 103.696 & $0.248$ & $0.100^{*}$ & $0.562$ & $0.399$\\\\\n", + "NeuralNet (US) & 73.141 & $0.136^{\\dag}$ & $0.225$ & $\\textbf{0.024}^{*\\dag}$ & $0.150$\\\\\n", + "NeuralNet (Global) & 1649.193 & $0.046^{*}$ & $0.110^{*}$ & $0.025^{*\\dag}$ & $0.050^{*}$\\\\\n", "\\hline\n" ] } diff --git a/use_cases/eluc/experiments/predictor_significance.py b/use_cases/eluc/experiments/predictor_significance.py new file mode 100644 index 0000000..b41e7b8 --- /dev/null +++ b/use_cases/eluc/experiments/predictor_significance.py @@ -0,0 +1,110 @@ +import time +from pathlib import Path + +import pandas as pd +from tqdm import tqdm +from sklearn.metrics import mean_absolute_error + +from data.eluc_data import ELUCData +from data import constants +from data.conversion import construct_countries_df +from predictors.neural_network.neural_net_predictor import NeuralNetPredictor +from predictors.sklearn.sklearn_predictor import RandomForestPredictor, LinearRegressionPredictor + +def train_and_test(n: int, model_constructor, config: dict, train_df: pd.DataFrame, test_df: pd.DataFrame, train_regions: list, save_path: Path, override_start_year=None): + """ + Trains a model n times on each region and evaluates each model on each region. + :param n: Number of times to train each model on each region. + :param model_constructor: A function that returns a model. + :param config: A dictionary of configuration parameters for each model type. + :param train_df: The training data. + :param test_df: The testing data. + :param save_path: The path to save the results. + :param override_start_year: If not None, overrides the start year of the test data on the ALL region. + (This is currently only used for the random forest) + """ + countries_df = construct_countries_df() + print(f"Saving to: {save_path}") + save_dir = save_path.parent + save_dir.mkdir(parents=True, exist_ok=True) + + # Iterate over all regions + results = [] + for train_region in train_regions: + print(f"Training on {train_region}") + if train_region != "ALL": + countries = constants.COUNTRY_DICT[train_region] + idx = countries_df[countries_df["abbrevs"].isin(countries)].index.values + train_region_df = train_df[train_df["country"].isin(idx)] + else: + train_region_df = train_df + if override_start_year: + print(f"Overriding start year to: {override_start_year}") + train_region_df = train_region_df.loc[override_start_year:] + + # n times for each region + for _ in tqdm(range(n)): + result_row = {"train": train_region} + model = model_constructor(**config) + s = time.time() + _ = model.fit(train_region_df, train_region_df["ELUC"]) + e = time.time() + result_row["time"] = e - s + # Evaluate on each region + for test_region, countries in constants.COUNTRY_DICT.items(): + if test_region != "ALL": + idx = countries_df[countries_df["abbrevs"].isin(countries)].index.values + test_region_df = test_df[test_df["country"].isin(idx)] + else: + test_region_df = test_df + + mae = mean_absolute_error(model.predict(test_region_df), test_region_df["ELUC"]) + result_row[test_region] = mae + + results.append(result_row) + + results_df = pd.DataFrame(results) + results_df.to_csv(save_path) + +if __name__ == "__main__": + + print("Loading data...") + dataset = ELUCData() + + nn_config = { + "features": constants.NN_FEATS, + "label": "ELUC", + "hidden_sizes": [4096], + "linear_skip": True, + "dropout": 0, + "device": "cuda", + "epochs": 3, + "batch_size": 2048, + "train_pct": 1, + "step_lr_params": {"step_size": 1, "gamma": 0.1}, + } + forest_config = { + "features": constants.NN_FEATS, + "n_jobs": -1, + "max_features": "sqrt" + } + linreg_config = { + "features": constants.DIFF_LAND_USE_COLS, + "n_jobs": -1, + } + model_constructors = [NeuralNetPredictor, RandomForestPredictor, LinearRegressionPredictor] + configs = [nn_config, forest_config, linreg_config] + model_names = ["neural_network", "random_forest", "linear_regression"] + train_regions = list(constants.COUNTRY_DICT.keys()) + significance_path = Path("experiments/predictor_significance/no_overlap_fixed") + for model_constructor, config, model_name in zip(model_constructors, configs, model_names): + override_start_year = None if model_name != "random_forest" else 1982 + print(model_name) + train_and_test(30, + model_constructor, + config, + dataset.train_df, + dataset.test_df, + train_regions, + significance_path / f"{model_name}_eval.csv", + override_start_year=override_start_year) \ No newline at end of file diff --git a/use_cases/eluc/experiments/prescriptor_experiments.ipynb b/use_cases/eluc/experiments/prescriptor_experiments.ipynb index 36a61a6..0f25097 100644 --- a/use_cases/eluc/experiments/prescriptor_experiments.ipynb +++ b/use_cases/eluc/experiments/prescriptor_experiments.ipynb @@ -1,5 +1,13 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Prescriptor Experiments\n", + "#### This notebook is to replicate the process used in [Discovering Effective Policies for Land-Use Planning](https://doi.org/10.48550/arXiv.2311.12304)" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -31,16 +39,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using the latest cached version of the dataset since projectresilience/ELUC-committed couldn't be found on the Hugging Face Hub\n", - "Found the latest cached dataset configuration 'default' at /Users/964840/.cache/huggingface/datasets/projectresilience___ELUC-committed/default/0.0.0/c5965fb027a710b57d30c88f25c2ff627c05c011 (last modified on Fri Feb 16 15:28:56 2024).\n" - ] - } - ], + "outputs": [], "source": [ "dataset = ELUCData()" ] @@ -64,19 +63,19 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "TOTAL_GENS = 100\n", "\n", "esp_results_dir = Path(\"prescriptors/esp/trained_prescriptors/no-overlap/seeded\")\n", - "torch_results_dir = Path(\"prescriptors/nsga2/trained_prescriptors/small_sample\")" + "torch_results_dir = Path(\"prescriptors/nsga2/trained_prescriptors/full\")" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -99,6 +98,23 @@ "torch_pareto_df = create_pareto_df(100, torch_results_dir)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Figure Save Dir" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "figure_dir = Path(\"experiments/figures/no-overlap\")\n", + "figure_dir.mkdir(parents=True, exist_ok=True)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -108,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -216,452 +232,3217 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gens_to_plot = [1, 3, 10, 25, 100]\n", + "plot_gens(esp_results_dir, gens_to_plot, save_path=None)\n", + "plot_gens(torch_results_dir, gens_to_plot, save_path=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def get_gen_df(gen: int, results_dir: Path):\n", + " gen_filename = results_dir / f\"{gen}.csv\"\n", + " gen_df = pd.read_csv(gen_filename)\n", + " # Sort by first objective, maximize: lowest to highest, minimize: highest to lowest\n", + " gen_df = gen_df.sort_values(by='change', ascending=True)\n", + " gen_df[\"Name\"] = f\"Gen {gen}\"\n", + " return gen_df\n", + "\n", + "def get_all_gens_df(gens: list, results_dir: Path):\n", + " dfs = []\n", + " for gen in gens:\n", + " dfs.append(get_gen_df(gen, results_dir))\n", + " merged_df = pd.concat(dfs, ignore_index=True)\n", + " return merged_df" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_all_gens(gens: list, results_dir: Path, save_path=None):\n", + " all_gens_df = get_all_gens_df(gens, results_dir)\n", + " fig, ax = plt.subplots()\n", + "\n", + " all_gens_df.plot.scatter(x='change',\n", + " y='ELUC',\n", + " ax=ax,\n", + " label=\"All prescriptors evaluated\")\n", + " # Plot last gen's pareto front in red\n", + " \n", + " #get_pareto_df(dir, gens[-1]).plot.scatter(x='change', y='ELUC', c='red', ax=ax, label=\"Gen 100 Pareto Front\")\n", + " overall_pareto = get_overall_pareto_df(gens[-1], results_dir)\n", + " overall_pareto.plot.scatter(x='change', y='ELUC', c='red', ax=ax, label=\"Final Pareto Front\")\n", + " plt.grid()\n", + " #plt.title(\"All Generations All Prescriptor Performance\")\n", + " plt.legend(loc=\"upper left\")\n", + " if save_path:\n", + " plt.savefig(save_path, format=\"png\", dpi=300) \n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "all_gens = [a + 1 for a in range(100)]\n", + "plot_all_gens(all_gens, esp_results_dir, save_path=None)\n", + "plot_all_gens(all_gens, torch_results_dir, save_path=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "esp_all_pareto_df = get_overall_pareto_df(100, esp_results_dir)\n", + "torch_all_pareto_df = get_overall_pareto_df(100, torch_results_dir)\n", + "# TODO: This is temporary until we rerun the training with new id format\n", + "torch_all_pareto_df[\"id\"] = torch_all_pareto_df[\"gen\"].astype(str) + \"_\" + torch_all_pareto_df[\"id\"].astype(str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison with Heuristic" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "nnp = NeuralNetPredictor()\n", + "nnp.load(\"predictors/neural_network/trained_models/no_overlap_nn\")\n", + "presc_config = None\n", + "with open(\"prescriptors/esp/unileaf_configs/config-loctime-crop-nosoft.json\") as f:\n", + " presc_config = json.load(f)\n", + "unileaf_prescriptor = UnileafPrescriptor(presc_config,\n", + " dataset.train_df.iloc[:1],\n", + " dataset.encoder,\n", + " [nnp])\n", + "\n", + "candidate_params = {\"in_size\": len(constants.CAO_MAPPING[\"context\"]), \"hidden_size\": 16, \"out_size\": len(constants.RECO_COLS)}\n", + "torch_prescriptor = TorchPrescriptor(100, \n", + " 100, \n", + " 0.2, \n", + " dataset.train_df.iloc[:1], \n", + " dataset.encoder, \n", + " nnp, \n", + " 4096, \n", + " candidate_params, \n", + " seed_dir=\"prescriptors/nsga2/seeds/test\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "even_heuristic = EvenHeuristic(\"secdf\", nnp)\n", + "\n", + "linreg = LinearRegression()\n", + "linreg.fit(dataset.train_df[constants.DIFF_LAND_USE_COLS], dataset.train_df[\"ELUC\"])\n", + "coefs = linreg.coef_\n", + "coef_dict = dict(zip(constants.LAND_USE_COLS, coefs))\n", + "reco_coefs = []\n", + "for col in constants.RECO_COLS:\n", + " reco_coefs.append(coef_dict[col])\n", + "\n", + "perfect_heuristic = PerfectHeuristic(reco_coefs, nnp)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "test_df = dataset.test_df.sample(frac=0.01, random_state=100)\n", + "encoded_test_df = dataset.encoder.encode_as_df(test_df)\n", + "\n", + "context_df = test_df[constants.CAO_MAPPING[\"context\"]]\n", + "encoded_context_df = encoded_test_df[constants.CAO_MAPPING[\"context\"]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Trained Prescriptors" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_prescriptor(context_df: pd.DataFrame, prescriptor: Prescriptor, **kwargs):\n", + " context_actions_df = prescriptor.prescribe_land_use(context_df, **kwargs)\n", + " eluc_df, change_df = prescriptor.predict_metrics(context_actions_df)\n", + " return