{
"cells": [
{
"cell_type": "markdown",
"id": "8ab9da55",
"metadata": {},
"source": [
"# Beslutningstrær\n",
"\n",
"La oss fortsette med det klassiske datasettet som inneholder data om størrlsen (lengde og bredde) av begerbladene (engelsk: sepal) (de ytre bladene i en blomst) og kronbladene (engelsk: petal) til tre ulike typer Iris (setosa, versicolor og virginica) - på norsk hhv.: vill iris, praktiris og blått flagg iris. Vi skal bruke dette datasettet til å se nærmere på beslutningstrær. Først må vi importere noen pakker og lese inn datasettet.\n",
"\n",
"Dette er helt identisk med det vi gjorde for lineær og logistisk regresjons så kan enkelt kopieres derfra."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "635d18a1",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import load_iris"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a49ec4e2",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression, LinearRegression\n",
"from sklearn.model_selection import train_test_split\n",
"import matplotlib.pyplot as plt\n",
"#%matplotlib notebook\n",
"import pandas as pd\n",
"import numpy as np\n",
"from scipy.special import expit\n",
"from scipy.stats import expon\n",
"import math"
]
},
{
"cell_type": "markdown",
"id": "511660e3",
"metadata": {},
"source": [
"Vi må også importere beslutningstre-klassen fra scikit learn"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a74b1e5d",
"metadata": {},
"outputs": [],
"source": [
"from sklearn import tree"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d74cdb12",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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sepal length (cm)
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petal length (cm)
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petal width (cm)
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target
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"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" target \n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import datasets\n",
"iris = datasets.load_iris()\n",
"df = pd.DataFrame(data= np.c_[iris['data'], iris['target']],\n",
" columns= iris['feature_names'] + ['target'])\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "cf2005e1",
"metadata": {},
"source": [
"Nå er typen iris lagret som 0, 1 og 2. Vi vil gjerne oversette dette til faktiske navn slik at vi ikke glemmer hva de ulike tallene betyr. Dette kan vi gjøre på flere måter, men en mulighet er å bruke såkalte lambda-funksjoner som utfører en test av hvert enkelt element in en kolonne. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "817595b2",
"metadata": {},
"outputs": [],
"source": [
"df['species'] = df['target'].apply(lambda x: \"setosa\" if x == 0.0 else (\"versicolor\" if x == 1.0 else \"virginica\"))"
]
},
{
"cell_type": "markdown",
"id": "3fe9ebc1",
"metadata": {},
"source": [
"Det er keitete å ha kolonnenavn som inneholder mellomrom så la oss lage nye enklere navn. Når vi setter *inplace=True* betyr det at data-framen df automatisk blir oppdatert med de nye kolonnenavnene. Hvis ikke må man bruke *df = df.rename()* for at endringene skal bli oppdatert."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5cf272fa",
"metadata": {},
"outputs": [
{
"data": {
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petal_length
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petal_width
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"text/plain": [
" sepal_length sepal_width petal_length petal_width target species\n",
"0 5.1 3.5 1.4 0.2 0.0 setosa\n",
"1 4.9 3.0 1.4 0.2 0.0 setosa\n",
"2 4.7 3.2 1.3 0.2 0.0 setosa\n",
"3 4.6 3.1 1.5 0.2 0.0 setosa\n",
"4 5.0 3.6 1.4 0.2 0.0 setosa"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.rename({'sepal length (cm)': 'sepal_length'}, axis='columns',inplace=True)\n",
"df.rename({'sepal width (cm)': 'sepal_width'}, axis='columns',inplace=True)\n",
"df.rename({'petal length (cm)': 'petal_length'}, axis='columns',inplace=True)\n",
"df.rename({'petal width (cm)': 'petal_width'}, axis='columns',inplace=True)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "ee810818",
"metadata": {},
"source": [
"## Beslutningstrær for klassifikasjon\n",
"\n",
"Vi så i tilfellene med logistisk regresjon at vi klarte å lage en ganske god modell, som med stor grad av sikkerhet kunne si, basert på målingere av bladene, hvilken iris vi ser på. Behovet for å komplisere ting ytterligere er dermed nødvendigvis ikke så stort, men vi vil allikevel bruke iris-datasettet til å illustrere en del egenskaper ved det å bruke beslutningstrær til klassifikasjon (og senere regresjon). \n",
"\n",
"Vi starter med å bruke [sckikit-learn sin implementering av beslutningstrær](https://scikit-learn.org/stable/modules/tree.html). Den tar en rekke input-parameter, men vi skal her fokusere mest på dybden til treet. Altså, hvor mange grener den får lov til å bruke for å splitte dataene."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5790a8eb",
"metadata": {},
"outputs": [],
"source": [
"clf = tree.DecisionTreeClassifier(max_depth=2)"
]
},
{
"cell_type": "markdown",
"id": "4c151ad4",
"metadata": {},
"source": [
"Vi bruker samme innput som for multinomisk logistisk regresjon (alle predikatorene og alle kategoriene (iris-typene))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f2fff7ab",
"metadata": {},
"outputs": [],
"source": [
"# Lage en liste med navnene til alle predikatorene\n",
"predictors = [\"sepal_length\",\"sepal_width\",\"petal_length\",\"petal_width\"]\n",
"# Nå ser vi på alle iris-typene også\n",
"X = df[predictors].values\n",
"Y = df.target.to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "02717377",
"metadata": {},
"outputs": [],
"source": [
"clf = clf.fit(X, Y)"
]
},
{
"cell_type": "markdown",
"id": "71f2de85",
"metadata": {},
"source": [
"Beslutningstrærne kommer med innebygde funksjoner for å visulaisere hvordan treet ser ut når vi har trent det på dataene."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "086aeb6b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
"tree.plot_tree(clf, filled=True, class_names=df.species.unique().tolist(),feature_names=predictors,rounded=True);"
]
},
{
"cell_type": "markdown",
"id": "d60dde01",
"metadata": {},
"source": [
"De ulike fargene indikerer hvilken klasse (type iris) som er kategorisert i de ulike *terminalnodene/bladene* \n",
"\n",
"Med tredybde 2 ser den ut til å gjøre en perfekt utvelgelse av iris setosa allerede på første kutt: $petal\\_length\\leq 2.45$. Kuttet hjelper derimot ikke for å skille versicolor fra virginica. Men der brukes et nytt kutt i $petal\\_width\\leq 1.75$ La oss se om disse kuttene gir mening."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8aa03d10",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Iqte1a1cMGDAAfn5+CAkJQXBwMEaMGIGysjJkZmbi1VdfxWuvvabpX1ZWBicnpxrHy8vLw40bN9CnTx+t9j59+uDHH38EAERGRiIoKAjt27fHoEGDMHToUAQHB2v6JiQkYMmSJbh8+TLy8vJQVlaG4uJiFBYWwt7e3J7gVTfeQ0NERGRkMpkM8fHx+O6779CxY0d8/PHHaN++PX777TcAwPr165GSkqJ5/fTTTzh9+nSd4z78g3SiKGraHn/8caSmpmLRokW4f/8+Ro4ciREjRgAA0tPTMWTIEHTu3Bk7duxAUlISVq9eDeDvX2OWGs7QEBERNQJBENCnTx/06dMH8+fPh7e3N06cOIGWLVvit99+w5gxY6rdruKemfLyck2bQqGAp6cnjh8/jn79+mnaT548iSeeeEKr36hRozBq1CiMGDECgwYNwp07d3Du3DmUlZVhxYoVmmcvffXVV8Y47EbDgoaIiMjIzpw5g0OHDiE4OBhubm44c+YMbt68icceewxRUVF48803oVAoMHjwYJSUlODcuXPIzc3FtGnT4ObmBltbW+zfvx+PPPIIbGxs4OTkhHfeeQcLFixAmzZt4O/vjw0bNiAlJQVbtmwBAPznP/+BUqmEv78/LCws8PXXX8PDwwPNmjVDmzZtUFZWho8//hihoaE4ceIEPvnkExNnqWFY0BARERmZQqHA0aNHERsbi7y8PHh7e2PFihUYPHgwgAcPZ/z3v/+NmTNnwt7eHn5+fpqbdi0tLfHRRx9h4cKFmD9/Pvr27YvExES8+eabyMvLw/Tp05GTk4OOHTti9+7d8PX1BQA4ODhg6dKluH79OmQyGXr27Il9+/bBwsIC/v7++PDDD7F06VLMnj0b/fr1Q0xMDMaOHWuqFDWYIIqiaOogGkNeXh6cnJxw7949KBQKqFQq7Nu3D0OGDIFcLjd1eH9r4t9yMtu8G0BhaSEcYhwAAAWzC2BvZT431TXlvJszqea9EIDDX+8LAJjPmQwUFxcjNTUVPj4+sLGxqbJerVYjLy8PCoVCcymFjK+hea/tc334v9814adNREREkseChoiIiCSPBQ0RERFJHgsaIiIikjwWNERERCR5LGiIiIhI8ljQEBERkeSxoCEiIiLJY0FDREREkseChoiIqAlKS0uDIAhISUkxy/EMjc9yIiKiJiEqChBFASUlNrC2FiAIxt+fOfPy8kJWVhZcXV1NHUqj4AwNERGRBKlUqlrXy2QyeHh4wNLSfOYuSktLjTY2CxoiIiIjW7duHVq2bAm1Wq3V/txzzyEiIgIA8P/+3/9D9+7dYWNjg9atWyM6OhplZWWavoIg4JNPPsHzzz8Pe3t7LF68GLm5uRgzZgxatGgBW1tb+Pr6YsOGDQCqv0R06dIlPPvss1AoFHB0dETfvn3x66+/AnjwgMmFCxfikUcegbW1Nfz9/bF///5aj+vIkSN44oknYGtriw4dOmD27NlaMQcGBmLy5MmYNm0aXF1dERQU1KA81oYFDRERkZG9+OKLuHXrFhISEjRtubm5OHDgAMaMGYMDBw7gpZdewptvvonLly9j3bp12LhxI95//32tcRYsWIDnn38eFy9exLhx4zBv3jxcvnwZ3333Ha5cuYK1a9fWeInpjz/+QL9+/WBjY4PDhw8jKSkJ48aN0xQgK1euxIoVK7B8+XJcuHABISEheO6553D9+vUaxxsyZAh69uyJ5ORkrFixAp9//jkWL16s1W/Tpk2wtLTEiRMnsG7duoaksVbmMw9FRETURDk7O2PQoEGIi4vDgAEDAABff/01nJ2dMWDAAPTv3x/vvvuuZramdevWWLRoEWbOnIkFCxZoxgkPD8e4ceM0yxkZGejWrRt69OgBAGjVqlWNMaxevRpOTk7YunUr5HI5AKBdu3aa9cuXL8esWbMQFhYGAFi6dCkSEhIQGxuL1atXVxlvzZo18PLywqpVqyCKIjw9PXH37l28++67mD9/PiwsHsyZtG3bFsuWLdMnbfXCGRoiIqJGMGbMGOzYsQMlJSUAgC1btiAsLAwymQxJSUlYuHAhHBwcNK/XXnsNWVlZKCoq0oxRUbhUmDBhArZu3Qp/f3/MnDkTJ0+erHH/KSkp6Nu3r6aYqSwvLw83btxAnz59tNr79OmDK1euVDvelStX0Lt3bwiV7r5+6qmnUFBQgN9//73GmI2FBQ0REVEjCA0NhVqtxt69e5GZmYljx47hpZdeAvDg/pXo6GikpKRoXhcvXsT169dhY2OjGcPe3l5rzMGDByM9PR1Tp07FjRs3MGDAAMyYMaPa/dva2tYZo/DQV8NEUazSVts6URSrjPNwzMbCgoaIiKgR2NraYvjw4diyZQu+/PJLtGvXDt27dwcAPP7447h69Sratm1b5VVx6aYmLVq0QGRkJP73v/8hNjYWn376abX9unTpgmPHjlX77SiFQgFPT08cP35cq/3kyZN47LHHqh2vY8eOOHnypKaIAYBTp07B0dERLVu2rDVmY+A9NERERI1kzJgxCA0NxaVLlzSzMwAwf/58DB06FF5eXnjxxRdhYWGBCxcu4OLFi1Vusq1s/vz56N69Ozp16oSSkhLs2bOnxgJk8uTJ+PjjjxEWFobZs2fDyckJp0+fxhNPPIH27dvjnXfewYIFC9CmTRv4+/tjw4YNSElJwZYtW6odb+LEiYiNjcWUKVMwceJEpKSkICoqCtOmTauzCDMGFjRERESN5JlnnoGzszOuXr2K8PBwTXtISAj27NmDhQsXYtmyZZDL5ejQoQP+9a9/1TqelZUVZs+ejbS0NNja2qJv377YunVrtX1dXFxw+PBhvPPOOwgICIBMJoO/v7/mvpk333wTeXl5mD59OnJyctCxY0fs3r0bvr6+1Y7XsmVL7Nu3D++88w7Wr1+P5s2bY9y4cZg7d66e2WkYFjRERNQkREUBarWIvLxiKBRWsLAw8k8F60Emk+HGjRvVrgsJCUFISEiN21a+tFNh7ty5NRYQrVq1qrJNly5dcODAgWr7W1hYYP78+Zg/f77O4wUEBOCHH36AWq1GXl4eFAqF1uxMYmJijcdjaLyHhoiIiCSPBQ0RERFJHgsaIiIikjwWNERERCR5LGiIiIhI8ljQEBERkeSxoCEiIiLJY0FDREREkseChoiIiCSPBQ0REZGJRUVFwd/fv8HjJCYmQhAE3L17V+dtIiMjMWzYsAbv29T46AMiImoioiAIImxsSiAI1gCM/eiDKIONNGPGDEyZMqXB4zz11FPIysqCk5OTztusXLmy2scqSA0LGiIiIhNzcHCAg4NDjetLS0thZWVV5zhWVlbw8PCo177rU/yYM15yIiIiMrJ169ahZcuWUKvVWu3PPfccIiIiqlxyqrgMFBMTA09PT7Rr1w4AcPLkSfj7+8PGxgY9evTAN998A0EQkJKSAqDqJaeNGzeiWbNmOHDgAB577DE4ODhg0KBByMrKqrKvCmq1GkuXLkXbtm1hbW2NRx99FO+//75m/axZs9CuXTvY2dmhdevWmDdvHlQqlWETpgcWNEREREb24osv4tatW0hISNC05ebm4sCBAxgzZky12xw6dAhXrlxBfHw89uzZg/z8fISGhsLPzw/nz5/HokWLMGvWrDr3XVRUhOXLl+OLL77A0aNHkZGRgRkzZtTYf/bs2Vi6dCnmzZuHy5cvIy4uDu7u7pr1jo6O2LhxIy5fvoyVK1di/fr1iI2N1T0ZRsJLTkREREbm7OyMQYMGIS4uDgMGDAAAfP3113B2dsaAAQNw8uTJKtvY29vjs88+01xq+uSTTyAIAtavXw8bGxt07NgRf/zxB1577bVa961SqfDJJ5+gTZs2AIDJkydj4cKF1fbNz8/HypUrsWrVKkRERAAA2rRpg6efflrTZ+7cuZr3rVq1wvTp07Ft2za88cYb9ciI4XGGhoiIqBGMGTMGO3bsQElJCQBgy5YtCAsLg0wmq7a/n5+f1n0zV69eRZcuXWBjY6Npe+KJJ+rcr52dnaaYAQClUomcnJxq+165cgUlJSWaoqs627dvx9NPPw0PDw84ODhg3rx5yMjIqDMOYzOLgiYmJgY9e/aEo6Mj3NzcMGzYMFy9elWrT2RkJARB0Ho9+eSTJoqYiIiofkJDQ6FWq7F3715kZmbi2LFjeOmll2rsb29vr7UsiiIEQajSVhe5XK61LAhCjdvZ2trWOtbp06cRFhaGwYMHY8+ePUhOTsacOXNQWlpaZxzGZhYFzZEjRzBp0iScPn0a8fHxKCsrQ3BwMAoLC7X6VdzIVPHat2+fiSImIiKqH1tbWwwfPhxbtmzBl19+iXbt2qF79+46b9+hQwdcuHBBM8MDAOfOnTNojL6+vrC1tcWhQ4eqXX/ixAl4e3tjzpw56NGjB3x9fZGenm7QGPRlFvfQ7N+/X2t5w4YNcHNzQ1JSEvr166dpt7a2rvfX0YiIiMzFmDFjEBoaikuXLtU6O1Od8PBwzJkzB6+//jreffddZGRkYPny5QBQZeZGXzY2Npg1axZmzpwJKysr9OnTBzdv3sSlS5fw6quvom3btsjIyMDWrVvRs2dP7N27F7t27TLIvhvKLAqah927dw/Ag5uoKktMTISbmxuaNWuGgIAAvP/++3Bzc6t2jJKSEq0qNi8vD8CDm6MqXhXLZsVCx0kzc4tbR2abdwOofEwqlQoqwXyOsSnn3ZxJNe8qAPjrMoVKpYI5Ra9SqSCKItRqdZWvQAuCqLmU0hg/FCeK6ro7PSQwMBDOzs64evUqwsLCNMdQEW/l5YrjrODg4IBvv/0WkyZNgr+/P/z8/DB37ly89NJLsLKy0spJxfvKyxUebnt4X3PmzIFMJsP8+fNx48YNKJVKvPHGG1Cr1QgNDcXUqVMxefJklJSUYMiQIZg7dy6io6M1Yz38uehCrVZDFEWoVKoq9xTp+vcjiGb284CiKOL5559Hbm4ujh07pmnftm0bHBwc4O3tjdTUVMybNw9lZWVISkqCtbV1lXGioqI0Ca4sLi4OdnZ2Rj0G+mcqLi9G2MUwAMBWv62wkdnUsQWReSqWyRA2dCgAYOuePbApLzdxRH+ztLSEh4cHvLy8dPqhuabuq6++wuTJk5Genl7n/S/mrLS0FJmZmcjOzkZZWZnWuqKiIoSHh+PevXtQKBQ1jmF2Bc2kSZOwd+9eHD9+HI888kiN/bKysuDt7Y2tW7di+PDhVdZXN0Pj5eWFW7duQaFQQKVSIT4+HkFBQVVumDKpmBjd+s2ebdw4jMRs824AhaWFaL68OQAgd0Yu7K3s69ii8TTlvJszqea9EEDzv+LNValgPmcyUFxcjMzMTLRq1Urr2z4VRFFEfn4+HB0dDXYZxpxs3rwZrVu3RsuWLfHjjz/izTffREBAAL744guTxtXQvBcXFyMtLQ1eXl5VPte8vDy4urrWWdCY1SWnKVOmYPfu3Th69GitxQzw4Gtn3t7euH79erXrra2tq525kcvlWv+wPLxscrpO1ZlTzHowu7wbgFw04/PqL+YaV1MntbxXjlQul8OcIi8vL4cgCLCwsIBFNZfoKy53VPRpanJychAVFYXs7GwolUq8+OKLeP/9901+rA3Nu4WFBQRBqPZvRde/HbMoaERRxJQpU7Br1y4kJibCx8enzm1u376NzMxMKJXKRoiQiIjI9GbOnImZM2eaOgyzZBbl66RJk/C///0PcXFxcHR0RHZ2NrKzs3H//n0AQEFBAWbMmIFTp04hLS0NiYmJCA0NhaurK1544QUTR09ERESmZhYzNGvXrgXw4O7vyjZs2IDIyEjIZDJcvHgRmzdvxt27d6FUKtG/f39s27YNjo6OJoiYiIiIzIlZFDR13Zdsa2uLAwcONFI0REREJDVmccmJiIiIqCFY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiKgRREZGQhAEzcvFxQWDBg3ChQsXtPpV7mNvbw9fX19ERkYiKSmpxrGqexlDYGAgpk6dWme/nTt3IiQkBK6urhAEASkpKUaJpzIWNERERI1k0KBByMrKQlZWFg4dOgRLS0sM/eu5WZVt2LABWVlZuHTpElavXo2CggL06tULmzdvBgCsXLlSM05WVpbWNpXbTKWwsBB9+vTBBx980Gj7ZEFDRETUSKytreHh4QEPDw/4+/tj1qxZyMzMxM2bN7X6NWvWDB4eHmjVqhWCg4Oxfft2jBkzBpMnT0Zubi6cnJw043h4eGhtU7ntYb///jvCwsLg7OwMe3t79OjRA2fOnAHwYNZn2LBhWv2nTp2q+Y24yMhIHDlyBCtXrtTMAqWlpVW7n5dffhnz58/HwIED9U9WPZnF79AQERHpSxRFFKmKADx4plChqhCyUlmjPN/ITm6n9+WdgoICbNmyBW3btoWLi0ud/d9++21s3rwZ8fHxGDlypF77CwgIQMuWLbF79254eHjg/Pnzmucw1WXlypW4du0aOnfujIULFwIAWrRoUe84jIUFDRERSVqRqggOMQ4m2XfB7ALYW+n+PPI9e/bAweFBrIWFhVAqldizZ49OxVeHDh0AoMZZkbrExcXh5s2bOHv2LJydnQEAbdu21Xl7JycnWFlZwc7OrsYZIFPiJSciIqJG0r9/f6SkpCAlJQVnzpxBcHAwBg8ejPT09Dq3rfhVfV1mhMaPHw8HBwfNCwBSUlLQrVs3TTHT1HCGhoiIJM1OboeC2QUAHlxyysvPg8JR0WiXnOrD3t5ea1ake/fucHJywvr167F48eJat71y5QoAwMfHp879LFy4EDNmzNBqs7W1rXUbCwuLKo8iUqlUde7LXLCgISIiSRMEQXPZR61Wo1xeDnsr+0YpaBpKEARYWFjg/v37dfaNjY2FQqHQ6UZbNzc3uLm5abV16dIFn332Ge7cuVPtLE2LFi3w008/abWlpKRALpdrlq2srFBeXl7n/k3B/D9tIiKiJqKkpATZ2dnIzs7GlStXMGXKFBQUFCA0NFSr3927d5GdnY309HTEx8djxIgRiIuLw9q1a9GsWTO99j169Gh4eHhg2LBhOHHiBH777Tfs2LEDp06dAgA888wzOHfuHDZv3ozr169jwYIFVQqcVq1a4cyZM0hLS8OtW7dqvKH4zp07SElJweXLlwEAV69eRUpKCrKzs/WKXRcsaIiIiBrJ/v37oVQqoVQq0atXL5w9exZff/215qvRFV555RUolUp06NABEyZMgIODA3744QeEh4frvW8rKyscPHgQbm5uGDJkCPz8/PDBBx9AJpMBAEJCQjBv3jzMnDkTPXv2RH5+PsaOHas1xowZMyCTydCxY0e0aNECGRkZ1e5r9+7d6NatG5599lkAQFhYGLp164ZPPvlE7/jrwktOREREjWDjxo3YuHFjnf0evo9FF7pu4+3tje3bt9e4Pjo6GtHR0TWub9eunWZGpzaRkZGIjIzUKSZD4QwNERERSR4LGiIiIpI8FjREREQkeSxoiIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERERSR4LGiIiIpI8FjRERESNIDIyEoIgaF4uLi4YNGgQLly4oNWvch97e3v4+voiMjISSUlJNY5V3csYAgMDMXXq1Fr7qFQqzJo1C35+frC3t4enpyfGjh2LGzduGCWmCixoiIiIGsmgQYOQlZWFrKwsHDp0CJaWlhg6dGiVfhs2bEBWVhYuXbqE1atXo6CgAL169cLmzZsBACtXrtSMk5WVpbVN5TZTKCoqwvnz5zFv3jycP38eO3fuxLVr1/Dcc88Zdb8saIiIiBqJtbU1PDw84OHhAX9/f8yaNQuZmZm4efOmVr9mzZrBw8MDrVq1QnBwMLZv344xY8Zg8uTJyM3NhZOTk2YcDw8PrW0qtz3s999/R1hYGJydnWFvb48ePXrgzJkzAB7M+gwbNkyr/9SpUzVPAo+MjMSRI0ewcuVKzSxQWlpalX04OTkhPj4eI0eORPv27fHkk0/i448/RlJSUo1P5zYEPm2biIgkTQRQ9Nd7NYBCADI0zv9jtwOg78WdgoICbNmyBW3btoWLi0ud/d9++21s3rxZUyzos7+AgAC0bNkSu3fvhoeHB86fPw+1Wq3T9itXrsS1a9fQuXNnLFy4EADQokULnba9d+8eBEFAs2bN6h23rljQEBGRpBUBcKhYsLAAjPgfzYcVALCvR/89e/bAweFBtIWFhVAqldizZw8sLOouvzp06AAA1c6K6CIuLg43b97E2bNn4ezsDABo27atzts7OTnBysoKdnZ2Nc4AVae4uBjvvvsuwsPDoVAo6h23rnjJiYiIqJH0798fKSkpSElJwZkzZxAcHIzBgwcjPT29zm1FUQQAnW74HT9+PBwcHDQvAEhJSUG3bt00xUxjUKlUCAsLg1qtxpo1a4y6L87QEBGRpNnhwUwJAKjVauTl5UGhUOg062GIfdeHvb291qxI9+7d4eTkhPXr12Px4sW1bnvlyhUAgI+PT537WbhwIWbMmKHVZmtrW+s2FhYWmqKpgkqlqnNfNVGpVBg5ciRSU1Nx+PBho87OACxoiIhI4gT8fdlHDaD8r2UpXIIQBAEWFha4f/9+nX1jY2OhUCgwcODAOvu6ubnBzc1Nq61Lly747LPPcOfOnWpnaVq0aIGffvpJqy0lJQVyuVyzbGVlhfLy8jr3X1HMXL9+HQkJCTrdI9RQUvi8iYiImoSSkhJkZ2cjOzsbV65cwZQpU1BQUIDQ0FCtfnfv3kV2djbS09MRHx+PESNGIC4uDmvXrtX7xtrRo0fDw8MDw4YNw4kTJ/Dbb79hx44dOHXqFADgmWeewblz57B582Zcv34dCxYsqFLgtGrVCmfOnEFaWhpu3bpV7Q3FZWVlGDFiBM6dO4ctW7agvLxcc8ylpaV6xa4LFjRERESNZP/+/VAqlVAqlejVqxfOnj2Lr7/+WvPV6AqvvPIKlEolOnTogAkTJsDBwQE//PADwsPD9d63lZUVDh48CDc3NwwZMgR+fn744IMPIJPJAAAhISGYN28eZs6ciZ49eyI/Px9jx47VGmPGjBmQyWTo2LEjWrRoUe3XsH///Xfs3r0bv//+O/z9/TXHq1QqcfLkSb3jrwsvORERETWCjRs3YuPGjXX2e/g+Fl3ouo23tze2b99e4/ro6GhER0fXuL5du3aaGZ2atGrVSq9jaCjO0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERFJjiluOiXjMcTnyYKGiIgko+JH3oqKiuroSVJS8XlW/hG/+uLXtomISDJkMhmaNWuGnJwcAICdnZ3Ws43UajVKS0tRXFzcKI8+oAf0zbsoiigqKkJOTg6aNWum+U0cfbCgISIiSal40nNFUVOZKIq4f/8+bG1tdXqIIxlGQ/PerFmzej3BuzosaIiISFIEQYBSqYSbm1uVhyeqVCocPXoU/fr1a9DlC6qfhuRdLpc3aGamAgsaIiKSJJlMVuU/hDKZDGVlZbCxsWFB04jMIe+8wEhERESSx4KGiIiIJI8FDREREUkeCxoiIiKSPLMoaGJiYtCzZ084OjrCzc0Nw4YNw9WrV7X6iKKIqKgoeHp6wtbWFoGBgbh06ZKJIiYiIiJzYhYFzZEjRzBp0iScPn0a8fHxKCsrQ3BwMAoLCzV9li1bhg8//BCrVq3C2bNn4eHhgaCgIOTn55swciIiIjIHZvG17f3792stb9iwAW5ubkhKSkK/fv0giiJiY2MxZ84cDB8+HACwadMmuLu7Iy4uDm+88YYpwiYiIiIzYRYFzcPu3bsHAHB2dgYApKamIjs7G8HBwZo+1tbWCAgIwMmTJ6staEpKSlBSUqJZzsvLA/Dgx38qXhXLZkXXn4w2t7h1ZLZ5N4DKx6RSqaASzOcYm3LezZlU864CgL9+S0SlUkFK0Us151JnzLzrOqYgmtkjS0VRxPPPP4/c3FwcO3YMAHDy5En06dMHf/zxBzw9PTV9X3/9daSnp+PAgQNVxomKikJ0dHSV9ri4ONjZ2RnvAOgfq7i8GGEXwwAAW/22wkZmY+KIiPRTLJMhbOhQAMDWPXtgU15u4ojon6yoqAjh4eG4d+8eFApFjf3MboZm8uTJuHDhAo4fP15l3cPPhxBFscZnRsyePRvTpk3TLOfl5cHLywvBwcFQKBRQqVSIj49HUFCQef2aZEyMbv1mzzZuHEZitnk3gMLSQuDig/chISGwt7I3bUCVNOW8mzOp5r2w0vuQkBCYz5lcN6nmXOqMmfeKKyx1MauCZsqUKdi9ezeOHj2KRx55RNNe8cCq7OxsKJVKTXtOTg7c3d2rHcva2hrW1tZV2uVyuVayH142ObVat37mFLMezC7vBiAXzfi8+ou5xtXUSS3vlSOVy+WQTuR/k1rOmwpj5F3X8cziW06iKGLy5MnYuXMnDh8+DB8fH631Pj4+8PDwQHx8vKattLQUR44cwVNPPdXY4RIREZGZMYsZmkmTJiEuLg7ffvstHB0dkZ2dDQBwcnLSPIp86tSpWLJkCXx9feHr64slS5bAzs4O4eHhJo6eiIiITM0sCpq1a9cCAAIDA7XaN2zYgMjISADAzJkzcf/+fUycOBG5ubno1asXDh48CEdHx0aOloiIiMyNXgVNWVkZtmzZgpCQEM39LQ2hyxetBEFAVFQUoqKiGrw/IiIialr0uofG0tISEyZM0PqdFyIiIiJT0fum4F69eiElJcWAoRARERHpR+97aCZOnIhp06YhMzMT3bt3h7299i8VdOnSpcHBEREREelC74Jm1KhRAIA333xT0yYIgubH7sr5y5JERETUSPQuaFJTUw0ZBxEREZHe9C5ovL29DRkHERERkd4a9EvBX3zxBfr06QNPT0+kp6cDAGJjY/Htt98aJDgiIiIiXehd0KxduxbTpk3DkCFDcPfuXc09M82aNUNsbKyh4iMiIiKqk94Fzccff4z169djzpw5kMlkmvYePXrg4sWLBgmOiIiISBd6FzSpqano1q1blXZra2sUFhZWswURERGRcehd0Pj4+FT7w3rfffcdOnbs2JCYiIiIiOpF7285vfPOO5g0aRKKi4shiiJ++OEHfPnll4iJicFnn31myBiJiIiIaqV3QfPKK6+grKwMM2fORFFREcLDw9GyZUusXLkSYWFhhoyRiIiIqFZ6FzQA8Nprr+G1117DrVu3oFar4ebmZqi4iIiIiHTWoIKmgqurqyGGISIiItKL3gVNt27dIAhClXZBEGBjY4O2bdsiMjIS/fv3b1CARERERHXR+1tOgwYNwm+//QZ7e3v0798fgYGBcHBwwK+//oqePXsiKysLAwcO5K8GExERkdHpPUNz69YtTJ8+HfPmzdNqX7x4MdLT03Hw4EEsWLAAixYtwvPPP9/gQImIiIhqovcMzVdffYXRo0dXaQ8LC8NXX30FABg9ejSuXr2qf3REREREOtC7oLGxscHJkyertJ88eRI2NjYAALVaDWtra/2jIyIiItKB3pecpkyZgvHjxyMpKQk9e/aEIAj44Ycf8Nlnn+G9994DABw4cKDaxyMQERERGZLeBc3cuXPh4+ODVatW4YsvvgAAtG/fHuvXr0d4eDgAYPz48ZgwYYJhIiUiIiKqQYN+h2bMmDEYM2ZMjettbW0bMjwRERGRThr8w3qlpaXIycmBWq3Wan/00UcbOjQRERGRTvQuaK5fv45x48ZVuTFYFEUIgoDy8vIGB0dERESkC70LmsjISFhaWmLPnj1QKpXV/mowERERUWPQu6BJSUlBUlISOnToYMh4iIiIiOpN79+h6dixI27dumXIWIiIiIj0ondBs3TpUsycOROJiYm4ffs28vLytF5EREREjUXvS04DBw4EAAwYMECrnTcFExERUWPTu6BJSEgwZBxEREREetO7oAkICDBkHERERER6q1dBc+HCBXTu3BkWFha4cOFCrX27dOnSoMCIiIiIdFWvgsbf3x/Z2dlwc3ODv78/BEGAKIpV+vEeGiIiImpM9SpoUlNT0aJFC817IiIiInNQr4LG29u72vdEREREplSvgmb37t06933uuefqHQwRERGRPupV0AwbNkynfryHhoiIiBpTvQoatVptrDiIiIiI9Kb3ow+IiIiIzIXeP6wHAIWFhThy5AgyMjJQWlqqte7NN99sUGBEREREutK5oCktLYVKpYK9vT0AIDk5GUOGDEFRUREKCwvh7OyMW7duwc7ODm5ubixoiIiIqNHodMnpyy+/RJs2bdClSxcsWLAAAPD2228jNDQUd+7cga2tLU6fPo309HR0794dy5cvN2rQRERERJXpVNDMnj0b27Ztw/nz5xETE4Pc3FykpKRg+vTpkMlkkMlkKCkpgZeXF5YtW4b33nvP2HETERERaeh0yal169Y4duwY7ty5A2dnZzg4OEAul0MQBACAu7s7MjIy8Nhjj8HJyQkZGRlGDZqIiIioMp1maOLi4pCVlYXdu3fj+++/h1wuR7du3XDu3DkAQP/+/TF//nxs2bIFU6dOhZ+fn1GDJiIiIqpMpxkaDw8PxMbGarUtWbIE+fn5AIBFixYhIiICEyZMQNu2bbFhwwaDB0pERERUE72/tt2jRw/N+xYtWmDfvn0GCYiIiIiovvjDekRERCR5ehc0t2/fxqRJk9CxY0e4urrC2dlZ61UfR48eRWhoKDw9PSEIAr755hut9ZGRkRAEQev15JNP6hs6ERERNTF6X3J66aWX8Ouvv+LVV1+Fu7u75htP+igsLETXrl3xyiuv4P/+7/+q7TNo0CCte3OsrKz03h8RERE1LXoXNMePH8fx48fRtWvXBgcxePBgDB48uNY+1tbW8PDwaPC+iIiIqOnR+5JThw4dcP/+fUPGUqvExES4ubmhXbt2eO2115CTk9No+yYiIiLzpvcMzZo1a/Duu+9i/vz56Ny5M+RyudZ6hULR4OAqDB48GC+++CK8vb2RmpqKefPm4ZlnnkFSUhKsra2r3aakpAQlJSWa5by8PACASqXSvCqWzYqFjjWmucWtI7PNuwFUPiaVSgWVYD7H2JTzbs6kmncVAPz1b7pKpYKUopdqzqXOmHnXdUxBFEVRnx1cv34do0ePRnJysla7KIoQBAHl5eX6DAtBELBr1y4MGzasxj5ZWVnw9vbG1q1bMXz48Gr7REVFITo6ukp7XFwc7Ozs9IqNqDbF5cUIuxgGANjqtxU2MhsTR0Skn2KZDGFDhwIAtu7ZAxs9/z0nMoSioiKEh4fj3r17tU6W6D1DM2bMGFhZWSEuLq7BNwXXl1KphLe3N65fv15jn9mzZ2PatGma5by8PHh5eSE4OBgKhQIqlQrx8fEICgqqMrtkUjExuvWbPdu4cRiJ2ebdAApLC4GLD96HhITA3sretAFV0pTzbs6kmvfCSu9DQkJgPmdy3aSac6kzZt4rrrDURe+C5qeffkJycjLat2+v7xB6u337NjIzM6FUKmvsY21tXe3lKLlcrpXsh5dNTq3WrZ85xawHs8u7AchFMz6v/mKucTV1Ust75UjlcjmkE/nfpJbzpsIYedd1PL1vCu7RowcyMzP13VxLQUEBUlJSkJKSAgBITU1FSkoKMjIyUFBQgBkzZuDUqVNIS0tDYmIiQkND4erqihdeeMEg+yciIiJp03uGZsqUKXjrrbfwzjvvwM/Pr0oF1aVLF53HOnfuHPr3769ZrrhUFBERgbVr1+LixYvYvHkz7t69C6VSif79+2Pbtm1wdHTUN3wiIiJqQvQuaEaNGgUAGDdunKZNEAS9bgoODAxEbfcmHzhwQN8wiYiI6B9A74ImNTXVkHEQERER6U3vgsbb29uQcRARERHpjU/bJiIiIsljQUNERESSx4KGiIiIJI8FDREREUkeCxoiIiKSvHp9y6l58+Y6P7Ppzp07egVEREREVF/1KmhiY2ONFAYRERGR/upV0ERERBgrDiIiIiK91aug0fUR3gCgUCjqHQwRERGRPupV0DRr1qzOe2j0eZYTERERUUPUq6BJSEgwVhxEREREeqtXQRMQEGCsOIiIiIj0pvfDKSsUFRUhIyMDpaWlWu1dunRp6NBEREREOtG7oLl58yZeeeUVfPfdd9Wu5z00RERE1Fj0/qXgqVOnIjc3F6dPn4atrS3279+PTZs2wdfXF7t37zZkjERERES10nuG5vDhw/j222/Rs2dPWFhYwNvbG0FBQVAoFIiJicGzzz5ryDiJiIiIaqR3QVNYWAg3NzcAgLOzM27evIl27drBz88P58+fN1iARPTPFRVlmm2JSHr0vuTUvn17XL16FQDg7++PdevW4Y8//sAnn3wCpVJpsACJiIiI6qL3DM3UqVORlZUFAFiwYAFCQkKwZcsWWFlZYePGjYaKj4iIiKhOehc0Y8aM0bzv1q0b0tLS8PPPP+PRRx+Fq6urQYIjIiIi0oXel5wWLlyIoqIizbKdnR0ef/xx2NvbY+HChQYJjoiIiEgXehc00dHRKCgoqNJeVFSE6OjoBgVFREREVB96FzQVD6F82I8//ghnZ+cGBUVERERUH/W+h6Z58+YQBAGCIKBdu3ZaRU15eTkKCgowfvx4gwZJREREVJt6FzSxsbEQRRHjxo1DdHQ0nJycNOusrKzQqlUr9O7d26BBEhEREdWm3gVNREQEAMDHxwdPPfUU5HK5wYMiIiIiqg+9v7YdEBAAtVqNa9euIScnB2q1Wmt9v379GhwcERERkS70LmhOnz6N8PBwpKenQxRFrXWCIPBp20RERNRo9C5oxo8fjx49emDv3r1QKpXVfuOJiIiIqDHoXdBcv34d27dvR9u2bQ0ZDxEREVG96f07NL169cIvv/xiyFiIiIiI9KL3DM2UKVMwffp0ZGdnw8/Pr8q3nbp06dLg4IiIiIh0oXdB83//938AgHHjxmnaBEHQ/IIwbwomIiKixqJ3QZOammrIOIiIiIj0pndB4+3tbcg4iIiIiPSmd0FT4fLly8jIyEBpaalW+3PPPdfQoYmIiIh0ondB89tvv+GFF17AxYsXNffOAND8Hg3voSEiIqLGovfXtt966y34+Pjgzz//hJ2dHS5duoSjR4+iR48eSExMNGCIRERERLXTe4bm1KlTOHz4MFq0aAELCwtYWFjg6aefRkxMDN58800kJycbMk4iIiKiGuk9Q1NeXg4HBwcAgKurK27cuAHgwc3CV69eNUx0RERERDrQe4amc+fOuHDhAlq3bo1evXph2bJlsLKywqefforWrVsbMkYiImoUUX/9rxzAnL/evw9A1cDxiIxP74Jm7ty5KCwsBAAsXrwYQ4cORd++feHi4oJt27YZLEAiIiKiuuhd0ISEhGjet27dGpcvX8adO3fQvHlzPnmbiIiIGlWDf4emMmdnZ0MOR0RERKQTvW8KJiIiIjIXLGiIiIhI8ljQEBERkeSxoCEiIiLJM4uC5ujRowgNDYWnpycEQcA333yjtV4URURFRcHT0xO2trYIDAzEpUuXTBMsERERmR2zKGgKCwvRtWtXrFq1qtr1y5Ytw4cffohVq1bh7Nmz8PDwQFBQEPLz8xs5UiIiIjJHBv3atr4GDx6MwYMHV7tOFEXExsZizpw5GD58OABg06ZNcHd3R1xcHN54443GDJWIiIjMkFkUNLVJTU1FdnY2goODNW3W1tYICAjAyZMnayxoSkpKUFJSolnOy8sDAKhUKs2rYtmsWOg4aWZucevIbPNuAJWPSaVSQSWYzzFKNe+6/jlUxxwOVXp5f5BwFSwePP0AgEpl8WBZL41/3NLLedNgzLzrOqbZFzTZ2dkAAHd3d612d3d3pKen17hdTEwMoqOjq7QfPHgQdnZ2muX4+HgDRWogXbvq1m/fPuPGYWRml3cDKC4v1rw/cOAAbGQ2JoymelLLu65/DtUxpz8R6eT9QcKLZTJg6IOWAwf8YFNerud4pvsQpJPzpsUYeS8qKtKpn9kXNBUefpyCKIq1PmJh9uzZmDZtmmY5Ly8PXl5eCA4OhkKhgEqlQnx8PIKCgiCXy40Wd73FxOjWb/Zs48ZhJGabdwMoLC0ELj54HxISAnsre9MGVIlU867rn0N1TPUnUjlmCwsV/PzicfFiENTquvNu+j/rB8EXQo6KiiYk5CLs9Z5pafwDkuq5LnXGzHvFFZa6mH1B4+HhAeDBTI1SqdS05+TkVJm1qcza2hrW1tZV2uVyuVayH142ObVat37mFLMezC7vBiAXzfi8+ou5xlUTXf8cqmOqw6wuZrVarlNBY/qP5kHwcvx9EHK5Wmu5fkx3QFI715sKY+Rd1/HM4ltOtfHx8YGHh4fWNFZpaSmOHDmCp556yoSRERERkbkwixmagoIC/PLLL5rl1NRUpKSkwNnZGY8++iimTp2KJUuWwNfXF76+vliyZAns7OwQHh5uwqiJiIjIXJhFQXPu3Dn0799fs1xx70tERAQ2btyImTNn4v79+5g4cSJyc3PRq1cvHDx4EI6OjqYKmYiIiMyIWRQ0gYGBEEWxxvWCICAqKgpRUVGNFxQRERFJhtnfQ0NERERUFxY0REREJHksaIiIiEjyWNAQERGR5LGgISIiIsljQUNERESSx4KGiIiIJI8FDREREUkeCxoiIiKSPBY0REREJHksaIiIiEjyWNAQERGR5LGgISIiIsljQUNERESSx4KGiIiIJI8FDREREUkeCxoiIiKSPBY0REREJHmWpg6AiIiI6hIlkTFNhzM0REREJHksaIiIiEjyWNAQERGR5LGgISIiIsljQUNERESSx4KGiIiIJI8FDREREUkeCxoiIiKSPBY0REREJHksaIiIiEjyWNAQERGR5PFZTlIVFWWYPua6PzKKmBhAra7/dv+0j/afdrxETQFnaIiIiEjyWNAQERGR5LGgISIiIsljQUNERESSx4KGiIiIJI8FDREREUkeCxoiIiKSPBY0REREJHksaIiIiEjyWNAQERGR5LGgISIiIsnjs5yIiEhCoupYbwGgK4AYAHo8uMwgoky03/qKMuBYFXk3Hc7QEBERkeSxoCEiIiLJY0FDREREkseChoiIiCSPBQ0RERFJHgsaIiIikjwWNERERCR5kihooqKiIAiC1svDw8PUYREREZGZkMwP63Xq1Anff/+9Zlkmk5kwGiIiIjInkiloLC0tOStDRERE1ZJMQXP9+nV4enrC2toavXr1wpIlS9C6desa+5eUlKCkpESznJeXBwBQqVSaV8WyWbEw4FVAQx6bLnHpsD+zzbsBVD4mlUoFlWA+x1gRm4WFfjGZ6uNqyJ9DQ2I21J9hRb51zbvp/yweHLgKFoD8QYtKZfFgWS/GOKDaY1GpLLT+1zQa/7hN7e+8G/7YdR1TEEVRNPjeDey7775DUVER2rVrhz///BOLFy/Gzz//jEuXLsHFxaXabaKiohAdHV2lPS4uDnZ2dsYOmf6BisuLEXYxDACw1W8rbGQ2Jo6ISD/FMhnChg4FAGzdswc25eUmjoj+yYqKihAeHo579+5BoVDU2E8SBc3DCgsL0aZNG8ycORPTpk2rtk91MzReXl64desWFAoFVCoV4uPjERQUBLlc3vCgYmLq7jN7tmHG0ZUu+9OVgY7P4Hk3I4WlhWi+vDkAIHdGLuyt7E0c0d8q8n7xYhDU6vrnvSGnkiFP6fowh5gtLFTw89M974b8k9XPgwMvhBzN5Q+CyVXFwN4oMw7GoVJZID7eD0FBFyGXm+rhlMb4IE30h6Sjv/Nu+H/b8/Ly4OrqWmdBI5lLTpXZ29vDz88P169fr7GPtbU1rK2tq7TL5XKtZD+8rDe1Dn84uuxHl3F0ZciTylDHp+lqoLybEblohPPKwNRquV4FTUMOxZCndH2YU8y65t30p8yDA5dXekq1XK7WWpYKuVxtwoLGGB+kND4DY/zbp+t45n1RrgYlJSW4cuUKlEqlqUMhIiIiMyCJgmbGjBk4cuQIUlNTcebMGYwYMQJ5eXmIiIgwdWhERERkBiRxyen333/H6NGjcevWLbRo0QJPPvkkTp8+DW9vb1OHRkRERGZAEgXN1q1bTR0CERERmTFJXHIiIiIiqg0LGiIiIpI8FjREREQkeSxoiIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERERSR4LGiIiIpI8FjREREQkeSxoiIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERERSZ6lqQMgIvMXFWXqCBpXYGCUQcYRRQvk5XXVuX9D8vxP+4zMW5SpA/hH4gwNERERSR4LGiIiIpI8FjREREQkeSxoiIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERERSR4LGiIiIpI8FjREREQkeSxoiIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERERSR4LGiIiIpI8FjREREQkeSxoiIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkz9LUAdA/VEwMoFY3bIyoKIOEQmRsffvGQBAaeL7XITHRcGPdtwDQ78H7o0cB21pCDww03H6JGoIzNERERCR5LGiIiIhI8ljQEBERkeSxoCEiIiLJY0FDREREkseChoiIiCRPUgXNmjVr4OPjAxsbG3Tv3h3Hjh0zdUhERERkBiRT0Gzbtg1Tp07FnDlzkJycjL59+2Lw4MHIyMgwdWhERERkYpIpaD788EO8+uqr+Ne//oXHHnsMsbGx8PLywtq1a00dGhEREZmYJAqa0tJSJCUlITg4WKs9ODgYJ0+eNFFUREREZC4k8eiDW7duoby8HO7u7lrt7u7uyM7OrnabkpISlJSUaJbv3bsHALhz5w5UKhVUKhWKiopw+/ZtyOXyhgdZWlp3n9u3DTOOrnTZn64MdHyavJeWQt7QRx8Y8vgMoLC0ECh+8P727dsotio2bUCVVOS9tPQ21GoDnO8S0JDTo6DAMH+HomiBoqIiWFiUGv3RB4ZUbCECeXkAgMKCUpSrVTX2NbM/Q6hUFn/9214KuVw6OZe6v/NuoP+mVpKfnw8AEEWx9o6iBPzxxx8iAPHkyZNa7YsXLxbbt29f7TYLFiwQAfDFF1988cUXX03glZmZWWutIIkZGldXV8hksiqzMTk5OVVmbSrMnj0b06ZN0yyr1WrcuXMHLi4uEAQBeXl58PLyQmZmJhQKhVHjp78x76bBvJsG8974mHPTMGbeRVFEfn4+PD09a+0niYLGysoK3bt3R3x8PF544QVNe3x8PJ5//vlqt7G2toa1tbVWW7Nmzar0UygUPOlNgHk3DebdNJj3xsecm4ax8u7k5FRnH0kUNAAwbdo0vPzyy+jRowd69+6NTz/9FBkZGRg/frypQyMiIiITk0xBM2rUKNy+fRsLFy5EVlYWOnfujH379sHb29vUoREREZGJSaagAYCJEydi4sSJBhnL2toaCxYsqHJZioyLeTcN5t00mPfGx5ybhjnkXRDFur4HRURERGTeJPHDekRERES1YUFDREREkseChoiIiCSPBQ0RERFJXpMuaNasWQMfHx/Y2Nige/fuOHbsWK39jxw5gu7du8PGxgatW7fGJ5980kiRNh31yXliYiIEQajy+vnnnxsxYuk7evQoQkND4enpCUEQ8M0339S5Dc/1hqtv3nm+N1xMTAx69uwJR0dHuLm5YdiwYbh69Wqd2/F8bxh98m6K873JFjTbtm3D1KlTMWfOHCQnJ6Nv374YPHgwMjIyqu2fmpqKIUOGoG/fvkhOTsZ7772HN998Ezt27GjkyKWrvjmvcPXqVWRlZWlevr6+jRRx01BYWIiuXbti1apVOvXnuW4Y9c17BZ7v+jty5AgmTZqE06dPIz4+HmVlZQgODkZhYWGN2/B8bzh98l6hUc93wzw+0vw88cQT4vjx47XaOnToIL777rvV9p85c6bYoUMHrbY33nhDfPLJJ40WY1NT35wnJCSIAMTc3NxGiO6fAYC4a9euWvvwXDc8XfLO893wcnJyRADikSNHauzD893wdMm7Kc73JjlDU1paiqSkJAQHB2u1BwcH4+TJk9Vuc+rUqSr9Q0JCcO7cOahUKqPF2lTok/MK3bp1g1KpxIABA5CQkGDMMAk8102N57vh3Lt3DwDg7OxcYx+e74anS94rNOb53iQLmlu3bqG8vLzKk7jd3d2rPLG7QnZ2drX9y8rKcOvWLaPF2lTok3OlUolPP/0UO3bswM6dO9G+fXsMGDAAR48ebYyQ/7F4rpsGz3fDEkUR06ZNw9NPP43OnTvX2I/nu2HpmndTnO+SevRBfQmCoLUsimKVtrr6V9dONatPztu3b4/27dtrlnv37o3MzEwsX74c/fr1M2qc/3Q81xsfz3fDmjx5Mi5cuIDjx4/X2Zfnu+HomndTnO9NcobG1dUVMpmsysxATk5OlUq9goeHR7X9LS0t4eLiYrRYmwp9cl6dJ598EtevXzd0eFQJz3XzwfNdP1OmTMHu3buRkJCARx55pNa+PN8Npz55r46xz/cmWdBYWVmhe/fuiI+P12qPj4/HU089Ve02vXv3rtL/4MGD6NGjB+RyudFibSr0yXl1kpOToVQqDR0eVcJz3XzwfK8fURQxefJk7Ny5E4cPH4aPj0+d2/B8bzh98l4do5/vjXb7cSPbunWrKJfLxf/+97/i5cuXxalTp4r29vZiWlqaKIqi+O6774ovv/yypv9vv/0m2tnZiW+//bZ4+fJl8b///a8ol8vF7du3m+oQJKe+Of/Pf/4j7tq1S7x27Zr4008/ie+++64IQNyxY4epDkGS8vPzxeTkZDE5OVkEIH744YdicnKymJ6eLooiz3VjqW/eeb433IQJE0QnJycxMTFRzMrK0ryKioo0fXi+G54+eTfF+d5kCxpRFMXVq1eL3t7eopWVlfj4449rfcUsIiJCDAgI0OqfmJgoduvWTbSyshJbtWolrl27tpEjlr765Hzp0qVimzZtRBsbG7F58+bi008/Le7du9cEUUtbxdcjH35FRESIoshz3Vjqm3ee7w1XXb4BiBs2bND04fluePrk3RTnu/BXsERERESS1STvoSEiIqJ/FhY0REREJHksaIiIiEjyWNAQERGR5LGgISIiIsljQUNERESSx4KGiIiIJI8FDZFEBAYGYurUqSbZd6tWrRAbG1trH0EQ8M033zRoP1FRUfD399csR0ZGYtiwYQ0asz50ybEuuahNWloaBEGAIAhax2oMGzdu1OzLVOcOUWNhQUNEZALff/89Dh06ZNR9jBo1CllZWejdu7dR90NkDixNHQARGUdpaSmsrKxMHUajk8pxu7i4GP1pz7a2trC1tZVEPogaijM0RBK1f/9+ODk5YfPmzQD+vjwTExMDT09PtGvXDgBw8eJFPPPMM7C1tYWLiwtef/11FBQUaMap2G758uVQKpVwcXHBpEmToFKptPaXn5+P8PBwODg4wNPTEx9//HGt8c2aNQvt2rWDnZ0dWrdujXnz5lUZ84MPPoC7uzscHR3x6quvori4uNqxoqOj4ebmBoVCgTfeeAOlpaWadYGBgZg8eTKmTZsGV1dXBAUFAQAuX76MIUOGwMHBAe7u7nj55Zdx69YtzXaFhYUYO3YsHBwcoFQqsWLFiir7zcnJQWhoKGxtbeHj44MtW7ZU6XPv3j28/vrrmvieeeYZ/Pjjj7Xmpiaff/45OnXqBGtrayiVSkyePFmzThAErFu3DkOHDoWdnR0ee+wxnDp1Cr/88gsCAwNhb2+P3r1749dff9Vr30RSx4KGSIK2bt2KkSNHYvPmzRg7dqym/dChQ7hy5Qri4+OxZ88eFBUVYdCgQWjevDnOnj2Lr7/+Gt9//73WfygBICEhAb/++isSEhKwadMmbNy4ERs3btTq8+9//xtdunTB+fPnMXv2bLz99tuIj4+vMUZHR0ds3LgRly9fxsqVK7F+/Xr85z//0az/6quvsGDBArz//vs4d+4clEol1qxZU2WcimNKSEjAl19+iV27diE6Olqrz6ZNm2BpaYkTJ05g3bp1yMrKQkBAAPz9/XHu3Dns378ff/75J0aOHKnZ5p133kFCQgJ27dqFgwcPIjExEUlJSVrjRkZGIi0tDYcPH8b27duxZs0a5OTkaNaLoohnn30W2dnZ2LdvH5KSkvD4449jwIABuHPnTo25qc7atWsxadIkvP7667h48SJ2796Ntm3bavVZtGgRxo4di5SUFHTo0AHh4eF44403MHv2bJw7dw4Aqny2RP8YRn30JREZTEBAgPjWW2+Jq1evFp2cnMTDhw9rrY+IiBDd3d3FkpISTdunn34qNm/eXCwoKNC07d27V7SwsBCzs7M123l7e4tlZWWaPi+++KI4atQozbK3t7c4aNAgrf2NGjVKHDx4sGYZgLhr164a41+2bJnYvXt3zXLv3r3F8ePHa/Xp1auX2LVrV61jcnZ2FgsLCzVta9euFR0cHMTy8nJNXvz9/bXGmTdvnhgcHKzVlpmZKQIQr169Kubn54tWVlbi1q1bNetv374t2traim+99ZYoiqJ49epVEYB4+vRpTZ8rV66IAMT//Oc/oiiK4qFDh0SFQiEWFxdr7atNmzbiunXrqs1DamqqCEBMTk7Wavf09BTnzJlT7Tai+CC/c+fO1SyfOnVKBCD+97//1bR9+eWXoo2NTZVtK84doqaM99AQSciOHTvw559/4vjx43jiiSeqrPfz89O6X+LKlSvo2rUr7O3tNW19+vSBWq3G1atX4e7uDgDo1KkTZDKZpo9SqcTFixe1xn74xtLevXvX+m2f7du3IzY2Fr/88gsKCgpQVlYGhUKhFdv48eOrjJmQkKDV1rVrV9jZ2Wn1KSgoQGZmJry9vQEAPXr00NomKSkJCQkJcHBwqBLXr7/+ivv376O0tFTrmJydndG+fXut+CwtLbXG7tChA5o1a6a1n4KCgir3wty/f79el35ycnJw48YNDBgwoNZ+Xbp00byv+Oz8/Py02oqLi5GXl6eVa6J/AhY0RBLi7++P8+fPY8OGDejZsycEQdBaX7lwAR5cEnm4T4XK7XK5vMo6tVpdZzw1jX369GmEhYUhOjoaISEhcHJywtatW6u9T0Vflff98HGr1WqEhoZi6dKlVbZTKpW4fv16neOLolhlPw9Tq9VQKpVITEyssq5y4VMXW1tbnfpV/pwq4qquTZfPjqip4T00RBLSpk0bJCQk4Ntvv8WUKVPq7N+xY0ekpKSgsLBQ03bixAlYWFhobhrW1enTp6ssd+jQodq+J06cgLe3N+bMmYMePXrA19cX6enpWn0ee+yxasd82I8//oj79+9r9XFwcMAjjzxSY6yPP/44Ll26hFatWqFt27ZaL3t7e7Rt2xZyuVxrf7m5ubh27ZpWfGVlZZp7UwDg6tWruHv3rtZ+srOzYWlpWWU/rq6uNcb3MEdHR7Rq1croX+MmaspY0BBJTLt27ZCQkIAdO3bU+WNpY8aMgY2NDSIiIvDTTz8hISEBU6ZMwcsvv6y5ZKGrEydOYNmyZbh27RpWr16Nr7/+Gm+99Va1fdu2bYuMjAxs3boVv/76Kz766CPs2rVLq89bb72Fzz//HJ9//jmuXbuGBQsW4NKlS1XGKi0txauvvorLly/ju+++w4IFCzB58mRYWNT8z9ekSZNw584djB49Gj/88AN+++03HDx4EOPGjUN5eTkcHBzw6quv4p133sGhQ4fw008/ITIyUmvM9u3bY9CgQXjttddw5swZJCUl4V//+pfWbMrAgQPRu3dvDBs2DAcOHEBaWhpOnjyJuXPnahVCuoiKisKKFSvw0Ucf4fr16zh//nyd3yQjor+xoCGSoPbt2+Pw4cP48ssvMX369Br72dnZ4cCBA7hz5w569uyJESNGYMCAAVi1alW99zl9+nQkJSWhW7duWLRoEVasWIGQkJBq+z7//PN4++23MXnyZPj7++PkyZOYN2+eVp9Ro0Zh/vz5mDVrFrp374709HRMmDChylgDBgyAr68v+vXrh5EjRyI0NBRRUVG1xurp6YkTJ06gvLwcISEh6Ny5M9566y04OTlpipZ///vf6NevH5577jkMHDgQTz/9NLp37641zoYNG+Dl5YWAgAAMHz5c8/XsCoIgYN++fejXrx/GjRuHdu3aISwsDGlpafUuGCMiIhAbG4s1a9agU6dOGDp0qE6XxojoAUGsuFBMRERGl5aWBh8fHyQnJxv90QcVAgMD4e/v36BHNhCZO87QEBGZwFNPPYWnnnrKqPvYsmULHBwccOzYMaPuh8gccIaGiKgRlZWVIS0tDQBgbW0NLy8vo+0rPz8ff/75J4AH37qqz43KRFLDgoaIiIgkj5eciIiISPJY0BAREZHksaAhIiIiyWNBQ0RERJLHgoaIiIgkjwUNERERSR4LGiIiIpI8FjREREQkeSxoiIiISPL+P6MLW1ykRAJhAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"colors = {'setosa': 'red', 'versicolor': 'blue', 'virginica': 'yellow' }\n",
"for t in df['species'].unique():\n",
" df[df[\"species\"] == t].hist(column=\"petal_width\",color=colors[t],ax=ax,label=t,alpha=0.5)\n",
"plt.axvline(x = 0.8,color=\"green\",label=\"BDT-cut 1\")\n",
"plt.axvline(x = 1.75,color=\"cyan\",label=\"BDT-cut 2\")\n",
"ax.set_title('petal_width')\n",
"ax.set_xlabel('kronbladbredde [cm]')\n",
"ax.set_ylabel('antall målinger')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"id": "088521ac",
"metadata": {},
"source": [
"Vi ser at vi oppnår ganske god separasjon mellom du ulike typene iris bare ved å bruke en dypde på 2. Faktisk bruker da treet kun en variable til å oppnå ganske bra score. Det er jo det samme vi så med logistisk regresjon - at det å legge til flere predikatorer egentlig ikke gjorde modellene noe bedre. Før vi går videre kan vi se på hva som skjer dersom vi øker dypden på treet. Da vil vi nok se at det er begrenset hvor dypt treet kan bli med såpass får predikatorer og begrenset kompleksitet i datasettet.\n",
"\n",
"Vi ser også at treet gir en verdi, *gini*, for hver node den lager i treet. Dette er en indeks som brukes til å bestemme den optimale måten å splitte treet på. Gini-indeksen, $G$, er gitt ved\n",
"\n",
"$$G = \\sum_{k=1}^{K}\\hat{p}_{mk}\\left(1-\\hat{p}_{mk}\\right)$$\n",
"\n",
"Gini-indeksen er et mål på variasjonen i dataene og $\\hat{p}_{mk}$ representerer delen av målinger i område $m$ som hører til klasse $k$. Klasse i dette tilfellet er de tre ulike typene iris. Vi kan enkelt reprodusere gini-indeksen til topp-noden siden det bare tilsvarer antall målinger vi har av hver enkelt iris (da det bare er ett område før datasettet splittes)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "5385fec8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"species\n",
"setosa 50\n",
"versicolor 50\n",
"virginica 50\n",
"Name: count, dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.species.value_counts()"
]
},
{
"cell_type": "markdown",
"id": "15301a4d",
"metadata": {},
"source": [
"Det betyr at $\\hat{p}_{mk} = 1/3$ for hver klasse. Hvis vi setter det inn i likningen får vi \n",
"$$ G = 3*\\frac{1}{3}\\left(1-\\frac{1}{3}\\right) \\approx 0.66$$"
]
},
{
"cell_type": "markdown",
"id": "ceb45dcb",
"metadata": {},
"source": [
"### Viktigheten til de ulike variablene \n",
"\n",
"Den tilpassede modellen kommer også med nyttige funksjoner for å få tak i vikitgheten av hver enkelt variabel/feature (*feature importance*). Vi kan hente dette ut fra modellen, sortere etter viktighet og plotte. I dette tilfellet betyr vikitghet den normaliserte reduksjonen av Gini-indeksen som hver enkelt variabel bidrar med."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f9d2532b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABi5bQNkQkKCbDabzpw5c82+8fHxKlOmTJHXZKpGjRqaPn16cZcBAAAA4Dbztw+QJS3cFaZb+dwAAAAA/P387QMkAAAAAODmKPYAGRoaqkGDBmnQoEEqU6aM/Pz8NHr0aFmWJUm6dOmSRowYoSpVqsjT01MtW7ZUQkKCpD+WoUZGRio9PV02m002m00xMTGSpAULFig4OFje3t7y9/dXr169dOLEiUKre+XKlWrevLnc3d1Vs2ZNxcbGKisry77dZrNpzpw5evTRR1W6dGnVrl1bK1ascBhjxYoVql27tjw8PNShQwfNmzfPvqz2aucmSRcuXFC/fv3k7e2t6tWr67333iu0cwMAAACA/BR7gJSkefPmydnZWdu3b9dbb72ladOmac6cOZKkyMhIbd68WR9++KF2796txx9/XF27dtW+ffvUunVrTZ8+XT4+PkpLS1NaWpqGDx8u6Y/gOW7cOO3atUvLli3TwYMH1bdv30Kpd/Xq1XriiSf0/PPPKyUlRe+++67i4+M1fvx4h36xsbHq0aOHdu/erfvuu0+9e/fW//73P0nSoUOH9Nhjj+mRRx5RcnKynnrqKUVHR9v3vdq5SdLUqVMVHByspKQkDRw4UM8884x+/PHHq9admZmpjIwMhxcAAAAAmCoRAbJatWqaNm2a6tatq969e+u5557TtGnTtH//fi1evFgff/yx2rZtq1q1amn48OG6++67FRcXJ1dXV/n6+spms8nf31/+/v7y8vKSJPXr109hYWGqWbOmWrVqpbfeektffPGFzp07d8P1jh8/Xi+99JL69OmjmjVr6t5779W4ceP07rvvOvTr27evwsPDFRQUpAkTJuj8+fP65ptvJEmzZs1S3bp1NWXKFNWtW1f//Oc/HQLu1c5Nku677z4NHDhQQUFBGjlypMqVK2e/MnslEydOlK+vr/1VrVq1G/4uAAAAANw+SkSAbNWqlWw2m/1zSEiI9u3bp507d8qyLNWpU0deXl7218aNG7V///6rjpmUlKSHH35YAQEB8vb2VmhoqCTpyJEjN1xvYmKiXn31VYeaBgwYoLS0NF24cMHer1GjRvb3np6e8vb2ti+j3bNnj1q0aOEw7l133WVcw5/Hzg2Z11qiO2rUKKWnp9tfR48eNT4eAAAAADgXdwHX4uTkpMTERDk5OTm0//lq3F+dP39enTt3VufOnbVgwQKVL19eR44cUZcuXXTp0qUbriknJ0exsbHq1q1bnm3u7u729y4uLg7bbDabcnJyJEmWZTmE5tw2U1cb+0rc3Nzk5uZmfAwAAAAA+LMSESC3bduW53Pt2rXVtGlTZWdn68SJE2rbtm2++7q6uio7O9uh7ccff9TJkyc1adIk+zLNnTt3Flq9zZo10549exQUFHTdY9SrV0+rVq1yaPtrjfmdGwAAAAAUlxKxhPXo0aMaOnSo9uzZo8WLF2vGjBkaPHiw6tSpo969eysiIkKffvqpDh48qB07dui1116zh68aNWro3LlzWrdunU6ePKkLFy6oevXqcnV11YwZM3TgwAGtWLFC48aNK7R6x4wZow8++EAxMTH64YcflJqaqo8++kijR482HuOpp57Sjz/+qJEjR2rv3r1asmSJ4uPjJcl+ZTK/cwMAAACA4lIiAmRERIQuXryou+66S88++6yee+45Pfnkk5KkuLg4RUREaNiwYapbt64eeughbd++3X5lsXXr1nr66afVs2dPlS9fXpMnT1b58uUVHx+vjz/+WA0aNNCkSZP0+uuvF1q9Xbp00X//+1+tXbtWLVq0UKtWrfTGG28oICDAeIzAwEAtXbpUn376qRo1aqSZM2fan8Kau8w0v3MDAAAAgOJiswpy410RCA0NVZMmTTR9+vTiLKNEGD9+vGbNmnXTHm6TkZEhX19fjf3qgNy9vG/KMQEAAABILzUtV9wlOMjNBunp6fLx8blivxJxD+Tt6p133lGLFi3k5+enzZs3a8qUKRo0aFBxlwUAAAAA+SoRS1iLW1hYmMNPcvz5NWHChCI77r59+/Twww+rQYMGGjdunIYNG6aYmJgiOx4AAAAA3IhiX8JaEvzyyy+6ePFivtvKli2rsmXL3uSKbg6WsAIAAADFgyWsf2NVqlQp7hIAAAAAoMRjCSsAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwIhzcReA4je0sZ98fHyKuwwAAAAAJRxXIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGDEubgLQPF7Y9cpuXtdKu4yAAAAitxLTcsVdwnA3xpXIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUD+RUJCgmw2m86cOVPoY9tsNi1btuyK2w8dOiSbzabk5OSrjhMaGqoXXnihUGsDAAAAgGu5ZQNkfHy8ypQpU9xlOEhLS1NYWJhx/6IMswAAAABQUM7FXcDtxN/fv7hLAAAAAIDrVmKvQIaGhmrQoEEaNGiQypQpIz8/P40ePVqWZUmSLl26pBEjRqhKlSry9PRUy5YtlZCQIOmPK3eRkZFKT0+XzWaTzWZTTEyMJGnBggUKDg6Wt7e3/P391atXL504caLA9VmWpfLly+uTTz6xtzVp0kQVKlSwf966datcXFx07tw5SXmXsH7zzTdq2rSp3N3dFRwcrKSkJPu2Q4cOqUOHDpKkO+64QzabTX379rVvz8nJ0YgRI1S2bFn5+/vbz+9qMjMzlZGR4fACAAAAAFMlNkBK0rx58+Ts7Kzt27frrbfe0rRp0zRnzhxJUmRkpDZv3qwPP/xQu3fv1uOPP66uXbtq3759at26taZPny4fHx+lpaUpLS1Nw4cPl/RH8Bw3bpx27dqlZcuW6eDBgw7BzJTNZlO7du3sofX06dNKSUnR5cuXlZKSIumPINu8eXN5eXnl2f/8+fN64IEHVLduXSUmJiomJsZeoyRVq1bNHk737NmjtLQ0vfnmmw7fjaenp7Zv367Jkyfr1Vdf1dq1a69a88SJE+Xr62t/VatWrcDnDQAAAOD2VaKXsFarVk3Tpk2TzWZT3bp19d1332natGm65557tHjxYv3888+qXLmyJGn48OH6v//7P8XFxWnChAny9fWVzWbLs2y0X79+9vc1a9bUW2+9pbvuukvnzp3LN+hdTWhoqN577z1J0ldffaXGjRurevXqSkhIUIMGDZSQkKDQ0NB89124cKGys7M1d+5clS5dWnfeead+/vlnPfPMM5IkJycnlS1bVpJUoUKFPPdzNmrUSGPHjpUk1a5dW//5z3+0bt063XvvvVesd9SoURo6dKj9c0ZGBiESAAAAgLESfQWyVatWstls9s8hISHat2+fdu7cKcuyVKdOHXl5edlfGzdu1P79+686ZlJSkh5++GEFBATI29vbHvCOHDlS4PpCQ0P1ww8/6OTJk9q4caNCQ0MVGhqqjRs3KisrS1u2bFH79u3z3Tc1NVWNGzdW6dKlHc7PVKNGjRw+V6pU6ZpLcd3c3OTj4+PwAgAAAABTJfoK5NU4OTkpMTFRTk5ODu1Xu4p4/vx5de7cWZ07d9aCBQtUvnx5HTlyRF26dNGlS5cKXMM//vEP+fn5aePGjdq4caNeffVVVatWTePHj9eOHTt08eJF3X333fnum3sv5/VycXFx+Gyz2ZSTk3NDYwIAAADA1ZToALlt27Y8n2vXrq2mTZsqOztbJ06cUNu2bfPd19XVVdnZ2Q5tP/74o06ePKlJkybZl27u3LnzuuvLvQ9y+fLl+v7779W2bVt5e3vr8uXLmjVrlpo1ayZvb+98923QoIHmz5+vixcvysPDI9/zdXV1laQ85wEAAAAAxaFEL2E9evSohg4dqj179mjx4sWaMWOGBg8erDp16qh3796KiIjQp59+qoMHD2rHjh167bXXtGrVKklSjRo1dO7cOa1bt04nT57UhQsXVL16dbm6umrGjBk6cOCAVqxYoXHjxt1QjaGhoVq0aJEaNWokHx8fe6hcuHDhFe9/lKRevXqpVKlSioqKUkpKilatWqXXX3/doU9AQIBsNpv++9//6rfffrM/zRUAAAAAikOJDpARERG6ePGi7rrrLj377LN67rnn9OSTT0qS4uLiFBERoWHDhqlu3bp66KGHtH37dvuVxdatW+vpp59Wz549Vb58eU2ePFnly5dXfHy8Pv74YzVo0ECTJk3KE9oKqkOHDsrOznYIi+3bt1d2dvYV73+U/lhqu3LlSqWkpKhp06aKjo7Wa6+95tCnSpUqio2N1UsvvaSKFStq0KBBN1QrAAAAANwIm3WjN+MVkdDQUDVp0kTTp08v7lJuWRkZGfL19dXYrw7I3Sv/pbYAAAC3kpealivuEoASKTcbpKenX/VhmyX6CiQAAAAAoOQgQF5FWFiYw8+E/Pk1YcKE4i4PAAAAAG6qEvsU1oSEhOIuQXPmzNHFixfz3Va2bNmbXA0AAAAAFK8SGyBLgipVqhR3CQAAAABQYrCEFQAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGHE26bR7927jARs1anTdxQAAAAAASi6jANmkSRPZbDZZlpXv9txtNptN2dnZhVogAAAAAKBkMAqQBw8eLOo6AAAAAAAlnFGADAgIKOo6AAAAAAAl3HU9RGf+/Plq06aNKleurMOHD0uSpk+fruXLlxdqcQAAAACAkqPAAXLmzJkaOnSo7rvvPp05c8Z+z2OZMmU0ffr0wq4PAAAAAFBCFDhAzpgxQ7Nnz1Z0dLScnJzs7cHBwfruu+8KtTgAAAAAQMlR4AB58OBBNW3aNE+7m5ubzp8/XyhFAQAAAABKngIHyMDAQCUnJ+dp/+KLL9SgQYPCqAkAAAAAUAIZPYX1z1588UU9++yz+v3332VZlr755hstXrxYEydO1Jw5c4qiRgAAAABACVDgABkZGamsrCyNGDFCFy5cUK9evVSlShW9+eab+uc//1kUNQIAAAAASoACB0hJGjBggAYMGKCTJ08qJydHFSpUKOy6AAAAAAAlzHUFSEk6ceKE9uzZI5vNJpvNpvLlyxdmXQAAAACAEqbAD9HJyMjQv/71L1WuXFnt27dXu3btVLlyZT3xxBNKT08vihoBAAAAACVAga9A9u/fX8nJyfr8888VEhIim82mLVu2aPDgwRowYICWLFlSFHWiCA1t7CcfH5/iLgMAAABACWezLMsqyA6enp5avXq17r77bof2TZs2qWvXrvwW5N9IRkaGfH19lZ6eToAEAAAAbmOm2aDAS1j9/Pzk6+ubp93X11d33HFHQYcDAAAAAPxNFDhAjh49WkOHDlVaWpq97fjx43rxxRf1yiuvFGpxAAAAAICSw+geyKZNm8pms9k/79u3TwEBAapevbok6ciRI3Jzc9Nvv/2mp556qmgqBQAAAAAUK6MA+cgjjxRxGQAAAACAkq7AD9HBrYOH6AAAAACQivAhOgAAAACA21OBfwcyOztb06ZN05IlS3TkyBFdunTJYfv//ve/QisOAAAAAFByFPgKZGxsrN544w316NFD6enpGjp0qLp166ZSpUopJiamCEoEAAAAAJQEBQ6QCxcu1OzZszV8+HA5OzsrPDxcc+bM0ZgxY7Rt27aiqBEAAAAAUAIUOEAeP35cDRs2lCR5eXkpPT1dkvTAAw/o888/L9zqAAAAAAAlRoEDZNWqVZWWliZJCgoK0po1ayRJO3bskJubW+FWBwAAAAAoMQocIB999FGtW7dOkjR48GC98sorql27tiIiItSvX79CLxAAAAAAUDLc8O9Abtu2TVu2bFFQUJAeeuihwqoLNwG/AwkAAABAMs8GBf4Zj79q1aqVWrVqdaPDAAAAAABKOKMAuWLFCoWFhcnFxUUrVqy4al+uQgIAAADArcloCWupUqV0/PhxVahQQaVKXfm2SZvNpuzs7EItEEWHJawAAAAApEJewpqTk5PvewAAAADA7aNAT2G9fPmyOnTooL179xZVPQAAAACAEqpAAdLFxUXff/+9bDZbUdUDAAAAACihCvw7kBEREXr//feLohYAAAAAQAlW4J/xuHTpkubMmaO1a9cqODhYnp6eDtvfeOONQisOAAAAAFByFDhAfv/992rWrJkk5bkXkqWtAAAAAHDrKnCA3LBhQ1HUAQAAAAAo4Qp8DyQAAAAA4PZU4CuQkrRjxw59/PHHOnLkiC5duuSw7dNPPy2UwgAAAAAAJUuBr0B++OGHatOmjVJSUvTZZ5/p8uXLSklJ0fr16+Xr61sUNQIAAAAASoACB8gJEyZo2rRp+u9//ytXV1e9+eabSk1NVY8ePVS9evWiqBEAAAAAUAIUOEDu379f999/vyTJzc1N58+fl81m05AhQ/Tee+8VeoEAAAAAgJKhwAGybNmyOnv2rCSpSpUq+v777yVJZ86c0YULFwq3OgAAAABAiWEcIJOTkyVJbdu21dq1ayVJPXr00ODBgzVgwACFh4erY8eORVIkAAAAAKD4GT+FtVmzZmratKkeeeQRhYeHS5JGjRolFxcXff311+rWrZteeeWVIisUAAAAAFC8bJZlWSYdt27dqrlz52rJkiW6fPmyunXrpqioKHXo0KGoa0QRycjIkK+vr9LT0+Xj41Pc5QAAAAAoJqbZwHgJa0hIiGbPnq3jx49r5syZ+vnnn9WpUyfVqlVL48eP188//1wohQMAAAAASqYCP0THw8NDffr0UUJCgvbu3avw8HC9++67CgwM1H333VcUNQIAAAAASgDjJaxXcu7cOS1cuFAvv/yyzpw5o+zs7MKqDUWMJawAAAAAJPNsYPwQnb/auHGj5s6dq08++UROTk7q0aOHoqKirnc4AAAAAEAJV6AAefToUcXHxys+Pl4HDx5U69atNWPGDPXo0UOenp5FVSMAAAAAoAQwDpD33nuvNmzYoPLlyysiIkL9+vVT3bp1i7I2AAAAAEAJYhwgPTw89Mknn+iBBx6Qk5NTUdYEAAAAACiBjAPkihUrirIOAAAAAEAJV+Cf8QAAAAAA3J4IkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAmQ++vbtq0ceeaTQx42Pj1eZMmWu2icmJkZNmjS5ap9Dhw7JZrMpOTm50GoDAAAAgGshQN5EPXv21N69ewu0T1GFWQAAAAAoKOfiLuB24uHhIQ8Pj+IuAwAAAACuS4m8Arl06VI1bNhQHh4e8vPzU6dOnXT+/HlJUlxcnOrXry93d3fVq1dP77zzjn2/3KWdH374oVq3bi13d3fdeeedSkhIsPfJzs5WVFSUAgMD5eHhobp16+rNN9+8rjpXrlypMmXKKCcnR5KUnJwsm82mF1980d7nqaeeUnh4uKT8l7BOmjRJFStWlLe3t6KiovT777/bt8XExGjevHlavny5bDabbDabw7kcOHBAHTp0UOnSpdW4cWNt3br1us4DAAAAAEyUuACZlpam8PBw9evXT6mpqUpISFC3bt1kWZZmz56t6OhojR8/XqmpqZowYYJeeeUVzZs3z2GMF198UcOGDVNSUpJat26thx56SKdOnZIk5eTkqGrVqlqyZIlSUlI0ZswYvfzyy1qyZEmBa23Xrp3Onj2rpKQkSdLGjRtVrlw5bdy40d4nISFB7du3z3f/JUuWaOzYsRo/frx27typSpUqOQTi4cOHq0ePHuratavS0tKUlpam1q1b27dHR0dr+PDhSk5OVp06dRQeHq6srKwr1puZmamMjAyHFwAAAACYKpEBMisrS926dVONGjXUsGFDDRw4UF5eXho3bpymTp2qbt26KTAwUN26ddOQIUP07rvvOowxaNAgde/eXfXr19fMmTPl6+ur999/X5Lk4uKi2NhYtWjRQoGBgerdu7f69u17XQHS19dXTZo0sV8VTEhI0JAhQ7Rr1y6dPXtWx48f1969exUaGprv/tOnT1e/fv3Uv39/1a1bV//+97/VoEED+3YvLy95eHjIzc1N/v7+8vf3l6urq3378OHDdf/996tOnTqKjY3V4cOH9dNPP12x3okTJ8rX19f+qlatWoHPGQAAAMDtq8QFyMaNG6tjx45q2LChHn/8cc2ePVunT5/Wb7/9pqNHjyoqKkpeXl7217///W/t37/fYYyQkBD7e2dnZwUHBys1NdXeNmvWLAUHB6t8+fLy8vLS7NmzdeTIkeuqNzQ0VAkJCbIsS5s2bdLDDz+sf/zjH/r666+1YcMGVaxYUfXq1ct339TUVIda/1r7tTRq1Mj+vlKlSpKkEydOXLH/qFGjlJ6ebn8dPXrU+FgAAAAAUOIeouPk5KS1a9dqy5YtWrNmjWbMmKHo6GitXLlSkjR79my1bNkyzz7XYrPZJP2xbHTIkCGaOnWqQkJC5O3trSlTpmj79u3XVW9oaKjef/997dq1S6VKlVKDBg3Uvn17bdy4UadPn77i8tXC4OLiYn+fe36592Pmx83NTW5ubkVWDwAAAIBbW4m7Ain9EYbatGmj2NhYJSUlydXVVZs3b1aVKlV04MABBQUFObwCAwMd9t+2bZv9fVZWlhITE+1XATdt2qTWrVtr4MCBatq0qYKCgvJcwSyI3Psgp0+frvbt28tms6l9+/ZKSEi46v2PklS/fn2HWv9auyS5uroqOzv7uusDAAAAgMJS4q5Abt++XevWrVPnzp1VoUIFbd++Xb/99pvq16+vmJgYPf/88/Lx8VFYWJgyMzO1c+dOnT59WkOHDrWP8fbbb6t27dqqX7++pk2bptOnT6tfv36SpKCgIH3wwQdavXq1AgMDNX/+fO3YsSNPCDWVex/kggUL7E9zbdeunR5//HFdvnz5ivc/StLgwYPVp08fBQcH6+6779bChQv1ww8/qGbNmvY+NWrU0OrVq7Vnzx75+fnJ19f3uuoEAAAAgBtV4gKkj4+PvvrqK02fPl0ZGRkKCAjQ1KlTFRYWJkkqXbq0pkyZohEjRsjT01MNGzbUCy+84DDGpEmT9NprrykpKUm1atXS8uXLVa5cOUnS008/reTkZPXs2VM2m03h4eEaOHCgvvjii+uuuUOHDvr222/tYfGOO+5QgwYNdOzYMdWvX/+K+/Xs2VP79+/XyJEj9fvvv6t79+565plntHr1anufAQMGKCEhQcHBwTp37pw2bNigGjVqXHetAAAAAHC9bJZlWcVdRGE5dOiQAgMDlZSUpCZNmhR3OSVeRkaGfH19lZ6eLh8fn+IuBwAAAEAxMc0GJfIeSAAAAABAyUOAvIojR444/GTIX1/X+9MfAAAAAPB3VOLugbwRNWrUUGGuyK1cubKSk5Ovuh0AAAAAbhe3VIAsbM7OzgoKCiruMgAAAACgRGAJKwAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjBEgAAAAAgBECJAAAAADACAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUACAAAAAIwQIAEAAAAARgiQAAAAAAAjt3WA7Nu3rx555BGjvqGhoXrhhReKtB5TCQkJstlsOnPmTHGXAgAAAOA2clsHyL+DkhRcAQAAANzeCJAAAAAAACPFGiCXLl2qhg0bysPDQ35+furUqZPOnz8vSYqLi1P9+vXl7u6uevXq6Z133rHvd+jQIdlsNn344Ydq3bq13N3ddeeddyohIcHeJzs7W1FRUQoMDJSHh4fq1q2rN998s9Bqv3TpkkaMGKEqVarI09NTLVu2dDh+fHy8ypQpo9WrV6t+/fry8vJS165dlZaWZu+TlZWl559/XmXKlJGfn59GjhypPn362JfV9u3bVxs3btSbb74pm80mm82mQ4cO2fdPTExUcHCwSpcurdatW2vPnj2Fdn4AAAAA8FfFFiDT0tIUHh6ufv36KTU1VQkJCerWrZssy9Ls2bMVHR2t8ePHKzU1VRMmTNArr7yiefPmOYzx4osvatiwYUpKSlLr1q310EMP6dSpU5KknJwcVa1aVUuWLFFKSorGjBmjl19+WUuWLCmU+iMjI7V582Z9+OGH2r17tx5//HF17dpV+/bts/e5cOGCXn/9dc2fP19fffWVjhw5ouHDh9u3v/baa1q4cKHi4uK0efNmZWRkaNmyZfbtb775pkJCQjRgwAClpaUpLS1N1apVs2+Pjo7W1KlTtXPnTjk7O6tfv35XrTkzM1MZGRkOLwAAAAAwZhWTxMRES5J16NChPNuqVatmLVq0yKFt3LhxVkhIiGVZlnXw4EFLkjVp0iT79suXL1tVq1a1XnvttSsec+DAgVb37t3tn/v06WM9/PDDRvW2b9/eGjx4sGVZlvXTTz9ZNpvN+uWXXxz6dOzY0Ro1apRlWZYVFxdnSbJ++ukn+/a3337bqlixov1zxYoVrSlTptg/Z2VlWdWrV3eo6c/HzbVhwwZLkvXll1/a2z7//HNLknXx4sUrnsPYsWMtSXle6enpRt8BAAAAgFtTenq6UTZwLqbcqsaNG6tjx45q2LChunTpos6dO+uxxx5TVlaWjh49qqioKA0YMMDePysrS76+vg5jhISE2N87OzsrODhYqamp9rZZs2Zpzpw5Onz4sC5evKhLly6pSZMmN1z7t99+K8uyVKdOHYf2zMxM+fn52T+XLl1atWrVsn+uVKmSTpw4IUlKT0/Xr7/+qrvuusu+3cnJSc2bN1dOTo5RHY0aNXIYW5JOnDih6tWr59t/1KhRGjp0qP1zRkaGwxVNAAAAALiaYguQTk5OWrt2rbZs2aI1a9ZoxowZio6O1sqVKyVJs2fPVsuWLfPscy02m02StGTJEg0ZMkRTp05VSEiIvL29NWXKFG3fvv2Ga8/JyZGTk5MSExPz1OTl5WV/7+Likqc2y7LyrTfXX7dfzZ/Hzx3nauHTzc1Nbm5uxuMDAAAAwJ8VW4CU/gg9bdq0UZs2bTRmzBgFBARo8+bNqlKlig4cOKDevXtfdf9t27apXbt2kv64QpmYmKhBgwZJkjZt2qTWrVtr4MCB9v779+8vlLqbNm2q7OxsnThxQm3btr2uMXx9fVWxYkV988039jGys7OVlJTkcJXU1dVV2dnZhVE2AAAAANyQYguQ27dv17p169S5c2dVqFBB27dv12+//ab69esrJiZGzz//vHx8fBQWFqbMzEzt3LlTp0+fdliC+fbbb6t27dqqX7++pk2bptOnT9sfJBMUFKQPPvhAq1evVmBgoObPn68dO3YoMDDwhmuvU6eOevfurYiICE2dOlVNmzbVyZMntX79ejVs2FD33Xef0TjPPfecJk6cqKCgINWrV08zZszQ6dOnHa5K1qhRQ9u3b9ehQ4fk5eWlsmXL3nD9AAAAAHA9ii1A+vj46KuvvtL06dOVkZGhgIAATZ06VWFhYZL+uH9wypQpGjFihDw9PdWwYUO98MILDmNMmjRJr732mpKSklSrVi0tX75c5cqVkyQ9/fTTSk5OVs+ePWWz2RQeHq6BAwfqiy++KJT64+Li9O9//1vDhg3TL7/8Ij8/P4WEhBiHR0kaOXKkjh8/roiICDk5OenJJ59Uly5dHJbFDh8+XH369FGDBg108eJFHTx4sFDqBwAAAICCslkFuemuhDh06JACAwPzLPf8u8vJyVH9+vXVo0cPjRs3rsiPl5GRIV9fX6Wnp8vHx6fIjwcAAACgZDLNBsV6D+Tt7vDhw1qzZo3at2+vzMxM/ec//9HBgwfVq1ev4i4NAAAAAPIoVdwFlARHjhyRl5fXFV9HjhwpkuOWKlVK8fHxatGihdq0aaPvvvtOX375perXr18kxwMAAACAG/G3XMJa2LKysnTo0KErbq9Ro4acnW+9i7UsYQUAAAAgsYS1QJydnRUUFFTcZQAAAABAicYSVgAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABghQAIAAAAAjBAgAQAAAABGCJAAAAAAACMESAAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABghQAIAAAAAjBAgAQAAAABGCJAAAAAAACMESAAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABghQAIAAAAAjBAgAQAAAABGCJAAAAAAACMESAAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABghQAIAAAAAjBAgAQAAAABGCJAAAAAAACMESAAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABghQAIAAAAAjBAgAQAAAABGCJAAAAAAACMESAAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABghQAIAAAAAjBAgAQAAAABGCJAAAAAAACMESAAAAACAEQIkAAAAAMAIARIAAAAAYIQACQAAAAAwQoAEAAAAABhxLu4CUHwsy5IkZWRkFHMlAAAAAIpTbibIzQhXQoC8jZ06dUqSVK1atWKuBAAAAEBJcPbsWfn6+l5xOwHyNla2bFlJ0pEjR646SXDry8jIULVq1XT06FH5+PgUdzkoRswF/BnzAbmYC8jFXLh1WZals2fPqnLlylftR4C8jZUq9cctsL6+vvwBAEmSj48PcwGSmAtwxHxALuYCcjEXbk0mF5V4iA4AAAAAwAgBEgAAAABghAB5G3Nzc9PYsWPl5uZW3KWgmDEXkIu5gD9jPiAXcwG5mAuwWdd6TisAAAAAAOIKJAAAAADAEAESAAAAAGCEAAkAAAAAMEKABAAAAAAYIUDewt555x0FBgbK3d1dzZs316ZNm67af+PGjWrevLnc3d1Vs2ZNzZo16yZVipuhIPMhLS1NvXr1Ut26dVWqVCm98MILN69QFLmCzIVPP/1U9957r8qXLy8fHx+FhIRo9erVN7FaFKWCzIWvv/5abdq0kZ+fnzw8PFSvXj1NmzbtJlaLolbQvzfk2rx5s5ydndWkSZOiLRA3TUHmQkJCgmw2W57Xjz/+eBMrxs1EgLxFffTRR3rhhRcUHR2tpKQktW3bVmFhYTpy5Ei+/Q8ePKj77rtPbdu2VVJSkl5++WU9//zz+uSTT25y5SgKBZ0PmZmZKl++vKKjo9W4ceObXC2KUkHnwldffaV7771Xq1atUmJiojp06KAHH3xQSUlJN7lyFLaCzgVPT08NGjRIX331lVJTUzV69GiNHj1a77333k2uHEWhoPMhV3p6uiIiItSxY8ebVCmK2vXOhT179igtLc3+ql279k2qGDcbP+Nxi2rZsqWaNWummTNn2tvq16+vRx55RBMnTszTf+TIkVqxYoVSU1PtbU8//bR27dqlrVu33pSaUXQKOh/+LDQ0VE2aNNH06dOLuErcDDcyF3Ldeeed6tmzp8aMGVNUZeImKIy50K1bN3l6emr+/PlFVSZukuudD//85z9Vu3ZtOTk5admyZUpOTr4J1aIoFXQuJCQkqEOHDjp9+rTKlClzEytFceEK5C3o0qVLSkxMVOfOnR3aO3furC1btuS7z9atW/P079Kli3bu3KnLly8XWa0oetczH3BrKoy5kJOTo7Nnz6ps2bJFUSJuksKYC0lJSdqyZYvat29fFCXiJrre+RAXF6f9+/dr7NixRV0ibpIb+bOhadOmqlSpkjp27KgNGzYUZZkoZs7FXQAK38mTJ5Wdna2KFSs6tFesWFHHjx/Pd5/jx4/n2z8rK0snT55UpUqViqxeFK3rmQ+4NRXGXJg6darOnz+vHj16FEWJuEluZC5UrVpVv/32m7KyshQTE6P+/fsXZam4Ca5nPuzbt08vvfSSNm3aJGdn/jp5q7ieuVCpUiW99957at68uTIzMzV//nx17NhRCQkJateu3c0oGzcZ/4+/hdlsNofPlmXlabtW//za8fdU0PmAW9f1zoXFixcrJiZGy5cvV4UKFYqqPNxE1zMXNm3apHPnzmnbtm166aWXFBQUpPDw8KIsEzeJ6XzIzs5Wr169FBsbqzp16tys8nATFeTPhrp166pu3br2zyEhITp69Khef/11AuQtigB5CypXrpycnJzy/JeiEydO5PkvSrn8/f3z7e/s7Cw/P78iqxVF73rmA25NNzIXPvroI0VFRenjjz9Wp06dirJM3AQ3MhcCAwMlSQ0bNtSvv/6qmJgYAuTfXEHnw9mzZ7Vz504lJSVp0KBBkv5Y3m5ZlpydnbVmzRrdc889N6V2FK7C+jtDq1attGDBgsIuDyUE90DeglxdXdW8eXOtXbvWoX3t2rVq3bp1vvuEhITk6b9mzRoFBwfLxcWlyGpF0bue+YBb0/XOhcWLF6tv375atGiR7r///qIuEzdBYf25YFmWMjMzC7s83GQFnQ8+Pj767rvvlJycbH89/fTTqlu3rpKTk9WyZcubVToKWWH92ZCUlMTtT7cyC7ekDz/80HJxcbHef/99KyUlxXrhhRcsT09P69ChQ5ZlWdZLL71k/etf/7L3P3DggFW6dGlryJAhVkpKivX+++9bLi4u1tKlS4vrFFCICjofLMuykpKSrKSkJKt58+ZWr169rKSkJOuHH34ojvJRiAo6FxYtWmQ5Oztbb7/9tpWWlmZ/nTlzprhOAYWkoHPhP//5j7VixQpr79691t69e625c+daPj4+VnR0dHGdAgrR9fx74s/Gjh1rNW7c+CZVi6JU0Lkwbdo067PPPrP27t1rff/999ZLL71kSbI++eST4joFFDGWsN6ievbsqVOnTunVV19VWlqa/vGPf2jVqlUKCAiQ9McPxf/593wCAwO1atUqDRkyRG+//bYqV66st956S927dy+uU0AhKuh8kP54mlquxMRELVq0SAEBATp06NDNLB2FrKBz4d1331VWVpaeffZZPfvss/b2Pn36KD4+/maXj0JU0LmQk5OjUaNG6eDBg3J2dlatWrU0adIkPfXUU8V1CihE1/PvCdyaCjoXLl26pOHDh+uXX36Rh4eH7rzzTn3++ee67777iusUUMT4HUgAAAAAgBHugQQAAAAAGCFAAgAAAACMECABAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAoBDExMSoSZMm9s99+/bVI488UuBxbDabli1bZtw/ISFBNptNZ86cKfCxAAAoKAIkAADX8OCDD6pTp075btu6datsNpvuuecerVu3znjMvwbOXGlpaQoLC7veUq9bQYMrAOD2RIAEAOAaoqKitH79eh0+fDjPtrlz56pJkyZq166d/Pz8bvhY/v7+cnNzu+FxbnWWZSkrK6u4ywCA2w4BEgCAa3jggQdUoUIFxcfHO7RfuHBBH330kaKioq54RTFXYmKiKlSooPHjxys+Pl6xsbHatWuXbDabbDabfey/XgncsmWLmjRpInd3dwUHB2vZsmWy2WxKTk7OM35wcLBKly6t1q1ba8+ePQ7bV65cqebNm8vd3V01a9ZUbGysPYDVqFFDkvToo4/KZrPZP+/atUsdOnSQt7e3fHx81Lx5c+3cufOK53it/ps3b1b79u1VunRp3XHHHerSpYtOnz4tScrMzNTzzz+vChUqyN3dXXfffbd27Nhh3zd3qe7q1asVHBwsNzc3bdq0SZZlafLkyapZs6Y8PDzUuHFjLV269Io1AgBuDAESAIBrcHZ2VkREhOLj42VZlr39448/1qVLl9S7d++r7p+QkKCOHTsqNjZW0dHR6tmzp4YNG6Y777xTaWlpSktLU8+ePfPsd/bsWT344INq2LChvv32W40bN04jR47M9xjR0dGaOnWqdu7cKWdnZ/Xr18++bfXq1XriiSf0/PPPKyUlRe+++67i4+M1fvx4SbIHtbi4OKWlpdk/9+7dW1WrVtWOHTuUmJiol156SS4uLlc8z6v1T05OVseOHXXnnXdq69at+vrrr/Xggw8qOztbkjRixAh98sknmjdvnr799lsFBQWpS5cu+t///udwjBEjRmjixIlKTU1Vo0aNNHr0aMXFxWnmzJn64YcfNGTIED3xxBPauHHjVf+ZAACukwUAAK4pNTXVkmStX7/e3tauXTsrPDzcsizLGjt2rNW4cWP7tj59+lgPP/ywtWzZMsvb29tatGiRw3h/7Z9LkvXZZ59ZlmVZM2fOtPz8/KyLFy/at8+ePduSZCUlJVmWZVkbNmywJFlffvmlvc/nn39uSbLv17ZtW2vChAkOx5k/f75VqVKlfI+by9vb24qPj7/6F2PYPzw83GrTpk2+286dO2e5uLhYCxcutLddunTJqly5sjV58mSH81y2bJnDfu7u7taWLVscxouKirL/cwEAFC6uQAIAYKBevXpq3bq15s6dK0nav3+/Nm3a5HCl76+2b9+u7t27a968eQoPDy/wMffs2aNGjRrJ3d3d3nbXXXfl27dRo0b295UqVZIknThxQtIfy1tfffVVeXl52V8DBgxQWlqaLly4cMXjDx06VP3791enTp00adIk7d+/377tz2M9/fTT1+yfewUyP/v379fly5fVpk0be5uLi4vuuusupaamOvQNDg62v09JSdHvv/+ue++916GeDz74wOHYAIDCQ4AEAMBQVFSUPvnkE2VkZCguLk4BAQFXDEWSVKtWLdWrV09z587VpUuXCnw8y7Jks9nytOXnz0tLc/fJycmx/29sbKySk5Ptr++++0779u1zCKd/FRMTox9++EH333+/1q9frwYNGuizzz6TJIexXn311Wv29/DwuOp5/rnuq52/p6en/X3u+X3++ecO9aSkpHAfJAAUEQIkAACGevToIScnJy1atEjz5s1TZGRknoDzZ+XKldP69eu1f/9+9ezZU5cvX7Zvc3V1td//dyX16tXT7t27lZmZaW+72kNsrqRZs2bas2ePgoKC8rxKlfrjrwIuLi751lOnTh0NGTJEa9asUbdu3RQXFydJDmNUqFDhmv0bNWp0xZ85CQoKkqurq77++mt72+XLl7Vz507Vr1//iufVoEEDubm56ciRI3nOq1q1agX+ngAA10aABADAkJeXl3r27KmXX35Zx44dU9++fa+5T4UKFbR+/Xr9+OOPCg8Pd3jy6cGDB5WcnKyTJ086hMRcvXr1Uk5Ojp588kmlpqZq9erVev311yXlvVp3NWPGjNEHH3xgv0KYmpqqjz76SKNHj7b3qVGjhtatW6fjx4/r9OnTunjxogYNGqSEhAQdPnxYmzdv1o4dO64Y6K7Vf9SoUdqxY4cGDhyo3bt368cff9TMmTN18uRJeXp66plnntGLL76o//u//1NKSooGDBigCxcuKCoq6orn5e3treHDh2vIkCGaN2+e9u/fr6SkJL399tuaN2+e8fcDADBHgAQAoACioqJ0+vRpderUSdWrVzfax9/fX+vXr9d3332n3r17Kzs7W927d1fXrl3VoUMHlS9fXosXL86zn4+Pj1auXKnk5GQ1adJE0dHRGjNmjCRddenpX3Xp0kX//e9/tXbtWrVo0UKtWrXSG2+8oYCAAHufqVOnau3atapWrZqaNm0qJycnnTp1ShEREapTp4569OihsLAwxcbG5nuMa/WvU6eO1qxZo127dumuu+5SSEiIli9fLmdnZ0nSpEmT1L17d/3rX/9Ss2bN9NNPP2n16tW64447rnpu48aN05gxYzRx4kTVr19fXbp00cqVKxUYGGj8/QAAzNmsK91MAQAASpyFCxcqMjJS6enpV72vEACAouBc3AUAAIAr++CDD1SzZk1VqVJFu3bt0siRI9WjRw/CIwCgWBAgAQAowY4fP64xY8bo+PHjqlSpkh5//HGNHz++uMsCANymWMIKAAAAADDCQ3QAAAAAAEYIkAAAAAAAIwRIAAAAAIARAiQAAAAAwAgBEgAAAABghAAJAAAAADBCgAQAAAAAGCFAAgAAAACM/D8dqpqGWrKe+wAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"feature_names = predictors\n",
"importance_scores = clf.feature_importances_\n",
"# Sort the features by their importance scores\n",
"sorted_indices = np.argsort(importance_scores)[::-1]\n",
"sorted_feature_names = [feature_names[i] for i in sorted_indices][::-1]\n",
"sorted_importance_scores = [importance_scores[i] for i in sorted_indices][::-1]\n",
"\n",
"# Create a lying bar plot of the feature importance scores\n",
"plt.figure(figsize=(10, 6))\n",
"plt.barh(sorted_feature_names, sorted_importance_scores, color='skyblue')\n",
"plt.title('Variabelviktighet')\n",
"plt.xlabel('Viktighets-score')\n",
"plt.ylabel('Variabel')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f1997204",
"metadata": {},
"source": [
"### Beslutningsoverflater\n",
"\n",
"Etterhvert som treet gjør flere og flere kutt blir det mer komplisert å forstå i detalj hvilke beslutninger som blir tatt og hvordan treet definerer områdene. Spesielt vanskelig er det når vi har flere enn to predikatorer siden beslutningstreet reelt sett da gjør kutt i et hyperdimensjonalt rom. \n",
"\n",
