{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "x2LMLww79mVt"
},
"source": [
"# First Order Weighted Fuzzy Time Series by Yu(2005)\n",
"\n",
"H.-K. Yu, “Weighted fuzzy time series models for TAIEX forecasting,” \n",
"Phys. A Stat. Mech. its Appl., vol. 349, no. 3, pp. 609–624, 2005."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Jx-dFMeC9mVz"
},
"source": [
"## Environment Setup"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "H-laCR5H9mV1"
},
"source": [
"### Library install/update"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 263
},
"colab_type": "code",
"id": "ftD40EBQ9mV4",
"outputId": "5cc34a26-3afe-4e2e-fda1-576ac545c453"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting git+https://github.com/PYFTS/pyFTS\n",
" Cloning https://github.com/PYFTS/pyFTS to /tmp/pip-req-build-dqestlqc\n",
" Running command git clone -q https://github.com/PYFTS/pyFTS /tmp/pip-req-build-dqestlqc\n",
"Building wheels for collected packages: pyFTS\n",
" Building wheel for pyFTS (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for pyFTS: filename=pyFTS-1.6-cp36-none-any.whl size=197025 sha256=6e839f074268e83537bba8d25fc74ba6934b60ed662a0b17a16c6bfb64c73f7a\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-appy12pd/wheels/e7/32/a9/230470113df5a73242a5a6d05671cb646db97abf14bbce2644\n",
"Successfully built pyFTS\n",
"Installing collected packages: pyFTS\n",
" Found existing installation: pyFTS 1.6\n",
" Uninstalling pyFTS-1.6:\n",
" Successfully uninstalled pyFTS-1.6\n",
"Successfully installed pyFTS-1.6\n"
]
}
],
"source": [
"!pip3 install -U git+https://github.com/PYFTS/pyFTS\n",
"#!pip3 install dispy"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "nxGKQF819mWA"
},
"source": [
"### External libraries import"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"colab_type": "code",
"id": "3UICJE4q9mWD",
"outputId": "b8823a18-caa6-4305-d835-35a89c1049bb"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pylab as plt\n",
"import seaborn as sns\n",
"\n",
"%pylab inline"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "DRj_c1Af9mWJ"
},
"source": [
"### Common pyFTS imports "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "ROHnRPQr9mWL"
},
"outputs": [],
"source": [
"from pyFTS.common import Util as cUtil\n",
"from pyFTS.benchmarks import benchmarks as bchmk, Util as bUtil\n",
"from pyFTS.partitioners import Util as pUtil\n",
"\n",
"from pyFTS.models import chen\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "noQuGEh79mWQ"
},
"source": [
"## Common data transformations"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "Rf1kbFSn9mWS"
},
"outputs": [],
"source": [
"from pyFTS.common import Transformations\n",
"\n",
"tdiff = Transformations.Differential(1)\n",
"\n",
"boxcox = Transformations.BoxCox(0)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Xom5aDUR9mWY"
},
"source": [
"## Datasets"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "4Tf4MrAk9mWa"
},
"source": [
"### Data Loading"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "QgyjvurE9mWb"
},
"outputs": [],
"source": [
"from pyFTS.data import TAIEX, NASDAQ, SP500\n",
"\n",
"dataset_names = [\"TAIEX\", \"SP500\",\"NASDAQ\"]\n",
"\n",
"def get_dataset(name):\n",
" if dataset_name == \"TAIEX\":\n",
" return TAIEX.get_data()\n",
" elif dataset_name == \"SP500\":\n",
" return SP500.get_data()[11500:16000]\n",
" elif dataset_name == \"NASDAQ\":\n",
" return NASDAQ.get_data()\n",
"\n",
"\n",
"train_split = 2000\n",
"test_length = 200"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "qshydqlk9mWg"
},
"source": [
"### Visualization"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
},
"colab_type": "code",
"id": "5eedBSif9mWi",
"outputId": "0678c35a-3e3a-47f2-8549-d0904b2e63db"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[10,5])\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" dataset_diff = tdiff.apply(dataset)\n",
"\n",
" ax[0][count].plot(dataset)\n",
" ax[1][count].plot(dataset_diff)\n",
" ax[0][count].set_title(dataset_name)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "T3f6SyW99mWn"
},
"source": [
"### Statistics"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 143
},
"colab_type": "code",
"id": "jE-HY1zx9mWo",
"outputId": "c16e937b-b56b-492c-8f7b-9bf4a9663198"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Dataset | \n",
" ADF Statistic | \n",
" p-value | \n",
" Cr. Val. 1% | \n",
" Cr. Val. 5% | \n",
" Cr. Val. 10% | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" TAIEX | \n",
" -2.656728 | \n",
" 0.081830 | \n",
" -3.431601 | \n",
" -2.862093 | \n",
" -2.567064 | \n",
"
\n",
" \n",
" 1 | \n",
" SP500 | \n",
" -1.747171 | \n",
" 0.406987 | \n",
" -3.431811 | \n",
" -2.862186 | \n",
" -2.567114 | \n",
"
\n",
" \n",
" 2 | \n",
" NASDAQ | \n",
" 0.476224 | \n",
" 0.984132 | \n",
" -3.432022 | \n",
" -2.862279 | \n",
" -2.567163 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Dataset ADF Statistic p-value Cr. Val. 1% Cr. Val. 5% Cr. Val. 10%\n",
"0 TAIEX -2.656728 0.081830 -3.431601 -2.862093 -2.567064\n",
"1 SP500 -1.747171 0.406987 -3.431811 -2.862186 -2.567114\n",
"2 NASDAQ 0.476224 0.984132 -3.432022 -2.862279 -2.567163"
]
},
"execution_count": 7,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"from statsmodels.tsa.stattools import adfuller\n",
"\n",
"rows =[]\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" row = [dataset_name]\n",
" dataset = get_dataset(dataset_name)\n",
" result = adfuller(dataset)\n",
" row.extend([result[0],result[1]])\n",
" row.extend([value for key, value in result[4].items()])\n",
" rows.append(row)\n",
" \n",
"pd.DataFrame(rows,columns=['Dataset','ADF Statistic','p-value','Cr. Val. 1%','Cr. Val. 5%','Cr. Val. 10%'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "rU7VPjD_9mWt"
},
"source": [
"## Partitioning\n",
"\n",
"Наилучшее количество разделов Вселенной Дискурса является задачей оптимизации. Чтобы узнать больше о схемах секционирования, просмотрите блокнот Partitioners. Чтобы узнать больше о сравнительном тестировании, загляните в блокнот «Бенчмарки»."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "0tu0-8Xv9mWv"
},
"outputs": [],
"source": [
"from pyFTS.partitioners import Grid, Util as pUtil\n",
"from pyFTS.benchmarks import benchmarks as bchmk\n",
"from pyFTS.models import chen\n",
"\n",
"tag = 'chen_partitioning'\n",
"_type = 'point'\n",
"\n",
"for dataset_name in dataset_names:\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,\n",
" methods=[chen.ConventionalFTS],\n",
" benchmark_models=False,\n",
" transformations=[None],\n",
" partitions=np.arange(10,100,2), \n",
" progress=False, type=_type,\n",
" file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n",
"\n",
" bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,\n",
" methods=[chen.ConventionalFTS],\n",
" benchmark_models=False,\n",
" transformations=[tdiff],\n",
" partitions=np.arange(3,30,1), \n",
" progress=False, type=_type,\n",
" file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 475
},
"colab_type": "code",
"id": "pbMJ7sSe9mW0",
"outputId": "182effbc-a2d1-4f07-b43e-ddc25c00f7a5"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Number of partitions of the UoD')"
]
},
"execution_count": 9,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"from pyFTS.benchmarks import Util as bUtil\n",
"\n",