eluc_df[\"ELUC\"].mean(), change_df[\"change\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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mYv/U9CZWISKlnpxUOLbjMrnZ9gPPOS2bodEbWg/WDoCkY5re5MhK2PEd/P0J6I3aFpdVoDRspwkihaISRIV4M3/HWaSUCPU9qhVc0Yx3OdBRStkZOAQ8V0rdWClll6tOeFiZORO++QYiIrQf2ogICA52WN2Qn8O1mz8rLJBppJx8h/zMz3H3sn9PtWUzDGoOvR6Ee+bCv4/DvQuh98OaldfyF+CjPvBOe1jwKOydD1nJ1TMOxVVLVIg3adn5JGbkll1ZUS243ApESrnM5u1GYFRtjcUliIsr9FQHLUvhxIlawik7+Fp8NqTMIy9zLQBpCZcxeC7D4D0Yc7GFiIeXGzlZ+bh7VuNXwerIaHVmTDkLR1cVKuK3fwNCr5kHW3UnYV00Jb5C4YCoBoUxsUJ8VFrn2kBIF46HJIT4DfhBSvmtnWvHgSuABD6WUs520MZEYCJAo0aNus+dO7fMftPT0/Hxcd29+oYrVtD2tdfQ2fEWz3T35bOxX5GftQ5z3sEi14y+XXD3u468THDzAq8GkHoKjD7QLFrg7lfz2wDCbMI37RBBSdsIStqOb9oRBJJcgx9XAruSFNSNpKAu5BkDXP5zqQhqLlXnUqaZZ/7M4v6ORgY0cZwWoSKoz8U+sbGxW+3t9NSKABFCrADsaW6nSCkXWOpMAXoAt0k7gxRChEspzwohGqJtez0mpfyztH579Oght2zZUub44uPjiYmJKXsitcmcOTB+POQV9cSVRiOLurbnYIT9bG1P/fB7kfdnD17hj0/2YM43c8OEDkR2Cqm2IZcLW0fGoyu1RFoAYV04aWhFxPUTrgpHxjrxHSsntTWXfJOZdi/+wYT+zXn2prZOaVN9LvYRQtgVILXyXyilHFTadSHEOOBm4Hp7wsPSxlnL6yUhxDygF1CqALmqiIuDyZMhMbFIscjNpf+eA3YFSJZnyT9leJtARj/XgyWzdrNo5i56D29O95siak8pWYojY7NTv8AXPylHRgUAbnodzYK8lClvLeJyj3FCiBuBZ4CBUkq7G/1CCG9AJ6VMs5wPBl6uwWG6BklJdov9MrLJ15lxMxfqECSSXPK546fbiGzUkpYBhUd4YDi3Pd2d1d8cYNPCYyScTuO6+9ph9Kjlr0cxR8Z1KxYR3dikHBkVBUSF+HAiQWUmrC1cToAAMwB3YLnlKXijlPJhIURj4FMp5VCgETDPct0N+E5K+UdtDbjWcOBseDnEg/WdEul+MBDvbD0ZHiZONsqg3Sk/uqyWbOi7gyXHlxTUd9e709y/OS1atSDC0I2jf8Gl8ykMn9SVwIbeNTmjUjG5eUP7GOXIqCigeQNv/jx8GbNZotMpU96axuUEiJSypYPyc8BQy/kx4JqaHJdLMm1aSYssLy/OPf8PzjdYw8/hZwuKPfQeDLnuHi7MWcHtW5sz9N+fclGfzNHkoxxJPsLR5KP8ffFvfpe/06RtGwYduo8vXl7Nwe6rCGnlSYuAFrQMaEmLgBaEeYehE7VsIaUcGRVAZLA3uflmzqVk0STQga26otpwOQGiqADFE1FJCU89RdcnXmbqsUW8t+09zmecJ8w7jMndJjOs+TDOREQz742XWPjKS4x+YRqdW3Uu0mRabhpHk49y8MRxLs4z0GnTUPYkrmJhyLsFLvCebp608G9RRKi0DGhJqHdo7elOlCNjvSQqpNCUVwmQmkcJkLqO1U8kObmIk+Gw5sMY1nxYCUuMJu06MvqFV/nl1ReZ+59nGP1/rxDcpFnBdV+jL10adqFLwy7kds5n1Vf7EdsHEZs/gtSkTHJTzZi9cznVbgvrMlay4OiCgnu9Dd4FgsVWuDTyalTzgsWSkZFeD0J+jsrIeJXS3MYXJLpVg1oeTf1DCZCrhYAA6NULli+Hl0u3Jwht0Yo7//MaP097gR+mPsvtz79Mo+Yldw6NHm4MmdiRpZ/s4eg2a1IpgS7DnZa7onkw7kEaXuNRsAV2JPkIR1OOsubMGuYdmVfQjq/Bt4RQaRnQkhDPELuCZZFl9XQh4wKh3qEFq6dKoxwZr1oa+rrjZdRzTEXlrRWUALmaCA2F+fO1H76gIAAGJiVpyvZp04p4tIc0i+TOl97gp/9O4ceXn+e2Z6cS3rZkMiohBBdPlMx+aA3EeF/vfvQI7UGP0KIm4knZSUX0K0eSj7Dy1Ep+OfxLQR0/o1+BQLEKleMpx3l7y9tkm7IBOJ9xnqkbpgLgjZMU+taMjN3Ggikfzm4t1J2sngarXwGvYGhhWZ20uA581NOtKyKEUEEVaxElQK4W5syBJRbLKikL/EMEaJZaEydq12yESGBoY+566U1+fuX/+PnVFxj5rxeI6NylRNOOAi6WFogxyCOIoNAgeob2LCiTUpKYnVh0xZJ8lD9O/EFabprDtrJN2by37T2eD3neYZ1KU1pGxqMrVUbGOkBUiDe7zqTU9jDqJeq/4GphyhTIKSWybmamVsc2rhbgF9KAO6e+zs/TXmDeG1O5+Z/P0rLntUXq+AS52xUWQqflGSlvOHghBCGeIYR4hnBtWGEfUkouZ13mSPIRHlr+kN17L2RcgJpwklcZGesczUO8Wbz7PDn5Jtzd9LU9nHqF2uS9WnCQwbAIJ0+Cm5tmeRQZqa1aAO+AQO74z2s0iGzOwndeZf/6NUVu6zOiBW7Gkl8VaYbVcw5waNOFKg1dCEFDr4b0bdyXMO8wu3VCvSuRs6SqWB0ZB/wL7l+iRRW+4xvoMBLOboPfHod3O8CH18LSKdrKJS+75sdZz4lq4I1Zwukk5VBY0ygBcrXQrFnZdQBMlnC81m0tixDx9PFl9P+9QpO2HVj8wVvsWrm04JbWvUOJjWuLPdcPqy7EWUzuNhkPfUlP8omdJzqtj0pjzch4y/vwxB6YtAkGTwPfUM2R8ZuR8GYUzLkDNs2GROf9XRSOKciPrjzSaxwlQK4Wpk0DrwrawVu3tSwYPb249bmpRF3TjeWzP2DrovkF11r3DkWWDP4LODEpFZr58dS+UwnzDkMgCPEIQSDYfmm70/pwClZHxr6Pwr3z4d8n4J6foOtYSDwCS56GD7rBe11g0b/g4B+Qo2I2VQdRwVZTXvX3rWmUDuRqobhTocUKSyYmlkiBW4RiW18Gozsjnv4/Fr0/nfivPyU3K4trb78LIYRDXYizk1JZfVisfLjjQ2btnEWDBg2IIcapfTmNCjoyeqf7a8YOypGxyvh7GQj2NipLrFpACZCrieLJp4Cc0FA8Ll50fI+drS+9m4GbJ/+bZR+/z4af5nD+yEESTp8kIzUYo/dgbL82bkYdfUZUb7ypiZ0n8ueZP5mbOJcxWWMI8azlkPPloQxHxp4AB19XjoxOIjLEW/mC1AJqC+sq59gDD5S+tZWaqimLbZTqADq9niEPT6ZZpy4c376FtITLmHMPkJu+FGnW/lE9fAzExrUttxVWZTHoDLzW/zVyzDm8tOElXDkJml2sjoyD/wuTNsCT+znQ5jFo2ktzZPzpPnizOXw2BNZM1/xS7CQLUzhG+YLUDkqAXOVcGjQIZs/W8qkD6C1mjgEB2uuVK9pWysmTMGYMhIQUCBKh03Hl/Nki7ZnzDpKbrjkDxsS1qXbhYaV5QHNuCbyF+DPxRbzc6yR+jbkQNgju+AqePgb3L4Pop8CUqzkyfnIdvNUSfnkAdv4A6ZfLbrOeExXizaW0HNJz8mt7KPUKtYVVH7CztUVkpBY/qziJiUWcDtMSE0rWsWjTj27dQsOIXvgG1cyW0kDfgZxxP8Mbm9+gV2gvmvheBf4XZToy/qTVU46MpdLcElTxREIGHcP9a3k09Qe1AqmvlOY3YmOd5RtsTzhoAmTvmtXMnjSeuf95hm1LFpKelGinrvPQCR2v9HsFndAxZd0UTGZTtfZXK1gdGW/7GJ46BBPXwHUvaHlO1r0LX9yobXf9MBa2fgUpZ2p7xC5BlCWo4jG1jVWjqMeY+oqDZFQFWJwOHzSZkEKws3lTVnXvBIDeoH1tou8eR37Wbg5uXMfqL2ez+qtPCG/TjtbXRtO6d198goIdt19JwnzCeLbXs/zf+v/jm33fMK7jOKf34TIUy8hIdgocW1OojC+RkfF6aNa3XmZkjLSa8ipFeo2iBEh9xV4yquKYTAhASEmXo9qK5e8h1xHZdSyHt8CmhRfxCWpKn1H/R3CTPA5tXMehjetZ/eXHrP5qNuFt2tP62v5OFya3tLiF1adX8+7Wd/l639ckZCU4J2qvq2N1ZCwtI6ObJ0RFF2531ZOMjB4GPeEBnpxIVAKkJlECpL5i1YmMGVOu6gLoevQUoQ17smCnDus2VnpSDqvnHCA2ri19br+bPrffTeLZ05ow+WtdEWHSpk9/WvXux+k9O1k792vSEhPwDQ4h+q57aRcdW+6hCyHo07gPK0+t5HKWpmC2jdp7VQsRK2VmZFym1atHGRmjQrzVFlYNowRIfSYuTtN1lLaVVYzQqY9wn7sfa/s9wuFWg4DCcCZWi6zg8KaFwuSMRZhsXMeqLz5m1RcfI4QoMMVNS7jMstkzACokRD7b/VmJMmvU3nohQIpTzzMyzt9+lu2nrpCRa6Lf6yt5ekhbRnYNr+1hXfW4nBJdCDFVCHFWCLHDcgx1UO9GIcRBIcQRIcSzNT3Oq4YKhkARgGdOKrF/vkOrwysKytOTctjwyxHOHLyCKb/QhyG4SVP6jLqb+976kHFvf4S7l1cJP4783BzWzv26QsO+kGE/gKOj8npHkMWJ8Z65WhDIexdC74c1K6/lL8BHfeCd9rDgUdg7D7Ku1PaIK8387Wd57tfdZORqRhVnk7N57tfdzN9+tow7FVXFVVcg70op33J0UQihBz4EbgDOAH8LIRZKKffV1ACvGoqHQGnWDFq2hJUrS73NkJ/DtZs/K1iF6N107Fx1mu3LT2Hw0NO0bRDNOgQR0TEYn0BNqRvcpCk5WVl220tLuMz+tavLvQoJ9Q7lfMb5EuU6oWPO/jnc2vJWvAwqRzZQMiNj6jnL6sQ2I6OuWEbGrnUmI+P0pQfJyitqkZeVZ2L60oNqFVLNuKoAKYtewBEp5TEAIcRcYASgBEhlsOcnMmkSfPRRqbf5Whzc3Iw6YuPaEnlNCGcOXOHk3kRO7Unk2A7tenC4N806BBPRIRifoAakJ14CQGdog5tnNELnizSnsfwzLQJweYTI5G6TmbphakHmQtA81ht7N+b1za/z0c6PuLvt3dzd9m6CPILK/aeoF/g1LiUj46uaM6NXsJaJseUNLp+R8Vyy/YcSR+UK5yFcLSyEEGIqMA5IBbYAT0kprxSrMwq4UUr5gOX9WKC3lPJRO+1NBCYCNGrUqPvcuXPLHEN6ejo+PleHsrEqc2m4YgVt3noLvYNEVZnuvnw7aT4NO0NAZNGnVSklOamQfg7Sz0syLgMShM5Efs5xpCkTvXs7hDDY3JOHNK2l05hB5ZrL3+l/81vyb1wxXSFQH8jwgOH09OnJsexjrExdya6sXRiEgWu9ryXWL5YGBtf5EXTV75ghN4XAKzsIStpGUNJ2jHlapr80nxYkBXUjKagbqX5tkLrCxE21PZen4jNJzC75OxbsIXg7pmKr0NqeizNx5lxiY2O3Sil7FC+vFQEihFgB2IuBMQXYCCQAEvgvECalvL/Y/eUWILb06NFDbtmypczxxcfHExMTU46ZuD5VnsucOTB5ckGKXLtERJTIuV6c3Kz8gtXJ0W3nyHFgPWw2pfLYJyPtXqvoXI6lHOPrvV+z8OhCTNLEDRE3ML7DeDqEdCh3G9VFnfiOFc/IeHoTSJMlI+OAAmV8/PYjtToXqw7EdhvL3U3HG7d3rvAWVp34XMqJM+cihLArQGplC0tKaf8RsxhCiE+A3+1cOgs0tXnfxFKmcDbW7a2QEMdCxEHOdVuMnm4079qA5l0bEBPXhpn/WAV2As3r9L5OGjg092/O1L5TeaTLI8zZP4cfD/7I0hNL6R3am/Edx9O3cV/EVWKFVC2U6cj4GwA9vZpCzohac2S0ConpSw9yLjkLCVzftqHSf9QALqcDEUKESSmt2tFbgT12qv0NtBJCRKEJjruAe2poiPWTpKTSrzvIuW4PIQTuXsLuKkSITLb/8Rt///Zrpf1EitPAqwH/7P5PHuj0AL8c/oWv933NwysepnVga8Z3HM+QyCEYdIayG6rvOHBkzPn7J7xr2ZFxZNfwAoEx8sP1nFX6jxrB5QQI8KYQogvaFtYJ4CEAIURj4FMp5VApZb4Q4lFgKaAHPpdS7q2l8dYPygp9AuXLy25hwJ3tWfn1PoqHszLl57Dqyx9Aaj8Atn4i9lYsFcHH6MN9He7jnrb3sPj4Yr7Y8wXPrX2O97e9z9j2Y7m91e14GbxYdGwR7217jwsZF+qHh3tlsHFk3JXbkZi+PV3GkfGG9o2YvvQgF1KyCfWvf2FdahKXEyBSyrEOys8BQ23eLwYW19S46j3lCX1S3rzsUOB0+NeCo6Qn5eAT5E5k5xD2xOdj9L2bvPQFSLO2ZWb1E2k9+r4qTcGKQW9gRMsRDG8xnHVn1/H5ns958+83mbVzFt0bdmfD+Q3kmDTDgXrn4V5Zyu3IeK2NI2P7anFkHNJBEyDL919k7LURTm9fUYjLCRCFi2LrL3LypPaPb2uA4eWlCZkK0Lp3aIl8Ilt/m47R+xaMfneRl74Ic/4JQFuJOBud0DGgyQAGNBnAzss7+XLPl6w4taJEvXrt4V5ZSs3I+KJ2+IYVy8gY6JSuWzTwISrEm2V7LygBUs0oAaIoP7b+InPmwCOPQEoKNG0Kr71WLv1HWfgEmEhL/A6jz0gMPiPJz4rHlLMDgCOLf6VVWCNSL12oUiwte1zT4BrejX2Xzl91RlLSMlF5uFeBUh0Zf4Pt3zrVkVEIweD2jfh8/XFSs/Pw81D6reqibriaKlyPuDi4917t/MwZbWVikxK3skTfdS9uhjxy037AnHcMg9d1GH0G0bJXX9Ivnmfui0+z5MN3tBWJlAU6kv1rV1e5b9A83CtSrqgEVkfGIhkZ/wWmPM2R0QkZGW9o34g8kyT+oMrmWJ0oAaKoHHPmwCefaOfWlLgTJ2oe7JGRdvOsl4d20bEMnvgoviEB5GX+jk7sRWfojDAMpf0dD+Lu7eOUWFqOmNxtMh76oopXD70Hk7tNdkr7imJYMzJeNwUmroanj8Btn2oe8MfiYd5ETZh8PABWvgwnN2iCpgy6NgskxMfI8n0Xq38O9Ri1haWoHFOmQHZ20bLMTJg1q1A3Ug7/EHu0i44tsiW1b/051sw5iDjmBm734B7gjTSnkZ+1FnPeQQD7qXcrgVXP8Z/1/yHHrCnSPdyUJU+NYc3I2Hl0SUfGdf+DtW+Du5+2HWZVxvs3gV0/agIm5Qz4N0F//Ytc37Yti3efJzffjNFNPStXB0qAKCqHI5Pd4pENKuAf4oj2/RqTejmLrX+cROg0M1Ch98PgPZi8DDDnHXSQerfy2OpBknOSlSVWbVBOR0Z8wyDjMpjztfcpp+G3xxnb/b/8kNOYjccSGdDadcLYXE0osayoHBUw2a2If4gjDm4uqcQWwoCbZzRuRiPRd91b5T6svLftPXLNuUXKrJZYilrE6sh4y/vwxB6YtAkGT4OspELhYSUvi/b7/oenQc+yfcoAorpQAkRROezlEXFk0y9ElRXs6Un2AzoKnS9R3XpW2QrLFpVrpA5gdWTs+yjk59qtoks9y8DWDVix7xJms2sFjb1aUAJEUTni4mD2bC2QohDa68MPg8GOyaTZrKXOFaJSinUAnyB3u+V6txzO7N1NXk623euVQVli1TH8mzgsD/I2cCE1mxbPL6bf66tUkiknowSIovLExcGJE5qAOHECZs4EP7/S77Eq1isoRPqMaIHQlyxv1y+ErLRUdq9aVqH2SkNZYtUxrn8RDJ5Fy9w8+bvFY/xqERgSOJucpTIVOhklQBTOpaygi1CoWK8ArXuH0rhn4UrEO8AdnZsgNcFI4zYd+Pu3XzHll23eWR6GNR/G1L5TCfMOKyi7ufnNSoHuqnS+A4a/D/5NKYiX1mEk/9zXiuw8c5Gq1kyFCuegrLAUzqU8QRehUor1gEgdI8f1K3i/O/4Mf849xDWxI9j066vsXxtPx9gbKtyuPYY1H8aw5sOQUjL6t9FsvbQVszSjE+qZyyXpfId2SAlfDIVja0hIHgIYS1RVmQqdh/pvUDiXadPs60GKI0SlnQ2tdBwQTmhzPw5uNhHcrC2bF/yMuXh43yoihGBCpwkcTznO6lPO8XZXVCNCQMyzkHaOiT7r7VZpHOBpt1xRcZQAUTiXuDj44gsIDi69ntlc1IO9EkJE6ASxY9qRm52Pb4ObuXL+LEc2/1XJgTvmhogbaOLThM/2fFbCC17hgkQNgGZ9meS2EH9D0QcKT4Oep4e0qaWBXX0oAaJwPnFxkJCgCYjyhOuuhE7ESlBjb7rdGMGFY2b8GnZn07yfnP4j76ZzY3zH8exO2E3sj7F0/qozg38ezKJji5zaj8JJCAEx/8Yz+yJfdzlIgKe2Im7k585rt3VSmQqdiBIgiuqlvA6HVXA27HFjJIGhXgjDAC6dOMXJndsq3ZYjjHptLz0xOxGJLMgTUhUhsujYIgb/PFgJpOogaiAEteSaPa+xXd7BOuPj/DbwvBIeTkYp0RXVS3kSUUHFPNuLoTfoiBnTlnlvbcMz8Ho2zf+JyC7dK92ePWbumFmiLNuUzfS/pxPpF4mbzg2j3ohBZ8CgMxSe67X3xZXvf6f/zY8bfiTbpPmvWAXS9kvb+fPMnyobYlXZ/ZMW0kSaEEATXQLm1U+Dr7umbFc4BSVAFNWLbSKqU6c07/WMjJL1hg4tWVYBGrcMoOOAcPb8Kbl8rhkfPrwKnyB3+oxoUSJpVWVw5IWemJ3IXYvuKvN+N+GGQW/QBI3OyJXsK5gpamKabcrmh4M/FLxX2RCrwMqXwVQ0eoEuP4sLvz7PRlM/tRJxEkqAKKof20RUkZH2BcjiqmcnDmnqA4iCgIvpSTmsnnMAoMpCJNQ7lPMZ50uUB3kE8XLfl8k155JnyiPPnFfkPM+cV+Q815RLnjmPnw79VK5+VTbESpJyxm5xQ5nAc7/uBlBCxAm4nAARQvwAWM0kAoBkKWUXO/VOAGmACciXUvaooSEqqoIjXYcTAi5uWXKiRFl+rpm/FhytsgCZ3G0yUzdMLdhyAs07/ZmezzCw6cAKt7fi6AqumK6Uq66KwVUJ/JtoW1jFOCeDC5wJlQCpOi6nRJdS3iml7GIRGr8Av5ZSPdZSVwmPuoIjXUfjxlVu2lHARUflFcHWO10gCPMOY2rfqZVeGQwPGF4iXIojVAyuSmAnvEmmNPJmvqb/UM6EzsHlBIgVIYQA7gC+r+2xKJyIvSi+oOVWf/HFKmUzdBRwEeCr59dzaFPVnuSHNR/GslHL2HXfLpaNWlalbaWePj1LCKQ729yJu77oHFQMrkpiCW9ymUAAkqQvz+Y9wEJzf0A5EzoL4aqOUUKIAcA7jlYXQojjwBW0OGkfSylnO6g3EZgI0KhRo+5z584ts+/09HR8fHwqO3SXwhXn0nDFCpp/+inuly6R07AhZ269laY//ogxKQlbrxGzXk++tzeGtDRyGjZk35gxpN58s8N2k0+YOfc3SAfO6EIPjXtqIVFKa+PSLsjLBIMXNOxcev3K4uhzWZ68nIUpCwEI1AcyPGA4PX16Or1/Z+KK3zErW08n89TR+5iWdw+fmLTvjlEH4zoa6du4ZMQEV55LRXHmXGJjY7fa+y2uFQEihFgB2FuXT5FSLrDU+Qg4IqV820Eb4VLKs0KIhsBy4DEp5Z+l9dujRw+5ZcuWMscXHx9PTExMmfXqAnVmLk2bwhn7ik8rJnd39J99Vmp2w0ObLvDXgqMOt60MHnquua4pBnc9bkY9Bned5VXP+aMp7FxxGlN+oXWUm1FHbFxbp1hy2eLoczmafJSRC0YyfcB0boy60al9Vheu/h3Le6Ux82Qsz2TcA8B/hrdnfL8ou3VdfS4VwZlzEULYFSC1okSXUg4q7boQwg24DXBozC+lPGt5vSSEmAf0AkoVIAoX5mzZIbb1OTllpsdt3TuU1r1D+fDhVXav52Wb2LL4RLmH5SwlfHkRlMNzX1EhDAFNuKOBjn5DrmPgm6s5mViGT5Ki3LicFZaFQcABKaXdR1IhhDegk1KmWc4HAy/X5AAVTsbJUXx9gtztrkJ8gty5d1pf8vPM5OeYyMsxkZdrIj/HzM9v2F+dOkMJr6hF/BpD6lnCAzwZ2TWcuX+f4rHrWhLs41hnpigfrqpEv4tiynMhRGMhhNVZoBGwTgixE9gMLJJS/lHDY1Q4E0fK9eJIWS4Fe58RLXAzFv16S5lH5pUVHFgXj8Gox9PXiF+IJ8GNfWgU5edQCV+acr66kLimbrJO4hcOqecAeHhgc3LyzXy54UTtjukqwSUFiJRynJRyVrGyc1LKoZbzY1LKayxHBynltNoZqcJpFE+RGxwMxpK5HABtpTJ2LEya5LC51r1DiY1ri7sXSCkxm1LJy1hGZtLfLJs9g/1rS4Zmtyd0dHpBnxEtqjS1CqF2sJyPX2NIuwCmPFo29GVw+0Z8teEEadnOSUBWnylVgAghpgshHrJT/pAQ4vXqG5aiXmKbIjchAT7/XBMo9pASZs3ShIgD09/WvUMx53xDTvK75KZ+ijlPy0SXn5vD2rlfl2jSKnSsKw69mw6dmyCyc4iTJ6qoUfzDAQnpFwGYFNOS1Ox8vt9cdefV+k5ZK5DrAHvmsZ8Aju0pFQpnYBUojkLCSwkffaStSBzkFklLTLB7q6Py1r1Due/Vfjwy6zpue7ob+Tlmti0rh27GybiqeX2dxM/icW7ZxrqmaQCtGnrz+pIDRD27iH6vr1J50itJWQLEXdr5JkspzajFtqKmqEik3mK5RXyD7a8eHJXb0jDCj1Y9GrJzxWkykpUivc7iZ4lyYImPNX/7WU4mZmGWmhPZ2eQsnvt1txIilaAsAZIlhGhVvNBSpmIBKGqGadPKl5jKio2lVvRd9+JmLKoEdzO6E33XveVqqveIFpjNks2/Hy9//1VAmfFWA1YBYlmBTF96kFxT0UjIWXkmnvpxJ+P+yFArkgpQlgB5EVgihBgnhOhkOcYDiyzXFIrqJy4OHn64pF2SI6Fis2JpFx3L4ImP4hvSQLtFp+OGBx+hXXRsubr2b+BJx4Hh7F9/jqRzdqIIK1wfjwAtrIBFgDiKg2WybLaoFUn5KVWASCmXACOBWOBLyxEL3C6lrHr8bYWivMycyf4pUwqttCIi4OGHS5r+enlpKxYb2kXHMvHDL7jpkSeRZjN+DRtVqOseQyMxuOv5a/7Rqs6i3CgzXicihMWUVxMI5YmDZY3YqyidMs14pZR7pJT3SSm7W457pZS7a2JwCoUtlwYNKrTSOnECZs4sNP21YtWB2PETadmrD27u7nZNeEvD08dI1yERnNiVwLkjyVWaQ1moLaxqwq9xwQrk6SFt8DToy7xFRewtm7LMeH8TQiy0ORYIIT4TQoypqQEqFKUSF6etONxt9Bx2rLEAjB6etOxxLYf+Wocpv2I+ANdc3xRvfyMbfjmiLKTqIjYrkJFdw3nttk6EB3giAL2DrVAVsbdsylqBvAW8bXO8A/wO3Kr8QBQuw5QpkFPMSqqYNZaVdtExZGekc3z71gp1YTDq6TW8ORePp3Jsx+WqjLZcqC0sJ1PgTJgPaEJk/bPXcfz1Ybx9xzUlViSeBj1PD2ljryWFDWXpQNbYOeah5emoG6FCFVc/FchyGNGpK55+/uxfF1/hbtr2CSUwzJu/5h3FVMyKR+Hi+DXW4vxnXCpxyboi8XUvFCIeBpcM0uFyVOqvJKWjjAsKRS3gyE/ETrnezY02faI5unUTOZkVs6rS6XX0ubUFKZey2L/uXGVGWiaiIubKivLj30R7TXX8ueWbC1d9VzLzlCVWOShLBxJk52ghhHgJ2FtDY1QoSsdeIEY71lhW2kfHYsrL49Cm9RXuKrJTMGEt/dm86AS52fmVGa2iNijwBbEvEKYvPUhWXknfEGWJVTplrUC2Alssr9bz7wFP4OHqHZpCUU5sAzFaKcUaK7RlawJCwzhQiW0sIQR9b2tJVmouO1acrsKgS0cp6p2MNZxJin0B4sjiSllilU5ZOpAoKWVzy6v1vJeU8hng0xoao0JRNlZrLE8byxkH1lhCCNr1j+HU3t2kJdmPiVUaoc39adG1AduXnyIjxbkhTpQZbzXhGQhuHg5XII4srpQlVulURVPUx2mjUCicwZQpkFXsidGRNVb/GJCSA+srl8Ty2pEtMOWZ2bLoRKXuV9QwBc6E9nUgjnxDRvdoUt0jq9MoUwPF1YMja6yTJ0uEeg8MC8evYSjrvv+Kt+8azuxHxlfIwTCgkRcdohuzd905ki+qFKl1AhtnwuJYLbGCPbQ1YJi/BwGeBn7acoaUTJU3xBFlKdG7OTi6A4YaGqNCUT5Ki9p78iTce2+BENm/djXpiQmYTSaQkrSEyw4TTTmi57Ao3Aw6NtZgiBNFFShlBQKaEHk7xovjrw/jr+eu54vxPbmYms0zv+xUOikHlLUCedvB8RZwoHqHplBUkLLS4prN8JCWH23t3K8xm4paUTlKNOUILz8jXW5oxtHtl7lwLKVSQy6O0oFUI36NIe0cmMvnhdC1WSD/vrEtS/de5CuVAtcuZSnRY0s7amqQCkW5sGeNVZyMDJgzp8KJphzRZVBTPP2MbPhVhThxefwagzkfMsofSWBC/yiua9uQVxcfYPcZ5zwkXE2UtYX1jM356GLXXq1Kx0KI0UKIvUIIsxCiR7FrzwkhjgghDgohhji4P0oIsclS7wchhIME2op6hTWLYWlMnEiXRPs/BuVJNGWL0cONXsMiOX8khc+fXseHD6/iq+fXc2jThQq1UxwVyqQaKHAmLL9zoE4neHv0NQT7GHn0+20qj3oxytrCusvm/Lli16oaymQPcBtQxAxGCNHe0m8HSx8zhRD2Qme+AbwrpWwJXAEmVHE8iqsJXSlf7cxMoncfLJFoCiHoOyquwl25GbWvZ3a69uOSnpTD6jkHKidE1A5W9VEssVR5CfQ28v7dXTlzJYtnf92tVpo2lCVAhINze+8rhJRyv5TSnpvnCGCulDJHSnkcOAL0KtKxFu/hOuBnS9FXaHlLFAoNi67DEcZLlwsTTQmBp68fSMnJ3dsr/AOx6bdjJcryc838tUAp112KYrnRK0LPyCCevKE1i3ad5/vN1edAWtdwK+O6dHBu772zCAc22rw/YymzJRhIllLml1JHUZ+ZOVN7/egj+9ebNaNddGyRzISb5v3IurlfExTehD63313urtKT7DsTOiovD+optxrwCga9sSA3ekX5x8AWbDyWyEu/7aVrswDahfk5eYB1j7IEyDVCiFS01Yan5RzLe4+yGhdCrABC7VyaIqVcUKGRVhIhxERgIkCjRo2Ij48v85709PRy1asL1Ou53HEHDYOCaPPWW+htwr1L4GyXLhwp1pYMaEBQ6/Zs+HEO56+kENSybbm6MXhBnh1XEL0HDsfraC4JeZoS/8CBA/if8S9X/7VNXfqO9TYEkXpkB/uN8XavlzWXUU0ku05Jxn+6jql9PPFwc909x5r4XEoVIFLKstN2lX7/oErcdhZoavO+iaXMlkQgQAjhZlmF2KtjHcNsYDZAjx49ZExMTJkDiI+Ppzz16gL1fi4xMZCUVGQlIoAmy5fTZPRoTeluQ37//vz08vOcjl9G35jrCG3ZuswuGnteYPWcA+TnFg3GZ8qBBvpWdIguuTh2NJczaWfgV2jbti0xLUted0Xq1HfseEs8ZT6NHIy3PHNp0DKBuE83sSwxkLfvuMZlIyjXxOfiip7oC4G7hBDuQogooBWw2baC1Nb3q4FRlqL7gBpZ0SjqIIsXlyzLzIT77isRJ8vNYGDEv6bgFRDA/LdeKZdZb+veocTGtcUnSFPK+wS5M/DuNjRtF0T8nIOs/mY/+XkqA4JL4Ne4QlZY9ujbIoTHr2vFr9vP8vPWym2HXS3UmgARQtwqhDiDFlNrkRBiKYCUci/wI7AP+AN4xJp/RAixWAhhMaXg38CTQogjaDqRz2p6Doo6gqMQJyaT3WCLXv4BjHzmRXKzspj/5n/Jy84us4vWvUO579V+PDLrOu57tR8dB4Zz86PX0