"Med to predikatorer derimot kan vi relativt enkelt visualisere hva som foregår, så la oss se på to-og-to av predikatorene om gangen og lage en modell for disse. Vi kan da se på beslutningsområdet i 2 dimensjoner. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d62c90c4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.inspection import DecisionBoundaryDisplay"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "b03e5018",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_1898/2402788878.py:32: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" plt.scatter(\n",
"/tmp/ipykernel_1898/2402788878.py:18: UserWarning: The figure layout has changed to tight\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5);\n",
"/tmp/ipykernel_1898/2402788878.py:32: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" plt.scatter(\n",
"/tmp/ipykernel_1898/2402788878.py:18: UserWarning: The figure layout has changed to tight\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5);\n",
"/tmp/ipykernel_1898/2402788878.py:32: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" plt.scatter(\n",
"/tmp/ipykernel_1898/2402788878.py:18: UserWarning: The figure layout has changed to tight\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5);\n",
"/tmp/ipykernel_1898/2402788878.py:32: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" plt.scatter(\n",
"/tmp/ipykernel_1898/2402788878.py:18: UserWarning: The figure layout has changed to tight\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5);\n",
"/tmp/ipykernel_1898/2402788878.py:32: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" plt.scatter(\n",
"/tmp/ipykernel_1898/2402788878.py:18: UserWarning: The figure layout has changed to tight\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5);\n",
"/tmp/ipykernel_1898/2402788878.py:32: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" plt.scatter(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Parameters\n",
"n_classes = 3\n",
"plot_colors = \"ryb\"\n",
"plot_step = 0.02\n",
"\n",
"clf = []\n",
"\n",
"for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]):\n",
" # We only take the two corresponding features\n",
" X_fit = X[:, pair]\n",
" y = df.target\n",
"\n",
" # Train\n",
" clf.append(tree.DecisionTreeClassifier(max_depth=2).fit(X_fit, Y))\n",
"\n",
" # Plot the decision boundary\n",
" ax = plt.subplot(2, 3, pairidx + 1)\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5);\n",
" DecisionBoundaryDisplay.from_estimator(\n",
" clf[-1],\n",
" X_fit,\n",
" cmap=plt.cm.RdYlBu,\n",
" response_method=\"predict\",\n",
" ax=ax,\n",
" xlabel=predictors[pair[0]],\n",
" ylabel=predictors[pair[1]],\n",
" )\n",
"\n",
" # Plot the training points\n",
" for i, color in zip(range(n_classes), plot_colors):\n",
" idx = np.where(Y == i)\n",
" plt.scatter(\n",
" X_fit[idx, 0],\n",
" X_fit[idx, 1],\n",
" c=color,\n",
" label=df['species'].unique().tolist()[i],\n",
" cmap=plt.cm.RdYlBu,\n",
" edgecolor=\"black\",\n",
" s=15,\n",
" );\n",
"plt.suptitle(\"Beslutningsoverflate for modell trent på to-og-to variable\");\n",
"plt.legend(loc=\"lower right\", borderpad=0, handletextpad=0);\n",
"_ = plt.axis(\"tight\");"
]
},
{
"cell_type": "markdown",
"id": "a9ef5a78",
"metadata": {},
"source": [
"La oss se på de tilsvarende beslutningstrærne "
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "4f0264ed",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_1898/3104118338.py:5: UserWarning: The figure layout has changed to tight\n",
" plt.tight_layout(h_pad=0.2, w_pad=0.2, pad=0.1)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"i = 0\n",
"fig, ax = plt.subplots(2, 3, figsize=(10, 10))\n",
"for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]):\n",
" #ax = plt.subplot(2, 3, pairidx+1)\n",
" plt.tight_layout(h_pad=0.2, w_pad=0.2, pad=0.1)\n",
" tree.plot_tree(clf[pairidx], ax=ax.ravel()[pairidx], filled=True, class_names=df.species.unique().tolist(),feature_names=[predictors[pair[0]],predictors[pair[1]]],rounded=True);\n",
" i += 1"
]
},
{
"cell_type": "markdown",
"id": "4e846afb",
"metadata": {},
"source": [
"## Beslutningstrær for regresjon\n",
"\n",
"Beslutningstrær kan også brukes til regresjon (på samme måte som vi brukte lineær regresjon). Hvis dere husker så prøvde vi å lage en lineær regresjonsmodell for å finne en sammenheng mellom lengden og bredden til ulike typer blader hos ulike type iris. La oss se på iris-setosa (slik vi gjorde "
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "99e07ae4",
"metadata": {},
"outputs": [],
"source": [
"X_setosa_sepal_length = df[df[\"species\"] == \"setosa\"].sepal_length.to_numpy()\n",
"X_setosa_sepal_width = df[df[\"species\"] == \"setosa\"].sepal_width.to_numpy()\n",
"X_setosa_sepal_length = X_setosa_sepal_length[:, np.newaxis]\n",
"X_setosa_sepal_width = X_setosa_sepal_width[:, np.newaxis]"
]
},
{
"cell_type": "markdown",
"id": "a305fc04",
"metadata": {},
"source": [
"Vi bruker nå *DecisionTreeRegressor* for å gjøre en regresjonsanalyse"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d23eaae7",
"metadata": {},
"outputs": [],
"source": [
"clf = tree.DecisionTreeRegressor(max_depth=3)\n",
"clf = clf.fit(X_setosa_sepal_length,X_setosa_sepal_width)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "d4d74f08",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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g2ZtYNKwNHindWPXbMcYt8oleS/phSDgbv/gAgM37Tkc/Do+MovRHU1gz5n3yZE5L7ylrmbf1AD0alI9+D1u+6vLU8Vbs+uuZp1PnyZyGnwa1fOK5mw+CyJgmRfTjzGnd2XfqSow/u/81/KetjOlYk+CwiFiNExERSQhUnEVEJMEpmC0do+ZvY+yCHdQolY/yhbJz7NJNcqRPRfb0/86a/nbsUoz7sdth3EIf/jjpj4PJxPX7D7kTGAxAVg93SufPCoDfkQvsPHqRKgNmAo9nvC/cvE9wWCR1yuTH1dkJV2cnvErkee6xzl2/x+mrd2n22QIArDYb6VMlj369ScV3ntj+n8fnr98nW7qU5MmcFoA2nsWZtXFvdHH+33H/aFGlKC2qFI3x/f//n8P/MpleaCgA2w6cwcM9GcVzZ+L34zH/zEVERBIiFWcREUlw8mROi9933dnx5znGLfKhStFc0TPFz2I2O2D7ux1GRFmin1/x61/cCwrB77vuODmaKdnjh+jXk7o4R29nt9vp36wSnWqVfmK/MzbsITYKZPVg+zcfPvO1pK5Oz3xs5xmtNoZx/4jNjHOmNCm4eT8o+vH1ew/JkDr5/w59rn2nr7DlwBl2/HmOiCgLj0Ij6D5xFbP6N3vhfYiIiMRnKs4iIpLg3HwQRCq3JLSsWgz3ZK4s8D7Ex00qcvl2AP63A8jq4c7q349Hn6qdLV1Kjl+6RZOK77B5/+no/QSFhOPhngwnRzN7TvrjfyfwmcfzKpGHLxf70vy9orglceHG/SCczA6UK5iNvtPW079ZZcIiovA9fJ4KhZ99E6w8mdJwPyiU/aevUqZAVqIsVs7fuE/BbOmeuf0/8mZOy5U7gVy8eZ9cGdOwbNfR5x7j/4vNjHPJvJm4ePMBV+8Ekj6VG6t/P86Mvk1faCzA6A41GN2hBgC/H7/E1LV/qDSLiMhbRcVZREQSnJP+d/j05+04mEw4O5oZ370ers5OfN+9Pi3GLiCtezJK5cvCg6BQAN6vUYq2Xy5m1+DZ1Ho3X/R+WlQpSpsvFuM1aBbv5MxA/izPvpGVV/E8nL16l1pD5wCQzNWZWf2aUSJPZuqVK0CVATPJkSFVjIXW2cmR+YNbMnTOFoJCw7FYbfSoX+4/i7OrsxNT+zSm8/jl0TcH61y7dIxjYsvRbObrrnVo9tkvWKw22lUrEZ1r3tYDAHSuXZrbAY/w+mQ2j0IjcDCZmLlxLwem9Xlidv5/bdx7iiFzNnP/YQitxy2ieJ5MLBvZ/rXmFxERedNMdvuzrmwSERGJP9J5pKV7reIMaP7eC4/ZtO8Um/edZtrHTd5gMnkVp6/eocLH09i9ezcVKjx7iSsREZH4QOs4i4iIiIiIiMRAp2qLiMhbqV7ZgtQrW9CQY3f4egn+twOfeO7T92tQLYa7bouIiEj8peIsIiLymi0Y2sboCCIiIvIaqTiLiIgYpMHIeYztVJMSeTLH6TFvBzzC1fnxMlarPu2AR0o3IqIs9Jy0mr8u3iRV8qTMHdicbOlSxVkuERGR+EzFWUREJJGZ1b/ZU2V9ofch0iRPysHpfVm7+wRjftnx1HrPIiIiiZWKs4iIyN9CwiPp8t0Krt9/iNVqZ1DLKjSt9A7fLtvJtoNnCIuwUKZAVib2bIDJZKLByHkUy52RPSf9CQ6LZGa/pkxc9Rsn/W/TpOI7jGhXjSt3AmgxdiHFc2fi6MWbFMyWjukfNyGJi9MTx/Y9cp6vl/gREWUhZ4bUTO3TGLckLoxdsIPN+8/gaHbAs3huPu9U64289837TzOsjRcADcoVZMiPm7Db7ZhMpjdyPBERkYRExVlERORvvofPkz6VG0tHtgMgKCQcgA/rlmFwq6oA9Jq0mm0Hz1K7dH4AHM0O+IzvzswNe2j35RJ8v+tOSjdXSvWcRM8G5QE4d/0eU3o3pkyBrAyYsYF52w7Qq+G/yy/dDwrhu+W7WPNZR5K5OjNx1a9MX7+HD+uWYePeU+yb2geTycTDkLCnMv927BIjftr61PNuSZzZ/GWXZ77P3lPW4uBgon65ggxuWRWTycTN+4/ImDo5AGazA+7JXHnwKJQ0KZK95E9TRETk7aHiLCIi8reC2dIxav42xi7YQY1S+ShfKDsAvx+/zKQ1vxMWEUVgcBj5snhEF+fapQsAUCh7evJn8yDD3+UzR4bUXL//EPdkrmTxcKdMgawANH+vCDM27HmiOB88c42z1+5RZ9hcACItVkrnz0LypC64ODvSd/p6apTMS6138z2VuXKRnPw6secLv8dZ/ZuRKU0KHoVF8MH45Sz1O0obr+LYsT+1rQnNNouIiICKs4iISLQ8mdPi9113dvx5jnGLfKhSNBcfN6nIoFkb8fmuO1nSujN++U7CoyzRY1yczAA4OJhwcfz3Y9XBZMJitb3Qce1A1WK5mDOwxVOveX/bjV//usja3SeYs3k/6z7v9MTrsZ1xzpQmBQDJk7jQ4r2iHDx7jTZexcmUJgU3Hzwic1p3rFYbD0PCSZU8yQvlFxERedupOIuIiPzt5oMgUrkloWXVYrgnc2WB9yEi/i7JaZInJSQ8kvV7TsZ6fehrdx+y//RVyhTIyspfj0XPZP/j3XxZ+GT2Ji7evE+ujGkIjYjkxr0gMqROTlhEFDVK5aNsgWyU7DnpqX3HZsbZYrXyMCScNCmSYbFa2XrwDJXfyQlAndL5WeZ3hHfzZWHD3lNUKJxD1zeLiIj8TcVZRETkbyf97/Dpz9txMJlwdjQzvns93JMl4f0apajUbzrZ0qV8qaWj8mZOy2LfwwyctYHcGdPQuVbtJ15P656MaX0a8+GElUREWQEY0dYLtyQutP9qCeFRFux2+yvfGCwiykrzzxYQZbVhtdmoUjQX79coBUD76iXp8cNqSvWcRCq3JMwZ2PyVjiUiIvI2Mdnt9qcvahIREYlH0nmkpXut4gxo/p7RUWLtyp0AWo9bzB+TPzI6Srxz+uodKnw8jd27d1OhQoX/HiAiImIQB6MDiIiIiIiIiMRnKs4iIiJvULZ0qTTbLCIiksDpGmcREZGXlLXNF1xdMiJOjxkeGUX9kfOIiLJgsdpoWL4Qw9p4PXf7Q+euU3Poj8wd2IJGFQpz/vo9Pp62jsDgcBwcTAxqUYXGFQsDcNL/Nv1nbCA8MgpHswPju9WnZN7YX9MtIiLytlFxFhERSUBcnBxZ+1lH3JK4YLFaqTP8J6qXzEvp/Fmf2tZqtfHZLzvwKp7nifE/9GpIviwe3AkMxnPgTLyK5yZFMlfG/LKDwa2qUq1EHrwPnWPML9tZ/3nnuHx7IiIi8ZJO1RYREQHG/LKduVv2Rz/+YpEPMzfsITgsgsaj51N14Ewq9p3G5n2nnxr7+/FLtB63KPrxR5PXsO6PEwAcuXCD+iN+ourAmTT77BduPXj0SjlNJhNuSVwAiLRYibJYn7ts1OzN+2hQviAe7smin8uaLiX5sngAkC6lG6lTJOXuwxAA7HY7D0PCAXgYEk66lG6vlFVERORtoRlnERERoGmlIgyfu4UudcoAsH7PSdaO7YirsyO/DG1NiqSu3A8KofbQudQpk/+F1jiOslgZPHsTi4a1wSOlG6t+O8a4RT5M7dP4ie1W7PqLKWt3PzU+T+Y0/DSo5VPPW602PAfN4tKtB3Su9S7v5svy1DY37gexae8p1o3txOHz656Z79C561itdnJmSAXAuM61aT52AaPnb8Nut7P9mw//8z2KiIgkBirOIiIiQNFcGbn7MISbD4K4GxiCh3syMqZOQZTFyriFPvxx0h8Hk4nr9x9yJzCY9KmS/+c+z12/x+mrd2n22QIArDbbM8e1qFKUFlWKvnBWs9mBXyf25GFIGJ2+Xc6pK3comC3dE9sMn7uFT9+vgdn87JPL7gYG03PSaiZ91AgHh8fbzNt2gC8/qE2D8oVY6neEIT9uZuGwNi+cS0RE5G2l4iwiIvK3hhUKsf6Pk9wOeETTyu8AsOLXv7gXFILfd91xcjRTsscPRERZnhjn6OCAzW6Pfvz/Xy+Q1eM/Z25jO+P8D/dkSaj0Tg68D517qjgfuXCDrt+vBODBo1B2/HkOR7MD9coWJDQikrZfLWFg8/coVzBb9Jglfkf4qksdABpVKMzo+dtjzC0iIpJYqDiLiIj8rWmlIvSbvp4HQaFs/vIDAIJCwvFwT4aTo5k9J/3xvxP41Lgs6VJy7vo9IqMshEZEseekPw3KFyJPpjTcDwpl/+mrlCmQlSiLlfM37j9VcmMz43zvYQhOjg64J0tCWEQUvkcu8HHjik9td2RW/+g/fzR5DTXfzUe9sgWxWm18+P1K6pUpQMuqxZ4YkyFVcvac9KdC4Rzs+usieTKneaFMIiIibzsVZxERkb8VzJaO4LAIsqRzx+PvG2O1qFKUNl8sxmvQLN7JmYH8f99Y6//LktadhuULUbn/DPJlSUuRnBkBcHZyZP7glgyds4Wg0HAsVhs96pd7qjjHxu2AR/SavAab3Y7VaqdxxcLUKp0fgHlbDwDQuXbp5473PnSObX+e5erdh6z+/TgA0z5uTJGcGZnUqyFD527BarORxNmJiT0bvHROERGRt4nJbv9/55aJiIjEQ+k80tK9VnEGNH/P6CjyGp2+eocKH09j9+7dVKhQweg4IiIiz6XlqEREJN5zcXEhNDzS6BjymoWGRwGP//2KiIjEZyrOIiIS7+XOnYdtf54j6O81hiXhs9vtrPztLwBy585tcBoREZGY6VRtERGJ9w4ePEiN6tXJ4eFG88rv4JZEM5QJmcVqZf/pqyzf9Rfff/89AwYMMDqSiIhIjFScRUQkQTh48CBdPujM2XPnCA+PMDqOvAIHBweyZ8tK33796du3r9FxRERE/pOKs4iISAxu3bqFp6cnwcHB7Ny58605rTgyMpIWLVqwbds21q9fT82aNY2OJCIiEm+pOIuIiDzHnTt38PT0JDAwkF27dpEnTx6jI71WERERNGvWDB8fHzZs2ED16tWNjiQiIhIvqTiLiIg8w927d/Hy8uLevXvs2rWLfPnyGR3pjYiIiKBJkybs3LmTTZs24enpaXQkERGReEfFWURE5H/cu3ePatWqcfv2bXbu3EmBAgWMjvRGhYeH07BhQ3bv3s3mzZupUqWK0ZFERETiFRVnERGR/+fBgwdUq1aN69evs3PnTgoVKmR0pDgRFhZGgwYN2Lt3L1u3bqVSpUpGRxIREYk3VJxFRET+FhAQQPXq1bly5Qp+fn688847RkeKU6GhodSrV4+DBw+yfft2ypcvb3QkERGReMHB6AAiIiLxQWBgILVq1eLy5ct4e3snutIMkDRpUjZu3EjJkiWpVasW+/btMzqSiIhIvKAZZxERSfSCgoKoWbMmZ8+excfHhxIlShgdyVDBwcHUrl2bY8eO4e3tTenSpY2OJCIiYigVZxERSdQePXpE7dq1OXHiBD4+PpQqVcroSPHCo0ePqFWrFqdOncLHx4eSJUsaHUlERMQwKs4iIpJoBQcHU6dOHf766y/NrD7Dw4cPqVmzJufOncPX15fixYsbHUlERMQQKs4iIpIohYSEULduXQ4fPsz27dspV66c0ZHipcDAQGrUqMGlS5fw9fWlaNGiRkcSERGJcyrOIiKS6ISGhlK/fn0OHDjAtm3bqFChgtGR4rWAgACqVavG1atXE+XdxkVERHRXbRERSVTCwsJo1KgR+/fvZ/PmzSrNLyBVqlTs2LGDzJkz4+XlxcmTJ42OJCIiEqc04ywiIolGeHg4jRs35tdff2XLli1UqVLF6EgJyr179/Dy8uLOnTvs3LmTAgUKGB1JREQkTmjGWUREEoWIiAiaNWvGrl272Lhxo0rzS0ibNi0+Pj6kTZsWLy8vzp49a3QkERGROKHiLCIib73IyEiaN2+Or68vGzZswMvLy+hICZaHhwc+Pj6kTJkST09Pzp8/b3QkERGRN07FWURE3mqRkZG0bNmS7du3s3btWqpXr250pAQvffr0+Pr6kjx5cjw9Pbl48aLRkURERN4oFWcREXlrRUVF0aZNG7Zs2cKaNWuoVauW0ZHeGhkyZMDX15ckSZLg6enJ5cuXjY4kIiLyxqg4i4jIW8lisdCuXTs2bNjAypUrqVu3rtGR3jqZMmXCz88PJycnPD09uXLlitGRRERE3ggVZxEReetYLBY6dOjAmjVrWLFiBQ0aNDA60lsrc+bM+Pn5YTKZ8PT05OrVq0ZHEhERee1UnEVE5K1itVrp1KkTK1asYNmyZTRq1MjoSG+9rFmz4ufnh9VqxcvLi+vXrxsdSURE5LVScRYRkbeG1Wrlgw8+YOnSpSxZsoSmTZsaHSnRyJ49O35+fkRERODl5cXNmzeNjiQiIvLaqDiLiMhbwWaz8eGHH7Jw4UIWLlxIixYtjI6U6OTMmRM/Pz9CQ0Px8vLi1q1bRkcSERF5LVScRUQkwbPZbHTv3p358+fzyy+/0Lp1a6MjJVq5c+fG19eXoKAgqlWrxp07d4yOJCIi8spUnEVEJEGz2+189NFHzJ07l/nz59OuXTujIyV6efPmxdfXlwcPHlCtWjXu3r1rdCQREZFXouIsIiIJlt1up0+fPsycOZO5c+fy/vvvGx1J/pY/f378/Py4e/cu1atX5/79+0ZHEhEReWkqziIikiDZ7Xb69+/PtGnTmD17Np07dzY6kvyPAgUK4OPjw82bN6levToPHjwwOpKIiMhLUXEWEZEEx263M2jQICZNmsSMGTP48MMPjY4kz1G4cGF8fHy4du0aNWvWJCAgwOhIIiIisabiLCIiCYrdbmfIkCFMmDCBqVOn0qNHD6MjyX8oUqQI3t7eXLp0iVq1avHw4UOjI4mIiMSKirOIiCQYdrudESNGMH78eH744Qc++ugjoyPJCypWrBje3t6cO3eO2rVrExQUZHQkERGRF6biLCIiCcann37KV199xffff0/fvn2NjiOxVKJECby9vTl16hR16tTh0aNHRkcSERF5ISrOIiKSIIwdO5bPP/+cb7/9lgEDBhgdR15SqVKl2L59O8ePH6du3boEBwcbHUlEROQ/qTiLiEi898UXX/Dpp5/y5Zdf8sknnxgdR15RmTJl2LZtG0ePHqV+/fqEhIQYHUlERCRGKs4iIhKvff3114wcOZLPP/+cYcOGGR1HXpNy5cqxdetW/vzzTxo0aEBoaKjRkURERJ5LxVlEROKt7777jmHDhvHpp58ycuRIo+PIa1ahQgU2b97Mvn37aNSoEWFhYUZHEhEReSYVZxERiZcmTpzIJ598wogRI/j000+NjiNvSOXKldm0aRO7d++mSZMmhIeHGx1JRETkKSa73W43OoSIiMj/N2XKFD7++GOGDh3Kl19+iclkMjqSvGG+vr7Uq1cPLy8vVq9ejYuLi9GRREREoqk4i4hIvDJ9+nQ++ugjBg0axLfffqvSnIjs2LGDBg0aULNmTVauXImzs7PRkURERAAVZxERiUdmz55N9+7d6d+/P99//71KcyK0bds2GjZsSN26dVm+fDlOTk5GRxIREVFxFhGR+GHu3Ll07dqVPn36MGnSJJXmRGzz5s00btyYhg0bsmTJEpVnERExnIqziIgYbv78+XzwwQf07NmTqVOnqjQLGzZsoFmzZjRu3JjFixfj6OhodCQREUnEdFdtEREx1IIFC/jggw/o1q0bU6ZMUWkWABo0aMDy5ctZs2YNHTp0wGKxGB1JREQSMc04i4iIYRYvXkyHDh3o3Lkzs2fPxsFB3+fKk1atWkWrVq1o06YN8+fPx2w2Gx1JREQSIf2GIiIihli2bBkdOnTg/fffV2mW52rWrBmLFy9myZIldOnSBavVanQkERFJhHTBkIiIxLmVK1fSrl072rVrx5w5c1SaJUYtW7bEarXSvn17zGYzP/74o/4/IyIicUrFWURE4tSaNWto06YNrVq1Yt68eTr1Vl5ImzZtsFqtvP/++5jNZmbOnKnyLCIicUbFWURE4sz69etp2bIlzZo14+eff1Zpllhp3749VquVzp074+joyLRp03QzORERiRMqziIiEic2btxI8+bNady4MQsXLtTyQvJSOnbsiNVqpUuXLpjNZiZPnqzyLCIib5x+axERkTduy5YtNGvWjPr162tNXnllH3zwAVarlW7dumE2m5k4caLKs4iIvFH6zUVERN6o7du306RJE2rXrs3SpUtxcnIyOpK8BT788EOsVis9e/bEbDbz3XffqTyLiMgbo+IsIiJvjI+PD40aNaJ69eosX74cZ2dnoyPJW6RHjx5YrVZ69+6No6MjX3/9tcqziIi8ESrOIiLyRvj5+dGgQQM8PT1ZtWoVLi4uRkeSt9BHH32ExWKhX79+ODo6Mm7cOJVnERF57VScRUTktfv111+pX78+lSpVYvXq1SrN8kb17dsXq9XKwIEDcXR05LPPPjM6koiIvGVUnEVE5LXavXs3devWpXz58qxbtw5XV1ejI0kiMGDAACwWC0OGDMFsNjN69GijI4mIyFtExVlERF6bPXv2ULt2bUqXLs369etJkiSJ0ZEkERk8eDBWq5Xhw4fj6OjI8OHDjY4kIiJvCRVnERF5Lfbt20etWrUoWbIkGzduJGnSpEZHkkRo2LBhWCwWRowYgdlsZsiQIUZHEhGRt4CKs4iIvLKDBw9Sq1YtihYtyqZNm0iWLJnRkSQRGzVqFFarlaFDh+Lo6MjAgQONjiQiIgmcirOIiLySQ4cOUaNGDQoVKsSWLVtwc3MzOpIIn376KRaLhUGDBmE2m+nXr5/RkUREJAFTcRYRkZd25MgRqlevTr58+diyZQvJkyc3OpIIACaTic8//xyLxUL//v1xdHSkd+/eRscSEZEESsVZREReyl9//UX16tXJnTs327Ztw93d3ehIIk8wmUx89dVXWK1W+vTpg9lspmfPnkbHEhGRBEjFWUREYu348eNUq1aNbNmysX37dlKmTGl0JJFnMplMfPvtt1gsFnr16oXZbKZbt25GxxIRkQRGxVlERGLl1KlTVKtWjcyZM7Njxw5SpUpldCSRGJlMJiZMmIDVaqV79+44OjrywQcfGB1LREQSEBVnERF5YWfOnMHLy4v06dPj7e1NmjRpjI4k8kJMJhOTJk3CYrHQtWtXzGYzHTt2NDqWiIgkECrOIiLyQs6dO4enpydp0qTBx8eHtGnTGh1JJFZMJhNTp07FarXSuXNnzGYz7du3NzqWiIgkACrOIiLyn86fP4+npycpU6bEx8cHDw8PoyOJvBQHBwdmzJiB1WqlY8eOODg40LZtW6NjiYhIPKfiLCIiMbp48SKenp64ubnh6+tL+vTpjY4k8kocHByYPXs2VquVDh06YDabadWqldGxREQkHlNxFhGR57p8+TKenp4kSZIEX19fMmTIYHQkkdfCwcGBOXPmYLVaadeuHY6OjjRr1szoWCIiEk+Z7Ha73egQIiIS/1y5coUqVapgNpvZtWsXmTNnNjqSyGtntVp5//33Wb58OcuXL6dJkyZGRxIRkXhIxVlERJ5y7do1qlSpgt1uZ9euXWTNmtXoSCJvjMVioX379qxatYpVq1bRsGFDoyOJiEg8o+IsIiJPuHHjBlWqVCEqKopdu3aRPXt2oyOJvHEWi4U2bdqwbt061qxZQ7169YyOJCIi8YiKs4iIRLt58yZVq1YlLCyMXbt2kTNnTqMjicSZqKgoWrVqxaZNm1i3bh21a9c2OpKIiMQTKs4iIgLA7du3qVq1KsHBwezcuZPcuXMbHUkkzkVGRtKiRQu2bdvGhg0bqFGjhtGRREQkHlBxFhER7ty5g6enJ4GBgezcuZO8efMaHUnEMBERETRr1gwfHx82btxItWrVjI4kIiIGU3EWEUnk7t27h6enJ/fu3WPnzp3kz5/f6EgihgsPD6dJkybs2rWLzZs3U7VqVaMjiYiIgVScRUQSsfv371OtWjVu3bqFn58fBQsWNDqSSLwRHh5Ow4YN2b17N1u3bqVy5cpGRxIREYOoOIuIJFIPHjygevXqXLt2DT8/PwoXLmx0JJF4JywsjPr167Nv3z62bdtGxYoVjY4kIiIGUHEWEUmEAgMDqV69Ov7+/vj6+lKkSBGjI4nEW6GhodSrV4+DBw+yfft2ypcvb3QkERGJYyrOIiKJzMOHD6lRowYXLlzA19eXYsWKGR1JJN4LCQmhTp06HD16lB07dlCmTBmjI4mISBxyMDqAiIjEnaCgIGrXrs25c+fw9vZWaRZ5QcmSJWPTpk0UKVKEmjVrcvDgQaMjiYhIHFJxFhFJJB49ekTdunU5deoU3t7elChRwuhIIglK8uTJ2bx5M4UKFaJGjRocOnTI6EgiIhJHdKq2iEgiEBwcTN26dXWaqchr8PDhQ2rWrMn58+d1uYOISCKh4iwi8pYLCQmhXr16HDp0iO3bt1OuXDmjI4kkeIGBgdSoUYNLly7h5+enG+yJiLzlVJxFRN5ioaGhNGjQgP3797Nt2zYqVKhgdCSRt0ZAQADVqlXTkm4iIomArnEWEXlLhYWF0bhxY/bu3cvmzZtVmkVes1SpUrFjxw4yZcqEl5cXp06dMjqSiIi8ISrOIiJvofDwcJo2bcrvv//Opk2bqFy5stGRRN5KadKkwdvbm/Tp0+Pl5cWZM2eMjiQiIm+ATtUWEXnLRERE0LRpU3x9fdm0aRNeXl5GRxJ56929exdPT08ePHjArl27yJs3r9GRRETkNdKMs4jIWyQyMpIWLVrg4+PD+vXrVZpF4oiHhwc+Pj64u7vj6enJhQsXjI4kIiKvkYqziMhbIioqilatWrFt2zbWrl1LjRo1jI4kkqikT58eX19fkiVLhqenJ5cuXTI6koiIvCYqziIib4GoqCjatGnDpk2bWLNmDbVr1zY6kkiilDFjRvz8/HB1dcXT05PLly8bHUlERF4DFWcRkQTOYrHQvn171q9fz6pVq6hbt67RkUQStUyZMuHr64ujoyNeXl5cuXLF6EgiIvKKVJxFRBIwq9XK+++/z+rVq1m+fDkNGjQwOpKIAFmyZMHPzw8ALy8vrl27ZnAiERF5FSrOIiIJlNVqpVOnTixfvpylS5fSuHFjoyOJyP+TNWtW/Pz8sFgseHl5cePGDaMjiYjIS1JxFhFJgGw2G126dGHJkiUsXryYZs2aGR1JRJ4he/bs+Pn5ER4ejqenJzdv3jQ6koiIvAQVZxGRBMZms/Hhhx+yYMECFixYQMuWLY2OJCIxyJkzJ35+foSEhODl5cXt27eNjiQiIrGk4iwikoDYbDZ69OjBvHnz+Pnnn2nTpo3RkUTkBeTOnRs/Pz8ePnyIl5cXd+7cMTqSiIjEgoqziEgCYbfb6d27N3PmzGHevHm0b9/e6EgiEgt58+bFz8+PBw8eUL16de7du2d0JBEReUEqziIiCYDdbufjjz9mxowZzJkzh44dOxodSUReQv78+fH19eX27dtUr16d+/fvGx1JRERegIqziEg8Z7fb6d+/P1OnTmX27Nl88MEHRkcSkVdQsGBBfH19uXHjBjVq1CAgIMDoSCIi8h9UnEVE4jG73c4nn3zCpEmTmDFjBh9++KHRkUTkNShcuDA+Pj5cuXKFmjVrEhgYaHQkERGJgYqziEg8ZbfbGTZsGN9//z1TpkyhR48eRkcSkdeoSJEi+Pj4cPHiRWrVqsXDhw+NjiQiIs+h4iwiEg/Z7XZGjhzJN998ww8//EDv3r2NjiQib0CxYsXYsWMHZ8+epXbt2gQFBRkdSUREnkHFWUQkHhozZgxffvkl33//PX379jU6joi8QSVLlmTHjh2cOnWKunXr8ujRI6MjiYjI/1BxFhGJZ8aOHcvYsWP55ptvGDBggNFxRCQOvPvuu2zfvp1jx45Rr149QkJCjI4kIiL/j4qziEg88uWXX/Lpp5/yxRdfMHjwYKPjiEgcKlOmDFu3buXw4cPUr1+f0NBQoyOJiMjfVJxFROKJb7/9lhEjRjB27FiGDx9udBwRMUD58uXZunUrBw4coGHDhoSFhRkdSUREUHEWEYkXvv/+e4YMGcLo0aMZNWqU0XFExEAVK1Zk8+bN7Nmzh0aNGhEeHm50JBGRRM9kt9vtRocQEUnMJk2aRL9+/RgxYgSff/45JpPJ6EgiEg/s3LmTunXrUqVKFdauXYuLi4vRkUREEi0VZxERA02dOpU+ffowZMgQvvrqK5VmEXmCj48P9evXp1q1aqxatUrlWUTEICrOIiIGmTFjBr169WLgwIGMHz9epVlEnmn79u00bNiQWrVqsWLFCpydnY2OJCKS6Kg4i4gYYPbs2XTv3p1+/foxYcIElWYRidHWrVtp1KgR9erVY9myZTg5ORkdSUQkUVFxFhGJYz/99BNdunShd+/eTJ48WaVZRF7Ipk2baNKkCQ0bNmTJkiUqzyIicUh31RYRiUM///wzXbt2pWfPnirNIhIr9erVY+XKlaxfv54OHTpgsViMjiQikmioOIuIxJGFCxfSuXNnPvzwQ6ZOnarSLCKx1rBhQ5YtW8aqVavo2LEjVqvV6EgiIomCTtUWEYkDS5YsoX379nTu3JnZs2fj4KDvLUXk5a1atYpWrVrRtm1b5s2bh9lsNjqSiMhbTcVZROQNW758OW3atOH9999n7ty5Ks0i8lro7xYRkbjjaHQAEZG32apVq2jbti1t27Zlzpw5+sVWRF6bli1bYrFY6NChA2azWWeziIi8QSrOIiJvyNq1a2ndujUtW7Zk/vz5OpVSRF67tm3bYrPZeP/99zGbzcyYMUPlWUTkDVBxFhF5AzZs2EDLli1p2rQpv/zyi0qziLwx7du3x2q10rlzZ8xmM9OmTdPNB0VEXjMVZxGR12zTpk00a9aMhg0bsnDhQhwd9VetiLxZHTt2xGKx0LVrVxwdHZk0aZLKs4jIa6Tf5kREXqNt27bRtGlT6tWrx5IlS3BycjI6kogkEl26dMFqtdK9e3fMZjMTJkxQeRYReU1UnEVEXpMdO3bQqFEjatWqxbJly1SaRSTOdevWDavVSq9evXB0dOTbb79VeRYReQ1UnEVEXgNfX18aNmxI9erVWbFiBc7OzkZHEpFEqmfPnlitVvr06YPZbOarr75SeRYReUUqziIir2jXrl3Ur1+fqlWrsnLlSlxcXIyOJCKJXO/evbFYLPTv3x9HR0c+//xzlWcRkVeg4iwi8gp+++036tatS6VKlVi9ejWurq5GRxIRAaBfv35YrVYGDRqEo6MjY8aMMTqSiEiCpeIsIvKSdu/eTZ06dShXrhxr164lSZIkRkcSEXnCwIEDsVgsDB06FLPZzKhRo4yOJCKSIKk4i4i8hL1791KnTh1Kly7Nhg0bSJo0qdGRRESeaciQIVitVkaMGIGjoyPDhg0zOpKISIKj4iwiEkv79++nVq1aFC9enI0bN6o0i0i8N3z4cCwWC8OHD8dsNjN48GCjI4mIJCgqziIisfDnn39Ss2ZNihQpwqZNm0iWLJnRkUREXsjo0aOxWq0MGTIER0dHBgwYYHQkEZEEQ8VZROQFHT58mBo1alCwYEE2b95M8uTJjY4kIhIrY8aMwWKxMHDgQMxmM3379jU6kohIgqDiLCLyAo4ePUr16tXJmzcvW7duJUWKFEZHEhGJNZPJxLhx47BYLPTr1w9HR0c++ugjo2OJiMR7Ks4iIv/h2LFjVKtWjZw5c7Jt2zbc3d2NjiQi8tJMJhNff/01VquV3r17Yzab6dGjh9GxRETiNRVnEZEYnDhxgmrVqpEtWza2b99OypQpjY4kIvLKTCYT48ePx2Kx0LNnT8xmMx9++KHRsURE4i0VZxGR5zh16hReXl5kypSJHTt2kDp1aqMjiYi8NiaTiYkTJ2K1WunWrRtms5kPPvjA6FgiIvGSirOIyDOcOXMGLy8v0qdPj7e3N2nSpDE6kojIa2cymZg8eTJWq5WuXbtiNpvp2LGj0bFEROIdFWcRkf9x7tw5PD09SZ06Nd7e3qRNm9boSCIib4zJZGLq1KlYLBY6d+6M2Wymffv2RscSEYlXVJxFRP6fCxcu4Onpibu7O76+vqRLl87oSCIib5yDgwMzZ87EarXSsWNHHB0dad26tdGxRETiDRVnEZG/Xbp0CU9PT5IlS4avry/p06c3OpKISJxxcHDgxx9/xGq10r59e8xmMy1atDA6lohIvKDiLCIC+Pv74+npiYuLC76+vmTMmNHoSCIicc7BwYG5c+ditVpp06YNDg4ONGvWzOhYIiKGM9ntdrvRIUREjHTlyhWqVq2KyWRi165dZMmSxehIIiKGslqtdOjQgRUrVrBixQoaN25sdCQREUOpOItIonbt2jWqVq2K1Wpl165dZMuWzehIIiLxgsVioW3btqxdu5ZVq1bRoEEDoyOJiBhGxVlEEq0bN25QtWpVIiIi2LVrFzly5DA6kohIvBIVFUWbNm3YsGEDa9asoW7dukZHEhExhIqziCRKN2/exNPTk9DQUHbu3EmuXLmMjiQiEi9FRUXRsmVLtmzZwrp166hVq5bRkURE4pyKs4gkOrdv38bT05OgoCB27dpF7ty5jY4kIhKvRUZG0rx5c7Zv387GjRupXr260ZFEROKUirOIJCp3797F09OTBw8esGvXLvLmzWt0JBGRBCEiIoKmTZvi6+vLpk2b8PLyMjqSiEicUXEWkUTj3r17eHl5cefOHXbt2kX+/PmNjiQikqCEh4fTuHFjfv31V7Zs2UKVKlWMjiQiEidUnEUkUXjw4AFeXl7cvHmTnTt3UrBgQaMjiYgkSGFhYTRq1Ig//viDLVu2ULlyZaMjiYi8cSrOIvLWCwgIoFq1aly9epWdO3dSuHBhoyOJiCRooaGhNGjQgP3797N161YqVqxodCQRkTdKxVlE3mqBgYHUqFGDS5cu4evrS9GiRY2OJCLyVggJCaFevXocOnSI7du3U65cOaMjiYi8MSrOIvLWevjwITVr1uT8+fP4+PhQvHhxoyOJiLxVgoODqVu3LkePHsXb25vSpUsbHUlE5I1QcRaRt9KjR4+oVasWp06dwsfHh5IlSxodSUTkrfTo0SNq167NyZMn8fb2plSpUkZHEhF57VScReStExwcTO3atTl+/Dje3t68++67RkcSEXmrBQUFUatWLc6cOYOPjw8lSpQwOpKIyGul4iwib5WQkBDq1q3LkSNH2LFjB2XKlDE6kohIovDw4UNq1KjBhQsX8PX1pVixYkZHEhF5bVScReStERoaSv369Tlw4ADbt2+nfPnyRkcSEUlUAgMDqV69Ov7+/vj5+fHOO+8YHUlE5LVwMDqAiMjrEBYWRsOGDdm/fz9btmxRaRYRMUDKlCnZvn07WbJkwcvLi5MnTxodSUTktdCMs4gkeOHh4TRq1Ijff/+dLVu28N577xkdSUQkUbt//z5eXl7cvn2bnTt3UqBAAaMjiYi8Es04i0iCFhERQZMmTfjtt9/YtGmTSrOISDyQJk0avL298fDwwNPTkzNnzhgdSUTklag4i0iCFRERQbNmzdi5cycbNmygatWqRkcSEZG/eXh44OPjQ+rUqfHy8uL8+fNGRxIReWkqziKSIEVGRtKyZUu8vb1Zt24d1apVMzqSiIj8j3Tp0uHr60uKFCnw9PTkwoULRkcSEXkpKs4ikuBERUXRunVrtm7dytq1a6lZs6bRkURE5DnSp0+Pr68vSZMmxdPTk0uXLhkdSUQk1lScRSRBsVgstG3blo0bN7J69Wpq165tdCQREfkPGTNmxNfXFxcXF7y8vPD39zc6kohIrKg4i0iCYbFYaN++PWvXrmXlypXUq1fP6EgiIvKCMmfOjJ+fHw4ODnh6enL16lWjI4mIvDAVZxFJEKxWKx07dmTVqlUsX76chg0bGh1JRERiKUuWLPj5+WG32/H09OT69etGRxIReSEqziIS71mtVjp37syyZctYsmQJTZo0MTqSiIi8pGzZsuHn50dUVBSenp7cuHHD6EgiIv9JxVlE4jWbzUbXrl1ZtGgRixYtonnz5kZHEhGRV5QjRw78/PwICwvDy8uLW7duGR1JRCRGKs4iEm/ZbDa6d+/OL7/8woIFC2jVqpXRkURE5DXJlSsXfn5+BAcH4+XlxZ07d4yOJCLyXCrOIhIv2Ww2evXqxdy5c5k/fz5t27Y1OpKIiLxmefLkwdfXl8DAQLy8vLh7967RkUREnknFWUTiHbvdTp8+fZg9ezY//fQTHTp0MDqSiIi8Ifny5cPX15d79+5RrVo17t27Z3QkEZGnqDiLSLxit9vp168f06dP58cff6RTp05GRxIRkTesQIEC+Pr6cvv2bWrUqMGDBw+MjiQi8gQVZxGJN+x2OwMHDmTy5MnMmjWLLl26GB1JRETiSKFChfDx8eHatWvUqFGDgIAAoyOJiERTcRaReMFutzN48GAmTpzItGnT6Natm9GRREQkjr3zzjv4+Pjg7+9PzZo1CQwMNDqSiAig4iwi8YDdbmf48OF89913TJ48mV69ehkdSUREDFK0aFG8vb25cOECtWvXJigoyOhIIiIqziJiLLvdzqhRo/j666+ZMGECffr0MTqSiIgYrHjx4nh7e3PmzBlq167No0ePjI4kIomcirOIGGrs2LF88cUXjB8/nv79+xsdR0RE4omSJUuyfft2Tp48Sd26dQkODjY6kogkYirOImKYcePGMWbMGL7++msGDRpkdBwREYlnSpcuzbZt2zh69Cj16tUjJCTE6EgikkipOIuIIb766itGjRrFuHHjGDJkiNFxREQknipbtixbt27l0KFDNGjQgNDQUKMjiUgipOIsInFu/PjxDB8+nM8++4wRI0YYHUdEROK5ChUqsGXLFvbv30+jRo0ICwszOpKIJDImu91uNzqEiCQeEydOZMCAAYwaNYqxY8caHUdERBKQX3/9lTp16lCpUiXWrVuHq6ur0ZFEJJFQcRaRODN58mT69u3LsGHD+OKLLzCZTEZHEhGRBMbPz4969epRtWpV1qxZg4uLi9GRRCQRUHEWkTgxbdo0evfuzeDBg/n6669VmkVE5KX5+PhQv359qlevzsqVK1WeReSN0zXOIvJGnD59mgEDBgAwc+ZMevfuzYABA1SaRUTklVWrVo1169axY8cOWrVqRWRkJEuXLmXBggVGRxORt5RmnEXkjejZsyfbtm1j+PDhfPjhh/Tt25eJEyeqNIuIyGuzZcsWGjduTP369cmaNSsrVqzg6tWrODhobkhEXi8VZxF57axWK5kyZaJEiRJs376dXr16MWXKFJVmERF57TZu3EjTpk2pWLEiO3fuZPfu3VSoUMHoWCLyltHXcSLy2u3evZs7d+6wbds2KlWqxPHjx+natavRsURE5C2zdOlShg8fTuPGjfntt99wdXVlxYoVRscSkbeQirOIvHbffPMNACaTiT/++AMXFxdat25tcCoREXnbVKxYkXfffZcdO3ZgtVoJDw/nxx9/RCdUisjrplO1ReS1q1atGufOnWPo0KG0aNECDw8PoyOJiMhbLCIigu3btzN+/HiOHz/O3bt3MZvNRscSkbeIirOIiIiIiIhIDHSqtoiIiIiIiEgMHI0OIBLXbDYbw4YNY+uWzdy+fdvoOPKKUqVKRdly5Zk+fTpJkyY1Oo6IiPyPyZMns+Dn+Vy7dk3XHidwbm5uFH6nCLNmzyZDhgxGxxGJUzpVWxIVm81G165dmT9/Pu1rVyBr+jQ4OGiJpITKbrdzLzCYhVv/oFz5CqzfsEHlWUQkHvnmm28YOnQo9Utmp2DmVJj1mZugPQyNZPVBf1Knz4yv306VZ0lUVJwlUVm/fj2NGjVi5tDOtK1V3ug48prsPnqWRp9M4vNx4xg8eLDRcUREBDhz5gwFChSgb52iDG9cEpNJpfltcPH2Qxp8t436TVvy008/GR1HJM7oGmdJVM6cOYNb0iS0qVnO6CjyGlUslo93cmfh7NmzRkcREZG//fN38gdVC6g0v0VypXenSoEMnD192ugoInFKxVkSlbCwMNySuuoD/C3klsSF0NBQo2OIiMjfwsLCAHBzdTI4ibxubq5OhIaGGB1DJE6pOIuIiIiIiIjEQMVZREREREREJAYqziJx4LcjZ2gxbMpzX1+09Q8GTlr82o/73cLN0X/2v3WPsp3HvPZjvKhWI6Y+9/j+t+6RrtZHVOw6lopdx9JvwsLo1+r2+46S74+Kfu1uQFAcJRYRkYRo95mbtJuy47mvL/3jHEMX73ntx/1h89HoP1+594j3xqx57cf4L42/20L5UavwHLsOz7HruBsU9txtr90PJkefBUzbfuylxoskNlrHWeQt9v2iLQxqX/e17OthcCjubi+31NP6Xw+RzNU1xm1yZvJg95zRz3xtzogulMyf46WOLSIiEhd+2PIX/eoWey37CgqNJEVS55caO6NLFYrnSPuf241avp9qhbO89HiRxEbFWQQICYug09jZXL8TgNVmY3CHejTzKs3hM/4Mn76c4LBw0rgnZ+bQTmRIk5K6/b6jSJ6s7D56FovVyvQhnSiZPwcHT11i6LRlhEdE4erixIzBncibLXZrHN4LfES/CQu5evsBmOCbj1pRrkgevpy/nqu3H+B/8x7X7jxgQNs6dKpfGZvNxoAfFvPbkTPkzpKekLBwhnZsgPf+E4RFRlKx61gK5MjE6K6Nsdps9B7/C/tOXCBHxrQs/rwnTo7P/2vgUWg4q/0O8Mvm3VQqlo/PujWN9c82OCycqSt2MHlgBzp+NjvW40VE5O0SEhFFt9k7uR4Qgs1mZ0C9YjQunYuj/vcYvXw/weFRpEnuypROlUmfMimNv9vCO1lT88fZW1itNiZ1qkzxHGk5dOkuI5ftIzzKiquTmcmdKpMng3usstx7FM4nC//g2oNgTJj4vFUZyuZJz7frD3PtQTBX7gVz7UEwfesUpUPl/NhsdgYv3sMfZ26RK30KQsKjGNSgOL4nrhMeacVz7DryZ0rJ8MYlsdrs9P/ldw5cuEP2tMmZ37MaTo7PP9kzODyKtQcusWj3WSrky8Copu++6o/6uTYf9ie7R3KSOqsKiLwo/dciAvgcOEGGNO6s+KoP8Hh2NcpiYdDkJSwd1wuPVClY4bOfsXPWMn1IJwDCIyL5/cdR7Dtxgd7f/sIfc0eTL1sGtk76BEezmV2HTvPZnDUsHNszVlkGT1nGRy2qU75IXvxv3aPZkMkc/HksABeu3WbTxIHcDXhExQ8/p1P9yqz/7TBX7zzgwPzPuHL7AWU7fwrAZ92aMnuNX/Qsrv+te1y4doefP+3G1E/ep/nQyWzbe4z6lUo8lWHvsfP8svl3/jh2ngaVijN9cEfyZ88IwK+HTzNs2vKnxrgldWXb5KfXUB730zr6tKxJEteYvzn3v3WPSh9+jltSV0Z2bkil4vmjX+v1zXwcTA40eK8EQ9+vr7uii4gkYH4nrpPePSmL+tQAHs+uRllsDF2yl196VcMjRRJW77/Il2sPMalTJQDCIi34jmrEgQt36PfL7+wc3Zi8GdxZ/0ldHM0O/Hb6Bl+s+ZN5Pb1ilWXksn10r16YcnnTc+XeI9pM3sHusY+/JL54O4g1A+tw71EYXp+vo0Pl/Gw67M/1B8H8/lkTrj4I5r1PH5+OParpu8z1O4Xf6EbA41O1L94J4sduVZn4fiXaTt7BjmNXqVsi+1MZ9p2/zeLfz7H3/C3qFs/OpI6VyJcxJQC/n77JqOX7nxrj5urEhsHPPqOs7/zfMDmYqFciO4PqF3/qMzMkIoop246xol8tpm8/HuvxIomVirMIUDBnZkbMWMGYH1dTs2wRKhTNy8lL1zl9+QaNP/kBAKvNRvo0/36T3cyrNABlC+cmOCych8GhPAoNp8fX87hw7Q4mE0RZrLHOsvPQKc7434h+/Cg0nEeh4QDUKPsOTo6OZPJIhauzE4HBoew5dp4mVUrh4OBAjoxpKV0o13P3nT1jWgrnenxaVrF82fG/df+pbT6ZvJRlO/byXd82TBn0Pmbzk9+Ov1eiwHNPqf5ff52/ysXrd/n6o1b437r33O0ypHbnxNKvSePuxtFzV2g9Yhr75o0hRbIkzBnRhUweqXgUGk7Hz2axeNse2tWu8ELHFxGR+Kdg5lSMWXGAcasPUr1IFsrlzcCp6wGcuRFIyx+2A2Cz2Ujn/u/lQU1KP/5sK507HcHhUQSFRvIoPJLe837j0p0gTECU1R7rLL+eusGZG4HRjx+FRxEcHgVAtXey4OToQMZUyXBxMvMwNIJ952/TsFROHBxMZE+bnFK5PJ6772xp3SiUJTUARbOn4er94Ke2Gb50Lyv2XuDrNuWY8H4FzA5PfuZWKpAxuoy/iBld3iNjqmQEh0fRdZYfy/acp3WFvE9s8+36w/SoXviZy4S9yHiRxErFWQTImzU9u2aNZPu+Y4ydu5aqJQvSoHJxCuTIhM+0oS+8n3E/raNy8fws/rwX1+48oPbH42OdxWaz4T1tKElcnp6hdXH690PO7OCA1WrFbn/xXxRcnP79T97sYMJqtT21Te+W1Ume1IWvft6Az4GTdKhTgYrF8kV/4xybGef9Jy5w5Kw/77QehsVq5W7gI+r2+47NPwx6MpezEy7Oj99bsbzZyJs1Peev3aZk/hxk8kgFQPKkrrSsXpYDJy+qOIuIJGC507uzY2RDvI9d48u1h3ivYCbqFs9G/kwp2TK0/gvv5+t1h6mUPyM/96rG9QfBNBy/JdZZbDY7m4fWI8kzTll2dvq3xJodHLBY7bH7zHU0R//ZwWTCYnv6M7dH9cK4uTgxfsMR/E5ep22FfJTPlz76Mze2M84ZUyWLfr1Z2dz8efHOU8X30KV7bDzkz9hVB3kYGomDCVwdzXTxKvRC40USKxVnEeDmvUBSpUhG6xrlcHdLyi+bfmNA29rcC3zEvhMXKFs4N1EWC+ev3qFgzkwArPY7yHslCrDvxAXckrji7paUoJAwMqVNCTy+U/bL8Hq3MLPX+NG3dS3g8axt0TxZn7t9+SJ5WLxtD21rlefanQAOnLwY/ZqTo5koiyXG65j/V/YMaRndtQkjOjdi+/7jTFvpTd8JCxnasQEtqpWJ1Yxz10ZV6dqoKvD4VOyWw6Y+VZrh8XXdqZInw2x2wP/WPc5euUWOjB5YrFYeBoeSxj05FquVrX/8ReUS+Z8aLyIiCcetwFBSJnOmRbncuCd1ZuFvZ/m4dhHuPwrnwIU7lM6djiiLjQt3HlIg0+MvT9cevESlAhk5cOEObq5OpEjqTFBYJBlSPp6VXvrH+ZfKUrVwZub6naJ3rSIAHLt6nyJZ0zx3+7J50rNsz3lalc/D9YAQ/rx4N/o1J7MDURZbjNcx/69saZMzvEkphjQqgc/x68z0PsGghX8wqEFxmpbJFasZZ4vVxsPQSNIkd8VitbH9rytUzJ/xqe3+f+H+dv1hkrk60sWr0AuPF0msVJxFgBMXrzNq1kocTCacnByZ0K8tzk6OLPisB4OnLCUoOAyL1Uqv5tWji7O7W1Kq9/6a4NDw6Oue+7auRY+v5zF1hTee7xZ8qSzjP27FwB+WUL7LZ1isNioWzcsPA9o/d/tG75XE7+Apyn3wGYVyZqZk/hwkT/r4Dtad6lemfJexFMubjdFdG8cqh9nsQJ3yRalTvii3Hzzk3JVbL/V+nmfz7iMcOuPPyA8asfvoWb6Ytx5Hsxmz2cTE/u1InSIZIWERNPlkElFWK1arjaqlCtKpXuXXmkNEROLWyesBfLbyAA4mE86ODnzTtjzOjmbm9vBkxNJ9BIVFYrXa6Va9UHRxdk/qTN2vNxISHsWkTo8/B3rXKkKfeb8x0/sEVQpmeqksX7Qqy9Ale6jy2VqsNhvl8mbgu/bPP6upfskc7Dp1gyqfraVA5pQUz5GW5H+f8tyhcj6qjl1LkWxpGN64ZKxymB0cqFk0KzWLZuX2w1Au3Ir90osRFiutJm0nymrDZrPzXsGMdKicD4CtR65wxP8eQxs9P1dM40UETPbYnHMiksCNHTuWGVN+4OyKb15pP3X7fce4ns3jzRJJwWHhuCVx5ea9QGr2+YY9P32KW5KYl39629QfMIHMBUqwePHrXw9bRERib/ny5bRq1YoLk9qRPMnLLa0Ej9cWHtO8dLxZIik4PAo3VyduBYZS/5tN7Py08TOvF36bDV60h6OBzhw6cvS/NxZ5S2jGWeQt0HLYVAIfhWKxWhnbvVmiK80iIiJxpf1UbwJDI7Ba7Yxu9m6iK80iiZWKs8hLeNZ1ui9i4ZbdzFjl88RzZd/Jw4R+bQ3JIyIiEt+tHVTnpcYt2X2O2T4nn3iuTJ50fNO2vCF5RCRhU3EWiUPt61SkfZ2KRscQERF567WpmJc2FXVHaBF5PVScReKhIVOXUTRP1gS57NKO/ccZMnUZVquNjvUqMaDt09/M2+12Bk9ZxvZ9x0jq6syMIZ0oni87F6/focOnM6O3u3zzHsM7N+Sj5tX5/Kd1bN59BAeTibSpkjNraGcypEkZh+9MRETeRiOX7eOdrKkT5LJLvsevMWLZPqw2O+0r5ePjOkWf2sZutzNi2T68j10jibMjUzpVomj2x9eL/+hzkgW/ncEEFMicikmdKuHq5Mj6g5cYv+EIZ28Fsm1Yg3hzfbmIkV78fvki8kpsNhu2Z6zh+KZYrNYYH7/ouNiwWm18Mnkpa77ty4H5n7Fm50FOX77x1Hbb9x3n8s27HF30BVM/6Uj/iYsAyJU5HbvnjGb3nNH8OmskSVycaVCpBAB9W9Vkz9xP2T1nNHUrFOPrnze+dE4REXm72Wx2bLa4u/+txWqL8fGLjosNq83GsKV7Wda3Jr9/1oR1By9x5kbgU9v5HL+G/91H7P+iOT90rMjgRXsAuBMUxmyfk2wf0YBdY5pgt8PaA5eAxyV6Xk8vyufN8NL5RN42mnGWRC0kLIJOY2dz/U4AVpuNwR3q0cyrNFv3/MXwGStIkSwJpQrkICQsgplDO9Pj63nULl+UxlVKAZCxTh9ubplCcFg4bUZMJzA4hCiLlVEfNKZepeL437pHsyGTea9EAfafuMDyL3uzwmc/q3ceJDLKQv1KJRjRuSEAX/28gRU++8mUNiUp3ZLGuHbz4TP+DJ++nOCwcNK4J2fm0E5kSJOSuv2+o2zh3Ow9fp76lUuw6fcjTzwunDMzI2euxGK1UjJ/Dib2b4eLsxPvtB5G+zoV8T14gl7Nq0e/v9g6ePoSuTJ7kD3D42+mm3uVYdPuoxTI8eQyIZt3H6F1jXIA0T/fW/cDn5hB3nnoFDkzeZAtw+P1NFMkSxL9WnBoBCaT6aUyioiIMUIioug2eyfXA0Kw2ewMqFeMxqVzseOvq4xesZ8USZwpkSMtIREWpnSuTJ95v1GzaFYalMoBQI4+C7g8pQPB4VF0nO5DYEgEFquNoY1LUqd4dq7ce0SbyTui13te1Ls6q/ZfZP3By0RYrNQtkZ0hDR9/GTt+w2FW779IxpRJcU/qwjtZUz8391H/e4xevp/g8CjSJHdlSqfKpE+ZlMbfbaF07nTsP3+buiWys+XIlSceF8ycijErD2C12iiew4Nv25XHxclMqWEraFMxLztPXKd79cLR7y+2Dl26R06PFGRLmxyAJmVysfXoFfJnSvnEdluOXKFFudwAlMjhQUiEhduBoQBEWa2ERVpxdHAgJCKKdO6P18XOl/HJfYiIirMkcj4HTpAhjTsrvuoDwMPgUMIjo+g/cRFbJn1CtvSpaTF8Kh4pk8e4H1dnJxZ93pMUyZJw/+Ejqvf+hroViwFw7uptpg/pxIR+bfE5cILz126zc8ZwbDY7LUdMZffRsyRxdWbjb4f5Y85oQsMjKffBGOpUKPbMY0VZLAyavISl43rhkSoFK3z2M3bO2ui1pAODQ9ky6RMANv1+JPpxeGQUJTuMZN13A8ibNT29vpnP3PW/0qt5tb/fgyPbpwx56njLduxj8rJtTz2fN2sG5n/a7Ynnbt4LJFPaVNGPM3mkYu/x80+NvXEvkEweKZ/Y7sa9J4vzKt8DNK9W+olxY+esYcn2vSRP6sqmiQOf+fMREZH4ye/EddK7J2VRnxoABIVGEh5l4ZNFf7Duk7pkTe1Gu6k7SJs8SYz7cXUyM7+nF8mTOHP/UTj1vtlE7WLZADh/+yGTOlXim7bl8TtxnYu3g9g2vD42u532U73Zc/YWSZwd2Xz4Cn6jGxEWaeW9MWuoVezZX1ZHWWwMXbKXX3pVwyNFElbvv8iXaw8xqVMlAB6GRrLuk7rA44L6z+PwKAvlR65m5YBa5E7vTt/5v/Pzr6fpVq0wAC6OZjYOqffU8Vbuu8C0bcefej5PhhT82M3zieduBYaSMVXS6MeZUiVj//nbT429FRhKhpTJoh9nTJWUm4GhFM+Rll4136Hk0OW4OJqpViQLXoUzx/izF0nMVJwlUSuYMzMjZqxgzI+rqVm2CBWK5uWv81fJkTEtOTI+njVt5lmaXw+fjnE/drudz+as4Y+/zuFgMnH9TgB3AoIAyJY+NWUK5QLA9+BJ/A6eotKHnwMQHBbBhWt3eBQWTt2KxXF1dsLV2YnqpQs/91jnrt7m9OUbNP7kB+DxqVrp07hHv97M890ntv/n8bkrt8iWIS15s6YHoG2t8sxY7RtdnJt6PllS/9GqRlla1Sgb4/v//z+H//WsmeFnbse/20VGWdj8x1HGfNj0iW1Gd23C6K5N+H7RFuau/5WhHeu/UC4RETFewcypGLPiAONWH6R6kSyUy5uBY1fvkz1tcrL/PWvauHQufj99M8b92O3wxZo/2XPuNg4mEzcCQrgTFAZA1tRuvJsrHQA7T15n16kbeH2+Hng8433xThDB4VHULp4NVydHXJ0c8Sqc5bnHOn/7IWduBNLyh+3A48uu/pmVBWj8bs4ntv/n8flbQWRN60bu9I8/n1uVz8Ns3xPRxblx6SfH/aN52dw0L5s7xvf/78/hRT9znx5rMkFgSARbj1zhwJctSO7qRMfpPmw+7E/dEtlf6PgiiY2KsyRqebOmZ9eskWzfd4yxc9dStWTB6JniZ3E0m6OvmYqIjIp+frn3fu4HBvPrrBE4OTpStN1wwv9+PamrS/R2djsMaFubDxpWeWK/01Z6v3Bmu91OgRyZ8Jk29JmvJ03i8szH/3WlV7Ikzs98PjYzzo9njgOiH9+4G0DGZ9zAK7NHKm7cDXxyu7T/lv8d+45TLF820qVO8cxMbWqWo8ngSSrOIiIJSO707uwY2RDvY9f4cu0h3iuY6bkzvQCOZhO2v1tfRNS/999Ytf8C94PD8R7RECdHB0oPXxn9elKXf3+1tQMf1y5CxyoFntjvLO8TL5zZbreTP1NKtgx99ufN/z/e/39s/49P3aTOz/4VPDYzzhlTJeNmQGj04xsBIWRImfR/h5IxVVJuBYZEP74ZEEoG96T8euoG2dImJ21yVwBqFcvGgQt3VJxFnkM3B5NE7ea9QJK6OtO6Rjn6tq7F0XP+5MuWgcs373H55j1sNhur/A5Eb58tQxqOnb8KwKbdR6OffxgcRtpUyXFydOSPv87hf/P+M49XrXQhFmzZTXBYOPC4MN4NCKJ8kTxs3n2E8MgoHgSF4H3g+R/qebNm4F7gI/aduAA8PnX71KWnb8D1v/Jly8CVW/e4cP0OAEt37KNi0Xz/Oa5VjbLRN+z6///8b2mGx9crX7h2hyu37hMZZWGl737qPuOU8zoVirF0x14A/jx9maRJXJ44TXuF735aeJV5Ysz5a/+efrbx9yPky6YbloiIJCS3AkNJ4mymRbnc9K5VhL/875M3gzv+9x7hf+8RNpudtQcuRm+fNY0bx68+AGDr0SvRzweFRZI2eRKcHB3Ye+4WV+4/eubxPAtlZsnucwSHP/4i+2ZACHeDwiibJz1bj1whPMpCQEgEvieuPTdzngzu3H8UzoELjz87oyw2Tt8IeO72/8ibwZ2r94K5eOfx2Wcr9p2nQr7//txqXjY3fqMbPfXP/5ZmgBI50nLxThBX7wcTabGyZv/FZ34RUbtYNlbsffw7w+HLd0nq4kj6lEnJnNqNQ5fuEhZpwW638/vpm+TJ4P7UeBF5TDPOkqiduHidUbNW4mAy4eTkyIR+bXF1dmJC/3Y0HTIJj5TJebdgTu4/DAagU73KtBoxlZ09T1G7/L9LPrSqUYaWw6dRpfsXFMmTlQLZMz7zeNVKF+aM/y2qf/Q1AMmSuPLj8A8omT8H9SuXoGLXseTM5EHFYs8vtM5Ojiz4rAeDpywlKDgMi9VKr+bVKZgz03PHwOPrsKcP7kTHMbOibw7WpeF7sf2RxcjRbObbPq1pPPgHLFYrHepUjM41d/0uALo0rEKtckXYvu84RdsNJ6mLc/T12QCh4RH4/XmKSQPaP7Hvz35cw9krt3BwMJE1fRp+6N/utWYXEZE36+T1AD5beQAHkwlnRwe+aVseVydHvm1XgdaTtpM2eRJK5kzLg+AIANpXzs/7U72pfeoGNYr+WwiblclN+2ne1PhiPe9kTU3+59zIyrNwZs7dCqTe149XYUjq6sT0D96jeI601C2RDa+x68nhkTzGQuvsaGZuD09GLN1HUFgkVqudbtULUSBTqueOAXB1cmRSp0p0neUXfXOwju8ViHFMbDmaHfiydVla/rANi9VO24p5o3PN3/X4ErNOVQpQvUgWvI9fo/TwlSR1NjOpU2UASuXyoF7JHFQftx4Hk4kSOdPSslweADYd9mf4kr3cDw6n7ZQdFM+elsUf13it+UUSGpP9WRdIiLylxo4dy4wpP3B2xTcvPGbj74fZ+PsRZg7t/AaTyauqP2ACmQuUYPHixUZHERERYPny5bRq1YoLk9qR/DmXA/2vzYf92XLkClM6V37D6eRVDF60h6OBzhw6cvS/NxZ5S+hUbREREREREZEY6FRtkf9Qv1IJ6lcqYcix246ajv/Ne08891m3ZlQv8/y7bouIiCRUdUtkN+zmVB2n+3DlXvATz41q9q6WaBIRQMVZJF5b/HkvoyOIiIgkCj/3qmZ0BBGJx1ScRd4Cdft9x7iezSmZP0ecHO/+w2A++PxHbt4LxGQy0bnBe/Ro6gXA9bsB9PhqHgGPQrDZ7Hz6YRNqlSsSJ7lERETetMbfbWFM89IUz5E2To73IDicbj/u4nZgKCYTvP9efrp6FQJg/IbDrDt4CUezAzk8kjO5Y2VSJH2x68lFJHZUnEUk1hwcTIzq0ph3C+YkJCyCKj2+wLNUQfJnz8h3CzfTpGopPmhYhbNXbtJsyGRqlfvK6MgiIiIJkoPJxPDGJSmZ04OQiChqfrGB9wpmIl/GlJTLm55+dYrh5OjAV2v/ZNLWvxjV9F2jI4u8lVScRd6AkLAIOo2dzfU7AVhtNgZ3qEczr9J8/fNGtuw5SnhEFGUL52bSwPaYTCbq9vuO4vmys/uvs4SERTB7+AdMWLSF4xev09TzXUZ3aYz/rXs0HTyJEvlzcPTcFQrlyMTMYZ1J4vLkN8s+B07w5fwNRERGkSuzB9OHdMItiStjflzNpt1HcTQ74PVuIb7o2eKl31+q5Ml4t2BOAJIlcSFPlvRcvxtA/r+X4XoYEgZAwKNQ0qXWmpAiIvLmhERE0W32Tq4HPD7TaUC9YjQunYvvNh5h+9GrhEdZKJ07Hd+1r4DJZKLxd1somj0Ne8/eJiQiimkfvMekLX9x8voDGr+bk2GNS3Hl3iNaT9pBsRxpOHblPgUypWJK58okcX7yV2e/E9f5dsNhIqKs5PRIwaROlXBzdWLc6oNsPXoFs4MDVQtl4rMWZV76/aVM5kLJnB4AJHNxInf6FNwICCFfxpRULvDvUpRFs6dlw5+XX/o4IhIzFWeRN8DnwAkypHFnxVd9AHgYHApAtyaeDO1YH4DuX81j656/qFOhGPB4PcZdM0cwfaUPrUdM49dZI0iZPBnF2o3go+bVATh39TbTh3SibOHc9JuwkLnrd9G7xb/rKt5/+IhvF2xi/Xf9SZbEhe8XbWHqcm+6NfFk/W+H+fPnsZhMJgL/zvP//Xr4NMOmLX/qebekrmybPPi57/Xq7fucuHgtukgPeb8ejT/5gVmrfQkNj2TDhAEv8yMUERF5IX4nrpPePSmL+jz+PAwKjQSgi2dBBtUvDkDveb+y/a+r1CqWDQBHBxPbRzRgts8JOkzzxntEQ9yTOVNmxCq6V398A87ztx8yqVMlSudOx6CFf/DzrjP0qPHvzTnvPwpnwqajrOxfi2QuTkza8hczvU/QxbMgmw7788fYpphMJh6GRjyV+ffTNxm1fP9Tz7u5OrFhcN3nvtdr94M5eS2AUn8X6f9v6e5zNCmT6wV/aiISWyrOIm9AwZyZGTFjBWN+XE3NskWoUDQvAL8fOcPEJVsJi4gk4FEo+bNniC7Odf/+38K5MlMwRyYypEkJQM5MHly/G4C7WxKypk9N2cK5AWhRrQzTVno/UZz3n7zEGf+b1OzzeJ3qSIuVMoVykSKZK65OTvT5bgE1y75D7fJFn8r8XokC7J4zOlbvMzQ8gvfHzOKzbs1IkSwJACt9DtC+dkV6t6zBb0fO8NG3P/P7j6NitV8REZEXVTBzKsasOMC41QepXiQL5fJmAGD3mZtM3XqMsEgLAaGR5MuQMro4//O/BTOnIn+mVKRPmRSAHB7JuR4QgnsSZ7KkTkbp3OkAaFYmFzO9TzxRnP+8dJdzNwOp/81mAKKsVt7NlY7krk64OJkZsGA31d7JQs2iWZ/KXKlARvxGN4rV+wyNsNB1lh+jmr371LrYU7cdww40KZ0zVvsUkRen4izyBuTNmp5ds0ayfd8xxs5dS9WSBenXphb9f1jErpkjyJIuNd/8spHwyKjoMc5/n/7l4GDC2enf/zQdTCYsVuuLHdhux/PdQswb9eFTL/nNGMbOQ6dZs/Mgs9f6sXHCwCdej+2Ms81mo8u4OdSrWJymnv9eT/XL5t9Z/W1fACoXz8/N+4GEhkeQ1NXlxd6DiIhILORO786OkQ3xPnaNL9ce4r2Cmehd6x0GL9rDjhENyJzaje83HiE86t/PUhdHM/D4M9bF0SH6eQeTCavV/kLHtdvtVCmUiVkfVn3qtW3DGvDb6RusO3iZn/xOsXpgnSdej+2Ms81mp8ecXdQuno1G7z5ZjtcfvMS6g5dYM7AOJpPphbKLSOypOIu8ATfvBZIqRTJa1yiHu1tSftn0W3RJTuPuRkhYBOt2HaJ+5eKx2u/V2w/Yd+ICZQvnZoXP/uiZ7H+ULpSLgZMWc+H6HXJnTkdoeATX7waSMa07YeGR1CpXhHLv5KZYuxFP7Tu2M86DJi8lfWp3BrV/8gM+S/rU/Hr4DG1rlefY+askcXZWaRYRkTfmVmAoKZM506JcbtyTOrPwt7NE/F2SU7u5EhIRxYZDl6lbPHbrQ197EMKBC3conTsdq/ZfpPzfM9n/KJUrHUMX7+XinSBypUtBaISFm4EhpHdPSlikhepFslImd3rKjFj51L5jO+M8bOle0rknoV/dYk88v/fcLb5Zf5jVA2vj5uoUq/cnIrGj4izyBpy4eJ1Rs1biYDLh5OTIhH5tSemWlI71KlPug8/IniENJQvkiPV+82XLwKItf9B/wiLyZE1Hl4Ytn3g9bcrkzBjSmQ8+/5HIKAsAoz5oRPKkLrQeOZ2IyCjsdvsr3RgM4OSl68xZt5NCOTNRsetYAEZ3fbzs1Jc9W9D7u1+YunwHDg4mpg/p+ErHEhERicnJ6wF8tvIADiYTzo4OfNO2PO5JXehQOR9VPltL1jRulHiJpaPyZnBn6R/n+GTRH+RO507HlvmfeD1tclcmd65Ejx93EWF5XNSHNSqJm4sT70/3eTzDbbczpkXpV3p/p64HMG/naQpmSonn2HUAjGhSkupFsjJq+X4ehUfRetIOAErl8uC79hVe6Xgi8mwmu93+YuejiLwFxo4dy4wpP3B2xTdGR4k1/1v3aDlsKvvmjTE6SrxUf8AEMhcoweLFi42OIiIiwPLly2nVqhUXJrV76prc+O7KvUe0n+rNr2OaGB0lXhq8aA9HA505dOSo0VFE4ozDf28iIiIiIiIiknipOIskENkzpNVss4iISBzIlja5ZptF5Am6xlkkHshYpw83t0yJ02OGR0ZRp+94IiItWKxWGlUpxYjODZ/a7qf1u5i91g8HkwMeqZIzbXBHsqRLDcCO/ccZMnUZVquNjvUqMaDtk3cNnbxsOyNnruTS2u9J4548Tt6XiIhITHL0WcDlKR3i9JjhURYaj99CuMWK1WqnfqkcDGlY4qntZu44wbI95wGw2mycvfmQUxPakCqZC33n/86OY1dJm9z1maV+2vZjfLbyIKe+b0Oa5K5v/D2JJDYqziKJlIuTIxsmDMAtiSsWq5Wafb6lRtl3KFMo1xPbFciRCZ9pw0iWxIWfN/3GyJkrmT+6G1arjU8mL2Xdd/3ImCYl1T76iroVilEgRyYArt15gO/Bk2RNn9qItyciIhJvuDiaWTng8Z2vLVYbDb7dTLV3MvNurnRPbNejRuHotaK3Hb3CLO8TpEr2eGWK1hXy0MWzAL3n/fbU/q8/CGbXyRtkSZ3szb8ZkURKp2qLvGajZ63ix7U7ox+PnbuW6St9CA4Lp8GACVTu9jnlPhjDpt+PPDX2tyNnaDHs35nnHl/PY+2uPwE4fMafOn3HU7nb5zT+5Adu3Q98pZwmkwm3JI+/kY6MshBlsfCs1R8rFM1LsiSPP7SL58vO9TsBABw8fYlcmT3IniEtzk6ONPcqw6bd/94kZNi05XzevRmmZ+5VRETk1Y1ddYCfdp6KfvzV2j+Z7XOC4PAomk3YSrXP11FlzBq2HPF/auzuMzdpN2VH9OM+835jw5+XATjqf49G4zdT7fN1tPxhG7cDQ18pp8lkil4uKtJiI9Ji/c/PxzUHLtGkzL9fZpfPl4GUyZ69vOOo5fsZ3ay01nEWeYM04yzymjXzKs3Qqcv4sHFVANb/eogN3w/A1dmJRZ/3JEWyJNx/+Ijqvb+hbsViL/QhF2WxMGjyEpaO64VHqhSs8NnP2DlrmT6k0xPbLduxj8nLtj01Pm/WDMz/tNtTz1utNt7rPo6L1+/SpVEVSv/PbPP/WrjlD2qXLwo8Xqs6U9pU0a9l8kjF3uOPTy/bvPsIGdOmpEierP/53kRERF5Wk9K5GLlsHx9ULQjAxkP+rBpQG1cnM/N7epE8iTP3H4VT75tN1C6W7QU/c20MXbKXX3pVwyNFElbvv8iXaw8xqVOlJ7Zbue8C07Ydf2p8ngwp+LGb51PPW202qo/bwKW7QXSqUoBSuTyemyE0woLv8Wt81abcf+bdeuQKGVMm5Z2sOsNL5E1ScRZ5zYrlzcbdwEfcvBfInYAgPFImJ2PalERZLHw2Zw1//HUOB5OJ63cCuBMQRPrU7v+5z3NXb3P68g0af/ID8PjDN32ap8e1qlGWVjXKvnBWs9mB3XNGExgcyvufzuTUpRsUzJnpmduu9jvI/pMX2DZ5MADPWsnOZDIRGh7B+IWbWTu+3wvnEBEReRlFsqXh3qNwbgWGcjcojLTJXcmQMilRFhtfrPmTPedu42AycSMghDtBYaR3T/qf+zx/+yFnbgTS8oftANhsNtI9Y1zzsrlpXjb3C2c1OzjgN7oRD0Mj+GCmH6dvBFAgU6pnbrv9ryuUyZM++jTt5wmNsPDD5qMs71frhXOIyMtRcRZ5AxpVKcXaXX9y+8FDmnmVBmC5937uBwbz66wRODk6UrTdcMIjo54Y52h2wPb/CmlElAV4XFIfX2s8NMbjxnbG+R8p3ZJSuUR+duw//szivPfYecbNW8fmiQNxdX58qlkmj1TcuBcQvc2NuwFkTJOSSzfu4n/rPhW7fg7A9bsBVO42Dr8Zw1/oSwIREZHYaFAqBxv+vMzth6E0Lv34zKlV+y9wPzgc7xENcXJ0oPTwlUREWZ8YZ3Z48jM30vL4dbvdTv5MKdkytH6Mx43tjPM/3JO6UCl/RnyOX3tucV5z4BJNSueM8fgAl+8GceV+MJ6frwPgRkAI1cetZ+vw+i/0JYGIvDgVZ5E3oLlnafp8/wv3Hwaz/e8Z2ofBYaRNlRwnR0f++Osc/jfvPzUua/o0nLtyi8goCyHhEfzx1zkavVeSvFkzcC/wEftOXKBs4dxEWSycv3rnqZIbmxnne4GPcHQ0k9ItKWERkfgcOEnf1k9/Y33uyi16fDOfpeN6kSFNyujnSxXIwYVrd7hy6z4Z0riz0nc/s4d1oWDOTFxc8330du+0HsauWcN1V20REXkjGpfOyYBfdvMgOIINg+sCEBQWSdrkSXBydGDvuVtcuf/oqXFZ0yTj3K2HRFqshEZY2HPuNvVL5iBPBnfuPwrnwIU7lM6djiiLjQt3Hj5VcmMz43zvUThOZhPuSV0Ii7Tgd/I6vWsVeea2QaGR7Dl7i+ld3vvP/RbKkpqT37eJflxq2Aq2D2+gu2qLvAEqziJvQMGcmQgODSdb+jR4pEoBQKsaZWg5fBpVun9BkTxZKZA941PjsqRLTaP3SlK+y2fkz56Ron9fI+zs5MiCz3oweMpSgoLDsFit9Gpe/bmnVb+IW/cf0uPredhsdqw2G02qvkudv69fnrt+FwBdGlZh7Ny1PAwOpcu4OY8zpk/Nsi9642g2822f1jQe/AMWq5UOdSq+Uh4REZGXUSBTKkLCo8iSxg2PFEkAaFYmN+2neVPji/W8kzU1+TOmfGpc5tRuNCiZg6qfrSNvRneK/H2NsLOjmbk9PBmxdB9BYZFYrXa6VS/03NnhF3H7YSh95v2GzW7HZrPT8N2c1Cz6+DN+/q7TAHSqUgCAzUf8qVooM8lcnJ7YR/cfd7L7zC0eBIdTbPAyhjUuSesKeV86k4jEjsn+rAsVRd5SY8eOZcaUHzi74hujo8hrVn/ABDIXKMHixYuNjiIiIsDy5ctp1aoVFya1I3kSZ6PjyGs0eNEejgY6c+jI0f/eWOQtoeWoJFFxcXEhNDzimTe2koQtNDwSF5eYb6IiIiJx55+/k0MjLAYnkdctNDJKn7mS6Kg4S6KSO3dugoJD2bb3mNFR5DU6fuEaJy9dJ3fuF7+7qYiIvFn//J28av9Fg5PI63Q7MJTdZ++QO28+o6OIxCmdqi2JSmRkJC2aN2fr1q183LI6WdOnwcHhv9d0lPjJboe7gUFMW+lLjlx58PbxIVWql78GTUREXh+73c7AgQOZOHEinasWoGDmVDg6aM4mIQsMjWDh7vNEmpOyc9ev+sJaEhUVZ0l0IiMj+bBrV7Zt28rtO3eNjiOvKFXKlJQtW5bFS5aoNIuIxDN2u50RI0aw8JefuXr9htFx5BW5JUtK4cKFWbR4iUqzJDoqziIJQJUqVQgNDWX//v2YTG92hrx9+/bs2rWL8+fP6/olERFJdLp3787atWu5dOkSSZO+2bWQx40bx7hx47h06RIZMz692oaIxB86X0Ykntu1axe//voro0ePfuOlGWDEiBFcv36dn3/++Y0fS0REJD65cuUK8+bNY9CgQW+8NAP06dMHV1dXxo8f/8aPJSKvRjPOIvGcl5cXAQEBHDp0KE6KM0Dr1q3Zu3cvZ8+exdlZS4iIiEji0KtXL5YvX87ly5dxc3OLk2OOGTOGb7/9lkuXLpE+ffo4OaaIxJ5mnEXisd9++w0/P784m23+x8iRI/H392fBggVxdkwREREjXbt2jblz5zJw4MA4K80Affv2xdHRke+++y7OjikisacZZ5F4rGbNmty6dYsjR47gEMd3Im3evDmHDh3izJkzODk5xemxRURE4trHH3/MwoULuXz5MilSpIjTY48cOZKJEydy+fJlPDw84vTYIvJiNOMsEk/t2bOHHTt2MGrUqDgvzQCjRo3i0qVLLF68OM6PLSIiEpdu3rzJ7Nmz6d+/f5yXZoD+/fvj4ODAhAkT4vzYIvJiNOMsEk/VrVsXf39/jh07ZkhxBmjSpAknTpzg5MmTODo6GpJBRETkTRswYAA//fQT/v7+uLu7G5Jh2LBhTJ06lcuXL5MmTRpDMojI82nGWSQe2r9/P1u2bDFstvkfo0aN4ty5cyxdutSwDCIiIm/S7du3mTlzJv369TOsNMPj8m6z2Zg4caJhGUTk+TTjLBIPNWjQgHPnznHixAnMZrOyiIiIvCGffPIJs2bNwt/fn1SpUimLiDyTZpxF4plDhw6xceNGRo4cGS+K6qhRozhz5gwrVqwwOoqIiMhrdffuXaZPn87HH38cL4rqoEGDiIqKYtKkSUZHEZH/oRlnkXimSZMmHD9+nFOnTsWb64rr1KnDlStXDL3eWkRE5HWLj9cV9+/fn3nz5hl6vbWIPE2/AYvEI0ePHmXt2rWMHDky3pRmgNGjR3Py5ElWr15tdBQREZHX4v79+0ydOpXevXvHm9IMMHjwYMLDw5kyZYrRUUTk/9GMs0g80qJFCw4dOsTp06fj3drJNWvW5Pbt2xw+fFizziIikuCNGjWKCRMmxMu1k/9ZU9rf35/kyZMbHUdE0IyzSLxx/PhxVq5cyfDhw+NdaYbHs85//fUX69atMzqKiIjIKwkICGDy5Mn06tUr3pVmeDzrHBISwtSpU42OIiJ/04yzSDzRunVr9u7dy9mzZ3F2djY6zjN5eXkREBDAoUOHMJlMRscRERF5KWPGjOGbb77h8uXLpE+f3ug4z9SrVy+WL1/O5cuXcXNzMzqOSKKnGWeReODUqVMsX76cYcOGxdvSDI9nnY8cOcLGjRuNjiIiIvJSHj58yA8//ECPHj3ibWkGGDp0KEFBQcyYMcPoKCKCZpxF4oX27duza9cuzp8/j4uLi9Fxnstut1OlShXCwsLYv3+/Zp1FRCTBGTduHOPGjePixYtkypTJ6Dgx6tatG2vXruXy5cskTZrU6DgiiZpmnEUMdvbsWZYsWcKwYcPidWkGMJlMfPrppxw8eJCtW7caHUdERCRWHj16xIQJE+jWrVu8L80Aw4cPJyAggFmzZhkdRSTR04yziME6duyIt7c3Fy5cwNXV1eg4/8lut1OpUiWsVit79uzRrLOIiCQYX331FWPGjOHChQtkyZLF6DgvpEuXLmzevJmLFy+SJEkSo+OIJFqacRYx0Pnz51m0aBFDhgxJEKUZHs86jx49mn379rFjxw6j44iIiLyQ4OBgvv/+e7p06ZJgSjM8nnW+e/cuP/74o9FRRBI1zTiLGKhLly5s2rSJS5cuJahvke12O+XKlcPR0ZHff/9ds84iIhLvjR8/nhEjRnD+/HmyZctmdJxYSWhnp4m8jTTjLGKQS5cu8csvvzB48OAEVZrh31nnP/74Az8/P6PjiIiIxCg0NJTx48fTqVOnBFeaAUaMGMGtW7f46aefjI4ikmhpxlnEIN27d2ft2rVcunQpQd4p0263U7p0adzc3Ni5c6fRcURERJ5r4sSJDB48mHPnzpEjRw6j47yUhLICh8jbSjPOIga4cuUK8+bNY9CgQQmyNMO/s867du1i165dRscRERF5prCwML799lvef//9BFua4fGs8/Xr15k/f77RUUQSJc04ixigV69eLF++nMuXL+Pm5mZ0nJdmt9spUaIEadKkwcfHx+g4IiIiT5k8eTIDBgzgzJkz5M6d2+g4r6R169bs2bOHc+fO4ezsbHQckURFM84icezatWvMnTuXgQMHJujSDP/OOvv6+vL7778bHUdEROQJ4eHhfPPNN7Rr1y7Bl2aAkSNHcuXKFRYsWGB0FJFERzPOInHs448/ZuHChVy+fJkUKVIYHeeV2Ww2ihUrRqZMmdi2bZvRcURERKJNnz6dPn36cPLkSfLnz290nNeiefPmHDp0iDNnzuDk5GR0HJFEQzPOInHo5s2bzJ49m/79+78VpRnAwcGBUaNGsX37dvbu3Wt0HBEREQAiIiL46quvaN269VtTmgFGjRrFpUuXWLx4sdFRRBIVzTiLxKEBAwbw008/4e/vj7u7u9FxXhubzUaRIkXIkSMHmzZtMjqOiIgIs2fPpkePHpw4cYKCBQsaHee1atKkCSdOnODkyZM4OjoaHUckUdCMs0gcuX37NjNnzqRfv35vVWmGx7POI0eOZPPmzRw4cMDoOCIikshFRkby5Zdf0rJly7euNMPjWedz586xdOlSo6OIJBqacRaJI5988gmzZs3C39+fVKlSGR3ntbNarRQqVIj8+fOzfv16o+OIiEgiNnfuXLp27cqxY8d45513jI7zRjRo0IBz585x4sQJzGaz0XFE3nqacRaJA3fv3mX69Ol8/PHHb2VpBjCbzYwcOZINGzZw+PBho+OIiEgiFRUVxRdffEGzZs3e2tIMj2edz5w5w4oVK4yOIpIoaMZZJA4MGzaMqVOncvnyZdKkSWN0nDfGYrFQsGBBihQpwurVq42OIyIiidDPP/9Mp06dOHLkCMWKFTM6zhtVp04drly5wrFjx3Bw0HyYyJuk/8JE3rD79+8zdepUevfu/VaXZgBHR0dGjBjBmjVr+Ouvv4yOIyIiiYzFYuGLL76gcePGb31pBhg9ejQnT57Ul9UicUAzziJv2MiRI5k4cSKXL1/Gw8PD6DhvXFRUFPnz56dUqVI6fUxEROLUwoUL6dChA3/++SclS5Y0Ok6cqFmzJrdu3eLIkSOadRZ5g1ScRd6ggIAAsmfPTvfu3Rk/frzRceLMnDlz+PDDD9/qm7KIiEj8YrVaKVy4MHn/j737jq/p/uM4/rrZkSFBRMRIJIi999619ypVVWrvLRKUotTeo0aVWqUIsYkdKwghss1IhITs5N77+yNt1C+oWCfj83w8+qh77zn3vG+4ufdzPt/z/RYtyr59+5SO88WcOXOGOnXqsGvXLtq3b690HCGyLCmchfiMpk6dys8//0xwcDDW1tZKx/liEhMTKVq0KDVr1uSPP/5QOo4QQohsYOvWrXTv3h1PT0+qVq2qdJwvqmHDhjx//pyrV6+iUqmUjiNEliSFsxCfSVRUFIULF+a7775jwYIFSsf54lauXMmgQYPw8fHByclJ6ThCCCGyMI1GQ5kyZShUqBDu7u5Kx/niTp48SYMGDdi7dy+tW7dWOo4QWZIUzkJ8JjNmzGDGjBkEBgaSP39+peN8cQkJCTg6OlK/fn02bdqkdBwhhBBZ2M6dO+ncuTPnzp2jRo0aSsf54rRaLfXq1SMuLo6LFy9K11mIz0AKZyE+gxcvXmBnZ0fPnj1ZvHix0nEUs2zZMoYNG8bt27cpVqyY0nGEEEJkQRqNhvLly5MvXz4OHz6sdBzFHDt2jMaNG7N//35atGihdBwhshwpnIX4DGbNmsXUqVMJCAigQIECSsdRTHx8PEWKFKFp06Zs2LBB6ThCCCGyoN27d9OhQwdOnz5N7dq1lY6jGK1WS+3atVGr1Zw/f166zkJ8YlI4C/GJRUdHY2dnR5cuXVi+fLnScRS3aNEiRo8eja+vLw4ODkrHEUIIkYVotVoqVqyIpaUlx48fVzqO4g4dOsRXX33FoUOHaNq0qdJxhMhSpHAW4hObO3cuzs7O+Pv7U6hQIaXjKC42NpYiRYrQqlUr1q5dq3QcIYQQWci+ffto06YNJ06coH79+krHUZxWq6V69ero6elx5swZ6ToL8QlJ4SzEJxQbG4udnR3t2rVj9erVSsfJMObNm8eECRPw8/PDzs5O6ThCCCGyAK1WS9WqVTE2NsbDw0OKxL/t37+fVq1acezYMRo2bKh0HCGyDCmchfiEFixYwLhx46RA/D8xMTHY29vToUMHVq5cqXQcIYQQWYC7uzstWrTg6NGjNGrUSOk4GYZWq6VKlSqYmppy8uRJpeMIkWVI4SzEJxIXF0eRIkVo0aIFv/76q9JxMpw5c+YwefJkGcIuhBDio2m1WmrUqIGurq4MSX6DvXv30rZtW06ePEm9evWUjiNEliCFsxCfyOLFixk1apRMgvUW/0ya1rVrV5YtW6Z0HCGEEJnY4cOHadasGQcPHqRZs2ZKx8lwtFotFSpUIHfu3Bw7dkzpOEJkCVI4C/EJxMfH4+DgQOPGjdm4caPScTKsmTNnMm3aNAIDA7G1tVU6jhBCiEzon2WXkpOTuXDhgnSb32LXrl107Ngx2y/TJcSnIoWzEJ/A8uXLGTp0KLdv36ZYsWJKx8mwXrx4gZ2dHd988w2LFi1SOo4QQohM6Pjx4zRq1Ag3NzdatmypdJwMS6PRUK5cOfLnz8+hQ4eUjiNEpieFsxAfKSEhAUdHR+rVq8fvv/+udJwMb/r06cycOZPAwEBsbGyUjiOEECKTqV+/PtHR0Vy6dEm6zf9hx44ddOnShfPnz1O9enWl4wiRqekoHUCIzG7Dhg08fPgQZ2dnpaNkCkOHDsXQ0JC5c+cqHUUIIUQm4+HhgYeHB66urlI0v4eOHTtSsmRJfvzxR6WjCJHpScdZiI+QmJhI0aJFqVGjBlu3blU6TqYxZcoU5s6dS1BQENbW1krHEUIIkUk0atSIiIgIvLy8pHB+T3/88Qdff/01Fy9epEqVKkrHESLTko6zEB9h06ZN3Lt3j8mTJysdJVMZPnw4enp6zJs3T+koQgghMokzZ85w/Phx6TanU5cuXShWrBjTp09XOooQmZp0nIX4QElJSRQvXpyKFSuyc+dOpeNkOs7OzixcuJDg4GCsrKyUjiOEECKDa9asGY8ePeL69evo6EjvJz02bdpEr169uHr1KhUqVFA6jhCZkvzWEeIDbdmyhaCgIFxcXJSOkimNHDkSlUrFggULlI4ihBAig7tw4QKHDx/GxcVFiuYP0L17dxwdHaXrLMRHkI6zEB8gOTmZEiVKULp0aXbv3q10nExrwoQJLFu2jODgYHLnzq10HCGEEBlUixYtCAkJwdvbWwrnD7Rhwwa+++47rl+/TtmyZZWOI0SmI795hPgAW7duxd/fX7rNH2nUqFFoNBoWLlyodBQhhBAZ1KVLl3B3d2fy5MlSNH+EHj16YG9vL11nIT6QdJyFSCe1Wk2pUqUoWrQo+/btUzpOpjdmzBjWrFlDcHAwlpaWSscRQgiRwbRp0wZfX198fHzQ1dVVOk6mtnbtWvr164e3tzelS5dWOo4QmYqcthMinXbs2IGvr690mz+RMWPGkJiYyOLFi5WOIoQQIoPx8vJi3759TJ48WYrmT6BXr14UKlSIn376SekoQmQ60nEWIh00Gg1lypShUKFCuLu7Kx0nyxgxYgQbN24kODiYnDlzKh1HCCFEBtGhQwe8vb25ffs2enp6SsfJElauXMmgQYPw8fHByclJ6ThCZBrScRYiHf788098fHxwdXVVOkqWMm7cOOLi4liyZInSUYQQQmQQN27cYPfu3Tg7O0vR/Al999132NraMmPGDKWjCJGpSMdZiPek0WgoX748+fLl4/Dhw0rHyXKGDh3K5s2bCQkJwczMTOk4QgghFNa5c2euXLmCr68v+vr6SsfJUpYtW8awYcO4ffs2xYoVUzqOEJmCdJyFeE979uzB29tbus2fyfjx44mJiWHZsmVKRxFCCKGwmzdvsnPnTiZNmiRF82fw/fffY21tzcyZM5WOIkSmIR1nId6DVqulYsWKWFpacvz4caXjZFkDBw5k586dBAUFYWpqqnQcIYQQCunevTvnzp3Dz88PAwMDpeNkSYsWLWL06NH4+vri4OCgdBwhMjzpOAvxHtzc3Lh27Zp0mz+zCRMmEBkZycqVK5WOIoQQQiF37txh27ZtTJw4UYrmz6hfv37kyZOHWbNmKR1FiExBOs5C/AetVkvVqlUxNjbGw8MDlUqldKQsrV+/fuzdu5egoCBy5MihdBwhhBBf2DfffMPJkyfx9/fH0NBQ6ThZ2rx585gwYQJ+fn7Y2dkpHUeIDE06zkL8B3d3dy5fvsyUKVOkaP4CJk2aREREBKtWrVI6ihBCiC/s7t27bNmyhQkTJkjR/AUMGDAAS0tL6ToL8R6k4yzEO2i1WmrUqIGuri5nzpyRwvkL6dOnD+7u7gQGBmJsbKx0HCGEEF9I7969OXz4MIGBgRgZGSkdJ1uYM2cOkydPxt/fn0KFCikdR4gMSzrOQrzDkSNH8PT0xNXVVYrmL2jSpEmEhYWxdu1apaMIIYT4QgICAvj9998ZP368FM1f0KBBgzA3N+fnn39WOooQGZp0nIV4C61WS+3atUlOTubChQtSOH9hvXr14tixYwQEBMgXKCGEyAb69u2Lm5sbgYGBMsfFFzZz5kymTZtGYGAgtra2SscRIkOSjrMQb3HixAnOnTsn3WaFODs7Exoayvr165WOIoQQ4jMLDg5m48aNjB07VopmBQwZMgQTExPmzJmjdBQhMizpOAvxFvXq1SMmJoZLly5J4ayQHj16cPr0afz8/GSSGCGEyML69+/P7t27CQoKwsTEROk42dL06dOZOXMmgYGB2NjYKB1HiAxHOs5CvIGHhwenTp2SbrPCnJ2defDgARs3blQ6ihBCiM/k3r17rF+/njFjxkjRrKChQ4diaGjI3LlzlY4iRIYkHWch3qBRo0ZERETg5eUlhbPCunbtiqenJ35+fujr6ysdRwghxCc2ePBgtm3bRnBwMKampkrHydamTJnC3LlzCQoKwtraWuk4QmQo0nEW4v+cOXOG48ePS7c5g5g8eTIhISFs2rRJ6ShCCCE+sYcPH7J27VpGjRolRXMGMHz4cPT09Jg3b57SUYTIcKTjLMT/adasGY8ePeL69evo6Mi5pYygY8eOXLt2DV9fX/T09JSOI4QQ4hMZPnw4v/32GyEhIZibmysdR5BymdTChQsJDg7GyspK6ThCZBhSFQjxLxcuXODw4cO4uLhI0ZyBuLi4EBgYyObNm5WOIoQQ4hN5/Pgxq1evZuTIkVI0ZyAjR45EpVIxf/58paMIkaFIx1mIf2nRogUhISF4e3tL4ZzBtGvXDh8fH3x8fKTrLIQQWcCoUaNYt24dwcHBWFhYKB1H/MuECRNYtmwZwcHB5M6dW+k4QmQIUhkI8bdLly7h7u7O5MmTpWjOgFxcXPDz82Pbtm1KRxFCCPGRnjx5wsqVKxk+fLgUzRnQqFGj0Gg0LFy4UOkoQmQY0nEW4m9t2rTB19cXHx8fdHV1lY4j3qBVq1b4+/tz69Yt+TsSQohMbNy4caxcuZLg4GBy5cqldBzxBmPGjGHNmjUEBwdjaWmpdBwhFCdtNSEALy8v9u3bh7OzsxRkGZirqyu+vr7s3LlT6ShCCCE+UHh4OMuWLWPIkCFSNGdgY8aMITExkcWLFysdRYgMQTrOQgAdOnTA29ub27dvy/WzGdxXX33FgwcPuHHjhgypF0KITGjSpEksXryY4OBg8uTJo3Qc8Q4jRoxg48aNBAcHkzNnTqXjCKEo+dYpsr0bN26we/dunJ2dpWjOBKZMmcKtW7fYtWuX0lGEEEKkU0REBEuWLGHIkCFSNGcC48aNIy4ujiVLligdRQjFScdZZHudO3fmypUr+Pr6oq+vr3Qc8R6aNGlCWFgYXl5e0nUWQohMxMXFhfnz5xMUFETevHmVjiPew9ChQ9m8eTMhISGYmZkpHUcIxcg3TpGt3bx5k507dzJp0iQpmjMRV1dXbty4wd69e5WOIoQQ4j09f/6cxYsXM3DgQCmaM5Hx48cTExPDsmXLlI4ihKKk4yyyte7du3Pu3Dn8/PwwMDBQOo5IhwYNGhAVFcWVK1dQqVRKxxFCCPEfpk2bxuzZswkKCiJfvnxKxxHpMHDgQHbu3ElQUBCmpqZKxxFCEdJxFtnWnTt32LZtGxMnTpSiORNydXXFy8uL/fv3Kx1FCCHEf4iKimLhwoX0799fiuZMaMKECURFRbFy5UqlowihGOk4i2yrZ8+eeHh44O/vj6GhodJxRDpptVrq1atHXFwcFy9elK6zEEJkYDNmzGDGjBkEBgaSP39+peOID/DDDz+wZ88egoKCyJEjh9JxhPjipOMssqW7d+/yxx9/MGHCBCmaMymVSoWrqyuXL1/m4MGDSscRQgjxFi9fvmT+/Pn069dPiuZMbOLEiURERLBq1SqlowihCOk4i2ypd+/eHD58mMDAQIyMjJSOIz6QVqulVq1aaDQazp8/L11nIYTIgGbPns2UKVMICAigQIECSscRH6FPnz64u7sTGBiIsbGx0nGE+KKk4yyynYCAAH7//XfGjx8vRXMm90/X2dPTk6NHjyodRwghxP+Jjo5m3rx59OnTR4rmLGDSpEmEhYWxdu1apaMI8cVJx1lkO3379sXNzY2goCA5W5oFaLVaqlWrhoGBAadPn5ausxBCZCC//PILkyZNws/Pj8KFCysdR3wCvXr14tixYwQEBEgDQmQr0nEW2UpwcDAbN25k3LhxUjRnESqViilTpnD27FlOnDihdBwhhBB/i42NZe7cufTu3VuK5izE2dmZ0NBQ1q1bp3QUIb4o6TiLbKV///7s3r2boKAgTExMlI4jPhGtVkvlypUxMzPj5MmTSscRQggBLFiwgLFjx+Ln54e9vb3SccQn1KNHD06dOiUrk4hsRTrOItu4d+8e69evZ8yYMVI0ZzH/XOvs4eGBh4eH0nGEECLbi4uLY86cOfTq1UuK5izI2dmZhw8fsnHjRqWjCPHFSMdZZBuDBw9m27ZtBAcHY2pqqnQc8YlptVoqVKhAnjx5ZKIwIYRQ2JIlSxgxYgS+vr44OjoqHUd8Bl27dsXT0xM/Pz/09fWVjiPEZycdZ5EtPHz4kLVr1zJq1CgpmrMolUqFi4sLx44d4+zZs0rHEUKIbCs+Pp7Zs2fTo0cPKZqzsMmTJxMSEsKmTZuUjiLEFyEdZ5EtDBs2jN9//53g4GDMzc2VjiM+E41GQ7ly5cifPz+HDh1SOo4QQmRLy5cvZ+jQofj4+FC8eHGl44jPqFOnTnh5eXHnzh3pOossTzrOIst7/Pgxq1evZuTIkVI0Z3E6Ojq4uLhw+PBhLly4oHQcIYTIdhISEpg1axbdunWTojkbmDx5MoGBgWzZskXpKEJ8dtJxFlneqFGjWLduHcHBwVhYWCgdR3xmarWaMmXKYG9vz/79+5WOI4QQ2crq1asZMGAAN2/epGTJkkrHEV9Au3bt8PHxwcfHBz09PaXjCPHZSMdZZGlPnjxh5cqVDB8+XIrmbEJXV5fJkydz4MABLl++rHQcIYTINpKSkpg5cyadO3eWojkbcXFxwc/Pj23btikdRYjPSjrOIksbN24cK1euJDg4mFy5cikdR3wharWakiVL4uTkxJ49e5SOI4QQ2cK6dev4/vvvuXHjBmXKlFE6jviCWrVqRUBAADdv3kRXV1fpOEJ8FtJxFllWeHg4y5YtY9iwYVI0ZzP/dJ337t2Ll5eX0nGEECLLS0pK4qeffqJjx45SNGdDrq6u3Llzhx07digdRYjPRjrOIsuaOHEiS5YsISQkhNy5cysdR3xhycnJODk5UbZsWXbt2qV0HCGEyNI2btxI79698fLyonz58krHEQpo3rw59+7dw9vbGx0d6c2JrEf+VYssKSIigqVLlzJkyBApmrMpPT09nJ2d2b17Nzdu3FA6jhBCZFnJycn89NNPtG3bVormbMzV1RUfHx85WS2yLOk4iyzJxcWF+fPnExQURN68eZWOIxSSlJREsWLFqFKlCtu3b1c6jhBCZEmbN2+mZ8+eXL58mUqVKikdRyioSZMmhIWF4eXlJV1nkeVI4SyynOfPn2NnZ0e/fv345ZdflI4jFLZmzRr69++Pt7c3pUqVUjqOEEJkKWq1mtKlS+Pg4ICbm5vScYTCTp8+Td26ddm9ezft2rVTOo4Qn5QUziLLmTp1Kj///DPBwcFYW1srHUcoLDExkaJFi1KzZk3++OMPpeMIIUSWsnXrVrp3746npydVq1ZVOo7IABo2bEhkZCRXrlxBpVIpHUeIT0YKZ5GlREVFUbhwYb777jsWLFigdByRQaxcuZJBgwbh4+ODk5OT0nGEECJL0Gg0lClThkKFCuHu7q50HJFBnDx5kgYNGrB3715at26tdBwhPhkpnEWWMmPGDGbMmEFgYCD58+dXOo7IIBISEnBwcKBBgwZs2rRJ6ThCCJEl7Ny5k86dO3Pu3Dlq1KihdByRQWi1WurVq0dcXBwXL16UrrPIMqRwFlnGy5cvKVy4MD169GDJkiVKxxEZzNKlSxk+fDh37tyhaNGiSscRQohMTaPRUKFCBfLmzcuRI0eUjiMymKNHj9KkSRMOHDhA8+bNlY4jxCchhbPIMmbPns2UKVMICAigQIECSscRGUx8fDxFihShWbNmrF+/Xuk4QgiRqf3111+0b9+eU6dOUadOHaXjiAxGq9VSq1YtNBoN58+fl66zyBKkcBZZQnR0NHZ2dnTp0oXly5crHUdkUIsWLWL06NH4+vri4OCgdBwhhMiUtFotlSpVwsLCguPHjysdR2RQhw4d4quvvuLQoUM0bdpU6ThCfDQpnEWWMHfuXJydnfH396dQoUJKxxEZVGxsLEWKFKFVq1asXbtW6ThCCJEp7du3jzZt2nDixAnq16+vdByRQWm1WqpXr46enh5nzpyRrrPI9KRwFplebGwsdnZ2tGvXjtWrVysdR2Rw8+bNY8KECfj5+WFnZ6d0HCGEyFS0Wi1Vq1bF2NgYDw8PKYbEO+3fv59WrVpx7NgxGjZsqHQcIT6KFM4i01uwYAFjx47Fz88Pe3t7peOIDC4mJgY7Ozs6duzIypUrlY4jhBCZiru7Oy1atODIkSM0btxY6Tgig9NqtVSuXBkzMzNOnjypdBwhPooUziJTi4uLo0iRIjRv3px169YpHUdkEj///DMuLi4EBARQsGBBpeMIIUSmoNVqqVGjBjo6Opw9e1a6zeK97Nmzh3bt2nHy5Enq1aundBwhPpgUziJTW7JkCSNHjpTJnkS6/DOZXLdu3Vi6dKnScYQQIlM4cuQITZs25eDBgzRr1kzpOCKT0Gq1VKhQgTx58nD06FGl4wjxwaRwFplWfHw8Dg4ONG7cmI0bNyodR2QyM2fOZNq0aQQGBmJra6t0HCGEyNC0Wi116tQhKSmJCxcuSLdZpMuuXbvo2LEjZ86coVatWkrHEeKDSOEsMq3ly5czdOhQfHx8KF68uNJxRCbz4sULChcuTK9evVi0aJHScYQQIkM7fvw4jRo1ws3NjZYtWyodR2QyGo2GcuXKkT9/fg4dOqR0HCE+iBTOIlNKSEjA0dGRunXrsnnzZqXjiEzqxx9/ZNasWQQGBmJjY6N0HCGEyLDq16/Py5cvuXz5snSbxQfZvn07Xbt25fz581SvXl3pOEKkm47SAYT4EBs3buThw4dMnjxZ6SgiExs2bBiGhob88ssvSkcRQogMy8PDAw8PD1xdXaVoFh+sY8eOlChRgunTpysdRYgPIh1nkekkJSVRtGhRqlevztatW5WOIzK5KVOmMHfuXIKDg8mbN6/ScYQQIsNp3LgxT58+xcvLSwpn8VH++OMPvv76ay5dukTlypWVjiNEukjHWWQ6v/32GyEhIdJtFp/E8OHD0dPTk66zEEK8wdmzZzl27Jh0m8Un0aVLF4oVK8aPP/6odBQh0k06ziJTSUpKonjx4lSsWJGdO3cqHUdkEc7OzixcuJDg4GCsrKyUjiOEEBlGs2bNePToEdevX0dHR/ot4uNt2rSJXr16cfXqVSpUqKB0HCHem/wGFJnKli1bCAoKkm6z+KRGjhyJSqViwYIFSkcRQogM48KFCxw+fBgXFxcpmsUn0717dxwcHORaZ5HpSMdZZBrJycmULFmSkiVL8tdffykdR2Qx48ePZ/ny5YSEhJArVy6l4wghhOJatmxJUFAQ3t7e6OrqKh1HZCHr16+nT58+XL9+nbJlyyodR4j3IqcPRaaxbds2/Pz8cHV1VTqKyIJGjx6NRqNh4cKFSkcRQgjFXb58mQMHDuDi4iJFs/jkevbsib29PTNmzFA6ihDvTTrOIlNQq9WUKlWKokWLsm/fPqXjiCxqzJgxrFmzhuDgYCwtLZWOI4QQimnTpg2+vr74+PhI4Sw+i7Vr1/LDDz/g7e1NqVKllI4jxH+SjrPIFHbs2IGvry8uLi5KRxFZ2JgxY0hMTGTx4sVKRxFCCMV4eXmxb98+Jk+eLEWz+Gx69epFwYIFpessMg3pOIsMT6PRUKZMGQoVKoS7u7vScUQWN2LECDZu3EhwcDA5c+ZUOo4QQnxxHTp04MaNG9y5cwc9PT2l44gsbOXKlQwaNAgfHx+cnJyUjiPEO0nHWWR4u3btwsfHR65tFl/EuHHjiIuLY+nSpUpHEUKIL+7GjRvs3r0bZ2dnKZrFZ/fdd99ha2vLTz/9pHQUIf6TdJxFhqbRaKhQoQLW1tYcPnxY6Tgimxg6dChbtmwhODgYMzMzpeMIIcQX06VLFy5fvoyvry/6+vpKxxHZwLJlyxg2bBh37tyhaNGiSscR4q2k4ywytD179nDjxg3pNosvavz48URHR7Ns2TKlowghxBdz69Ytdu7cyaRJk6RoFl/M999/j7W1tXSdRYYnHWeRYWm1WipWrIilpSXHjx9XOo7IZgYOHMjOnTsJCgrC1NRU6ThCCPHZde/enXPnzuHn54eBgYHScUQ2smjRIkaPHo2vry8ODg5KxxHijaTjLDIsNzc3rl27Jt1moYgJEyYQGRnJypUrlY4ihBCf3Z07d9i2bRsTJ06Uoll8cf369SNPnjzMmjVL6ShCvJV0nEWGpNVqqVq1KsbGxnh4eKBSqZSOJLKhfv36sXfvXoKCgsiRI4fScYQQ4rP55ptvOHnyJP7+/hgaGiodR2RD8+bNY8KECfj5+WFnZ6d0HCHSkI6zyJAOHjzI5cuXmTJlihTNQjGTJk0iIiKC1atXKx1FCCE+Gz8/P7Zs2cKECROkaBaKGTBgAJaWlsyePVvpKEK8kXScRYaj1WqpUaMGurq6nDlzRgpnoag+ffrg7u5OYGAgxsbGSscRQohPrnfv3hw+fJjAwECMjIyUjiOysTlz5jB58mT8/f0pVKiQ0nGEeI10nEWGc+TIETw9PXF1dZWiWShu0qRJhIWFsXbtWqWjCCHEJxcQEMDvv//O+PHjpWgWihs0aBDm5ub8/PPPSkcRIg3pOIsMRavVUrt2bZKTk7lw4YIUziJD6NWrF8eOHSMgIEC+WAohspS+ffvi5uZGYGCgzOUgMoSZM2cybdo0AgMDsbW1VTqOEKmk4ywylBMnTnDu3DnpNosMxdnZmdDQUNavX690FCGE+GSCg4PZuHEjY8eOlaJZZBhDhgzBxMSEOXPmKB1FiNdIx1lkKPXr1yc6OppLly5J4SwylB49enD69Gn8/f1lqRYhRJYwYMAAdu3aRVBQECYmJkrHESLV9OnTmTlzJoGBgdjY2CgdRwhAOs4iA/Hw8MDDw0O6zSJDcnZ25sGDB2zYsEHpKEII8dHu3bvHunXrGDNmjBTNIsMZOnQohoaGzJ07V+koQqSSjrPIMBo1akRERAReXl5SOIsMqWvXrnh6euLn54e+vr7ScYQQ4oMNHjyYbdu2ERwcjKmpqdJxhEhjypQpzJ07l6CgIKytrZWOI4R0nEXGcObMGY4fPy7dZpGhTZ48mZCQEDZt2qR0FCGE+GAPHz5k7dq1jBo1SopmkWENHz4cPT095s2bp3QUIQDpOIsMolmzZjx69Ijr16+joyPnc0TG1bFjR65du4avry96enpKxxFCiHQbPnw4mzZtIjg4GHNzc6XjCPFWzs7OLFy4kODgYKysrJSOI7I5qVCE4i5cuMDhw4dxdXWVollkeC4uLgQGBrJlyxalowghRLo9fvyY1atXM3LkSCmaRYY3atQoVCoVCxYsUDqKENJxFspr0aIFISEheHt7S+EsMoV27drh4+ODj4+PdJ2FEJnKqFGjWLduHcHBwVhYWCgdR4j/NGHCBJYtW0ZwcDC5c+dWOo7IxqRKEYq6dOkS7u7uTJ48WYpmkWm4uLjg5+fHtm3blI4ihBDv7cmTJ6xcuZLhw4dL0SwyjVGjRqHRaFi4cKHSUUQ2Jx1noag2bdrg6+uLj48Purq6SscR4r21atWKgIAAbt68Kf92hRCZwrhx41i5ciXBwcHkypVL6ThCvLcxY8awZs0agoODsbS0VDqOyKakxScU4+Xlxb59+5g8ebIUHiLTcXV15c6dO+zcuVPpKEII8Z/Cw8NZtmwZQ4cOlaJZZDpjxowhMTGRxYsXKx1FZGPScRaK6dChA97e3ty+fVuuExWZUvPmzbl//z43btyQSw2EEBnapEmTWLx4MSEhIXKdqMiURo4cyYYNGwgODiZnzpxKxxHZkHzTE4q4ceMGu3fvxtnZWYpmkWm5urpy69Ytdu3apXQUIYR4q4iICJYsWcKQIUOkaBaZ1tixY4mLi2PJkiVKRxHZlHSchSI6d+7MlStX8PX1RV9fX+k4QnywJk2aEBYWhpeXl3SdhRAZkouLC/PnzycoKIi8efMqHUeIDzZ06FA2b95MSEgIZmZmSscR2Yx8yxNf3M2bN9m5cyeTJk2Sollkeq6urty4cYO9e/cqHUUIIdJ4/vw5ixcvZuDAgVI0i0xv/PjxxMTEsGzZMqWjiGxIOs7ii+vevTvnzp3Dz88PAwMDpeMI8dEaNGhAVFQUV65cQaVSKR1HCCFSTZs2jdmzZxMUFES+fPmUjiPERxs4cCA7d+4kKCgIU1NTpeOIbEQ6zuKLunPnDtu2bWPSpElSNIssY8qUKXh5ebF//36lowghRKqoqCgWLlzIgAEDpGgWWcbEiROJiopi5cqVSkcR2Yx0nMUX9c0333Dy5En8/f0xNDRUOo4Qn4RWq6VevXrEx8fj6ekpXWchRIbw008/MX36dAIDA8mfP7/ScYT4ZH744Qf27NlDUFAQOXLkUDqOyCak4yy+mLt377JlyxYmTJggRbPIUlQqFa6urly6dImDBw8qHUcIIXj58iXz58+nX79+UjSLLGfixIlERESwatUqpaOIbEQ6zuKL6d27N4cPHyYwMBAjIyOl4wjxSWm1WmrVqoVGo+H8+fPSdRZCKGr27NlMmTKFgIAAChQooHQcIT65Pn364O7uTmBgIMbGxkrHEdmAdJzFFxEQEMDvv//O+PHjpWgWWdI/XWdPT0+OHj2qdBwhRDYWHR3NvHnz6NOnjxTNIsuaNGkS4eHhrF27VukoIpuQjrP4Ivr27YubmxtBQUFyVlBkWVqtlurVq6Ovr8/p06el6yyEUMQvv/zCpEmT8Pf3p1ChQkrHEeKz+fbbbzl69CgBAQHSmBGfnXScxWcXHBzMxo0bGTdunBTNIkv7p+t89uxZTp48qXQcIUQ2FBsby9y5c+ndu7cUzSLLmzRpEqGhoaxfv17pKCIbkI6z+Oz69+/P7t27CQoKwsTEROk4QnxWWq2WypUrY2ZmJsWzEOKLW7BgAWPHjsXPzw97e3ul4wjx2fXo0YPTp0/j5+cnk8+Kz0o6zuKzunfvHuvXr2fMmDFSNIts4Z+us4eHBx4eHkrHEUJkI3FxccyZM4devXpJ0SyyDWdnZx48eMDGjRuVjiKyOOk4i89q8ODBbNu2jeDgYExNTZWOI8QXodVqqVChAnny5JGJwoQQX8ySJUsYOXIkd+7cwdHRUek4QnwxXbt2xdPTEz8/P/T19ZWOI7Io6TiLz+bhw4esXbuW0aNHS9EsspV/us7Hjh3j7NmzSscRQmQD8fHxzJ49mx49ekjRLLIdFxcXQkJC2LRpk9JRRBYmHWfx2QwfPpxNmzYRHByMubm50nGE+KI0Gg3lypXD1taWgwcPKh1HCJHFrVixgiFDhuDj40Px4sWVjiPEF9epUye8vLzw9fVFT09P6TgiC5KOs/gsHj9+zOrVqxk5cqQUzSJb0tHRwcXFhUOHDuHp6al0HCFEFpaQkMCsWbPo1q2bFM0i25o8eTKBgYFs3rxZ6Sgii5KOs/gsRo0axbp16wgODsbCwkLpOEIoQq1WU6ZMGezt7dm/f7/ScYQQWdTq1asZMGAAN2/epGTJkkrHEUIx7dq1w8fHBx8fH+k6i09OOs7ik3vy5AkrV65k+PDhUjSLbE1XV5fJkydz4MABLl++rHQcIUQWlJSUxMyZM+ncubMUzSLbc3Fxwc/Pj23btikdRWRB0nEWn9y4ceNYuXIlISEhWFpaKh1HCEWp1WpKliyJk5MTe/bsUTqOECKLWbduHd9//z3e3t6ULl1a6ThCKK5169b4+/tz8+ZNdHV1lY4jshDpOItPKjw8nGXLljFs2DApmoXgVdd57969eHl5KR1HCJGFJCcn89NPP9GxY0cpmoX4m4uLC3fu3GHnzp1KRxFZjHScxSc1ceJElixZQkhICLlz51Y6jhAZQnJyMk5OTpQtW5Zdu3YpHUcIkUVs3LiR3r174+XlRfny5ZWOI0SG0bx5c+7fv8+NGzfQ0ZE+ofg05F+S+GQiIiJYunQpQ4YMkaJZiH/R09PD2dmZ3bt3c+PGDaXjCCGygH+6zW3btpWiWYj/4+rqyq1bt+RktfikpOMsPhkXFxfmz59PcHAwVlZWSscRIkNJSkqiePHiVK5cme3btysdRwiRyW3evJmePXty+fJlKlWqpHQcITKcJk2aEBYWhpeXl3SdxSchhbP4JJ4/f46dnR0//PADc+fOVTqOEBnS2rVr+eGHH/D29qZUqVJKxxFCZFJqtZrSpUvj6OjIvn37lI4jRIZ05swZ6tSpw+7du2nXrp3ScUQWIIWz+CizZ8+mevXqeHh4MHv2bIKDg7G2tlY6lhAZUmJiIkWLFqVWrVpMnTqVpUuXsmjRIlQqldLRhBCZwKZNm9DR0UFPT49u3brh6elJ1apVlY4lRIbVsGFDIiMjOX78OCNGjGD58uXkyJFD6Vgik5LCWXyUokWL0rJly9QJShYsWKB0JCEytJUrVzJo0CCmT5/O5MmTUavVMoRMCPFeWrdujUqlIjAwkIIFC+Lu7q50JCEytJMnT9KgQQN+/vlnxo8fz61bt2S9c/HB5Nua+CgqlYorV64QGxuLkZERTk5OJCQkKB1LiAypcePGXLt2DRsbG9zc3ACk2yyEeG8qlYpHjx5x69YtqlWrhr29PSEhIUrHEiJD6t+/P4sXL6Z69eqsW7cOkM9c8XGkcBYf7eLFi9jY2DB79my6deuGoaGh0pGEyJC++eYbNmzYgK6uLhcuXADkQ1wI8f5UKhW+vr7Y2toybdo0ateuja2trdKxhMiQunTpgoeHB4GBgfj6+gLICC/xUeRfj/gokZGRJCYm8uLFCw4cOMDUqVOVjiREhvXtt99y/vx59PX1lY4ihMiEnjx5QnR0NOHh4axZs4bffvsNPT09pWMJkSE1atQILy8vihQponQUkUVI4Sw+Wv78+bl+/TrNmzdXOooQGV6FChW4evUqFStWlC+8Qoh0SUpKwsTEBE9PT/r27SsjVoT4D4UKFcLDw4OOHTsCYGRkpHAikZnJ5GDioyQkJGBgYCAf3kJ8gISEBLm0QQjx3pKTkwHkpJsQH0A+c8XHksJZCCGEEEIIIYR4BxmqLYQQQgghhBBCvIOM9XmLsLAw+vf/gZveN3n58qXSccRHUKlU2Nra8nWPHowaNUrpOOIz2759OwsXzCckJAS1Wq10HPERjIyMKFq0GIuXLKFEiRJKxxGfUXx8PIMGDeLCubM8e/ZM6TjiI+XNm5fGTZsxd+5cdHV1lY4jPqNz584xccJ4ggIDSExMUjqO+Aj6+nrY2zsw9ccfadiwodJxMiQZqv0GYWFhNGrYkPAnj+nashEWOU2VjiQ+glqt4bZ/MLsOeTB9+nQmT56sdCTxmWzdupUePXpQp5wj1UraYyDXAWZq0fEJ7D93kxcJGk56eODk5KR0JPEZxMfH065tG055nOTr2sWxMjcGmTcj89JqeRARzZYzd+jZoyfr1q+X4jmLOnfuHM2aNsHeUp8GjpYY6ctA1swsIVnD6YBIbofF4bb/gBTPbyCF8xsMGDCAndu3cnTTIooXKaR0HPGJzFi6gZnLf8Pb25vSpUsrHUd8YnFxcZiZmdGhXgVWje2Jrq58gGcFTyNf0nzMEmzsinHSw0PpOOIzWLhwIePGjmHbqBbUKVlA6TjiE9l9wY8fVh5lx44ddOrUSek44jNwLGJPLm0Uf3xXjhwGcnIkK4hPUtPrN2/8XugQ+iRM6TgZjnyzfANf3zvUr1ZBiuYspv/X7QC4e/euskHEZxEYGIharaZPy1pSNGcheSzMaF+3PHfv+iodRXwmvr6+FLPNLUVzFtO+elEszXLIZ24WlZiYSFDIPbpUsJaiOQsx0tele6V8PAkL58WLF0rHyXDk2+UbxMXGYWqSQ+kY4hMz+/vvNDY2VuEk4nOIi4sDwDSHLDWR1ZgaGxIbG6d0DPGZxMXFYWool1VkRabGBvKZm0UlJiai0WgwMZSiOav55/exvHfTksJZCCGEEEIIIYR4BymchRBCCCGEEEKId5DCOQM5dfEaHQZOeuvjm3YfZOSMRZ/8uHNWbU79c8jDUCq36fPJj/G+Og12/s/j33/0BKtKLVi4blvqfc2+HUm5Fr2o1r4f1dr3Iyzi+eeOKkSq09f96OKy6q2Pbz7syZilOz75cX/543Dqn0NCI6jeb9YnP8b76ua6+q3HT0xKZtAvm6nxwyxqD/iZ09f9Uh9rOWYxlfrMoPaAn6k94GfCn8vyf+LLOHv7IV8vOPDWx/84fYfxm05/8uMu2Hcl9c/3wl9Qx3nrJz/Gf2k7aw/VJ2yhvst26rtsJ/xF2iGZz6LjaTd7D4X7r0nzc3if/YX4Es4FPqfXhmtvfXzblUdM2vPp58hYfCI49c/3n8fRYOGFT36M/9Jx9RVqzztP48WeNF7sydPoxDdu5/P4Ja2XX6L+ggs0XHiB+CRZqvNDyUVFgrmrNzOuf49P8lxRL6PJafZhy3f9deQUpjmM/3O7cT8vp2mdqmnuXzfHmUqli3/QsYXIjOb/cZgx3Zt+kueKiokjp8l/v//eZO+Z65gYv/3a8o3u51CpVJxfPZGnkS/p6LySE0tGo6OTcu52zYReVCwmkzGK7GGh21VGtq70SZ7rRWwC5h84r8PK/o0pb5/3rY8b6usyoUNV7jx4xu2HadfW/q/9hcjKFp8MZlgDu0/yXC/ikzE3+rCSbFnXUpQrYP7Wx5PVGoZu92Fxl5KUsjHjWUwS+jKB6geTwjkdYmLj+Gb0dB6GhqFWa5gw8Bs6NW/A1Vt3mfDzcl7GxGKVy4JVM8djY5WbZt+OpKyTA6cv3UCtVrPyp3FUKl2cSzduM272MuLiEzE2MmDVT+MoZp++L43hzyIZNm0B9x49QaVSMXfCYGpULM2MpRu49+gJIQ9Duf84jDH9utOncys0Gg3Df1zE6UvXcChsS0xsPJMG9eLImYvEJSRSrX0/SjraMXXE96g1Gga6/IKn1y3sCtqwbfGP6Ou//Z/Ky5hYdrqfYOOf7tSpUpbpo35I9882OiaOJRt3snTqKL4Z9eNbt9t79Az2BWzIYWyU7mOI7CsmLoHvZm7gYfhz1GotY3s0o2P9injdvYfzqt28jEsgT05TVozpQb7cOWk5ZjFlHGw5c8MftVrDsjE9qFisEFfuhDBh5Z/EJSRhbKjP8tE9KFrQOl1Znka+ZMTi7dx/8gyVSsXsgR2oXqoIs347wP2w54SERnA/7DmjujWhd4uaaDQaRi3ZwZnrfjjYWhETn8D4ns05evk2cYlJ1B7wM06F8+HyXSvUGg1D5m/hok8QdjZ52DylL/p6b5+45WVsPLs8rrLp4AVqlXVk2vdt0v2zjY5LYNmfJ1g0oiu9Z2x44zZ3QkKpW64okDJLtrmJMV5371PJqXC6jyeyj5iEJPotP8KjZ9GoNRpGtalM+2qOXA8Ox+WPs0THJ5HbzJglfRuQz8KEtrP2ULpQbs75Pkat0bD4+waUt8/L1cAnTN5ylrhENcYGuiz+vgGONpbpyvL0RRxjNnrwICIalQpmfF2LakVtmLP7EvcjXnIv/CUPn71keMuKfFO/JBqNlnG/neLsnUcUsc5JTEISY9tW5pj3feIT1dR32Y6TbS4mdayKWqNlxLoTXPJ/QmErczYObfbO9210XCK7L/qz5dQdahTPj2uX6h/7o34jE0N9qhezIehJ1Gd5fpE9xCaqGbDFm0dRCai1WkY0tKdtWWtuPHzB1P1+RCeoyW2iz8JOJbE2N6Tj6iuUsjHjfNBz1BotCzqVpFwBc7zuR+Hq5kd8khojfV0WdCqBo5VJurJERCcy/q87PIiMRwVMa1WMqnYW/HI0kAeR8dx/FsfDyHiG1rejR1VbNBotE/f4ci7oOfa5cxCbmMyoRkU4cTeC+CQ1jRd7UjyvCROaOaDWaBn9520u34uksKUxv35T9p0FanRCMntuPGHrpUdUL2KJ81eOH/mTfjMPv2c4WZtQysYMgFwm+p/lONmFFM7pcOTsJfJZ5WLXiplASnc1KSmZUTMWs33pdPLmtmT7/mNMXfgrq34aB0BcfCIXdq3G89otBrnMxXP3WooXKcSR3xahp6fLyQtXmbLwV/5YNC1dWcbOWsrQXp2oWakMIQ9Dadd/Al5uGwAIuPeQg+vnE/bsOTU6/ECfzq3Yc+Q09x8/4eq+9dx79IRKfw+Hnj7qB1Zu/gvP3WuAlKHa/iEP2DTflRXTx9B+wETcPS7QpnHtNBnOX73Jhj8PcO6KN20a12bljLE4OaR8Efbw9GLc7OVp9jEzycHR39MON/9xyTqG9e78zoI4JjaO+b9uxW3tXBau35bm8QHOc9DRUdGmcR0mDeqFSqX67x+kyBaOXbmDdS5ztk/vD6R0V5OS1YxdtpM/pvbDytKMnSeuMH2DG8tGp4y+iEtI4syK8Vz0CWLo/C2cXTmBogXz4j5vOHq6unh43WXaejd+d/0+XVnGr9jF4A71qVHagZDQCDo5r+TSr84ABDwMx23uUMIjX1J74M/0blGTvWeu8yDsORfXTuLek+dU/yHl98+079uwZs8pzqwcD6QM1Q54GM6Gyd+xdNTXdJ68kkOet2hVq2yaDBduBbLp4HnOeQfSqlZZlo3+muKF8gFw6tpdJq3cnWYf0xyGHJw/Is39P23Yz5CODTA2NHjray7jUID9573p2KAiD8Iiue53nwfhz1ML58G/bEZHR0XrWuUY3/Mree8KAE5438c6Zw62jGwBpHRXk5LVTNh0mt+Gf4WVeQ52XfBj5p8XWfx9AyBlDdITP3bmkn8oI9ad5OT0LhS1sWTvxHbo6epw2ucBM3Z6smHoV+nK4rzlDAOalaN6MRvuhb+g2/z9nJvVHYDAJ1H8Nb4NT1/G0cB1B9/UL4nblUAePIvm7Mxu3I94SR3nlM8s1y7V+fWYNyendwFShmoHPoli7aCmLOyTm+7z93Pk+j1aVLJPk8HT7zGbT93hwt3HtKxoz6LvG1Asf8oJgDO3HzJ5y9k0+5ga6+M2qf0bX9OwX0+go1LRspI9Y9pWTvf77mP3F9nDybsR5DU35Lfe5YGU7mqSWoPzHl/W9ypHHlMDdl8LZfbhABZ0KglAfLKaI8OqcTkkitF/3ubo8Go4Wpmw+4eK6OnqcCbgGbMPBbC2Z9rPt3dxcbtLv9qFqGZnwf3ncfRYf41To2oAEPQ0lp39KvI0OpEmSy7So6otB26F8TAyHo8R1XkQGU/9v4djO3/lyPrzDzg6rBqQMlQ7KCKOVV+XYV7HEnyz4RpH70TQvJRVmgwXgyP54/IjLgZH8lUpK+Z3KknRvCknAM4GPGPKfr80+5ga6vJX/8pvfE0jd/qgo1LRvJQVoxrZp3kfBj6NRUelovs6LyJikmhdJi9D69ul6+cmXpHCOR1KFbVn4pyVuM5fQ7O61ahVuSy3/IK47R9M674phbJGoyGfVa7UfTq3SPkwr1a+FC9j4oh6Gc3L6Fj6TZxNQMhDVCoVScnJ6c5y4vxVbvuHpN5+ER3Dy5iUa4ya1q6Kvr4ettZWGBoaEPkimnNXvenQrB46OjrYFbCharkSb31uO1sbShcrAkD5kkW59yg0zTajf1rCH/uOsGDycJb/OBpd3dfPjterViG1GP8v12/7E3DvIXMmDCbkYdpj/WPG0g0M7dUJ0zcMJ103ZxK21la8jIml58gf2bznMD3bNXuv44usr6SdDc6rdjP11700rVqKmmUc8Al6xJ2Qx7SfmHKCR63RYJ3r1XCnjvUrAlC1pD0vYxOIionjZUw8A+duJuBhOCoVJCWn/zqhk1d98Q159e/8ZWw8L2PjAWhcpQT6errkz2OBkb4+kdGxXLgVSLu65VPeuza5qexk99bnLpwvN6Xs8wNQzrEg955EpNlm3LKdbD12iXlDOrN4RPc0a17XLV8stRj/LzcCHhD4KJxZAzsQEpr2WP/o2awafvefUH/wLxS2yU2N0kXQ0301TDt/HgtexsbTe8Z6/jhyka+bVnuv44usrUSBXEzZeo7pOy7QuGwhahTPz+0HEdx5+IzOc90A0Gi1WOd8tXxk+2opXZsqjvmIjk/kRWwCL+OSGLLmOIFPIv/+zNWkO8upWw/wffhq7oyXcUlEx6VcT9ioTCH09XSxsTTFUF+XqJgEPO8+pk0VB3R0VBS2MqeSw9uHNBeyMqdkwdwAlC1sxb2naddOnfj7GXac8+Xnb+qw4Lt66Oq8/r6tXcI2tRh/HysHNMLG0pTouES+X36YbWd96Vbb6YvtL7KP4tamTDvgx8yD/jQqnptq9pbcCY3GNyyGbuu8ANBotOQ1e3XJQduyKSO5KhfOSXRCMi/ik3kZn8zwHXcJiohFBSRptOnOctr/GXfDYlJvRyeoiU5I+Q7esHhu9HV1sMlphKGeDlFxSVwMjqJVmbzo6KgolMuYSgVzvvW5C1kaUSJfyqWKZfKb8eB52iUUJ+/15U+vUH5qW5xfOpRAV+f1IreWQ67UYvx9LO1aCpucRkQnJNN/y012XA2lSyWb17ZJ1mi5GBLJgcFVMNbXpfs6L8ramlGvaO73Po54RQrndChqV5CzO1Zy6JQnUxf9SoMalWjTuDYlHO04+cfS936eH5esp17VCmxbMp0Hj8No/M3wdGfRaDSc/GMpxkZpr20yNHg1DENXR4dktRptOn6/pNn/DcXBsN6dMTXJwU/LNnL07CV6dWhO7cplU890pafj7Hn9Fl63/HBq3J1ktZrwiEiafTuSQxsXvLbdpRt32H34FM7zVhH1MhodlQ6GhgYM7NEeW2ur1Ofv1qoRF2/4SOEsUjkWyIvHsrEcuejD9PVu1K9YjFa1yuFU2Iaji0a99/P8tHE/dcoVZfPUvjwIe07z0emfrE+j1XJk0cg3dmgN/3VJhK6uDmq1Jn3v3X/vr6MiWZ22QBjcsQGmOYyYtcmdY5fv0POratQq45j63k1Px/miTxDX/O5T5pupKe/dyGhajlnM/l+Gvbadnq4uP/V/1fVqPmoRDrYp79n8eSwAMMthRJeGlbl0J1gKZwGAQz4Ljk7txNEb95j550XqlSpAi4r2ONnmwt2lw3s/z6xdF6lVIj8bh33Fw4hoWs/8K91ZNFpwd+mAsUHar02G+q9OHOuqdEjWaEjPV3pDvVdFsK6OCvUbCoKBzcpiaqTPnL8uc/zmfb6uU4KaxW1S37fp7TjbWJr+/bgBnWoU43LAk3QVvh+7v8g+HKxycHBIVY77PmX24UDqOFrSvFReiuc1Yd+gKu/9PHOPBFKziCXrvinLw8h42q+68t87/R+NFvYNrIyxftpLIQz+dRJZV6UiWaNFm453ssG/3sc6Oin7/7/+dQphaqjH/KOBeNyNoFvl/FS3t0h9H6e342yT0+jvx/XoUN6aK/depCmcbXIaUsPektwmKd85Gjvl4dbjaCmcP5AUzunwKOwpuXKa071NE3Kam7Jh5wHG9O3O02eReF67RbXypUhKSsYv+D4li6YMs9rpfjKl+3rtFmYmxuQ0MyXqZTT5rfMAsOmvQx+UpVGtyqzcvJuR33cDUrq25Uq8/fqImhVL8/vfXdgHj8O4eP126mP6+nokJSW/8zrm/1fYNh/TRnyP69DeHDp9kSUbdzJ06nwmDepFl5aN0tVx/qFbW37o1hZIGSreceCkNEUz8FrBPWPpBkxzGDOwR3uSk9VEvowmj2VOkpPVHDh5nrpVy7/3axFZ3+OIKCzNctC1cRVymhrzm/t5RnZtwtOoaC76BFG1pD1JyWr8H4RRwi7lQ2eXhxd1yxfjok8QZjkMyWlizIuYeGzypJxx3nLY84OyNKzkxOo9pxnepRGQ0rUt61DgrdtXL10kpQvbpCoPwiO5fCc49TE9PV2SktXvvB7y/xXOlxvX71rh3KsFRy75sPzPk4xYuI0J3zSnU4NK6eo4921dh76t6wApQ8W7uqxOUzQDxMYnotVqMTE25KSXLyoVOBW2IVmtJio6jtw5TUlWq3H3vEmdv6+FFiL0eQwWJoZ0rlmMnDkM+N3jNsNaVuDpyzgu+YdSxTEfSclqAp5E4WSbMtLrL09/apew5ZJ/KKZGBpjnMORlXCI2FilDIbeeufNBWeqXLsCvR70Z0qICAN4hTylTOM9bt69W1CalC1urOA+fRXMlICz1MX1dnXS/bwtZmePcqRoTOlTh2I17rDp0nTEbPBjbrjIdqhdNV8c5Wa0hKjaB3GbGJKs1HLoWTG0n2/fO8rH7i+wl9EUCFsZ6dKxgg7mRPlsuP2RIPTsiYpK4HBJF5cI5SVJrCHwaS3HrlBMye2+EUcshF5dDojA11MPcSI8X8cnY5ExpFm2/8viDstQrmov15x8wqG7KZUI3H72kdH6zt25f1c6CHVce06WiDY+i4rly/9X1/vo6KpLUmnRNtFXQ0pgJzRwY26QIx30jWH32HuP+usOohva0L58vXR3nZLWGqPhkcpsYkKzWcPj2U2o5pJ27oX6x3Cw/dY/YRDWGejqcD3xOn5oF3zuzeJ0Uzulw624Qzr+sQqVSYWCgx0KXERgY6LN54VTGzFzCi+gYkpPVDO7VMbVwtjA3ocHXQ4iOiWPl39c9j/q+G/0m/szijTtoWOPDZtb8ZdJQRk5fRNV2fUlOVlOrclmWTB351u3bNa3LsfNXqNL2e0oWtadS6eKYmaYMb+vTuRVV2/elfImiTB2Rvus1dXV1aVG/Bi3q1yA0/Bl+wfc/6PW8jdvxs1y9dRfXod+9dZuExETa9BtHcrIatVpNgxqV6NO55SfNITK3W0GPcF2zBx2VCn19XeYN7YKBvh6/ufRh/LI/eREbR7Jaw8D29VML55ymxjQZMZ/o2ASWjUm57nl4l0YMmPs7y/48QYOKHzaD+5xBHRm9dAc1+88mWa2mZhlHFg7v+tbt29Yux4krvtToP5sSdjZULFYIsxwpZ5l7t6hJzf6zKedYAJfvWqUrh66uDl9VL81X1Uvz5NkL/B48+aDX8zYHznunTL72bUvCI1/SYdIKdFQqbPLkZOW4bwBISEym/cTlJKs1qDUa6lcoTu/mNT9pDpF5+TyIYNq28ymfuXq6zOlVBwM9XdYNbsakzWd4GZdIslpD/6ZlUwtn8xyGtJixi+j4pNTrnoe0KM+QNcdZcegG9Uu9/STVu8zsUZvxm05Tb/I2kjVaahSz4Zfe9d66fevKRfC4dZ+6k7fhVCAX5e2tMDVO6fj0ql+Sei7bKVvYikkd064Q8S66Ojo0LW9H0/J2PImMxT80Mt2vJSFZTZdf3P5+32mpW6oA39RPuXzroFcQ14LCmdAhJVfF0b/zMj6RxGQ17leD2DWuNTa5TN+6vxD/705oNNPd/VGpUrq6s9oWx0BPh9U9yuCy7y4v45NJ1mjpV6tgauFsbqxH6xWXiUlITr3ueVDdwozYcYtVZ+5R1zHXuw75VtNbF2PSHl8aLfIkWaOhup0lP7d/+0iJlqXycsrvGQ0XeVLc2oTyBcwxNUw54dWjqi2NFnlSJr8ZE5o5pCuHro6KJiXy0KREHsJeJhAQnv7l3BLVWr5ed41kjRa1RksdR0t6VEk5gXXIJ5zrD18wrokDFsb69K9dkBbLLqFSpQxJb+z09pN+4t1UWm16BgJmD9WrVcOpYB5WTB/zUc/T7NuRzBw7IMMskRQdE4epiTGPwp7SqMcwLv316xuvF86q4hMSyVXhKzZt2kTPnj2VjiM+scuXL1OlShVOrxj3zg7u+2g5ZjHTf2iXYZZIio5LwNTYkMcRUTQdsYDzqydi+o7ln7KaxTuO8cu2E0RGyey+WVHv3r25c/4IbpPaftTztJ21h2ndamSYJZKi45MwNdIn9HkMLX/ajceMrpgaZa8ZbSuO+4Ne/QYzY8YMpaOITyw6OhozMzOWdytFu3L5Ptnzdlx9BdcWRd+5xNKXFJOQjImhHqEvEmi78jLHh1fDxDBr9x2P3H7Kt79d5/Hjx+TL9+n+brOCrP03L17TcdAkIl+8JDlZzU+jf8hWRbMQmVlXl1VERseSrNbwY7+22apoFiKz6rHgAFGxCSSrNbh2qZHtimYhsoJeG68TFZfSFZ/c3DHLF83i3eRv/zN603W67+O3Xe4s27TrtftqVCzNQpf0TyL2KfIIkd286Trd9/H7oQus3O3x2n3VStkzb+j7z3b7KfMIkZ3smfhhHestp++w+vCN1+6rWjQfc3rVVSSPENnZnz982CWMWy8/Yu251y8XrFI4J7PaftykdR+aR2RNUjhnQL06NKdXh+ZKxxBCpFPPZtXp2ay60jGEEOnwdR0nvq4jM0ILkZl1q5yfbpXzKx1DZHHvPxWcyHDGzlrKpt0HlY7xQQ6fvki5Fr0o3awnv6zZ8sZttFoto39aQulmPanari9ePndTH1u26U8qt+lDpdbfsfS3nWn2XbhuGzlKNuTpc7kmUmQsE1b8yeYPnJFbaUcv+VCpzwzK9/6R+VuPvHEbrVbLuGU7Kd/7R2r2n801v9c7AGq1htoDf6aLy6rU+3af8qJav5lYNBvO1bv3PutrEOJDOW8+wx+nP2xWbqUdu3GP6hO2UGXcZha5XX3jNlqtlom/n6HKuM3Um7yN68Hhrz2u1mho4LqDrxccSL3v5r2ntJixi3qTt9FjwQFe/r22tRAZieu+u2y78kjpGB/khG8Eteedp+bccyw5GfzGbbRaLZP3+lJz7jkaLfLkxsNXa8GvPXuPBgsvUH/BBdacefX5ejs0mtYrLtNksSfNl17k2v2068eLtKRwzmA0Gg0aTdq1Vz+X/1+j+U1rNr/PfumhVqsZ/dMS9q6Zw9V96/nz4Elu+wen2e7QKU+CHjzm5qHfWT59DMOnLQTgll8QG/905/T2FXjuXsuhU574Bz9I3e/B4zCOn79CQZuMMUGMyPq++PtWrX7n7ffdLz3Uag1jl/3JrpkDubhmErtPeXEnJO2SIEcu+RAcGsG1Da4sGdWdUYu3v/b4it0nKV7o9clGStrZ8Lvr99Qqk76ZSYX4WBqNFs0b1lv9XP5/bfU3rbX+Pvulh1qjYeLmM2wf3YqzM7ux51IAvg+fpdnu6I17hIS/4NKcHizs04Bxv5167fHVh70plt/itftGrj+JS+fqeMzoSqvKRVh64NoH5xQiPbLHe1fL5H2+/NGnPCdHVmefdxh3n0Sn2e64bwT3nsVxbmxN5nUowcS/fIGUGc3/uPyYA4OrcHRYVY75RhD4NGUG75/c/RndyJ4jw6oxrokDMw6mXT9apCVDtd9DTGwc34yezsPQMNRqDRMGfkOn5g1w97jAhJ+XY25mQuUyTsTExrN65nh+mPQzzetVp32zlKUqrCq1IPzKAaJj4ugyZDLP/56gy3VYH1o3qkXIw1Da9Z9AvWoVuOB1iz9X/MR2t2P8eciDxMQkWjeqjcvQ3gD8tGwj2/cfI791HizMzSjr9Pa1m6/eusuEn5fzMiYWq1wWrJo5Hhur3DT7diTVypfigtdN2jSuzb5jZ1+7XapoESbOXYlaraZi6eIsnjICQwMDnBp3p1eH5hw7d5kh33RMfX3pddn7DkUK2VLYNuXLc5cWDXE7fo4Sjnavbed2/Bxft2kC8PfPN47H4RH4BoRQqYwTxkYpEyTVrFSWvcfOMOrvNa3H/bycGaP702XI5A/KJ7KGmLgEvpu5gYfhz1GrtYzt0YyO9StyyPMWk1btxtzEiErFCxMTl8CKsT0ZOPd3mlUrRbu6Keu05m8zhkd7fyE6LoHuU9akTM6VrGZy75a0rFmWkNAIOjmvpG75onj6BLF9en92HL/C7lNeJCYl06pWWSb1agHA7E3u7DhxBZvcObEwy0GZd8z67XX3Hs6rdvMyLoE8OU1ZMaYH+XLnpOWYxVQtaY/nrUBa1SrL/nPer90uaZ+fyav/Qq3WULF4IeYP7YKhgT5lvplKz2bVOH7Fl4Ht66W+vvS64htCkfx5KJwvNwCd6ldi/zlvnArbvLbd/nPedG1UBSDl5xufQGhEFPly5+Rh+HMOXfRhTPemLNt1InWf/y+kRfYWk5BEv+VHePQsGrVGw6g2lWlfzZHD10Jw3XoWc2NDKhTJS0x8Ekv7NWTImuM0LV+YNlVSTrwU7r+GkFX9iI5PotcidyL/nqBrYoeqNK9oz73wF3Sbv//v9Z6fsGVkc/4878eeSwEkJqlpUcme8e1TlmOa+9cl/rzgh42lCTlzGFK60NuXcbkeHI7LH2eJjk8it5kxS/o2IJ+FCW1n7aFKUWsu+oXSoqI97leDX7tdsmBupmw9j1qjobx9Xub2qouhvi4VR//O13WdOHHzPv2blk19fel1NTAM+7zmFLJKmaW4QzVH3L2CKW77+pI+B72C6VyzGEDqzzc0MoZ8FiY8ehbNkeshjGxdkRWHXl0P7v84kurFUn4H1C1ZgKXubkxM5xJbIuuITVQzYIs3j6ISUGu1jGhoT9uy1hy985Sp+/0wN9KjfAFzYhPVLOxckhE7fGjslJtWZawBcJxyEv9p9YlJSOa7TTeIjEsmWa1hXFMHvippxf3ncfRYf41aDpZcDonit2/Lsfv6E/bdeEKiWstXJa0Y26QIAPOOBrL7+hNszA3JaaxHqfymb8194+ELpu73IzpBTW4TfRZ2Kom1uSEdV1+hcuGcXAqJonlJKw76hL922ymfKT8e8EOt0VKugDmz2zlhqKdD1Z/P0q2yDR5+z+hXq2Dq60svr/svsMudg4KWKZP5titnzaHbTylm/fprOXQ7nI4VU96H5QuaE5Oo5smLBPzCYyhfwBxj/ZQltKrZWeB+K5zB9QqjBaLikwGIjEvCylQmHX0fUji/hyNnL5HPKhe7VswEIOplNPEJiQybtoAjvy2kUH5rOgycRN7caRce/zcjQwO2LvkRc1MTnj6PouHXQ2nVMGXN0rtB91n10zgWugzn6NlL+IU84PS25Wg0GjoOcubM5esYGxmx9+gZPHevJTYunsptv6dF/RpvPFZSUjKjZixm+9Lp5M1tyfb9x5i68FdW/b2WdNTLaA7/thCAfcfOpt6OT0ikbPNe7F83l6J2BenvPIe12/Yx+JuOqa/h2O+L0xxv676jLFi3Lc39xewLsmm+62v3PXrylPzWr7582Oaz4rzXzTT7Pgp7Sv68r2/36MlTShUrwrTF64iIjMLY0JBDpzypWCrlw97t+Fny581DWSfpXGV3x67cwTqXOdun9wcgKiaO+MQkRi7axoF5wylkbUkXl9VYWbz9wxTAyECPzVO+x9zEmIioaJqMWECLGmUA8HsQxvIxXzNvaBeOXb6N/8MwTiwZjUajpavras7e8MfYyAC3szc4u3I8sfGJ1PhhFs2rl37jsZKS1YxdtpM/pvbDytKMnSeuMH2DG8tGp6wjHRUdx4F5KZME7j/nnXo7PjGJSt/NYM/Pg3EskJfB8zazbv9ZBravD4ChgT6HFoxIc7ztxy6xeMfxNPc7FszLBufX105/9DQSmzw5U2/bWllw4VZgmn0fR0SR/1/b5c9jwaO/C+cJK3bxY982RMclvP0HLrK9E973sc6Zgy0jU048vYhNID4xmbG/ebB3YjsK5jbj64UHyGP27pUhjPR12TjsK8yMDYh4GUeLGbv5qoIdAP6hkSz+vgFzetXlxM37BIRGcdi1Ixqtlh4L3Tnn+4gcBnrsvxLEyR+7EJeYTJ3J22hW3u6Nx0pKVjNh02l+G/4VVuY52HXBj5l/XkxdS/pFbCJ7J7YDwP1qcOrt+MRkqk/4gz/HtcYhnwXDfj3BhhO36N+0LACG+rrsd26f5ng7z91lqfu1NPc72liwdlDT1+57/DwGG0uT1Nv5c5ni6ReaZt//384mlymhz1MKZ+ctZ5nStQbR/zcUu0SB3Bz0CqZ5RXv2Xgrg4bO03TCRfZy8G0Fec0N+610egBfxycQnqRn/1x12/1CJAhZG9Np4nTymBu98HkM9HX7tWRYzIz0iYhJpu+IyzUqkfB8MeBrLgk4lmdXWiZN3UzqoBwZXQaOFbzde50LQc4z1dXH3CefosKrEJWlouPACTUq8+aRXklqD8x5f1vcqRx5TA3ZfC2X24YDU9aNfxCWz6+8Jwg76hKfejk9SU3veebZ9XxEHqxyM3OnDJs8H9K1V6O/XoMueAZXTHG+XVyjLT4ekud8hTw5WfV3mtftCX8STz/xVQWtjbsilkLSXIIZGJby+XU5DQl8k4GRtys+HA3kWk4SRvg7HfZ9S9u9lvqa2LEr3dV78eMAPrRbcBqXNKtKSwvk9lCpqz8Q5K3Gdv4ZmdatRq3JZrt/2x76ADXYFUs7wdG7REA9Pr3c+j1arZcrCtZy97I1KpeJBaBhPnj4HoFB+a6qWS3mTHjt7mePnrlC9ww9ASsfbP+Qh0TGxtGpYCyNDA4wMDWhSu8pbj3U3+D63/YNp3TelUNZoNOSzenV2uVPzBq9t/8/tu0H3KWxrTVG7ggD0bNeMZZv+TC2cO31V/43H69a6Md1aN37n6//3z+H/qVC933YqFcWLFGJ03+607jsOM5McVChVFD09XWLj4pmzajP71s55rxwiaytpZ4Pzqt1M/XUvTauWomYZB24EPMDOJjd2Nild0471K3Lq2t13Po9WCz+ud+OcdwA6KhUPwyMJe/4SgIJ5LalSwh6A41d9OXnVlzoDU/79RccnEPAwnOi4eFrULIORgT5GBvo0rlLircfyu/+EOyGPaT9xOZAyxNI616u1LDvUf71b/M9tv/thFLLOhWOBlMsTujepyordHqmFc4d6Fd94vC6NqtCl0dt/j7z2c3jDfSrVe75vgYMXbmJlYUaFYoU4fV2GhIm3K1EgF1O2nmP6jgs0LluIGsXz4x3ylMJW5hT+u2vavpojp30evvN5tFotM3Z6csH3ESqVikfPogmLigOgYG4zKjumjHQ4efM+Hrce0MB1B5DS8Q4MjSI6PpHmFe0wMtDDyECPhmXevq67f2gkdx4+o/NcNwA0Wi3WOXOkPt626uujw/657R8aScE8ZjjkswCga63irDlyI7Vwblf1zaPKOtUsRqe/u8P/5Q1vyTd84r79M/fwtWCszI0pZ2fF2duv/8yX9G3AxN/PMG/vFZpXtE/tbInsqbi1KdMO+DHzoD+Niuemmr0lNx+9pHAuYwrlSjnR1bacNWcDnr/zebTArEMBeAZHolLBo6gEwqNTTtoUsDCiUqGUk7Me/s845feMJksuAhCboCbwaRwxCck0K2GFkb4uRvq61C+W+63HCgiPxTcshm7rUr7DazRa8pq9KkLblH29W/zP7YCnsRS0NMbBKuV93qWiDWvP3U8tnNuWffPlgh0q5KNDhfcbZfXmz933365oXhOG1CtM93VemBrqUsbWHD2dlCfYeOEBP7YqRovSedlx9THOe31Z/02598qVnUnh/B6K2hXk7I6VHDrlydRFv9KgRiVaNqj51u11dXVTr7tISHx1dnar21GePovi7I6V6OvrUapZj9THTYyNUrfTamFMv6/p27X1a8/7pkmw3kar1VLC0Y6Tfyx94+M5/nW8f99+0wfna9vlePMZ/vR0nP/pHP/jYWg4NnnTngm0tbbiUdj/b5fyy+/fM4//uGQ91nlyEXj/ESEPQ6nWvl/K9k/CqdmxP6e2LX/tpIHIHhwL5MVj2ViOXPRh+no36lcsRvMaZd66va6uDhrtP+/bpNT7tx+/zNOoaDyWjUVfT5dy304j/u/HTYz+NbRJq2Vk1yb0aVXrtedd/q8hyf9FCzgVtuHoolFvfDyHkeEbb2vf+LH5ionRm8/up6fjbJvHgsdPX53pfhgeSb5/FfX/yJ/Hgkf/2u7R00hscudkz+lruF/w5sglH+ITk3gZG0+/2b+xZkKvd2YX2Y9DPguOTu3E0Rv3mPnnReqVKvDWTi+Anq7q1Xs36dV1/DvP+xHxMo6jUzuhr6dLlbGbSUhKGZqY419rsWq1MLxVBb5tUOq151156Pp7Z9Zqwck2F+4uHd74+P+v/frP7f/4yH0t57+lp+OcP5cJj5/HpN5+9CyafP/qLL/azvS17R4/i8baIgd7LwVw0CuYo9fvEZ+UTHR8EgNXHWVF/8Y45LNg+5hWAASHveCQV/C7X5DI0hyscnBwSFWO+z5l9uFA6jha0rSE1Vu319VR8c9lygnJr64F3nUtlIiYRA4OqYK+rg415p5LfTyHwb9OzmhhaP3CfFPt9cuf/j0J1n/RAsXzmrBv0JtPIr92vH/d/q/3rrHBm08ipafjbGNuROiLVyO0Hr94vbOcut3fHebU7aISsP67+P/3bONzjgSQ9+8h2TuuPmZ665STb63K5OXHA3JC+33I5GDv4VHYU3IYG9G9TRNGft+Naz5+FC9SiKAHjwl+8BiNRsOOA6++fBa2teb6HX8A3I6dS73/RXQMVrks0NfX4+zlGwQ/SDtUCqBx7cr8tsud6JiUM+MPn4QTFvGcGhXL4Hb8LPEJiTyLfMGRM5femrmYXUGePovE89otIGXoto9f0H++1uJFChHy8AkBISlnlbfsPUKdKv99Bqpb68Z47l6T5r//L5oBKpV2IiDkAfcehpKYmMT2A8dp2SDtkPOWDWuyZW/KzL2Xve+QI4cRNlYphXNYRMrZygePw/jr0Cm6tGhI6WJFCDmziztH/+DO0T+wtbbi3J+rpGjOph5HRJHDyICujaswvEsjrvs9oFhBa4IfRxD8OAKNRsOfJ1/NLlvYOjfeASn/7vef9069/0VMHFYWZujr6XLOO4CQ0LST6gA0rOTE74cupA5DfvQ0kvDnL6le2oED57yJT0zi2YsYjl66/dbMRQvk5WlUNBd9Ut6rSclqbgennYDr/xUraM29J88IeJgyC+7Wo5eoXfbt8x/8o0ujKpxZOT7Nf/9fNANULF6IgEfh3HvyjMSkZHaevJI6ZP3fWtQow7ZjKb+brviGkMPIgHy5czL1+zbc3jId701TWTepN3XLF5OiWbxR6PMYjA306FyzGENblOdGcDhFbSwICX9BSPgLNBotuz39U7cvmMecm/dSTrK6e736nHsRl0geM2P09XQ57/uIkKdvnjW2QZmCbDl9h+j4lBNij59HE/4ilurFbHC/Gkx8YjLPo+M57v32L+OONhY8fRnHJf+Uz/WkZDV33jAB1/8ramPB/acvCXyScrJpxzlfahT/7yV1OtUsxsnpXdL89/9FM0AF+7wEPoni/tOXJCar2eXpnzpk/d+albdjx7mUEThegWHkMNQnn4UJLp2rc2NBL67O68magU2oXcKWFf1TRpiFv0iZaEir1TJv72W+bVDyP7OLrCv0RQLG+jp0rGDDoLqF8X70EkerHIQ8i+Peszg0Gi17rj9J3b6gpRG3HqeM4Drk82oW95fxyeQxNUBfVwfPoOfcex73xuPVK5qLrZcfE5OQckLscVQ8T6MTqWpnwaHb4cQnqXkem8TJuxFvzeyQJwcRMUlc/nsIdJJag+8bJuD6f45WObj/PI6gvyfb2ukVSg17i//cr0OFfBwdVi3Nf/9fNAOUL2BG0NNYHjyPIzFZw1/Xn9D0DUPOm5aw4s+rKd8Vrt1/QQ4DXaz/LrCf/t2pfxgZz/6bYbQrn9IxtzY3xDM4EoDT/s9SO+fi3aTj/B5u3Q3C+ZdVqFQqDAz0WOgyAiNDAxa5jqDtD+OxymVJlbJORESmfCh/16klnQdPpm7XQTT/1zXIXVs1ptMgZ2p1HkBZJ0dKOBR+4/Ea16qCb+A9Gnw9BACTHMas+3kilUoXp03j2lTv0A/7gvmpU6XsWzMbGOizeeFUxsxcwovoGJKT1Qzu1ZGSRe3f+VqNDA1Y9dM4eoycljo52P93vj+Wnp4uv0waQut+40hWq+nVvnlqrjVb9wLQr1sbvqpbjUOnPCnVrAc5jIxY+ff12QBfD5/Ks8gX6OvrMs95KJY5zT5pRpH53Qp6hOuaPeioVCn/ToZ2wchAn/nDutDReQVWFqZUcrLjWVTKB+S3LWrQzXUNDYfO46tqrzpPXRpWpqvrauoNnksZB1uc3jKRVaPKJbh7/wlNhs8HwMTYkNXjv6FisUK0qlWW2gN+xj5/Hmq9o6A10NfjN5c+jF/2Jy9i40hWaxjYvj4l7Gzeug+AkYE+y8Z8zbcz1qVODtanZa137pNeerq6zBnUkfYTl5OsVtOzWfXUXL+6nQHg+1a1aVq1JIcv3qLct9PIYWjAsjE9/vO59525zrjlO3kaFU2XyauoUKwgO2YM+KT5Rebh8yCCadvOp3zm6ukyp1cdjAz0mNurLl3nuZHH3JhKRayJeBkPwDf1SvDNInea/fgnTcu9+lztVKMoPRe603jqTkoXyk3x/G+eh6RB6YLcffScFjN2AWBiqM/y/o0ob5+XlpXsaeC6A7u85tR8R0FroKfLusHNmLT5DC/jEklWa+jftCxOtu8+cWtkoMfivg34ftnh1MnBev9f5/tj6enqMLNHbTr/sg+1Wkv3Ok6puTYcTzm53rthKZqUK8TRGyFUGbsZY0O91Ouz32XXBX/WHUuZo6RlpSKyHnY2dyc0munu/qhUYKCrw6y2xTHS12V2Wye+Xn+NPKb6VCiYk+cxKSepelTJT+/fbtDS/xKNnV4VhO3L56P3xut8tfQipWzMKJY37QgJgPrFcuMfHkPrFZcBMDHQZUnXUpQrYE7zklY0WXIRu1zGVLd/+xxEBno6rO5RBpd9d3kZn0yyRku/WgUpbv0f85/o67KgU0l+2OKdOjnY/3e+P5aerg7TWxej27prqDVaulW2Sc31m2fKajK9qhWgUfHcHPN9So255zDW10m9Phug7+YbPI9NQl9Hhxmti2NhrA/A3A4lcNl3F41Gi7G+Dj+3l/fu+1Bp/2tsbjZUvVo1nArmYcX0Me+9z96jZ3A7fpbVM8d/xmTiY8QnJJKrwlds2rSJnj17Kh1HfGKXL1+mSpUqnF4xjrLvmLX639zO3mD/uRusGCv/HjKyxTuO8cu2E0RGybrsWVHv3r25c/4IbpPavvc+B64EceBqEEv7NfyMycTHqjjuD3r1G8yMGTOUjiI+sejoaMzMzFjerRTtyr3/ygjut8I55BPOws4yOiGjOnL7Kd/+dp3Hjx+TL5+sevFvMlRbCCGEEEIIIYR4Bxmq/Ym0aVybNo1rK3LsrkNd0lwvPWP0D++cdVsIAa1qlaVVrbdf8vA59Zi6lpDQ16+7mtq3DY0rv33WbSFEihaV7GlR6d2XHn0u3y4+SEj469dLu3ap/s5Zt4UQKZqXsqJ5qbdPGPY59dl0I8310pO/cnznrNtC/JsUzlnAtiXTlY4ghEinzVP7Kh1BCPEBNg77SukIQogPsO4bZU6Ui6xDCudsqtm3I5k5dgCVShf/oscMDY/AyDBlpr99a+eQN/fbJ2wQQkDLMYuZ/kM7Khb7Mt2sZy9i+O6nDYQ+i0KFiu9a1qR/u3pAyiRgv+47g46OChMjQxaN6IpT4XdPXCZEdtV21h6mdatBefs3r+f6Ofy005Pt53yJjEkgZFW/1Punbj3HyVspkwnFJSbz9EUcASu+/2K5hMisOq6+gmuLopQrkHb5xc95zCcvEzHST7midmufCuQxffOykuLLksJZfFHr5jh/0WJdCJE+KpUK1+9aUcmpMDFxCdQf8gv1KxaneKF8dG5Qie9bpVyScvDCTSat2s2umYMUTiyE+Eez8oX5vnFpqo3f8tr9U7vVTP3zmiPeeP+9fJcQImNa9vfs4CJjkcI5g4iJjeOb0dN5GBqGWq1hwsBv6NS8ATOX/8aBk+eJj0+gWoVSLJ06CpVKRbNvR1KhZDHOXLlBTGwca2dP5Jc1W7jpG0jH5vWZOvx7Qh6G0vaH8VQsVZxrPn6ULGrHmlkTMDZ6ffH0o2cvMWPpRuITEnEolJ9VP43H1MQY1/lrcDt+Dj09XRrVrMSscQMV+ukIkXHExCXw3cwNPAx/jlqtZWyPZnSsX5Gff3fH/cIt4hOSqFrSnkUjuqJSqWg5ZjHlixbkrHcAMXEJrBr/DfO3HuFW4CM61KuAy3etCAmNoOOkFVQoVojr/vcpYWfDyrE9MTZ8/Qzzscu3mbXJnfjEJIrkt2L5mB6YGhsy9de9HDjvjZ6uLg0qOfHTD+0++PVZmuWgklPKkj4mxoY4FrDiYXgkxQvlw9zEOHW76LgEVKg++DhCfGkxCUn0W36ER8+iUWs0jGpTmfbVHPllz2UOXUtZr7mKYz7m9a6HSqWi7aw9lLOz4vzdR8TEJ7H8h0YsdLuKz4NntKvqwKSO1bgX/oKu8/ZT3t6KGyFPcbLNxdJ+DTE2eP3r1Ymb95mz+xLxSWrs85qzuG9DTI30mb7jAge9gtHTUVG/dEGm/avA/RCVHf97Btzdnn6MaydzoIjMKTZRzYAt3jyKSkCt1TKioT1ty1oz/1ggR24/JT5ZQ+VCOZnT3gmVSkXH1Vcoa2vOhaDnxCSqWdKlFEtOBnM7NJo2Za0Z39SB+8/j+Hr9NcrZmuP96AVO1qYs7FwSY33d14598m4E844GEp+swT53DhZ0KoGJoR4zD/pz6HY4ejo61C2aiyktiir00xGfmxTOGcSRs5fIZ5WLXStmAhD1MmVt2QFft2PSoF4A9Js4mwMnz9OyQcoHq56eLme2r2DZpj/pPHgyZ3euxNLcjFLNejD0204A3A26z6qfxlGtfCmGTl3A2m17Gfpt59TjPn0exewVv7P/17mY5DBm7uotLN64gwFft2PP0dNc278RlUpF5Iu0i8F7eHoxbvbyNPebmeTg6O+L3vg6BzjPQUdHRZvGdZg0qBcqlXzxFpnLsSt3sM5lzvbp/QGIikmZaKRfm7qM79kcgAFzfufghZs0r1EGAF1dHU4uHcOK3Sfp7roaj2VjsTDLQflvf2Rwx5S1Uv0ehLF8TA+qlrRnxKJtrHM7m/oYQERUNHO3HGLP7MGYGBsy74/DLPvzOP3a1GXf2Rtc/tU55b0aHZsm86lrd5m0cnea+01zGHJw/oi3vtb7Yc+4GfiIyk6v1sZds/cUS/88QWJSMnt/HpLOn54QyjnhfR/rnDnYMrIFAC9iEwD4vlFpxrStDMDgNcc4fC2EZhXsANDTVXFkSidWHb5Bz0XuHJ3aCYschlQZt4UBzcoB4B8ayeK+DajimI8xGzzYeOJW6mMAES/jmLf3MjvHtcbEUJ+FbldZeeg63zcqzf4rgZyf1R2VSkVUTEKazGduP2TylrNp7jc11sdtUvt0/wzuP31JSPhL6pS0Tfe+QmQEJ+9GkNfckN96lwfgRXwyAN/VKMioRkUAGL79FkfuPKVpiZRJyHR1VLgPqcras/fo/dt1Dg6pSk5jPWr+cp5+tVIugwoIj2VBx5JULpyT8bvvsMnzIT/UfnWJVERMIgtPBLGtb0VyGOiy5GQwq87c47saBTlwK5zTo6qnvI/jktJkPhvwjCn7/dLcb2qoy1/9K7/xdY7c6YOOSkXzUlaMamQv35czCCmcM4hSRe2ZOGclrvPX0KxuNWpVTpnA4NSla8xfu5W4+ASeRb2geJFCqYXzP/8vVdSeko522FilzApYpGB+HjwOx8LclII2ealWvhQAXVs1ZMnGna8Vzhev++AbGELDHsMASEpKpmr5kpibmmBkaMAg13k0q1uVFvVqpMlcr1oFPHevee/XuG7OJGytrXgZE0vPkT+yec9herZr9gE/LSGUU9LOBudVu5n6616aVi1FzTIOAJy54c/CbUeJS0jk+ctYihWyTi2cW/z9/5J2+XEqbEO+3DkBsLfJw4Pw5+Q0MaZgXkuqlkyZJbhzg0os33XytcL50u1gfO89odnIhQAkJidTpYQ95iZGGBnoMXTBHzStWoqvqpVKk7lu+WKcWZm+NeZj4xP5dvp6pvVt81qnuV+buvRrU5edJ66wcPtRlo3uka7nFUIpJQrkYsrWc0zfcYHGZQtRo3h+AM7eecSSA17EJSbzPDqBYjaWqYXzP/8vWSAXTra5yGdhAoBdXnMeRkSTM4cBBXKbUuXvTm+HGkVZdejGa4XzlYAn+D2KpOWMlJNXSWoNlR2sMTM2wEhfj5HrT9K4bGGaln91guoftUvYcnJ6l0/2M9jt6U/rykXQ1ZHVSEXmVNzalGkH/Jh50J9GxXNTzT5lrpzzgc9Z5hFCXJKayLhkHPOapBbOTUvkAcApnynFrE2xNk8ZeVk4lzGPouLJaayHrYURlQunfDa3L2/N6jP3Xyucr957gV9YLG1WXgZS3seVCuXEzFAXIz0dxuy6Q6PiuWnslCdN5loOuTg6rNp7v8alXUthk9OI6IRk+m+5yY6roXSpJPOJZARSOGcQRe0KcnbHSg6d8mTqol9pUKMSo77vxogfF3Fm+woK2ORl1opNxCckpu5jYKAPgI6OTuqf/7mdrFa/13G1Wi0Na1Zi4y8uaR47tW05J85fZdchD1Zt+Qv39fNfezy9HWdba6vUx7u1asTFGz5SOItMx7FAXjyWjeXIRR+mr3ejfsViDO/SmFGLt3Ny6RgK5LVkzu8HSUh8ddbZQD/lV62OjgrDfw3h1NFRkazWvNdxtVotDSoWZ92k3mkeO754NB7X7rLbw4vVe07hNnfoa4+nt+Os0WjoO2sjLWqWoUO9im/M06lBJUYt2S6Fs8g0HPJZcHRqJ47euMfMPy9Sr1QBhjQvz7jfTnFkSidsc5syb89lEpJefX4a6qUM1dRRqTDQezVsU0elQq153/cu1CtVgNUDm6R57JBrR075PGDPxQB+PebN7vFtX3v8U3ecd3v68/M3ddK9nxAZhYNVDg4Oqcpx36fMPhxIHUdLBtUtzIQ9d3AfXBVbCyMWHAsiIfnV+9NQL+VEkY5KhaHuq86tjgrUGu17HVeLlrqOuVjRvXSax/YPrsIZ/2fs8w5j/fkH7Oj3+udmejvONjmN/n5cjw7lrbly74UUzhmEFM4ZxKOwp+TKaU73Nk3IaW7Khp0HUovk3JY5iYmN46/DHrRulL61ou8/DsPz2i2qlS/FNrfj1K78+lT8VcuVZOT0xQSEPMShsC2xcfE8fBKOjVUeYuPj+apedWpULE3pZj3TPHd6Os7JyWoiX0aTxzInyclqDpw8T92q5dP1WoTICB5HRGFploOujauQ09SY39zPE/93kZw7pwkxcQnsOXONVjXTt+zF/bDnXPQJompJe3acuJLayf5HlRJ2jFm6k4CH4TjYWhEbn8ijp5Hky52TuPhEmlYtRbVSRSj/7Y9pnju9Heexy3aSN5c5Y7o3fe3+gIdhONimzBB88MJN7G3SnlkXIqMKfR6DhYkhnWsWI2cOA373uJ1aJOcyMyImIYl9lwNpUTF960M/iIjmkn8oVRzzseu8HzWKv/4Ft5KDNeM3nSbwSRRFrHMSm5DE4+cxWFuYEJeYRJNyhalWNB9Vxm1J89yfsuPs//g5UTEJVHG0/iTPJ4QSQl8kYGGsR8cKNpgb6bPl8sPUIjmXiT6xiWr23wzjq3SuFf0wMp7LIVFULpyT3deeUN3e4rXHKxXMyaQ9vgQ9jcU+Tw5iE9U8jkogn7kBcUkaGjnloYqdBTXmnkvz3OnpOCerNUTFJ5PbxIBktYbDt59Sy0FWoMkopHDOIG7dDcL5l1WoVCoMDPRY6DICC3NTendqQZW231PYNh8VSzul+3mLFynEb7sPMmzaAhwLF6Bv19dnwLXKZcHqmeP4duwMEv/+8u867DtMTXLQZchkEhKS0Gq1Hz0xWEJiIm36jSM5WY1araZBjUr06dzyo55TCCXcCnqE65o96KhU6OvrMm9oFyxMc/Bt8xrU6D+bQta5qPABS0cVK2jN74c8Gbl4Gw62eenTqtZrj+exMGP5mB58P2sjiUkp13RN7t0SU2NDuk9dQ0JiMlqt9qMmBgPwCXrE2n1nKGlnQ+0BPwPg2qcVTauWYvWe05z08kVfVxcLM2NWjk17Qk2IjMrnQQTTtp1P+ZzV02VOrzrkNDGkZ70S1J28jUJ5zChvn74v2wBFbSz44/Qdxm48RRHrnHzb4PXLJfKYG7OkbwP6rzxC4t+F+sSOVTEx0qfXooMkJCWjBaZ1S3tJVHpN23aePy/4EZeYTNmRv/Ftg1KMblMJgF0X/GlXzVGulRSZ2p3QaKa7+6NSgYGuDrPaFiensT49qtjSaKEnBSyNPmg2akerHGy78ogJf92hSJ4cfFPt9XkAcpsasLBzSQZtvUmiOqVLPa5JEUwNdflu0w0SkjVotdqPnhgsUa3l63XXSNZoUWu01HG0pEcVmZMgo1Bptdr3G6OQjVSvVg2ngnlYMX2M0lE+SsjDUDoOnMTlveuUjpIhxCckkqvCV2zatImePeULf1Zz+fJlqlSpwukV4yjrUEDpOOkSEhpBV5fVXFgzUekoGdLiHcf4ZdsJIqOilI4iPoPevXtz5/wR3Ca1/e+NM5h74S/osfAAp3/qpnSUDKniuD/o1W8wM2bMUDqK+MSio6MxMzNjebdStCv337O5Z2T3n8fRa+N1ToyornSUDOHI7ad8+9t1Hj9+TL58mfvv9lOT2SGEEEIIIYQQQoh3kMI5Cytsm0+6zUJkAoXz5ZZusxCZUCErc+k2C5HJFbQ0lm6zeC9yjXMmZVWpBeFXDnzRY/oF32fg5F+IfPESHR0dJgzoSYev6qfZ7kV0DN+Pn8W9R09Qq9UM/64L37T/CoDlm3axbocbKpWKkkXtWPXTeIwMDb7o6xDiS8rfZgyP9v7yRY8Zn5hEi9GLSUhKIlmtoW2d8kzq1SLNduvczrJm7yl0dFTkyWnGstFfUyCvJYGPwun146uTbsGhT5nUqwWDOrxaHmvxjmO4rNlD4I6Z5M5p+kVelxBfUuH+awhZ1e+LHjM+MZm2s/eQkKQmWa2hdZUijG9f9Y3bnr39EOctZ0lWa8hlZsTeie3euf+c3ZfY5HGb3GYpM/Y6d6pGk3Jpl8ASIitxnHIS/2n1v+gx45PUdFx9lYRkDckaLS1L52VskyJptouMS2LUztvcexaHgZ4O8zuWwClfyufp2rP32XzpISpSluBa0KkERvq6aZ5DfFlSOIv3Zqivz7IfR1O8SCGePH1GzU79aVSrMjnNXv/SvHbbPko4FGbHshk8fR5Fuea96NqyEc9fvGTZ739yZe96jAwN6DV6OjvdT8iSVEJ8Yob6euydMwRTY0OS1WqajVxIkyolqFLi9dmCnQrn4+iiUZgYG7LR/Rwua/aw3rk3RfJbpc7CrVZrcPrahVa1Xq1L+yDsOSeu+lIwr8z0KcSnZKivy5/j2mBqpE+yWkOrn3bTqEwhKju+fp1hVEwCY387xfYxrSiQ24zwF7Hvtf+AZmUZ3Lz8l35ZQmQrhno6bO9bARNDPZLVGtqtukLD4rmpVCjna9stPhFMmfxmrPumLAHhsUzcc4ftfSsS/jKBX8/d58SIahjp6zLgD2/23giTJakyABmqnQFMnreaVX/sSb09ddGvLNv0J9ExcbT4bjQ1Ov5Albbfs+9Y2rUcT128RoeBk1Jv/zDpZ3Yf8gDg6q27NO01ghodf6BNv3E8Do/4qJyFbPNRvEjKbMHWeXKRxzIn4RGRabbTarVERceg1WqJjonFMqcZenq6aLRaEpOSiY2LJzlZTXRsHNZ5cn1UJiG+JNe1e1iz93Tq7enr3Vix+yTRcQm0HreUOoPmUOOHWew/dyPNvqev+9HFZVXq7YFzf+evU14AeN29R4vRi6gzaA7tJy4nNOLjJsFSqVSYGhsCkJikJjFZjYq0M+nWLOOAyd/blS9akIfhz9Nsc9LLF3ubPBSyfvVenbhyFz/2bSuz84pM48ft51l37Gbq7Zl/erLq8A2i45Po8PNeGk7ZQd3J23C/GpRm37O3H/L1glcjvIasOc7eSwEAXA8Op82sv2g4ZQedf3EjNDLmo3KqVCpMjfQBSExWk6jWvPF99ucFP1pWKkKB3GYAWJnnSNf+QmRGM9z92XD+Qertnw8HsPbsPWISkumy9ipNl1yk4cILHPQJT7PvucDn9NpwLfX2iB0+uHk/AeDGwxd0WH2Fpksu0n2dF09eJHxUTpVKhYlhSm8yUa0lUa19wycw+IXFUPPvpaYcrHJw/3k84S8T0GghUa0hLklDslpDbIKavGYyOjMjkI5zBtCpeQPGzV5G/+4pM4ruOXKa/et+wcjQgK1LfsTc1ISnz6No+PVQWjWs+V4fgklJyYyasZjtS6eTN7cl2/cfY+rCX1n107jXttu67ygL1m1Ls38x+4Jsmu/61ue/7H0HtVpDkUL50zz2Q/e2dB48mSL1OhMdE8vmhVPR0dHBxio3I77rglPj7hga6NOsbjWa1K7yn69FiIyiY/2KTFyxi35t6gCw98x19s4ZgpGBHpunfI+5iTERUdE0GbGAFjXKvN97NVnN2GU7+WNqP6wszdh54grTN7ixbHSP17bbfuwSi3ccT7O/Y8G8bHD+Ls39arWGeoPnEvgonD6talO5hN07c2w+5EmzaqXS3L/L4yqdGlRKvX3gvDf581hQxkGWxxCZR7tqjkzecpY+jUoD4HY5kF3j2mCkr8vGYV9hZmxAxMs4WszYzVcV7N77vTth02l+G/4VVuY52HXBj5l/XmTx9w1e227nubssdb+WZn9HGwvWDmqa5n61RkOjKTsJCoviuwalqOSQdt3lgNBIktQa2s7aQ3R8In0bl6F7Haf/3P/XozfZftaXMoWtmN69JpamRv/5OoXIKNqWs2aK211610hZOWP/zTC2962IoZ4Ov/Ysi5mRHhExibRdcZlmJfK83/tYrcF5jy/re5Ujj6kBu6+FMvtwAAs6lXxtu11eoSw/HZJmf4c8OVj1dZk096s1WpotvUhwRBy9qtlS8f+6zQClbMxwvxlGNTsLvO5H8SAynscvEihra87AOoWo+vNZDPR0aFQ8N/WL5X7fH5P4jKRwzgDKlyxK+LNIHoU9Jezpc6xyWZA/bx6SkpKZsnAtZy97o1KpeBAaxpOnz8ln9d9d2rvB97ntH0zrvimFskajeeN+3Vo3plvrxunKGxbxnL4TZrFi+lh0dNIOWjh65hLlSjjivn4evoH36DhoElf2ricuPgG342e5dXgz5qY56DLElb1Hz9Cmce10HV8IpZRzLEh4ZDSPI6IIe/4CKwtTbHLnJClZzY/r3TjnHYCOSsXD8EjCnr/EOtd/ryXpd/8Jd0Ie037iciDlS++b9uvSqApdGr3/iSZdXR3OrBxPZHQsvaav43bwY0rYvXmY1y6Pq1y8HczB+cNfuz8xKZkD528ypU9rAGLjE/lly2F2zx70pqcRIsMqW9iKpy/iCH0eQ9iLWPKYG5PP0oSkZDUzdnpywfcRKpWKR8+iCYuKw9oix38+p39oJHcePqPzXDcANFot1jnT7tepZjE61Sz23ll1dXQ4Ob0LUTEJ9Fl2iDsPn+Fk+/rnd7JGy43gcP4c34aEJDUtZ+ymiqM1jjaWb92/d8NSjG5bCRUq5vx1Cdet51jSt+F75xJCaWXym/E0OpHQFwmERyeSx9SAfOaGJKk1zDoUgGdwJCoVPIpKeTyvmeF/PmdAeCy+YTF0W5cyAkyj0b5xvw4V8tGhwvsvzaSro+LosGpExSXRb7M3vk+iKW79+qWNQ+oXxmXfXZos9qSUjRnlbM3Q1VERGZfEIZ+nXBhbE1MjPfpsuoH7rXCal0r/OvPi05LCOYNo17Qufx06RWh4BJ1apJyt3up2lKfPoji7YyX6+nqUataDhMTE1/bT09VFo9Gk3v7nca1WSwlHO07+sfSdx01vxzk2Lp7Ogyczvn9PalQs/cbn/G33Qcb07Y5KpcLJoTC5LXISdP8Rt/2DKWxrg1UuCwBaNqyB57VbUjiLTKVtnfLsOXWN0GdRdKhfEYDtxy/zNCoaj2Vj0dfTpdy304hPTHptPz1dHTQaberthKRkALSAU2Ebji4a9c7jprfj/A8L0xzUKVeUI5d83lg4X7gVyE8bD7B/7lCMDPRfe+zIJR/KORYgr2VKIR/0+CkhoRHUHvAzAA/DI6k7aC7Hl4x+r5MEQiipdWUH9l4O4ElkLO2rOQKw87wfES/jODq1E/p6ulQZuzn1vfkPXV0dNNpX793EZDUAWi042ebC3aXDO4+b3o7zP3KaGFLLyZZjN+6lKZzzW5qQ27QQJob6mBjqU9MpP7fuP8PRxvKt++f9V1Hfq35Jus5ze2duITKiVqXz4uYdRtjLBNqWTRlNsetaKBExiRwcUgV9XR1qzD1HQrLmtf10dVT86yM49XEtUDyvCfsGvfvEdHo7zv/IaaxPLQdLjvtGpCmcTQ31UjvbWq2Wmr+cp5ClMSf9IiiYy4jcpinDs5uWyMPle5FSOGcAUjhnEJ2bN2DwlHlEPH/B0d8XASmzU1vlskBfX4+zl28Q/CA0zX6F8ltzN+g+iYlJxMTFc+byDdo1qUsxu4I8fRaJ57VbVCtfiqSkZPyC71Oy6OuTA6Wn46xWq/l2zAxaN6pF9zZN3rpdQZu8eFy8Rq3KZXn4JJz7j8MoYJOXlzFxXL5xm7j4BIwMDfC44EWTOm+eLVSIjKpj/YoMW/gHEVExHJo/AoAXMXFYWZihr6fLOe8AQkKfpdmvYN5c3L3/hMSkZGLiEznnHUCb2uUoWiAvT6OiuegTRNWS9iQlq/F/EJamyE1Px/lp5Ev09HSxMM1BXEIixy/fYXiXRmm287v/hIFzN/PHtL7ky512GNnOE68P0y5ln5+AHTNTb5f5Zionl46RWbVFptC+uiOj1p8k4mU8bs7tAHgRl0geM2P09XQ57/uIkKcv0uxXMLcZ/o+fk5isJjYhmfO+j2lVuQiONhY8fRnHJf9QqjjmIylZTcCTqDRFbno6zk9fxKGvq0NOE0PiEpM5cfM+Q1uUT7Nd84r2TPz9NMlqDUlqDVcCntC3cel37h8aGUM+CxMA3K4E4mQrQz9F5tO2nDVjdt3heUwifw2oDMDL+GTymBqgr6uDZ9Bz7j2PS7NfAQsj/MNjSEzWEJukxjM4kpalrXDIk4OImCQuh0RRuXBOktQaAp/Gpily09NxjohORE9XRU5jfeKS1Jy8+4xBddPOYB8Vl4Sxvi4Gejpsu/KYKoVzYmakh21OI7zuvyAuSY2Rng5nA57LUO0MQgrnDKJkUXuiY+IolN+avLlTzhh3bdWYToOcqdV5AGWdHCnhkPZNV8AmL+2b1qVq+74UL1KIciWKAmBgoM/mhVMZM3MJL6JjSE5WM7hXxzSFc3ocOn0Rd48L3Hv0hB0HTgCweuZ4ypVwZM3WvQD069aGCQO/4YeJP1O1XV80Gg2/TByCmUkOqpYrQdsmdanZqT86KhWVyjjRo83bz7YLkRGVsLMhOjaBgnlzYWWZMjFPl4aV6eq6mnqD51LGwRanQmk/XAvktaRtnfLU7D+b4oXyUdYx5RotA309fnPpw/hlf/IiNo5ktYaB7eu/dVj1+wh99oIBc39Hq9WiVmtpX688X1VPGSHyq9sZAL5vVZsf17sRFRNL31m/pWbc+uMPQMqw7BNX77BwRNcPziFERuJkm4vo+CQK5jFLnUyrU42i9FzoTuOpOyldKDfF86edKd42tymtKztQb/J2iuW3pEzhPAAY6OmybnAzJm0+w8u4RJLVGvo3LZumcE6PJ1GxDFlzPOW9q9HQtqojTcvbAbDh+C0AejcsRbH8ljQoXZB6LtvRUUGPuiUoUSA3t+5HvHX/H7dd4Ob9p6iAgnnM+KV3vQ/OKYRSilubEpOQjK2lMXn+7si2L5+P3huv89XSi5SyMaNYXpM0+9laGNGyTF4aLfakqJUJpW1SCmMDPR1W9yiDy767vIxPJlmjpV+tgmkK5/R48jKB4Tt80GpBrdXSukxempRI+b3xm2fK5Ga9qhXALyyW4TtuoaOjolheE+Z1LAFAxUI5aVEqL82WXERHpaJ8QXM6V3z/YeLi81Fptf8afyQAqF6tGk4F87Bi+hilo4hPKD4hkVwVvmLTpk307NlT6TjiE7t8+TJVqlTh9IpxlHUooHQc8Qkt3nGMX7adIDLq42YbFxlT7969uXP+CG6T2iodRXxiFcf9Qa9+g5kxY4bSUcQnFh0djZmZGcu7laJdOSnqspIjt5/y7W/Xefz4Mfnyyd/tv8lyVG9gaGhIbFzaYR4ic4v5++/U0PC/J4sQmc8/f6+x8Yn/saXIbGLjEzE0lKU4sipDQ0NiE5P/e0OR6cTGJ8lnbhalr58yJ0ZsouY/thSZTWxSyjwO8t5NSwrnN3BwdOTMFW8ehKZdB05kXtvdjgHg4OCgcBLxORQpUgSAHccvIwNpso6XsfEcuHATBwdHpaOIz8TBwQG/R8+5HiyfuVnJyZv3iXgRI5+5WZShoSEFbfPjdjOcxGQpnrMKtUbL3hthWFrkxNIy7aUr2Z0M1X6D4OBg6tevh65WzfedW2KR00zpSOIjqNUabvsHs2LzbgYPHsySJUvea20/kfksWbKEYcOG0alBJaqXKoKBvq7SkcRHiIlLYOdJL/weRnD4yBGqVaumdCTxGURGRtKsaRPu3r7FgKZlyGtuDPIrOtPSauFhRDTLD92gYaPG7Nq9WzpXWZSbmxsdO3Sgmp05TZ1yY6Qv/bjMLCFJw4m7zzjp/4ytW7fRqVMnpSNlOFI4v0VwcDBfd++O982bREdHKx1HfKQCtrZ0696dOXPmSNGcxS1btoz5834hOOTea0u1iczHyMgQRwcH1v66TormLC4yMpIeX3fnwoULPHseqXQc8ZHyWuWhcePGrFu/QYrmLM7NzY0xo0YSGBxMUpJccpGZ6enpUsTOjp9mzZai+S2kcM4GLl26RNWqVTl79iw1a9Z87/26d+9OUFAQFy5c+IzphBBv8+23/2vvTmPj3O77jv+G+yIuohZqF6XLS0nUpTaK+3Km6eLAdmrXhvuiLlygTdzaQHqLFilQoG8MJE2BIGnd1DUKpEua2qib1rBstE7SJp3DXSRFUaKkK15aEiVqpSRS3MR9pi/kka+v750rkjNznnnm+wH8woA5z888Os//+XPOf+bvaGRkRENDQ2/8M8+ePdOuXbv4EDzAkRcvXqisrEx/8Ad/oL/7d//uG//cN77xDX3zm9/Us2fPlJHBO3dAsv32b/+2fvu3f1tTU1PKynqzLx6KRCIqLy/XV7/6VT4ELw1wZ04D1lrl5+fr/PnzG/o5Y4wGBwd5xx1wxForYzb2lTE7d+7UyZMnZa1NUCoAsXR1dSkSiWx47xpjND09rZGRkQQlAxCLtVYtLS1v3DRLUiAQUHt7OzU3TdA4p4FQKKTm5mbl5GzsU2mNMVpfX1dPT0+CkgH4OOPj47p79+6GH76lV3uXIg64Ya3V/v37X39g4ZtqaGhQTk4OexdwYHV1Vd3d3Zuuuf39/Xr58mUCksFLaJx9bn19XZ2dnQoGgxv+2ePHj2v37t0KhUJxzwUgNmvt679kb1QwGNTY2JgePnyYgGQAYgmFQgoGgxv+PI38/Hw1NjZScwEHhoaGND8/v6nn5WAwqJWVFUYb0wCNs89duXJFs7Ozm/oLWiAQ4J0rwBFrrWpqalRWVrbhn4022+xdILlmZ2c1NDS0qZorvXrnqqOjgw82BJLMWqvCwkLV1tZu+GdPnjypsrIyam4aoHH2OWut8vLyVF9fv6mfN8ZoYGCA4ydAkm1mvjmqvLxcx48fp4gDSdbd3a1wOLylxvn58+e6ceNGnJMBiMVaq+bmZmVnZ2/4ZzMyMphzThM0zj5nrVVjY+Omvw7CGKPV1VX19vbGORmAj3P//n3dvn170w/fEnPOgAvWWu3Zs0dvv/32pn6+qalJ2dnZ7F0gidbX19XV1bXlmtvX16elpaU4JoPX0Dj7WDgcVmdn55ZuBNXV1dqxYwdFHEii6H7bzHxzlDFGN2/e1JMnT+IVC8AniJ4U2eh8c1RBQYHq6uqouUASDQ8Pb3qsMcoYo+XlZfX398cxGbyGxtnHrl27pqmpqS3dCDh+AiSftVbV1dXatWvXpl8juu87OjriFQtADAsLCxocHNxSzZV+dlokEonEKRmAWKJjjXV1dZt+jVOnTqmkpITnZZ+jcfYxa61ycnLU2Ni4pdcxxujixYscPwGSZCvzzVH79u1TZWUlRRxIkp6eHq2trcWlcZ6cnNTo6GickgGIxVqrpqamTY81SlJmZqba2tqouT5H4+xj1lrV19crPz9/S68TPX5y8eLFOCUD8HEePXqk999/f8sP3xJzzkAyWWu1dNGpnAAATFtJREFUa9cunThxYkuv09zcrMzMTPYukATxGGuMMsaop6dHKysrcUgGL6Jx9qlIJKKOjo643AhqampUWlpKEQeSIHq0Ol5F/Nq1a3r27NmWXwtAbNZatbe3b3q+OaqoqEi1tbXUXCAJRkZGND09Hbeau7i4qMHBwTgkgxfROPvUe++9p6dPn8blRsDxEyB5rLWqqqrSnj17tvxa0f3f2dm55dcC8PEWFxfV398fl5orMecMJEt0rLGhoWHLr3X27FkVFRXxvOxjNM4+FQqFlJWVpebm5ri8njFGvb29Wl5ejsvrAfho8Zhvjjp06JAqKioo4kCC9fX1aWVlJa6N88OHD3Xr1q24vB6Aj2atVUNDw5bHGiUpKytLLS0t1Fwfo3H2KWut6urqVFhYGJfXCwaDWlxc1MDAQFxeD8Avmpyc1I0bNxQMBuP2msFgUKFQKG6vB+AXhUIhlZWV6Z133onL67W2tiojI4O9CyRQOByWtTbuNberq0urq6txe014B42zD0Uikbi+ayVJZ86cUXFxMX9FAxIonvPNUcYYXb16VdPT03F7TQA/LzrfnJERn8eqkpISnT17lpoLJNCNGzf0/PnzuNfchYUFDQ0Nxe014R00zj70/vvv68mTJ3G9EWRmZqq1tZUiDiSQtVZvvfWW9u/fH7fXNMYoEokw5wwkyNLSkvr6+uJacyXmnIFEs9YqOztbTU1NcXvN2tpaFRYW8rzsUzTOPmStVWZmplpaWuL6utGP2ef4CZAY8T4pIkkVFRU6ePAgRRxIkP7+fi0vLyekcZ6YmND4+HhcXxfAK9GxxoKCgri9ZnZ2tpqbm6m5PkXj7EPWWp07d05FRUVxfd3o8ZNLly7F9XUBSM+fP9fIyEjcH74DgQDf5wwkkLVWJSUlOnXqVFxft62tTYFAgL0LJEAixhqjjDHq6urS+vp63F8bbtE4+0wibwTnzp3j+AmQINGj1Ikq4pcvX9bMzEzcXxtId9ZatbW1KTMzM66vu337dp06dYqaCyTA6OioJicnE1ZzZ2dnNTw8HPfXhls0zj5z+/ZtPXjwICE3guzsbD5mH0gQa60OHz6sw4cPx/21jTEKh8Pq7u6O+2sD6WxlZUU9PT0JqbmSOC0CJEh0rDFeX9v6QXV1dcrLy2Pv+hCNs89YaxUIBNTa2pqQ148eP1lbW0vI6wPpKlEnRSSpsrJSe/fupYgDcTY4OKjFxcWENs537tzRxMREQl4fSFfWWtXW1sZ9rFGScnNz1dTURM31IRpnn7HW6syZMyotLU3I6xtjNDc3x/ETII5evHih4eHhhD18M+cMJIa1VkVFRTp79mxCXr+9vf31dQDERyLHGqOMMers7FQ4HE7YNZB8NM4+EwqFEnojqKurU35+PkUciKOuri5FIpGEF/HBwUHNz88n7BpAurHWqqWlRVlZWQl5/Z07d+rkyZPUXCCObt26pYcPHya85k5PT2tkZCRh10Dy0Tj7yPj4uO7du6dgMJiwa+Tk5HD8BIgza63279+vo0ePJuwaxhitr6+rp6cnYdcA0snq6qq6u7sT+vAtMecMxJu1VhkZGQkba5SkhoYG5eTksHd9hsbZR6LzzW1tbQm9TjAYVEdHBx+zD8RJKBRSMBhUIBBI2DWOHz+u3bt3KxQKJewaQDoZGhrS/Px8Qv9YLb2quWNjY3r48GFCrwOki1AopLNnz6qkpCRh18jPz1djYyM112donH3EWquamhqVlZUl9DrGGM3MzOjq1asJvQ6QDmZnZzU0NJTwd62Ycwbiy1qrwsJC1dbWJvQ6zDkD8ZOM+eYoY4w6OjqYc/YRGmcfSdaNoL6+Xrm5uRRxIA66u7sVDoeTVsQHBgb08uXLhF8L8DtrrZqbm5WdnZ3Q65SXl+v48ePUXCAOxsfHNTExkbSa+/z5c924cSPh10Jy0Dj7xP3793X79u2k3Ajy8vLU2NhIEQfiwFqrPXv26O233074tYwxWl1dVW9vb8KvBfjZ+vq6urq6klJzJeacgXhJ1lijJDU1NSk7O5u96yM0zj4R3ZTRI12JxvETID6iJ0USOd8cVV1drR07dlDEgS0aHh7W7OxsUhvnmzdv6smTJ0m5HuBX1lqdOnVK27dvT/i1CgoKVFdXR831ERpnn7DWqrq6Wrt27UrK9Ywxmpqa0vXr15NyPcCPFhYWNDg4mLSH74yMDLW3t1PEgS2y1iovL091dXVJuV70HtHR0ZGU6wF+layxxqjoaZFIJJK0ayJxaJx9Itk3gsbGRo6fAFvU09OjtbW1pBfxixcvamlpKWnXBPzGWqumpibl5uYm5Xr79u1TZWUlNRfYgomJCd25cyfpNXdyclKjo6NJuyYSh8bZBx49eqT3338/qTeCgoIC1dfXU8SBLbDWateuXTpx4kTSrmmM0fLysi5evJi0awJ+Eg6H1dnZmdSaKzHnDGxVsscaJam5uVmZmZnsXZ+gcfaB6NEtF0W8o6OD4yfAJllr1d7enpT55qiamhqVlpZSxIFNGhkZ0fT0tJOae+3aNT179iyp1wX8wlqrkydPaufOnUm7ZlFRkWpra6m5PkHj7AOhUEjHjh3Tnj17knrd6PGTmzdvJvW6gB8sLi6qv78/6Q/fmZmZamtro4gDm2StVU5OjhoaGpJ63ei9orOzM6nXBfwi2WONUcw5+weNsw+4uhE0NzcrKyuLB3BgE/r6+rSysqJgMJj0aweDQfX29mp5eTnp1wZSnbVWjY2Nys/PT+p1Dx06pCNHjlBzgU14+PChxsbGnNXchw8f6tatW0m/NuKLxjnFTU5O6r333nPSOG/btk3nz59XKBRK+rWBVBcKhVRWVqaTJ08m/drGGC0uLmpgYCDp1wZSWTgcdvbHaunV3qXmAhvnYr45qrW1VRkZGexdH6BxTnGu5pujOH4CbE50vjkjI/m34TNnzqi4uJh3roANunHjhp4/f+605l69elXT09NOrg+kKmutjh8/rvLy8qRfu7i4WGfPnqXm+gCNc4qz1uqtt97S/v37nVzfGKPHjx9rbGzMyfWBVLS0tKS+vj5nD9+ZmZlqbW2liAMbZK1Vdna2mpqanFzfGKNIJMKcM7BBLk+KSLzR5Bc0zinO9Y2gpaVFGRkZPIADG9Df36/l5WXnRbynp0erq6vOMgCpxlqruro6FRQUOLl+RUWFDh48SM0FNuDJkye6efOm85o7MTGh8fFxZxmwdTTOKez58+caGRlxeiMoLi7WuXPnKOLABlhrVVJSolOnTjnLYIzRwsKCLl265CwDkEoikYjzP1YHAgG+zxnYINdjjZLU1tamQCDA3k1xNM4pLHpUy+WNIHp9jp8Ab85aq7a2NmVmZjrLcO7cORUWFlLEgTc0OjqqyclJT9Tcy5cva2ZmxmkOIFVYa1VZWal9+/Y5y7B9+3adOnWKmpviaJxTmLVWhw8f1uHDh53mMMbo/v37unPnjtMcQCpYWVlRT0+P84fv7OxstbS0UMSBN2StVWZmppqbm53mMMYoHA6ru7vbaQ4gVbg+KRLFaZHUR+OcwrxyI+D4CfDmBgcHtbi46Im9a4xRV1eX1tbWXEcBPM9aq9raWhUVFTnNUVlZqb1791JzgTfw7NkzXbt2zTM1986dO5qYmHAdBZtE45yiXrx4oeHhYU/cCEpLS3X69GmKOPAGrLUqKirS2bNnXUeRMUZzc3MaHh52HQXwNC/MN0cx5wy8Oa+MNUo/+w5p9m7qonFOUZ2dnYpEIgoGg66jSOL4CfCmrLVqaWlRVlaW6yiqq6tTfn4+exf4BLdu3dLDhw898fAtvaq5g4ODmp+fdx0F8DRrrSoqKnTo0CHXUbRz506dPHmSmpvCaJxTlLVWBw4c0JEjR1xHkSQFg0GNj4/r7t27rqMAnrW6uqru7m7P/MErJydHzc3NFHHgE1hrlZGRodbWVtdRJL2quevr6+rp6XEdBfA0a61naq70au9Sc1MXjXOKih4ZCwQCrqNIejXnLHH8BIhlaGhI8/PznnnXSnr1zlVHR4fW19ddRwE8KxQK6ezZsyopKXEdRZJ07NgxlZeXKxQKuY4CeNb09LSuXLniuZo7Njamhw8fuo6CTaBxTkGzs7MaGhry1I1gx44dqqmpoXEGYrDWqrCwULW1ta6jvGaM0czMjK5eveo6CuBJXppvjgoEAmpvb6fmAjFExxq9tHeZc05tNM4pqLu7W+Fw2FM3Aok5Z+CTWGvV3Nys7Oxs11Feq6+vV25uLnsX+Bjj4+OamJjwZM0dGBjQy5cvXUcBPMlaq4MHD6qiosJ1lNfKy8t1/Phxam6KonFOQdZa7dmzR2+//bbrKD/HGKNbt27pwYMHrqMAnrO+vq6uri7PPXzn5eWpsbGRIg58DGutAoHA65EkrzDGaHV1Vb29va6jAJ7ktbHGKN5oSl00zinIqzcCjp8AH294eFizs7Oea5yln805h8Nh11EAz7HW6tSpU9q+fbvrKD+nurpaO3bsoOYCH2FmZkaXL1/2bM29efOmnjx54joKNojGOcUsLCxocHDQkzeC3bt368SJExRx4CNYa5WXl6e6ujrXUX6BMUZTU1O6fv266yiA53htvjkqIyODOWfgY3h1rFH62XdKd3R0OE6CjaJxTjE9PT1aW1vz5I1A4vgJ8HGstWpqalJubq7rKL+gsbFR2dnZ7F3gQyYmJnTnzh1P19yLFy9qaWnJdRTAU6y12rt3ryorK11H+QX79u1TZWUlNTcF0TinGGutdu3apRMnTriO8pGMMRodHdXjx49dRwE8IxwOq7Oz07MP3wUFBaqvr6eIAx8S3RPRUSSvMcZoeXlZFy9edB0F8BSvjjVG8UZTaqJxTjGhUMjzNwKJ4yfAB42MjGh6etqzjbP0sznnSCTiOgrgGdZanTx5Ujt37nQd5SPV1NSotLSUB3DgA+bn5z071hhljNG1a9f07Nkz11GwATTOKeTly5fq7+/39I1g7969evvttyniwAdYa5WTk6OGhgbXUT6WMUaTk5O6efOm6yiAZ3h1vjkqMzNTbW1t1FzgA3p6erS+vu7pvRvN1tnZ6TgJNoLGOYX09fVpdXXV0zcCSQoGgxRx4AOstWpsbFR+fr7rKB+rublZWVlZ7F3gpx4+fKixsTEFg0HXUWIKBoPq7e3V8vKy6yiAJ1hrtXv3bh0/ftx1lI916NAhHTlyhJqbYmicU4i1VmVlZTp58qTrKDEZY3T9+nU9ffrUdRTAuXA47Pl3rSRp27ZtOn/+vEKhkOsogCd4fb45yhijxcVFDQwMuI4CeILXxxqjjDHU3BRD45xCrLVqb29XRoa3l405Z+Bnbty4oefPn3u+cZZ+9mElzDkDr2ru8ePHVV5e7jpKTGfOnFFxcTHvXAF6NdY4MDCQMjX36tWrmp6edh0Fb8jbHRheW1paUl9fX0rcCA4cOKCjR49SxAG9evjOzs5WU1OT6yifyBijx48fa2xszHUUwLlUOCkivZpzbm1tpeYCknp7e1NirFF6VXMjkQhzzimExjlF9Pf3a3l5OSVuBBIfsw9EWWtVV1engoIC11E+UUtLizIyMti7SHtPnjzRzZs3U6rm9vT0aHV11XUUwClrrXbs2KHq6mrXUT5RRUWFDh48SM1NITTOKcJaq5KSEp06dcp1lDdijNHIyIimpqZcRwGciUQiKfOulSQVFxfr3LlzFHGkveioUarsXWOMFhYWdOnSJddRAKdSZaxRkgKBAG80pRjv/6uCpFc3gra2NmVmZrqO8kY4fgJIo6OjmpycTJmHb4k5Z0B6VXMrKyu1b98+11HeyLlz51RYWMgDONLa0tKSLl68mHI19/Lly5qZmXEdBW+AxjkFrKysqKenJ6VuBBUVFTp06BBFHGnNWqvMzEw1Nze7jvLGjDG6f/++7ty54zoK4EwqnRSRpOzsbLW0tFBzkdYuXryYUmON0quaGw6H1d3d7ToK3gCNcwoYHBzU4uJiSt0IJOacAWutamtrVVRU5DrKG2tra1MgEGDvIm09e/ZM165dS8ma29XVpbW1NddRACestSotLVVNTY3rKG+ssrJSe/fupeamCBrnFBAKhVRUVKSzZ8+6jrIhxhgNDw9z/ARpKdXmm6NKS0t1+vRpijjSVnTEKNX2rjFGc3NzGh4edh0FcCLVxhol5pxTDY1zCrDWqrW1VVlZWa6jbEgwGFQ4HFZXV5frKEDS3bp1Sw8fPlQwGHQdZcOCwSBFHGnLWqsjR47o0KFDrqNsSF1dnfLz89m7SEsrKyvq7e1N2Zo7ODio+fl511HwCWicPW51dVXd3d0p95dvSTp69Kj2799PEUdastYqIyNDra2trqNsmDFG4+Pjunv3rusoQNKl4kkRScrJyVFzczM1F2lpYGAgJccapVc1d319XT09Pa6j4BPQOHvc0NCQFhYWUvJGED1+EgqFXEcBki4UCuns2bMqLi52HWXD2traJIkHcKSd6elpXblyJSVrrvTqAbyjo0Pr6+uuowBJFQqFVFxcrDNnzriOsmHHjh1TeXk5z8spgMbZ46y1KiwsVG1tresom2KM0dDQkObm5lxHAZImVeebo3bs2KGamhoaZ6Sdzs5ORSKRlN27xhjNzMzo6tWrrqMASRUda0yl+eaoQCCg9vZ2am4KoHH2OGutmpublZ2d7TrKpkSPn/Ax+0gn4+PjmpiYSNmHb4lPxUd6stbq4MGDqqiocB1lU+rr65Wbm8veRVpZXV1Nua9t/TBjjAYGBvTy5UvXURADjbOHra+vq6urK6VvBFVVVSovL6eII61YaxUIBF4feU5FxhjdunVLDx48cB0FSJroSZFAIOA6yqbk5eWpsbGRmou0cunSpZQda4wyxmh1dVW9vb2uoyAGGmcPGx4e1uzsbErfCPiYfaQja61OnTql7du3u46yae3t7ZKYc0b6mJmZ0eXLl1O65ko/m3MOh8OuowBJER1rPHfunOsom1ZdXa0dO3ZQcz2OxtnDrLXKy8tTXV2d6yhbEj1+srCw4DoKkBSpPN8ctXv3bp04cYIijrTR3d2tcDic8nvXGKOpqSldv37ddRQgKay1amlpSdmxRknKyMhgzjkF0Dh7mLVWTU1Nys3NdR1lS4wxWltb4/gJ0sLExITu3LmT8g/fEnPOSC/WWu3du1eVlZWuo2xJY2OjsrOz2btIC2trayk/1hhljNHFixe1tLTkOgo+Bo2zR4XDYXV2dqbkF7l/WHV1tXbu3EkRR1qI/juPHnVOZcYYjY6O6vHjx66jAAmX6vPNUQUFBaqvr6fmIi0MDw9rbm7ON43z8vKyLl686DoKPgaNs0ddvXpV09PTvrgR8DH7SCfWWp08eVI7d+50HWXLovefjo4Ox0mAxJqfn9fg4KAvaq70sznnSCTiOgqQUNZa5efnp/xYoyTV1NSotLSU52UPo3H2KGutcnNz1dDQ4DpKXASDQV28eFGLi4uuowAJZa31xUkRSdq7d6+qqqoo4vC9np4era+v+2bvBoNBTU5O6ubNm66jAAkV/drWnJwc11G2LDMzkzeaPI7G2aOstWpoaFBeXp7rKHFhjNHKyor6+vpcRwES5uHDhxobG/PNu1bSq70bCoVcxwASKhQKqby8XMeOHXMdJS6am5uVlZXF3oWvra+vq6Ojw3c1t6enR8vLy66j4CPQOHtQOBz23Y3gnXfeUVlZGX9Fg6/5ab45yhijGzdu6OnTp66jAAljrVV7e3vKzzdHFRYW6vz589Rc+NrVq1c1MzPjq+dlY4yWlpY0MDDgOgo+Ao2zB924cUPPnz/31Y0gIyNDbW1tFHH4mrVWx48fV3l5uesoccOcM/zu5cuXGhgY8FXNlX72qfjMOcOvomON9fX1rqPEzZkzZ1RcXMzzskfROHuQtVbZ2dlqampyHSWujDHq6+vj+Al8yw/f3/xhBw4c0NGjRyni8K3e3l6trq76bu8aY/T48WONjY25jgIkhLVWjY2NvhlrlF7NObe2tlJzPYrG2YOstaqrq1NBQYHrKHEVPX7S39/vOgoQd0+ePNHNmzd99/At8X3O8DdrrXbs2KHq6mrXUeKqpaVFGRkZ7F34UvRrW/1ac7u7u7W6uuo6Cj6ExtljIpGIL9+1kqTTp0+rpKSEIg5fih5l9uPeNcZoZGREU1NTrqMAcRedb87I8NcjUXFxsc6dO0fNhS9dv37dd2ONUcYYvXz5UpcuXXIdBR/iryrhA6Ojo5qcnPTljYDjJ/Aza60qKyu1b98+11HizhijSCSizs5O11GAuFpaWtLFixd9WXMl5pzhX9GxxsbGRtdR4u7cuXMqLCzkedmDaJw9xlqrzMxMNTc3u46SENGP2ef4CfzGrydFJKmiokKHDh2iiMN3Ll68qOXlZd/uXWOM7t+/rzt37riOAsSVtVb19fW+G2uUpOzsbLW0tFBzPYjG2WNCoZDOnz+voqIi11ESInr8ZHBw0HUUIG6ePXuma9eu+fbhW2LOGf5krVVpaalqampcR0mItrY2BQIB9i58JRKJ+O5rWz/MGKOuri6tra25joIPoHH2ED/PN0edO3dO27Zto4jDV6JHmP28d40xGh4e1szMjOsoQNxYa9XW1qbMzEzXURKitLRUp0+fpubCV27evOnbscYoY4zm5uY0PDzsOgo+gMbZQ37yk5/o0aNHvr4RZGVlMecM37HW6siRIzp06JDrKAkTDAYVDofV1dXlOgoQF8vLy+rt7VUwGHQdJaGCwSA1F75irVVWVpZvxxolqa6uTvn5+exdj6Fx9hBrrTIyMtTa2uo6SkJx/AR+EwqFfP0HL0k6evSo9u/fr1Ao5DoKEBcDAwNaXFz0/d41xmh8fFx37951HQWIi+hY47Zt21xHSZicnBw1NzdTcz2GxtlDrLU6e/asiouLXUdJKGOM5ufnNTQ05DoKsGXT09O6evWq7x++A4EAc87wFWutiouLdebMGddREqqtrU2S2LvwhXQYa4wyxqizs1Pr6+uuo+CnaJw9Ip1uBOfPn1dBQQFFHL7Q2dmpSCSSFnvXGKOhoSHNzc25jgJsmbVWra2tvp1vjtqxY4dqamqoufCFsbExPX78OG1q7szMjK5eveo6Cn6KxtkjxsfHNTExkRY3guzsbDU3N1PE4QvWWh08eFAVFRWuoyScMUbr6+vq7u52HQXYktXVVfX09KRFzZX4VHz4R3SssaWlxXWUhKuvr1dubi5710NonD3CWqtAIPD6SJXfcfwEfhE9KRIIBFxHSbiqqiqVl5dTxJHyLl26pIWFhbRqnG/duqUHDx64jgJsibVW586d8/1YoyTl5eWpsbGRmushNM4eYa3VqVOntH37dtdRksIYo9nZWV25csV1FGDTZmZmdPny5bR5+GbOGX5hrVVhYaHOnTvnOkpStLe3S2LOGaktncYao4wx6ujoUDgcdh0FonH2jHS7EdTX1ysvL48ijpTW3d2tcDicVnvXGKOBgQEtLCy4jgJsmrVWLS0tys7Odh0lKXbv3q0TJ05Qc5HS7ty5o/v376ddzZ2amtL169ddR4FonD3h3r17unPnju+/S/KDcnNzOX6ClGet1d69e1VZWek6StIYY7S2tqbe3l7XUYBNWVtbU1dXV1o9fEvMOSP1pdtYoyQ1NjYqOzubvesRNM4eEN0M6XQjkH4258zxE6SqdJpvjqqurtbOnTsp4khZw8PDmpubS8vGeXR0VI8fP3YdBdgUa61Onz6t0tJS11GSpqCgQPX19dRcj6Bx9gBrrd555x3t3LnTdZSkCgaDmpqa0rVr11xHATZsfn5eg4ODaXVSRGLOGanPWqv8/HzV1dW5jpJU0T8UdHR0OE4CbI61Nu1qrvTqedlaq0gk4jpK2qNx9oB0m2+OamhoUE5OjkKhkOsowIZ1d3drfX09LfeuMUYXL17U4uKi6yjAhoVCITU3NysnJ8d1lKTau3evqqqqqLlISXfv3tX4+Hja1tynT5/qvffecx0l7dE4O/bw4UP95Cc/ScsbQX5+vhoaGnjnCinJWqvy8nIdO3bMdZSkM8ZoZWVFfX19rqMAG7K+vq7Ozs60rLkSc85IXek61ihJzc3NysrKYu96AI2zY9FNEP2qiHQT/Zh9jp8g1Vhr1d7enlbzzVHvvPOOysrKKOJIOVevXtXMzExaN843btzQ06dPXUcBNsRaq5qaGu3YscN1lKQrLCzU+fPnqbkeQOPsmLVWx48fV3l5uesoThhj9OzZM924ccN1FOCNvXz5UgMDA2n78J2RkaG2tjaKOFKOtVa5ubmqr693HcUJ5pyRqtJ1rDEqelqEN5rconF2LN1vBE1NTRw/Qcrp7e3V6upqWu9dY4z6+vq0vLzsOgrwxqy1amxsVF5enusoThw4cEBHjx6l5iKlPHjwQLdu3Ur7mvv48WONjY25jpLWaJwdevLkiW7evJnWN4LCwkLV1dVRxJFSrLXasWOHqqurXUdxxhijpaUl9ff3u44CvJFwOKyOjo60rrkSc85IPek+1ihJLS0tysjIYO86RuPsUPSoFEWc4ydILdH55oyM9L2Fnj59WiUlJRRxpIzr169ramqKmmuMRkZGNDU15ToK8EastTpx4oR2797tOoozxcXFOnfuHDXXsfR96vMAa60qKyu1b98+11GcMsboyZMnev/9911HAT7R0tKSLl68mPYP35mZmWptbaWII2VYa5Wdna3GxkbXUZwyxigSiaizs9N1FOCNpPtYYxRvNLlH4+xQKBRKyy9y/7CWlhZlZmbyAI6UcPHiRS0vL1PE9aqI9/T0aHV11XUU4BNZa1VfX6+CggLXUZyqqKjQoUOHqLlICY8fP9bo6Cg1V69q7v3793Xnzh3XUdIWjbMjz5490/Xr17kRSCoqKlJtbS1FHCnBWqvt27fr1KlTrqM4FwwG9fLlSw0ODrqOAsQUiUTU0dHBH6t/KhgMUnOREhhr/Jm2tjYFAgH2rkM0zo5wI/h5HD9BqrDWqq2tLa3nm6POnj2roqIiijg87+bNm5qcnKTm/pQxRsPDw3rx4oXrKEBM1lpVVVVp7969rqM4V1paqjNnzlBzHeLJzxFrrY4cOaKDBw+6juIJxpjXXzcAeNXy8rJ6enp4+P6prKwstbS0KBQKuY4CxBQKhZSVlaXm5mbXUTzBGKNwOKyuri7XUYCYQqEQNfcDjDHUXIdonB3hgw5+XmtrKx+zD88bGBjQ0tISe/cDjDHq7u7W2tqa6yjAx7LW6vz58yosLHQdxROOHj2q/fv3U3PhaU+fPtWNGzeouR9gjNHdu3d19+5d11HSEo2zA9PT07p69So3gg8oKSnh+Ak8z1qr4uJinTlzxnUUzzDGaH5+XkNDQ66jAB8pEonwx+oPCQQCfJ8zPI+xxl/U1tYmSexdR2icHejs7FQkEuFG8CEUcXidtVatra3KzMx0HcUzzp8/r4KCAvYuPGtsbEyPHz+m5n6IMUZDQ0Oam5tzHQX4SNZaHT16VAcOHHAdxTN27Nihmpoaaq4jNM4OWGt18OBBVVRUuI7iKcYY3bt3T+Pj466jAL9gdXWV+eaPkJ2drebmZoo4PMtaq4yMDLW0tLiO4inGGK2vr6u7u9t1FOAjcVLko/FGkzs0zg5EbwSBQMB1FE/hY/bhZZcuXdLCwgJF/CMYY9TZ2an19XXXUYBfYK3VuXPnVFxc7DqKp1RVVam8vJyaC0+amprSyMgINfcjGGN069YtPXjwwHWUtEPjnGQzMzO6fPkyN4KPUFZWxvETeJa1VoWFhTp37pzrKJ5jjNHs7KyuXLniOgrwc5hv/njMOcPLGGv8eO3t7ZKYc3aBxjnJuru7FQ6HFQwGXUfxJIo4vMpaq5aWFmVnZ7uO4jn19fXKy8tj78Jz7ty5o/v37/Pw/TGMMRoYGNDCwoLrKMDPsdbq0KFDjDV+hN27d+vEiRPUXAdonJMsFApp3759euutt1xH8SRjjG7fvq379++7jgK8tra2pq6uLh6+P0Zubq4aGxsp4vAca60CgcDrT6LFzzPGaG1tTb29va6jAD+HkyKx8UaTGzTOScZ8c2wcP4EXDQ8Pa25ujpMiMQSDQXV0dCgcDruOArxmrdWZM2dUWlrqOoonVVdXa+fOndRceMqLFy80PDxMzY0hGAxqdHRUjx8/dh0lrdA4J9Hc3JwuXbrEX9Bi2LVrl06ePKlQKOQ6CvBaKBRSfn6+zp8/7zqKZxljND09rZGREddRgNdCoRA1N4bonDM1F17S1dWlcDjM3o0h+rvhj17JReOcRD09PVpfX+dG8Ak4fgKvsdaqublZOTk5rqN4VkNDg3Jycti78Iy7d+/q7t271NxPYIxRf3+/FhcXXUcBJL2qufv379fRo0ddR/GsPXv2qKqqipqbZDTOSWStVXl5uY4dO+Y6iqcZYzQ2NqZHjx65jgJofX1dnZ2dPHx/gvz8fDU0NFDE4RnRf4vMN8dmjNHKyor6+vpcRwEkMdb4pnijKflonJPIWqv29nZuBJ+AOWd4ydWrVzUzM0Pj/AaMMero6FAkEnEdBZC1VjU1NdqxY4frKJ72zjvvqKysjJoLT5ibm9PQ0BA19w0YY3Tjxg09ffrUdZS0QeOcJC9fvtTAwAA3gjewZ88eHTt2jCIOT7DWKjc3V/X19a6jeJ4xRs+ePdONGzdcRwH4VN43lJGRoba2NmouPKG7u5uxxjcU/R11dHQ4TpI+aJyTpLe3V6urq9wI3hDHT+AV1lo1NjYqLy/PdRTPa2pqUlZWFnsXzj148EC3bt2i5r4hY4z6+vq0vLzsOgrSXHSssaqqynUUzztw4ICOHj1KzU0iGucksdZqx44dqq6udh0lJRhj9N5772lyctJ1FKSxcDisjo4OHr7fUGFhoerq6ijicC76bzA6+oPYjDFaWlpSf3+/6yhIc8w3bwxvNCUXjXOSROebMzL4lb8Jjp/AC65fv66pqSka5w2IFnHmnOGStVYnTpzQ7t27XUdJCadPn1ZJSQkP4HBqYWGBscYNMsZoZGREU1NTrqOkBbq4JFhaWtLFixf5IvcN2L9/v9566y2KOJyy1io7O1uNjY2uo6QMY4yePHmi999/33UUpDHmmzcmMzNTra2t1Fw41dvbq7W1NfbuBhhjFIlE1NnZ6TpKWqBxToLo3BA3go0JBoMUcThlrVVDQ4MKCgpcR0kZLS0tyszMZO/CmcePH2t0dJQ/Vm9QMBhUT0+PVlZWXEdBmrLWaufOnYw1bkBFRYUOHz5MzU0SGucksNZq+/btqqmpcR0lpUSPnzx79sx1FKShSCTCu1abUFRUpNraWoVCIddRkKaiD5Ds3Y0xxujly5caHBx0HQVpKhQKMd+8CcYYam6S0DgngbVWbW1tzDdvUPShh+MncOG9997T06dPefjeBOac4ZK1VlVVVdqzZ4/rKCnl7NmzKioq4p0rOLG4uKj+/n5q7iYYYzQ8PKwXL164juJ7dHIJtry8rN7eXm4Em3Do0CFVVFRQxOGEtVZZWVlqbm52HSXlGGP08OFD3bp1y3UUpCFOimxOVlaWWlpaqLlwoq+vTysrK+zdTYjOOXd1dbmO4ns0zgk2MDCgpaUlbgSbxMfswxVrrc6fP6/CwkLXUVJOa2urMjIy2LtIuqdPn+rGjRvU3E0yxqi7u1tra2uuoyDNWGtVVlamd955x3WUlHP06FHt37+fmpsENM4JZq1VcXGxzpw54zpKSjLG6MqVK5qennYdBWmE+eatKSkp0ZkzZyjiSLroVxiydzfHGKP5+XkNDQ25joI0w1jj5gUCAd5oShL+dSaYtVatra3KzMx0HSUlcfwELoyNjenx48c8fG8BRRwuWGt19OhRHThwwHWUlHT+/HkVFBSwd5FUy8vL6uvro+ZugTFGQ0NDmpubcx3F12icE2h1dVU9PT3cCLbgyJEjOnDgAEUcSWWtVUZGhlpaWlxHSVnGGN27d0/j4+OuoyCNcFJka7Kzs9Xc3EzNRVL19/cz1rhFxhitr6+ru7vbdRRfo3FOoEuXLmlhYYEbwRZw/AQuWGt17tw5FRcXu46Sstra2hQIBNi7SJqpqSmNjIxQc7fIGKPOzk6tr6+7joI0Ya1VSUmJTp8+7TpKyqqqqlJ5eTk1N8FonBPIWqtt27bp3LlzrqOktOjxk9nZWddRkAaYb46PsrIy1dTUUMSRNJ2dnYpEIuzdLTLGaHZ2VleuXHEdBWmCscat442m5KBxTqBQKKSWlhZlZ2e7jpLSgsGgwuEwx0+QFHfu3NH9+/cVDAZdR0l5wWCQIo6ksdbq8OHDqqiocB0lpdXX1ysvL4+9i6SIjjVSc7cuGAxqYGBACwsLrqP4Fo1zgqytramrq4u/fMdBZWWl9u7dSxFHUlhrFQgE1Nra6jpKyjPG6Pbt25qYmHAdBWmAkyLxkZubq6amJmoukmJwcFAvX75k78aBMUZra2vq7e11HcW3aJwT5PLly5qfn+dGEAfR4yehUMh1FKSBUCikM2fOqLS01HWUlNfe3i5JPIAj4V68eKHLly9Tc+PEGKOOjg6Fw2HXUeBzoVBIRUVFOnv2rOsoKe/EiRPatWsXz8sJROOcINZa5efn6/z5866j+IIxRoODg5qfn3cdBT7Hu1bxs3PnTp08eZLGGQnX1dXFfHMcGWM0PT2tkZER11Hgc9ZatbS0KCsry3WUlBcIBNTe3k7NTSAa5wSx1qq5uVk5OTmuo/hC9GP2e3p6XEeBj929e1d3797l4TuO+LASJIO1Vvv379fRo0ddR/GFhoYG5eTksHeRUGtra+ru7qbmxpExRv39/VpcXHQdxZdonBNgfX1dnZ2d3Aji6Pjx49q9ezdFHAkV/ffV1tbmOIl/GGM0NjamR48euY4CH4ueFAkEAq6j+EJ+fr4aGhqouUiooaEhxhrjzBijlZUV9fX1uY7iSzTOCXD16lXNzMxwI4gjjp8gGay1qqmp0Y4dO1xH8Q3mnJFoc3NzGhoaoubGWXTOORKJuI4Cn7LWqqCggLHGOHrnnXdUVlZGzU0QGucEsNYqNzdX9fX1rqP4SvT4ycuXL11HgU8x3xx/e/bs0bFjxyjiSJju7m6tr6+zd+PMGKNnz57pxo0brqPAp6JjjXxta/xkZGSora2NmpsgNM4JYK1VY2Oj8vLyXEfxFWOMVldXOX6ChHjw4IFu3brFw3cCMOeMRLLWqry8XFVVVa6j+EpTU5OysrLYu0gIxhoTxxijvr4+LS8vu47iOzTOcRYOh9XR0cGNIAFOnjzJ8RMkTPTfVfRoMeLHGKP33ntPk5OTrqPAh5hvTozCwkLV1dVRc5EQV65c0ezsLM/LCWCM0dLSkvr7+11H8R0a5zi7fv26pqamFAwGXUfxnYyMDN65QsJYa1VdXa3du3e7juI70Qejjo4Ox0ngNwsLCxoYGKDmJkgwGJS1ljlnxJ21Vnl5eYw1JsDp06dVUlLC83IC0DjHWSgUUk5OjhobG11H8aXo8ZOlpSXXUeAzzDcnzv79+1VZWUkRR9z19vZqbW2NvZsgxhg9efJE77//vuso8BlrrZqampSbm+s6iu9kZmYy55wgNM5xZq1VfX298vPzXUfxJWOMlpeXdfHiRddR4COPHj3S6OgoD98JZIxRKBRyHQM+EwqFtGvXLp04ccJ1FF9qbm5WZmYmexdxxVhj4hlj1N3drZWVFddRfIXGOY4ikQg3ggSrqalRaWkpf0VDXEWPELN3E8cYo2vXrunZs2euo8BHrLVqb29nvjlBioqKVFtbS81FXI2MjGh6epqam0DGGC0uLmpwcNB1FF+hcY6j9957T0+fPuVGkEAcP0EiWGtVVVWlPXv2uI7iW9H7Ymdnp+Mk8IvFxUX19/dTcxMs+tkizDkjXqy1ysnJUUNDg+sovnX27FkVFRXxvBxnNM5xZK1VVlaWmpubXUfxNWOMent7OX6CuGG+OfEOHTqkiooKijjipq+vTysrK+zdBDPG6OHDh7p165brKPAJa60aGhoYa0ygrKwstbS0UHPjjMY5jqy1On/+vAoLC11H8bXo8ZOBgQHXUeADT58+1Y0bN3j4TgI+FR/xZK1VWVmZ3nnnHddRfK21tVUZGRnsXcQFY43JE51zXltbcx3FN2ic4yQSifCuVZKcOXOG4yeIG+abk8cYoytXrmh6etp1FPiAtVZtbW3KyOBRJpFKSkp05swZai7i4saNG3r27Bk1NwmMMZqfn9fQ0JDrKL5BtYmTsbExPX78mBtBEmRlZam1tZUijriw1uro0aM6cOCA6yi+Z4xRJBJRV1eX6yhIccvLy+rr66PmJgmnRRAv0bHGpqYm11F87/z58yooKGDvxhGNc5xYa5WRkaGWlhbXUdJC9PjJ6uqq6yhIcZwUSZ4jR47owIEDFHFsWX9/v5aWlti7SWKM0b179zQ+Pu46ClKctVZ1dXWMNSZBdna2mpubqblxROMcJ9Za1dbWqri42HWUtGCM0cLCAsdPsCVTU1MaGRnh4TtJAoEA71whLqy1Kikp0enTp11HSQttbW0KBALsXWwJY43JZ4xRZ2en1tfXXUfxBRrnOOBGkHy1tbUqLCykiGNLOjs7FYlE2LtJFAwGNTQ0pNnZWddRkMKi882ZmZmuo6SFsrIynTp1ipqLLXn//ff15MkTBYNB11HSRjAY1OzsrK5cueI6ii/QOMfB7du3df/+fR6+kyg7O1stLS0KhUKuoyCFhUIhHT58WBUVFa6jpA1jjMLhMHPO2LSVlRV1d3dTc5PMGEPNxZaEQiFlZmbyta1JVFdXp7y8PPZunNA4x4G1VoFAQK2tra6jpBVjjLq6uviYfWwaJ0WSr7KyUnv37uWdK2za4OCgFhcX2btJZozRnTt3NDEx4ToKUlR0rLGoqMh1lLSRm5urpqYmam6c0DjHgbVWZ86cUWlpqesoacUYo7m5OQ0PD7uOghT04sULDQ8P8/CdZMw5Y6ustSoqKtLZs2ddR0kr7e3tksTexaYw1uhOdM45HA67jpLyaJzjgBuBG3V1dcrPz6eIY1O6urqYb3bEGKPBwUHNz8+7joIUZK1VS0uLsrKyXEdJKzt37tTJkyepudiUW7du6eHDh9RcB4wxmp6e1sjIiOsoKY/GeYvu3r2ru3fvciNwICcnh+Mn2DRrrfbv36+jR4+6jpJ2jDFaX19XT0+P6yhIMWtra8w3O8RpEWxW9GtbGWtMvoaGBuXk5LB344DGeYui/wjb2tocJ0lPfMw+Nit6UiQQCLiOknaOHz+u3bt3U8SxYUNDQ5qfn6dxdsQYo7GxMT169Mh1FKSY6FhjSUmJ6yhpJz8/Xw0NDdTcOKBx3iJrrWpqarRjxw7XUdKSMUYvXrzg+Ak2ZG5uTkNDQzx8OxIIBNTe3k4Rx4ZZa1VQUKDz58+7jpKWmHPGZjHW6JYxRh0dHYpEIq6jpDQa5y3iRuBWQ0ODcnNzKeLYkO7ubq2vr7N3HTLGqL+/Xy9fvnQdBSnEWqvm5mZlZ2e7jpKW9uzZo2PHjlFzsSHj4+O6d+8eNdchY4yePXumGzduuI6S0mict+DBgwe6desWNwKH8vLyOH6CDbPWqry8XFVVVa6jpC1jjFZXV9XX1+c6ClLE+vq6Ojs7qbmOMeeMjYp+bStjje40NTUpKyuLvbtFNM5bEP3HFz26BDeCwaA6Ojr4mH28MWutgsEg880OnTx5Ujt27KCI441duXJFs7OzCgaDrqOktWAwqPfee0+Tk5OuoyBFWGt16tQplZWVuY6StgoLC1VfX0/N3SIa5y0IhUKqrq7W7t27XUdJa8YYPX/+nOMneCMLCwsaGBjgXSvHMjIymHPGhlhrlZeXp7q6OtdR0lr03tnR0eE4CVIFY43eED0twpzz5tE4bwE3Am9obGxUdna2QqGQ6yhIAT09PVpbW2PveoAxRn19fVpaWnIdBSkgFAqpqalJubm5rqOktX379qmyspKaizcyMTGh27dvU3M9wBijJ0+eaHR01HWUlEXjvEmPHj3S+++/z43AAwoKCjh+gjdmrdWuXbt04sQJ11HSnjFGy8vLunjxouso8LhwOMx8s4cw54w3xVijdzQ3NyszM5O9uwU0zpsUPaJEEfcGPmYfb8paq/b2duabPaCmpkalpaUUcXyikZERTU9PU3M9whija9eu6dmzZ66jwOOstTp58qR27tzpOkraKyoqUm1tLTV3C2icN8laq6qqKu3Zs8d1FOhVEZ+cnNTNmzddR4GHLS4uqr+/n4dvj8jMzFRbWxtFHJ/IWqucnBw1NDS4jgL97E2Dzs5Ox0ngdYw1egtzzltD47xJ3Ai8heMneBN9fX1aWVlh73qIMUa9vb1aWVlxHQUeZq1VQ0OD8vPzXUeBpEOHDqmiooKai5gePXqksbExaq6HGGP08OFD3bp1y3WUlETjvAlPnz7VjRs3uBF4yLZt23T+/HmKOGKy1qqsrEzvvPOO6yj4KWOMFhcXNTAw4DoKPCoSiaijo4Oa6zHMOeOTMN/sPa2trcrIyGDvbhKN8yYw3+xNHD/BJ7HWqq2tTRkZ3Pq84syZMyoqKqKI42PduHFDz549o+Z6jDFGV65c0fT0tOso8ChrrY4dO8ZYo4eUlJTozJkz1NxN4ulxE6y1Onr0qA4cOOA6Cj7AGKNHjx7pJz/5ieso8KDl5WX19fXx8O0xWVlZam1tpYjjY1lrlZWVpaamJtdR8AHGGEUiEXV1dbmOAo9irNGbOC2yeTTOm2CtVTAYdB0DH8LxE8TS39+vpaUl9q4HBYNBdXd3a3V11XUUeJC1VvX19SosLHQdBR9w5MgRHTx4kJqLjzQ5Oan33nuPmutBwWBQ9+7d0/j4uOsoKYfGeYOmpqY0MjLCX9A8qLi4WOfOnaOI4yNZa1VSUqJTp065joIPMcZoYWFBQ0NDrqPAYyKRCO9aeVQgEOCdK3wsxhq9q62tTYFAgL27CTTOGxT9rmBuBN5kjFEoFGLOGb8gFAqpra1NmZmZrqPgQ86dO6fCwkKFQiHXUeAxo6OjevLkCTXXo4wxGhoa0szMjOso8JhQKKTKykrt27fPdRR8yPbt23Xq1Clq7ibQOG+QtVaHDx/W4cOHXUfBRzDG6P79+7pz547rKPCQlZUV9fT08PDtUdnZ2WppaeGv3/gF1lplZmaqubnZdRR8BGOMwuGwuru7XUeBx3BSxNs4LbI5NM5v6OLFi1pbW+NG4HEfPH5y69YtPX782HUkODQ7O6tr165pcHBQi4uL7F0PM8aoq6tLq6ur6unp4dRImhsZGdHs7KystaqtrVVRUZHrSPgIlZWV2rt3r6y1evLkCR/OmeZWVlY0MDCgZ8+e6dq1a9RcDzPG6M6dO5qYmNClS5e0tLTkOlJKoHF+A5FIRH/pL/0l/bt/9+80PDystrY2/Z//838UDoddR8MHjI+P6+HDhzp9+rSstfriF7+o3/u933MdCw798R//sZqamvQXf/EXKioq0s6dOzUyMuI6Fj4k+uFPc3Nz+sM//EO1tLRoYmLCdSw49JWvfEXf+MY3Xv+x+v/9v/+nxcVF17HwAdPT06+/qcBaq3fffVf/+B//Y9ex4NDAwIDq6+v1P/7H/5D06usG+/r6HKfCh/X39+vkyZOSpAsXLqi+vv71TDpio3F+A4FAQCdOnNCFCxcUiUTU3d2