P3GCPatP8+8t7aRllR2O1aUGW81YQ1nYq5aQrDHr2/Ftc2DeHHBXg5fTHPS4OoetSZApJTzpJRNpJTuUspGUsohNtemSSlbSCnbSCmX2JQPlVKes5wfs0QGbimlHC2ldG5YVMXVQ2khThwEW2zQLJKbJz/D5ZPHWfLhO8hK/ODodIJrR7bgpoc6ceViJj+99jdnDl4p9R5X3Q65avALB3MeZFY8CrMtep3gvbu64mXU88h328jKrZ8rTFfcwlIonEtZIU5OnrSbN6R5t54MHHs/hzdvYN0P31S6++ZdGzD62R54eBtY+L/tbF92SllZ1RZlJJaqCI38PHj3zi4cupjOS7/Vz/x6SoAorn6sIU70pdiEjBkDISElBEm3oSPodP0QNs//ib1rVlZ6CIGh3ox6tgfNuzRgw69HOLNBlprRUAmYasK/8r4g9hjQugGTYlow9+/TLNhR/9LflmXGe1WTnJxMQkICeXlFwxP4+/uzf//+WhqVc7ka52IwGAgJCSEgIKD8N1utrSZO1Lat7JGYqF23qS+E4Pr7/0HyhfMsn/0BAY3CCG/bvlLjN3q4MWRiR7YvO8Vf84/yy5tbuemhTgQ0KmV1pHAuVXAmdMSTN7Rm8/Eknv91N53C/WnewMdpbbs69VqAnD9/nsjISDw8PIrsPaelpeHr61uLI3MeV9tcfHx8yM7O5sSJExUTIFAoRMaMcVzHap01dqymO5k2DX1cHMOffI7vpjzJgrenETftHfwbNqrUHIQQdBsSwbkrx7j4dy4/vfY3g8a3J+qaBtp1FcukevEKAZ2h0s6E9nDT63j/7q4MfX8tj363nV8n9cXDTnKqq5F6v4Xl6empFJd1CCEEnp5VSDMaF1d6tF7QrLOkLJIS19PHl1v//R/MpnzmvfESOY5WMeXEJ1Qw+vke+Df0YvFHu9m08Bhms9q2qnZ0OvALc+oKBLTUt2+PvoZ951OZtujqWPGXh3ovQBT1kLKU6rbY+IsENW7C8H8+R9K5Myx6/03M5cwr4Qi/YE9u+1c32vYJZcviEyz6cBe5mfXTmqdG8WvidAECcH27RjwYHcU3G0+yePd5p7fviigBUk7mbz9Lv9dXEfXsIvq9vor52yuvMNu5cyc33XQTAwcOpH///jz44IMl9DAV5YUXXiAiIoJBgyrj/F/PsCrVg4PLV99k0ra0hCDilpHcHtGG49u3sOabz6s8FDejnuvubcfAe9pw5kAS8e+dIDijMZn7DXz1/HqnhYdXWNj1I5zfASfXwbsdtfdO5OkhbbmmaQD//nkXpxKv/lTHSoCUg/nbz/Lcr7s5m5ylxVFKzuK5X3dXSoikpKQwduxYZsyYwZo1a1i3bh333XcfJlPVnjwnTZrE6tXlT8da74mLg4QE+PZbbUtLiNKttKxWUSdPEvHm29xxOY1tixewa8UfVR6KEIKOA8K59alumPIkt+56iuQ/PAuCMVYpPLyikF0/wm+PFwYuSzmtvXeiEDG66Zhxd1cQ8Oj328jNr5rDoqtTr5Xotrz02172ndNiRZpMJvQ2PybbTyWTayr6RcjKM/HMz7v4fnNJL+f2jf34z/AOdvtZtGgRt9xyCy1atCgo69+/f8H5c889x4YNG8jNzWXKlCncfPPNTJ06lcOHD5OWlsapU6eYO3cubdsWDfQXFhbGibISKSlKEhdXqFyfM6d0Ky0rUtIkfi39R41k5ecfERAaRrOO11R5KKHN/bnun1Es/O8+MBfVy1nDw7fubS82qaJcrHwZ8rKKluVlaeWd73BaN02DvJg+qjMPf7uN15cc4MXhlbPaqwuoFUg5KC48yiovjdOnT9O0qRYr8vLly8TExNCxY0e2bNnCH3/8wZUrV1izZg0rV65kypQpBf4ADRo0YOHChTzzzDN8+umnlZ+MwjHl8RexIKSk18YtBIaF89s7r5F0zjk+AB5+buil/ee6qoSHV+DY8sqJFllWbuwYxn19Ivh8/XGW77vo9PZdBbUCsWC7Yihu+trv9VWcTc4qcU94gCc/PNSnQv00bdqUffv2AZpQiI+PZ9y4cWRnZ7N7927WrFlTEEEzJyeHxMREALp37w5As2bNWL58eYX6VFSA8viLWBBnzjDymRf5bsqTzH/zZe555W08fKrmA7Dq9CrSje745gaVuGYN1qioJP5NtG0re+XVwPPD2rH11BX+9dNOFk+OJjygCtaDLopagZSDp4e0wbOYXbenQc/TQ9pUuK2hQ4eycOFCjh0rzGKXn695JHfo0IHBgwcTHx9PfHw8u3btIiREy9Fta2qsvJSrGetKpCxz32bNCGgUyi1PPU/KpYv89u6rmPIde5eXxaJji3h367tsavY7ebrcEtd9gz1K9V6vaF+Dfx5M5686M/jnwSw6tsgp7bo0178IBjs/4m2qmp3bPu5uembc3Q2TWfLYd9vIq8SOhaujViDlYGRXzXt1+tKDnEvOonGAJ08PaVNQXhECAgL4+uuvmTRpEllZWXh6etKsWTM6dOhAYGAgGzZsICYmBiEETZo04ZtvyheDacaMGcydO5f9+/czaNAgPv744yJ6FkUFsdWNTJoEs2YVKtKtnDwJkZE0mTaNwQ89xh8z3+XDCXeRl5ODb3AI0XfdWyTjYVm8t+09ckw5HGmwFYDep27GJzeQdGMyuUEpyMMRfPjCYtIHHsSjEfgYffAxWA6jD94Gb3wNvngbvQvKPd1K+jktOraIqRumkm3SogOfzzjP1A1TARjWfFjl/l51AaueY+XL2raVXzi4ecLWr6DDbRDR1+ldRoZ48+ptnXj8++28vewQz95UviRldQVRn55me/ToIbds2VLwfv/+/bRr165EvavNe/tqnIujz67acCRELOT7+7GsfUv2Nw0rKHMzujN44qN2hYi9ZD+dv+rsMIx7n7A+6M/70nLbQAy5HmyJWsz2hispy3FdL/R4GzSB4m3UBMzexL3kmErqU8K8w1g2alnpDdqhTiWUKk5mEnw2GDIuw4TlxO89Vy1zee7X3Xy/+RRfjO9JbJuGTm/fHs78XIQQW6WUPYqXqxWIQlEeFi92KDwA3FJSuWHzTqTZzIEIbWWan5vD2rlfl3sVEuodyvmMkg5oYd5hzB48G4Cs23NZ9dV+9LtvYbTXOHrd3RSTew5puWlk5GWQnpdOem669mo5L15uT3gAXMioh2bCXkEw5mf4dBDMuR1ju5erpZv/DG/P9lNXeOrHnSx+PJpQ/zIzgtcJlABRKMqDo6RUNhhMJvrvPlggQADSEsqfd2Jyt8lFtpYAPPQeTO42ueC9p4+RoZM6s2v1GTb8eoTEN9MZdH8H2rRpbK9Juwz+ebBdQRXqXU9NhAMj4Z4f4cthdNr9X4gdDEZvp3bhYdAz455uDP9gHY/P3c53D/TGTV/3VdB1fwYKRU1QWlIqG/wys3jg91U8+eMiHvh9Fe3PnCcnM6Nc9w5rPoypfacS5h2GQBDmHcbUvlNL6CWEEFxzXVNG/bsHBg83FvxvuxZLq5xK2sndJuOhL/oEXFxQ1TvCu8GoL/BJPw4/jQeTc4wVbGnZ0IdXRnZk8/Ek3l952Ont1wZKgCgU5aEC8bP8M7MQltcbN2zF6O2DuWlTu0mrijOs+TCWjVrGrvt2sWzUslKV2g2a+nLH8z1p1yeMLYtPMO/t7aQmljQ3t9eHVVBZeazrY1e3Ar08tLmRw60mwuGlsOTpUrcsK8vt3ZswqnsTPlh9hPVHqpYV0RVQAkShKA/FTXvtRHCWlNRpC8uhO3MG8wMPlEuIVASDuxZL64YJ7Uk8l84Pr/zNka2XyrzPKqhWjFqBQWfgWMqxMu+pD5wLvwn6/RO2fA7r/1ctfbw8ogMtGvgwee4OLqVll32DC1MrAkQIMVoIsVcIYRZC9LApv0EIsVUIsdvyep2D+6cKIc4KIXZYjqE1N3pFvSUuDk6c0J5MzeaicbQiIsrM5KHLzib3oYdI8/VhYGwsab4+nH1Ry8e+f+1qZj8ynrfvGs7sR8azf23F4pq17hnKnVN6EdDIi6Wf7GH1nAPklSNPdyPvRtze6nYWHF3AuXTnR6itk1z/H+g4ClZMhV0/Ob15L6MbH97TjbTsPJ74YQemOhzGv7ZWIHuA24A/i5UnAMOllJ2A+4DSnCDelVJ2sRyLq2mchez6UYveOTWgylE8qyMa79ixY4mJiaFHjx68++67VWpLUU6sAsVs1l7LcjwEDBkZ+KZnIADf9Awa//dVpBCE3zSM8K07QErSEi6zbPaMCgsR/wae3PZ0N7oNaca+tef46bUtJJ5NL/O+CZ0mAPDZ7s8q1N9Vi04HI2dCRH9YMAlOrHN6F21CfXnplg6sP5LIzNVHnN5+TVErAkRKuV9KedBO+XYppfUxaC/gKYSo/fgN1iieKacBWaUontUVjfezzz4jPj6ejRs3MnPmTNLS0qrUnqISlENP4miLyy8jiyGbd9L2pBZTy2oCXFH0eh19bm3JLY93ITsjj59e38KeNWdKjV4Q6h3KbS1v49cjv9ZPU157uLnDXd9CYBTMvQcuHXB6F3f2bMqILo15d8UhNh1LdHr7NYErm/HeDmyTUjqKIPeoEOJeYAvwlJTySpV6W/IsXNgNgKcpH/Q2f5ozf0Nx2/m8LFjwqObFWpzQTnDT63a7qa5ovEajEYDs7GyaNWuGV3kTJimch9VzfcoUzUtdiCKKWHs6ElvcpCR2294CM+C0xMorWZu2D+Ku/+vFyi/3seb7Q5zef4XYsW3x8DbYrT+h0wR+Pfwrn+/5nOd7P1/pfq8qPANtfERGwQMrwNd5ps5CCKbd2oldZ1J4fO52Fj8eTbBP7T8vV4RqEyBCiBWAvb/2FCnlgjLu7QC8AQx2UOUj4L9o/5P/Bd4G7nfQ1kRgIkCjRo2Ij48vuObv71/wpO6el4vOaronId/GjE9vyrH7jy9NOZjsmPuZ83LJcbACOHLkCA0aNCAtLY2EhATuvfdeEhMT+eijj0hMTOTSpUv8/vvvZGZmMmjQIAYMGEBOTg7+/v7MmjWLH3/8kZkzZzJt2rQSbd97772sW7eOCRMmkGkJBGgyma6a1YjtXLKzs4t8li5DeDh8+SUADVesoPmnn+J+6RI5DRsik6/gmVMyxpUtnjZbmW4eHlWeo08nSSOj4Piuy5x+4TL+kZByQkuJYfCChp0hIFLbiOjp3ZO5B+ay+PBiUkwpBOoDGR4wnJ4+PUvtIz093TU/i0pgby4+bZ6h6/YpZH58Ezu6vIrJzblBEce1NvHfjTmMn7Waf3Z3R+ekFNs18blUmwCRUlYqNZ4QogkwD7hXSnnUQdsXbep/AvxeyjhmA7NBC2Vi69q/f//+wjAft7xTUF4i/Me7He1G8RT+TXF7YKndfo0OxtOyZUv27duHr68vvr6+rF27lnHjxqHX6zl69CgbNmxg+PDhAOTl5ZGbm4u7uzt9+vTB19eXNm3asG7dOrvhSebNm0dmZiYDBgzg3nvvpX379ldtKBMPDw+6du1ayyMqg5gYeOUVADyAsy9OoeGrb2Aoz3alEORnZZG+YxMx9z2IT2DJ6LzlJhYunUzltxk7SdhXKKDyMuHiNh3t27Wlde9QTu09xV9b/iLFlALAFdMVfkz+kfbt25dq4lunQ5kUw/5cYqBNM3y/v4voC5/B3XOL7lA4AV2DE7ywYC+Hdc14aKBzYtjVxOfiUma8QogAYBHwrJRyfSn1wmze3oqmlK8+7EXxNHhq5RWkOqLxSinJzdWebD08PPD09MTT8+oLHV3XCX95Gpee/zdpPt4OIl5pS+ouSak8Fr+ZJ39axIApL7F+xFB2Ll+MNFc+mmvDCD/c3Er+u1sTVQF8u//bEtezTdm8t+29Svd71dB6MAx7G44sh0VPON1HZMy1EQztFMqbSw+y9WTVduNrktoy471VCHEG6AMsEkJYH+MfBVoCL9qY6Da03POpjcnvmxZT311ALPBEtQ648x0w/H3wbwoI7XX4+5XKYmYbjXfgwIHceOONeHl50aFDB4YOHYqvry8xMTHExsYyYcKEcrWZn5/P4MGDiYmJoX///tx+++1ERUVVeGyK6if85Wn4pjm2jNIB1/+5CePFSwipebZfv3ErZ16YwvcvPs3lk8cr3Xf6FfvqRGuiKkcK9AsZF+pn+Pfi9BgP0U/Btq9h7dtObVoIwWu3daZxgAePf7+d5MzStzpdBRWNV0XjrTPUajReJ5MdGorHxfJnqsv38yU3OxvPXMsWlE6HMJu17Ikmk2ZCPG1aoSLfDl89v95uVkNPPwP3vxntMEYWgA4dZgpXQB56j4IwK1f/FpYNUsK8h2DXD3DrbLjmTqf2v/N0MqNmbSCmTUNmj+1eIhR/RaiJaLwutYWlUNQXjj3wQEmT31Is59xS0/DKzSsw+xXW7SyrPuXkSRgzBgY5Vj32GdECN2PJf/mstDwObrpgN0aWu94dD71HEeEB9XhrSwi4ZQZERsOCR+DYGqc2f03TAJ69qR3L913ki/UnnNp2daAEiEJRC1waNKgwNIrFk71cWRDLYuVK8PW1GzKlde9QYuPaFqTG9QlyZ+A9bQhvFcCKL/YRsqcd/+lTNJjjS31fUuHfi+NmhDu/heCW8MMYuLjPqc3f3y+SQe0a8dqS/ew6k+zUtp2NK/uBKBRXN7ZZD20pRz72UklPR44Zw5WffyRoXlGL+da9Q2ndu6h1fbu+YcR/d5Ati0/Q8lIEi+9dgpuxMIXze9ves7u1FewZXPkx1nU8AyDup6I+In7lD6lfGkII3hrdmaHvreXR77bz++P98fOw779T26gViELhStgGbbSuTIIr/kMtgMD5CzEZDGUGcNS76bhubFv63NqCI1suMf/d7WSmFipx7W1tAaTnprM3YW+Fx3bVENAU4n6E7BSYcwfkOM/fKsDLyAf3dOVschbP/rKr1EgCtYkSIAqFq1E8xtZ774Gh4k+gAtDn5yPHjNGU7UKAm5uWnrd4XSHoNiSCGx/qSOKZdL5/aR0fT3qCt+8aztm3f+YJz3uKbG090/MZgj2DeWDZAxzPqbxlWJ0n7Bq44yu4tA9+vBdMVYtpZ0v3iCD+NbgNi3df4NtNZSc0qw2UACknzjRjrI5gii+88AIREREMKqZEnTNnDn379qVfv35s27atSn0oaom4OPjii6IrEV35/3UFaMIIwGRCfvQRV26/jTMH9pJ07iw5mRkFT7gtujaky/VmstIyyDMNRqePIC3hMpfnr+O9Rs8V5CkZ234sX974JUEeQbx/4X1ifoipvya+LQfB8P/B0VXw9QinBV0FeGhAcwa2bsB/f9/H3nMpThmuM1E6kHKw6NiiIqlGz2ecZ+qGqQAVTsJjDaY4b968gnhY69atw2QyYajEU6aVSZMmMX78eCZOnFhQduXKFWbNmsXmzZs5e/YsY8eOZd0650cWVdQAjvQlkybBrFlIKcsMJ29FAAG/zkP3xx+s69SGAxHh6A0GvPwC8PIPIPH0SfLzjRh9RmLwGUl+1mryc3aWyO8e6h1KXLs4Xtv8GonZWjDAqvxv1Gm63QsHl8JBm6AY1qCrUCmfMQCdTvDOHdcw9P21PPbddhY+1h8fd9f52XadkdQyb2x+gwNJWsRNk8mEXl+oRNx1eRe55qKOPdmmbF5c/yI/H/q5RFttg9ry717/tttPdQVTDAsL48SJE0XKNm/eTJ8+fTAajURFRZGWlkZOTg7u7nUrYJuiFGbOhJkzuXLrCALnL6yQEPHPzGLoph0M3neUw3F3crJDOzJTU8jPywVyyU37AYP3UAxe1yN0QaQlxJOXk43BvVAf8uXeL0u0nW3K5rVNr9UvAQJwYWfJsrwsWPlypQUIQLCPO+/d1ZW7Zm+k5ysryM4z0TjAk6eHtGFk1/AqDLjqKAFSDooLj7LKS+P06dM0bdoUgMuXLzN69GgSEhL48ssvSUhI4MqVK6xZs4bMzEz69OnDsGHaP2GDBg2YM2cO3333HZ9++ilvvfVWmX0lJiYSEBBQ8D4gIICkpCTCwsIc36SokwTNW0BCu7YEHzhYbiECmiAxpKXR/rOvaO/nB0lJpHl78WeHVhyICCcvYyHSPAA3j+4IfQAfPTieqG5daHNtP6K69nBoypuSm8KiY4vqlxBJOeOg/LS2lVUFIXIhJRs3nSArT/P7OZucxXO/atHDa1OIKAFiwXbFUNx725GHbph3GF/c+EWF+mnatCn79ml24w0aNCA+Pp5x48aRnZ3N7t27WbNmTYH3aE5ODomJ2tZA9+7dAWjWrBnLly8vV19BQUGkpBTum6akpBAUVIWgfAqXJmT/AZJuHUGAzUpE6nToyhNDKy8PLN813/QMbty0g5s27bC08zt5bkbiBzzFyc5jObVvGyf2JiB065mge4m9wUv4O2ojTS960v1gIN7ZejI8TPyQ8AHDnqpHAsS/id2gq0CVt7KmLz1IfrHMhVl5JqYvPVirAkQp0cuBPTNGD70Hk7tNrnBb1RFM0RG9e/dm48aN5OXlcerUKXx8fNT21VVO0LwF6KREWA6dyQT/+IdmhVUB9Gg/DlbPd2N+LjeseZOovetB1xed3g8hBG7Sn86Xb2fM6kHE7OtPkPFhPAKeJMj4MNfsbF/hrIp1GntBV61Yt7IqybnkrAqV1xRKgJSDYc2HMbVvUQ9daxygilIdwRQBZsyYwZgxY9i+fTuDBg3i6NGjBAYG8sADDzBw4EDuvvtu/ve//1V4vIqrgJkzIT9fy+FehURjwmTi2k0l094KYcDoNQij95ACwaLT++HuOYRl3ywn31wyZ85ViTXoqiMcbXGVg8YB9gWTo/KaQgVTVMEU6wxXUzDFWgtAOGcOTJ5csF1VUSSQ5tOQjb20h5trN3+Gb/pl0nwasLHXBA63KmpGbjalsCnmG/51w4t0adilioOvfpzyuTjIH4R/U3iicpkn5m8/y3O/7i7QgQB4GvS8dlsnh1tYKpiiQqFwLnFxkJCgrUas3u7BwWB0lAKtKALwS7/Edavf5Pr46filX0Ig8Uu/xA2rXuMfHw8iem1hkEWh86PLwhw+m/YEU395kqTspGqamAvhxPxBVkZ2Dee12zoR6q9tpft7GkoVHjWFUqIrFPWR4n4lc+ZoudxPndK2uTIySr3dTZoonhVL05dIOu1bSNtDyzHkZ5Pm04Cdg+IQyRfRzRN8s3wNbvjhE+hBn5EtMOXuZ+3cr0lLTMA3OITou+4t4mtSJ7EqyldMhdSzYPSFm9+pkhUWaEJk+DWNaTllMff1jax14QFKgCgUCigpUCwOipXJvKcp3TXlrl/6JfoseJ8e7t54ZKeR5vNtwVbX8i93Y8paSV7WZQDSEi6z5KP/seqr2WSnp9dtgdL5Du345ja4chw6jXZKs3qdINDLSGK6/QjJNY3awlIoFCWZOVMLfyJllUPMu0kTntmpBVtdsX++Q6vDK0DqEYZri9SVJhPZaWkgJWkJl1k2e0bdtuRqOxSSjsHlg05rMsjbSFKGa2QsVAJEoVCUzrRpJa23DIZy602KY8jPof/6GQAInS9uHn3RuTUDSobyyc/NYe3cryvVj0vQZqj2etB58cGCvI0kuogAUVtYCoWidKxbW1YdSbNmmlABeOghZEZGhbzfATxz0rj/y1vxyElFCh1CmknzaciG7qM4GBmBOf8s5vyzILNJS0xw6nRqFL/G0LgrHFis5VN3AiE+Rg5ecF7o+KqgViDlZP/a1cx+ZDxv3zWc2Y+Mr9Ky2tnReLOysrjhhhvo378/1157LUuWLAHgxIkTNGvWjJiYGGJiYli0qJ5FSVU4j+Ih5q06k/R0zo4YUeioaA0ZXwYC8MxJRQA6aS6w7rp+3ae0PZWE0WcEHgGTMPrdi8F7EOt+/IvUxNp1mqs0bYfB2S2Q5pwMjq60hVUrKxAhxGhgKtAO6CWl3GIpjwT2A9YNw41Syoft3B8E/ABEAieAO6SUV6prvPvXrmbZ7Bnk52qKK+veLFBhBV91RON1c3Pjk08+ITIykoSEBPr168dNN90EQJcuXVi9ug7vIStcniP//CdN5s8vLLC16AoKqpDPicGUyw2r3yB6/f/wzM0hzTuIv3pNYOeqLHau+gt3L2jWoSHhrQMJaxlAYKhXkSgNLkmbYbDqFTi4BHqMr3JzQd7uJGflkW8y46av3TVAbW1h7QFuAz62c+2olLJLGfc/C6yUUr4uhHjW8t5++NtysvrL2Vw6qYUXMeWb0LsVhn44f+ggpvyiK4T83ByWznqfXauWlmirYURzYsdNLFEO1RON12AwEBkZCYCnpyc6m1wRu3fvJjo6mqioKN59912CK5HdTqGoEMUtukJCKiREdICX5WHNLyOJG1ZPZ/Dq6aT6+PNXt9s4nHk7h/++BICHj4GwFv40bhVA41YBhDTxQVfLP6olaNgOvELgj2fh9ye0mFnXv1hps94QHyNSwpXMPBr41m5ooloRIFLK/UBVnhxGADGW86+AeKooQEqjuPAoq7w0qjsa7xNPPMEzzzwDaCHed+3aRePGjZk9ezbPPPMMn31WMhSFQlGtvPdelfK8W8WBf3oKg//8AvHnF6R5ebGh52CSBo7n8mnB8Z2aniRXl01ywHlat29CTM9eNIryK5LfvVbY/RNkJ4M1pEsV84QEeWvGC0kZufVTgJRBlBBiO5AK/J+Ucq2dOo2klNbwuBeARo4aE0JMBCYCNGrUiPj4+IJr/v7+pKVpyqget99dUF48H8h3zzxGelJJRZ5PUAhDn5xit19ru8UJCQnhwIEDpKWl4eHhwW+//cbDDz9MUlISW7ZsYfXq1URHRwOabuPkyZPk5OTQvn170tLSCAkJ4cKFC3bbf+ONN/Dw8GDUqFEF1728vEhLS2PEiBF88MEHDsdVFzCZTAXjz87OLvJZ1jXS09Pr9PhtKXMu4eE0fOIJmn/6Ke6XLpHn64tbZia6/IrHyLIKE7/MTAatmc8f2Sc4ENWEk2GQGByCf24EYWktubJOz/x12xE68AgC7wbg1UDgFQJ6o+MH1+r4XK7963k8iscDy8sie9HzbExqWOH2Tidq4UxWrt/M+WDHwrEmvmPVJkCEECuAUDuXpkgpFzi47TzQTEqZKIToDswXQnSQUqY66kdKKYUQDr2dpJSzgdmgxcKyjQ2zf/9+u3GiisePGnDPfUV0IABuRncG3HNfheNM3X777QwYMIB//OMfNG/eHNBWYl5eXnTr1o3Lly/z3ntaKIjc3FyMRiPu7u54eXnh6+uLl5cXbm5uJfqdMWMGp06d4quvvipY2aWkpKDX6/H19WXNmjW0a9euTsfFsv1cPDw86Nq1ay2PqPLUWiysaqBcc4mJgVdeAcAIhXqSkycr3a8bMGzTDoZt2kGW0cDqrh1Y1vMka5r/TrKfjva53flHo6c4fySZS4fSSNgvQUBwuDeNWwYQ1lLb+vL2L3yKr5bPJd6+FZlHzmViovuDvmI/w/vjjwAHefPvbMJLSSxVE9+xahMgUspBZdcqcU8OkGM53yqEOAq0BrYUq3pRCBEmpTwvhAgDLlV5wKVgVZQ7I+SCbTTerKwsPD09adasGR06dCAwMJANGzYQExODEIImTZrwzTfflNnmpUuXmDx5Mn369CE2VhvTypUrWb16NVOnTsXf3x8PDw8++eSTCo9XoagWbPUkc+ZUeovLupbwys1j6KYdxO4wsLpLB/68JoC9zbfR56HmCJ2OvFwTF4+ncv5IMucOJ7P/r/Psjtei4/o18NR0KC39yUmTWnpgZyrmS8sTMqM7RP8LrrkL9GUb0czffpb3Vh4ueF/biaVqNRqvECIe+JeNFVYDIElKaRJCNAfWAp2klEnF7psOJNoo0YOklM+U1Z+Kxlu3UdF4XROnzKW45RZoinchKhxOJVcHeQYDXjl5pPp4khXVhEb7jiFMJs3ceOJETB/MIOF0OucOJ3P+SDLnj6SQnaHpNL38jZYVSgCNW/kT1NgHna4KAmXXj5rOI8/GDNngCd3vh5Pr4fwO8G8G0U9Alzhwc6zX6Pf6Ks7ayQESHuDJ+mevK1JWE9F4a8uM91bgA6ABsEgIsUNKOQQYALwshMgDzMDDVuEhhPgUmGURNq8DPwohJgAngapFKVMoFLVLccstK5XY6jKawZijCQP/9Cz8dh8udHQ0mZAffYR+1iwaPfwwjWbOpOsNzZBmyZULmcQv3oyPCOT8kWSObNU2NoyebgWWXmEtA2gY4YverQKWXlZF+cqXtZwgtlZYUsKRFRD/umah9edb0O+f0O1eMHiUaMrVEkvVlhXWPGCenfJfgF8c3POAzXkicH21DVChULgGVsEyaRJ89FGlmii+dhAAUiI/+kg7nzkToRMENfYmqKUgJqYDAKmJWZw/ksK5I8mcP5zMyT2aKbLeoKNRpJ9FoPgT2twfo0cZP6XW4IolBieg1Q3QchAcWw1r3oQlT8Pat6HfZHD3gzWvFwie+3xu58v0XiWaqa3EUq5ohaVQKBRFmTlTe509G0ym0uuWEwHIjz4ic8FPiFdfw+u+B4pc9wv2xC/Ykza9NVugrLTcQoFyJJmtS04gJQidoEFTH23Ly6Kc9/StYJwwIaDFddA8Fk6sgzVvwNLnitZJOc3/6WeRbszn59y+BcWeBj1PD2lTmT9BlVECRKFQ1A1mziwUJFXMrGhFAN7nEjCNexA57kEGoqU5OdkwiGWjbiliLOPpa6R51wY079oAgNzsfC4cS9GEyuFk9vx5lp0rNWV5YKgXYa0KBYpfcNEVwqFNF/hrwVHSk3LwCXKnz4gWtO4dqgmSqGjtmN4KMoraB7mZsnnZ+xf+8rqes8lZuOlErSaWUgJEoVDUPYpbcdkq4NPSILdisaKKe1NEXEriwZlfwswvyff3w+3DmSV0NEYPN5q1D6ZZey26gynPzKVTaZw7fIXzR1I4suUS+9aeA8An0L1Ah5Kblc/fi46Tn2sGID0ph9VzDgBoQsRKxmW7Y/XKusD6qdfx2brj/Pf3fVzTNKBCc3UmLubz77oc2nSBr55fz4cPr+Kr59dzaFPlA6M5O5giwAsvvEBERASDBhW1np4zZw59+/alX79+bNu2DQApJY899hjR0dHcfPPNJCXVgzSjiqsX20CPCQnw+eeF6XojIuD6iqtLhc3hlpKKHDNGa08IzZJr0qQS9+gNOsJa+NP9xkhufvQaJrwdzZ3/15PoO1vTKMqfMweusOa7g/w172iB8LCSn2vmrwVHizbo38T+4CzlN3XUhM3i3eft16sBlAApB4c2XWD1nAOkJ2mOhNYnhsoIEWswxRkzZrBmzRrWrVvHfffdh6mK+7qTJk0qETTxypUrzJo1i/j4eL799lsef1wLn7B06VIyMzNZu3Ytd9xxB2+++WaV+lYoXIrikYNXrIB//KNKTRZRxJvNyI8+wuTlRdL0N0lPSkSazSXu0ekEIU186RzbhBsndmTcG/2Ie/naEvWspCfl8MfHu9my5ASn9iaS1fc/RXKrH8qM5qvLs/nw4Ht89fx60g+m0LVZAEv21J4AUVtYFtb+eIiE0+lAyVAmF4+nYMovaouen2tm1Tf72bvuXIm2Qpr6EH1Ha7v9VEcwRdDiXp04caJI2ebNm+nTpw9Go5GoqCjS0tLIyclhzZo13HzzzQAMHz6cjypp3aJQ1BlmzoRDh2DlSqc0JwB9VhaBz/wbnvk3EtjfuT377xqFf4NG+De0HqH4NWyEh7cPQggCGnrhE+Re8DBqi5tRR8KZdI5ut25dBePj8w0N2IPIy+BkTg9Mmh9/wUPskO5BvL7/NKcSM2kW7FWizepGCZByUFx4lFVeGtUdTNGWxMREAgICCt4HBASQlJREYmIigYGBBWVXrlRbJHyFwnVYsaKoX4ler1l0GY0V1plYETav7Xbto92ul8l2N7KqS3v+jChUbBs9vfBv0BC/hqH4BbUgM6UhZlPhusbNqCM2ri2te4eSk5lHwul0Lp1K4+jWIxw/EYmUfiW84/NzzXju16I8Ld5znocHtqCmUQLEgu2Kobj39lfPr7f7xOAT5M6tT3WrUD9NmzZl3759gCYU4uPjGTduHNnZ2ezevZs1a9YUeI/m5OSQaLEy6d69OwDNmjVj+fLl5eorKCiIlJSUgvcpKSkEBQURFBREcnJyQZlVmCgUVz2OHBY7dADL/2Vlsf68e+bkMnTTDoZu2gGA2cOD/WPu5nBIA5IvnCPl8nbM5kjcPKMROl+kOY387K38vXAhh/4qXLmkXb7AmT0LMeXl4h7whN0+s5JzuaajP4t3KwHisvQZ0YLVcw4UUXy5GXX0GVHxD2zo0KG8/vrr3H///QXBFPMtUUk7dOjA4MGDSwRThKKh78sbfqZ37948//zz5OXlcf78eXx8fHB3d2fgwIHMmzePkSNHsnjxYgYOHFjheSgUVxV798KcOWQ/9RQeFy9WuTnbtYI+O5uOn35BRx8fmDULec89ZKWmkHLpIimXLpByKZeUyw1JuXSRi8eOcHjzBszFdKLSnIbQ+5Xox8ctiVeMSwg8E4+cmoioYq6RiqIESDmwmtbZtduuINURTBG0aLxz585l//79DBo0iI8//pgWLVrwwAMPMHDgQIQQBYJpyJAh/P7770RHR+Pn58fXX39d4XkoFFcdcXFsDA8vjB/lhIjBRUhPhzFjEGPG4BURgde0aYTZWQ2ZzSbSkxL55JH7C8rys9Zi8B6MEIUBFwX59PH6klbn1iKs5lC2uUaoeKj4ilKrwRRrGhVMsW6jgim6JvVqLk5yYLQigVyDjhfHN2b7De2Y3G0yw5pres/Zj4wnLaHQF0RnaIObZzQ6nS8GXTZ50h0vXTKZ5gB8dAn08fmW1l6W9En+TYnvOqPagykqM16FQqEoL3Fxmq/Jt99qyvcqIgD3PDOvzz7DvDEruanFzWSGN4Q5c4i+617cjIWRec15B8lN/ZSW5mfo5/M5IMg0BwE60s0NWZ06iUOZWjK6RflJvHjmRTp/1ZnBPw9m0bFFVR6rPZQAUSgUiooSFwc5OZogCQ6ucnMC8M4xa/ngz11GjhlD4/vvI+y2GIyBmu7DMyiQAM8c9qaGsjH9ToqHiczHg7/Sx7DI24upDYK4YrqCRHI+4zxTN0ytFiGiBIhCoVBUFuuKRMrCoxKe78URgN+R04y+7XFCDv3Bl0NP8tG1O5gRfZFL/rlkme0LrTRzA14KCSK7mMlvtimb97a9V+VxFUcJEIVCoXAmK1Y4ZWViDaVy1+or7Bq3h13j9rDxXye40VeAgyzfufpksnT2f9YvZFQ+/JIjlABRKBQKZ2NvZVLJcCq2cbnck9OIeWc5j3xyG/d/eSutDq8oqCelGbfUdXQ9VTIRFUCod8WtRstCCRCFQqGoCWbOdKry3TMnlRtWvcakj69n0sfXM2DdB5h1QXQ/FIBHMetaD70Hk7tNrnK/xVECpLzMmQORkaDTaa9z5lSqmRMnThAYGEhMTAwxMTFMnz6d119/nd27d1e4rZiYGM6cOVOkLD4+nrCwMGJiYujVq1eJAIsVZf78+Zw6darc9ceNG0fXrl0L5nf5sv2Q1OVhx44d/Pnnn5W+X6FwOazKdyk1YWKNGqwvHlC+fNiuTjrtW8jkr1/kngVbuGtJBKNWhRN11osw7zCm9p1aYB7sTJQjYXmYMwcmToTMTO39yZPae7AfFqEMunfvzooVK8quWEmGDRvGp59+yqlTp7jpppu45ZZbyrzHbDajs7N3On/+fEJCQmjWrFm5+//ggw+KBIi0UjxIZVns2LGDM2fOMGDAgHLfo1DUGYqHValiOBWr2jwkLZknf1xMltHAyu4daPnGc7RrHlu1sTqgVlYgQojRQoi9QgizEKKHTXmcEGKHzWEWQnSxc/9UIcRZm3pDqzyof/4TYmIgJgbPoUMLzomJgQkTCoWHlcxMrdy2nvX45z8r1PW4ceNYt24doMW6euihh7j22mv517/+BcC+ffu47rrrGDhwINdff325n+qbNWtGRkaGw/tjYmJ46qmnGDJkCIcPH+aBBx4gNjaW/v37s3nzZvbt28cff/zBY489xujRowF46aWX6NOnD71792bRorLNAk+cOEHPnj0ZO3YsDz74IBs3bqRv377079+ff/zjH0gpOXHiBN27d2fMmDF069aN//3vfwC88847fPbZZ8TExHD27NkK/U0VijrH3r3aqsTbu0rNWFckXrl53PzXDtoOuA4pBH9GdKHf66uYv915/0u1tYW1B7gNKLI/IaWcI6XsIqXsAowFjkspdzho411rXSnl4modbU7JQIqllpfB1q1bC7Z41qxZU+TapUuXeOmll/jrr7/4/fffSU1NJSoqihUrVrBmzRpGjRpV7vDrO3bsIDg4uNT7e/TowdKlS1m9ejUtW7Zk9erV/PLLLzzxxBO0b9+eG2+8kQ8++ICffvqJHTt2sHbtWjZs2MDSpUt54oknMNvJg/DYY48RExPD+PHjAU2IfPjhh3z++ec8+uijfPvtt6xbt46cnBx+++03AM6fP8/s2bPZsGFDQciVJ598kgkTJhAfH094eO2k7FQoapS4OC3kiVXxXkWBYrvFFX1qJ2ufu57nft3tNCFSK1tYUsr9QInwxMW4G5hbIwMCsDz1AmQVD/8RGWk/Hk5EBMTHV7ir4ltYX3zxRcF5eHg4oaGatUSTJk24cuUKubm5PPnkk6SmppKSkkLPnj1LbX/RokXExsbi7u7O+++/z5kzZxze37dvXwB2797Nhg0b+OOPPwCKRPG1cvDgQa699lotr0FAAA0bNiQhIYGGDYvG3LHdwjpx4gQdO3bEz8+voF1rEMm+ffty4MABOnfuTLt27fDy0vIZVGSbS6G4qrFuc82ZAw89BBkZlW7K+mu795WbiPZe6ZQ86q6sA7kTGFHK9UeFEPcCW4CnpJR2k1oIISYCEwEaNWpEvM0Pvr+/P2lpaSXuMZlMRcrdXngBj8ceQ2RlFZRJT0+yX3iBfDv3l0Z6enqJ9vPy8sjMzCQtLQ0pZcE1a70PP/yQW2+9ldGjR/PJJ5+wc+dO0tLSMJlMpKenF2krMzOTwYMHM2PGjII2nnvuOYf3Z2VlkZaWRosWLWjSpAmPPvoooEUCTktLQwhBamoqaWlphIeHM2vWrAJBdOHCBdzd3R3OxTpfoOC9r68vu3btIioqijVr1jBs2DDS09Mxm80FdaznJpOJjIyMEn8PgOzs7CKfZV0jPT29To/fFjWXGiA8HH7/nYYrVtDygw8wpBb6gZT6GF4Ma92zyVlOmWe1CRAhxArAnuHxFCnlgjLu7Q1kSin3OKjyEfBftFhk/wXeBu63V1FKORuYDVowRdvgYvv377cbaLBEAMIJE8DDQ4vMeeoUNGuGmDYNz0oo0H18fNDr9UXaNxgMeHl54evri06nK7im1+vx8fHhjjvu4NFHH2X+/PmEh4djMBjw9fUtuG7blpeXV8F161zKc/9jjz3GY489VqBw79GjB9OnT+fWW2/l9ddfZ8GCBXz88cdER0czePBgzGYz7777Lv7+/kXmZzsXe/OdMWMGDz30EHq9ng4dOnDnnXdy8uTJInWsf4NBgwbx2WefcfjwYWbMmIG3t3dBHQ8PD7p27Vrhv7+rUK8CENYhXH4uMTHwyiuF7ydNAsuWtKT8wiQ8wNM585RS1toBxAM97JS/CzxfzjYigT3lqdu9e3dpy759+6Q9UlNT7ZbXRa7WuTj67OoKq1evru0hOA01Fxfh229lvk4nzUXdF0scZpDztp2pUNPAFmnnN9Xl/ECEEDrgDkrRfwghwmze3oqmlFcoFIr6S1wcepMJcf31SLQVSXGs5c7Qf0DtmfHeKoQ4A/QBFgkhltpcHgCcllIeK3bPpzYmv28KIXYLIXYBsYD9fI8KhUJR31ixAiEled7eBQLD9tA5MQdUbVlhzQPmObgWD1xrp/wBm/OxzhpLVlYWHh4eZVmEKVwEKSXZ2dm1PQyFwuXZ8PvvJfQczv6Vc2UrrGonLCyMs2fPkpeXV6Q8OzsbDw/7AcnqGlfjXAwGA2FhYWXfoFAoqpV6LUACAgIICAgoUR4fH1+nLXxsUXNRKBTVhcsp0RUKhUJRN1ACRKFQKBSVQgkQhUKhUFQKIZ1o0uXqCCEuA3aCWpUgBEio5uHUFGouromai2ui5mKfCCllg+KF9UqAlBchxBYpZY+ya7o+ai6uiZqLa6LmUjHUFpZCoVAoKoUSIAqFQqGoFEqA2Gd2bQ/Aiai5uCZqLq6JmksFUDoQhUKhUFQKtQJRKBQKRaVQAkShUCgUlaLeCRAhxI1CiINCiCNCiGftXHcXQvxgub5JCBFpc+05S/lBIcSQGh24HSo7FyFEpBAiSwixw3LMqvHBF6MccxkghNgmhMgXQowqdu0+IcRhy3FfzY3aPlWci8nmc1lYc6O2Tznm8qQQYp8QYpcQYqUQIsLmWl37XEqbS137XB62pLzYIYRYJ4Rob3PNeb9j9rJMXa0HoAeOAs0BI7ATaF+sziRgluX8LuAHy3l7S313IMrSjr6OziWScmZxdKG5RAKdga+BUTblQcAxy2ug5TywLs7Fci29tj+PCs4lFvCynP/D5jtWFz8Xu3Opo5+Ln835LcAflnOn/o7VtxVIL+CIlPKYlDIXLevhiGJ1RgBfWc5/Bq4XWrKQEcBcKWWOlPI4cMTSXm1Rlbm4GmXORUp5Qkq5CzAXu3cIsFxKmSSlvAIsB26siUE7oCpzcTXKM5fVUspMy9uNQBPLeV38XBzNxdUoz1xSbd56U5ig0Km/Y/VNgIQDp23en7GU2a0jpcwHUoDgct5bk1RlLgBRQojtQog1Qojo6h5sGVTlb1sXP5fS8BBCbBFCbBRCjHTqyCpORecyAVhSyXurm6rMBerg5yKEeEQIcRR4E3i8IveWl3qdD6Qecx5oJqVMFEJ0B+YLIToUe2pR1A4RUsqzQojmwCohxG4p5dHaHlRZCCHGAD2AgbU9lqriYC517nORUn4IfCiEuAf4P8Dpeqj6tgI5CzS1ed/EUma3jhDCDfAHEst5b01S6blYlq+JAFLKrWj7oK2rfcSOqcrfti5+Lg6RUp61vB4D4oHazKBVrrkIIQYBU4BbpJQ5Fbm3BqnKXOrk52LDXGBkJe8tndpWCNXkgbbiOoamPLIqnzoUq/MIRRXPP1rOO1BU+XSM2lWiV2UuDaxjR1PEnQWCXHkuNnW/pKQS/TiaojbQcl5X5xIIuFvOQ4DDFFOOutpc0H5IjwKtipXXuc+llLnUxc+llc35cGCL5dypv2O18geozQMYChyyfFGmWMpeRnviAPAAfkJTLm0GmtvcO8Vy30Hgpro6F+B2YC+wA9gGDK8Dc+mJtl+bgbYi3Gtz7/2WOR4BxtfVuQB9gd2Wf/DdwIQ6MJcVwEXLd2kHsLAOfy5251JHP5f3bP7HV2MjYJz5O6ZCmSgUCoWiUtQ3HYhCoVAonIQSIAqFQqGoFEqAKBQKhaJSKAGiUCgUikqhBIhCoVAoKoUSIAqFkxFCfFk8yq5CcTWiBIhCoVAoKoUSIApFFRFC3GvJIbFTCPGNpXiAEGKDEOKYdTUihPCx5JnYZsnVMMJSHimE2C+E+EQIsVcIsUwI4Wm51tPS9g4hxHQhxB5Lud7y/m/L9YdqZfKKeo0SIApFFRBCdEALVHedlPIaYLLlUhjQH7gZeN1Slg3cKqXshpZ74m2b8PqtgA+llB2AZLRoAQBfAA9JKbsAJpuuJwApUsqeaJ7tDwohopw/Q4XCMSoar0JRNa4DfpJSJgBIKZMsMmG+lNIM7BNCNLLUFcCrQogBaLlAwgHrteNSyh2W861ApBAiAPCVUv5lKf8OTSABDAY62+ha/NGE0HHnT1GhsI8SIApF9ZBjc25dZcShBbLsLqXME0KcQItXVry+CfAso30BPCalXOqEsSoUlUJtYSkUVWMVMFoIEQwghAgqpa4/cMkiPGKBiFLqIqVMBtKEEL0tRXfZXF4K/EMIYbD021oI4V3JOSgUlUKtQBSKKiCl3CuEmAasEUKYgO2lVJ8D/CaE2A1sAQ6Uo4sJwCdCCDOwBi2rJMCnaLnVt1n0KJcpzPmgUNQIKhqvQuHCCCF8pJTplvNngTAp5eQyblMoagS1AlEoXJthQojn0P5XTwLjanc4CkUhagWiUCgUikqhlOgKhUKhqBRKgCgUCoWiUigBolAoFIpKoQSIQqFQKCqFEiAKhUKhqBT/D3hShlEsO1huAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/213 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gens_to_plot = [1, 3, 10, 25, 100]\n", - "plot_gens(esp_results_dir, gens_to_plot, save_path=None)\n", - "plot_gens(torch_results_dir, gens_to_plot, save_path=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "def get_gen_df(gen: int, results_dir: Path):\n", - " gen_filename = results_dir / f\"{gen}.csv\"\n", - " gen_df = pd.read_csv(gen_filename)\n", - " # Sort by first objective, maximize: lowest to highest, minimize: highest to lowest\n", - " gen_df = gen_df.sort_values(by='change', ascending=True)\n", - " gen_df[\"Name\"] = f\"Gen {gen}\"\n", - " return gen_df\n", - "\n", - "def get_all_gens_df(gens: list, results_dir: Path):\n", - " dfs = []\n", - " for gen in gens:\n", - " dfs.append(get_gen_df(gen, results_dir))\n", - " merged_df = pd.concat(dfs, ignore_index=True)\n", - " return merged_df" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_all_gens(gens: list, results_dir: Path, save_path=None):\n", - " all_gens_df = get_all_gens_df(gens, results_dir)\n", - " fig, ax = plt.subplots()\n", - "\n", - " all_gens_df.plot.scatter(x='change',\n", - " y='ELUC',\n", - " ax=ax,\n", - " label=\"All prescriptors evaluated\")\n", - " # Plot last gen's pareto front in red\n", - " \n", - " #get_pareto_df(dir, gens[-1]).plot.scatter(x='change', y='ELUC', c='red', ax=ax, label=\"Gen 100 Pareto Front\")\n", - " overall_pareto = get_overall_pareto_df(gens[-1], results_dir)\n", - " overall_pareto.plot.scatter(x='change', y='ELUC', c='red', ax=ax, label=\"Final Pareto Front\")\n", - " plt.grid()\n", - " #plt.title(\"All Generations All Prescriptor Performance\")\n", - " plt.legend(loc=\"upper left\")\n", - " if save_path:\n", - " plt.savefig(save_path, format=\"png\", dpi=300) \n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ + "name": "stdout", + "output_type": "stream", + "text": [ + "757/757 [==============================] - 3s 4ms/step\n" + ] + }, { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "all_gens = [a + 1 for a in range(100)]\n", - "plot_all_gens(all_gens, esp_results_dir, save_path=None)\n", - "plot_all_gens(all_gens, torch_results_dir, save_path=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "esp_all_pareto_df = get_overall_pareto_df(100, esp_results_dir)\n", - "torch_all_pareto_df = get_overall_pareto_df(100, torch_results_dir)\n", - "# TODO: This is temporary until we rerun the training with new id format\n", - "torch_all_pareto_df[\"id\"] = torch_all_pareto_df[\"gen\"].astype(str) + \"_\" + torch_all_pareto_df[\"id\"].astype(str)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Comparison with Heuristic" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "nnp = NeuralNetPredictor()\n", - "nnp.load(\"predictors/neural_network/trained_models/no_overlap_nn\")\n", - "presc_config = None\n", - "with open(\"prescriptors/esp/unileaf_configs/config-loctime-crop-nosoft.json\") as f:\n", - " presc_config = json.load(f)\n", - "unileaf_prescriptor = UnileafPrescriptor(presc_config,\n", - " dataset.train_df.iloc[:1],\n", - " dataset.encoder,\n", - " [nnp])\n", - "\n", - "candidate_params = {\"in_size\": len(constants.CAO_MAPPING[\"context\"]), \"hidden_size\": 16, \"out_size\": len(constants.RECO_COLS)}\n", - "torch_prescriptor = TorchPrescriptor(100, \n", - " 100, \n", - " 0.2, \n", - " dataset.train_df.iloc[:1], \n", - " dataset.encoder, \n", - " nnp, \n", - " 4096, \n", - " candidate_params, \n", - " seed_dir=\"prescriptors/nsga2/seeds/test\")" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [], - "source": [ - "even_heuristic = EvenHeuristic(\"secdf\", nnp)\n", - "\n", - "linreg = LinearRegression()\n", - "linreg.fit(dataset.train_df[constants.DIFF_LAND_USE_COLS], dataset.train_df[\"ELUC\"])\n", - "coefs = linreg.coef_\n", - "coef_dict = dict(zip(constants.LAND_USE_COLS, coefs))\n", - "reco_coefs = []\n", - "for col in constants.RECO_COLS:\n", - " reco_coefs.append(coef_dict[col])\n", - "\n", - "perfect_heuristic = PerfectHeuristic(reco_coefs, nnp)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [], - "source": [ - "test_df = dataset.test_df.sample(frac=0.01, random_state=100)\n", - "encoded_test_df = dataset.encoder.encode_as_df(test_df)\n", - "\n", - "context_df = test_df[constants.CAO_MAPPING[\"context\"]]\n", - "encoded_context_df = encoded_test_df[constants.CAO_MAPPING[\"context\"]]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Trained Prescriptors" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [], - "source": [ - "def evaluate_prescriptor(ids: list, context_df: pd.DataFrame, prescriptor: Prescriptor, results_dir: Path, verbose=False):\n", - " elucs = []\n", - " changes = []\n", - " iterator = tqdm(ids) if verbose else ids\n", - " for cand_id in iterator:\n", - " context_actions_df = prescriptor.prescribe_land_use(cand_id, results_dir, context_df)\n", - " eluc_df, change_df = prescriptor.predict_metrics(context_actions_df)\n", - " elucs.append(eluc_df[\"ELUC\"].mean())\n", - " changes.append(change_df[\"change\"].mean())\n", - " return elucs, changes" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ + "name": "stdout", + "output_type": "stream", + "text": [ + "757/757 [==============================] - 3s 4ms/step\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████▉| 212/213 [13:47<00:04, 4.07s/it]" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "757/757 [==============================] - 3s 4ms/step\n", - "757/757 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torch_all_pareto_df[\"id\"].tolist()\n", - "torch_elucs, torch_changes = evaluate_prescriptor(torch_ids, context_df, torch_prescriptor, torch_results_dir)" + "torch_elucs = []\n", + "torch_changes = []\n", + "for id in tqdm(torch_ids):\n", + " eluc, change = evaluate_prescriptor(context_df, torch_prescriptor, cand_id=id, results_dir=torch_results_dir)\n", + " torch_elucs.append(eluc)\n", + " torch_changes.append(change)" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 213/213 [01:01<00:00, 3.46it/s]\n", - "100%|██████████| 213/213 [00:38<00:00, 5.52it/s]\n" + "100%|██████████| 213/213 [01:46<00:00, 2.00it/s]\n" ] } ], "source": [ "pcts = [i/len(esp_ids) for i in range(1, len(esp_ids) + 1)]\n", - "even_elucs, even_changes = evaluate_prescriptor(pcts, context_df, even_heuristic, None, True)\n", - "perfect_elucs, perfect_changes = evaluate_prescriptor(pcts, context_df, perfect_heuristic, None, True)" + "even_elucs = []\n", + "even_changes = []\n", + "perfect_elucs = []\n", + "perfect_changes = []\n", + "for pct in tqdm(pcts):\n", + " even_eluc, even_change = evaluate_prescriptor(context_df, even_heuristic, pct=pct)\n", + " even_elucs.append(even_eluc)\n", + " even_changes.append(even_change)\n", + " perfect_eluc, perfect_change = evaluate_prescriptor(context_df, perfect_heuristic, pct=pct)\n", + " perfect_elucs.append(perfect_eluc)\n", + " perfect_changes.append(perfect_change)" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -709,7 +3508,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -719,7 +3518,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -737,12 +3536,12 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -765,7 +3564,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -831,7 +3630,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -841,7 +3640,7 @@ "Even hypervolume: 19.883448199417447\n", "Perfect hypervolume: 20.450602282335318\n", "ESP hypervolume: 20.704040842702252\n", - "Torch hypervolume: 20.194989954632486\n" + "Torch hypervolume: 20.37706786923874\n" ] } ], @@ -865,7 +3664,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -890,12 +3689,12 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -925,12 +3724,12 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ - "def trained_prescribe_and_predict(cand_id: int, results_dir: Path, context_df: pd.DataFrame, prescriptor: Prescriptor):\n", - " context_actions_df = prescriptor.prescribe_land_use(cand_id, results_dir, context_df)\n", + "def trained_prescribe_and_predict(context_df: pd.DataFrame, prescriptor: Prescriptor, **kwargs):\n", + " context_actions_df = prescriptor.prescribe_land_use(context_df, **kwargs)\n", " eluc_df, change_df = prescriptor.predict_metrics(context_actions_df)\n", " context_actions_df[\"ELUC\"] = eluc_df[\"ELUC\"]\n", " context_actions_df[\"change\"] = change_df[\"change\"]\n", @@ -939,33 +3738,33 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "757/757 [==============================] - 3s 4ms/step\n" + "757/757 [==============================] - 4s 4ms/step\n" ] } ], "source": [ "esp_unsorted_idx = esp_changes.index(esp_changes_sorted[esp_idx])\n", "esp_id = esp_all_pareto_df[\"id\"].iloc[esp_unsorted_idx]\n", - "esp_result = trained_prescribe_and_predict(esp_id, esp_results_dir, context_df, unileaf_prescriptor)\n", + "esp_result = trained_prescribe_and_predict(context_df, unileaf_prescriptor, cand_id=esp_id, results_dir=esp_results_dir)\n", "\n", "torch_unsorted_idx = torch_changes.index(torch_changes_sorted[torch_idx])\n", "torch_id = torch_all_pareto_df[\"id\"].iloc[torch_unsorted_idx]\n", - "torch_result = trained_prescribe_and_predict(torch_id, torch_results_dir, context_df, torch_prescriptor)\n", + "torch_result = trained_prescribe_and_predict(context_df, torch_prescriptor, cand_id=torch_id, results_dir=torch_results_dir)\n", "\n", - "even_result = trained_prescribe_and_predict(pcts[even_idx], None, context_df, even_heuristic)\n", - "perfect_result = trained_prescribe_and_predict(pcts[perfect_idx], None, context_df, perfect_heuristic)" + "even_result = trained_prescribe_and_predict(context_df, even_heuristic, pct=pcts[even_idx])\n", + "perfect_result = trained_prescribe_and_predict(context_df, perfect_heuristic, pct=pcts[perfect_idx])" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -989,12 +3788,12 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1023,7 +3822,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1037,7 +3836,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1047,7 +3846,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1072,7 +3871,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -1089,7 +3888,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1107,7 +3906,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -1129,7 +3928,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -1141,11 +3940,10 @@ "Average difference in change for these points: nan\n", "Average difference in ELUC for these points: nan\n", "\n", - "Number less change better ELUC: 1\n", - "Max difference in ELUC with less change: -0.15837669372558594\n", - "Number of points where trained prescriptor prescribes less change than perfect heuristic AND produces better ELUC by more than predictor model MAE: 1\n", - "Average difference in change for these points: -0.09715202450752258\n", - "Average difference in ELUC for these points: -0.15837669372558594\n", + "Number less change better ELUC: 0\n", + "Number of points where trained prescriptor prescribes less change than perfect heuristic AND produces better ELUC by more than predictor model MAE: 0\n", + "Average difference in change for these points: nan\n", + "Average difference in ELUC for these points: nan\n", "\n" ] } @@ -1157,7 +3955,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -1182,12 +3980,12 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1216,7 +4014,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1245,7 +4043,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -1271,12 +4069,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.8388562303332646, 0.5854667554767994, -0.31130711025256974, -0.30117062501444974, 0.05660403913575969, -0.09030185555751513, 0.14726688429424883, 0.1491579890918708, 0.3947318678325992, -0.340249071090089, -0.20447384408636288, 0.01551225755486502]\n" + "[0.9059005993480254, 0.5011587606004066, -0.31973205797930904, -0.3059206272223369, 0.07049172159692892, -0.10795210782289759, 0.1576329101792274, 0.14580177100167327, 0.3985471113103744, -0.34303557055794415, -0.2238433660617915, 0.014087250251697304]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1294,7 +4092,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -1314,12 +4112,12 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 69, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", + "image/png": 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", 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ieSXqRwSfLN9Jn49Xs/PQCRSw89AJ+ny8mk+W5zKbxa23woUXnpvE7scfgymywWCIYL755htq1qxJmzZtWGf5FcNZCUAMKIIR8zdwIiPznHUnMjIZMX9D3g4cHw/jxsGpU9qR3LUrHD2at2MaDIaI5eDBg7Rv355mzZqRP39+fvjhB6pVq+a0WH4R9Ypg16ETAa0PiBtvhNWroXt3GD9ezz/YtCnvxzUYDBFFZmYmqampvP322/Tp04eVK1fSqFEjp8Xym6j3EZQsXJCdHhr9koWDZNe/6CIYM0YnsZswAcqV0+uzssy8A4Mhytm/f/+ZJHGDBw+mbNmy1K0beVV3o76l6pVWhYS4cz30CXFCr7QqwT3RNdfoMFNXEruaNWHWLJOmwmCIQpRSvPPOO+ckiWvZsmVEKgGIAUUAQPa22O62+fBhHUl0//1w112wa5fNJzQYDKFi69atNG/enEceeYRq1apx3XXXOS1Snol6RTBi/gYyss5t+TOyVN6dxb6oWBGWLIHhw+Grr3QSuylTzOjAYIhwpk+fTo0aNfjxxx957bXX+N///kfVqlWdFivPRL0isNVZ7Iv4eOjVC1at0rUOvvrKJLEzGCKcEiVKkJqaytq1a+natattpSNDjXEW202lSvDdd3D8uF7esEErha5dtT/BYDCELRkZGYwcOZKMjAyef/550tLSaNasWdjNDM4r0aHOfNArrQoFE85tcAsmxAXfWeyLfPl0dBHoqmg9esB//qPTVhgMhrBk+fLlNGjQgD59+pCenh5WSeKCTdQrgpZ1SjHkrpqUKlwQAUoVLsiQu2oGnmIiWLz0EkyfDn/8AXXq6OVTp5yRxWAwnMe///5L3759ufrqq9m1axcfffQRH3zwQVQqABemHoFT7N2rJ6LNmAFDh8KzzzotkcFgANasWUPdunV56KGHGDlyJEWKFHFapKDgqx5B1PsIwpZLL4UPPtBJ7K6/Xq/7/XcoXRoSE52VzWCIMY4dO8acOXNo06YNNWrUYMOGDZQvX95psUJG1JuGwp4WLc4msbvtNh1h9MMPTktlMMQM8+fPp3r16jzyyCNnksTFkhKAGFEEnyzfSerQBZTv/QWpQxfkPvOoncTH6xQVWVlwww3QuTMcOeK0VAZD1HLgwAEeeeQRbr75ZhITE/nf//4XMUnigk3UK4Kgp6G2kyZNdBK7p56CiRNNEjuDwSZcSeLee+89+vXrx/Lly0lNTXVaLMeIekVgWxpqu0hMhFdegcWL4aabzk1iZzAY8sS+ffvIysoiLi6OYcOGsWzZMgYNGkSBAgWcFs1Rol4RODazOK/Urw9Tp+pJZ3v3Qo0aOsIowqK8DIZwQCnFW2+9ReXKlZk0aRIAd9xxB7Vr13ZWsDAh6hXBJQUTPK4vmBBBl370qJ6Q9sADum7yzjA0axkMYcqWLVtIS0vj0UcfpWbNmjR2lZo1nCGCWsPc4W0OyPGMrPD0E3iiQgVtKho5Er75RiexmzTJjA4Mhhx49913qVGjBosXL2b8+PF8//33VK5c2Wmxwo6oVwSHjmd43Ra2fgJPxMVBz57amVyvHnz9tUliZzDkwGWXXcZ1113H2rVr6dy5c9QkiQs2UT+hzFvSOYgAP4EnKlSAb7+Ff/7Ry+vXwxdf6PxFJomdIcbJyMhg+PDhZGZm0r9/f5o1a0azZs2cFivsiXr12CutCt76zSHLQBpsRM4msXvvPXj6aV0hbc0aZ+UyGBzkt99+4+qrr+a5555jw4YNRFr6HCeJekXQsk4pWjcse54yCHkGUrt48UWdqmLzZqhbFwYMMEnsDDHFiRMn6N27N/Xr12fPnj3MmTOH9957L6qTxAUbWxWBiNwsIhtEZKOI9PawvayIfCciy0VklYi0sEOOQS1rMvr+2uGTgTSYiECrVrBuHdx3HwwcCKNGOS2VwRAyNm3axKhRo2jbti3p6em0bNnSaZEiDtuyj4pIHPA7cBOwA1gKPKCUSnfbZyKwXCk1QUSSgXlKqSRfx42a7KN2MX8+NGqkJ6Zt2ABlypgkdoao48iRI3z88ce0bdsW0HWEy7kmXxo84iv7qJ0jgvrARqXUJqXUKWAGcEe2fRRwsfX5EsBUec8raWm64T99Gm6/HWrW1BXSDIYoYd68edSoUYP27dufSRJnlEDesFMRlAK2uy3vsNa5MwB4SER2APOAbp4OJCKPicgyEVm2b98+O2SNPuLjdb6ifPl0DqPHHoPDh52WymDINfv376dNmzbccsstFCpUiEWLFsVskrhg47Sz+AFgmlKqNNACeFdEzpNJKTVRKZWilEopUaJEyIWMWK6/HlauhF69YMoUPRHtzz+dlspgCBhXkrgZM2bQv39/fvvtNxo2bOi0WFGDnfMIdgJl3JZLW+vcaQ/cDKCUWiwiBYDiwF4b5YotEhNh+HDtSH7jDUhK0uuzsvRowWAIY/bs2UOJEiWIi4vjlVdeoVy5ctSqVctpsaIOO1uCpUAlESkvIvmBVsDcbPtsA5oCiEg1oABgbD92kJICkyefTWKXnAzvv2/SVBjCEqUUU6ZMoUqVKkycOBGA2267zSgBm7BNESilTgNdgfnAOmCWUmqtiLwoIrdbuz0FdBSRlcAHQFtlZoHYz7FjUKQItG6tq6Jt357zdwyGELFp0yZuvPFGOnToQO3atbnxxhudFinqMcXrY5XMTHj9dejbV48Shg+Hxx83+YsMjvL222/TpUsX4uLiGDFiBB07djT5gYKEU+GjYUNElKoMNXFx0L27TmJXv74OMTVKwOAwJUuWpEmTJqSnp/P4448bJRAion5E4CpV6V6lrGBCXNBnFn+yfCcj5m9g16ETlCxckF5pVfJ8fDuO6RGl4MQJ7Vhevx4++wyefFKHoBoMNnLq1CmGDh1KVlYWAwYMcFqcqMbXiCDq33RfpSqD1ahmVzauusiAX+fw1OADeTpmQIicnX38/vvw0kswa5YOOTXOOYNNLF26lEcffZQ1a9bQpk0blFImP5BDRP24y1sKam/rc0Ne6iK7lMjOQydQnG3wB8xd60yt5YEDtRLYtk3XPejfH06etPechpji+PHjPP300zRs2JCDBw8yd+5c3nnnHaMEHCTqFUG+EDxbeamL7E2JHDrhuaCO7TUURODeeyE9XZfGfOklGD3a3nMaYorNmzfz2muv0bFjR9auXcttt93mtEgxT9SbhrJ8uECe+2Q1363fl2cbvLfiN/7UOwi0YQ9ZDYVixeCdd6BNG0hN1evWr9dJ7C68MDQyGKKGw4cP8/HHH9OuXTuqV6/Oxo0bKVOmTM5fNISEqB8R+OK9JdvOM8nkJqKoV1oVCiacWx3MW72D7BFMhRMTPB6zSGKC38e0lZtuOj+J3f/9X2hlMEQ0X3zxBdWrV6dDhw6sX78ewCiBMCPqFUHhgp4bWtCpT93JrQ2+ZZ1SDLmrZo71Djz5A479e5qEuHPtVwUT4njhtup+HTNkxMfrmcnx8Vo5tG8PBw86I4shIti3bx+tW7fm1ltvpUiRIixevJiqVas6LZbBA1EfPvrcJ6uZvmSb3/sLsHnoLbmQLGdShy7waEIqXDCBCy+Itz9MNBicOKGroo0YASVKwP/+BxUrOi2VIczIzMwkOTmZzZs389xzz9G7d2/y58/vtFgxTUyHj363PrDURXba4L35Aw6fyGDFC+cW2A7ZHIJAKVgQhgzRDuU33oDy5fX6zEw9Sc0Q0+zevZtLL72UuLg4Ro4cSVJSEjVq1HBaLEMORL1pyJczNtQ2eG9KJvt6byGlYTUjum5dXe8gLg727IFq1eDdd00SuxglKyuLN998k8qVK/Pmm28CcOuttxolECFEvSLw1vi6bO6htMH761TOy7wET9ieYuP4cW0mevhhaNFCz0EwxAwbN26kadOmdOrUiauvvpq0tDSnRTIESNSbhnqlVfGYYsJlagmlucV1rpxMPnmZl5CdvM569ovy5bWvYNw46NMHqleHoUOhSxeTvyjKeeutt+jSpQv58+dn0qRJtG/f3kwMi0CiXhH42/iGUp6czp2XeQnZCUWKDUAXuenWTae1fvxxWLgQnngieMc3hCVly5YlLS2NcePGUapUGPiwDLki6qOGIpG8JspzdzR7u7t2Rkedk8Ru3TqYOxeeesoksYsCTp48yZAhQ8jKyuLFF190WhxDAMR8GupIw995CZ7I7mj2hq0zlN2T2M2cCb17Q4MGsGKFfec02M7PP/9MvXr1GDhwINu2bSPSOpEG75guWpiSW/+FJ1NQdkI6Q3nAAD0b+YkndLnMZ5+F55+HAgVCc35Dnvnnn394/vnnGTNmDKVKleLzzz/nlltsGk0aHCEmFEHYxuTbgC+HsoAz13/33dC4MTz9NAweDIUK6VGCISLYunUr48ePp1OnTgwdOpSLL77YaZEMQSbqFUFIombCCG+O5lKFC7KodxMHJLIoWhSmToWHHoKGDfW6det0EruLLnJOLoNHDh06xIcffkiHDh1ITk5m48aNlC5d2mmxDDYR9T6CYMfkhzuBJMBzhCZNziaxu+MOqFEDvv7aaakMbnz66ackJyfTqVOnM0nijBKIbqJeEQQzJj8cyGlyWF4czSElPh7eekunrEhLg3bt4O+/nZYqptm7dy+tWrWiZcuWlChRgiVLlpgkcTFC1JuGghmT7zT+mrlCPVEu16SmwvLlMGiQnoD25Zfw448miZ0DZGZmkpqayrZt2xg0aBDPPPMMCQneM/caoouoHxEkFfPc4HtbH85EpZmrQAGtCJYtg5Yt4cor9fpM35FPhuCwa9cusrKyiIuL49VXX2X58uX069fPKIEYI+oVwZJNnnPme1sfzkSbmescatfW2Uzz5dNJ7KpUgWnTTBI7m8jKymLChAlUrVqVN954A4AWLVqQnJzssGQGJ4h6RZDppSHxtj5QbE/o5oa/2UsjnhMn4IortN8gLQ22bHFaoqji999/p3HjxnTp0oUGDRrQvHlzp0UyOEzUKwI7CXW66LCPCAoWSUnwww86id3ixTqyaOxYMzoIAlOmTOGqq65i1apVTJ06la+//pryrpoShpjFKII8EGqbfcREBBGEkVK+fDp76Zo10KiRVggmq2WeSUpKonnz5qSnp9OuXTuTKdQAxEDUUJyIRzNQXIAvgKfZybmx2ed1lnMkRAQFdRJfuXIwbx78+69eTk+HOXPgmWfAODRz5OTJk7z00ksADBo0iKZNm9K0aVOHpTKEG1E/IgiGj8CbCahwoueGyJvNPi+mpFD6IvJK0EdKInq+AcDs2fDcc3D11fDbb3mUNLr56aefqF27Ni+//DJ//fWXSRJn8ErUKwJvPf9ARgTeGjalAit3mdsGMiJKV7pha3TTCy/oEcGePVC/vs5ZdCIKoqaCyLFjx+jevTv/+c9/OH78OF999RVTpkwxZiCDV2xVBCJys4hsEJGNIuIxy5iI3Cci6SKyVkTeD7YMwRgR+Co6H4jNPrcNZKTNH7A9uqllS20iatsWhg2DV18NznGjhG3btvHmm2/yxBNPsGbNGlM60pAjtvkIRCQOGAfcBOwAlorIXKVUuts+lYA+QKpS6qCIXBpsOUr5SMLmL75mJwdis8/tLOdImz/gqzxo0ChSBCZP1knsGjTQ69auhbJldXbTGOPgwYPMnj2bxx57jOTkZDZt2kTJkiWdFssQIdg5IqgPbFRKbVJKnQJmAHdk26cjME4pdRBAKbU32EL0SqtCQty5Q+KEOAmoUQpW2GZujxNp8wdCGt10ww3af3D6tB4pVK+uU1XEEHPmzCE5OZkuXbqwYYMeJRolYAgEOxVBKWC72/IOa507lYHKIrJIRJaIyM2eDiQij4nIMhFZtm/fvsAlyW4FCtBnFqyGLbfHicT5Ay3rlGJR7yZsHnoLi3o3sT/SKT4e3nlHp7Ru0QIefhgOHLD3nA6ze/du7r33Xu666y4uv/xyfvnlF6pUCd9nwhC+2FazWETuAW5WSnWwltsADZRSXd32+RzIAO4DSgMLgZpKqUPejhtozeLUoQvCMz9/gMRScZ08cfIkvPwyDBmizUeLFkGlSk5LFXQyMzOpWrUq27dv54UXXuDpp582+YEMPvFVs9jOeQQ7gTJuy6Wtde7sAH5WSmUAm0Xkd6ASsDRYQkSafd0bkTB/ICy44AJ48UW45x6du6hCBb3+9Gk9aohwduzYQcmSJYmLi2Ps2LGUL1/epIo25Bk7TUNLgUoiUl5E8gOtgLnZ9vkEuAFARIqjTUWbgilEpNnXDUGiVi0YP17PUN69GypXhilTIjZNRVZWFq+99hpVq1ZlwoQJADRv3twoAUNQ8KuLJCKJwFNAWaVURyvap4pS6nNv31FKnRaRrsB8IA6YqpRaKyIvAsuUUnOtbc1EJB3IBHoppYJq2O2VVoVes1eSkXW2AUjIF5iz2BDhnDypo4k6dIAPPoCJE8+mu44A1q9fT4cOHVi0aBFpaWnceuutTosUtmRkZLBjxw7+dc1Ej0EKFChA6dKlAzIV+jtWfgv4FbjGWt4JzAa8KgIApdQ8YF62df3dPiugp/VnH9nn0Zh5NVGDX76TcuVgwQKYNAl69YKaNbUfoXv3sM9fNHnyZLp27UpiYiJvv/02bdq0MRPDfLBjxw4KFSpEUlJSTP5OSikOHDjAjh07Akom6K9pqIJSajjasYtS6jgR0pyOmL+BjMxzzQEZmSpsJ2MZ/CegGdf58sHjj+uJaI0bw88/h70SAKhQoQK33XYb69at4+GHH47Jxi0Q/v33X4oVKxazv5OIUKxYsYBHRP4qglMiUhAr8FJEKgAnAxPRGbw5hXceOhGyFA2RlCcoksjVjOvSpeGzz3S9ZNCK4aWX4NQpGyX1n3///Ze+ffvSt29fABo3bszs2bO57LLLHJYscohVJeAiN9fvryJ4AfgKKCMi7wHfAs8EfDYH8OUUDkW+nkjLExRJ5DoiTESXyAT46CPo3x9SUmBp0ILVcsWiRYuoXbs2Q4YMYd++fSZJnCFk+KUIlFLfAHcBbYEPgBSl1Pf2iRU8fNUmDkW+nkjLExRJBCUi7Pnn4dNP9eSzhg11euvjx4MkoX8cPXqUbt260ahRI06ePMn8+fOZNGlSzPdsDaHDL0UgInWBcsBfwC6grIhUEJGwD8xevOlvn9vtnk8QLfMYwpGgzbi+/XZtImrfHkaMCHkSux07djB58mS6devG6tWradasWUjPbwge/fv3Z8yYMWeW+/Xrx6s5PE+HDx+mSpUqZ9KDPPDAA0yaNMlOMc/D34Z8PFAXWIV2EtcA1gKXiEhnpdTXNsmXZ7JyGF2XLFzQ1lm7uU00Z8gZ1z0Kyr275BIdVvrQQ7rWAejqaGXK6G1B5sCBA8yaNYvOnTtTrVo1Nm3axBVXXBH088Q6N9xww3nr7rvvPrp06cLx48dp0aLFedvbtm1L27Zt2b9/P/fcc885277//nuf53v00Ue566676NGjB1lZWcyYMYMFCxZQu3Ztj/u///77JCcn8/rrr9O2bVu6d+/OwYMH6dixo7+XGBT8VQS7gPZKqbUAIpIMvIj2E3wMhK0i8EXBhDgaVy0RvGpaHghJJs4YJugzrq+7Tv/PzIQ779S1Dt58E265JSiHV0rx0Ucf8cQTT/D333/TpEkTqlSpYpRAlJCUlESxYsVYvnw5e/bsoU6dOpQrV44VK1b4/N5NN93E7NmzeeKJJ1i5cmVohHXDX0VQ2aUEAJRS6SJSVSm1KZLtmEPuqunThh+MBiaovVZD6IiLg/fe0+aiW2+FBx+EMWOgRIlcH/Kvv/7iiSeeYM6cOdSrV4+vv/7aJImzGV89+MTERJ/bixcvnuMIwBMdOnRg2rRp7N69m0cffZSjR4/SqFEjj/u6RgRZWVmsW7eOxMREDh48SOnSpQM+b17wVxGsFZEJ6FTSAPcD6SJyAdbcgkikZZ1SPDlzhcdtwbThmzxBEUr9+vDrrzqB3csvw9dfw08/5SqJXWZmJo0aNWLnzp0MHz6cJ598kvgoyH1kOJ8777yT/v37k5GRwfvvv09cXFyOI4LRo0dTrVo1Bg8eTLt27Vi8eHFIkwj6+yS2BboAPazlRcDTaCXQOOhShRBvNvx8IpTv/YXpwcc6+fPr8ph3361NRK4kdhkZ4MeLun37dkqVKkVcXBzjxo2jfPnyVK5c2WahDU6SP39+GjduTOHChYmLi8tx/w0bNjB58mR++eUXChUqxHXXXcegQYMYOHBgCKTV+Bs+ekIpNVIpdaf194pS6rhSKkspdcxuIfNCTjWLPUWegC5laeL+DWeoUQNee+3cJHaTJnlNYpeZmcnYsWPPSRKXlpZmlEAMkJWVxZIlS2jfvr1f+1epUoV169ZRyKqsN2rUqJAqAfA/fDRVRL4Rkd9FZJPrz27hgkFONYuzF4vxpDhM3L/hHE6dgvLl4bHHoGlT+PPPczavW7eORo0a0b17d66//npuu+02hwQ1hJr09HQqVqxI06ZNqRRBdTD8NQ1NAZ5EJ57LzGHfsMKfmsXuNvzyvb/weBwT9284Q9my8O23umby00/rJHaDBsGTTzJx0iS6detGoUKFePfdd2ndurWZGBZDuOpFRxr+ppg4rJT6Uim1Vyl1wPVnq2RBwtvMYm/rTf0Cg1+IQMeOeiLajTdqp7IIlSpV4s477yQ9PZ2HHnrIKAFDROCvIvhOREaIyDUiUtf1Z6tkQWLJpoMBrY/E+sAG5zhRtCjPVq3Kc9Y8gMYlSjCjalUuLVzYWcEMhgDwVxE0AFKAwcBI6+8Vu4QKJjn5CLITrEL1huhn4cKFXHXVVQwfMYID//yjk8R9+ikMHAh168IvvzgtosHgF375CJRSERsiGifisdH3Fk0EJu7f4JsjR47Qu3dvJkyYwJVXXsm3335LkyZN9MZ+/aB2bejUCa65Bnr00DWUL7zQSZENBp/4XbNYRG4RkWdEpL/rz07BgkXDK4sEtN5gyIldu3Yxbdo0evbsyapVq84qARe33AJr1+pCOKNGwdixzghqiBhef/11KlasiIiwf//+kJ/f35rFbwCJ6Mljk4F7gIgY92454Dnax9v67NiZkM5gP8G6f/v372fWrFl06dKFqlWrsnnzZt/FYi6+GMaPh9attZkIYPVqHXFkQxI7Q2STmprKrbfe6jFJXijwd0RwrVLqYeCgUmogunZxRMyMyUsaaFNUJrIJxv1TSjFz5kySk5Pp0aMHv//+O4D/FcNSU6FgQZ3E7q67IDlZV0gzRCW5SUMNUKdOHZKSknzuY2e6an/nEbhazeMiUhI4AEREusTCiQkcPH5+OqTCiTmnB7A7IZ3BXvJ6/3bt2kXnzp2ZO3cuKSkpfPvtt7mfGRwXBx98AI8+qusftGql6x5cemnujmfwD0897Pvugy5ddAEiD2moadtW/+3fD9nSUGNTGmp/uOSSS2xLV+2vIvhcRAoDI4Df0LWLJwdFApvxVu3PnyqApqhMZJOX+5eZmcl1113Hzp07eeWVV+jevXvek8SlpMCyZTB8uK6T/M03OomdSTsRNeQ2DbW/2JWu2t+ooZesjx+JyOdAAaXU4aBJYSOHT3hOjuptvTumqExkk5v7t3XrVkqXLk1cXBzjx4/nyiuvpGLFisETKn9+eO45bSZ6801wHdvPJHaGAPHVg09M9L29ePEcRwCeyE0aam+kpaWxZ88eUlJSmDx5sm3pqgOJGrpWRB5Ep6C+Q0QeDooENpOXmcJmcllkE8j9y8zMZNSoUVSrVu1MkrhmzZoFVwm4k5ysTUP58sGuXTqr6YQJkJVlz/kMIePOO+/kq6++YunSpaSlpVGoUCFWrFjh8S8ns9D8+fNZsWIFkydrA4wrXfX7779Pu3btyMgIThUAf5POvYueQPYf4GrrLyUoEthMXhpzM7kssvH3/q1Zs4Zrr72Wp556iqZNm9KyZcvQCpqZCVWqaLt148bwxx+hPb8hqLjSUN93331+paEGGDt2LKVLl2bHjh3UqlWLDh06nLePK131yJEjadSo0Zl01UFBKZXjH7AOEH/2tfuvXr16KlDm/LZDXTvkW5X07Ofq2iHfqjm/7Qj4GIboZMKECSohIUEVL15cvf/++yorK8sZQbKylJo6VanChZUqUECpYcP0OkNApKenOy2CyszMVFdddZX6/fffHZPB0+8ALFNe2lV/TUNrgMuDo3oMBudRVrRAtWrVuPfee0lPT+eBBx5wLkmcCLRrp5PYNW8Oq1bpdYaIIirTUIvIZ+gIoULo0pS/ACdd25VSt9srXt5xxZLbVZzeEFkcP36c/v37ExcXx7Bhw7j++uu5/vrrnRbrLFdcAR99pGseAKxZA7Nm6dQVF1zgrGyGHInWNNRz0TOIBwAtOZt07hfgUzsFCxa+Ysnt5pPlO0kduoDyvb8gdegCMxHNYb7//ntq1arFyJEjOXbs2JlRQdghcrbRnztXh5rWqQOLFzsrlyFqyUkR3AF8qpT6wf0PrQRa2i5dEHBqLoCZlRw+HD58mMcff5zGjXXuxAULFjBu3LjIqBXQty/MmwfHjulZyj16wD//OC1VWBO2Cj5E5Ob6c1IElymlVns40WogKeCzOYBThWacHIkYzuWvv/5i+vTpPP3006xateqMQogYmjfXSey6dNEhp6+95rREYUuBAgU4cOBAzCoDpRQHDhygQIECAX0vpwllhX1sy7ElFZGbgVeBOGCyUmqol/3uBj4ErlZKLcvpuIHQuGoJpi/Z5nG9nZhZyc6yb98+ZsyYQbdu3ahatSpbtmyhRAl777mtFCoEr7+uk9jVqaPXrVypk9gVMZl0XbhCMPft2+e0KI5RoECBgCea5aQIlolIR6XUOZmNRKQDun6xV0QkDhgH3ATsAJaKyFylVHq2/QoB3YGfA5LcT75b7/mB8LY+WJhZyc6glOKDDz7gv//9L0eOHCEtLY3KlStHthJw55pr9P/MTJ0H59gxneX0zjudlStMSEhIoHz58k6LEXHkZBrqAbQTke9FZKT19wPQHt14+6I+sFEptUkpdQqYgfY5ZOclYBjwb2Ci+4enxtjX+mBhZiWHnu3bt3PbbbfRunVrKlasyPLly3OfJC7ciYuDmTPh8st1uop774Xdu52WyhCh+BwRKKX2ANeKSGOghrX6C6XUAj+OXQrY7ra8A13y8gxW3eMySqkvRKSXtwOJyGPAYwBly5b149RnyU2FsmDgCk01tQxCw+nTp7nhhhvYvXs3o0ePplu3bh5ndUZVfQlXOcxXXtHlMb/9FpYsMUnsDAHjb9K574DvgnliEckHjALa+nH+icBEgJSUlIC8QIHWLA4mpuSl/WzZsoUyZcoQHx/Pm2++yZVXXsmVV17pcd+onFOSkAB9+mjT0MSJZ5PYnTqlE9wZDH7gd9K5XLATKOO2XNpa56IQepTxvYhsARoCc0UkqDmMSnmxyXtbb4gMTp8+zSuvvEK1atUYP348ADfeeKNXJQBRHslVtaoui+mexG7cOJPEzuAXdiqCpUAlESkvIvmBVugJagAopQ4rpYorpZKUUknAEuD2YEcNxZqtPhYmsa1atYprrrmGXr16kZaWxt133+3X92ImkisrS2c37doVrr8eNkSBojPYim2KQCl1GugKzEcnrZullForIi+KSMhSU8RSBtFYmMQ2fvx46tWrx9atW5k5cyZz5syhZMmSfn3XqTklIad0afjqK5g2Tc8/uOoqGDrUv2pMhphEIm3iRUpKilq2LKiDhojDm8MzdegCj9FQpQoXZFHvJg5IGjyUUogICxcuZNKkSYwePZrixYsHdIzsPgLQo8No7RgAOpKoa1ddN/ndd52WxuAgIvKrUsqj6T0mFEE0RYr4asyenLkCb3ezVIRe9z///MNzzz1HfHw8I0aMCPj72e9946ol+G79vqh4FgLC5TxetQpmzID+/SHA2aeGyMaXIrDTRxAWRJu5xJfD05eJIxKv+9tvv6VmzZqMGTOGkydPBpw2wNO9/+jXnfRKq8LmobewqHeT2FACcDaCaN48GDIEateGRYscFckQPkS9Ioi2SBFfDk9PjnF3IuW6Dx06RIcOHbjxxhuJj49n4cKFjB07NuAkcdF274NC794wfz78+y80agTdusHRo05LZXCYqFcETs0stgtfDk93x7g3IiFCZs+ePcyYMYNnn32WlStXei38nRMxEyUUKM2a6ToH3brpENPXX3daIoPDRL0i8DaD2O6ZxZ4IRmhnTuGwLeuUYlHvJl6VQbhGyOzZs4dXX30VgCpVqrBlyxaGDh1KwYK5lzdmooRyw0UX6UymixfDk0/qdStWwN9/OyqWwRmiXhE4ObPYnWD5KvwNh42U+RNKKaZPn05ycjLPPPMMf1iF2wONCPJEpPwGjtKggXYaZ2bqfEXJybpCmiGm8CvFRCTjVK6h7PiyVwfqsPQndUUk5Dratm0bnTp14ssvv+Saa65hypQpQa3zGgm/QdgQFwezZ0P79jqr6V13aZPRFVc4LZkhBES9IgiXEYET9upwznXkShK3d+9exo4dS5cuXTwmicsr4fwbhB21a8PPP8PIkfDCC7BggU5iV8WMoKKdqFcEpbzUBQh1riFTn0CzadMmypUrR3x8PJMmTaJChQokJSU5LVZY4sj8l/h4ePZZncTuzTfBNUI7efJsHWVD1BH1PoJwsROHixxOcfr0aYYNG0ZycjLjxo0DoGnTpkYJeMHx+S+VK+uRQb58sHMnXHkljB2rfQmGqCPqFUG45BoKFzmcYMWKFTRo0IDevXvTokUL7r33XqdFCnvCag6EiM5X1L27nnuwbl3oZTDYSkykmDA4x+uvv86TTz5JsWLFGDdunN+ZQmOd8r2/8JguRIDNQ28JtTg6Yd1772llcOwYPP889OunlYQhIvCVYiLqfQQAz32ymg9+3k6mUsSJ8ECDMgxqWdNpsaIaV5K4WrVq0bp1a0aNGkXRokWdFitiCDufkgg89JCejNatG/z+u1ECUUTUm4ae+2Q105dsOxMllKkU05ds47lPVjssWXRy7NgxunfvTq9euvLoddddx7Rp04wSCJCw9SldeqmulTxlil5etUqnrTgR47O1I5yoVwTTl2wLaL0h93z99dfUqFGD1157jYyMjICTxBnOEvY+pYQE/f+rr2DYMO1DWLjQWZkMuSYmTEN2EU3prfPCwYMH6dmzJ9OmTaNKlSosXLiQ//znP06LFfFExByIZ56BevWgY0ddDa1LF10Ep1AhpyUzBEDUjwj8JdA8QI6H94URe/fu5cMPP6RPnz6sWLHCKIFYo2lTWL0aevSACRN0IjtDRGEUAblr1MMqvM8Bdu/ezejRo4GzSeIGDx5MAVPsJDa58EIYPVrPTHYlsVu+HPbvd1Yug18YRUDuGvVAUkZEU0F5pRRvv/02ycnJ9OnT50ySuGLFijksmSEsuPpqPQM5MxPuu08nsZs1y9RLDnOMIiB3eYD8TXEcTSakLVu2cPPNN9O2bVuSk5NZsWJFUJPEGaKIuDj4+GMoVw7uv1+nrNi1y2mpDF4wioDc5a33N7wvWkxIp0+fpnHjxvz000+MGzeOhQsXUrVqVafFigqiacR4DjVr6noHr7yiq6IlJ8OGyHruY4WoVwQXxHu+RPf1uYnZ9je8L9KrZG3cuJHMzEzi4+OZOnUqa9asoUuXLuTLF/WPTkiIphGjR+Lj4amntDP5scd0DiPQpTINYUPUv835vEx+dF+f25htVzUwX4XQI7VKVkZGBoMHD6Z69epnksQ1btyYcuXKOSJPtPaao2XEmCMVK8Lw4Xo2siuJ3ZgxJoldmBD18whOZGT5td6umO1eaVXo8/Hqc172sJgh6oPffvuN9u3bs2LFCu69917uv/9+R+Vx9Zpdv6Gr1wyEf5x9DkT6iDFXiEDdujq6aMYMPUu5enWnpYppon5E4A929jY9jTburleKEfM3hGXvduzYsdSvX5/du3fz8ccfM2vWLC677DJHZYrmXnOkjhjzRMmS8NlnOondxo1Qpw68+KKJLHKQqB8R5BPI8vB8uUxDOfU2gzF72H20Ea69W1eSuDp16vDwww8zcuRIihQp4pg87kRzrzkSR4xBQQQefBBuuklnNP3zT5PEzkGiXhF4UgLu63PqbWZvtJ+cuYIeM1dQKpdKIZi1i4PB0aNH6dOnDxdccAEjR46kUaNGNGrUKORy+CLsMnEGkZivq1yiBLz/PmRk6OWVK2H6dBg4EBITnZUthoh605A3Z7Frta/epqdG26VXchvdEU6926+++ooaNWowfvx4lFJhmyQubDNxBgl/gg6iHlcSu6+/1uGmtWrB9987KlIsEfWKwNuIQKHNNL5stDk1zrmxU4eDTfjAgQM88sgjNG/enAsvvJBFixYxatQoJEyH5mGfidMQPHr1ggUL9OfGjeHxx+HwYWdligGi3jTkixHzN/i00Y6Yv8GjScKdXYdO0HrSYhb9+feZdakVivJex2s87h8ONuEDBw4wZ84cnn/+efr168cFEVCUPCIycRqCQ+PGus7BCy/AqFGQlAR9+jgtVVRjqyIQkZuBV4E4YLJSami27T2BDsBpYB/wqFJqq50yubPr0IkcbbTZG+3sxOfjHCUAern1pMUelYFTNuGpX//Gi2MmQs1bKVUkkfGfLeah66MrZM+kBY8iEhNhxAh44IGzoaW//gply2q/giGo2KYIRCQOGAfcBOwAlorIXKVUuttuy4EUpdRxEekMDAdCFrTuMsd46226N9o7D51A4Jw6sgUT4rwqiezKIftxQ9VAKaXoNmAUE4a9gMrM4IrSddkppXj5/7Zz0cWFo6ahDNdoLEMeqVtX/8/MhFat4NAhGDtWfw5TU2YkYqePoD6wUSm1SSl1CpgB3OG+g1LqO6XUcWtxCVA62EL4elT8Mce4HHlbht7C6Ptrn2enDmc2b95Ms2bNGPfi0yRcWp4r2r1GQlHdKEZLHL6LaJ5rYEAnsZszR89IfvBBuP122LHDaamiBjtNQ6WA7W7LO4AGPvZvD3zpaYOIPAY8BlC2bNmAhGjdsKzHspSpFYrm2FP0ZGpY1LvJOfv0mLkiIHlCxenTp2nSpAkHDhygaLMuXFT7ZkTO1fvREIfvIpyisQw2UaMG/PSTHhH066dNRj//DCb5YZ4Ji6ghEXkISAFGeNqulJqolEpRSqWUCNA+mFKu6HkhpPkE7k3xrVD8TQaWWsFzUfbUCkUdyY/zxx9/nEkS99Zbb7F27VqqNr77PCUA0RGH7yIcorEMISAuTqemWL0aOneGKtao/oRR+HnBTkWwEyjjtlzaWncOInIj0A+4XSl1MthCjJi/4bwQ0ixFjiYDf00N73W85jxlkFqhKPemlA1pVsmMjAwGDRpEjRo1eP311wG44YYbKFOmjG1x+OGUCC7a5xoYslGhgq6NLKJNRFdeqecfnD7ttGQRiZ2moaVAJREpj1YArYAH3XcQkTrAm8DNSqm9dgjhzTTgT1iov+s9RQelDl0QshnEy5Yto3379qxatYpWrVrxwAMPnLPdjkilcHPOxvwM3VgmPh4aNNBzEGbO1EnsatVyWqqIwjZFoJQ6LSJdgfno8NGpSqm1IvIisEwpNRdtCroImG1NZtqmlLo9mHIUTkzg4PEMj9s+Wb7Ta0OR17QGobJZv/rqq/Ts2ZPLL7+cTz/9lNtv9/zzBTtSKdxSZcD51+gasUSTYjAhsh64/HLtSJ41C7p1g3r1oG9fGDDARBb5ia3zCJRS84B52db1d/t8o53nB/jXxxwAX41WXid+2Z0fx5UkLiUlhfbt2zN8+HAKFy4clGP7Q7g7Z4M1YgmnhjfcRmFhhYguidm0qfYhbN1qlEAAhIWz2E681SMA341WXtMa2GWzPnLkCJ07d6Znz54ApKamMnHixJAqAcjZOeu0/yAY4aSeAgZ6zFxBUgRfU9RTvDi8+y5MnqyXV67UFdL++cdZucKcmE4xUTgxwef23JhT3HuQlxRMoEBCPg4dzwhKb3LevHk8/vjj7Nq1i549e54ZFTiBrxFTOPRcgzFi8dTwunDimrz5tcJlFBZWxFtN2//9n05T8cknMGkSNGni82uxStSPCHwR7GSb2XuQh05k8G9GFqPvr52nrJL79+/noYce4pZbbuGSSy7hp59+YsSIEY4mifM1YrKr5xrIKCMY4aT+JB18atbKHEcGwRgdfbJ8p9fJkSZE1gdPPQU//KDDTps2hY4d9exkwznE9Ijg8AnPTuTcYpcD9eDBg3z22We88MIL9O3bl/z58+f4nVDYtr2NmILlP3C/hsKJCRz79zQZVixwTj3yYCT38+bncSdTKZ9yBGt0NGL+Bjz1WwT/ZsjHNNddp01EAwboENMKFaB3b6elCiuifkTgq88c7J5UMB2oO3fuZPjw4SilqFSpElu3bmXAgAF+K4FQzmHITjB649mv4eDxjDNKwIWvUUYwUlf3Sqvi8/nxR45gjY68PUMK4yj2i4IFYdgwWLZMO5NBf96zx1m5woSoVwS+rD/B7kkFowFUSjFp0iSSk5MZMGAAf/75J0BAzmCnnYrBcJT7ss+7k5PDPy8FX1rWKUXrhmX9UgaBdgIC7Rx4e4ZKGbNQYNSpAxdcoJPYPfAAJCfrimhhWpQpVES9IvBFXidUZbf75rUBnDB3EYUr1uWxxx6D4uUZ+cHXVKxYMWDZnA7tDEZv3F9Z7baPD2pZ80yywdzIEazUF2bmdJCJi4O5c3WKijZt4JZbYNv5OclihZj2EeQWb3bfIXfVZMhdNXNlm/9o6Vb++/BdZJ44StG0rlx0VTPGLjvGFWW9T3rzRqhr/HrzR+RF0fpjnw9VQ+h+LdnvfU5yBKsQUaTPnA6n+RhnqFYN/vc/GDdOF76pXh2WLo3JJHYSrnVqvZGSkqKWLVvm9/7le3/h1cm2eegtuZIhdegCj41UqcIFz8tOmhMbNmygQoUKXP/KQv5c9Qvxha8g/uLieTqmt8bKjvKOdp3L03ET4oQL88dz+ERwwnHzIlsgjVo4NYJOyBLK5zHXbN6s5x4MGqQnop04of0KUYSI/KqUSvG0LepHBN7UXF7UXzBML6dOnWLIkCG8/PLLjBgxgl2HKlKg7Pn1DXJjzgll79GuSKlw7gEHOtoJlzKbTs3vCMd0JOdRvjy8/LL+vH07pKTo0NOePc/OSYhiov8Kc0FOvaa8ml5++eUX2rdvz5o1a3jwwQdp3bo1syavCqo5J1SNT26Voj8903BpQKMFpxrkYPusbB/V5M8Pqanw7LM6id3UqXDVVcE7fhgS085iT/gTepkXx92YMWO45pprzswNeO+99yhevHjEOgNz4wx1Orw1VnEqiCCYtSJC8uxcdhl89BHMnq1TXKekwPPPR3VkkVEE2fAn9DI3UTEuX0z9+vXp2LEja9eu5dZbb83TMcOB3Cgwp8NbYxWnivcEs5MTsmdHBO65B9LTdWnMHTuiOoldzJuGsg8z/c3n4q/Z4vDhwzzzzDMULFiQMWPGcO2113Lttdd63DcSTSG5seU7Gd5qh1khnJzBvghWBFOgBNPfE/Jnp1gxePttPe8AYPlyvTxoEFx0kT3ndICYVgSenGeCZ0eyQkcLBfIAf/bZZ3Tq1Indu3fz9NNPO5okzk4CVWChDm91YYezNBwS7PmLkw74YHVynHp2iLNGNN99B6++Cp9+ChMnwk032XveEBHTpiFPw0yF97QU/toj9+3bx4MPPsjtt99OsWLFWLJkCcOGDYtKJZAbnPKH2GFWiDQzV15nWzudXtxxX1rPnrBwoXYoN2sGjz4KBw+G5tw2EtMjAl/5W0p56Xn4E2Vx+PBh5s2bx8CBA+ndu7df+YFiCad6pnaYFZyexR1K/Bn92G0my82zE3SZGjXSSexefBGGD4dKlfSEtAgmphWBP7NXPeHpJd++fTvTp0+nd+/eVKxYka1bt3LJJZcEQ8yoxAl/iB1mBcdMFQ6QU/hpqMxkgTw7tslUoAAMHgytWuk0FaBnJZcpo0tnRhgxbRryNMx04fIXeML9Jc/KyuKNN96gevXqDBo06EySOCeUgNPD9nDHDrOC46aKEJLT6CcczWS2y1Sr1tkkdg8+qJPYvf12xIWaxrQicA/Z9IQnf4H7S/7HH3/QpEkTOnfuTP369Vm9enWuksQFAxObnzN2hOhGathvbsgp/DQczWQhkykuDj77TCuCtm2heXNdNzlCiGnTEJwdZnrLSeTyF2S3L54+fZqbbrqJQ4cOMWXKFNq1a+eoMzgipvGHAXaYpCIx7Dc35BR+Go5mspDKVLWqdiSPH68L37iS2FWrFvxzBZmoVwTenL7ZRwGFExM4ePz8imVFEhPOSfq2bt06Tp++jPj4eN59910qVKhAyZIlgy94gIRjb8wQXeTkqHVqnoIvQi5TvnzQtSvcdptOYufKZHr8OCQm2nPOIBD1iiCpmGdFkFTsXEXgzaTnWn/y5EkGDx7M4MGDGTFiBD169KBRo0bBFjfXhGNvzBB9+Br9hGOiQMdkKlcOXnpJf96+HerVY22r9nS+rDHbjzqbPdcTUa8IFv35t1/rvdUvPnwigyVLltC+fXvS09Np06YNbdq0CbqceSUce2OG2CMczWSOy3TBBey8qj7VXxvK+Mtm82zz/7KWCmE18TCmncXueOs5q9Wfce2113L06FHmzZvHO++8Q7FixUIsXc7EktPSYAhHvEbtXXop9zXtyeMt+3Lpsb/59O0n6fXD25w4dTpsJh5G/YjAX7L3qJXKIjF/Ao/c25xt5fIxdOhQLr74Yoel9I3jPR+DIcZwTVbLnp4m+3yFXYdOsLPKtSwuV4vnFkym2PHDIBI2PjyjCCxcDeiQT34lfc7rXHTRhbw67nW9vu0dDktnMBjCjeyT1bK7Gd2j9lw+vCMFLuKZFj3Il6W/c/3xHdCtm56cVqhQiK/gLMY05M7WpWyf1IkT6Qtod0M17qjtfDSQwWAITzyFbGfH1ePPPvEwK18cBRPi6HnBbl0zuUYNmD/fsUmhRhEAe/fu5b777uPOO+/ksssu45dffmHw4MEmSZzBYPCKP2Ydl+/Rmw+v1ogX4McfdWjpzTfDI49w7K+9IZ8UakxDwJEjR/jmm294+eWX6dWrFwkJCU6LZDAYwpyccpVlj9rz6sO79lpYvpxpLTrQ+ocZbChamgkN7wVCNylUVITlxEhJSVHLli3ze/+k3l94XH/6yF46l9pF3759ERGOHj1KIQdtdAaDIbLI7iMAzjiMS+VinkD53l9Qed8WNhUtRUZcAlft2sCui0uw76KiCOR57oGI/KqUSvG4zU5FICI3A68CccBkpdTQbNsvAN4B6gEHgPuVUlt8HTOvikCpLI4t/5KDP0yjYLywcuXKc/IDhaLaVKRUtAo3gv27mfsQ3kTC/fElo7dtnyzfycDP1p7JZFAwIR/5RPjn1FmFki8rk28nd6Lo8SMMatKB2TVvPK9U5pahtwQkqyOKQETigN+Bm4AdwFLgAaVUuts+XYBaSqlOItIKuFMpdb+v4+ZFEWQc2MGBr17j5I61FEiqw7rvPiYpKenMdk8avmBCXFDj8UNxjmgk2L+buQ/hTaTfH2/y312vFDOXbicjM+d2t/zfOxn65Vga7FjLwqQ69E17gh2Fz01xHYgy8KUI7HQW1wc2KqU2KaVOATOA7HGYdwBvW58/BJqKTR5alZXJnln9ydi3hWItenDpfS+eowQgNGl0wzFVbyQQ7N/N3IfwJtLvjzf5P/jZPyUAsLloKVo9OITnmnWh7q71vPXhQERl2SGurc7iUsB2t+UdQANv+yilTovIYaAYsN99JxF5DHgMoGzZsrkSRvLFUfy2p4gvfAXxFxX1uE8oEreZ5HC5I9i/m7kP4U2k3x9vcmYGaIFRko/pdVqwoEIKlx47iBJ7+u4RET6qlJqolEpRSqWUKFEi18cpULq6VyUAOedbDwahOEc0EuzfzdyH8CbS7483OeNyafDYdfGlrChpX94wOxXBTqCM23Jpa53HfUQkHrgE7TR2hFBUm4qlilbBJNi/m7kP4U2k3x9v8j/QoAwJceE3P8lORbAUqCQi5UUkP9AKmJttn7nAI9bne4AFKsjea2/OFE/rQ5G4zSSHyx3B/t3MfQhvIv3+eJN/UMuajLjnKooknp2rVDAhHxfmP6s0ChdM4KGGZc98N8FLKx1o1JAv7A4fbQGMQYePTlVKvSwiLwLLlFJzRaQA8C5QB/gbaKWU2uTrmIFGDRkMBoPBd9SQrTOLlVLzgHnZ1vV3+/wvcK+dMhgMBoPBNxHhLDYYDAaDfRhFYDAYDDGOUQQGg8EQ4xhFYDAYDDFOxGUfFZF9wNZcfr042WYtxwDmmmMDc82xQV6uuZxSyuOM3IhTBHlBRJZ5C5+KVsw1xwbmmmMDu67ZmIYMBoMhxjGKwGAwGGKcWFMEE50WwAHMNccG5ppjA1uuOaZ8BAaDwWA4n1gbERgMBoMhG0YRGAwGQ4wTlYpARG4WkQ0islFEenvYfoGIzLS2/ywiSQ6IGVT8uOaeIpIuIqtE5FsRKeeEnMEkp2t22+9uEVEiEvGhhv5cs4jcZ93rtSLyfqhlDDZ+PNtlReQ7EVluPd8tnJAzWIjIVBHZKyJrvGwXERlr/R6rRKRunk+qlIqqP3TK6z+BK4H8wEogOds+XYA3rM+tgJlOyx2Ca24MJFqfO8fCNVv7FQIWAkuAFKflDsF9rgQsB4pYy5c6LXcIrnki0Nn6nAxscVruPF7zdUBdYI2X7S2ALwEBGgI/5/Wc0TgiqA9sVEptUkqdAmYAd2Tb5w7gbevzh0BTkVzWkAsPcrxmpdR3Sqnj1uISdMW4SMaf+wzwEjAM+DeUwtmEP9fcERinlDoIoJTaG2IZg40/16yAi63PlwC7Qihf0FFKLUTXZ/HGHcA7SrMEKCwiV+TlnNGoCEoB292Wd1jrPO6jlDoNHAaKhUQ6e/Dnmt1pj+5RRDI5XrM1ZC6jlPoilILZiD/3uTJQWUQWicgSEbk5ZNLZgz/XPAB4SER2oOufdAuNaI4R6PueI7YWpjGEHyLyEJACXO+0LHYiIvmAUUBbh0UJNfFo89AN6FHfQhGpqZQ65KRQNvMAME0pNVJErgHeFZEaSqkspwWLFKJxRLATKOO2XNpa53EfEYlHDycPhEQ6e/DnmhGRG4F+wO1KqZMhks0ucrrmQkAN4HsR2YK2pc6NcIexP/d5BzBXKZWhlNoM/I5WDJGKP9fcHpgFoJRaDBRAJ2eLVvx63wMhGhXBUqCSiJQXkfxoZ/DcbPvMBR6xPt8DLFCWFyZCyfGaRaQO8CZaCUS63RhyuGal1GGlVHGlVJJSKgntF7ldKRXJBa/9ebY/QY8GEJHiaFORzzrgYY4/17wNaAogItXQimBfSKUMLXOBh63ooYbAYaXUX3k5YNSZhpRSp0WkKzAfHXEwVSm1VkReBJYppeYCU9DDx41op0wr5yTOO35e8wjgImC25RffppS63TGh84if1xxV+HnN84FmIpIOZAK9lFIRO9r185qfAiaJyJNox3HbSO7YicgHaGVe3PJ7vAAkACil3kD7QVoAG4HjQLs8nzOCfy+DwWAwBIFoNA0ZDAaDIQCMIjAYDIYYxygCg8FgiHGMIjAYDIYYxygCg8FgiHGMIjAY8oCIvGhN1DMYIhYTPmow5BIRiVNKZToth8GQV8yIwGDwgIgkich6EXlPRNaJyIcikigiW0RkmIj8BtwrItNE5B7rO1tEZIiIrBCRZSJSV0Tmi8ifItLJ2ucGEfneOp7r+JGc+dYQBRhFYDB4pwowXilVDTiCrmMBcEApVVcpNcPDd7YppWoD/wOmoVOYNAQGuu1TB+iBzp1/JZBqh/AGg78YRWAweGe7UmqR9Xk68B/r80wf33GltliNLhhyVCm1DzgpIoWtbb8opXZY2TFXAElBldpgCBCjCAwG72R3oLmW//HxHVdW1yy3z67l+Gz7gM4HFHU5vwyRhVEEBoN3ylr57QEeBH50UhiDwS6MIjAYvLMBeEJE1gFFgAkOy2Mw2IIJHzUYPCAiScDnSqkaTstiMNiNGREYDAZDjGNGBAaDwRDjmBGBwWAwxDhGERgMBkOMYxSBwWAwxDhGERgMBkOMYxSBwWAwxDj/D8e3YkZTmwWlAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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", 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", 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", 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2pVRQOX78OJ9++in33nsvNWrUYOPGjVSoUMHtsHzSK4LMuvlmuOiic4vY/fij21EppYLEV199Rc2aNbn//vvZ4LQrBnMSgAhMBHNWJNDw1YWU7/UFDV9dyJwVWSxvFB0NY8bAmTO2IblbNzh2LHuDVUqFjMOHD9OxY0duvPFG8uTJw/fff0+1atXcDssvEZUI5qxIoPfHa0g4cgoDJBw5Re+P12Q9GVx/PaxZAz16wNixdvzBli3ZGrNSKvglJyfTsGFD3n33XXr37s2qVato1KiR22H5LaISwdD5mziVmHzOslOJyQydvynrL3rxxTBypJ3j4LrroFw5uzxAdcOVUsHj4MGDpKSkEBUVxeDBg1m2bBmDBw8mX758boeWKRGVCBKOnMrU8kxp0MB2M00tYlezJsyapWUqlApDxhimTp16TpG4Nm3aULduaE69HlGJIMpHly1fy7Ps6FHbk+iuu6BdO9i9O3tfXynlmu3bt9OiRQsefPBBqlWrRuPGjd0O6YJFRCJIbSBO9nF27mt5ll1xBSxdCkOGwJdf2iJ2kybp1YFSIW769OnUqFGDH3/8kTfffJMffviBqlWruh3WBQv7RODZQOxLqcIBGAcQHQ09e8Lq1Xaugy+/1CJ2SoW44sWL07BhQ9atW0e3bt0CNnVkTgv7AWXeGojTiikawAFhlSrBt9/CyZP28aZNNil062bbE5RSQSsxMZHhw4eTmJjICy+8QHx8PDfeeGPQjQy+UOGRztLhT0Pw0i2HAxtErly2dxHYWdGefBL+8x9btkIpFZRWrFhB/fr16d27N+vXrw+qInHZLewTgT8NwdneRpCel16C6dPhjz+gTh37+MyZnNu+Uipd//zzD88//zxXX301u3fv5qOPPmLGjBlhmQBShX0i8Ocgn+29htIjAvfea68G2rWDfv1gxIic275SKl2bN29m2LBhPPDAA2zYsIF27dq5HVLAhX0i8Ocg375+mRyIJI0SJWDGDPjiC9teAHYSnNS2BKVUjjl+/DjTpk0DoEaNGmzatInJkydTpEgRlyPLGWGfCNK7IogS4b5ryjKoTc0cjCiNli3PFrG75Rbbw+j7792LR6kIM3/+fKpXr86DDz74b5G48uXLuxxVzgr7RJDLxwVBLoE/X2npbhLwFB0Nb71lS1Ncdx107Qp//+12VEqFrUOHDvHggw9y0003UaBAAX744YeQKRKX3cK++2iKjwsCz+VzViQwdP4mdh85RcnC+ekZX4U2dUrlTICemjWzRexS2w0+/9xeHQR5CVulQk1qkbjNmzfTp08f+vbtG3L1gbJT2CeCjKQOOEsda5BakRRwJxkUKADDhsGdd8K4cecWsQuTwStKueXAgQMULVqUqKgoXnvtNcqVK0ft2rXdDst1EX9kCUhF0uxQrx5MnmwHne3fDzVqwMyZWqZCqSwwxvDOO+9QuXJlJkyYAEDr1q01CTjCPhEUyO17F/vO8V16Ynd2VCTNLseO2QFp7dvbeZMTsjh/glIRaNu2bcTHx/Pwww9Ts2ZNmqZONav+FfaJIL1BIO8t3eHzuZKBqD+UVRUrwpIlMHw4fPWVLWI3YYJeHSiVgWnTplGjRg2WLFnC2LFj+e6776hcubLbYQWdsE8EJ874rjPk6zCaP3cUPeOrBCagrIqKgqefto3JV10FCxZoETulMnDppZfSuHFj1q1bR9euXcOmSFx2ExNiZ5VxcXFm+fLlfq8f0+uLTG/jvmvK8u3GA+73IvLFGDhxwt4u2rjRDkp78kktYqciXmJiIkOGDCE5OZl+/fq5HU5QEZFfjTFx3p4L+/RYOH/uTK1fpEBuPvo1IfvmNQ4EkbNF7N57D5591s6Qtnatu3Ep5aLffvuNq6++mr59+7Jp0yZC7STXTWGfCPrfWp3cXkaVNax4Cflzn3sGnT93FMYQnL2IfBk40Jaq2LoV6taF/v21iJ2KKKdOnaJXr17Uq1ePffv28cknn/Dee++FdZG47BbQRCAiN4nIJhHZLCK9vDxfVkS+FZEVIrJaRFpmdwxt6pRi6B1XUqpwfgQ7Cc3Iu2rzXucGvNKu5jnLX2lXk6OnEr2+TlD1IvIkAnffDRs22LEHAwbA66+7HZVSOWbLli28/vrrdOjQgfXr19OmTRu3Qwo5AWsjEJEo4HfgBmAX8AvQ3hiz3mOd8cAKY8xbIhILzDPGxKT3upltI8ishq8u9NqltFTh/Czu1Sxg28028+dDo0Z2YNqmTVCmjP1ZqTDy999/8/HHH9OhQwfAziNcLnXwpfLKrTaCesBmY8wWY8wZYCbQOs06Bvg/5+dCgOuzvPeMr+L1llHQ9SLyJT7eHviTkuDWW6FmTTtDmlJhYt68edSoUYOOHTv+WyROk8CFCWQiKAXs9Hi8y1nmqT9wn4jsAuYB3b29kIg8IiLLRWT5gQMHMh1I6uT15Xt9QcNXF6bb8NumTimvt4yCqteQP6KjYfx4W5aiWTN45BE4etTtqJTKsoMHD3L//ffTqlUrChYsyOLFiyO2SFx2C+StoduBm4wxnZzH9wP1jTHdPNZ52olhuIg0ACYBNYwxKb5eN7O3htLWEgJ7hh+SB/esOHnSNiAPHw6XXQaLFtkBakqFkOTkZGJjY9myZQvPP/88zz//PHnz5nU7rJDi1q2hBMBzxpfSzjJPHYFZAMaYJUA+oFh2BhG0tYRySoECMGQI/PwztGgBMTF2eYrPXKtU0Ni3bx8pKSlERUUxbNgwfv31VwYMGKBJIJsFMhH8AlQSkfIikge4G5ibZp0dQHMAEamGTQSZv/eTDl+9fYK2F1CgxMXBxIlni9jFxsL772uZChWUjDFMmjSJKlWqMH78eABuueUWatWq5XJk4SlgicAYkwR0A+YDG4BZxph1IjJQRG51VnsG6Cwiq4AZQAeTzfeqfNUMCqpaQjnt+HEoUsTOnXzLLbBzZ8a/o1QO2bJlC9dffz2dOnWidu3aXH/99W6HFPYCOo7AGDPPGFPZGFPRGPOys6yfMWau8/N6Y0xDY8yVxpjaxpgF2R1DyPcCCoQKFeDHH2HkSNujqHp1O/eBXh0ol7377rvUrFmTX375hXHjxrFw4UKuuOIKt8MKe2E/sjhtL6DC+XOTL3cunvpgZYY9iMJaVBT06GGL2NWrZxOCjsRULitZsiTNmjVj/fr1PProo1okLodEzAxlJ04nYYAjHiOHXZ+NLBhUqGBLW59y2kw2boTPPoOnnrJdUJUKoDNnzvDqq6+SkpJC//79ueGGG7jhhhvcDivihH26nbMigZ6zV52TADyl9iDKzFiDsCNydvTx++/Dc8/ZInarV7sblwprv/zyC1dddRUvvvgiW7Zs0SJxLgr7RDB0/iYSfc1g70i9MgjqiqM5ZcAAmDULduyw8x706wenT7sdlQojJ0+e5Nlnn+Waa67h8OHDzJ07l6lTp2qROBeFfSLwp5tolEhkjzXwJAJ33AHr19upMV96CUaMcDsqFUa2bt3Km2++SefOnVm3bh233HKL2yFFvLBPBBl1E82fO4pkH5ekETfWwFPRojB1qp0J7Ykn7LKNG+2EOEpl0tGjR3nnnXcAqF69Ops3b2bcuHEUKlTI5cgUREAi6Blfxet8BGAnoUntUeRNRI81SHXDDecXsfv6a7ejUiHkiy++oHr16nTq1ImNGzcCUKZMmQx+S+WksE8EqfMReM5UVqRAbkbeVZsV/W6kTZ1SOtbAH9HRdmRydLRNDh07wuHDbkelgtiBAwe49957ufnmmylSpAhLliyhatWqboelvAj7OYv9NWdFAkPnbwreeYqDxalTdla0oUOheHH44QfQAT8qjdQicVu3bqVv37706tWLPHnyuB1WREuv6JwmApU1v/1mRyO/9ZYdnJacbL+riLZ3715KlChBrly5+Pzzz4mJiaFGjRpuh6WI8MnrVYDUrWvnO4iKgn37oFo1mDZNy1REqJSUFN5++20qV67M22+/DcDNN9+sSSBEaCJQF+7kSXub6IEHoGVLOwZBRYzNmzfTvHlzunTpwtVXX018fLzbIalM0kSgLlz58ratYNQo+716dRgzRq8OIsA777xDzZo1+e2335gwYQJff/01FSpUcDsslUmaCFT2yJULuneHtWvh2mvtTGg6UjTslS1blvj4eNavX0+nTp10dHCIiojG4r5z1jDj550kG0OUCO3rl2FQm5oBilBhjO1dVKAAbNgAc+fCM89oEbswcPr0aV555RVSUlIYOHCg2+GoTIjoxuK+c9YwfemOf0cPJxvD9KU76DtnjcuRhTHPInYffAC9ekH9+rBypathqQvz888/c9VVVzFgwAB27NihReLCSNgnghk/e599y9dylc3694cPP4SEBDtdZp8+8M8/bkelMuHEiRM8/fTTNGjQgKNHj/L5558zZcoUvQ0URsI+EfiqI5RsTOSVm3bLbbfZInYPPACDB9uZ0VTI2L59O2PHjqVLly6sW7eOVq1auR2SymYRfdNWJ6bJQZdcApMnw333wTXX2GUbNkCZMnDxxe7Gps5z5MgRPvzwQzp16kRsbCybN2+mdOnSboelAiTsrwgyErHlpt3SrNnZInatW0ONGrbCqQoan376KbGxsXTp0uXfInGaBMJb2CeCKD/uY0Z0uWm3REfDO+9A/vwQHw8PPQR//eV2VBFt//793H333bRp04bixYuzdOlSLRIXIcL+1pCvNoJzCNQZuIAjJxO14FxOatgQVqyAQYPg1Vfhf/+DH3/UInYuSE5OpmHDhuzYsYNBgwbx3HPPkTt37ox/UYWFsE8EpQrnJyGDM35j4PBJO6exthvksHz5bCK4/XZbxC51VKoWscsRu3fv5rLLLiMqKoo33niDmJgYYmNj3Q5L5bCwvzXUM74KuaMy181N2w1cULu2TQS5ctkidlWqwJQpWqYiQFJSUnjrrbeoWrUq48aNA6Bly5aaBCJU2CcCALJwLNF2AxedOgWXX27bDeLjYds2tyMKK7///jtNmzblscceo379+rRo0cLtkJTLwj4RDJ2/icSUzGcCnabSRTEx8P33tnDdkiW2Z9GoUXp1kA0mTZrElVdeyerVq5k8eTILFiygfPnyboelXBb2iSArZ/Y6TWUQyJULHnvMFrFr1MgmBB3JesFiYmJo0aIF69ev56GHHtLRwQqIgMbikj4aiwvnz81FeaPZfeQUhfLnRgTtNRSMypWDefPOlqVYvx4++QSeew60V0uGTp8+zUsvvQTAoEGDaN68Oc2bN3c5KhVswj4R9IyvQu+P13AqMfnfZflzR9H/1up6sA8VIna8AcDs2bZ+0ezZdqRy3bquhhbMfvrpJzp27MjGjRt5+OGHMcboFYDyKuxvDbWpU4pX2tWkVOH8CLY76SvtamoSCFUvvmivCPbtg3r1bGXTU9qw7+n48eP06NGD//znP5w8eZIvv/ySSZMmaRJQPgV0PgIRuQl4A4gCJhpjXvWyzp1Af2zfnlXGmHvSe02dvF4BcPgw9OwJkybBK6/YhKAAWL9+PXXr1qVz584MHjyYggULuh2SCgLpzUcQsEQgIlHA78ANwC7gF6C9MWa9xzqVgFlAM2PMYREpYYzZn97raiJQ5/juOzvXQf78sG4dlC0LEXjgO3z4MLNnz+aRRx4B7ECxkiVLuhyVCiZuTUxTD9hsjNlijDkDzARap1mnMzDGGHMYIKMkEGhzViTQ8NWFlO/1hZaoDhXXXWeTQFIStGlj50v+3//cjipHffLJJ8TGxvLYY4+xaZMdCKlJQGVGIBNBKcBz9pddzjJPlYHKIrJYRJY6t5LOIyKPiMhyEVl+4MCBgAQ7Z0UCvT9eQ8KRUxjOlprQZBAioqNh6lRb0rplSzv3waFDbkcVUHv37uWOO+6gXbt2XHbZZSxbtowqVbTbs8o8txuLo4FKwHVAe2CCiBROu5IxZrwxJs4YE1e8ePGABDJ0/qZzehaBlpoIOQ0a2CJ2L7wAM2ZAtWrwxx9uRxUQycnJNGrUiM8++4zBgwezbNky6moPKpVFgew+mgCU8Xhc2lnmaRfwszEmEdgqIr9jE8MvAYzLK18Dz7TURIjJmxcGDjxbxK5iRbs8KcleNYS4Xbt2UbJkSaKiohg1ahTly5fXUtHqggXyiuAXoJKIlBeRPMDdwNw068zBXg0gIsWwt4q2BDAmn3yVlNBSEyGqVi0YO9aOUN67FypXtj2MQrRMRUpKCm+++SZVq1blrbfeAqBFixaaBFS28OsUSUQKAM8AZY0xnZ3ePlWMMZ/7+h1jTJKIdAPmY7uPTjbGrBORgcByY8xc57kbRWQ9kAz0NMa4cmPX18AzLTURBk6ftr2JOnWyt4zGjz9b7joEbNy4kU6dOrF48WLi4+O5+eab3Q4paCUmJrJr1y7+SR2JHoHy5ctH6dKlMzWfhF/dR0XkA+BX4AFjTA0nMfxkjKmd1WCzKpDdR+esSGDo/E3sPnJKS02Em5QUmDDBjj1IToaXX4YePYK+ftHEiRPp1q0bBQoUYOTIkdx///06MCwdW7dupWDBghQtWjQi/07GGA4dOsSxY8fOKyaYXvdRf2+aVjTG3CUi7Z2NnZQQ+iv7e4BvU6eUHvjDVa5c8Oij0KoVdOkCP/8c9EkAoGLFitxyyy2MHj2aSy+91O1wgt4///xDTExMRCYBABGhaNGiZLZ3pb+J4IyI5Mep7C8iFYHTmQvRHandQlNv+egMZBGudGn47DN7uwhsEbuPPoL//hfy5HE3NuyBbODAgQAMHjyYpk2b0rRpU5ejCi2RmgRSZWX//W0sfhH4EigjIu8B3wDPZXprLtBuoeo8InaKTLBJoF8/iIuDX3K8s9o5Fi9eTO3atXnllVc4cOAAgSz/opQnvxKBMeYroB3QAZgBxBljvgtcWNlHu4WqdL3wAnz6qR18ds01trz1yZM5GsKxY8fo3r07jRo14vTp08yfP58JEyZE/Jmtyjn+9hpKHamyx/leVkQKAduNMUkBiSyb+JqPoGTh/Oe0HeicBBHs1luhSRPbkDx0KBQpAr1759jmd+3axcSJE+nevTsvv/wyF198cY5tW2Wvfv36cckll/Dkk08C0KdPH0qUKEGPHj18/s7Ro0epV68ec+fOpUqVKrRv355mzZrRuXPnHIra/15DS4G6wGpAgBrAOqAQ0NUYsyCQQXrKbK+hvnPWMH3pjvOW584FiSm+fy9/7igtVx2JFi2Cq6+29YvWroUyZaBQoWzfzKFDh5g1axZdu3YFYM+ePVx++eXZvp1Is2HDBqpVq/bv4+uuu+68de68804ee+wxTp48ScuWLc97vkOHDnTo0IGDBw9y++23n/Pcd999l+72t23bRrt27fjtt99ISUmhUqVKLFy4kNat05ZZs95//31iY2P56quv6NevHz169GDKlCl8+eWXGe9sOtL+HSB7eg3tBjoaY9Y5LxgLDMS2E3wM5FgiyKxvN3pvPU8vCcDZdgRNBBGmcWP7PTkZ2ra1cx28/bbtbZQNjDF89NFHPP744/z11180a9aMKlWqaBIIEzExMRQtWpQVK1awb98+6tSpQ7ly5Vi5cmW6v3fDDTcwe/ZsHn/8cVatWpUzwXrwNxFUTk0CAMaY9SJS1RizJdjvY15IW4C2I0SwqCh47z3o2BFuvhnuuQdGjoQLqHW1Z88eHn/8cT755BOuuuoqFixYoEXiAiy9M/gCBQqk+3yxYsUyvALwplOnTkyZMoW9e/fy8MMPc+zYMRo1auR13dQrgpSUFDZs2ECBAgU4fPgwpUuXzvR2L4S/iWCdiLyFLSUNcBewXkTyAokBiSyb+Goj8Pd3VQSrVw9+/dVOfPPyy7BgAfz0E1SqlOmXSi0Sl5CQwJAhQ3jqqaeIDoPaR+p8bdu2pV+/fiQmJvL+++8TFRWV4RXBiBEjqFatGoMHD+ahhx5iyZIlmRoZfKH8/SR2AB4DnnQeLwaexSaBoO7k