tX/7lX9aTJ09cR8MH/Mf/+B9VX1+v6upq/cVf/IWuXr2q6upq17HgUHV1tebn5/W//tf/Um1trdrb2/Wbv/mbrmPhAyKRiL7whS/o937v95SXl6fvf//7Kioq0v79+11Hg0PV1dX68z//cz18+FALCwv6pV/6JQ0ODrqOhQ/48Y9/rJaWFm3fvl0DAwPq6Oig5qa548ePS5J+8IMf6NChQ/p7f+/v6e///b/vOBU+7B/9o3+kL33pSzp+/LguXLigcDjM3n1DgQjn4d7Ir//6r+s73/mOwuGwZmZm9K1vfUtf//rXXcfCBywsLKi9vV13797V8+fPJb36YJmqqirHyeDK8vKyiouLJUm7du2S9GrsgqbMW/70T/9Un/nMZ7R3716trq7q1KlT+rM/+zPXseDQt771Lb377rsKh8PKyMjQ17/+df2bf/NvXMfCB4TDYX3pS1/Sj3/849enAS5cuKC//tf/uuNkcOnEiRN6+vSptm3bpqdPn6qzs1Pnzp1zHQsfcP36dTU3N6u0tFSzs7MqKirSvXv3XMdKCbzj/Iaam5s1PT2t2dlZvfvuuzTNHlRYWKgf/ehHysnJkSRt27ZNb7/9tuNUcCk3N1fHjx/XysqKpqam9KMf/Yim2YM+9alP6fd///d1//59PXnyRI2Nja4jwbHm5matr68rEonoU5/6FGM3HpSRkaE/+qM/en3kU5KampocJoIX1NbW6vnz57p3756++93v0jR70MmTJ/XHf/zHun//vl68eKGzZ8+6jpQyaJzfUPRB7p133tHv/u7vOk6Dj7Nv3z797//9v5WRkaHy8nIFAgHXkeDYnj17JEnf+c53KA4e9rWvfU1f+tKXJL36wCGkt5qaGmVkZGjnzp36b//tvykrK8t1JHyEgoIC/fCHP1R+fr4KCwtfn+xB+jpw4IAk6Z/9s3+mz33uc47T4OP8tb/21/Qv/+W/lCS+MmwDOKq9Ad/+9rf15S9/+fXRT3jXn/zJn2jHjh2qq6tzHQWO3b17V11dXfryl7/sOgo+wdramv7tv/23+vVf/3W+bxv67ne/q6amJh05csR1FHyCy5cv6+HDh/rMZz7jOgocm5+f1x/+4R/q61//Om9epIB//+//vf7m3/yb2r59u+soKYHGGQAAAACAGDiqDQAAAABADL4bGopEIrp165bu3LmjlZWVpF8/EAjowIEDOnbsmHJzc5N+fb+bnJzU6OioZmdnnVy/rKxMx48f50hLAszPz2t0dFSPHz92cv38/HxVVlbq0KFDTq7vZ2traxobG9Pdu3e1vr6e9OtnZmbq0KFDqqqqYlY2Ae7fv6+xsTG9fPnSyfXLy8t1/Phxbdu2zcn1/ezFixe6efPm62+qSLaioiIdO3ZM5eXlTq7vZ8vLyxodHdX9+/fl4vBpdna2jhw5osrKSo50x1kkEtHt27d1+/ZtZ73Q/v37dezYMeXl5SX9+gkV8ZFwOBx59913I5Kc/6e2tjYyPT3t+lfiKz/84Q8j2dnZzte2uLg4MjAw4PrX4Svj4+ORw4cPO19bSZFvfvObrn8dvrKyshL5/Oc/73xdJUU++9nPRpaXl13/SnzlW9/6lvN1lRQ5cOBA5Pbt265/Hb4yNDQUKS0tdb62WVlZke9///uufx2+MjMzE6mvr3e+tpIiX/va1yLhcNj1r8Q3wuFw5Dd+4zecr6ukyOnTpyPPnz93/SuJK1/NOP/Tf/pP9Tu/8zv6q3/1r6q6utrJOwuRSERPnjzRD37wAx0/flwdHR0qKChIeg6/+bM/+zN99rOf1dtvv61gMKj8/HwnOebn5/XjH/9YL168UGdnp06dOuUkh588fvxYjY2Nmpub0+c//3mVlpY6+evzysqKBgYG1NfXp29/+9v6B//gHyQ9gx998Ytf1IULF/Qrv/IrqqiocPKhX+vr67p3755+9KMf6Zd/+Zd14cIF3uGIg//wH/6DfvVXf1X19fWqr693csoqEoloZmZGFy5cUF5envr6+vjKuTi4fv26WltbtW3bNn3mM59x9m7+0tKSrLW6efOmfvCDH/DhY3GwtLQkY4xGRkb0N/7G31B5ebkyMpI/ubm2tqabN2/qT//0T/Xuu+/qX//rf530DH70z//5P9dv/dZv6S//5b+skydPKjs7O+kZIpGIJicn9YMf/EBvvfWWurq6fHMiyFeNc2lpqaqrq/WpT33KdRTdvn1b/+W//Bf19fWpoaHBdZyU97f/9t/Wn//5n+vXfu3XnH/a7tLSkn7/939f/+Sf/BN94xvfcJrFD7773e/qy1/+st59913nR+AjkYi+973vqaCgQJcuXXKaxQ9evHih7du369Of/rTq6+tdx9GlS5f0ox/9SJOTk3xtThw0NjZqampKf+tv/S3nf4iYmZnRv/pX/0r/+T//Z/2dv/N3nGbxg9/8zd/Uv/gX/0L/8B/+Q2d/qI5aX1/XH/zBH6itrU3f+973nGbxg6GhIdXW1urLX/6y3n77bddx9H//7//V5cuXNTc35/w+4ge7d+/WkSNH9OlPf9p1FN29e1f/6T/9J3V0dKitrc11nLjwzYeDLSwsaGZmRnv37nUdRZJe57h3757jJP5w9+5d7dq1y3nTLEl5eXnasWMHaxsnExMTKigocN40S6/mcvbu3cvaxsnExIQkcV/2qYmJCe3du9cTD7slJSUqKipibeNkYmJCZWVlzptm6dVnFJSXl2t8fNx1FF/w4n15YWFBL168cB0l5a2srOjp06eeWlvJXzXXN41zOByWJCfHTT5KNEc0F7YmHA57Zm2lV+vL2sYHa+tf3Jf9zWt7NzMzk7WNE6+tLffl+OG+7F/RQ8SsbeJ44zcLAAAAAIBH0TgDAAAAABADjTMAAAAAADHQOAMAAAAAEAONMwAAAAAAMdA4AwAAAAAQA40zAAAAAAAx0DgDAAAAABADjTMAAAAAADHQOAMAAAAAEAONMwAAAAAAMaR14/y9731PU1NTb/y/n5+f13/9r/81gYkQL6ytf7G2/sb6+hdr61+srX+xtv7G+m5M2jbOk5OTikQiKisre+Of2bZtm7Zt26Z79+4lMBm2irX1L9bW31hf/2Jt/Yu19S/W1t9Y341L28b56tWrOn78+IZ/7vjx47p69WoCEiFeWFv/Ym39jfX1L9bWv1hb/2Jt/Y313bi0bZwnJia0d+/eDf/cvn370vavLKmCtfUv1tbfWF//Ym39i7X1L9bW31jfjUvbxnlubk4FBQUb/rnCwkLNzc0lIBHihbX1L9bW31hf/2Jt/Yu19S/W1t9Y341L28Y5Oztba2trG/65tbU1ZWVlJSAR4oW19S/W1t9YX/9ibf2LtfUv1tbfWN+NS9vGeefOnZqent7wzz1//ly7d+9OQCLEC2vrX6ytv7G+/sXa+hdr61+srb+xvhuXto1zVVWVxsfHX//3Cxcu6MGDB5KkgYEBDQwMSJIePHigCxcuvP7fjY+Pq6qqKqlZsTGsrX+xtv7G+voXa+tfrK1/sbb+xvpuXNo2ztXV1bp9+7bC4bAk6XOf+5z2798vSaqrq1NdXZ0kaf/+/frc5z73+udu3rypU6dOJT8w3hhr61+srb+xvv7F2voXa+tfrK2/sb4bl7aNc3Z2toLBoGZnZ9/4ZxYWFtTU1KT8/PwEJsNWsbb+xdr6G+vrX6ytf7G2/sXa+hvru3HpOdn9U5WVlRv63xcWFurEiRMJSoN4Ym39i7X1N9bXv1hb/2Jt/Yu19TfWd2PS9h1nAAAAAADeBI0zAAAAAAAx0DgDAAAAABADjTMAAAAAADHQOAMAAAAAEAONMwAAAAAAMdA4AwAAAAAQA40zAAAAAAAx0DgDAAAAABCDbxrnjIxX/1fC4bDjJK9Ec0RzYWsyMjI8s7bSq/VlbeODtfUv7sv+5rW9u76+ztrGidfWlvty/HBf9q9AICCJtU0k3/w/KSwsVElJiR49euQ6iiS9znHo0CHHSfzh8OHDevr0qdbX111H0dLSkp4/f87axsnBgwf18uVLTU9Pu46iSCSiR48esbZxcvDgQUnivuxTBw8e1KNHjxSJRFxH0czMjObm5ljbODl48KCmpqa0uLjoOorW19f15MkTVVRUuI7iC168LxcWFqq0tNR1lJSXk5OjXbt2eWptJX/V3CzXAeLpq1/9qn7nd35H27Zt04kTJ5SdnZ30DOFwWJOTk/rBD36g2tpa1dTUJD2DH33lK1/Rf//v/13/83/+TwWDQeXn5zvJMT8/rx//+MfKzMzUF7/4RScZ/OaXfumXdPjwYf3RH/2RPv/5z6u0tPT1X02TaWVlRQMDA7p586a+/e1vJ/36flRaWqovfOELunDhgnJyclRRUaHMzMyk51hfX9e9e/f0J3/yJ/qVX/kV7dy5M+kZ/OjXfu3X9Ku/+qv68Y9/rPr6euXm5iY9QyQS0czMjC5cuKADBw7or/yVv5L0DH70hS98Qb/7u7+r73znO/r0pz+toqIiJzkWFxfV0dGhp0+f6itf+YqTDH5TXV2thoYGff/739fnP/957dmzx8k7gmtra7p586a6urr07rvvOqn7fvTVr35Vv/Vbv6WioiKdPHnSSS8UiURe90KnT5/W2bNnk54hYSI+Eg6HI++++25EkvP/1NbWRqanp13/Snzlhz/8YSQ7O9v52hYXF0cGBgZc/zp8ZXx8PHL48GHnaysp8s1vftP1r8NXVlZWIp///Oedr6ukyGc/+9nI8vKy61+Jr3zrW99yvq6SIgcOHIjcvn3b9a/DV4aGhiKlpaXO1zYrKyvy/e9/3/Wvw1dmZmYi9fX1ztdWUuRrX/taJBwOu/6V+EY4HI78xm/8hvN1lRQ5ffp05Pnz565/JXEViEQ8cMYqjiKRiG7fvq3bt29rZWUl6dcPBAI6ePCgqqqqnPz13e8mJyc1Ojqq2dlZJ9ffsWOHjh07pu3btzu5vp8tLCxodHTU2RGj/Px8vf3226+PsSF+1tbW9JOf/ETj4+NOxi0yMzN1+PBhvf3228rK8tVBK0+4f/++xsbG9PLlSyfX37Nnj44dO6Zt27Y5ub6fvXjxQqOjo3r27JmT6xcVFenYsWMqLy93cn0/W15e1vvvv6+JiQkn4xbZ2dk6evSo3nrrLd5tjrNIJKI7d+7o9u3bWl5eTvr1A4GADhw4oKqqKuXl5SX9+onku8YZAAAAAIB48s2HgwEAAAAAkAg0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAw0zgAAAAAAxEDjDAAAAABADDTOAAAAAADEQOMMAAAAAEAMNM4AAAAAAMRA4wwAAAAAQAz/H27COC1BEb3hAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n",
"plt.tight_layout(h_pad=0.2, w_pad=0.2, pad=0.1)\n",
"tree.plot_tree(clf, max_depth=2,filled=True, feature_names=[\"sepal_length\",\"sepal_width\"],rounded=True,impurity=True);"
]
},
{
"cell_type": "markdown",
"id": "419dcd6b",
"metadata": {},
"source": [
"Vi lager også en enkel lineær regresjonsmodell for å sammenlikne med det vi får fra å bruke beslutningstrær."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "ea114dd3",
"metadata": {},
"outputs": [],
"source": [
"linmod = LinearRegression().fit(X_setosa_sepal_length,X_setosa_sepal_width)\n",
"X_plot = np.linspace(4, 7, 300)\n",
"fit = linmod.intercept_[0] + linmod.coef_[0]*X_plot"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "139a932f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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w8ccfo1KlSnjy5AmuXr2KEydOYMeOHVq9F9OmTZPPS5k6dSrKlSuHjRs3YteuXZg7dy7s7e21ej0AWLFiBYKCghAYGIgBAwagYsWKSEpKQnR0NM6ePStPXiZPnow//vgDAQEBmDx5MiwtLbF8+XK8ePECANRK/qZPn479+/ejRYsWCA0Nhbe3N9LS0nD79m3s3r0by5cvR6VKlTBkyBBYWlqiZcuWcHd3R3x8PGbNmgV7e3uFZD03IyMjzJ07F3369EGnTp0wdOhQpKenY968eXj69Clmz56tvZtGZZuhZzQT6ZOqp6Xs7e1Fw4YNxffff6/0xE1mZqaYP3++aNCggbCwsBA2NjaiVq1aYujQoSI2NlYIIURUVJTo2rWrqFKlijA3NxdOTk6idevWYufOnQrnQp6npYQQ4uTJk6JFixbC2tpaVKxYUUybNk2sWrVK6cmW27dvi/bt2wtbW1sBQP7UU87TKL///rvCeXOevMn9RFJ+T0vlfRpICNmTNP3791fYtm3bNuHj4yPMzMxE5cqVxezZs0VoaKhwdHSU7/Pnn3+KoKAgUbFiRWFmZiZcXFxEcHCwOHr0qMK5wsPDRa1atYSpqanCfenfv7+wtrZWikcIIa5evSqCgoKEg4ODsLGxEQEBAeKff/4RQghx+vRp0a1bN+Hi4iJMTU2Fu7u7aNu2rVixYoX8+Jy/+1OnTqk8vyr53Z9Lly6J9957T9jb2wszMzPRoEEDpae/8vu7yU/O39m8efNUtl+4cEH06NFD/h7d3NzEu+++K5YvX66w39GjR0WzZs2Eubm5cHNzE19++aWYM2eO0lNsVapUER07dlR5rUePHonQ0FDh6ekpTE1NRbly5USTJk3E5MmTxfPnz4UQQvz888+iTZs2wtXVVZiZmYkKFSqIHj16iIsXLyrdg8jISIXzb9++XTRr1kxYWFgIa2trERAQIP7++2+FfXKelsr95JcQqp8mJMpLIoQQes6niKgUyMzMRMOGDVGxYkXs27fP0OFQAdq3b4/bt28jJiZGr9fdsWMHunTpgkuXLqFevXp6vTaVbRyWIiK1DB48GO3atZMPQSxfvhzR0dF6fSqM3mz06NFo1KgRPDw8kJSUhI0bN2L//v1YvXq13mJIT0/H0aNH8eOPP8LZ2Rk1atTQ27WJACY3RKSmZ8+eYezYsXj06BFMTU3RuHFj7N69u8B5RaR/2dnZmDp1KuLj4yGRSFCnTh1s2LABH330kd5iiIuLQ3BwMLy9vbFx40b5k4FE+sJhKSIiIipVuIgfERERlSpMboiIiKhUYXJDREREpUqZnFAslUrx4MED2NraFnkpdiIiItIPIQSePXuGChUqFLgoZZlMbh48eKBU0ZeIiIhKhnv37qFSpUr5tpfJ5Can4OG9e/eUqg8TERFR8ZSSkgIPDw+FwsWqlMnkJmcoys7OjskNERFRCfOmKSWcUExERESlCpMbIiIiKlWY3BAREVGpUibn3KgjOzsbmZmZhg6DqFQyNTWFsbGxocMgolKKyU0eQgjEx8fj6dOnhg6FqFRzcHCAm5sb15oiIq1jcpNHTmLj4uICKysr/o+XSMuEEEhNTUVCQgIAwN3d3cAREVFpw+Qml+zsbHli4+TkZOhwiEotS0tLAEBCQgJcXFw4REVEWsUJxbnkzLGxsrIycCREpV/OvzPObSMibWNyowKHooh0j//OiEhXmNwQERFRqcLkppTz9/fHqFGjDB0GERGVJdnZBr08kxuSi4yMhEQi4WPwRERUOEIAa9YAtWsDjx4ZLAyDJjdff/01JBKJwsvNza3AYw4fPowmTZrAwsIC1apVw/Lly/UULREREeXrzh0gMBAYPBiIjQVGjjRYKAbvualbty7i4uLkr0uXLuW7761btxAcHIx33nkH586dw6RJkxAaGootW7boMWL1xcTEYM+ePYiNjdXL9V68eIF+/frBxsYG7u7u+O677xTaw8LC4OvrC1tbW7i5uaF3797ytUZu376NNm3aAAAcHR0hkUgwYMAAAMDevXvx9ttvw8HBAU5OTujUqRNu3Lihl/dERETFnFQKLF0K1KsH7N//ent4OLBjh0FCMnhyY2JiAjc3N/nL2dk5332XL1+OypUrY+HChahduzY+/vhjDBo0CPPnz9djxG+WlJSEjsEd4O3tjeDgYHh5eaFjcAc8efJEp9f98ssvcejQIWzbtg379u1DZGQkzpw5I2/PyMjAjBkzcOHCBWzfvh23bt2SJzAeHh7yJPHatWuIi4vDokWLAMiSptGjR+PUqVM4ePAgjIyM0LVrV0ilUp2+HyIiKuZiY4E2bYARI4Dnz5Xbjx3Tf0wAIAxo2rRpwsrKSri7u4uqVauKnj17ihs3buS7/zvvvCNCQ0MVtm3dulWYmJiIjIyMfI9LS0sTycnJ8te9e/cEAJGcnKyw38uXL8XVq1fFy5cvi/S+goMCRTlrYxHWG+LuFIiw3hDlrI1FcFBgkc5bkGfPngkzMzOxadMm+bbExERhaWkpRo4cqfKYkydPCgDi2bNnQgghDh06JACIJ0+eFHithIQEAUBcunRJW+FTGaStf29EZABZWULMny+EhYUQspk2iq9KlYTYvVvrl01OTlb5/Z2XQXtumjVrhvXr1yMiIgI//fQT4uPj0aJFCyQmJqrcPz4+Hq6urgrbXF1dkZWVhcePH+d7nVmzZsHe3l7+8vDw0Or7yC0mJga790RgcUg2+jQGPByAPo2BRZ2zsXtPhM6GqG7cuIGMjAz4+fnJt5UrVw7e3t7yn8+dO4eQkBBUqVIFtra28Pf3BwDcvXv3jefu3bs3qlWrBjs7O3h6eqp1HBERlUJXrwItWwJjxwJpacrtQ4cCV64AQUH6j+0VgyY3QUFB6N69O3x8fNC2bVvs2rULAPDzzz/ne0zehb+EECq35zZx4kQkJyfLX/fu3dNC9KrlzEVpVU1xe+vqsv9ev35dJ9fNuQ/5efHiBdq3bw8bGxuEhYXh1KlT2LZtGwDZcFVB3nvvPSQmJuKnn37CiRMncOLECbWOIyKiUiQzE/j2W6BRI+DV94ACT0/gwAFg+XLAzk7/8eVi8Dk3uVlbW8PHxyff3g03NzfEx8crbEtISICJiUmBtaDMzc1hZ2en8NKV6tVlWcyRm4rbD7+af1ujRg2dXLdGjRowNTXF8ePH5duePHmCmJgYAMC///6Lx48fY/bs2XjnnXdQq1Yt+WTiHGZmZgBkNbZyJCYmIjo6GlOmTEFAQABq166t87lDRERUzJw/D7z1FjBlCpD3F1uJBAgNBS5eBAICDBJeXsUquUlPT0d0dHS+VYL9/PywP/dMbAD79u2Dr68vTE1N9RHiG3l5eSE4KBChO4wRdga49xQIOwOM3GmM4KBA1KxZUyfXtbGxweDBg/Hll1/i4MGDuHz5MgYMGAAjI9lfceXKlWFmZoYffvgBN2/exM6dOzFjxgyFc1SpUgUSiQR//vknHj16hOfPn8PR0RFOTk5YuXIlrl+/jr/++gujR4/WyXsgIqJiJj0dmDoVaNpUluDk5eUFHDkCLFoE2NjoPbx8aX22jwbGjBkjIiMjxc2bN8Xx48dFp06dhK2trbh9+7YQQogJEyaIvn37yve/efOmsLKyEl988YW4evWqWL16tTA1NRWbN2/W6Lr5TUjS1gTHpKQkERwUKADIX8FBgSIpKalI532TZ8+eiY8++khYWVkJV1dXMXfuXNG6dWv5hOJffvlFVK1aVZibmws/Pz+xc+dOAUCcO3dOfo7p06cLNzc3IZFIRP/+/YUQQuzfv1/Url1bmJubi/r164vIyEgBQGzbtk2n74dKN04oJirmTpwQom5d1ROGjYyEGDdOiNRUvYak7oRiiRBvmKyhQx9++CGOHDmCx48fw9nZGc2bN8eMGTNQp04dAMCAAQNw+/ZtREZGyo85fPgwvvjiC1y5cgUVKlTA+PHjMWzYMI2um5KSAnt7eyQnJysMUaWlpeHWrVvw9PSEhYVFkd9fbGwsrl+/jho1auisx4aopNL2vzci0pKXL4Fp04DvvpOtYZNXvXqyVYibNtV7aPl9f+dl0OTGUPSV3BBR/vjvjagYOnr09QrDeZmYAJMnA5MmAa/maOqbusmNiR5jIiIiouLo+XNg4kTgxx9VtzduLOutadBAv3EVUrGaUExERER6duAA4OOjOrExMwNmzZI9+l1CEhuAPTdERERlU3KybCG+VatUtzdv/rrCdwnDnhsiIqKyZtcuoG5d1YmNpSWwYIGsLlQJTGwA9twQERGVHYmJwKhRQFiY6vbWrWUJj44WnNUX9twQERGVBVu2AHXqqE5sbGyApUuBv/4q8YkNwJ4bIiKi0u3hQ+Czz4DNm1W3t28PrFwJVKmi37h0iD03REREpZEQwC+/yObWqEpsHBxkE4b37i1ViQ3A5KbU8/f3x6hRowwdBhER6dP9+0DnzkCfPrJ5Nnl17gxcuQIMHCgrfFnKMLkpJQYMGACJRKL0mjt3rkKBzKpVq2LhwoWGC5SIiHRHCGD1atncmj//VG53cgLCw4Ht24EKFfQenr5wzk0p0qFDB6xdu1Zhm7OzM4yNjQ0UERER6c3t28CQIbJF+VTp2RNYvBhwcdFrWIbAnptSxNzcHG5ubgqvgIAA+bCUv78/7ty5gy+++ELes0NERCWcVAosWSIraKkqsXF1BbZuBTZtKhOJDcDkpkzZunUrKlWqhOnTpyMuLg5xcXGGDomIiIoiNhbw95c9DfXihXJ7//7A1atA1656D82QOCylhpm/JyM5VUXZdx2ztzLClA/s1d7/zz//hI2NjfznoKAghfZy5crB2NgYtra2cHNz01qcRESkZ9nZwMKFwJQpQFqacnulSrLHu/N8D5QVTG7UkJwqxdMXwgBX1iyhatOmDZYtWyb/2draGr169dJ2UEREZEhXrwKDBsmKWaoydCgwdy5gZ6ffuIoRJjdqsLcygqaJhvauqz5ra2vUKAUrSxIRkQqZmbKkZfp0ICNDud3TE/jpJyAgQP+xFTNMbtSgydBQcWdmZobs7GxDh0FERJo4f162Js3588ptEgkQGgp8+y1gba3vyIolTiguY6pWrYojR47g/v37ePz4saHDISKigqSnA199BTRtqjqx8fICjh6Vzb9hYiPH5KaMmT59Om7fvo3q1avD2dnZ0OEQEVF+TpwAGjcGZs4EsrIU24yMgPHjZQlPy5YGCa8447BUKbFu3TqV2yMjIxV+bt68OS5cuKD7gIiIqHBevgSmTgW+/162hk1e9erJakI1bar/2EoIJjdERETFxdGjwODBsvVr8jIxASZPBiZNAszM9B9bCcLkhoiIyNCePwcmTgR+/FF1e+PGst6aBg30G1cJxTk3REREhnTgAODjozqxMTMDZs2Szb9hYqM29twQEREZQnIyMHYssGqV6vbmzWW9NbVr6zeuUoA9N0RERPq2axdQt67qxMbSEliwADh2jIlNIbHnhoiISF8SE4FRo4CwMNXt/v6yVYa52nyRsOeGiIhIH7ZsAerUUZ3Y2NgAy5YBBw8ysdEC9twQERHp0sOHwGefAZs3q24PDJRV8K5cWb9xlWLsuSEiItIFIYCNG2W9NaoSGwcHYO1aYM8eJjZaxuSmjJBIJNi+fbuhwyhz1q1bBwcHB0OHoRWFeS/83FGZdf8+0Lkz8NFHQFKScnvnzsCVK8CAAbLCl6RVTG5KiQEDBqBLly75tsfFxSEoKEh/AWlIIpHIXzY2NmjQoEG+JSVKkp49eyImJkbn1/H394dEIsHs2bOV2oKDgyGRSPD111/rPA6iMk8IYPVqWW/Nn38qtzs5AeHhwPbtQIUKeg+vrGByU0a4ubnB3NzcoDEIIZCVt/hbLmvXrkVcXBwuXLiAnj17YuDAgYiIiNBpTBkZGTo9v6WlJVxcXHR6jRweHh5Yu3atwrYHDx7gr7/+gru7u15iICrTbt8G2rcHPv4YSElRbu/ZE7h6FfjwQ/bW6BiTm4JIpcCjR4Z9qSqaVgi5hwdu374NiUSCrVu3ok2bNrCyskKDBg0QFRWlcMw///yDVq1awdLSEh4eHggNDcWLFy/k7WFhYfD19YWtrS3c3NzQu3dvJCQkyNsjIyMhkUgQEREBX19fmJub4+jRo/nG6ODgADc3N1SvXh2TJk1CuXLlsG/fPnl7cnIyPvnkE7i4uMDOzg7vvvuuUhHQmTNnwsXFBba2tvj4448xYcIENGzYUN6e08M1a9YsVKhQAV5eXgCA+/fvo2fPnnB0dISTkxNCQkJw+/Zthffy1ltvwdraGg4ODmjZsiXu3LkDALhw4QLatGkDW1tb2NnZoUmTJjh9+jQA1UM5y5YtQ/Xq1WFmZgZvb29s2LBB6e9q1apV6Nq1K6ysrFCzZk3s3Lkz3/uWo1OnTkhMTMTff/8t37Zu3Tq0b99eKcF68uQJ+vXrB0dHR1hZWSEoKAixeWrZrFu3DpUrV4aVlRW6du2KxMREpWv+8ccfaNKkCSwsLFCtWjV88803BSawRKWSVAosWSIraHnggHK7qyuwdSuwaROgp192yjomNwVJTJR9EA35UvGFoi2TJ0/G2LFjcf78eXh5eaFXr17yL6ZLly4hMDAQ3bp1w8WLF/Hrr7/i2LFj+Oyzz+THZ2RkYMaMGbhw4QK2b9+OW7duYcCAAUrXGTduHGbNmoXo6GjUr1//jXFlZ2fjt99+Q1JSEkxNTQHIen06duyI+Ph47N69G2fOnEHjxo0REBCApFfj2Rs3bsS3336LOXPm4MyZM6hcuTKWLVumdP6DBw8iOjoa+/fvx59//onU1FS0adMGNjY2OHLkCI4dOwYbGxt06NABGRkZyMrKQpcuXdC6dWtcvHgRUVFR+OSTTyB59ZtXnz59UKlSJZw6dQpnzpzBhAkT5HHntW3bNowcORJjxozB5cuXMXToUAwcOBCHDh1S2O+bb75Bjx49cPHiRQQHB6NPnz7y95kfMzMz9OnTR6H3Zt26dRg0aJDSvgMGDMDp06exc+dOREVFQQiB4OBgZGZmAgBOnDiBQYMGYfjw4Th//jzatGmDmTNnKpwjIiICH330EUJDQ3H16lWsWLEC69atw7fffltgnESlSmysbG2azz4Dcv3yJ9e/v6y3pmtXvYdWpokyKDk5WQAQycnJCttfvnwprl69Kl6+fCnbkJAghGwE1XCvhAS13lP//v1FSEhIvu0AxLZt24QQQty6dUsAEKtWrZK3X7lyRQAQ0dHRQggh+vbtKz755BOFcxw9elQYGRm9vj95nDx5UgAQz549E0IIcejQIQFAbN++/Y3xAxAWFhbC2tpaGBsbCwCiXLlyIjY2VgghxMGDB4WdnZ1IS0tTOK569epixYoVQgghmjVrJkaMGKHQ3rJlS9GgQQP5z/379xeurq4iPT1dvm316tXC29tbSKVS+bb09HRhaWkpIiIiRGJiogAgIiMjVcZua2sr1q1bp7Jt7dq1wt7eXv5zixYtxJAhQxT2+eCDD0RwcLDCvZgyZYr85+fPnwuJRCL27Nmj8hpCCNG6dWsxcuRIceHCBWFrayueP38uDh8+LFxcXERGRoZo0KCBmDZtmhBCiJiYGAFA/P333/LjHz9+LCwtLcVvv/0mhBCiV69eokOHDgrX6Nmzp8J7eeedd8T//vc/hX02bNgg3N3dFd5LzucuL6V/b0QlSVaWEPPnC2Fhofr/3ZUqCbF7t6GjLHXy+/7Oiz03ZVjuXpScORk5w0pnzpzBunXrYGNjI38FBgZCKpXi1q1bAIBz584hJCQEVapUga2tLfz9/QEAd+/eVbiOr6+vWvEsWLAA58+fx/79+9GwYUMsWLAANV4tZnXmzBk8f/4cTk5OCjHdunULN27cAABcu3YNb731lsI58/4MAD4+PjAzM5P/fObMGVy/fh22trby85YrVw5paWm4ceMGypUrhwEDBiAwMBDvvfceFi1ahLi4OPnxo0ePxscff4y2bdti9uzZ8nhUiY6ORsuWLRW2tWzZEtHR0Qrbcv/dWFtbw9bWVmHILz/169dHzZo1sXnzZqxZswZ9+/ZV6kWKjo6GiYkJmjVrJt/m5OQEb29veRzR0dHw8/NTOC7vz2fOnMH06dMV/j6GDBmCuLg4pKamvjFWohLryhWgRQtZXai0NOX2oUNl+xTjhzhKOy7iV4bl/tLLGWKRvprjI5VKMXToUISGhiodV7lyZbx48QLt27dH+/btERYWBmdnZ9y9exeBgYFKk3Stra3VisfNzQ01atRAjRo18Pvvv6NRo0bw9fVFnTp1IJVK4e7ujsjISKXjcs9pkeSZpCeEUNo/bzxSqRRNmjTBxo0blfZ1dnYGIJvsHBoair179+LXX3/FlClTsH//fjRv3hxff/01evfujV27dmHPnj2YNm0aNm3ahK75dEOrijHvtrwJiUQikf/dvMmgQYOwZMkSXL16FSdPnlRqV3VP8saR3z65SaVSfPPNN+jWrZtSm4WFhVqxEpUomZnA3LnA9OmAqocRPD1ltaLefVf/sZECJjcFcXIC1PhtWecxGEDjxo1x5coVec9JXpcuXcLjx48xe/ZseHh4AIB8Eq021KhRA927d8fEiROxY8cONG7cGPHx8TAxMUHVqlVVHuPt7Y2TJ0+ib9++8m3qxNS4cWP8+uuv8onK+WnUqBEaNWqEiRMnws/PD7/88guaN28OAPDy8oKXlxe++OIL9OrVC2vXrlWZ3NSuXRvHjh1Dv3795Nv++ecf1NZicbzevXtj7NixaNCgAerUqaPUXqdOHWRlZeHEiRNo0aIFACAxMRExMTHyOOrUqYPjx48rHJf358aNG+PatWv5fkaISpXz54GBA2X/zUsiAUJDgW+/BdT8ZY50i8lNQYyMgFe/uZcEycnJOJ/nH165cuVQuRArX44fPx7NmzfHiBEjMGTIEFhbW8sn4f7www+oXLkyzMzM8MMPP2DYsGG4fPkyZsyYoaV3IjNmzBg0aNAAp0+fRtu2beHn54cuXbpgzpw58Pb2xoMHD7B792506dIFvr6++PzzzzFkyBD4+vqiRYsW+PXXX3Hx4kVUq1atwOv06dMH8+bNQ0hICKZPn45KlSrh7t272Lp1K7788ktkZmZi5cqV6Ny5MypUqIBr164hJiYG/fr1w8uXL/Hll1/i/fffh6enJ/777z+cOnUK3bt3V3mtL7/8Ej169JBPhv7jjz+wdetWHFD1hEUhOTo6Ii4uLt9JzTVr1kRISAiGDBmCFStWwNbWFhMmTEDFihUREhICAAgNDUWLFi0wd+5cdOnSBfv27cPevXsVzjN16lR06tQJHh4e+OCDD2BkZISLFy/i0qVLSpOPiUqs9HRg5kxg9mxA1ZOAXl7AmjVAnuFmMizOuSlFIiMj5b0LOa+pU6cW6lz169fH4cOHERsbi3feeQeNGjXCV199JZ+b4+zsjHXr1uH3339HnTp1MHv2bMyfP1+bbwc+Pj5o27Ytpk6dColEgt27d6NVq1YYNGgQvLy88OGHH+L27dtwdXUFIEtSJk6ciLFjx6Jx48byp7feNERiZWWFI0eOoHLlyujWrRtq166NQYMG4eXLl7Czs4OVlRX+/fdfdO/eHV5eXvjkk0/w2WefYejQoTA2NkZiYiL69esHLy8v9OjRA0FBQfjmm29UXqtLly5YtGgR5s2bh7p162LFihVYu3atfL6Stjg4OBQ4HLh27Vo0adIEnTp1gp+fH4QQ2L17tzwhat68OVatWoUffvgBDRs2xL59+zBlyhSFcwQGBuLPP//E/v370bRpUzRv3hzff/89qlSpotX3QmQwJ04AjRvLkpu8iY2RETB+vKwnh4lNsSMR6gyulzIpKSmwt7dHcnKywjBEWloabt26BU9PT84ZKCXatWsHNzc3pbVkyPD4742KrZcvgalTge+/V73WWL16st6apk31H1sZl9/3d14clqJSIzU1FcuXL0dgYCCMjY0RHh6OAwcOYP/+/YYOjYhKiqNHgcGDZevX5GViAkyeDEyaBOR64pKKHyY3VGrkDF3NnDkT6enp8Pb2xpYtW9C2bVtDh0ZExd3z58DEicCPP6pub9xY1lvToIF+46JCYXJDpYalpaVWJ+YSURlx4ICsHtSrkioKzM2Br7+WrWljwq/MkoJ/U0REVDYlJ8uSllWrVLf7+ckqfGtxqQbSDz4tpUIZnGNNpHf8d0YG9eefQN26qhMbS0tgwQLZ/BsmNiUSe25yyXkMNjU1FZaWlgaOhqh0yynRkN96PEQ6kZgIjBoFhIWpbvf3lyU81avrMyrSMiY3uRgbG8PBwUFew8fKykppWXwiKhohBFJTU5GQkAAHBwcYGxsbOiQqK7ZsAYYPV73yvI0NMG8e8MknsjVsqERjcpOHm5sbAKhVpJCICs/BwUH+741Ipx4+BD77DNi8WXV7YCCwciVQiNXcqXhicpOHRCKBu7s7XFxckJmZaehwiEolU1NT9tiQ7gkB/PKLrO5TUpJyu4ODbG5N//6y+lBUajC5yYexsTH/50tEVFLdvw8MGyabOKxK587AsmVAhQr6jYv0otgMLM6aNQsSiQSjRo3Kd5/IyEhIJBKl17///qu/QImIqPgSQjYhuE4d1YlN+fJAeDiwfTsTm1KsWPTcnDp1CitXrkT9+vXV2v/atWsKNSWcS1DlbiIi0pHbt4EhQ2SL8qnSsyfwww8AvzNKPYP33Dx//hx9+vTBTz/9BEdHR7WOcXFxgZubm/zF4SMiojJMKpWVTahXT3Vi4+YGbN0KbNrExKaMMHhyM2LECHTs2FGj+j+NGjWCu7s7AgICcOjQoTfun56ejpSUFIUXERGVArGxsrVpPv8cePFCub1/f+DKFaBrV72HRoZj0ORm06ZNOHv2LGbNmqXW/u7u7li5ciW2bNmCrVu3wtvbGwEBAThy5EiBx82aNQv29vbyl4eHhzbCJyIiQ8nOBr77DqhfX7aScF6VKgG7dwPr1gHlyuk9PDIsiTDQGuj37t2Dr68v9u3bhwavqqz6+/ujYcOGWLhwodrnee+99yCRSLBz585890lPT0d6err855SUFHh4eCA5OVlh7g4REZUAV64AgwYBJ0+qbh86FJg7F+D/30udlJQU2Nvbv/H722A9N2fOnEFCQgKaNGkCExMTmJiY4PDhw1i8eDFMTEyQnZ2t1nmaN2+O2NjYAvcxNzeHnZ2dwouIiEqYzEzg22+Bxo1VJzaensDBg8Dy5UxsyjiDPS0VEBCAS5cuKWwbOHAgatWqhfHjx6s9SfjcuXNwd3fXRYhERFRcnD8PDBwo+29eEolsob5vvwWsrfUdGRVDBktubG1tUa9ePYVt1tbWcHJykm+fOHEi7t+/j/Xr1wMAFi5ciKpVq6Ju3brIyMhAWFgYtmzZgi1btug9fiIi0oP0dGDGDGDOHCArS7ndywtYswZo2VL/sVGxVSzWuclPXFwc7t69K/85IyMDY8eOxf3792FpaYm6deti165dCA4ONmCURESkEydOyObWXL2q3GZkBHz5JTBtGmBpqf/YqFgz2IRiQ1J3QhIRERlAaiowdaqs7pNUqtzu4yPrrfH11X9sZFDqfn8X654bIiIqY44cAQYPBq5fV24zMQEmTwYmTQLMzPQfG5UYTG6IiLQgJiYGN27cQI0aNVCzZk1Dh1PyPH8OTJgALFmiur1xY2DtWtm6NkRvYPAViomISrKkpCR0DO4Ab29vBAcHw8vLCx2DO+DJkyeGDq3kOHBAVjpBVWJjbg7MmiWbf8PEhtTE5IaIqAj6ftQbx48cQFhv4O4UIKw3cPzIAXzUp5ehQyv+kpNlhS7btQPu3FFu9/MDzp2T9eiYcKCB1MdPCxFRIcXExGD3ngiE9Qb6NJZt69MYECIbfcMjEBsbyyGq/Pz5JzBsGHD/vnKbpSXwv//J6kWxMDIVAntuiIgK6caNGwCAVtUUt7euLvvvdVWTYsu6xESgb1/gvfdUJzb+/sClS8CoUUxsqNCY3BARFVL16rIs5shNxe2HZTkPatSooeeIirnNm4E6dYCwMOU2Gxtg2TJZ+YRX95WosDgsRURUSF5eXggOCkTojgMQIhutq8sSm5E7jREc1JZDUjkePgRGjADyW00+MBBYuRKoXFm/cVGpxeSGiKgIwjaG46M+vdA3PEK+LTioLcI2hhswqmJCCGDjRmDkSCApSbndwQFYuBDo109WH4pIS5jcEBEVgaOjI3bt3ovY2Fhcv36d69zk+O8/2YThXbtUt4eEyIahWPiYdIDJDRGRFtSsWZNJDSDrrVm9GhgzBkhJUW4vXx748UegRw/21pDOMLkhIiLtuH1btm7NgQOq23v2BH74AXB21mtYVPbwaSkiIioaqVTWG1OvnurExs0N2LoV2LSJiQ3pBXtuiIio8GJjZYUujx5V3d6/P/D990C5cvqNi8o09twQEZHmsrOB+fNl9Z5UJTaVKgG7dwPr1jGxIb1jzw0REWnmyhVg0CDg5EnV7UOHAnPnAnZ2+o2L6BX23BARkXoyM4GZM4FGjVQnNtWqAX/9BSxfzsSGDIo9N0RE9Gbnzsl6a86fV26TSGQL9c2cCVhb6z00oryY3BARUf7S04EZM4DZs2XzbPLy9gbWrAFatNB/bET5YHJDRESqnTgh6625elW5zcgIGDcOmDYNsLDQf2xEBWByQ0REilJTgalTgQULZGvY5OXjI+ut8fXVf2xEamByQ0RErx05Ilu35vp15TYTE2DyZGDSJMDMTP+xEamJyQ0REQHPnwMTJgBLlqhub9wYWLtWtq4NUTHHR8GJiMq6/ftlpRNUJTbm5sCsWbL5N0xsqIRgzw0RUVn19Ckwdqysircqfn6yttq19RoWUVGx54aIqCz680+gbl3ViY2lpWwy8dGjTGyoRGLPDRGVKjExMbhx4wZq1KiBmjVrGjqc4icxUbbg3saNqtv9/YFVq4Dq1fUaFpE2seeGiEqFpKQkdAzuAG9vbwQHB8PLywsdgzvgyZMnhg6t+Ni8GahTR3ViY2srK5tw8CATGyrxmNwQUanQ96PeOH7kAMJ6A3enAGG9geNHDuCjPr0MHZrhPXwIvP8+8MEHQEKCcntgIHD5sqzgpRG/Fqjk47AUEZV4MTEx2L0nAmG9gT6NZdv6NAaEyEbf8AjExsaWzSEqIWS9NCNHAklJyu0ODsDChUC/frL6UESlBFN0Iirxbty4AQBoVU1xe+tXoyvXVS1IV9r99x/w3ntA376qE5uQEFlZhf79mdhQqcPkhohKvOqv5ogcuam4/bAs50GNGjX0HJEBCSGbEFy3LrBrl3J7+fLApk3Atm2Au7v+4yPSAw5LEVGJ5+XlheCgQITuOAAhstG6uiyxGbnTGMFBbcvOkNStW8CQIbJJwar07An88APg7KzfuIj0jMkNEZUKYRvD8VGfXugbHiHfFhzUFmEbww0YlZ5IpcDSpbLyCS9eKLe7ucnau3bVf2xEBsDkhohKBUdHR+zavRexsbG4fv162VnnJiZGVujy2DHV7QMGAN9/Dzg66jUsIkNickNEpUrNmjXLRlKTnS1bRfirr4C0NOV2Dw9g5UqgQwf9x0ZkYExuiIhKmitXgEGDgJMnVbcPGwbMmQPY2ek3LqJigk9LERGVFJmZwMyZQKNGqhObatWAv/4Cli1jYkNlGntuiEgl1mgqZs6dk/XWnD+v3CaRyBbqmzkTsLbWe2hExQ17bohIAWs0FTPp6cCUKUDTpqoTG29v2WTiBQuY2BC9olbPTbdu3TQ+8fLly+Hi4qLxcURkWLlrNLWqJlsYL3SHrEbTrt17DR1e2XLihKy35upV5TYjI2DcOGDaNMDCQv+xERVjaiU327dvR48ePWBpaanWSX/55Rc8f/6cyQ1RCcMaTcVEaiowdaqsN0YqVW738QHWrAF8ffUfG1EJoPacm8WLF6udrGzevLnQARGR4ahTo4nJjY4dOSJbt0ZVPSwTE2DyZGDSJMDMTP+xEZUQas25OXToEMqVK6f2Sffs2YOKFSsWOigiMgzWaDKgZ8+Azz4DWrdWndg0aQKcOQN8/TUTG6I3UKvnpnXr1hqd9O233y5UMERkWKzRZCD798tqQt25o9xmbg588w0wZoys54aI3qjQ/1ISEhKQkJAAaZ7x4Pr16xc5KCIynLJco0kqFQg/lorYB1l6uZ7Fi6dov/ErND60QWX7vZpvYcfQH/G4ohewWUXNKKJiyN5Kgi86G3adJY2TmzNnzqB///6Ijo6GEAIAIJFIIISARCJBdna21oMkIv0pszWaAPx7PwuRl9P1cq36lyLwUfhoOCbHK7Wlm1piW8hX+Kv1xxBGxkAS/79KJcfLDMOvMqNxcjNw4EB4eXlh9erVcHV1hUQi0UVcRGRgZaZGUy5PX7zuiTY2kr20zfp5Et7/dSLeOqn6wYsYr7exsd9CPHb2hKn2L0+kc6bFYPRU4xBu3bqFrVu3cmIhEZU6LzOE/M8D2lijube5di+weTPw1QggIUG5zdYWmDcPXkOG4Bsjw//mS1SSafwvKCAgABcuXNBFLEREBpWWK7mxMNNir3R8PPD++8AHH6hObAIDgcuXgaFDZYvzEVGRaNxzs2rVKvTv3x+XL19GvXr1YGqq2HHauXNnrQVHRKRPLzNfJzeW2khuhAA2bpTVfUpKUm53cAAWLgT69ZPVhyIirdA4ufnnn39w7Ngx7NmzR6mtKBOKZ82ahUmTJmHkyJFYuHBhvvsdPnwYo0ePxpUrV1ChQgWMGzcOw4YNK9Q1iYhye5muxeTmv/+AYcOAXbtUt4eEyKp3u7uzSCmRlmnc/xkaGoq+ffsiLi4OUqlU4VXYxObUqVNYuXLlGx8jv3XrFoKDg/HOO+/g3LlzmDRpEkJDQ7Fly5ZCXZeIKLc0bfTcCAGsWgXUras6sSlfHti0Cdi2DUnm5ixSSqQDGic3iYmJ+OKLL+Dq6qqVAJ4/f44+ffrgp59+gqOjY4H7Ll++HJUrV8bChQtRu3ZtfPzxxxg0aBDmz5+vlViIqGzL3XNTqDk3t24B7drJFuRLSVFu//BDWRHMnj0BiUShSOndKUBYb+D4EVmRUiIqPI2Tm27duuHQoUNaC2DEiBHo2LEj2rZt+8Z9o6Ki0L59e4VtgYGBOH36NDIzM/M9Lj09HSkpKQovIqK8Cj3nRioFfvxRVtDy4EHldjc3YNs2IDwccHYG8LpI6eKQbPRpDHg4yIqULuqcjd17ZEVKiahwNJ5z4+XlhYkTJ+LYsWPw8fFRmlAcGhqq9rk2bdqEs2fP4tSpU2rtHx8fr9Rj5OrqiqysLDx+/Bju7u4qj5s1axa++eYbteMiorIp52kpU2PAxFjN5CYmRlbo8tgx1e0DBgDffw/k6ZlmkVIi3SnU01I2NjY4fPgwDh8+rNAmkUjUTm7u3buHkSNHYt++fbCwsFD7+nkXDcy9SnJ+Jk6ciNGjR8t/TklJgYeHh9rXJKKyIWedG7WGpLKzgQULgK++AtLSlNs9PICVK4EOHVQenrtIaZ/Gr7ezSClR0RVqET9tOHPmDBISEtCkSRP5tuzsbBw5cgQ//vgj0tPTYWxsrHCMm5sb4uMVlypPSEiAiYkJnJyc8r2Wubk5zM21vBgXEZU6OcnNG4ekrlwBBg0CTp5U3T5sGDBnDmCXf30dFikl0h2DLZIcEBCAS5cuKWwbOHAgatWqhfHjxyslNgDg5+eHP/74Q2Hbvn374OvrqzQ8RkSkCSGEfFgq3+QmMxOYPRuYMUP257yqVZM9KdWmjVrXLMtFSol0SePk5v3334evry8mTJigsH3evHk4efIkfv/9d7XOY2tri3r16ilss7a2hpOTk3z7xIkTcf/+faxfvx4AMGzYMPz4448YPXo0hgwZgqioKKxevRrh4fwfAREVTUYWIH01n1jlsNS5c8DAgYCqFdolEtlCfTNnAtbWal+zLBcpJdIljZ+WOnz4MDp27Ki0vUOHDjhy5IhWgsoRFxeHu3fvyn/29PTE7t27ERkZiYYNG2LGjBlYvHgxunfvrtXrElHZk7uulELPTXo6MGUK0LSp6sTG21s2mXjBAo0Sm9xq1qyJoKAgJjZEWqJxz83z589hZmamtN3U1LTIj1hHRkYq/Lxu3TqlfVq3bo2zZ88W6TpERHmpTG5OnJD11kRHKx9gbAx8+SUwbRqgwUMRRKR7Gvfc1KtXD7/++qvS9k2bNqFOnTpaCYqISN9yF820lr4Exo4FWrRQndj4+ADHjwOzZjGxISqGNO65+eqrr9C9e3fcuHED7777LgDg4MGDCA8PV3u+DRFRQSIiInDixAn4+fmhXbt2erlmTs9Nzdh/0HHWKOC/G8o7mZjIhqgmTgRU9GATUfGgcXLTuXNnbN++Hf/73/+wefNmWFpaon79+jhw4ABat26tixiJqIy4ceMGWvo1w8NHifJtrs5OiDpxCp6enjq9dnpSCnr9Oh7vHlmteocmTYA1a4A31MAjIsOTiJxV8MqQlJQU2NvbIzk5GXYFrENBRPrl5lIeac8SsaSbbOXeIzeBEVsBC1snxCc81t2F9+9H2oCPYfHgrnKbuTnwzTfAmDGynhsiMhh1v781nnNDRKQLERERePhIltjkrrX0Y1fg4aNE7N+/X/sXffpUVjqhfXvViY2fH3D+PDB+PBMbohJEreSmXLlyePxY/d+aKleujDt37hQ6KCIqe06cOAEg/1pLUVFR2r3gH38AdevKhprykFpYAgsXAkePArVqafe6RKRzav0q8vTpU+zZswf29vZqnTQxMRHZ2dlFCoyIypZmzZoByL/Wkp+fn3Yu9PixbMG9X35R2fxvzbdh8fNPqOrHpIaopFK7n7V///66jIOIyrjAwEC4OjthxNZECAF5raXPtskmFWvlqanffwdGjAAePVJqyrCyxa+dv8bRlv0wtaZD0a9FRAajVnIjlUp1HQcREaJOnIJfs6boG678tFSRxMcDn30GbNmiur1DB/ze+3sceeYKALA0V6MqOBEVW5whR0TFhqenJ+ITHmP//v2IiooqcJ2bjCyBrOw3POwpBIzDN8Js7BeQJCUpNzs4IGPe98j+qB8e7nsBPMsCAFiYMrkhKsmY3BBRsdOuXbsCh6EOXEjDlqhUZBXQqez45D4+2jQW9S/vU9l+rn4QNn44H8kZbsCaZIU2lYUziajEYHJDRCXOX5fS8k9shMDb/4Thg61fwSrtmVLzMxsn/NJjDk437iKr5p1HORsjGBsxuSEqyZjcEFGJ8zxNNhxlbgLUcDeVb7eLv422S0JR+UKkyuOuvdMdkZ/Mw0v78qirot3UBHjXh7WiiEo6JjdEVKJIpUJeB6qCkzFGvWcLSKXAkiXAhAlAaqryQW5uwLJl8O7SBd56jpeI9K9QyY1UKsX169eRkJCg9CRVq1attBIYERXd6tWrERkZiYCAAAwYMMDQ4WhFau7q3eZGQEyMbJXhY8dUHzBgAPD994Cjo07jiomJwY0bN1CjRg3UrFlTp9ciooJpnNwcP34cvXv3xp07d5C3LJVEIuHifUTFwJkzZ/BOSz+8TM8EAISFhWH4sE/wz/GTaNiwoWGDK6LUdNn/d4yys9B8x1Ig7FsgLU15Rw8PYOVKoEMHncaTlJSEvh/1xu49EfJtwUGBCNsYDkcdJ1REpJrGyc2wYcPg6+uLXbt2wd3dHRIVE/KIyLDeaekHM0kmfuqduwBlJlo0fwupaRmGDq9IXqQJVHgQjQFhn8PzzjnVOw0bBsyZA+ihMG7fj3rj+JEDCMt1r0N3HMBHfXph1+69Or8+ESnTOLmJjY3F5s2bUaNGDV3EQ0RFtHr1arxMlyU2OWUM+jQGhAD6hmdi3bp1JXeIKjMT1nO/xVeL/geT7Ezl9mrVgFWrgDZt9BJOTEwMdu+JQJjSvc5G3/AIxMbGcoiKyAA0rgrerFkzXL9+XRexEJEWREZGAsi/AOXBgwf1G5C2nDsHNG0Kl++/UU5sJBJg1Cjg4kW9JTYAcOOGrPBVfvea/68kMgy1em4uXrwo//Pnn3+OMWPGID4+Hj4+PjA1NVXYt379+tqNkIg04u/vj7CwsHwLUAYEBBgmsMJKTwdmzABmzwZUzenz9pZV9m7RQu+hVa8uy2Lyu9fs4SYyDInIOytYBSMjI0gkEqUJxPKTvGorKROKU1JSYG9vj+TkZNjpYUyeSN+sLMxgJsnEj10VC1BmCNOSNefm+HFg0CAgOlqpKdvIGI8+GQ23BdMBC8OtTdMxuAOOHzmARZ2z5fd65E5jNG/VlnNuiLRM3e9vtXpubt26pbXAiEj3/jl+Ei2av4W+4a+HbyzNTfHP8ZMGjEoDqanAV18BCxbIJgvl8V+FOlj30WJ8ENoKbhamKk6gP2Ebw/FRn17oG577aam2CNsYbsCoiMo2tZKbKlWqyP985MgRtGjRAiYmiodmZWXhn3/+UdiXiAyjYcOGSE3LwLp163Dw4MGStc7N4cOydWtezWdRYGKC833GYXnjz5FtYgarYlC929HREbt270VsbCyuX7/OdW6IigG1hqVyMzY2RlxcHFxcXBS2JyYmwsXFhcNSRFQ4z57JVhheulR1e5MmwJo1WPbAE2dvynqkZve1h5OtsR6DJCJDUvf7W+OnpXLm1uSVmJgIa2trTU9HRATs2wfUq6c6sTE3l00mPn4cqF8fL9LzrFBMRJSH2uvcdOvWDYBs8vCAAQNgbm4ub8vOzsbFixfRwgBPKxBRCfb0KTBmjOxpJ1X8/GRttWrJN8lXKJYA5oadbkNExZTayY29vT0AWc+Nra0tLC0t5W1mZmZo3rw5hgwZov0IiajQDFXvSK3r/vGHbCXhBw+UmqSWlvi3b1+YfvEFauZKbIDXyY2VuYQrpBORSmonN2vXrgUAVK1aFWPHjuUQFFExZqh6R2pd9/FjYORI4JdfVJ7jQrly6JqUhFsrVwIrVyodnzu5ISJSReMB62nTpjGxISrmctc7ujsFCOsNHD8iq3dk0Ov+/jtQp47qxMbWFj/UrYOAtKeYkc/xUqnAy1dVwa2Z3BBRPtTquWnUqJHa3b9nz54tUkBEVDSGqndU0HXHhkfgeWAgbPbtU31whw64OX48Qtu0KTBud4/q8kOsOJmYiPKh1v8dunTpgpCQEISEhCAwMBA3btyAubk5/P394e/vDwsLC9y4cQOBgYG6jpeI3sBQ9Y5UXlcAQS+Aq4DqxMbBAVi3Dti9G9devlQ+Hopxp+Z6UorDUkSUH7V6bqZNmyb/88cff4zQ0FDMmDFDaZ979+5pNzoi0pih6h0pXfcpgM2A07/5HBASAixbBri7qx33i7Tcj4EzuSEi1dSeUJzj999/x+nTp5W2f/TRR/D19cWa/B7pJCK98PLyQnBQIEJ3HIAQivWOgoPayoekhBD4934W4p9qa+HNynh/2DwsjP0XTnv/RcDRkzBNz1TaK8OxPGInfY+EwPeBRAmQmKZ4/PVr+O++FDWdgdhHwOZHRnh/mDf+S/fAw5h0+XnYc0NE+dE4ubG0tMSxY8eUxuyPHTsGCwMWryOi19Spd3T5biYW73qu1evWcA/AN4f+QJ1rf6tsP9mkG8I/mIXnVuWBoy+V2h18BqGhD3AdshfsgYavOpp+OZKqsC+TGyLKj8bJzahRo/Dpp5/izJkzaN68OQDg+PHjWLNmDaZOnar1AIlIc+rUO7p0V7lXpbAkUinaHFmFbjtmwDwjVan9qZ0rNn44D+cbdNTaNb0qcAU/IlJN49pSAPDbb79h0aJFiI6OBgDUrl0bI0eORI8ePbQeoC6wthQRMHdbCmLjsgAA/fytYGJcuJ4Qi1uxqD5lKOzO/KOyPaFbP9wePwfZ9tpbX8fDyRiVymv8uxkRlXDqfn8X6v8OPXr0KDGJDBEpE0Lgv0TZXBtHayO8U6cQQ8pZWcCCBcDUqUBamnK7hwfw009wCQyEi3IrEZHO8FcfojIo6blUvhhepfKFqKp9+TIwaBBw6pTq9k8/lRW7ZM8oERmAWslNuXLlEBMTg/Lly8PR0bHABf2SkpK0FhyRKoaql1QURYlZF+/33uPXT0h5OGmQ3GRmypKWGTNkf86rWjVg1SqgTRstRElEVDhqJTcLFiyAra2t/M8sVkeGYKh6SUVRlJh1+X5zhqQAoJK6yc3Zs7LemgsXlNskElm9qJkzAZZnISIDK9SE4pKOE4pLpo7BHXD8yAEsDslGq2qyxd5Cdxijeau22LV7r6HDU6koMat7bGq6FEnPpBrFteX4S1x+9bTU9F72cHcsIMFJS5P11MyZA2SrWBPH2xtYswZo0UKjGIiINKWzCcV9+vSBv78/WrduDS8vryIFSaQuQ9VLKoqixKzusXcfZ2HO1hRkZBUuRlNjwNW+gCosx4/LemtePRmpwNgY+PJLYNo0gGtcEVExonHlORsbG3z33XeoVasWKlSogF69emH58uX499/81lgnKjpD1UsqiqLErO6x529mFDqxAYAa7iYwMlIxzJyaCowZI+uNUZXY+PjIEp9Zs5jYEFGxo3HPzYoVKwAA8fHxiIyMRGRkJBYtWoQRI0bAxcUFcXFxWg+SyFD1koqiKDGre+zLzNejyg09TWFnqf7vK5