3LRqca9tBBnR8hIKsGMLXnwRbrvN3iJKLWKXmAh+/KPu3LmTUqVKERUVxZgxYyhfvjyVK1cOcNDKTXny5KFp06YULlyYqKioDNfftGkTEydOZNmyZRQsWJDGjRszaNAgBgwYkAPRWgGdqjIQMttYXHvAAo6cyviiJX/uXOTLHaW9hlTG9u61Ja+ff97WL/JyezQ5OZkxY8bQu3dvhgwZwuOPP+5CoJHHWyNpTktJSaFu3brMnj2bSlm4eswOAWksFpGG2HmFy3n+jjEm6Ct3ZZQESulBX2XWmTNQvjw88ogtYjdhwtkrBew/YceOHVmyZAktWrTglltucTFYlZPWr1/PzTffTNu2bV1LAlnh762hScBT2MJzyRmsG1IW92rmdggq1JQtC998AxMnwrPPQs2aMGgQPPUU4ydMoHv37hQsWJBp06Zx77336sCwCBIbG8uWLa5U0r8g/paYOGqM+Z8xZr8x5lDqV0AjyyYX5fF9j65w/pxrjFFhRgQ6d7a1iq6/3jYqi1CpUiXatm3L+vXrue+++zQJqJDg7xXBtyIyFDtm4N9ic8aY3wISVTZKSacNpP+t1XMwEhWOTl1yCf2rViV3SgqDgKbFi9O0alUoXNjt0JTym79XBPWBOGAwMNz5GhaooLLTqXRGjmm7gLoQixYt4sorr2TI0KEcOnHCFon79FMYMADq1oVly9wOUSm/+Ft0rqmXL725riLS33//zWOPPUaTJk1ITk7mm2++4a233rK3gfr0gc8/h6NHbc+iZ56BEyfcDlmpdPk9Z7GItBKR50SkX+pXIAPLLkUK+G4HmLMiIQcjUeFi9+7dTJkyhaeffprVq1fTrFmac6JWrWDdOjsRzuuvw6hR7gSqQsbo0aO54oorEBEOHjyY49v3KxGIyDjsaOLu2KJzd2C7kga9F2/x3Q6gcxIofx08eJCxY8cCULVqVbZu3crw4cO56KKLvP/C//0fjB0LP/4ITiVK1qyxVwpKpdGwYUO+/vprypVz57Dq7xXBtcaYB4DDxpgBQAMgJIZHptcO4K2W0JwVCTR8dSHle31Bw1cX6lVDhDPG8MEHHxAbG8uTTz7J77//DuD/tJENG9pKpsnJ0K4dxMbaGdJUWOrXrx8jR47893GfPn144403Mvy9OnXqEBMTk+46R48epUqVKmzaZE9g27dvz4QJEy4k3H/522so9Yh5UkRKAoeAkCmXWCqdOQk86bSWytPu3bvp2rUrc+fOJS4ujm+++Sbr5SGiouzgs4cftvMf3H03vPEGlCiRvUGrc3kpQ82dd8Jjj9kJiLyUoaZDB/t18CCkKUNNBkXoHn74Ydq1a8eTTz5JSkoKM2fOZOHChdSuXdvr+qlF5/xRqFAhRo8eTYcOHejRoweHDx/OtjkL/E0En4tIYWAo8Bt27uKJ2RJBDugZX4WeH64iMflsV9LcUXJeLaH0prXURBBZkpOTady4MQkJCQwbNowePXpceJG4uDhYvhyGDIGXXoKvvrJF7LT2UNjIahlqfwWqXLVfn2xjzEvOjx+JyOdAPmNMaN3sTDucwMvwAp3WUm3fvp3SpUsTFRXF2LFjqVChAldccUX2bSBPHujb194mevttSH1tP4vYqUxK7wy+QIH0ny9WLMMrAG+yUobal/j4ePbt20dcXBwTJ04MWLlqv09xRORaICb1d0QEY8zUbIkiwAZ8to7ElHOP/Ikp5rwz/fSmtVThLTk5mTfeeIO+ffsyZMgQunXrxo033hi4DcbG2ltDALt32/mSe/e2PY1y+d2ZTwWhrJSh9mX+/PnnPA5UuWp/ew1Nww4g+w9wtfPltYpdsJmzIoHDJ70Xnkt7pt8zvgr5c59bkkLLUYe/tWvXcu211/LMM8/QvHlz2rRpk7MBJCdDlSr2vnXTpvDHHzm7fZWtUstQ33nnnX6VoQYYNWoUpUuXZteuXdSqVYtOnTqdt05querhw4fTqFGjf8tVZwd/5yzeAMSaIKhZnZ1lqEsVzn9e0TnPCe21HHX4GzduHE888QSFChVi1KhR3H333e7UBzIGpkyBp5+Gf/6xo5N79vRa4lr5pmWorUDNWbwWuAzYc2Hh5bz0ylB7O9NvU6eU1wO/JojwYoxBRKhWrRp33HEHI0eOpPgFTEN5wUTgoYfgppvg8cdh9WpNAiEoLMtQi8hn2GbVgtipKZdxbtG5WwMbXmD5eyDXbqXh4+TJk/Tr14+oqChee+01mjRpQpMmTdwO66zLL4ePPrJzHgCsXQuzZtnSFXnzuhubylC4lqGeCyzDTkrThrNF55YBnwYysOziq8REeqUn0kqvW6kKHd999x21atVi+PDhHD9+nCC40+mdyNmD/ty5tqtpnTqwZIm7camwlVEiaA18aoz53vMLmwTaBDy6bNCqlvdxb3mi/L/s1m6loe3o0aM8+uijNG1qp9deuHAhY8aMCY25Ap5/HubNg+PH7SjlJ5/UInYZCNoEn0Oysv8ZJYJLjTFrvGxoDbYradD7duMBr8v3HTvDvRP8O8Py1X1Uu5WGhj179jB9+nSeffZZVq9e/W9CCBktWtgido89Zrucvvmm2xEFrXz58nHo0KGITQbGGA4dOkS+fPky9XsZNRYXTue5DI+CInIT8AYQBUw0xrzqY73bgA+Bq40x/ncJ8kN6Z+2L//zLr9foGV/lnDYC0G6lwe7AgQPMnDmT7t27U7VqVbZt2+ZuY/CFKlgQRo+Ge++1t4kAVq2y02YWKeJubEEktQvmgQPeTwAjQb58+TI90CyjRLBcRDobY86pbCQinbDzF/skIlHAGOAGYBfwi4jMNcasT7NeQaAH8HOmIveTr0FiqfzpDZT6WHsNBT9jDDNmzOCJJ57g77//Jj4+nsqVK4d2EvDUoIH9npxs6+AcP26rnLZt625cQSJ37tyUL1/e7TBCTrrjCETkUuAT4AxnD/xxQB6grTFmbzq/2wDob4yJdx73BjDGvJJmvZHAV0BP4NmMrggyO45gzooEnvxgpc/n8+eOOu9M/5V2NfUgH4J27txJ165d+eKLL6hfvz6TJk2ievUwno70t9+gY0dYudImhTffhMsuczsqFaTSG0eQbhuBMWafMeZaYACwzfkaYIxpkF4ScJQCdno83uUs8wysLlDGGPNFBjvwiIgsF5Hlmb3ka1OnFP+X1/vovlygvYHCRFJSEtdddx3ffvstI0aMYPHixeGdBODsdJiDB9vS1rGx4JTJVioz/C069y3wbXZuWERyAa8DHfzY/nhgPNgrgsxsZ86KBI6dTvb6nK/ZjLU3UOjYtm0bZcqUITo6mrfffpsKFSpQoUIFt8PKOblz2xpFbdvC+PFni9idOWML3Cnlh0BWt0oAyng8Lu0sS1UQqAF8JyLbgGuAuSKSrTWMhs7f5K3QaLq0N1DwS0pKYtiwYVSrVu3fmcOuv/76yEoCnqpWtdNi5spli9hVrAhjxkCKr9Mdpc4KZCL4BagkIuVFJA9wN3aAGgDGmKPGmGLGmBhjTAywFLg1J3sNidh5CTxpb6Dgt3r1aho0aEDPnj2Jj4/ntttuczuk4JKSYm8TdesGTZrAJr3VqdIXsERgjEkCugHzgQ3ALGPMOhEZKCI5VpoivbN7YwBjRxkLtgidNhQHt7Fjx3LVVVexfft2PvjgAz755BNKlizpdljBpXRp+PJLW8Ru3Tq48kp49VXnA6/U+fyqPhpMstJrKO0YgLS8VSFVwSW1SNyiRYuYMGECI0aMoFixYm6HFfz27rVXBvnzw7RpbkejXJQd1UdDlucYAF/jCbRxOHidOHGCvn37Eh0dzdChQ2ncuDGNGzd2O6zQcdll8OGHZ4vYrV4NM2dCv36QydGnKnxFxFRIbeqUYnGvZpTSUhEh5ZtvvqFmzZqMHDmS06dPR2zZgGyR2oNo3jx45RWoXRsWL3Y1JBU8IiIRzFmRQO0BC7xeEWjjcPA5cuQInTp14vrrryc6OppFixYxatSo0CgSF+x69YL58+3kN40aQffucOyY21Epl4V9IpizIoGes1d5naCmcP7c2jgchPbt28fMmTP573//y6pVq3xO/K2y6MYb7TwH3bvbLqajR7sdkXJZ2LcRDJ2/6byJ61NdlDdak0CQSD349+jRgypVqrBt2zZtDA6kiy+2lUzvucf2KgJbqqJsWbjkEldDUzkv7K8I0msI1kZi9xljmD59OrGxsTz33HP84Uzcrkkgh9SvbxuNk5Phjjvs+IOPPnI7KpXDwj4RpNcQrI3E7tqxYwetWrXi/vvvp0qVKqxcuTKk5nkNK1FRMHs2lCplC9jddhvsCbkpylUWhX0iaFrVd/nhmKKaCNySWiQutSH4hx9+oFq1am6HFdlq14aff7aDz774wl4d6KjkiBD2icDXDGUAP/35F3NWJPh8XmW/LVu2kJycTHR0NBMmTGDt2rV0796dqCjvFWJVDouOhv/+1443ePhhSL1CO33a3bhUQIV9IkhvUhoDWnI6hyQlJfHaa68RGxvLmDFjAGjevDkxMTHuBqa8q1wZhg+3RewSEqBCBRg1yrYlqLAT9okgI9pgHHgrV66kfv369OrVi5YtW3LHHXe4HZLKDBHbs6hHDzv2YMMGtyNS2SziE4E2GAfW6NGjufrqq0lISODDDz/k448/5vLLL3c7LJUZJUvaNoNp02ybQe3aMGiQFrELI2E/jiA96Y0q9mcuY+VbapG4WrVqce+99/L6669zifZPD10icN99djBa9+52JjQd6R02IjoR+BpVnLZiacKRU/T+eA2AJoMMHD9+nD59+pA7d26GDRumReLCTYkS8MEHkOiM1F+9Gt5/H1580VY4VSEpom8N+TqoD52/SecyzoIFCxZQo0YN3nzzTRITE7VIXDjLndt+//JLeO0124awaJG7Maksi+hE4IuvBmRtWPbu8OHDPPTQQ8THx5MvXz4WLVrEG2+8oUXiIsFzz8HXX0NSkp0N7fHHtYhdCNJE4IWvBmRtWPZu//79fPjhh/Tu3ZuVK1fyn//8x+2QVE5q3hzWrIEnn4S33rKF7FRI0UTgRc/4KuTPfe4AJy1Xfa69e/cyYsQIgH+LxA0ePJh8OtlJZLroIhgxwo5Mfuopu2zFCjh40N24lF80EXjRpk4pXmlXk1KF8+tcxmkYY3j33XeJjY2ld+/e/xaJK1q0qMuRqaBw9dWQN68deHbnnbZMxaxZ2tU0yIV9r6EoEZK9fAijMrh/3aZOKT3wp7Ft2zYeffRRFixYQMOGDZk4caIWiVPeRUXBxx/bMhV33WV7Fo0da8ckqKAT9lcE3pJA6nKtM+S/pKQkmjZtyk8//cSYMWNYtGgRVatWdTssFcxq1oQlS2DYMDsrmhaxC1phf0VQIHcuTiameH0up8YGhPLgtM2bN1O+fHmio6OZPHkyFSpUoFy5cm6HpUJFdDQ88wy0bg3jx9saRmCnytT2pKAR9lcEp5K8JwHImbEBqYPTEo6cwnB2cFqwX40kJiYyePBgqlev/m+RuKZNm2oSUFlzxRUwZIgdjZxaxG7kSC1iFyTCPhFk1EYV6LEBoTg47bfffqNevXr06dOH1q1bc9ddd7kdkgonIlC3ru1d1LAhrFvndkQRL+wTQUZDmgI9NiDUBqeNGjWKevXqsXfvXj7++GNmzZrFpZde6nZYKpyULAmffQbvvQebN0OdOjBwoPYsclHYJ4ICeXxPeJI7SgI+NiBUBqelloOoU6cODzzwAOvXr6dt27YuR6XClgjcc48taX377fDnn1rEzkVhnwhOnPF9D/KiPNEBb7QN9sFpx44do1u3bjz77LMANGrUiMmTJ1OkSBGXI1MRoXhx27V04kT7eNUq6NkTTp50N64IE/aJID1HTyUGfBvBPDjtyy+/pEaNGowdOxZjjBaJU+5JLWK3YIHtblqrFnz3nashRZKw7z6anpy6PRNsg9MOHTrE008/zdSpU6lWrRqLFy+mQYMGboellL0aiIuDzp2haVN45BHb26hQIbcjC2sRfUUQLLdnctqhQ4f45JNPeOGFF1ixYoUmARVcmja18xw8+6y9ZTR2rNsRhb2AJgIRuUlENonIZhHp5eX5p0VkvYisFpFvRCRHO6kH01l6oO3Zs4dhw4ZhjKFy5cps376dgQMHkjdvXrdDU+p8BQrA0KHwyy/w9NN22a+/woED7sYVpgKWCEQkChgDtABigfYiEptmtRVAnDGmFvAhMCRQ8UQqYwyTJ0+mWrVqvPDCC2zevBlAG4NVaKhb92wRu7vvtmUqZszQrqbZLJBXBPWAzcaYLcaYM8BMoLXnCsaYb40xqd0DlgKlAxhPxNm6dSs33ngjHTt25Morr2TVqlVaJE6Fpqgo+OQTOyL5nnvg1lth1y63owobgUwEpYCdHo93Oct86Qj8z9sTIvKIiCwXkeUH9NLQL0lJSTRr1oyff/6Zt956i2+//ZbKqXVelApFNWrATz/B66/DN99A9eqwcaPbUYWFoOg1JCL3AXFAE2/PG2PGA+MB4uLi9JowHX/88QcVKlQgOjqad955h4oVK1KmTBm3w1Iqe0RF2dIUt94KEyZAFafDx6lTkD+4BmmGkkBeESQAnkeg0s6yc4jI9UAf4FZjzOkAxhPWEhMTGTRoEDVq1GD06NEAXHfddZoEVHiqWBFefdWORt61y94yGjbMzp2sMi2QieAXoJKIlBeRPMDdwFzPFUSkDvA2NgnsD2AsYW358uXExcXxwgsv0K5dO9q3b+92SErlnOhoqF/fjkFo0MB2PVWZErBEYIxJAroB84ENwCxjzDoRGSgitzqrDQUuBmaLyEoRmevj5ZQPb7zxBvXr1+fgwYN8+umnzJgxgxIlSrgdllI557LLbEPyzJmwfTtcdRW8+KL2LMqEgLYRGGPmAfPSLOvn8fP1gdx+ODPGICLExcXRsWNHhgwZQuHChd0OSyl3iNgpMZs3t20I27drEbtMiOiRxcE+OYw3f//9N127duVpZ5BNw4YNGT9+vCYBpQCKFYNp084tYvfMM3DihLtxBbmITgTPzFpF+V5f0PDVhSGRFObNm0f16tUZP3480dHRWiROKV+inZsdX39tu5vWqgULF7obUxCL6ESQbExITB958OBB7rvvPlq1akWhQoX46aefGDp0KKKXvkql75ln4PvvbbfT5s1tMbsjR9yOKuhEdCLwFMzTRx4+fJjPPvuMF198kd9++4369eu7HZJSoaNxY3uL6LnnYPJkGDfO7YiCTlAMKAsWwTR9ZEJCAu+99x49e/akUqVKbN++XdsBlMqq/PnhtdfO1isCWL4cypQBnYpVrwg8BcP0kcYYJkyYQGxsLP379+fPP/8E0CSgVHaoU+dsEbv27W1SmD494ruaaiJwBMP0kX/++SfNmzfnkUceoW7duqxevZorrrjC1ZiUCktRUTB3ri1Rcf/90KoV7NjhdlSuiehEEEzTRyYlJdG8eXOWL1/O22+/zTfffKNJQKlAqlYNfvgB3njDNihHcBG7iG4jWNyrmdshsGnTJipWrEh0dDTvvvsuFStWpHRprcatVI6IioInnoBbbrFjDyK0iF1EXxG42V30zJkzDBgwgJo1azJmzBgAmjRpoklAKTeULw8vv2xHI+/cCTExdq7kCCliF9GJwK3uosuWLeOqq66if//+3HHHHdx7772uxKGU8iJPHmjYEP77X1vMbtUqtyMKuIhOBG50Fx05ciQNGjT4d2zAe++9R7FixXI8DqWUD5deCh99BLNn2xLXcXHwwgth3bMoohNBTnYXTS0HUa9ePTp37sy6deu4+eabc2z7SqlMEIHbb4f16+3UmLt2hXURu4huLM6J7qJHjx7lueeeI3/+/IwcOZJrr72Wa6+9NuDbVUplg6JF4d137bgDgBUr7ONBg+Dii92NLRtF9BVBoLuLfvbZZ8TGxjJx4kTy5s2rReKUClVRUfb7t9/a7qY1a8JXX7kbUzaK6EQQKAcOHOCee+7h1ltvpWjRoixdupTXXntNi8QpFeqefhoWLbINyjfeCA8/DIcPux3VBdNEEABHjx5l3rx5DBgwgOXLl3P11Ve7HZJSKrs0amR7EvXuDVOnhkURu4huI8hOO3fuZPr06fTq1YsrrriC7du3U6hQIbfDUkoFQr58MHiwLWKXOgjtl19sEbvLLnM3tizQK4ILlJKSwrhx46hevTqDBg36t0icJgGlIkCtWmeL2N1zjy1i9+67IdfVVBPBBfjjjz9o1qwZXbt2pV69eqxZs0brAykViaKi4LPPbCLo0AFatLDzJocITQRZlJSUxA033MDKlSuZNGkSX331FRUqVHA7LKWUW6pWtQ3Jb74JP/5oi9ht2OB2VH4J+zYCAbxdpGW1/86GDRuoVKkS0dHRTJs2jYoVK1KyZMkLiFApFTZy5YJu3c4Wsata1S4/eRIKFHA3tnSE/RWBrzt1mb2Dd/r0aV588UVq1arF6NGjAWjUqJEmAaXU+cqVg5deOreI3auvQmKi25F5FfaJIDssXbqUunXrMnDgQNq3b8/999/vdkhKqVCRNy80aWK7m9avb0cnBxlNBBkYPnw41157LceOHWPevHlMnTqVokWLuh2WUipUlChhC9h99BHs2QNXXw3PPx9UPYs0EfiQkpICQIMGDejSpQtr166lRYsWLkellApZ7drZInYPPAD79wdVEbuwbyzOrCNHjvDMM89QoEAB3nzzTS0Sp5TKPkWKwOTJ5xaxmzzZDk4rWNC1sML+iiCXj6TrbfmcOXOIjY3l3XffpWDBglokTikVGKlF7BYtgjFjoEYNmD/ftXDCPhGk+DiWey7fv38/d955J23btuXSSy9l2bJlDB48WIvEKaUCq0cPO+agQAG46SZ48EH4668cDyPsE4E//v77b7766itefvllli1bRt26dd0OSSkVKa691t4i6tMH3n8fxo/P8RAk1G5/xMXFmeXLl/u9fkyvL7wuT/p7P11L7eb5559HRDh27BgFXbxHp5RSrFlji9jlyQPLltkidpdfni0vLSK/GmPivD0X0CsCEblJRDaJyGYR6eXl+bwi8oHz/M8iEhPIeACMSeHYb1+we9LjDB48+N8icZoElFKuq1nTJoHkZLj3Xlu76J13At7VNGCJQESigDFACyAWaC8isWlW6wgcNsZcAYwAXgtUPACJh3ax7/3e/PXVW+QtWZV169ZpkTilVPCJioIvvrCJ4eGHIT4etm4N2OYCeUVQD9hsjNlijDkDzARap1mnNfCu8/OHQHMJUAutSUlm36x+JB7YRtGWT1LizoHExMQEYlNKKXXhKleG776DsWNhyRJo1Qqc8U3ZLZDjCEoBOz0e7wLq+1rHGJMkIkeBosBBz5VE5BHgEYCyZctmKRjJFUWxW54huvDlRF98SZZeQymlclSuXNC1q00Ce/bYx4HYTEBeNZsZY8YbY+KMMXHFixfP8uvkK11dk4BSKvSULWvrFAVIIBNBAlDG43FpZ5nXdUQkGigEHApgTEoppdIIZCL4BagkIuVFJA9wNzA3zTpzgQedn28HFpps7s+67dVWmVqulFKRJmBtBM49/27AfCAKmGyMWSciA4Hlxpi5wCRgmohsBv7CJotspwd9pZTyLaBF54wx84B5aZb18/j5H+COQMaglFIqfSHRWKyUUipwNBEopVSE00SglFIRThOBUkpFuJCrPioiB4DtWfz1YqQZtRwBdJ8jg+5zZLiQfS5njPE6IjfkEsGFEJHlvsqwhivd58ig+xwZArXPemtIKaUinCYCpZSKcJGWCHJ+Djj36T5HBt3nyBCQfY6oNgKllFLni7QrAqWUUmloIlBKqQgXlolARG4SkU0isllEenl5Pq+IfOA8/7OIxLgQZrbyY5+fFpH1IrJaRL4RkXJuxJmdMtpnj/VuExEjIiHf1dCffRaRO533ep2IvJ/TMWY3Pz7bZUXkWxFZ4Xy+W7oRZ3YRkckisl9E1vp4XkRklPP3WC0idS94o8aYsPrClrz+E6gA5AFWAbFp1nkMGOf8fDfwgdtx58A+NwUKOD93jYR9dtYrCCwClgJxbsedA+9zJWAFUMR5XMLtuHNgn8cDXZ2fY4Ftbsd9gfvcGKgLrPXxfEvgf4AA1wA/X+g2w/GKoB6w2RizxRhzBpgJtE6zTmvgXefnD4HmIiI5GGN2y3CfjTHfGmNOOg+XYmeMC2X+vM8ALwGvAf/kZHAB4s8+dwbGGGMOAxhj9udwjNnNn302wP85PxcCdudgfNnOGLMIOz+LL62BqcZaChQWkcsvZJvhmAhKATs9Hu9ylnldxxiTBBwFiuZIdIHhzz576og9owhlGe6zc8lcxhjzRU4GFkD+vM+VgcoislhElorITTkWXWD4s8/9gftEZBd2/pPuOROaazL7/56hgE5Mo4KPiNwHxAFN3I4lkEQkF/A60MHlUHJaNPb20HXYq75FIlLTGHPEzaACrD0wxRgzXEQaYGc9rGGMSXE7sFARjlcECUAZj8elnWVe1xGRaOzl5KEciS4w/NlnROR6oA9wqzHmdA7FFigZ7XNBoAbwnYhsw95LnRviDcb+vM+7gLnGmERjzFbgd2xiCFX+7HNHYBaAMWYJkA9bnC1c+fX/nhnhmAh+ASqJSHkRyYNtDJ6bZp25wIPOz7cDC43TChOiMtxnEakDvI1NAqF+3xgy2GdjzFFjTDFjTIwxJgbbLnKrMWa5O+FmC38+23OwVwOISDHsraItORhjdvNnn3cAzQFEpBo2ERzI0Shz1lzgAaf30DXAUWPMngt5wbC7NWSMSRKRbsB8bI+DycaYdSIyEFhujJkLTMJePm7GNsrc7V7EF87PfR4KXAzMdtrFdxhjbnUt6Avk5z6HFT/3eT5wo4isB5KBnsaYkL3a9XOfnwEmiMhT2IbjDqF8YiciM7DJvJjT7vEikBvAGDMO2w7SEtgMnAQeuuBthvDfSymlVDYIx1tDSimlMkETgVJKRThNBEopFeE0ESilVITTRKCUUhFOE4FSF0BEpojI7W7HodSF0ESgVBY5o9KVCnmaCJTyQkRiPOvBi8izItJfRL4TkZEishzo4Tx9vYgsF5HfReRmj9//QUR+c76udZZf57zGhyKyUUTeC/HKtyoM6BmNUpmXxxgTB/bWEBCDLZdcEfhWRK4A9gM3GGP+EZFKwAxssT+AOkB1bLnkxUBD4Mec3AGlPOkVgVKZ90Gax7OMMSnGmD+wdX2qYksCTBCRNcBs7IQpqZYZY3Y51TFXYhOJUq7RKwKlvEvi3BOlfB4/n0izbto6LQZ4CtgHXOm8jufEOJ6VX5PR/0PlMr0iUMq7fUAJESkqInmBm9NZ9w4RySUiFbFTKm7Cljbf45z1348tmKZUUNIzEaW8MMYkOhUul2FrvW9MZ/Udznr/B3Rx2gXGAh+JyAPAl5x/FaFU0NDqo0opFeH01pBSSkU4TQRKKRXhNBEopVSE00SglFIRThOBUkpFOE0ESikV4TQRKKVUhPt/NYaxHmR+Hd0AAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", + "image/png": 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", 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" ] @@ -1476,14 +4274,14 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 6/6 [00:10<00:00, 1.69s/it]\n" + "100%|██████████| 6/6 [00:10<00:00, 1.78s/it]\n" ] } ], @@ -1492,7 +4290,7 @@ "total_emissions = []\n", "total_changes = []\n", "for pct in tqdm(pcts):\n", - " result_df = perfect_heuristic.prescribe_land_use(pct, None, dataset.test_df.loc[2021][constants.CAO_MAPPING[\"context\"]])\n", + " result_df = perfect_heuristic.prescribe_land_use(dataset.test_df.loc[2021][constants.CAO_MAPPING[\"context\"]], pct=pct)\n", " eluc_df, change_df = perfect_heuristic.predict_metrics(result_df)\n", " result_df[\"ELUC\"] = eluc_df[\"ELUC\"]\n", " result_df[\"change\"] = change_df[\"change\"]\n", @@ -1504,7 +4302,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -1519,7 +4317,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -1547,7 +4345,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 74, "metadata": {}, "outputs": [ {