ZmErSua67ccPgwMHgw8CrBUmBqCkyeDEycCJiZqX0tIiJ9KvSj4La2tnB0dISjoyMcHBxgYmICNzc3bcZGJKduvaTipCgxq3tsesbrY0KaWhZtYbtnz4AJE4ClS1W3+/rK5tb4+BT+GkREeqDx/wnHjx+Pw4cP48KFC6hXrx5atWqFiRMnolWrVnBwcNBBiEQy6tRLKm6KErM6x6bl6rkxNyvCU4z79gFDhgB37yq3mZsD06cDo0cDJlwai4iKP42fljIyMoKzszO++OILhISEoHbt2rqKTWf4tFTJVlC9pOKqKDEXdOziP5/Ja0R9P9ABthoMSwEAnj6Vza1Zs0Z1e4sWsjZvb83OS0SkAzp7WurcuXM4fPgwIiMj8d1338HY2BitW7eGv78//P39S2SyQyVLzZo1S0xSk6MoMRd0bO6eGwtNe2527gSGDQNUzZOzspJNFh4xQvZUFBFRCaJxctOgQQM0aNAAoaGhAIALFy5g4cKFCA0NhVQqRbaqdTCISCdykhtjI8BU3cKXjx/LFtz75RfV7W3ayFYZrlZNdTsRUTFXqAH0c+fOyZ+UOnr0KFJSUtCwYUO04ZLrRHqV9qo+lIWpGomNEMDmzbLemEePlNttbYF582Rzb4w0XiWCiKjY0Pj/YI6OjnjrrbewceNG1KxZE+vXr0dSUhJOnz6NefPmaXSuZcuWoX79+rCzs4OdnR38/PywZ8+efPePjIyERCJRenGNHSqrcnpu3jgkFR8PvP8+0KOH6sSmQwdZMcyhQ5nYEFGJp3HPzYYNG9CqVas3TsT977//UKFCBRgV8D/KSpUqYfbs2fI1O37++WeEhITg3LlzqFu3br7HXbt2TeH6zs7OGr4LopIjIiICJ06cgJ+fH9q1a6fQ9qaem4i9e5H600/otH8/TJ89U97BwQFYuBDo109WHyqXkligFCi5cRORFgkdsbW1FTdu3ND4OEdHR7Fq1SqVbYcOHRIAxJMnT4oUW3JysgAgkpOTi3QeIl26fv26cHV2EgDkL1dnJ3Hz5k0hhBBZ2VLx8ZJE8fGSRDFrS7LSsQ3LOYg/ZYNRql9dugjx4IHSdRMTE0VwUKDCdYODAkVSUpJe3ndhldS4iUh96n5/66z/WWhYjzM7OxubNm3Cixcv4OfnV+C+jRo1gru7OwICAnDo0KGihElUbLX0a4a0Z4kI6w3cnQKE9QbSniXCr1lTAK97bYA8PTdCYGnDBohMeoqOqk5cvjzw66/A1q2Au7tSc9+PeuP4kQMK1z1+5AA+6tNLy+9Qu0pq3ESkfQZfkevSpUvw8/NDWloabGxssG3bNtSpU0flvu7u7li5ciWaNGmC9PR0bNiwAQEBAYiMjESrVq3yvUZ6ejrS09PlP6ekpGj9fRBpU0REBB4+SlRROBPoG56I/fv3o3Hzd+X7W+RUQrh1C4nduuG75y9UnvcXABWWLoX/Bx+obC+JBUqBkhs3EemGwWcOent74/z58zh+/Dg+/fRT9O/fH1evXs133yFDhqBx48bw8/PD0qVL0bFjR8yfP7/Aa8yaNQv29vbyl4eHhy7eCpHWnDhxAkD+hTOjoqIU17gxFsAPPwD16sHp/HnlE9oBjz4A+gA4oqoQ5islsUApUHLjJiLdMHhyY2Zmhho1asDX1xezZs1CgwYNsGjRIrWPb968OWJjYwvcZ+LEiUhOTpa/7t27V9SwiXSqWbNmAGSFM3PLKZzp5+eHtFd1pVwfXkfH0R2A0FBZNe+8mgIYC0SYvD42P7kLdqq6bnEsUAqU3LiJSDd0NiwlkRSuzo0QQmEI6U3OnTsHdxXzBnIzNzeHubmK6sdExVRgYCBcnZ0wYmsihIC8cOZn2wBXZye0a9cOV2+9RPv9PyBk12yYZaYpneMegBh/wOtt4HC04rH5KYkFSoGSGzcR6YiuZjTb2Ni88WmpiRMniiNHjohbt26JixcvikmTJgkjIyOxb98+IYQQEyZMEH379pXvv2DBArFt2zYRExMjLl++LCZMmCAAiC1btmgUG5+WopLg5s2b+T8tdemSeF7fN98noZL79BHVnRzzfdKqIElJSSXyqaOSGjcRqU/d72+d9dxcvXoVFSpUKHCfhw8fom/fvoiLi4O9vT3q16+PvXv3yn+zjIuLw91cVYozMjIwduxY3L9/H5aWlqhbty527dqF4OBgXb0NIoPx9PREfMJj7N+/H1FRUbJ1bvz9gdmzgRkzYJ2ZqXxQtWrAqlWwa9MG1wHFYwvoscnN0dERu3bvLXEFSktq3ESkfWpVBe/WrZvaJ9y6dWuRAtIHVgWnEunsWWDQIODCBaUmIZFAMnIkMHMmYG1tgOCIiHRPq1XB7e3ttRYYEWkoLQ2YMQOYMwdQUZg2zrUmnv34E7zeb22A4IiIih+1kpu1a9fqOg4iUuX4cVlvjYrHt6XGxtgb8Dn+CP4Soc1ZgoSIKIfBF/Ej0pShagcVVONJ61JTga++AhYskE0Rzqt+fUR8tgTbMmULXuZXW6oo98qQNZr0eq+JqNQpVHKzefNm/Pbbb7h79y4yMjIU2s6ePauVwIjySkpKQt+PemP3ngj5tuCgQIRtDIejo6POrnvjxg209GuGh48S5dtcnZ0QdeIUPD09tX/ByEjg44+BVwvT5ZYB4MWoUXCcMwdxRzOAa7J/f3mrghflXhnqPgMGuNdEVCppvIjf4sWLMXDgQLi4uODcuXN466234OTkhJs3byIoKEgXMRIBMFztoDfVeNKaZ8+A4cOBNm1UJjaJ5QB/M6D2xg2AmVn+taVQtHtlyBpNervXRFSqaZzcLF26FCtXrsSPP/4IMzMzjBs3Dvv370doaCiSk5N1ESORvHbQ4pBs9GkMeDjIagct6pyN3Xsi3rhKdWHl1Hha0g0K1/2xK/DwkazGk1bs2wfUqwcsW6bcZgKgI+A0Hhje/fV1Fcov5Oq5Kcq9MtR9BvR4r4mo1NM4ubl79y5atGgBALC0tMSzZ88AAH379kV4eLh2oyN6xVC1g9Sp8VQkT58CgwcDgYFArjWdcqRXAjAaQBsAxvnXljI3fX1MUe6VIWs06fxeE1GZoXFy4+bmhsRE2Xh4lSpVcPz4cQDArVu3oMaSOUSFYqjaQerUeCq0nTuBOnWANWuUmrLMzREKYMvbAFxUXzentpS5CWCUq9xJUe6VIWs06fReE1HZounSx4MHDxZff/21EEKIZcuWCUtLS9G2bVvh4OAgBg0aVIjFlPWP5RdKpuCgQFHO2lhs6AVxdwrEhl4Q5ayNRXBQoE6v6+rsJOwtoHBdewtZOYNCefRIiN698y2dINq0EeLGjTded9zPT8THSxLFmLXK5QWKcq8MdZ+F0MG9JqJSRd3vb7VWKM5NKpVCKpXCxET2oNVvv/2GY8eOoUaNGhg2bBjMzMx0kIJpF1coLpmePHmCj/r00vtTPLdu3YJfs6ZFf4JHCGDzZmDECODRI6XmLGtb7Ok1A6da94UwMkJGZibu3rmDrKzXC/eZmBijcpUqMDM1xcNkKYQAXOyN8G0fB4VzFeVeGeo+A1q810RUKqn7/a1xclMaMLkp2QxVO6gwdZrk4uNlSU0+5UmkHYLwVes5SLCrqHFc1d1MMKGb6s9xUe6VIWs0FeleE1GppdPk5smTJ1i9ejWio6MhkUhQu3ZtDBw4EOXKlStS0PrC5Ib0RghgwwZg1CjgyRPldgcHYNEiPOnaB+M2yJ42NDYCzPNZlC8va3MJer5thQZVi3+PKRFRUWm1tlRuhw8fRkhICOzs7ODr6wtAtvbN9OnTsXPnTrRuzfo2RACAe/eAoUOBPXtUt3fpAixdCri7I+VRlnxzy1rm6OvP4pdERIWlcXIzYsQI9OjRA8uWLYOxsTEAIDs7G8OHD8eIESNw+fJlrQdJVKIIAfz0EzB2rGxhvrzKlweWLAE++AB49ZRTSqpU3mxnpV6vDRERqabxo+A3btzAmDFj5IkNABgbG2P06NHyNTKIyqybN4G2bWU9NqoSm169gKtXgR495IkNAKS8fD06bGep+M8yJiYGe/bsKdQCekU5loiopNI4uWncuDGiVVQojo6ORsOGDbURE1HJI5UCP/wA+PgAf/2l3O7uDmzfDvzyC+CsXMFbsedG9s8yKSkJHYM7wNvbG8HBwfDy8kLH4A54omruTh5FOZaIqKTTeFgqNDQUI0eOxPXr19G8eXMAwPHjx7FkyRLMnj0bFy9elO9bv3597UVKVFzFxACDBgF//626feBA4LvvgAIeo36Wq+fG1lLWo5O7xlOrarLF7UJ3yGo87dq9t8CQinIsEVFJp/HTUkZGBXf2SCQSCCEgkUiQnZ1d4L6GwqelSCuysoAFC4CpU4G0NOV2Dw/Z3JvAwDeeatX+5zgRK1tyeEYve6Q8ugFvb2+E9ZbVV8oRdgboGy4bbsrv8eyYmJhCH0tEVJzp7GmpW7duFSkwolLh8mVZb82pU6rbP/0UmD0bUDN5TnmpOKH4nBo1nvJLUNSpD8XkhohKM42TmypVqugiDqKSISNDlrTMnAlkZiq3V6sGrF4N+PtrdNqUVFkHqokRYGkmUajxlLv3RdP6UJoeS0RUGmg8oRgANmzYgJYtW6JChQq4c+cOAGDhwoXYsWOHVoMjKlbOnAGaNgWmTVNObCQS4IsvgIsXNU5sgNc9N3ZWRpBIJPDy8kJwUCBCdxgj7Axw76lsWGnkTmMEBwUW2PNSlGOJiEoDjZObZcuWYfTo0QgODsbTp0/l82ocHBywcOFCbcdHZHhpacCkSUCzZrLkJa9atWSTib//HrDWfPE9qVTgeZqs5yZnMjEAhG0MR/NWbdE3HKg8UzZfpnmrtgjbGP7GcxblWCKikk7jCcV16tTB//73P3Tp0gW2tra4cOECqlWrhsuXL8Pf3x+PHz/WVaxawwnFpLaoKNncmn//VW4zNgbGjZNNKLawKPQlUlKlGLPuKQDAp4opQjvaKrSX1PpQRETaptMJxY0aNVLabm5ujhcvXmh6OqLiKTUVmDIFWLhQtuJwXvXrA2vWAE2aFPlSCmvcWCqvTlyzZs1CJyZFOZaIqKTSeFjK09MT58+fV9q+Z88e1KlTRxsxERlWZKQseVmwQDmxMTUFvvlG9pSUFhIbIM/qxFaFmgZHRES5aNxz8+WXX2LEiBFIS0uDEAInT55EeHg4Zs2ahVWrVukiRiqDsrIF0jM1LlhfNM+ewWzKBJiuXK6yObuxL9JXrIKo5wNIAaRJVe6nqccpr9eDylt6gYiINKdxcjNw4EBkZWVh3LhxSE1NRe/evVGxYkUsWrQIH374oS5ipDLm3/uZWLb3OVLT9Zfc1Ik+hH4bR8H6yX9KbZkm5tjRaQL2vzsc0pMmwMmnOovDlkUziYiKTOPkBgCGDBmCIUOG4PHjx5BKpXBxcdF2XFQCxMTE4MaNG1qfrBp1LV1viY1lajJ6bP0Kb0dtVNl+vdpbWPfRYjx01c+8FTcHY6VturrPRESllcbJzcuXLyGEgJWVFcqXL487d+5g4cKFqFOnDtq3b6+LGKmYSUpKQt+PemP3ngj5tuCgQIRtDIdjAfWT1JWZ9frPXhVMYGYi683IzMzEhQvn8ejRI3m7s7MzGjRoCFNT0wLPmZqaiqiof5CRkSHf9va98xh5bC1snzxUjsHcCn/3m4aLHT+Bs7ExlEtdal8dD1NUcX79T1LX95mIqLTSOLkJCQlBt27dMGzYMDx9+hRvvfUWzMzM8PjxY3z//ff49NNPdREnFSO6LsoozdVpMzjAGuVsZb0ZHYM74PiRA1gckv36uj8bI6lV2zde183FE2nPErGkG+DvBmRuAareyWfnNm1gumoV/KtVg3+R303hsfglEVHhaDx78ezZs3jnnXcAAJs3b4abmxvu3LmD9evXY/HixVoPkIqXmJgY7N4TgcUh2ejTGPBwkC3xv6hzNnbviUBsbGyRryHNld0YGUmKfN2IiAg8fJSIJV2BPkZAxRX5JDa2tsCKFcDBg7IyCgakj/tMRFRaaZzcpKamwtZWtsjYvn370K1bNxgZGaF58+byUgxUeqlTlLGocvfcvMptinTdEydOwBVA17MAwgCoWo4pKAi4cgX45BNZKQUD08d9JiIqrTRObmrUqIHt27fj3r17iIiIkM+zSUhI4Gq/ZUDuooy5abMoo0JyY1TE6wqBrs+e4SoAq2vKzU8AXP7yS2DXLsDDo0hxa5M+7jMRUWmlcXIzdepUjB07FlWrVkWzZs3g5+cHQNaLo2rlYipd9FGUUZpr+ZicnptCXffePaBjR/jMn49yKq7zpxHQupwj6s2dWyx6a3Jj8UsioiIQhRAXFyfOnj0rsrOz5dtOnDghoqOjC3M6vUtOThYARHJysqFDKZGSkpJEcFCgACB/BQcFiqSkJK2c/7sdyeLjJYni4yWJ4mWGVPPrSqVCrFghhK2tELI1hhVeCYD4ABCu5cuJmzdvaiVmXdD1fSYiKmnU/f7WuHBmacDCmdqhq6KM83ek4Np92fPgSz5xlD8KrtZ1b94EhgwB/vpL5bnj2rTBxqZN0aBtW7Rr105rMesSi18SEcnorHAmUQ5dFWVUNSz1xutKpcCPPwITJ8qKXubl7g4sWwb3kBCM1W64Osfil0REmmFyQ8WOqgnFBbp2DRg8GPj7b9XtAwcC330HcOE7IqIygVX6qNiR5hopNSpoom9WFjB3LtCggerExsMD2LsXWLOGiQ0RURnCnhsqdnKGpVQNSQGyBe4eHjiApsuWweLyZdU7ffopMHs2oMU5VUWp8RQREYETJ07Az8+vxMz1ISIqqZjcULGTMyyVd0gqKSkJA3t/iAYR+zEFgJmqg6tVA1avBvz9tRZPUWo83bhxAy39muHho0T5NldnJ0SdOAVPT0+txUhERK9xWIqKnfx6br55ryO+3b8f06EisZFIgC++AC5e1GpiAyjWeLo7BQjrDRw/Iqvx9CYt/Zoh7VmiwrFpzxLh16ypVmMkIqLX2HNDxU7OnBvjnOwmLQ2Jo0bhu3+Oq/zARgOw2bQJHj16aD2WnBpPYb1ltZ0A2X+FyEbfcFmNp/yGqHJqWikfC/QNT8T+/fs5REVEpAPsuaFiJ2dYSiIBEBUFNGoEpxUrlBMbIyClBdAIwOVX9c60rag1rQo6NioqSisxEhGRIiY3VOxIpYBZRiq6/joZaNkS+Pdf5Z3cAYQCO6sA6dBdraWi1Hhq1qxZgcfmlC4hIiLt4rAUFTtVrx5Dl59C4fL4llJbBoBoH6BcJ+Dw7ZxaS211tsjd6xpPByBENlpXlyUn6lw3MDAQrs5OGLE1EUJAfuxn22STijkkRUSkGyy/wPILxcezZ8D48cCyZSqbsxo1Qqi1JZYd+0e+Td2nloriyZMn+KhPr0I9LXXr1i34NWvKp6WIiLRA3e9vJjdMboqHiAjgk0+Au3eV28zNgenTgdGjARMTg9VaKsp19+/fj6ioKK5zQ0RUBExuCsDkphh58gQYMwZYu1Z1e4sWshWGvb31GxcRERU76n5/c0IxGc7OnUDduioTm3QzK/zZdzZw5AgTGyIi0ggnFGtJWobAkxfSN+9YhhhJABd7I0jy1od6/BgIDQXCw1UeF+P9Dtb2XgiTGtXQydhYD5ESEVFpYtDkZtmyZVi2bBlu374NAKhbty6mTp2KoKCgfI85fPgwRo8ejStXrqBChQoYN24chg0bpqeI83ftQSZ+3P3c0GEUO14VTDA2xFaW4AgB/P478NlnwKNHyjvb2gLz52Ox6I70bAkq5ldcykCKUh+qKHWpinIsEVFZZNDkplKlSpg9e7Z8rZCff/4ZISEhOHfuHOrWrau0/61btxAcHIwhQ4YgLCwMf//9N4YPHw5nZ2d0795d3+GTGmIeZOHJC4Fyzx8Cw4cD27ap3jEoCFixAvDwgHRFEoBXi/gVA0WpD1WUulRFOZaIqCwrdhOKy5Urh3nz5mHw4MFKbePHj8fOnTsRHR0t3zZs2DBcuHBBo9VedTGh+O7jLBy8mKaVc+nDgf378Sj+AZpVFnC1BR4+A07clcDZrQLavqFXQp1jYx9k4VGKFBAC3xn/AbtJo2WTh/NycAAWLQL69pVnM8OWJyFbClR2NsZXH9hr+61rzM2lPNKeJWJJN9lqw0duAiO2Aha2TohPeFzgsR2DO+D4kQNYHJItPzZ0hzGat2qLXbv36uxYIqLSSN3v72Iz5yY7Oxu///47Xrx4ke/KrVFRUWjfvr3CtsDAQKxevRqZmZkwNTVVeVx6ejrS09PlP6ekpGgv8FcqlzfBwHdttH5eXYiJicGg2d1kNY9yPht2QFg60Hc28PWgmHyHP9Q9ds3B58i6cwt9fxkNu6sHVAfStSuwZAng7q6wOadwpnEx6LkpSn2ootSlKsqxRERlncGflrp06RJsbGxgbm6OYcOGYdu2bahTp47KfePj4+Hq6qqwzdXVFVlZWXj8OP/foGfNmgV7e3v5y8PDQ6vvoaQpSr0ktY4VArV2rcE3M1vAR1Vi4+wM/PorsGWLcmIjBHK6Eo2KwbhUUepD6fw+ExGRSgZPbry9vXH+/HkcP34cn376Kfr374+rV6/mu3/eJ29yRtWUnsjJZeLEiUhOTpa/7t27p53gS6ii1Et607G1zMyAtm3RYsFIWKapmGDdqxdw5QrQo4fKSTXSXA+cGRn801m0+lC6vM+6qqVFRFQaGHxYyszMTP4/al9fX5w6dQqLFi3CihUrlPZ1c3NDfHy8wraEhASYmJjAyckp32uYm5vD3Nxcu4GXYEWpl5TfsaN2GGFZbS94du4MpKYqH+juLiurEBJSYGy5Z4AVh4elilIfShf3Wde1tIiISgODJzd5CSEU5sfk5ufnhz/++ENh2759++Dr65vvfBtSLWxjOD7q0wt9w3M/idMWYRtVrz1T0LFeAA472qFutIrq3QBSPuwPu6ULADWe8MnOndwUg54bAIg6cQp+zZqib7jy01Jvos37rMmxRERlmUGflpo0aRKCgoLg4eGBZ8+eYdOmTZg9ezb27t2Ldu3aYeLEibh//z7Wr18PQPYoeL169TB06FAMGTIEUVFRGDZsGMLDwzV6FJzlF14rSr2k2OhoZM+bB6+NG2GUkaHUnuhYERt6L0THySGo6a5e8pmaLsXI1U8BAHU9TDHqPVuNYtKlotSHKtJ9NlAtLSKi4qZEPC318OFD9O3bF3FxcbC3t0f9+vXliQ0AxMXF4W6uQoqenp7YvXs3vvjiCyxZsgQVKlTA4sWLucZNEdSsWbNwX5iXLqHmoEHA6dMqm292HYIFLSchzdIOQRos3FzchqVya9euXaGLXhb6PhfxWCKissigyc3q1asLbF+3bp3SttatW+Ps2bM6iojeKCMDmD0bmDkTyMxUbq9WDVi9Ghct30LaGdm6P9kaJDfZxWxCMRERlTz8+iD1nTkDNG0KTJumnNhIJMAXXwAXLwL+/jDO1e2SLVV/5FNajHtuiIioZCh2E4qpGEpLA6ZPB+bOBbKzldtr1QLWrAFyPRadu9dFg9xGMblh6k1ERIXA5IYKFhUFDBoE/Kv8JJQwNsaN998HpkxBjXr1FNqMcyUmmgxLSXNlN8VhET8iIip5+LsxqZaaCoweDbRsqTKxuWlrgybZ2aj566+o6eODjsEd8CRX7ajcQ0ocliIiIn1ickPKIiOB+vWBBQsUH18CAFNThNWojhbZqRjTG7g7BQjrDRw/cgAf9ekl3y33nBupRj03r//MYSkiIioMfn3Qa8+eAcOHA23aAK9qGynw9cXtLVvQ9/oNfNdFij6NAQ8HWUHHRZ2zsXuPrKAjUIRhKfbcEBFRETG5IZmICKBePVmJhLzMzYE5c4CoKESbyKZpvamgo1Ghk5tcc26Y3RARUSEwuSnrnjyRTRju0AHItWCiXIsWwIULwLhxgImJ2gUdFYalNFgEW2FYirkNEREVAp+WKst27AA+/RSIi1Nus7ICZs0CRowAjI3lm9Ut6GicKzHRaM4NHwUnIqIiYnJTFj16BISGAps2qW5v0wZYtUq22rAK6hR0LPyw1Os/s+eGiIgKg8lNWSIE8NtvwGefAY8fK7fb2gLz5wNDhshWHM6Ho6Mjdu3eW2BBx0KvUMx1boiIqIiY3JQVcXGyIaZt21S3BwUBK1YAHh5qn7Kggo7GXKGYiIgMhF8fpZ0QwPr1QN26qhMbR0dZ+65dGiU2b6K4iJ/6x3FYioiIioo9N6XZvXvA0KHAnj2q27t2BZYuBdzctH5pxTk3fFqKiIj0hz03pZEQwMqVst4aVYmNszPw66/Ali06SWyAIqxQzHVuiIioiNhzU9rcvCmbEPzXX6rbe/UCFi2SJTg6pLBCsSZzbthzQ0RERcSem9JCKgUWLwZ8fFQnNu7uwPbtwC+/6DyxAVg4k4iIDIc9N6XBtWvA4MHA33+rbh84EPjuO9nkYT3RRuFMY6beRERUCPz6KMmysmQ1nxo0UJ3YeHgAe/cCa9boNbEB8jwKrkFyk51rzg2XuSEiosJgz01JdemSrEfmzBnV7Z9+CsyeDdjZ6TeuV7SxQrExx6WIiKgQmNyUNBkZsppP334LZGYqt1evDqxeDbRurf/YcjHO1e2SrUHhTMEJxUREVERMbkqSM2dkFbwvXlRuk0iAL74AZsyQFb00sFy1NjUclnr9Zw5LERFRYTC5KQnS0oDp04G5c4HsbOX2WrVk82r8/PQfWz4KvUIxJxQTEVERMbkp7qKiZL01//6r3GZsDIwfD3z1FWBhof/YCmBUyMKZQrBwJhERFQ2Tm+IqNRWYMgVYuFC24nBe9esDa9cCjRvrPTR1mBSycCaHpYiIqKiY3BRHkZHAxx8DN24ot5maypKeCRMAMzO9h6auQj8txWEpIiIqIiY3xUlKimyYafly1e2+vrK5NT4++o2rEAq7QrHgCsVERFRE/N24uNi7F6hXT3ViY24uW6wvKqpEJDZA4Vcozp0IsXAmEREVBntuDO3JE2D0aGDdOtXtLVvK1q3x9tZrWEVlXMg5N6wtRURERcWeG0PasQOoU0d1YmNlJSuEeeRIiUtsgDxzblQ8vZ4fharg/HQSEVEhsOfGEB49AkJDgU2bVLe/+y7w009AtWr6jUuLjCQSSAAIaLZCMXtuiIioqPi7sT4JAfz6q6y3RlViY2sLrFwJHDhQohObHDlDUxpVBec6N0REVETsudGXuDhgxAhg2zbV7UFBwIoVskrepYSREQBp4R8F57AUEREVBr8+dE0IYP16oG5d1YmNo6OsfdeuUpXYAK+fmNLkUXAOSxERUVGx50aX7t4Fhg6VPeatSteuwNKlgJubfuPSE/mwVGGflmLqTUREhcCvD12QSmVDTPXqqU5snJ1lc2+2bCm1iQ3wuudFs2Gp3HNutBwQERGVCey50babN2WlEw4dUt3euzewaBFQvrx+4zKAnJ6Xwg9LMbshIiLNsedGW7KzZUmLj4/qxMbdXbauzcaNZSKxAV7PudHsaanXf+awFBERFQZ7brTh33+BwYOBf/5R3T5oEPDdd4CDg17DMrRCzbnJ/bQUO26IiKgQmNxoQ1iY6sSmcmXZYnzt2+s/pmKgUHNu2HNDRERFxK8PbZgyBahVS3Hb8OHA5ctlNrEBCvsoOBfxIyKiomFyow0WFsCaNYBEAlSvDkRGAkuWyFYcLsMKtUIxh6WIiKiIOCylLX5+skX62rWTFb2k109LcZ0bIiLSIyY32hQSYugIihXjV8NKQsiGm9QZZspmzw0RERURfzcmnTE2fv1ndYemRK45N8bMboiIqBCY3JDO5M5N1H1iirWliIioqJjckM7knjOj7hNTuZMgPixFRESFweSGdCb3sJK6T4PnGpWSP21FRESkCX59kM7kTk7UnXOjWDiTXTdERKQ5JjekM4WZc5P7sXHmNkREVBhMbkhncg9LqTvnhsNSRERUVAb9+pg1axaaNm0KW1tbuLi4oEuXLrh27VqBx0RGRkIikSi9/v33Xz1FTepSGJZSc84NVygmIqKiMmhyc/jwYYwYMQLHjx/H/v37kZWVhfbt2+PFixdvPPbatWuIi4uTv2rWrKmHiEkTik9LqXdMdq6uGw5LERFRYRh0heK9e/cq/Lx27Vq4uLjgzJkzaNWqVYHHuri4wMHBQYfRUVEZSzQflsrpuTGSABJmN0REVAjFalZDcnIyAKBcuXJv3LdRo0Zwd3dHQEAADh06VOC+6enpSElJUXiR7hXqaalXORCHpIiIqLCKTXIjhMDo0aPx9ttvo169evnu5+7ujpUrV2LLli3YunUrvL29ERAQgCNHjuR7zKxZs2Bvby9/eXh46OItUB6FGZaS99wUm08mERGVNMWmcOZnn32Gixcv4tixYwXu5+3tDW9vb/nPfn5+uHfvHubPn5/vUNbEiRMxevRo+c8pKSlMcPSgMCsUs+eGiIiKqlj8fvz5559j586dOHToECpVqqTx8c2bN0dsbGy+7ebm5rCzs1N4ke7lnnOj9tNSryYUGzG7ISKiQjJoz40QAp9//jm2bduGyMhIeHp6Fuo8586dg7u7u5ajo6IyLsqwFHMbIiIqJIMmNyNGjMAvv/yCHTt2wNbWFvHx8QAAe3t7WFpaApANKd2/fx/r168HACxcuBBVq1ZF3bp1kZGRgbCwMGzZsgVbtmwx2Psg1Yw4oZiIiAzAoMnNsmXLAAD+/v4K29euXYsBAwYAAOLi4nD37l15W0ZGBsaOHYv79+/D0tISdevWxa5duxAcHKyvsElNhVmhmBOKiYioqAw+LPUm69atU/h53LhxGDdunI4iIm0q1ArFOXNuuMYNEREVEn8/Jp0pTOFM+bAUP5lERFRI/AohnSnSsBQ7boiIqJCY3JDOcIViIiIyBCY3pDMKi/hxnRsiItITJjekM0ZFLJxJRERUGExuSGeKNCzFTyYRERUSv0JIZ7hCMRERGQKTG9IZIw3XuRFCIGc3Y65zQ0REhcTkhnTGWMM5N7l3kfCTSUREhcSvENIZY+PXf1ZnWCr3vBwOSxERUWExuSGdyZ2gqDOhOHfPjTE/mUREVEj8CiGd0XSFYoVhKfbcEBFRITG5IZ3R9FFwaa7shoUziYiosJjckM5oukIxh6WIiEgbTAwdAJVeBa1QHBMTgxs3bqBGjRqoWbMmAA5LERGRdvD3Y9IZVcNSSUlJ6BjcAd7e3ggODoaXlxc6BnfAkydPFJ6o4tNSRERUWOy5IZ3JndxE/5eJ9YdeYG/EX0h3DsJXX3WAmx0QnwL8c0eCEXMOwv/dDrmOZXZDRESFw+SGdMYkV4IS/1SK+KfpsK78LjwrA3GQvWAFeLrJ9jl1PUO+P+fcEBFRYfErhHTG1dEIHuWN37xjHsZGQONqZjqIiIiIygL23JDOGEkkmPKBHeKfSCGEwO07d/Bep06Y1RHoVPv1fn9eBSbuBv7ctQtVKleGnZURbC2ZdxMRUeEwuSGdMpJIUKGcrPemolN1+DWsgknhB2DdORutqwOHbwCTdhrDr1VbtGhUzcDREhFRacDkhvQqbGM4PurTC33DI+TbgoPaImxjuAGjIiKi0oTJDemVo6Mjdu3ei9jYWFy/fl1hnRsiIiJtYHJDBlGzZk0mNUREpBOctUlERESlCpMbIiIiKlWY3BAREVGpwuSGiIiIShUmN0RERFSqMLkhIiKiUoXJDREREZUqTG6IiIioVGFyQ0RERKUKkxsiIiIqVcpk+QUhBAAgJSXFwJEQERGRunK+t3O+x/NTJpObZ8+eAQA8PDwMHAkRERFp6tmzZ7C3t8+3XSLelP6UQlKpFA8ePICtrS0kEonWzpuSkgIPDw/cu3cPdnZ2WjtvacR7pT7eK83wfqmP90p9vFfq0+W9EkLg2bNnqFChAoyM8p9ZUyZ7boyMjFCpUiWdnd/Ozo4ffjXxXqmP90ozvF/q471SH++V+nR1rwrqscnBCcVERERUqjC5ISIiolKFyY0WmZubY9q0aTA3Nzd0KMUe75X6eK80w/ulPt4r9fFeqa843KsyOaGYiIiISi/23BAREVGpwuSGiIiIShUmN0RERFSqMLkhIiKiUoXJTSHNmjULEokEo0aNKnC/w4cPo0mTJrCwsEC1atWwfPly/QRYjKhzryIjIyGRSJRe//77r/4CNYCvv/5a6T27ubkVeExZ/kxper/K6ucqx/379/HRRx/ByckJVlZWaNiwIc6cOVPgMWX186XpvSqrn62qVauqfN8jRozI9xhDfKbK5ArFRXXq1CmsXLkS9evXL3C/W7duITg4GEOGDEFYWBj+/vtvDB8+HM7OzujevbueojUsde9VjmvXrimsaOns7Kyr0IqNunXr4sCBA/KfjY2N892XnynN7leOsvi5evLkCVq2bIk2bdpgz549cHFxwY0bN+Dg4JDvMWX181WYe5WjrH22Tp06hezsbPnPly9fRrt27fDBBx+o3N9gnylBGnn27JmoWbOm2L9/v2jdurUYOXJkvvuOGzdO1KpVS2Hb0KFDRfPmzXUcZfGgyb06dOiQACCePHmit/iKg2nTpokGDRqovX9Z/0xper/K6udKCCHGjx8v3n77bY2OKaufr8Lcq7L82cpt5MiRonr16kIqlapsN9RnisNSGhoxYgQ6duyItm3bvnHfqKgotG/fXmFbYGAgTp8+jczMTF2FWGxocq9yNGrUCO7u7ggICMChQ4d0GF3xERsbiwoVKsDT0xMffvghbt68me++Zf0zBWh2v3KUxc/Vzp074evriw8++AAuLi5o1KgRfvrppwKPKaufr8Lcqxxl8bOVIyMjA2FhYRg0aFC+RagN9ZlicqOBTZs24ezZs5g1a5Za+8fHx8PV1VVhm6urK7KysvD48WNdhFhsaHqv3N3dsXLlSmzZsgVbt26Ft7c3AgICcOTIER1HaljNmjXD+vXrERERgZ9++gnx8fFo0aIFEhMTVe5flj9TgOb3q6x+rgDg5s2bWLZsGWrWrImIiAgMGzYMoaGhWL9+fb7HlNXPV2HuVVn+bOXYvn07nj59igEDBuS7j6E+U5xzo6Z79+5h5MiR2LdvHywsLNQ+Lm82K14tCJ1fllsaFOZeeXt7w9vbW/6zn58f7t27h/nz56NVq1a6CtXggoKC5H/28fGBn58fqlevjp9//hmjR49WeUxZ/Ezl0PR+ldXPFQBIpVL4+vrif//7HwBZD8OVK1ewbNky9OvXL9/jyuLnqzD3qix/tnKsXr0aQUFBqFChQoH7GeIzxZ4bNZ05cwYJCQlo0qQJTExMYGJigsOHD2Px4sUwMTFRmGCVw83NDfHx8QrbEhISYGJiAicnJ32FrneFuVeqNG/eHLGxsTqOtnixtraGj49Pvu+7rH6m8vOm+6VKWflcubu7o06dOgrbateujbt37+Z7TFn9fBXmXqlSVj5bAHDnzh0cOHAAH3/8cYH7GeozxZ4bNQUEBODSpUsK2wYOHIhatWph/PjxKp/Y8PPzwx9//KGwbd++ffD19YWpqalO4zWkwtwrVc6dOwd3d3ddhFhspaenIzo6Gu+8847K9rL6mcrPm+6XKmXlc9WyZUtcu3ZNYVtMTAyqVKmS7zFl9fNVmHulSln5bAHA2rVr4eLigo4dOxa4n8E+UzqdrlzK5X0CaMKECaJv377yn2/evCmsrKzEF198Ia5evSpWr14tTE1NxebNmw0QrWG96V4tWLBAbNu2TcTExIjLly+LCRMmCABiy5YtBohWf8aMGSMiIyPFzZs3xfHjx0WnTp2Era2tuH37thCCn6m8NL1fZfVzJYQQJ0+eFCYmJuLbb78VsbGxYuPGjcLKykqEhYXJ9+HnS6Yw96osf7ays7NF5cqVxfjx45XaistnislNEeT9wu7fv79o3bq1wj6RkZGiUaNGwszMTFStWlUsW7ZMv0EWE2+6V3PmzBHVq1cXFhYWwtHRUbz99tti165d+g9Uz3r27Cnc3d2FqampqFChgujWrZu4cuWKvJ2fKUWa3q+y+rnK8ccff4h69eoJc3NzUatWLbFy5UqFdn6+XtP0XpXlz1ZERIQAIK5du6bUVlw+UxIhXs3sISIiIioFOKGYiIiIShUmN0RERFSqMLkhIiKiUoXJDREREZUqTG6IiIioVGFyQ0RERKUKkxsiIiIqVZjcEJFODRgwAF26dFFrX39/f4waNUqn8agrMjISEokET58+VfuY27dvQyKRQCKRoGHDhjqLDQDWrVsnv1ZxuWdExQWTGyIq87SdVB04cAAHDx7U2vlU6dmzJ+Li4uDn56fT6xCVRCycSUSkZU5OTjqvom1paQlLS0uYmZnp9DpEJRF7bohKsc2bN8PHxweWlpZwcnJC27Zt8eLFC3n72rVrUbt2bVhYWKBWrVpYunSpvC1niGXTpk1o0aIFLCwsULduXURGRsr3yc7OxuDBg+Hp6QlLS0t4e3tj0aJFWos/IyMD48aNQ8WKFWFtbY1mzZopXH/dunVwcHBAREQEateuDRsbG3To0AFxcXHyfbKyshAaGgoHBwc4OTlh/Pjx6N+/v3yobMCAATh8+DAWLVokH+a5ffu2/PgzZ87A19cXVlZWaNGihVL1aHWtWbMGdevWhbm5Odzd3fHZZ5/J2yQSCVasWIFOnTrBysoKtWvXRlRUFK5fvw5/f39YW1vDz88PN27cKNS1icoaJjdEpVRcXBx69eqFQYMGITo6GpGRkejWrRtyysn99NNPmDx5Mr799ltER0fjf//7H7766iv8/PPPCuf58ssvMWbMGJw7dw4tWrRA586dkZiYCACQSqWoVKkSfvvtN1y9ehVTp07FpEmT8Ntvv2nlPQwcOBB///03Nm3ahIsXL+KDDz5Ahw4dEBsbK98nNTUV8+fPx4YNG3DkyBHcvXsXY8eOlbfPmTMHGzduxNq1a/H3338jJSUF27dvl7cvWrQIfn5+GDJkCOLi4hAXFwcPDw95++TJk/Hdd9/h9OnTMDExwaBBgzR+H8uWLcOIESPwySef4NKlS9i5cydq1KihsM+MGTPQr18/nD9/HrVq1ULv3r0xdOhQTJw4EadPnwYAhYSIiAqg89KcRGQQZ86cEQDE7du3VbZ7eHiIX375RWHbjBkzhJ+fnxBCiFu3bgkAYvbs2fL2zMxMUalSJTFnzpx8rzt8+HDRvXt3+c/9+/cXISEhasWcu3r89evXhUQiEffv31fYJyAgQEycOFEIIcTatWsFAHH9+nV5+5IlS4Srq6v8Z1dXVzFv3jz5z1lZWaJy5coKMeWtWi+EEIcOHRIAxIEDB+Tbdu3aJQCIly9fqow/556dO3dOYXuFChXE5MmT833fAMSUKVPkP0dFRQkAYvXq1fJt4eHhwsLCQulYVbETlXWcc0NUSjVo0AABAQHw8fFBYGAg2rdvj/fffx+Ojo549OgR7t27h8GDB2PIkCHyY7KysmBvb69wntwTVk1MTODr64vo6Gj5tuXLl2PVqlW4c+cOXr58iYyMDK08KXT27FkIIeDl5aWwPT09XWE+i5WVFapXry7/2d3dHQkJCQCA5ORkPHz4EG+99Za83djYGE2aNIFUKlUrjvr16yucGwASEhJQuXJltY5PSEjAgwcPEBAQoPZ1XF1dAQA+Pj4K29LS0pCSkgI7Ozu1rk1UVjG5ISqljI2NsX//fvzzzz/Yt28ffvjhB0yePBknTpyAlZUVANnQVLNmzZSOexOJRAIA+O233/DFF1/gu+++g5+fH2xtbTFv3jycOHGiyPFLpVIYGxvjzJkzSjHZ2NjI/2xqaqoUm3g19JY33hx52wuS+/w551E3MQJkE38Le52iXpuorOKcG6JSTCKRoGXLlvjmm29w7tw5mJmZYdu2bXB1dUXFihVx8+ZN1KhRQ+Hl6empcI7jx4/L/5yVlYUzZ86gVq1aAICjR4+iRYsWGD58OBo1aoQaNWpobdJro0aNkJ2djYSEBKUY3dzc1DqHvb09XF1dcfLkSfm27OxsnDt3TmE/MzMzZGdnayXuvGxtbVG1alWdPxpORK+x54aolDpx4gQOHjyI9u3bw8XFBSdOnMCjR49Qu3ZtAMDXX3+N0NBQ2NnZISgoCOnp6Th9+jSePHmC0aNHy8+zZMkS1KxZE7Vr18aCBQvw5MkT+aTaGjVqYP369YiIiICnpyc2bNiAU6dOKSVIheHl5YU+ffqgX79++O6779CoUSM8fvwYf/31F3x8fBAcHKzWeT7//HPMmjULNWrUQK1atfDDDz/gyZMnCr05VatWxYkTJ3D79m3Y2NigXLlyRY4/t6+//hrDhg2Di4sLgoKC8OzZM/z999/4/PPPtXodIpJhckNUStnZ2eHIkSNYuHAhUlJSUKVKFXz33XcICgoCAHz88cewsrLCvHnzMG7cOFhbW8PHx0dpMbvZs2djzpw5OHfuHKpXr44dO3agfPnyAIBhw4bh/Pnz6NmzJyQSCXr16oXhw4djz549WnkPa9euxcyZMzFmzBjcv38fTk5O8PPzUzuxAYDx48cjPj4e/fr1g7GxMT755BMEBgYqDHWNHTsW/fv3R506dfDy5UvcunVLK/Hn6N+/P9LS0rBgwQKMHTsW5cuXx/vvv6/VaxDRaxKhyeAzEZUZt2/fhqenJ86dO6fzUgL6JJVKUbt2bfTo0QMzZszQ6rkNcc/8/f3RsGFDLFy4UC/XIyoJOOeGiEq1O3fu4KeffkJMTAwuXbqETz/9FLdu3ULv3r11ds0WLVqgRYsWOjs/AGzcuBE2NjY4evSoTq9DVBJxWIqI9OLu3buoU6dOvu1Xr15V+/FqTRgZGWHdunUYO3YshBCoV68eDhw4IJ97pE2VKlWSLzBobm6u9fPn1rlzZ/mTbg4ODjq9FlFJw2EpItKLrKwshbIGeVWtWhUmJvx9i4iKjskNERERlSqcc0NERESlCpMbIiIiKlWY3BAREVGpwuSGiIiIShUmN0RERFSqMLkhIiKiUoXJDREREZUqTG6IiIioVPk/RKKqzmxRHO0AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X_reg_test = np.arange(4.0, 7.0, 0.01)[:, np.newaxis]\n",
"y_reg_test = clf.predict(X_reg_test)\n",
"\n",
"# Plot the results\n",
"plt.figure()\n",
"plt.scatter(X_setosa_sepal_length, X_setosa_sepal_width, s=20, edgecolor=\"black\",\n",
" c=\"darkorange\", label=\"data\")\n",
"plt.plot(X_reg_test, y_reg_test, color=\"cornflowerblue\",\n",
" label=\"Fit\", linewidth=2)\n",
"plt.plot(X_plot, fit, label=\"Linear Regression Model\", color=\"red\", linewidth=3)\n",
"plt.xlabel(\"sepal_length [cm]\")\n",
"plt.ylabel(\"sepal_width [cm]\")\n",
"plt.title(\"Beslutningstrær for regresjon\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6b048aee",
"metadata": {},
"source": [
"Her ser vi flere svakheter ved beslutningstrær effektivt demonstrert\n",
"\n",
"* Følsom for tilfeldige fluktuasjoner (over-trening) - modellen er dårlig til å generalisere\n",
"* Ustabil og skjør: små variasjoner i treningsdataene kan føre til helt forskjellige trær \n",
"\n",
"Hvordan vil modellen se ut for ulike dypder på treet?"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "ba698c5d",
"metadata": {},
"outputs": [],
"source": [
"clf = []\n",
"for depth in range(1,10,2):\n",
" clf.append(tree.DecisionTreeRegressor(max_depth=depth))\n",
" clf[-1].fit(X_setosa_sepal_length,X_setosa_sepal_width)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "8e94be9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the results\n",
"fig, ax = plt.subplots()\n",
"plt.scatter(X_setosa_sepal_length, X_setosa_sepal_width, s=20, edgecolor=\"black\",c=\"darkorange\", label=\"data\")\n",
"for i in range(len(clf)):\n",
" y_reg_test = clf[i].predict(X_reg_test)\n",
" plt.plot(X_reg_test, y_reg_test, color=np.random.rand(3,),\n",
" label=\"depth=%i\"%clf[i].tree_.max_depth, linewidth=2)\n",
"plt.xlabel(\"sepal_length [cm]\")\n",
"plt.ylabel(\"sepal_width [cm]\")\n",
"plt.title(\"Beslutningstrær for regresjon\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9c4343ed",
"metadata": {},
"source": [
"### Hvordan bestemmer treet hvor det skal splitte?\n",
"\n",
"I tilfellet med regresjon så gir det ikke mening å bruke gini-indeksen (siden vi ikke har noen kategorisering) for å splitte nodene. Vi ser derimot at *squared error* brukes. \n",
"\n",
"La oss prøve å forstå hvordan treet avgjør hvordan det velger å splitte. For enkelhets skyld så lager vi et enda enklere (dummy) datasett som gir en sammenheng mellom tidsbruk og karakter i et fag ved universitetet.\n",
"\n",
"| Tid | Karakter |\n",
"| --- | --- | \n",
"| 16 | 1.1 | \n",
"| 20 | 1.2 | \n",
"| 23 | 3.1 | \n",
"| 29 | 2.8 | \n",
"| 32 | 3.2 | \n",
"| 39 | 1.3 | \n",
"| 44 | 1.1 | \n",
"\n",
"La oss starte med å putte det inn i en numpy array direkte."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "bc94ee3a",
"metadata": {},
"outputs": [],
"source": [
"bdt = np.array([[16,1.1],[20,1.2],[23,3.1],[29,2.8],[32,3.2],[39,1.3],[44,1.1]])"
]
},
{
"cell_type": "markdown",
"id": "5a590cb0",
"metadata": {},
"source": [
"Beslutningstrær prøver å dele opp dataene i områder basert på verdien til predikatorene og har som mål å lage områder som mimimerer RSS (residual sum of squares) definert ved\n",
"\n",
"$$\\sum_{j=1}^{J}\\sum_{i\\in R_j}\\left(y_i - \\hat{y}_{R_j}\\right)^2$$\n",
"\n",
"hvor vi nå har delt opp dataene i $J$ ulike områder, $R_1, R_2,...R_J$ og hvor $\\hat{y}_{R_j}$ er gjennomsnittet av målingene i område $R_j$. Treet starter med en top-down tilnærming som starter på toppen av treet og finner den beste splitten uten å tenke på om det er gunstige for fremtidige splitter lengre ned i treet. Dette er kjent som **greedy** eller **recursive binary splitting**. La oss se om vi kan klare å predikere den første splitten til et beslutningtre på datasettet over. Dersom vi bare konsentrerer oss om første splitt forenkles uttrykket over siden vi kun da kun vil ha $2$ områder etter splitten. Vi vil altså minimere følgende uttrykk:\n",
"\n",
"$$\\sum_{i: x_i \\in R_1}\\left(y_i-\\hat{y}_{R_1}\\right)^2 + \\sum_{i: x_i \\in R_2}\\left(y_i-\\hat{y}_{R_2}\\right)^2$$\n",
"\n",
"Vi går gjennom dette på tavla, men en numerisk implementering av dette kan f.eks. se slik ut"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "061c3ac2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.9714285714285713\n"
]
}
],
"source": [
"mn = bdt.mean(axis=0)[1]\n",
"print(mn)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "170814d0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dersom vi kutter ved tid = 18.0 blir RSS1 (0.000) + RSS2 (0.858) = 5.1\n",
"Dersom vi kutter ved tid = 21.5 blir RSS1 (0.002) + RSS2 (0.828) = 4.1\n",
"Dersom vi kutter ved tid = 26.0 blir RSS1 (0.847) + RSS2 (0.835) = 5.9\n",
"Dersom vi kutter ved tid = 30.5 blir RSS1 (0.823) + RSS2 (0.896) = 6.0\n",
"Dersom vi kutter ved tid = 35.5 blir RSS1 (0.870) + RSS2 (0.010) = 4.4\n",
"Dersom vi kutter ved tid = 41.5 blir RSS1 (0.858) + RSS2 (0.000) = 5.1\n"
]
}
],
"source": [
"mn = bdt.mean(axis=0)[1]\n",
"rss = 0\n",
"# Loop over alle muligheter for å splitte\n",
"for j in range(1,bdt.shape[0]):\n",
" rss_R1 = 0\n",
" rss_R2 = 0\n",
" mean_R1 = bdt[0:j,:].mean(axis=0)[1]\n",
" mean_R2 = bdt[j:,:].mean(axis=0)[1]\n",
" n_R1 = 0\n",
" n_R2 = 0\n",
" # For hver mulighet til å splitte datasettet \n",
" # må vi regne ut de to summene i uttrykket over\n",
" for i in range(bdt.shape[0]):\n",
" if i < j:\n",
" #print(\"In R1 and i = %i\"%i)\n",
" rss_R1 += (bdt[i][1]-mean_R1)**2\n",
" n_R1 += 1\n",
" else:\n",
" #print(\"In R2 and i = %i\"%i)\n",
" rss_R2 += (bdt[i][1]-mean_R2)**2\n",
" n_R2 += 1\n",
" # Vi definerer kuttet til å være midt mellom de respektive målingene\n",
" print(\"Dersom vi kutter ved tid = %.1f blir RSS1 (%.3f) + RSS2 (%.3f) = %.1f\"%((bdt[j-1][0]+bdt[j][0])/2.,rss_R1/n_R1,rss_R2/n_R2,rss_R1+rss_R2))"
]
},
{
"cell_type": "markdown",
"id": "c91deda4",
"metadata": {},
"source": [
"Vi kan enkelt sjekke om dette stemmer ved å lage en regresjonsmodell for å predikere karakter fra tiden brukt i faget. For enkelhetsskyld tvinger vi treet til kun å utføre første split (*max_depth = 1*), men resultatet for første split vil være det samme uavhengig av dypbden på treet siden det er *greedy*. "
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "1b97e39c",
"metadata": {},
"outputs": [],
"source": [
"clf = tree.DecisionTreeRegressor(max_depth=1,criterion='squared_error')\n",
"X = bdt[:,0]\n",
"X = X[:, np.newaxis]\n",
"Y = bdt[:,1]\n",
"clf = clf.fit(X,Y)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "27a192ed",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tree.plot_tree(clf, filled=True, feature_names=[\"Tid\",\"Karakter\"],rounded=True,impurity=True);"
]
},
{
"cell_type": "markdown",
"id": "b8d07e7e",
"metadata": {},
"source": [
"Stemmer perfekt med vår antagelse! Vi ser også at treet gir *squared error* for datasettet i hver region som den har laget. Dette sier noe om variasjonen i målingene innenfor de ulike regionene og er gitt ved\n",
"\n",
"$$\\frac{1}{N_{R_j}}\\sum_{i \\in R_j}\\left(y_i-\\hat{y}_{R_j}\\right)^2$$\n",
"\n",
"hvor altså $\\hat{y}_{R_j}$ er gjennomsnittet av målingene i område $R_j$ og $N_{R_j}$ er antall målinger i det samme området. Første node har en realtivt stor feil ($0.862$) mens vi ser at de neste nodene har lavere feil (selvom feilen til den høyre noden fortsatt er ganske stor og nok vil bli delt opp i flere noder dersom vi gir treet anledning til å vokse videre). Vi kan enkelt regne ut *squared error* for den første noden."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "f1aafa15",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.8620408163265306\n"
]
}
],
"source": [
"sr = 0\n",
"n = 0\n",
"for i in range(bdt.shape[0]):\n",
" sr += (bdt[i][1]-mn)**2\n",
" n += 1\n",
"print(sr/7)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}