"df1 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
" \"tag = 'chen_partitioning' and measure = 'rmse'and transformation is null\")\n",
"\n",
"df2 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
" \"tag = 'chen_partitioning' and measure = 'rmse' and transformation is not null\")\n",
"\n",
"fig, ax = plt.subplots(nrows=2, ncols=1, figsize=[15,7])\n",
"\n",
"g1 = sns.boxplot(x='Partitions', y='Value', hue='Dataset', data=df1, showfliers=False, ax=ax[0], \n",
" palette=\"Set3\")\n",
"box = g1.get_position()\n",
"g1.set_position([box.x0, box.y0, box.width * 0.85, box.height]) \n",
"g1.legend(loc='right', bbox_to_anchor=(1.15, 0.5), ncol=1)\n",
"ax[0].set_title(\"Original data\")\n",
"ax[0].set_ylabel(\"RMSE\")\n",
"ax[0].set_xlabel(\"\")\n",
"\n",
"g2 = sns.boxplot(x='Partitions', y='Value', hue='Dataset', data=df2, showfliers=False, ax=ax[1], \n",
" palette=\"Set3\")\n",
"box = g2.get_position()\n",
"g2.set_position([box.x0, box.y0, box.width * 0.85, box.height]) \n",
"g2.legend(loc='right', bbox_to_anchor=(1.15, 0.5), ncol=1)\n",
"ax[1].set_title(\"Differentiated data\")\n",
"ax[1].set_ylabel(\"RMSE\")\n",
"ax[1].set_xlabel(\"Number of partitions of the UoD\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "xd0_sbJN9mW3"
},
"source": [
"### Comparing the partitioning schemas"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 367
},
"colab_type": "code",
"id": "UALZRP2_9mW5",
"outputId": "4159a800-b252-4d41-869d-c605522913c5"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"from pyFTS.partitioners import Grid, Util as pUtil\n",
"\n",
"fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[20,5])\n",
"\n",
"\n",
"partitioners = {}\n",
"partitioners_diff = {}\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" partitioner = Grid.GridPartitioner(data=dataset, npart=30)\n",
" partitioners[dataset_name] = partitioner\n",
" partitioner_diff = Grid.GridPartitioner(data=dataset, npart=10, transformation=tdiff)\n",
" partitioners_diff[dataset_name] = partitioner_diff\n",
"\n",
" pUtil.plot_sets(dataset, [partitioner.sets], titles=[dataset_name], axis=ax[0][count])\n",
" pUtil.plot_sets(dataset, [partitioner_diff.sets], titles=[''], axis=ax[1][count])"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "emVoyADD9mW-"
},
"source": [
"## Fitting models"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "9cmdELOH9mW_"
},
"source": [
"### With original data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "9_EzXhLN9mXA"
},
"outputs": [],
"source": [
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" model1 = chen.ConventionalFTS(partitioner=partitioners[dataset_name])\n",
" model1.name=dataset_name\n",
" model1.fit(dataset[:train_split], save_model=True, file_path='model1'+dataset_name, order=1)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "V4OHNIRj9mXF"
},
"source": [
"### With transformed data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "jZk-tH-q9mXG"
},
"outputs": [],
"source": [
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" model2 = chen.ConventionalFTS(partitioner=partitioners_diff[dataset_name])\n",
" model2.name=dataset_name\n",
" model2.append_transformation(tdiff)\n",
" model2.fit(dataset[:train_split], save_model=True, file_path='model2'+dataset_name, order=1)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Z4YheFdX9mXL"
},
"source": [
"## Predicting with the models"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 749
},
"colab_type": "code",
"id": "rHL6JlyL9mXM",
"outputId": "002a2565-e726-41ef-85c0-a3d5a8cb0592"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, ncols=1, figsize=[20,10])\n",
"\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" ax[count].plot(dataset[train_split:train_split+200])\n",
"\n",
" model1 = cUtil.load_obj('model1'+dataset_name)\n",
"\n",
" forecasts = model1.predict(dataset[train_split:train_split+200])\n",
" \n",
" ax[count].plot(forecasts)\n",
" \n",
" ax[count].set_title(dataset_name)\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 143
},
"colab_type": "code",
"id": "5GMB4jPS9mXP",
"outputId": "be4c53cb-3351-44c7-c0a3-954231b91796"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Dataset | \n",
" RMSE | \n",
" SMAPE | \n",
" Theil's U | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" TAIEX | \n",
" 102.65 | \n",
" 1.76 | \n",
" 1.56 | \n",
"
\n",
" \n",
" 1 | \n",
" SP500 | \n",
" 14.49 | \n",
" 1.14 | \n",
" 2.60 | \n",
"
\n",
" \n",
" 2 | \n",
" NASDAQ | \n",
" 48.39 | \n",
" 2.36 | \n",
" 2.02 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Dataset RMSE SMAPE Theil's U\n",
"0 TAIEX 102.65 1.76 1.56\n",
"1 SP500 14.49 1.14 2.60\n",
"2 NASDAQ 48.39 2.36 2.02"
]
},
"execution_count": 14,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"from pyFTS.benchmarks import Measures\n",
"\n",
"rows = []\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" row = [dataset_name]\n",
" \n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" test = dataset[train_split:train_split+200]\n",
"\n",
" model1 = cUtil.load_obj('model1'+dataset_name)\n",
" \n",
" row.extend(Measures.get_point_statistics(test, model1))\n",
" \n",
" rows.append(row)\n",
" \n",
" \n",
"pd.DataFrame(rows,columns=[\"Dataset\",\"RMSE\",\"SMAPE\",\"Theil's U\"])\n",
" \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 749
},
"colab_type": "code",
"id": "UFuHi-j49mXV",
"outputId": "c187966e-a1af-4b7c-c97a-818225d4c299"
},
"outputs": [
{
"data": {
"image/png": 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Or5/Mflcl2nW8uWBuUP5swAzwYp8GzHy0IyGBOWGyywVHtMFfcZHXgNkCC4wx4caYkRc4PgL4Oef7YCAq17HDOWN/NH4eY8xIY0yYMSYsJiYmjyWKiIiIiIiIiIjIFTkVRYX4MJaX6Eaj4ICCuYd/MHiV+i1g9vPxpEmVXPeKj4C0BAXMxUReA+ZO1tqWOO0tHjPGdD5zwBjzApAFfJNfRVlrx1lrQ621oUFBQfl1WREREREREREREfkTp9Y6EZ97s3swxhTMTYz5baO/C4oOd74qYC4W8hQwW2ujc76eAGbgtLvAGDMM6AMMttbanOnRQNVcp1fJGfujcRERERERERERESls1uLaNIV1rnrc1KFNwd4rqAHE7L7wsehw8Cx5tlezFGkXDZiNMSWNMX5nvge6A9uMMT2AfwD9rLUpuU6ZBQw0xngbY2oAdYB1wHqgjjGmhjHGC2cjwFn5+zgiIiIiIiIiIiJyOezRzZRNPcDm0t0JLl2iYG8WVA+SjkNK/PnHosOhcnNwcy/YGiRfeORhTgVgRs6SeA9gsrV2njFmH+ANLMw5tsZa+xdr7XZjzHfADpzWGY9Za7MBjDGjgPmAO/CFtXZ7vj+RiIiIiIiIiIiIXLLYVRPxtx4Etrun4G9WvoHzNWY3VGt/djwrA45tgbYPF3wNki8uGjBbayOAZhcYr/0n57wGvHaB8bnA3EusUURERERERERERPJBYlom/j6e5x/IzsJn90yW2Rbc1OIqtKYIqud8jdl5bsB8fBtkZ6j/cjGS103+REREREREREREpBh7fe5Omv17AU98u5H9MUnnHMvavwS/rDgOBPchoMQFAuj85l/F6bP8+z7M2uCv2FHALCIiIiIiIiIico37ctUBPl0eQevqZVm44zi3jFnG099t4mBsMgCxqyZxypakVoc7r05Bbm7OKuaYXeeOR2+AkkEQUPXq1CFXLC89mEVERERERERERKSYmrftGP+evYPuDSvw8ZBWnEzJ4NNl+5m4+hA/bjrCi3UiGRQ5n5/MDfRrEHz1CguqD/sXnzsWHe6sXnb2fJNiQCuYRURERERERERErlHhh+J5cspGmlctzXsDW+DuZihXypsXejdk1aMNmVXhM4YfepZD2YFENngIL4+rGBeWrw9JxyD1pPNzWgLE7lF7jGJGK5hFRERERERERESuQRExSTz4VRiVAnz4/P5QSni5OwdcLgifQLlF/6ZcVhqnOzzHIrf+DGpd8+oWGJSzmWDMbghpB0c2ARaCW17dOuSKKGAWERERKcJ2HUskMi6F7o0qFnYpIiIiIlKMxJxOZ+iEdbgZw1cj2hBYyts5cGIn/PQkRK2FGp2hz7v4Bdbi0cIoMqheTrG7nID5zAZ/lRUwFycKmEVERESKoIOxybyzaA+zNh/BWvj+L+1pXb1sYZclIiIiIsVASkYWD3y1npjT6UwZ2Z5qgSWdA1u+h5mPgLcf3PYJNBtYuL2OA0LA09dZwQxOwFy2JvjqfW9xoh7MIiIiIkXI0YRURk/fyk1jljF/+zFGdq5JBX9v/jN3J9bawi5PRERERIqBf/64nW3RCXx4b0uaVy3tDEYsdcLlqm1hVBg0v7fwN9Jzc4NydZ1V1QDRG9R/uRjSCmYRERGRIiA+OYOPluxj4ppDWGu5r101Hu1ai/J+PtQKKsU/ftjC3K3H6N20UmGXKiIiIiJF2InENGZujGZoh+rc3LCCM3h8O0y9DwJrw8BvoETpwi0yt/INIGIZJB6B00cUMBdDCphFRERECpnLZRn02Rr2HD/NnS2r8MRNdaha1ve343e2rMIXKw/wxrxd3NywPN4e7oVYrYiIiIgUZZPXRZJtLUPbV3cGEqLh67vAqyQM+aFohcvg9GHe/K2zwhoUMBdDapEhIiIiUsiW7D7BrmOn+d/dzXjr7mbnhMsA7m6G0b0aEBmfwtdrIgupShEREREp6jKyXHyzNpIudYOoXq4kpCXAN3dB+mkY/AMEVCnsEs8XVN/5umkyuHlAxSaFW49cMgXMIiIiIoVs3PIIgkuXoG+zyucfzEiBxCPcWDeIG+qU44PFe0lIybz6RYqIiIhIkTd/+zFiTqdzf/vqkJUBU4dA7B64ZxJUbFzY5V3YmYD54Aqo0Ag8SxRuPXLJFDCLiIiIFKLNUadYeyCe4R2r4+me661ZVjqs/RTeawZjGsDPz/L8LdVJSM1k7NJ9hVewiIiISDGQkeXiL5PCGT5hHbO3HCE9K7uwS7oqJq4+SEhZX26sUw5mjYIDy6Hfh1Cra2GX9sdKVwOPnFBZ7TGKJfVgFhERESlE41ZE4OfjwcA2Ic5AdpbTg27ZG5AQBdVvgPq9YO0nNNi7kKfrP80Hqw5yX7tq57XSEBERERHHK7N3MG/7MYL8vFmyeyMBJTzp37wyd7eqSmOvo5jYPdCwH5nZLvYeT2Jr9Cm2RidwLCGdv95Sh0aVAwr7ES7ZjiOJrD94khd7N8Bt1duwZSp0exGa31vYpf05NzcIqgtHNytgLqbyFDAbYw4Cp4FsIMtaG2qMKQtMBaoDB4EB1tqTxhgDvAf0AlKAYdbaDTnXGQq8mHPZV621X+Xfo4iIiIg4XC7LJ8v3Uz2wJLc2qoi7mynski4oKj6Fn7ce5aHONSnl6QbbpsOS1yBuH1RuCf0+gJpdwBhofCfMfIxRBx+nhHtv3p1XhrcHtSvsRxAREREpcr4Li2LSmkM8dEMNnuvZgFX7Yvk+/DBT1keRsm4ir3pOwIcMppW4m9Gn7yAjywLg5+2Bu7vh3nFrmPRAW5pVLWKb4V3EpDUH8fF04+4mZeDj96F+H7jh74VdVt4E1VfAXIxdygrmrtba2Fw/Pwf8Yq39rzHmuZyfnwV6AnVyXm2Bj4G2OYH0v4BQwALhxphZ1tqT+fAcIiIiIr8ZtyKCN+ftBqBGuZI83Lkmt7cMxtvD/YLz45LS+WXnCSLjU3j8ptp/OC+/jV95AHc3w4jW5WFiP6fvXFADuOcbqN/bCZbPqNEZHv0Vs+BFHgz/kj27NrB34yfUadH5qtQqIiIiUhxsOXyKF2duo0OtQJ7tUR93N0PnukF0rlGKDK/P8Nr6DVs8m7I3sxx3pn5PjUqZRHV4haZVA6lW1pfoU6kM+nwNQz5fy5cjWtOqWtnCfqQ8SUjJZMbGaG5rHkzA3umQnggdnzz3/WRRVqe70yu6XN3CrkQug7HWXnySs4I5NHfAbIzZDXSx1h41xlQCllpr6xljPs35/tvc8868rLUP54yfM++PhIaG2rCwsMt5NhEREbkObYg8yYBPVtO9UQX6Nq3MR0v3szU6gfJ+3jzQsTr3+66ihMnkYPWBLNx5ggU7jhF+6CSunLdEQ9tX49/9C34DlFMpGbR/fTF9GwXyZuZ/IGIp9H4bWg4Ftz8PuFN2zOf0d38hiFOYqq0xNTo7AXSVNuDpU+C1i4iIiBRFsUnp9PtgJcYYfnq8E2VLeuUc2AffD4Xj26DzM9BlNBg3+OVlWDnG+aTY7Z+CuycAR06lMvjztRxPTGPCsNa0rRlYiE+VN5+viODVOTuZ83hHGv3Y03mWkcuKT8AsRZIxJtxaG3qxeXldwWyBBcYYC3xqrR0HVLDWHs05fgyokPN9MBCV69zDOWN/NC4iIiKSLxJSMnl88kYqBvjw+h1NCSjhSY/GFVm1L47vf1lFw1+GUsJ9GwCbsqfxv8yR1KxUjlHd6tC9YQVmbIxm/MoDtK0ZSK8mlQq01m/WRpKRmcGLGWMgYrGz+UrL+/J0rm/DW5nV7UeOLxhD9yM7qBc1Brflb2HdvTEhbaF6Z2gxGPwrF+gziIiIiBQVWdkuRk3eQFxyBtMe6XA2XN4+A3583AlcB0+DOjefPenmf4FPACz6F6QnwYCvwLMElUuXYOrIdgz6fC1DJ6xj/NDWdKxdrnAeLA9cLsvE1YdoXb0MjTK3wYkd0H+swmW5avIaMHey1kYbY8oDC40xu3IftNbanPA5XxhjRgIjAUJCQvLrsiIiInINs9by7LQtHE9M44dHOhBQwlmBYoBOibPpFP8i2T4uvi3zV9zSTnJP4pf0rJyK95Ap4FcRgLoV/Ag/dJJnf9hCo8r+VAsseVm1RMQk8dPmowzrWP23OnJLz8rmy5URTAichH/EArj19TyHy2fc1bExX/AS/951gt2HjtDc7qST+3a6Re2ixoFXydw0Fc9HV2pFs4iIiFwXXv95F2si4hkzoBmNgwPAWic4XvUeVGkNd38JAVXOP7HTU07IPPuv8PWdcO8U8PGnvL8PU+9vwKtfzmDuV4sJaZRN1Q4DIKTo7YGxbE8MkfEpPHNrPVj3HJQo46zKFrlK8tQi45wTjPk/IAl4CLXIEBERkSJi0ppDvDRzG8/3qs/IzrWcwYTDMOtx2L/YaSHR70MoU805tnM2TB/p/A/FwG8guCUAh0+m0Pv9lVQpU4Jpj3TAx/PS+jGnZGTR94OV7I9JplKAD2/d1YxOdc5d8fLdukiSZj3DCI95cONz0HX0FT17WmY24YdO8uv+WFbti6N09DK+9HqDzLaj8Oz52hVdW0RERKSo+3FTNE9O2cSwDtX5v36NnMH142HO09BqOPR8Ezy8/vwiW3+AGQ9DYB3wqwAxu+H00XOmpJcoj/cT65wAtwgZNmEdO44ksvKRenh90Aw6jIJbXi7ssuQakNcWGW55uFBJY4zfme+B7sA2YBYwNGfaUODHnO9nAfcbRzsgIaeVxnyguzGmjDGmTM515l/ic4mIiIicZ8eRRF6ZvYMu9YJ4sFNNZ3DTZPioPUSudXob3/fj2XAZoEEfeGABuHnAhJ6wbRoAVcr48vbdzdh+JJH/zN15ybX888ftRMQm8399G1LCy50h49fyf7O2k5qRDTgfYUxb9BojPOZh2z4CXZ674uf38XSnY+1yPHNrfWY+1pGRI0YyOasbHmvHQuSaK76+iIiISFG1/UgCz07bQpvqZXmhdwNnMHIt/Pws1L7FeR94sXAZoMldMPBbyEqFtESo2RVu/jcM+o7EkeE8XmoM7qmxpM+5soUB+e1gbDLL9sRwb5sQvDZ9BdYFoSMKuyy5zuSlRUYFYIZx+rZ4AJOttfOMMeuB74wxDwCHgAE58+cCvYB9QAowHMBaG2+MeQVYnzPvZWttfL49iYiIiFyXktOzGPXtBsr4evL23c1wczOway7MfASqdYLbxkKZ6hc+uWJjeGgxfHcf/DACjmyCJndxc90GPHRDDT5bcYC2NQLp3TRv/ZinbzjMD+GHeeKmOgzrWIOBbUJ4Y94uJqw6yPI9MYwZ0IySGz7m/owpHAq5nWq3/qdAeuN1qF2OxS2f4/CmrZT7fiQlHl8NXpfX7kNERESkqDqZnMHDk8IpXcKLsYNb4unuBolHnfd2AVXgzs8uunnyOep2d16/4w88Org84z5azqPbvoVmd53by7kQfb3mEO7GMKhVBRj/JdTt8cfvfUUKyCW3yLja1CJDRERE/szfvtvM9I2HmfxgO9rXCnTaYnzSCUqHwAMLwcP74hfJSoc5f4ONk5yf3Tyx5Ruw6FRF1qRW5cG7b6NSw45/+j8o+2OS6PvBShoHBzD5wbZ4uJ/9oNive44x77tPuStjJk3dIljs1p4bRv+Ep+f5/ZnzS0pGFs+P+Yh3014is9VDePb9X4HdS0RERORqy3ZZhk1Yx9qIeL77S3uaVy0NWRnwVR84thUe/AUqNMzXe36wYCs9Vt5D1VIufJ5YBz7++Xr9S3UiMY2bxizjxrpBfNh4H0x/CIZMh9o3FWpdcu3ItxYZIiIiIkXV3K1HmbbhMI93q+OEy9lZMO1ByM6EuybkLVwGZ17/D+HxDXDXF9D+MYxvIN1Yz0tmPJV+6ItrbFvY8h24ss87PS0zm1GTN+Lt4cb7A1ucDZfTEuHXD+kw52ZezhpDRZ9MXsgcwcEu7xdouAzg6+XB4IFD+DLrVjzDP4MDKwr0fiIiIiJX01vzd7Nibyyv3NbICZcB5j0HUWuh/9h8D5cBHu7WiA/9/4pnynHS572U79e/FNkuy1NTN5GZ7eLJm+rAus8gsLbT2kPkKstLiwwRERGRIiclI4tXZu+gYSV/nuhW2xlc9l+IXA13fA6BtS79ooFBX6RFAAAgAElEQVS1nFfOrtvu1rIifDM/TJ/KE/FzqDX9IezSNzA3/sOZ4+68lfrP3J3sPJrIF8NCqehrnb7HO3+CDRMhPRGqdYSeb1K+bg9GnkwlpKxvfv0x/KnW1cuyuPWzHAjfRKUf/oLPE2vA2++q3FtERESkoMzZcpRPlu1nUNsQ7mkd4gxumARh46Hjk9D4jgK5r5eHGw8OHMCET5fw4KYvoekdUPPGS79Q7F4oURZKBl52LR8u3sev++N4866m1MneB4fXQY83wE1rSeXqU4sMERERKZbemr+LsUv288Nf2hNavSxELIWJt0GLwc6qlXy0dPcJxszfRaVjv/CM90xq24PYsrUwnZ9hRUpVZs7+iXuDTxDqsR+ObwdXFhh3aHQbtB8FwS3ztZ5LkZaZzT/GjOPd1NFkNb8fr9veL7RaRERERK7U7mOnuf2jVdSv6Me3I9vh7eEOh8NhQg+o1gEGT/ttEUBBGTNnE7evHUBFPy9KPLn2vL0uXC7L9+FRfLM2Eh8Pd8qW9CKwlBeBJb1olvwrXbf8DWPcMPV6Qov7oFa3S6p59f44Bn++hv7NgxkzoBnmx1GwfQb8bSf4BOT348p1LK8tMhQwi4iISLFzIDaZW99ZTp9mlRgzoDkknXD6LvuUhpFLCmRDO2stS3af4P2Fu6lwdDF/955BHXvw7HEvP0xwSwhuBVVCoUobKBWU73Vcjk1Rp1j36aOM9JijvnwiIiJSbCWkZtL/w5UkZ2Qz+/FOVPD3gaQYGHejs1fGyGXgW7bA60jLzOa5MZ/wburzZIQ+jFefN387ti06gZd+3MbGyFM0rOSPn48HcckZxCdn0DA1nPGeb7HThhDmqs8Ar1/xd53C+lXCNLsXWgy56Kfw4pLS6fneCkp5ezDr8U6Uyk6Et+s7iyz6vFPQjy7XmbwGzGqRISIiIsWKtZb/m7Udbw83nutZH1wumPEwpCXAfTMKJFwGMMbQrX4FutYrz9I99Xlm4U2UObKMYM9kHh0ygMq1mhXZjyQ2r1qaxR2fZe/qTQTPeBLfZ7YVdkkiIiIil8Tlsjw1ZSOHT6YyZWQ7J1zOzoTvh0FKHDyw4KqEywA+nu7cN3AQX32+lPvCxkHTO0gIasWYBbuZtOYQZUt68fbdzbijZTDGGOekyDXYSe+RHVAH755TObkvlZ5hB2ictpbBp5fTaeW7uK0cAyEdnKC5YX/wLnXen8HT323mVGomXw5vQylvD1g5EbLTofVDV+XZRS5EAbOIiIgUK4t2nmDZnhhe6tOQ8n4+sPId2L/YWbFRoVGB398YQ9d65elSN4hf9zfA38eTylWK/kcRH7ulMV9t7sHI5PFkJ8XhXurye/6JiIiIXC0nTqcxZ8tRZmyMZsvhBF65rbHTHg1gwUtwaCXcPg4qNbuqdbWqVoaFoc8SHb6RMpMG8U72QL5Jbc997WrwdPd6BJTItaHzkU3wzd0Yv0p4DJtFg1LlaVALnr6lHsv3tmJKWF9G79hJX1YwJHoFVSIfxc59BtP4dqeFRtW2YAyfLo9g2Z4Y3u4RRMOE5bBzg7PnR/UbCmRTQ5G8UosMERERKTbSMrO5ecwyfL3cmfPEDXge2wSf3wwN+sLdX8KZFSJyQevnT6b16kfY2mMaTdrdXNjliIiIiFxQYlom87cdY9bmI6zaF4vLQsNK/tzbNoQhbUOcVcGbp8KMkdD2Eej530KpMzUjm8fGfMUTKR/Q3C2CtDJ18bn131Cv59n3pSd2wZe9wNMXhv8Mpate8FrxyRnM3BjNd+sjKXkinHs9l9HXfQ3eNg0bWJvjFbuwdetGWnsepHR2nHOScXcWWPR5F6q0ukpPLdcT9WAWERGRa867i/bw7qK9TH6oLR1qlIXPu0HiUXhsLZQoXdjlFXkpR3biO64d06q9xJ3D/17Y5YiIiIj85mRyBr/sOsGC7cdYuieGjCwXIWV96d+8Mv2aVaZOBb+zk49uhvHdITgU7p8J7p5/fOECFhGTxO6jidzqvg63xa9A3D5nxfHN/wd+lWBCT7AuJ1y+SH9lcNrBbYtO5LuwKOZv2s+NmSsZ4rWCJnYXh00lKjbsgFfV1s4m0hWbgGeJAn9GuX6pB7OIiIhcU6LiU/h46X76NK1Eh1rlIPxLOLIR7vhc4XIe+ZavRTZunIraictlcXPTim8REREpPJFxKSzYcYyFO46z/mA8LgsV/X0Y1CaEfs0r06Jq6bM9jM9IjoMpQ8A30PkEWyGGywA1g0pRM6gUcBvU7wObvoal/3WCZS8/cPeAYXPzFC6D046tSZUAmlQJ4IXeDZi/PZS3wu5i2+E4Jj7QgZAqet8rRY8CZhERESkWXpm9A3c3wwu9G0BKPCz6t7MJSpO7Cru04sPDi9SSVaiQeJiNUSdpVe3qbIQjIiIicobLZfl52zHGLtnHjqOJANSv6MdjXWtzS8MKNAkOOD9UPiM7C6aNgKTjMOJnKBV0FSvPA3cPaDUMmgyAdZ/Cjh+h95jL7o/s4+lO/+bB9G8enL91iuQzBcwiIiJSpFlr+WnLURbsOM6zPepTKaAEzHkR0k5Br7fUd/kSeVeoS42kfczYekwBs4iIiFw11lqW7Ynhfwt2sy06kTrlS/Fi7wZ0b1iRkEDfvF1k8csQsRT6j4XgItxz2MsXOv3VeYlcBxQwi4iISJGUlpnN7C1HmbDqANuPJFK3QilGdKru9NwL+wJaPwQVGxd2mcWOZ1Adah1Yyc9bj/JC7wZ/vEJIREREJJ+EH4rnjXm7WXcgniplSjBmQDP6Nw/GPS/tuqyF6A2weTKs/xxCH4AWQwq+aBHJMwXMIiJS4PadOE25Ut6U9vUq7FKkGDiRmMbXaw7xzdpI4pIzqFO+FP+5vQm3taiMt7sbzH0GSpSFrs8XdqnFU2AtfGwaGQlH2RqdQFP18RMREZF8Zq3l8MlUNkad4seN0fyy6wTlSnnzcv9GDGwdgpeH28UvErMbtv4AW7+HkwfA3RuaDYIe/y34BxCRS6KAWURECtShuGR6v7+SehX9mPFox7ytUpDrUmJaJq/8tIMZG6PJtpab6pdnWIcadKwdeHaV7aZvIWqt87FIbex3eXI2mKntfoyftx1TwCwiIiJXLC0zmw2HTrIx6hQbI0+yKeoUsUkZAPj7ePDMrfUY3rE6vl4XiaFi98Ku2bBtOhzbAsYNanSGzn+HBn3BJ+AqPI2IXCoFzCJyXThxOo3PVxwgPTObf/ZtpJDzKrHW8sKMbWS7LFsOJ/DtukiGtKtW2GVJEbT9SAKPfbOBqJOp3NeuGsM6VKd6uZLnTkpLgIX/hOBQZ/WKXJ6yTsB8U9Bpvtl2jH/cWk9tMkREROSyHU9M497P1hARkwxAzaCS3Fi3PM1DStOiamnqVfTD0/0PViy7XBAd5oTKu+ZC3F5nvHJLZ6Vyo9vBr+JVehIRuVx5DpiNMe5AGBBtre1jjLkJeAtwA5KAYdbafcYYb2Ai0AqIA+6x1h7MucZo4AEgG3jCWjs/Px9GROT3TpxO49NlEXy95hAZ2S6sBR8vd0b3bFDYpV0Xpm+IZuW+WF7p34iftx3jzXm7uLVRRYL8vAu7NCkirLVMXR/FP2dtp6yvF1NHtiO0+h9sPLf0DUiOgcHfgVsePlYpFxZQBdy96VDmFK/uTGb38dPUr+hf2FWJiIhIMXQ8MY17x63heGIaYwe1pFPtcgT4el78xPgI+PUD2Dkbkk+AmwdU7wRtRkK9nlC6asEXLyL55lJWMD8J7ATO/B/Ix0B/a+1OY8yjwIvAMJwA+aS1trYxZiDwBnCPMaYhMBBoBFQGFhlj6lprs/PnUUREzsodLGdmu7i9RRVGdavN+JURfLosgjrl/birVZXCLvOaFpeUzqtzdtCqWhkGt61G+1rl6Pnecl7/eSdjBjQv7PKkCEjJyOLFmduYviGaG+qU4917mhNY6g9++XB8B6z9BFoNg8otrmqd1xw3dyhbk1puxzAG5m49poBZRERELtnxxDQGjlvDicQ0Jj7QhlbV/mCRQG6JR2H5m7BhIrh5Qr0eUL8P1L5Z7c9EirE8BczGmCpAb+A14OmcYcvZsDkAOJLzfX/g/3K+/wH40Difu+wPTLHWpgMHjDH7gDbA6it8BhGRc7y7aA8fL91PlstyW/NgRnWrTY2cj9r/q28jImKSeX76VmqU883bmyC5LK/N2UlSehav39EENzdD7fKlGNm5JmOX7GdAaFXa1Qws7BKlEO07kcSj34Sz90QST91ch8e71blw65qY3bD2U9j8Lfj4w03/vPrFXosCa+Edt4/W1csyb9tRnr6lbmFXJCIiIsXIsQSnLUbM6fS8hcsp8bDqXVg7DlyZzqKBzs+o/YXINSKvny99F/gH4Mo19iAw1xhzGLgPOLONZzAQBWCtzQISgMDc4zkO54ydxxgz0hgTZowJi4mJyWOJIiKwYm8M7y7aS9d65fnl6Rt5e0Cz38JlAE93Nz4a3JJKpX14eFI4h0+mFGK1164Ve2OYvjGav9xYi7oV/CAjGbIzGdW1DlXKlOClmdvIyHJd/EJyTVq1L5b+H64kLimDiSPa8NTNdc8Nl10u2DMfJt0OY9vAxq+h0R0wYgH46pdC+SKwFsRH0KtREHuOJ7E/JqmwKxIREZFiIne4/NWI1n8cLlsLJw/B8rfgveaw6n1o2A9GhUHvtxUui1xDLhowG2P6ACesteG/O/RXoJe1tgowARiTX0VZa8dZa0OttaFBQUH5dVkRucZlZbt4ZfYOQsr68t69zc/fICxHaV8vxg8NJT3TxYNfhZGcnnWVK722pWZk88KMbdQsV5LHutaG1FPwYWt4rzklNn/Jy73rsPdEEl+sOlDYpUohWBMRxwNfradqWV/mPHEDN9TJ9d95ayFsAnzYCiYPgBM7oduL8PQOuG0sBGmVbb4pWwuyM+gV4vz7b962Y4VckIiIiBQHxxLSGDhudU64/LuVy+mnIWIZrHgbvr0X/lcX3msKi191+is/sgruGAdlaxTeA4hIgchLi4yOQD9jTC/AB/A3xswB6ltr1+bMmQrMy/k+GqgKHDbGeOC0z4jLNX5GlZwxESmmYk6nk5KRRdUyvrhd6KPtV9nkdZHsOZ7EJ0Na4e3hfu5Blwt2zoIjG8EngNolSjOlkxtvLDnGuxOjGH3PTbj56zfo+eG9X/YSGZ/ClJHt8PF0h3n/B6ePQqXmMOdpuvlX4dUqd/HmIhd9m1UmuHSJwi5ZrpL1B+MZ8eV6qpTx5esH21Iud7/l1JMw81HYPReCW8Gd46Fhf3DPwyYxcukCawNQPiOaFiGlmbv1qPMLIREREZE/cCgumaFfrCM2KSMnXC7jHMhKhxkPw/aZON1UgcA6UPsm531dtY5QoWGh1S0iBe+iAbO1djQwGsAY0wX4O3AbcCxnk749wC04GwACzAKG4vRWvgtYbK21xphZwGRjzBicTf7qAOvy93FE5GrJynZxx8eriIpPpZS3Bw0r+dOwsj8NK5XipkPvUPbQPEyHJyB0BHj6FHg9p1IyGLNwDx1qBXJrowpnD7hcsPNHWPoGxOwE4w45e4s2AiZ6AdHgGuMO937j7Fgsl23HkUQ+WxHBPWd6LB/6FcInQPtR0P1ViFgCS15nyOF36eYWyOKv72PIX54HDydozMhysSHyJMv3xLDn+Gle7t+YygqgrwkbIk8yfMJ6Kvr7MPn34fKRjfDd/ZB4BHq8AW0fBlP4v7S6pgXWcr7G7adn45v4z9xdRMalEBLoW7h1iYiISJG0IfIkD34VhstaJj7QhpYhucLlqUNg7wLnPX+trk6oXKJM4RYsIldVnjb5+z1rbZYx5iFgmjHGBZwERuQcHg9MytnELx4YmHPOdmPMd8AOIAt4zNqclEdEip2FO44TFZ/KA51qkJHlYsfRRKaFHaSJ/YhA95XsJ5ha80fjWv0hbl2eg2aDwP2y/pWTJ+8u2ktiaib/7NsQY4wTLO+YCcvedILlcvWcFZGNbnfeBKWdgtRT2NSTTFyymVYHPqXuDw/j9dhKKB1SYHUWF5nZLvYed3qyhgT6Uso71z+75DiI3w9V2/w2dDI5g/0xSbw8ewdlfD0Z3au+8+f805MQEAJdn3cCw1rdoGZXiFiC24//YkjsuySOmcGSlu/zU3QpVu+PJTkjG3c3g5uBF2Zs5YthrZ1/plJsbTl8iqHj1xFYyovJD7WjvH/OL52shbDxMG80lCwPw+dB1daFW+z1olQF8CoF8fvp2XYI/5m7i3nbjzKyc63CrkxERESukmyXs9r4ghst5/Lz1qM8NXUTFQN8mDCsNTWDSjkHMtPgu/uccLnPuxA6vKBLFpEiylhrC7uGPxUaGmrDwsIKuwwR+Z0Bn6zmSEIqy57p6rwhyUrH/vAAZtdP7Gr4JG8m9yFt7xJGe31PE/biKlsLt24vQMPbwS2v+4vmzd7jp+nx3goGtq7Ka7c3cTYHW/ivs8Fyl2eh4W3g5n7B8zOyXDz+0XT+FzcKr4r18X5oAXh45WuNRVlWtov9MclsOXyKrdEJbDmcwI6jiedswhdY0ouQQF+a+iXzVPTTlEmLYmalv/K1qzsRscnEJ2cATob84b0t6d20Eiz9Lyx9HQb/AHVuOe++GZnZ/GvMe/wt5R08yOZF7+fwb9CVG+sG0aFWIN+HHebl2Tt4b2Bz+je/4J6wUgxsi05g0Gdr8C/hydSH259tiZKe5PwCYtsPUPsWpx+fNvC7uj7tDCWDYMg0+nywAk93N2Y82rGwqxIREZGrIC0zm6FfrGPviSQGtQlhSLtqVAw495On1lrGrzzAa3N30rxqaT6/P5TAM59CU7gscl0wxoRba0MvOk8Bs4hcqm3RCfT5YCUv9GrAQ51rQkaK87Go/b9Aj/9Cu0cACDsYz5vzduEfuYjR3t9Ty0ZiKzTG3Pttvq0SttZy/xfr2Bx1iiV/70JgygH4uIPz8e8uz/1psJxbVHwK77z/FmMYQ1brh/Ho/Wa+1FfUHYxN5q5PVhOblA5ASS93GgcH0LRKAI2DA/Bwc+NQfDJR8Skknojk2eN/p6zrJFtcNengvoMv/R9md/X7qBVUklpBpahb0c8JEGN2wyedoEE/uGv8H95/34kktm3fTK8tT+CZcAjT/0NoNhBwVlTc8fGvRMWnsOjpGylb8voJ/a8Vu4+dZuC41ZTwdGfqw+2pWjan/cLJg/DN3RC3D7q+AJ2ezvdfPEkefD8cjmyAJzczdsk+3pq/mxX/6Hr2n5OIiIhck1wuy6hvNzB36zE61ApkdUQc7sbQs0klhnWoTstK3mRHb+CNjZ58ti6Wno0r8s49zZ39VcAJl6cOgX0Loe970GpYoT6PiBQcBcwiUmD+/v1m5m49yurRNxFgUmDyQIhcDf0+gJb3nTPXWsuKvbH8b95Oqh+bx+teX+BeJRSfB37Klx6rv+w8zgNfhfFSn4Y80LE6fH0nHA6DJzZAyXKXdK2FO45zePLjDPeYDwMmQcN+V1xfXpxOywTAz+fqb2Y24sv1rI2I4+X+jWlWtTQ1y5W88IaNiUfhy96QdJzMe38gJagpAXMehp0/wS0vQ8cnz851uZy5J3bAqPVQqvzFC0k9CVPvg4Mr4MbnnF8OGMOuY4n0eX8l/ZpXZsyA5vn34FLgjiakcvvYX7FYpo5sT/VyJZ0Dp6JgQi9IT4R7JkGNzoVb6PVs8Wuw4n/wwnGiErPo/s5yGlTy49uR7c7fKFVERESuGa/M3sH4lQd4sXcDHryhJpFxKUxcfZCpYVGEpO/jE9+PqZodRZZ146hfI6q07IWp3c3prezKzhUuvw+thhb244hIAcprwKzlQiJySWKT0pm16Qh3tqxCgD0NX/WDw+ucVaq/C5cBjDF0rhvEj4/fQK9Bj/M2g/E5vALXhklXXEtGlotX5+ykZlBJ7m9fzfl41v5fnHDyEsNlgFsaVuB4uxfZ5KpJ5vRHID7ikq+RlpnN0t0nSM24eIv55PQs3lu0l/avL+buT1b/1gPtalm86ziLd53gyZvrcGerKtQuX+qPw+Wv+kDScRgyHc8a7QkoVRLumuD0tF74T1j+v7PzN06EyF+dTf3yEi6DswnIkOnQfDAs+y/M+AtkpVO/oj+PdKnF9A3RLN8Tkz8PLgXudFomwyesJyk9iy+HtzkbLidEO3+X0hLg/pkKlwtbYC2wLjh5kKplfRkzoBkbIk/xwoxtFPUFCCIiInJ5xq88wPiVBxjesToPdKoBOHuuvNirHuFdtzPL55+UcCXzj8yR7Kw1gqr+npjlb8IXt8IbNeCTjgqXReQ8Bbfjlohck75dG0lGtouh7avBlLvhxE645xuo1+NPzzPG0KNxJRJSHmfN7FW0/Pl5vOrcAv6VLruWiasPciA2mQnDWuNps2D+8xBYB9o8dNnX/FvPxjx+8J+8EfMYPt/ej/fIReDpc/ETcVZrP/PDFn7afAR/Hw/uaFmFe9uEUK+i3znz0rOy+XZtJB8s3kdccgYtQkqzMfIU0zYcZkBo1cuu/VKkZ2Xz8k87qBlUkmEdavzxxDPh8uljMGQahLQ9e8zdE+74HNw8YPErzmqGVkNhwT+h+g3QYsilFeXhBf3HQtkasPhVSIiCnm/wWNeGzNl6lOdnbGXBXzvj66X/dBVlmdkuHpu8kb0nkvhiWGsaVPJ3Dpw+Bl/1dTaJvP9HqNyicAsVCKztfI3fD0F16dmkEk/dXId3F+2lfkU/HryhZuHWJyIiIvlq7taj/8/eXcdVdb8BHP+cey/dSIpiC2Indnfr7Hbm7JjOTbfpNuc2Y3bH7Jjd3diNBQaIIN0d957fH4efHagg6L7v14sXcO6J70G5nPOc5/s8/LbnNo2LOzChmduzRtrR/rBtIPq+p6BYS6ybzWScZPasRF1ChDLT8MExCLwGrRdAmS7ZdyKCIOQ44i5dEIQMS0nTsfrcI2oWtaVw8i2lLEaTqe8MLj+vQ8V8jL48hjJBA0jcPgKj7hveu1SGTidz4l4osw7fo7aLLXVc7eDMXKWea5d/lcDnB9JTq/ipW2N+njWYmaF/kbb/BzQtZmRo2+Uevuy6/oSeVfIRlZjKuvN+/HPGl3LOlvRz09HAfw53DEox5EElHkWlUrmgNUsbu1ImryWt55/h70PetCyd+1ltsyy09JQPvuEJrPq6EvqaN0xmiQ16Kbhc+dV11Bpos0gJMh//Ha6tgbQkpdHHh5RAkSSoOQasCsDOobCwOobOVVhctguND1ow46A3E5q7vf9+hU9ClmV+2nGLk96hTGlbklpFbZUX4kKU4HJ6Fjx5ymfvQAWFdXoAOfz+00XD6hbBKyiW3/feoZCdKXVcMjgLQRAEQRCEHO2ibwQjNl6jnLMVMzuVURq1A9zcArtHKskireZDmS6oJIkXWi8bW4NbK+VDEAThNUSJDEEQMmzfzUBCYpPpXS0/nF8IhhZQtut77UOSJEZ2bMIcuQNGD/cj39qW4W1jk1L5x8OHejNO0HvFRUwMNPzU3A3iw+DEX1C4PhRt+J5n9arclka06tSPxWnN0FxepgSv3zFd/NzDcH7fe4dGxe2Z2LI4szqV5fwP9ZjQrBgVYw5S89hXaO8dpeStqaxMHc2O5rC+X2XKOlshSRLfN3ElMDqJlWd8P3r87xIYncjco/dp6GZPzf8HAHVapTHf9Q2wbxwsawSzyijB5a6bXx9c/j+VWsk8LtsNovyUALFN4Y8bZMl2MOo2NJwMsYEUPjmUK6YjMTk3nVte3h+3byHLLDr5kPUX/BhUuxCdK6U38owPU0rpRPtDl00vZsEL2cvYGoysIfzB00UqlcT0DqVxcTBn2Lqr3A+Jy8YBCoIgCIKQGe6HxNFv1SXyWBqxtEcFJaFFlmHvWNj8Ndi4wMBTyr1dJvTJEQThv0c0+RMEIcNazfMgNjGVw30KoZpdGqoMUursfoAVJ+9R7nAHXA2jMBhxWQl0vIFPWDwrz/iy+bI/cclplMlrSe9q+WlSwlHJvt01Aq6uhm/OgK3Lh57eK6btvUnps0NpoL6CXLgBUqt5YGb/ynqB0Ym0mHMacyM9dgyu9qxZX3Ic7B0D19cRY1+JpbY/UM00gEp3/kCKfgylOkKDX5/us/eKC1zxi+LkmDpYGGddw7+h669y8FYQh0fVIq9RMmwdAI88ICU9kKRnDI6lwbEMlOmsfJ0ROh0EXFaaf6gy8fmlTgf3D5N6bhF6Dw+TigZVjVGo6/4gLoBzkN03njBk3VValM7NrI5llHreCRFKcDn8nhJcLlgru4cpvGxpA9AYQK/dLyz2j0yg1VwPzI302D6oWpa+JwmCIAiCkDV0OpldN54wZe9d0nQ6tn5TDedcxsqLJ6bCsd+g8iDlnkQtJrgLgvCqjDb5EwFmQRAy5KpfJG3mn2FSy+L0TPgHPGbBsGtgle+D9qfVyYyeu5apEcPQurXFsMPSV9YJjU3m97132HY1AD21RLOSjvSsmp+yzlbPVgryhEU1odIAaPLHB57d66VpdQxbfwWbO6uYoLcetZEZ6tbzwKXJ03WS07R0WnwO76BYdgypRmG79HrLQTfh317K1PNaY6Hm2GcXbSkJcGoaeMwGPSOo+yNU7MOd4Hiazj7FgJqFGNfENVPP5f/OPQyn0+JzDKtXhFENiioB8ItLocLXSmA4d1mwKapkJedAp8+dI3TPL7RReyCX7IDUaq4SHBOy1SXfCLosPU/pPBas7uOuZMWkJirB5cDr0Hk9FK6X3cMUXmfbQHh4AkbfeeWli74RdFlyls1mf1PKKg3J2R3yVoK87mCRJxsGKwiCIAhCRsiyzHGvUP464MWdwBhcHcyY1r40JZwslBWurYPt30CpTtBmoUjaEAThjUSAWRCETDVs/VWO3Q3h7JgqmM4rBfmqQae1H7XPe8GxHJg7jCHqrUrt5PTyFjqdzIaLj/lj3x0SU7X0qV6Qr6vlx3XPpbkAACAASURBVM78pWZ7sqzUdQ2+BcOugJHVa47ycWRZZuPFx6zddYCp6jm48gjK94ZGk0HfhPHbPFl73o8FXcvRpKSjElS7thb2/wBGltB2yZuzNsPuwd5v4eFxyF0OvlrKqMOx7PEM5PiY2jhaGGXquaRpdTSfc5rYpDQOj6qFUcQdWFRDCS43m56px8pKv+66hcG5mYzV24Q2X3XUndZkyb+9kDFX/CLptfwCuUwN2PpNVaxM9JWs88294PZO6LBS1OvLyU5OVZpq/vAE9E1eefno/q3UPdcbX1Vecssh6MvJAMjmTkh5KymliUp1/Kja928VHQAn/gT7EpC/Oti6Zu4MCUEQBEH4wlz0jeCv/Xe56BuJs7UxoxsWpUWp3MrsMoAHR2Fte+V+rutmpdG2IAjCG4gAsyAImSYoOonqfx6lZ9X8/Oh4AXYNh157lJv9jzTv0C0anGpPXhMdRsMvcCcSxm/z5IpfFJULWvNb65IUtjN9/ca3d8Km7tB0GlTq99FjeRufsHi+XX+BhsFL6KfZC9aFuJK7Cx7XblLPPoESxlEQ6QtxQcoGheopze9Mbd++Y1lWGmvsGQ26NMJrTabKXjvalM3Dn+1KvXaTU/dCmX7Qm2KO5vStUYBCtm/4+bxk1VlfftpxSwmGl3CAf5pByB0Y+vYSJTmNLMssO+2D5/6lTNNbhGRdAE33zWCVP7uH9p9z5n4YfVddws7MgDV93cljlT7l8uCPcGa2UkO76pDsHaTwdje3wubeMPA0OJR89fWt/Um5vYdBDuu4/DgOp5SHlFfdo4r+fSqq7pFLG4IuVxFU9SeCa7NMz4CK3fkdZlcWPv1eNs6FlK8q5K+h/A2ycxNZV4IgvFZymhYJ6c3NjAXhCxMel8zYzTc4cjcEWzMDhtUrQscKeV/8HQjyhOVNwNIZvt6n9NQRBEF4CxFgFgQh00w74MW84/c5Mbo2zpvqg6RSghGZcFOfkqZj7MylzIgbyxOT4oyKasd9wxKMb1qMtuWckN50jNhgWNZAybgbcOqT1AxL1eqYfeQeV47v4G/9hdgRjg4JycIJyaoAWOZTgpx2ruDS7P2y7KL9YWt/eOTBTesGdA3syOYRjSlib/Z0laRULX/uv8sKD1+cLI0IjUsmJU1HPVc7+tYoSOWC1jz9aT33c5NlmQeh8Xy14AwlnMxZ08cd6eYW2NIHmv+tZDB/hvZ5BrJ24zoWaKZjbGSEutsmpcyH8Ekcuh3M4HVXKJDLhNV9K2Fnlj7D4OJS5YFJxX7QdKoI/uV0gTeUmQztV0Lx1i++lhAB012hXHdoNh2dTuZeSByXH0VyxS+SSz7hFI46zQSDDeSXA5DzVkZq+KtSRiMzaFOJm1KE08mF+S2tG5VVt6mhuUtVjRe2WuVhnlygFlLL2eIBkyAILwiPS6bDorOExCbTvJQjbcrmoUI+q2cZnILwBRq09jKH74Qwon4RelXNj7H+S/dH0f6wNP1ers8hsHDKnoEKgvBZEQFmQcihwuKS2XHtCV3dnZU6pTlcdEIqdaYfp5yzFUtrxMOqltByrhJwyCQ3/KNYuWAK4zTrsZWiSS1QF70GPyn1gF8WcBnOL1Ky7mQd9NgOBWpm2lgy4qJvBOM2nCeXLoIFg1uSy8Ls3RtlhE4Lp2cgH5tCgM6aNU4/Mq5/TwBuP4lhxMareAfH0atqfsY1cSUuOY3VZx+x+twjIuJTaGsXyCTdPFSmNhwqPZPrYcp2twNjiE1KQ08tsXdYDYpYSjC3opJd3e9Yjq23nBGXH0Xy+8rtzNZNxkEdi7r9CnBtmt3D+uLtuBbAqE3XKeFkwcreFbE0Tp9a6X0Q1neEIg2h41rRLOZzkBwHU5yUWvA1v33xtXMLYf93ykM8x9fPqDjpHcofe25SOmwXY/S3Yi1HQrGWUH8i5Cr0UUNLvb0bvU1dWeD4G1917sc5nwjOPQzn/MNwksN8aaS6yGj9LRiqQdVgkvJQQ5TPEIT/vLjkNLosOYdXUCwN3Ow5ejeEhBQteayMaFvWie7GZ7ENPA6Nfgfz3Nk9XEHIFAduBTFg9WXGNHJhcJ3Cr66QGAXLG0NMAHy9H+yLf/pBCoLwWRIBZkHIgWRZpvc/FznuFUqTEg7M61IuR2dShMQk0WP5BR6GxrNhQGXKeQyCx+dh5G3QM3z3Dt7DMa8QLDRplAvcBB4zITESXJtDnfGQqzDc2QnnF4L/RdA3hTJdoVJ/sHnNBdQnkJymJU0rY2KQBQG0xxeJXtsTk8RAgssM4YB5O6YcDcDSWJ+p7UpR28XuhdWTkpK4v/knit1fQqhsgTUx3JPz0E+egIOjE265zXFztKByQWsK2prC4UlwegZ8fRCc3TN//J+Yb1g8o5YfYmL8LxRX+6HuvQ/yVszuYX2x1px7xI87buJewJqlPSti+v/fgcDrypRLm8LQay8YZKx0i5ADTHeFgnWgzYJny2QZFlRVmmj2P/7WzbU6me1XA5h/4BrN4rcxSH83BpIWqd2yj6q/HbS4HeqA89zqeI7abi9mWYXEJnHgVjCr9p9mgm4xtVTXkPO6I7WaBzZFPviYgiB83pLTtPRecZHzPhEs6VGeuq72xCencfB2ELsu+9Dg0XQ6q48BoDWxR915HeR55z2zIORoMUmpNJhxAitjfXYNrY6e+qWHrWH3YMcQJVGn25Y394cRBEF4DRFgFoQc6N9Ljxmz+QZVCubi7MNwvq5WgJ9auGX3sF7LLzyBbsvOExaXzOLuFaieKwZml4Mao6Hej1l78KQYOLcAzs6F5FilgVtiBFgXAvcBULozGJpn7RiyWUJsBCdm9KSJfJJY2YgLlk0o334clnlcXlwx5C5s6w+B15FLdeJM0bGon1yi0vlhSFb5kHpsfzE7J/wBzK8MxdtC20Wf9qSyUER8CiP/OcqvIUNxMAb9QafAzCG7h/XFWXjiAX/su0tdVzvmdy33bBZGtD8sqQcqDfQ7In72n5t/moM2BfocfLbs8QWlDFGLWVC+V4Z2k5Sq5Z8zvmw4donpummUVT9E1XGVUpv5fcWHkTa1KBtUzeg0fiWal2+W04XEJDFhmyemXpuZZLAGE1UqqjrfQ5WhIoNeEP5jtDqZIeuusO9mEDM6lKZtuTzPXoz0hU09IPA6V/J9zWRfV2ZJ08itikLVchaU6ZJt4xaEjzV+myfrL/ixbVA1Sue1fPbC/xvlXl0DGkNoNQdKfJV9AxUE4bOU0QBzhucRSpKkliTpqiRJu9O/lyRJmixJkrckSXckSRr23PLZkiTdlyTphiRJ5Z7bR09Jku6lf/T8kBMThM9VUHQSv+y+TaX81qzt607vavlZ7uHD0lMPs3tor/AKiqXdwjNEJ6aytq871YvYwIUlSimFin2yfgCG5lD7Oxh+HaqPVEpgdN0MQy4pAeYvPLgMYGxmTWKLBXSVphCRpy51Y3diudQd1ncGn5Og08HZ+bCoJkQ9hg6rkNouolqJQlRu2BFV961IMU+UqXCRvs92vP97UBtAg0nZdm5ZwdpEn9lf12OS8Xi0idGkrOsKacnZPawvypn7Yfyx7y7NSzmyqHv5Z8Hl2CBY8xWkJkDXf0Vw+XNkXRDC77+47PJK0DN5rxtRQz01A2sVYtuYNszNPYXr2vzoNvZUSqe8p7iL69CgJbF4xzcGlwHszA1Z1KMCdTsN5yvpbw6nloLDE9GtaArx4e99XEEQPk+yLDNh+0323QxiQrNiLwaXvQ/ColoQ4QudN1Cu99/8ObgrQ0ymcy6tCGz/Bg6MB21ato1fED7URd8I1p73o3e1As+CywkRcHACzC4L19crsz6HXxfBZUEQslSGM5glSRoFVADMZVluLklSb6AO0EuWZZ0kSXayLIdIktQUGAo0BdyBWbIsu0uSZA1cSt+HDFwGysuyHPm244oMZuFLIMsyfVdewuNBGPuG16SAjQlanczgtVc4cDuIuZ3L0ayUY3YPE4ArfpH0XnERQz0Vq/u4U9TeTMkinuEGRRpAu+XZPcT/FFmWlUaHMYFwaRlcWg4J4WCcS/lctDG0mA1m9q9uHHAZVrcFPWPosQMifWBdB2jwK1Qb9ulP5hO4HxLL/HnTmSH9TVqZ7mhazRFN5jJJ/1WXuPwoEo9xdZ8FlyMfwapWEBcCXTZCgRrZO0jhw3jMhkM/wne+yoyRpGiY5gKlOkDL2R+0y/jkNAYtO8q3QWNx0wSg7rIBCtfL8Pbh0yriH5OGyZCTFLbLWJ37iPgUJu28iey5man6S1Bb5UHTfYsSQBcE4Ys27YAXc4/dZ1DtQoxt7Kos1Gnh+B9w8i9wKAkdVoN1gafbRCemMnLdRWr4zKS35gC6gnVRtV+uvA8KwmcgKVVLs9mnSE7TcXBkTYzVslJq0GO2cv9WujPUHgdW+bJ7qIIgfMYyNYNZkqQ8QDNg6XOLvwF+kWVZByDLckj68lbAKllxDrCUJMkRaAQckmU5Ij2ofAhonOEzEoTP2PZrARy5G8K3DV0oYGMCgFolMbNTGco5WzFy0zUu+ERk7yB9ThK+tC3nlo6mif41tvYoogSXAa6th+QYcP8me8f4HyT9Pzhq7gh1J8DIW0qTRafySmC584bXB5dBWaf3XtClwYomsPdbyFUE3Ad+uhP4xArbmdG4w0DmprVCc2018iXxQCQzBEQlcvhOMB0r5n0WXA71Vv5fJUYoDzBEcPnz9f9mfOHpM2o8/4W0RCj/4ZPNTAw0zOtTl7/s/sBL64h2fWd4eCJD28pPrpErzptz5o0zHFwGZSbDrM7laNplKL20E4iLDCVtSX3wF4kKwmtoU2FTT9jz7bvXFXIsrU5m8ckHzD12n86V8jKmUXopMW0qbOymBJfLdoM+h14ILgNYGOmxpHcVgqpO4rvUfugenkS7qDYcnQxX14Kvh1JiQKf79CcmCBkw/9h9HoTGM7lNSYz1NXBsMhz9DfLXgG/OKL0VRHBZEIRPJKPF6WYCY4Hnr/ILAR0lSWoDhALDZFm+BzgBj59bzz992ZuWv0KSpP5AfwBnZ+cMDlEQskdgdCIWRnrKH/XXCIlJYuLO25TPZ0XvagUgPgx8T4E2DUNkVpVPZXaUNztWnsa5vgsOFVqBoUWWjVerkwmMTiQwOoknUYk8iUoiKeQe/e/2QV+rZYAqGXWyDpZOBou84FQO/C8rwUrROC376RlBue7KR0bYF4fe+5Qs0yg/6LYVNPpZO8Zs1rC4A3dqfc/Rk4+ovXcskl0xyFf1lfUSUtI4ejeEUk6WOOcyzpKxhMQk8eOOmwTHJNOidG5alHbEzixzG2R+CmvPPQKga+X0m5TA60p2vKRSGvo5lMjG0QkfLVd6s9Tw+8p7/uV/lGy/3OXeutm7mBpomNe3HoMWT+HH8O8ovLYj6u5bIH+1t24X7vEPZrIG68ofVhO1cQlHclv2pPcKK2Yl/obTimao2y//sFrQwmcvIj6FVWd9CYhMJCoxlejEVKITUukfO5evdAeUlUp3Eo3ePiOhscmc9A7luHcop+6FEpWQSuPiDvzWuqTyYF6nU8peeO2FJn8p5dXeQK2S+L5pMbY5jqDbljxMiV5CvpPTUPEsqCyrDZCs8ill20StZiGHuBsUw/zjD2hb1olaRW0h8IaSuVy2G7Sal93DEwThP+idAWZJkpoDIbIsX5YkqfZzLxkASbIsV5AkqS2wHMiU9CVZlhcDi0EpkZEZ+xSErBAam0y96Scw0lMzoFZBulfOj5G++unrsiwzfvtNtKlJzCsbiXrDbLh/SMkoTWcCfP//bw5Dqucy9L7eDQYZz9rKCJ1OZteNJ0w76MXjiMSny41IYofhRHQSzCq8nKEtq2IRdVsprxBwRfkc4w+Nf8/U8QifkE1h6HtICQq+xxT1z9nQeq6M8J9EAd8BOK3vhv43p8BCeaYZFpfMyjO+rD73iKiEVEz01fzetiStyrz2mecHO+YVwrebrhOfkkZBG1N+3X2byXtuU62wDa3LONHEyh9jn4NK40x9k0w9dmZKStWy4eJj6hezx8nSCPzOwdoOyntUjx3K/y/h82aVX3lYEPEAnlyFIE9oOi1TysuYG+oxr29Dvlms45fI7yiwph3qHtvB2f31G6SlYHR3K0fkCjQs7/rBxy2Vx5LZg9sxfJk5P8f+QqkNXZGa/AXu/T94n8LnJSVNx6qzvsw6co/45DTszQ2xMNLDwkiPHppDfKU7wGGzVpSOOYbhru8xG3hQlFTKwWKSUlly8iHHvEK4GRADgI2pAfVc7antYkvjEg6oVRLIMhz4XpmJUe+ntwaXn9embB4K2vRiyLby+IREYasNwVlSPvKlBdMm7CycXIatCDALOYBWJzNuiyfmRnpMaO6m1A/fOVQpodfg1+weniAI/1EZyWCuBrRMr61sCJhLkrQGJQN5a/o624AV6V8HAHmf2z5P+rIAoPZLy49/6MAFISdYdtqHpFQtpfJY8Pveuyw+6cM3tQvR1d0ZQ42Kk8f3U8N7GXMML2C4PxpMHaDyIHBrnd6oTnp6M3M3OI7FG7YwNXgOaeu6oOm+GTQGbz3+44gE9t8MoqyzJWWdrZQL69c48yCMKXvv4hkQTfHc5kxuU4g8VsbkNjcg/4mh6N31h66bmfD/4KNF1RczPlOTQO/zy7oUnmOeW/n4j1CpJCZ3rsbwOT8yO/5bWNuZJy3WsOhiNFuu+JOq1dGgmD0dKuRlwYkHDN9wDY/7YUxsWfyNsxEyKjlNy9T9Xiw97YOrgxkbOlemiL0Z90Ni2X71Cduv+nNt61RaaFaDpEXrewZ11005tnnlXs9AIuJT6FElPzw4Chu6gpmjEly2zPvO7YXPgMZAmbESfl/JXtYYKfWXM4mFsR7z+jVi0CIdv0d/R97VbdH03gO5y7yybsqdPZhoo3nk3IamRnofddy81sYsH9yUwSvN6fnkNxruG4MceF3JREyOhZQ4SI5TvtamIFcdRrBNZbyCY/EOisU7OBbvkDiqFcrFmEYuz0oWCTmaLMscuh3M73vv4BueQK2itkxoVowi/y/79fA4rJ4HRRtTte0S5v71A2ODlyJ7H0By+W9X75Nlmc2X/Vl/wY8Jzd0o55xzahFP3HmL7VcDKJ/PijGNXKhV1BY3R3NUL1/7npoG5xdC5cFQfdR7HaN0Xkv2DKuBTicTHJuEX3gCfhEJPI5I4NLF8VSOOE9ymhYDjfrdOxOELLTCw4drj6OY2bEM1ib6cGYOBF6D9v+AsXV2D08QhP+oDDf5A0jPYP42vcnfH4C3LMvL05dPlWW5oiRJzYAhPGvyN1uW5UrpTf4uA/+fb3kFpcnfWwvPiiZ/Qk4VnZhKtT+OUtvFlrldynHRN4K/D3lz5kE4lU2DmWmyEofoaySjj17xFqjKdIGCtUH95uDVCe9Qdq+azlTNArSuLVF3+AdUr7+IvR8SS9el5wmOSQbAxlSfeq72NCxuT7V8JhheWYqvRUUmXdLjmFcoTpZGfNuoKK1KOz27GPeYBYd+gvqToPqIzP0BCUIO4BMWz4y5M5nBDCJlUybo+pOrbEv61ihAIVtTAFK1Ov4+5M2CEw8obGvK3C7lcHH4sBkEPmHxDF1/hZsBMXSvnI/xzYo9q1kMkJKAvHs40o1N3DWrysrI4vyqWQ6OpZVmZB9wUyDLMvOO3efQ7WBW9XHH4iODci9rPc+DmKRUjnS3R1pUE2yKQvdtYGqXqccRstnqNhD1GGIDwa0VtJ6f6YcIj0tm6MJdTI0dh71hGpo++8HuxSzl4IWtkAOvc6/LOWq4OGTKcZNStXy76Qrl70ylt0YpiZAq6ZOkMiZJMiJBMsJEG4O5LoqBKSM4qlMuVW1MDbAzM+B2YAy/tCquPGQRcrTbT2L4dfdtzj4Mp7CdKROaFaO2y3PvVeEPYEld5YFrn4NgYMb6sw+ovK8JNpYWmI0498brri9deFwy32/15ODtYPQ1KlQSzO9ajrqub+jzkE6WZQ7cCsI/MpHWZZ2wMX17csSHuBkQTfM5pxlYqxDjmrxlZsOl5bB7JJTqBK0XgCpD7YYy5MGOPyh0dQr7mnjQxF2UhRKyz7mH4XRbep7aLrYs6VEBKdIX5ldR7jM7rxczMQRByHQZbfL3MQFmS2At4AzEAQNlWb4uKekdc1Ea+CUAvWVZvpS+/dfAD+m7myzL8oqXj/EyEWAWcqp5x+4z9YAXe4ZVp3ju9JrJqUn47/wVB8+FxMqGzNa1p3v/MRTMm/Gp9zuuBXBz82TGa9aiK98bVfO/X7lQuP0khu7LziNJEou6lyMgKomDt4I47hWKcXIoywymU1J6iE6W2CLVI6Ha93SsXfbFQNeDo7DmKyWQ0G6FuBgRvlgnvENZs20Xv0vzsE24r9SmazTllYzhk96hjNp0jbxJ9/ir4DUKmyYh5XUH58rgUPqtD4eSUrVsvxrAL7tvo6dW8Ve7UjQq/lJwLPwBbOoBwbegznioMZoDd0LYtn4JczQzkWxd0PTcAaa2GT43WZaZesCL+ccfANC9cj5+bZ15N743/KNoOdeDiS3c6BUxC66vhxE332uMwmdi7xi4sFj5us8hyFspSw4TEpPEiAVbmZX4PZbG+uj1Pfis8VZsMNrprqxVt6br+OVvnJXzIXQ6mT/332XNqdukSXoY6BtgaqDB1FCDiYEGe00CEyInkDvpPvdrzsKmUgesTfTR6WT6rbrECe9QNvSvTIX8IjMsJ0pK1TLtgBfLPHywNNJjZIOidKnkjEb9XIAxMQqW1oeEcOh/TCkNA6RpdUye+js/J01F23Ie6nLdsuckstHh28GM23qDmMQ0xjRyoVWZ3PRZeYnbgTFMaVOSDhVfP1slKiGF8dtvsudGIAD6ahXNSjnSo0o+yuS1zJSsf1mW6bzkHN7BcRwfUxtzwzc8RL21Hf7tBUUaQqe1oM7ch606r4Oo1rfn51zTmDS0X6buWxAy6nFEAq3meWBlrMe2wdUwN9DA6tZKv5zB55+WgxMEQchMWRJgzg4iwCzkRIkpWqr/eZSSeSz4p3f6TbjPSdg1AiIeIJfqyCWXb0kzzEWVQrnee/8rz/iSuHcCAzW7kGuORao7/ulrV/0i6bn8AiYGGtb2dadgehYmQKrfJXTru0ByDNMNBlHXPAD3kH+RDMyg7gQo31sJkkX4wOLaYO6k1ObNwfVfBSHTpCXD8T/AY6byf7/VPChYS3ktORY8N5N6cQV6wddJkvWI1Vhhqw0BQNYzQcpTQSkdU7A2OFcmLjmNY3dD2H8ziGNeISSkaKlUwJqZHcuQ29LoxWN77YOtA5QHOV8tgyL1n750wjuUlauXMV89HY11PjS9doG54ztPR5Zlpuy7y+KTD+lcyRl9tcSqc4/YPqgapfNaZsqP7Nt/r7PXM5BzoypgPq8kFG8LrUXjmC/S+UWwbyzYFoNBZ7P0oePjiAS+W7CR+ak/YmJmiV7fA2DhRMyR6Zif+oVlZf6lT+uGWXLsVK0OjUp6feArKRrWtgf/S9BmEZRqDygzllrNPU18ipY9Q6tjZy5KRuUkd4NiGLHhGneDYunq7szYRq5YGL8UXNSmwboO4HMCeux8pdHkfs9AHP5tSlHjeIxHX1ca6v4HxCWn8dvu22y4+BhXBzNmdiqDq4Py8DU+OY2Bay5z6l4YoxsUZUjdwi/83pzwDmXMv9eJiE9hZIOiNHCzZ915PzZf9icuOY1Suc34xeEkpcL2oqo/EYp+2O/04dvB9F116e2zCB4eV353ncorzYz1s6Bxb+QjmFWK71P70Gf4JArbZW6vFEF4l/jkNL5acIaAqER2DK6m3ANeW6c0tGw6DSqJBx+CIGQNEWAWhCy08owvP++8xaYBVahkDxycANfWglUBaP43FKrz0ceYcdALp5Nj6ag5Dk2mgnt/zj8M5+t/LpLL1IC1fd3Ja/3cBbTnZtgxWJm23nkD2BdXlofcVYIGPifAviQ0mKSUxYj2VzJ4rAt+9FgF4bPy+CJsH6jUm63QB3Sp4LkFUuPBrji68r34J7YS625EExviR0WVF+5qb6ob3CN/mg8SMofNWjM0sj2JaRI2pvo0LO5A4+IOVCts82LWpTYVjk+BU9PBsTR0WPU0a+55Zx+EM3/lShap/kTfwgFN711g6fzGU5BlmV9232aFhy89quRjYovixKekUW/6CezMDdgxuPpHZ39GxqfgPuUI7cvnYbLjadg/DvqfeG3dXOELcP+wMqul8Z9QeWCWH+5BaBw/L1zDIu1E9K1yo9fnABHzG+ITpybXsBPkt8mmB5/JcbC+E/iehlZzlRkPgFdQLK3neVA8tznr+lVGX5N5U++FD6PTySz38OGv/V6YG+kxtV0p6ri+pnSPTqe8f11YBC1mQ/mer6wiyzI/z17EL5HfkVp3Ino1R36CM8heNwOiGbT2Co8jExhQsxAjGxR5pbZwSpqO77bcYNvVALq552VSXRtS9K354+B9Vp59RBE7U/7uWIYSThZPt4lLTmPf2WsUOPUtFbRXicIUS+Kg0gDlGvQ9gvepWh2NZp4E4MCImuj9PyNdlpW/4fcPw71D4HsKchWB3nvBKHMesL5Cp0P+3YmVyTV5VOknfm5RPGuOIwivodPJDF53hQO3gljRuxK1itpCXCjMq6iULuu9P1NLwgiCIDxPBJgFIYukanXUnnocRwtDNvcpA/MqKTUrqw6DWmMzLetFlmV+2naNmldHU199Bd9SIxl31Yo4iyIs61cHB4v0DCqdDo7/DiengnNV6LgaTGxe3hnc3qEEwqMfAxJ02wyF679yXEH4T0hJgCOTlEZAesZQoq2S4e9U/oXMzYj4FC75RnDpUSQXfCLwDQhkiGozfTX78DErT2SzJZQuWvD1wdzIR7ClL/hfgLLdoenUt74/XPGLZOrydSxiMsamFmjc+yrBaKv8ysMrIyuQJHQ6mZ923mTNOT++rlaAH5sXe5pVtvvGNUYr2wAAIABJREFUE4asu6qUtKhW4KN+RAtPPOCPfXc5MLw6LpvrKsfve/ij9inkYNo0uLISynT5ZNmbt5/E8Nfi5SxkMnrm9qhjHrPQfBgDR/36SY7/RikJsLGrUkqq2XSo2BeAXdefMHT9VXpVzc/EliK4lNU87oeRkqYjr7UxeayMnpX58jlFVLAvw2/k48TDWBq42fNH25Lkel3tX79zsP97eHIF3L+BJn+88XgXfSOIW9aaKgYPMRx144tulCXLMs1mnyYsLpm5XcpRqcBrzlWngzAvdL5nuHN+P9Zhl3CUIgiVcrE8pQFShV4Ma17pxfJrAN4HYPsg5JR4Hpb/gbH3S9AkeDF9NfvQ2RZD1W7ZsySId1h91pcfd9xiSY8KNHDJlR5QPqh8jnqkrJSriFIWo/qIrO8NsLAGd2IM6Jgwhgvj67967oKQRWYdvsffh70Z37QY/WqmJwdt7gN3dsKAU6/0MxAEQchMIsAsCFlk82V/vv33Ost7VaBu9HYlO7j7NihUN9OPpdXJjFp7lvbe31JdfevZC1YFwKEE2JeAwBvgtQfK9YCm00Gj/+YdpiTA+QVglhvKdM708QrCZyfykZLtZGjx7nVRyuMExSSR//F2pN0jlEZRndaDvduLK97aBjuHA7Iyq6Fkuwzt/2ZANL8u3cBUeQbOBL3wmmxgDlb58Ey04Vi4FfldytCyfm0km6JPA4KyLNNj+QWu+kVxZHQt7D9wKr9WJ1Nr6jGcLI3YWC8B1rSFNouhdMcP2p8gvMlVv0jmL13MPNVfaGUV+xudoE1Vt3dvmNVSk5R6rt77oHRnsHMDq/wsuall9pU0JnWoQttyebJ7lF+se8GxNPj75NPvJQkczA1pa3yNUZGTUaMlXDYnsGgXircciWT2Us37yEdw+GflvdgsN9T/GUp2eGeG38QlG/nJfwDJlQZj1GxyVpxajnD6Xhjdlp3nj7Yl6VTppdkyQZ5w4k/w9YDE9F7spg48NCnN+gAbGuh5Ukm+oTycLdNFCdzbFFZ+Zw79qNRyty8JXy0FO1dS0nT8fdib2ye3MsNgMVaqBFQNJoH7wLeW4olJSqX21OMUsTNlQ0sTpB2DISj9uAVqKaWmCtd/7aygLLOlH8kPTuESMZ1p7UvTrrx4DxCy3n7PAH5Ye5KOboaMrW6NlBAGoV7K72ntH6D2d9k9REEQvnAiwCwIWUCnk2k48yQalcS+Ie5Is8uBZV74en+WHTM5TcvgNZcxiH/Cn9VVmEZ5QfBN5SP8gXJx3uj3d16oC4KQyR5fVLIcU+Kh7WJwbaZ8vX8cXFkFThWUG2zr98sk9g6OZei6qwSEhJKbUJylEPJJweRXh1JIE4pjWgD5VKGo0KVvISnvQ7nLQpUh+BoVp+HMkzR0s2dul3IfdGpH7gTTZ+Ul5nUpR7Nbo+DxBRh1GzSvyRAUhI909kE4c1asxFJK4K8J4zA1eHNDzU8qLQX2jIQ7u5T6zM+Jkk3QOJXGtM0ssC36UYfR6mTC45OxM/uCazunJIA2JcPlC37cfpONlx6zrGcFwuKS8QtPxOzRAXo8/om7UkH2WHVjqPkpjH0Pg0pPeYjnPhByFYJTM+DsPJBUUG04VBuW4V4T94JjuT63C60159AMv6K8t6bT6WTO+0Rw8l4olfJbU6uoLapMbET5KXVfdp47gbGc/q7OsyxcnRbOzIajk5UmuEUbK30H8lVVEhskibtBMeS2NMI8ygvOLQDPTUopqKKNIMoPQm5D5UFQ72fQe/H/89kH4fyy8QTfJs2hnuoKcqH6SI1/B1uX147xj313WXbCi9NVLmN/fZ4yi6bxH1CsRfb9LTo5FY7+RlPTDRgam7N1ULV3byMI77Dr+hN+23MbK2N9CtuZUtjOlEK2prgax+J0oC8GoZ6opdfEbJwqQO99b08uEgRByAQiwCwIWWD/zSAGrrnM7M5laak7BjsGQZd/P7hxyUdLSYDURDB5/0aCgiBkgpgnsKGrMv26yhBl6m7YPWWqbp3xH9XFPiVNx5OoRPwiEvCLSOBx+ufKBXPRs6IDRDyAMG8I9YYwL3hwTMk2K1CLzaZd+PaiGau+rkTNorbvfeweyy/gFRTD6QGF0ZtbFqqPhHo/ffC5CMK7XPWLJDoxldouWTzF/UMlRipZsVGPiA9+wP5T56irO4uFJg1Vy1lQqsMH73r8Nk/WnvfDydII9wLWVCpgjXvBXOQ3TkG6uESpA22eOxNP5tNL/bcPKv9LqIecfyXw+LKYpFQq/36EJiUcmd6htLLw7l7Y1EOpZd9967NZJ2H3ldrKV9cqdfT1TJTPpTop71kWTu891inrDjHKqzNpbm0w6bgE7+BYtl0NYMfVAJ5EJz1dL6+1Ed3c89GhQl6sTN4Q4JFlJXArqXJMfdTbT2JoOvsUYxq5MLhOYWVhhI/SKMzvLBRrCc1nZuzaMi4ELi6Di0uVJIfWC6BIgzeuHpWQwg9bb2B1Zy0/6a/FQE5Gzl0OqUwXKPHV07Ik/pEJDJu+nHkmS3FM9oFSHZXgcnaXLbm9EzZ1Z3vFNYw4pWLvsBq45TbP3jEJn7UNF/z4fpsnxXObY2tqwP3QOPwjE8kth7JOfzLWUiyb1U34qlZ5zHM5gontsw8j6xzzviIIwpdNBJgFIZPJskzreR5EJaZyZGQNNAurgNoABp4SmcOC8F+Wmgi7hsONjWBqD20WZUqjz/eWEg+XloPHbIgP4bqqOCv1O/D7qCEY6mc8I9QnLJ46044zsn5RhstrlIy24TdeyOQThP86T/9ovvtnP5NSZ1BRuotctgdS07/eu371ca8Qeq24SEM3ezRqifMPIwiPT8GRcNYa/klB/Ekzd1Yaf37KUgCZSacj7jdnTHWxpNb/Db3qQ9+6+j8ePkzcdZudQ6pRKo8leO2Djd3BsZRSkux1JY0So+DqGgi8rmQy5yn/wcMNik5i9/S+9FXtYqtha8ZGtUVW6VGziA2tyzpRx9WOk96hrDr7iAs+EehrVPRy1TEsdiamEbdA1iLrtCBrkWRlpolsXRBpyOUcEQwaufEaB24FcXZcPSyMNHB1tVKnWlIpvQJKdXz/61ptKkjqDJ2fLMtsvuzPnJ0eNNCeoouBB4V0PsgqPaSijaB0Zw4f2k2d8A1gao+65SxwafyBZ5vJQr1gXiXim86l7E4bOlTIw2+tS2b3qITP1NJTD/ltzx1qFbVlYbfyGOkrswmSQh6iWtUCKTmaHSXmUKZKAwrbmWbzaAVB+C8TAWZByGQe98PouvQ8v7cpSReza7CpO7RbrmRcCILw3ybLcP8I5C7zapPNTy01Ea6sIvn4DAwSg3hiVpLcnWYpDQzfIS45jX4rL3HpUQQeo6tit6SsMj2609pPMHBB+LyExiYzasMlKj1azFDNdnS2bqg6rMxwyYzohFQazjyBhZEeO4dUx1BPjSzLPL57GZvtnZFS45mh7chQaRPGpmZoeu1Wat1+ZqIeXsJyVT1iZSM0+gYYjfZUSjC8hk4nU3/GCcyN9Ng+uNqz4LJDSSW4nMESGx/r7/03sTo9iV6agwRZlkPTaSU2Ds6vrOcVGMPNfQtp/Gg6qajZrqtBkqxBhwotKnSoKCL501R9gYRvrmBsX+iTjP9NnkQlUvOvY3Svko+f69rDzqHgtRfy11Cyjz/hg8SohBR23Qhky2V/kv2v0059knb6Z7HQRQFww64lpXrP+WT/5hmiTYXJDlB1KKMiWnPwVjDnf6iHSU4p6yN8FmRZZtaRe8w8fI8mJRyY1aks+pr0hzPhD2BlS0iJgx7blfJngiAI2SyjAebsf4wuCJ+JecfuY2dmwFflcsPpGWBdENxaZ/ewBEHICSRJaTiU3cFlUDIo3QdgMPoGG+1Hoo7xR17aQKmrmZbyxs3C4pLpvPgcF3wj+KNtKez89iklNyr1+4SDF4TPh62ZAf/0qYpcZwI9U74jJswf3aJacGNThrafuOsW4XEpTG9f5mkdXOmRB87b22Ksp8Ko/0FaD5hIP9VEYuLiSVvWGIJvZ+UpZYl75/cBMN1kFEapUSSdnPnGdT0ehPEwLJ6eVfOB1/5sCS4DDG9YnCZjV0PbJTjE38VmTX14dObFlZKicfEYyVd+kzHMV57jdbYTWn0SCTV/IrX2T0h1J6BXfzyRpZX30NNnTn+y8b/J8tM+yECf6gVg+yDlwWij36HHzk8+S8XSWJ/ulfOxfXA15ozsQXj1iTTTLKZnynf0Vk+mwNfLc1ZwGZSyV9aFINSbru7OxCWnsfP6k+welfAZkWWZyXvuMPPwPdqVz8Oczs8Fl8PuwT/NIDUBeu4SwWVBED47IoNZEN7hcUQCKzx8We7hw/imxejn5Aur20CLWVC+V3YPTxAE4Y1CYpPoNf8QfeMW0lZ9Gp19KVRtF4G92wvrPY5IoMfyCwRGJzKvSznqFbOHxXWUDJrBF0QZIEF4hzMPwvht/ZFnJTNKdkBq8ucba8buvxnIwDVXGFG/CCPqp2c839oOW/spDdW6bQZLJWP2XnAs45dsYW7aJKwNZDQ9tyuzJT4TF35viFOaH9F9L/BwQXsa6l1Hf9QNMH213nbflZe46hfJ2e5m6K9uAfbFofv27A00Bt9SAt2RvtDwV6WJnf9F2NIHogOg9vdQYxSo1K/fPika/nBmgbobfX+Yg546e/J7ohNTqTrlCPWK2TO7niHMr6z0Cqg1NlvG8zpancx5n3CsjPUp5phDaxtv7AYhd5CHXKLJrFPoqVXsGlo9u0clfAa0Opnx2zzZcPExvarm56fmbs8ahYbchVUtQdYpD3xeuk4TBEHITiKDWRA+hCxDWgqyLHPRN4Jv1lym1tRjrDrrS9uyTnSrnE/pTm7mCKU7Z/doBUEQ3srOzJBNI5pwsewfDEgZSUzIIyXD8vRMpfEUcDcohq8WnCE8Lpm1fd2V4HLAZaVxYcV+IrgsCBlQtZANK4e3Zk6ev5mR2g6d5xZ089yVEg8vCYtL5odtNynpZPGsydr5RfBvLyVj7ev9T4PLAEXszfhrYHuG6P9GSLKatH+aw+OLn+jMPo5vSAyuyZ7E2FfGLbc514oMQdKmkHBoyivrPo5I4MjdYPqWMUJ/c0+lsWG3rdmfxWpfHPofA5cmcOAHWN4IlqfXBP56P9Qa8+bgMoChBUlGDtin+LLzWvZlu64770d8ipb+NQvCmTmgZwwV+2bbeF5HrZKoWsgm5waXAWxcIMIHSZtCF3dnPAOiueEfld2jEnK4gKhEeq24wIaLjxlatzA/t3guuBx0U8lcBui1RwSXBUH4bImCUcJ/TkxSKtMOeBEWl4ytqQF25obYmhpgbwzlzg5BP+Q60wwGsyTUDUtjPQbWKkT3KvlwtDAC/0vgewoaTgaNQXafiiAIwjuZGmiY0rYkx4rb0+HfkoxKWUjjwz+ju7sb7xKj6L5fi0rfiH8HVsXFwUzZ6MJS0DeF0p2yd/CC8BmxNTNgRZ8qLDllT9uDFZgav4Ci6zspD6QbTwEjK2RZ5oetnsQlpzGzRR70rv4Dt7aBz0lwbQ5fLX1to8D8NibM+KYNwxfrMT1hAk4rW6FuMx+KtcwRjePe5IzHUbpICWjLNASgR7N6/DuzDh2vr4RaQ5VyY+nWnH+EoZRKH/8JkByrlMV4Qwb4J2doAR3XgMcsOPILFG8DzWe8vuHgaxg4laDUw4cMOvmANmWdngWWPpHkNC0rPHyoVjgXJczilTIuFXrnnJ/v58TWBWQthD+gddkiTNl7l7Xn/CjVLoeV8xByBJ1OZt0FP6bsvYMMTG5Tgq7u+Z6t8PgirP0K9Eyg506wKZJtYxUEQfhYIsAs/Kd4+kczeN0VnkQl4pzLmNOxYcQkpaEhjQV6MzFTX+GhzoHxKb/RsXAbnDrOxMjsuQvGUzPAyEqUxhAE4bNTx8WOsqNaMHFHAfZ5/stvAStx9e/MGTTIViXRv1YF8laCXEXg5hYo1/2NjbgEQXg9tUpiYK1C1HPtxnebXKkVvJIh1zciPTiGquUc9kbYY+u1lmN2njitvKxMh7YuBHV/hOoj35oJm8fKmLnftGTIIg2/xf2My789kW2LIVUfoTQcVut9wjN9N1mWiblzFAArt7oAOOcyJqD0UJI9T6HdNwmzrisBSErVsvGCH8tzrUM/+Cp0WJ3zsvgkCaqPULJ+DUzfb1NbVwo8PMX94BiOeYUoM0U+oR3XnhASm8zU9qXh/BwlQFpl8CcdwxfD1kX5HOaFub0bLUvnZuf1J/zc0g1jfXFrLTzjGxbPd1tucN4nguqFbZjStiR5rY2frfDwBKzvrJQL6rEDrPK9eWeCIAifAfFXUPhPkGWZVWcfMXnPHWxM9dk4oArl81kBkJScgm5zH4zvXeFW2Z+Ice1MAb8lFD4zE5ZfhTaLwdldaazjtQdqjXvvGwtBEIScwNJYn5mdy7G3hCPNt1WiodlDRrlGYhR8BS4th3Pzn62cw6ZOC8LnpIi9GZsG1WLRybx8dbgC0+MWUmhdexoj0UxPRlYVgRqjlWbB9sUzXIrG3tyQBd80o+9ya/IFHWB42G4KbhuAfORXpKpDlQdD+iZZfHYZc90/GpfEa8SYF8DczOHp8l6NqrDasykD7m2DwOvgWJqd15/QJmUXVWIPKNdZbi2zceTv8CHXgHbFUOuSqWgezcITDz5pgFmnk1ly8iGuDmbUdNaHLSvArRVY5f9kY/ii5CoCSBDqDUCrsrnZeOkxx71CaVrSMXvHJuQIWp3MCg8fph30Qk+l4s+vStKhQl6k59/nvfbBpp6Qq5AyW+O590hBEITPlQgwC1+8mKRUvtt8g303g6jrasf09qWxMtFXXtTpMNw7HO7thAa/UrzaMGW5y89QtCFs6w8rGkP1URDpo0xfch+QfScjCIKQCZqWdKSua0v01CrU/5+qnZYCwZ7w+AKo9cGuWPYOUhA+cxq1isF1ClOvWA9Gb3LDPXgT5uoUWncZhJNL+Q+ub25jasCWIbU4eMuFEcebYh14guGxuym7/zt0J/5EVWO0kp2azfXTd155xGjVXfRcur6w3NbMgNTKw4g8dwj17h8x67uD6ye284veWmTXZki1vsumEWeh9PfT/q7J9LkQyeVHEZTP92nKUxz3DuFeSBwzOpRGurIKkmOg6rBPcuwvkr4xWOaFMC8AKuW3JpeJPns9A0WAWUCWZXqtuMCpe2HUc7VjcpuSOFgYvriS52bYNgAcSkG3LaJUjSAIX4wMB5glSVIDl4AAWZabP7d8NvC1LMum6d8bAKuA8kA40FGWZd/0174H+gBaYJgsywcy6TwE4VURPiSvaMmZhEJEJNXkhyYt6Vuj0LO6d7IMe0fD9XVQ+weo9tLFdr4qMNAD9o+DU9OUZVWGiIsAQRC+CIZ6L03F1+iDU3nlQxCETOPqYM6/g2uz6mwB8ucyxsn147NX1SqJJiUdaVzCgTMPijHjRAMS7nswkh1UPzgeWZuCVGNUJoz+w6RqdTy8fgoTKRkK1Xrl9Z51SrLkQltGBazC9/BCxsRMIdasAJZtFuXomtIfzEYpq1DDMhRL47wsPPGQJT2y/noyOiGVWUfu42hhSIsStjB3AeSvAU7lsvzYXzQbFwhVAswatYpGJRzYfjWApFTtq39bhf+U/TeDOHUvjO+buNK/ZsEXs5YBLv8Du0ZAvqrQeYMoRSYIwhflfa7ghgN3nl8gSVIFwOql9foAkbIsFwb+Bv5MX9cN6AQUBxoD89OD1oKQJUKv7MQg1o8a2rNs1JtE/xsdUZ2ZCbHBSnD54ARlSni14VBr7Ot3YmgOrecrtQCLNBQZH4IgCIIgvDc9tYo+1QtkemkESZKoVtiG1X3cmTi4D6sKTGWbthrSkUlwdW2mHut9nL4fhlvydeWb/DVeed3MUI9ctQcTIOciv8c4JEC/20YwMPu0A/1UDEzBMh/64V70qJKfQ7eDuR8Sm2WHk2WZ3TeeUG/GCW4GRDO2sQt6d7ZBTIC4lv0fe/cdH0W1/nH8c7JpBEhPIEBoIXQQIQKCIL2qYC9YwIIN+7Vdu171p1ex3avXrqiIilJFmqAUKdIloYVeQgqdQOqe3x+zaIDQYsimfN+v175255yZ2WfCMLv77NnnFIeoRpCxDtz5APRrHsOhnHx+WZPu5cDEm/LdltenrSUuqjK3djomuZyXAz+/ABPug/iezshlJZdFpJw5rQSzMaYW0B/4qECbC/g3cGxmbgDwuefxaKC7ca6uA4BR1tpsa+1GIBlo+/fCFzmxXatms8OGc3BYEgx8DypHw/RnYXgT+LAbzPsPtB0KPZ479c9Im14Cg76DqiU7KYuIiIjI6WhRK4T3bzyPhS2eZ1Z+C9zj74F107wSy9il2+nktwp3dFOoHFHoOtd0jOdD/5s4ZAMY1/AlgqrHl3CUJSy6CaSv5qbz6xDo58P7v244K0+Tsu8wt41YxLCRS4kJCWT8sI5c2qomzH0bopo4yS35e6IaQX427N0MQPv64YQF+THpjxQvBybeNHbpdpLTDvJQr0Z/lR8D2L4YPrjQ+UVsq+vh6q/Ar5L3AhUROUtOdwTzmziJZHeBtmHAeGvtsa+kNYGtANbaPGAfEFGw3WObp+04xpihxphFxphF6en6JliKJnz3UjZVak61yAhodR3c/BMMWwQdhsGBnZBwM/R5xes1CkVERESKgzGG5y9vzdd1/0VSfiz5o26AbYtLNIbM7DxmJm6jjVmLT73OJ1wvwNdFwsW30d79CZ16X1mCEXpJdBPIWEdEJR+uSohl7LLtpOw7XGy7d7stI+ZtoufwWcxN3sWT/Zsw5q4ONKsRAut/hrRE6HCP3vcWB0/JkyMT/fm6fOjdrDo/r0olKzffi4GJt+TkuXlj+lqa1QimTzPPhH25h2Ha0/BRDzi8F677Fgb+1ylJJiJSDp0ywWyMuQhIs9YuLtBWA7gSeOdsBGWt/cBam2CtTYiKijobTyHl3I7N64i2GZja7Y7uiIyHns/DQ6vgojfKZ50/ERERqbD8XD68fsMF/DvqX+zIq0ruF1fArvUl9vxTk3bSKG8t/ja70PIYBV3UsgaLn+1HvcjKJRSdF0U1AXcu7FrPbZ3q47bwyZyNxbLrtANZXPn+PJ4el8i5tUOZ+kBnbu1UH1+X533u3Lehagy0qACJ/JIQ1dC590z0B87kuZk5+cxaq8FRFdE3i7aybc9h/tG7kTPfz+Z58L8LYO5bcO4NcPd8aNjb22GKiJxVp5Nd6whcYozZBIwCugGJQAMg2dMeZIxJ9qy/HYgFMMb4AiE4k/392e5Ry9MmUuzW/D4dgLrndvdyJCIiIiIlK8jfl+FDevF45ec4kJ1L7ucDnTkoSsCYpTvoXXktFgN1O55yfT9XBfmyP7qJc5+WRGx4EP1bxDBywRb2Hcr9W7s9mJ3HkE9/J2nHfoZfdQ4jbm5LbHjQXyvsWAYbf4V2d2jkZHGpFOaU3kv/K8F8flwEoSqTUSEdzsnnnZ/XkVAnjC4No5xay5/2hfwcuGEsXPI2BIZ4O0wRkbPulO/orLWPW2trWWvr4kzSN8NaG2atrW6tretpP+SZ1A9gPHCT5/EVnvWtp/0aY0yAMaYeEA8sLObjEQEga+NvZBFATMMEb4ciIiIiUuIiqgTw8q0DecD1BHn7U8kdcRkkjYO9W53Jjs+C9APZzFmXTq+gtZiYlk4iThyRDcH4QPpqAO7sEsfh3Hwe+X45bnfR/j1y8tzc+eViVu88wLvXt+ay1rWOnljMWpgzHPyrQsKQ4jgKOSKq0VEJZj+XD72aVmP6qjSy81QmoyL5Yv4m0g5k83DvRpjti51ayy2vgjvnQVxXb4cnIlJizsaQgY+BCM+I5geBxwCstYnAt0ASMBm421qrV18pdnsyc6h1YAVpwc3B5eftcERERES8IjY8iIdvvo4H7QPkpSfDtzfCm82xr8XDV1fBL/8Ha6dCXnaxPN+E5TvwsznUOrjylOUxKhy/QAirB2lJADSJCeaf/ZowJTGV/85MPsXGx7PW8tj3K5i9LoOXL2tB10bRR6+QkQyfXeR8qdDudo2gLG5RjSBj7VFf1vRtEcPB7Dxmr83wYmBSkg5k5fLuL+vpFB9Ju/oRMOMFCIqA/q9DQBVvhyciUqJ8z2Rla+0vwC+FtFcp8DgLpz5zYdu/CLx4RhGKnKFfV27kIrOFXfUv9nYoIiIiIl7VvGYI199wGx2/bEFs9npa+mwgIXMjbTauoua6qRgs+fW64LrhB/BxFfl53G7LD0u3cXn0dnz258BJJvirsKKbQNrqPxdvuaAeiTv28/q0tTSJCaZH02qnvat/T1nDD0u381DPhlyVUKAKYX6uU/f111edpPYl7zg1YKV4RTaC7P3OxOHBMQB0jIskONCXSStTzujfUsquj+dsZO+hXB7u3Qg2zoINv0DvlyCgqrdDExEpcWeUYBYpCzYum4WvcRPdVB9sRERERDo2iGThU/1Yl3aQFdv2smDbPj7ctpetKWlcYWbw1MYvcf/8L3x6PlOk/VtreW5CIiu37+fV5lvggAtqn1/MR1EORDeBNZMgNwv8AjHG8PJlLUhOO8j93yxj7N0daRB96lGPn/+2iXd/Wc917WozrFuDvzq2LYbx90BaIjQdCH1fhapKdJ4VBSf68ySY/X196NWsOlMSd5Kdl0+Ab9G/sCmvpiWl8tv6DGqGVqJmaCVqhFaiZlglIjb/hPn9I2g1CJpfXibqhe/JzOGj2Rvp06w6LWuGwMcvQNUakHCLt0MTEfEKJZilXMnKzce1fSFuH4NPbFtvhyMiIiJSKvi6fGgSE0yTmGCuPs9py8rNZ/TiBL6euJ1r5w6H2ARo3P+M9/3GtLV8Pm8zQzvXp0nK21CjFQQGF/MRlAPRTcC6Ydc6qN4CgEA/F+/f0IaL35nD0BGLGDusI8GBJy7xNnllCs9OSKRHk2o8f0kzp+YqZRinAAAgAElEQVRyXjZMfxbmvwdVY+Car6FxvxI6qAoqqrFzn74G6nf5s7lfi+qMXryN35J30bVxdKGbVlTzN+ziji8XY4C8AnXHe/ss5L9+b5NjAgjaNBv783OY9ndBm8Gl+jryv1/Xk5mTx4O9GsLaKbBtIVz0pvPLARGRCqiCTNssFcXc5AzOsas5HBIPlUK9HY6IiIhIqRXo5+L69nVY1+Yplrvrkzt6qFO79wx8NHsDb89I5uqEWB7vHovZvkj1l08kqolzn7bqqOYaoZV4d1Brtuw+xP2jlhU66d+ug9mMXLCFe0cto1VsKO9cey6+Lh9wu2HsnTD/XTjvFrh7gZLLJaFKNQgIOWqiP3B+LVA10Jcf/0jxUmClU9r+LIaNXEqd8CCWPt2T5U/34sd7L2Bs9328F/AfUqo2Y3DYCAbnPMKigxEw7Sns8KYw7WnYf/Tf8kBWLtOTUnl+QhLjlm33yvGk7s/i83mbuLRVTRpGVYYZ/3JqrJ97vVfiEREpDTSCWcqV6Ykp/NNnHYH1r/J2KCIiIiJlwmMXn8uwbU/xSsa9BI28joDbZ5zWBFXfLtrKv35cRb8W1XnpshaYDT+DO0/1l08kogH4+B6XYAZoVz+CZy5uylPjEpk06j9c1L4l66u2YXpSKtOSUlm8ZQ/WOpMDfnzTeVTy95RfmPYUrPweejwHF9xfwgdUgRnjlMnIWHtUc4Cvi55NqjE1cSc5l7bA31fjuXLz3dw9cgmZ2Xl8dWs7qnpG6Idsmw/z7oUa5xB7w1i+CajK/A1teHdWTzLWLuAu94/0nvsOZt67bE14nO/9LmZucgZLt+4l3/MljJ/LUD+yCi1qlewklq9NWUO+23J/j4aQNAZS/4DLPtQE8yJSoekVT8qNfLdlw6pFVDWHcdVR3T8RERGR0+Hv68PzN/bjSdf9+O5eR+7Yu8EeP4q2oMkrd/LY9yvoFB/JG1e3wuVjYONs8PGD2u1LKPIyxtffSTKnry60+/r2dbj1nEr0WfM07hEDGPXmw7z80yoO5+Zzb7d4Jt5zAZPuvYDwyp76tPP+C/P+A21vh473leCBCOBM9HfMCGaAfi1i2J+Vx2/rM7wQVOnz6uTV/L5pDy9f1oJG1T2T3yVPh2+uh2rN4PofIDAYYwznx0Xw6ZC2vHbfYKY3f4UeucOZntuS2gufJ/TXJ8nPy+WOC+vz9W3tWfhEdyKrBHDvqKVkZueV2PEk7tjH6CXbGNyhLrVD/WHmSxDd1KkdLSJSgSnBLOXGsq17aJCV6CzUbufdYERERETKkOohgVw/aAjD867Eb9VY7Pz3TrjunHUZ3Pv1UlrFhvL+DW3+msxs02yo2Qb8K5dQ1GVQdBNISyq0yxjDYzGL8TVuVga24Qm/kSS2nsCPd7XlgZ4NaV4zxKm5DM6o5Sn/hCaXQJ+XnRG1UrKiGkFmGhzafVTzBfGRVAnwZZLKZDDpjxQ+nL2RG8+vw8BzazqNG36BUYOcv98NYwota9ioelVev+ocRj5yLZt6/I+NDW5iiO8UxkS+z8Nda3N+XATRVQMZflUrNu3K5PkJhf+fKm7WWl78cRUhlfwY1jUeln8Nu5Kh6xPgo0kdRaRiU4JZyo2pSakkuNbhDopyamCJiIiIyGk7Py6C0J6PMDW/De6pT8Hm3/7s252Zw48rUvjnmD8Y+sUi6kdV5tPBbQny91TcW/olbF8M8T28FH0ZEdUE9myGnMzj+9xufJeNgHqdafnINLjwUSonjYIRAyCzwGjYjbNhzB1Qu4Pzs3wltrwjqpFzf0yZjEA/Fz2aRDM1KZXcfLcXAisd1qcf5JHRK2gVG8oT/T31xzfNgZHXQHgc3DAOgsJPuo/qIYHcdmFD6l3/NvR5BdZMgs/6w8E0wLlm3dUljm8WbeXHFWc/oT9jdRq/rd/Ffd3jCfF3w6+vQI3WRZocVUSkvFGCWcqNaYmpdPBLxqd2O43iEBERESmCWzvHMSX+WbbkR5L15TV8NmoUfd+aTesXpnH3yCWMW7qdCxpEMuLmtoQEeeqNJo2H8fdAXDfocK93D6C0i24M2EJLK7BhBuzdAm0Gg48PdP0nXPEJ7FgKH3SF1ETnNmoQhNeHa0eCX2BJH4EcEdnQuS/k37Jvixj2Hspl/oZdJRxU6XAoJ487v1yMn8vw7qDWzq8c9mxyzt3Q2nDjOKgccWY7bX8HXPOVU8P8ox6Q7iT27+/RkHNiQ3n8hxVs33u4+A/GIzffzUuTVlE/sjLXt68Diz+DfVuh+1P67CkighLMUk4kpx3kQMZ2quWnqO6fiIiISBEZY3ju6g48HfwcKdmBXLNqGD2Yz0M9G/L9nR1Y9kwvPrgxgehgT2Jz/Uz4/haomQBXfwm+Ad49gNIuuqlzX1gd5kWfQlAkNL74r7bml8OQn8CdCx/3gi8uBf8gGDQaKoWVTMxSuNDa4Bt43AhmgM7xUQT4+vDzqjQvBOZdufluHv3+D9alHeTta8+lRmglyM2Cb24ALFz3DVSJKtrOG/eHwT9C7iH4uAcsH4Xf4V28fU0r8t2WB0Yt+3MCwOI2auEW1qdn8ljfxvgdzoBZr0HdTlC/61l5PhGRskYJZikXpiWl0trH8+YuVvWXRURERIqqSoAvr98+kPSrJ+JXqxUP7XmReypPp02dMPxcBT4+bP3dGZEYEQ+DvlXt5dMRVg9c/sfXYT6wE9b8BK2ucyYDLKhma7htBkTGO4m6QaMhNLbkYpbC+bicc7+QEcyV/F10iItgxuo07CkmzCxPlmzZw8XvzGHC8h38o1cjOsV7Esk/PQw7V8Cl70P43yxlWKsN3DodqsbAmNvhtQbUGdWd8XHjCNsymU+mLvr7B3KM/Vm5vDF9He3qhtEzdwb85zzI2gc9ntPoZRERD19vByBSHKYm7eSm4M2QGwAx53g7HBEREZEyLbpqINHNGkLDCfD9rTD5Mad8Q68XnfINqUnw1RVQJdozUZdG054Wly9ENoK0Y0YwL/0CbL5THqMwwTXglumQc7DQSdHES6IawdaFhXZ1a1KNmWtWsj49kwbRVUo4sJK1PyuXf09ew5cLNlM9OJAPb0ygZ9NqTueSL2DJCOj0EDTqWzxPGFYX7pgLKctg4yzYNJv6W8byvv8h3PPeIjO5JZU73QXNLjv+C5si+O/MZCplbuejmB8wY3+F2PZwyTsQ1fDvH4uISDmhBLOUeWkHsli2dS/vRa6D6Nb6aaaIiIhIcfGrBFeNgClPwPx3Yd826PqEU6rBrxLcOBaqVvN2lGVLdGPYPO+vZbcbFjuT+xERd+LtXL5KLpc2MefAytHOly+htY/q6tY4mqeAGatTS3WCOSs3n1/WpDFzdTqNY6pyZUIsVQJOL01grWXyyp08OyGR9APZDO5Ql4d6Nfpr+5TlMOkfUO9C57pRnFy+UCvBuXV6EJOXQ+amhYwc9RXdM2ZRf8zt2OnPYtrf6XxxExhSpKfZuusgub/9jxmVviEg1Qf6/hvOu9X5ok1ERP6kBLOUeaMXb8Pf5lAtcw20vMvb4YiIiIiULz4u6Pt/TgJtyj9h9UQnWTPkJ2ckoZyZ6Cbwx3eQtR8Cg2H9DNi3BXo+5+3I5Ew1uQimPeVMdNlh2FFdNUMr0bh6VWasTmNo55N8ceAF2Xn5zFqbwcQVO5ielEpmTj6V/V18syif4dPWcl272gzuUJeYkEqFbp+ZnceizXv4Yt5mpq9KpWlMMB/emEDLWgW+ADm8B769ESqFw+UfO9eRs8nXn8oNLuD8IS247/tlROycw10HJ9F22tPYX17BtBkM7YY6JWr2bXMm6Nu37a+bO88p8+NfGfyrOPd+QeTMG8PTrpVk1e4Kl7593BcJIiLiUIJZyqxdB7N5ZnwiE1ekcGPNDMyuXOfnSiIiIiJS/M6/C0JqwuzXof8bTqJUzlyU5++Wvhpi28LiI5P7XeTduOTMhdeH6i0haexxCWZwRjG/P2sD+w7nElLJzwsBHi1l32Fem7KWqYk7OZCdR2iQH5e0qkH/FjVoXz+cP7bv46M5G/lw1gY+nr2Ry5sF84jvKEL98ljY9Anmbj7EvA27WL51L3luSyU/F//s15ibO9bDt2B9drcbxtwJ+7bDkElFn9SvCJrXDGH8PZ2Zv6E5/5vdi+fWLOAO9yT6zf8frvn/PW79wz5VSHdFkYsfQWQRaA8TaA/j7z6My+YTbqvwU/wz9B30gOoti4icxGknmI0xLmARsN1ae5Ex5isgAcgFFgK3W2tzjTEGeAvoBxwCBltrl3j2cRPwpGeX/7LWfl58h1KxWWtxW3D5lP8XPWstE1ak8Oz4RA5k5fJQz4bc5bcaZqAJ/kRERETOpqYDnJsU3ZHEfNoqCIl1JvfrMKxYasWKFzQbCD8/74yCDal1VFe3xtG8+8t6Zq1N5+JzangpQMeqlP0M+fR39mfl0r9FDBedU4MOcRFHTdx5bu0w/ntdGFt3H2LGlDF0X30voWRggMBlv/NN3sPUrBnL0M71OT8ugjZ1wgjyLySlMGc4rP3JKScR27bkDtLDGMP5cRGcHxfButTGfDS7M68tXU5v5nKIQLbZSHbYSFJsBAFVwqgZEoi/rw+Z2fkcyskjMyefQ7m55OVmUz0kiB+v7KbksojIKZzJCOb7gFVAsGf5K+B6z+ORwK3Ae0BfIN5za+dpa2eMCQeewUlKW2CxMWa8tXbP3z2Iim7mmjSen5BEVJUAvrm9Paa8vvhtmc/uQ3k8siCQ6atSOSc2lH9f0ZKG1arCyN8hogFUjvB2lCIiIiIiJxZaB/yCnARzZpozuV/rm7wdlRRVU0+COWm8M8q/gHNrhxEa5MfM1WleTTDPTc7gji8WExTgYvQdHWhaI/jEK+dmEbvoJW5a8x/cYXWZGPcqOfvTuHTD0yyI+D98rv3BGbldmMxdMPVJWD4Sml8BbW87Owd0BuKrVeWVK1qS1rshk1ZcQFCAL/1CK1EjtBLVQwIJ9Dtx6Q5rLdaCTwUYxCUi8nedVoLZGFML6A+8CDwIYK2dVKB/IXDk69oBwAhrrQXmG2NCjTExQBdgmrV2t2ebaUAf4OviOZSKZ+vuQzw/MYlpSamEBfmxMSOTmWvS6Na4HE60kn2QvM8vJTz/ELe5m3Jp+3vpc3FfXC4fsBa2LoBG/bwdpYiIiIjIyfn4QGRDSF0JezY7E6CdbHI/Kd0i4qBaC0gad1yC2eVj6NIwiplr0sh32yL/2tRaW+RBRD8s2caj36+gfmQVPh1yHjVCC6+rDEDKChhzO6QlQZsh+PT6F5cEeCYo3NoaRl4NH/WE676FWm0KBggrvoHJj0P2fuj0EHR+pFSN+o2uGsjgjvXOaBtjTGk6BBGRUu10pz59E3gEcB/bYYzxA24AJnuaagJbC6yyzdN2onY5Q1m5+bw5fS09hv/K3OQMHu3TmLmPdaNWWCXenL4OJ7dfvmT9MRbf/ENMDLyINlV303/ZHbg+6QlrJkPGWji8G2qrPIaIiIiIlAHRTWHTHGdyvzaDvR2N/F1NB8DW+bB/x3Fd3ZpUY8+hXJZt3Xvau0s7kMWE5Tt4cuwf9Bz+K02fnsIX8zefUUjWWv47M5kHv11OQp1wvr3j/BMnl/fvgJkvw4fd4NAuGDQaLn4TjiSXwSl1ccs0Z/K7z/o7pV0Adq2HEQOcxHREA7h9NnR/GvwCzyheEREp2045gtkYcxGQZq1dbIzpUsgq7wKzrLWziysoY8xQYChA7dqapbWgmavTeGZ8Ilt2H6J/yxie7N/kz9l97+nWgEe//6NcjmLeN28Eqe5oYq55B99alWHZVzDnDfj6agjylMVQ/WURERERKQuiGwNWk/uVF80Gwsx/OWUy2t9xVNeF8VG4fAwzVqfSpk7YCXeRnHaQj+dsYMGG3WzIyASgsr+LhLrhRFTx56mxK9m25xCP9m58ypINeflunhqXyNcLtzCwVQ1eveIc/H2PGVu2PwVWjYfEMbBlntPWdCBc9AYEhRe+48gGcOt0GHkVjLoOWl7tbO/yh/6vQ5ubnRH6IiJS4ZxOiYyOwCXGmH5AIBBsjPnSWnu9MeYZIAq4vcD624HYAsu1PG3bccpkFGz/pbAntNZ+AHwAkJCQUP6G4xaBtZa3fl7Hm9PX0SC6Cl/d2o6ODSKPWuey1rV4Z0Yyb01fR9dG0eWnFvPerUTtWsjngdcwuE6Y81OrhJvh3Bvgj9HOTOYBwRAR7+1IRUREREROLbqpc3/uIE3uVx5Exjv/pknjjkswhwT50aZOGD+vSuPh3o0L3TwrN5/bRiwibX8W7etHcE3bWNrVi6BZjWB8XT7k5bt5Znwi7/+6gR17s3jtypYE+BZeO3jx5t28MHEVy7bu5a4ucTzcu9FfnwvzsmHpF7DyB9j8G2Ahuhl0fdJJkkeexuepKtEw+Ef4bggs/9oZvd3nFQiOOZO/mIiIlDOnTDBbax8HHgfwjGD+hye5fCvQG+hurS1YOmM8MMwYMwpnkr991toUY8wU4CVjzJGvbXsd2a+cXFZuPo9+v4Jxy3ZwRZtavHhp80LfUPi5fBjWtQGP/fAHv6xJp2vjaC9EW/z2LviCUCw+51xzdNLc5QetrnW+ObdufVsuIiIiImVDnY7Qdii0v9vbkUhxaToQfnkZDuyEqtWP6ureOJqXf1rNjr2HCy1T8dbP69iYkcmXt7TjgvjI4/p9XT78a2BzaoUF8crk1aTuz+LDGxIICfL7c51NGZm8Mnk1P63cSXTVAN68uhUDzy1QkfLwHhg1CDbPhchG0OUxJ+bowpPeJ+VfGa79GnZvOL2ktIiIlHunNcnfCfwP2AzM8yT9frDWPg9MAvoBycAhYAiAtXa3MeYF4HfP9s8fmfBPTmzXwWyGfrGYxZv38EifRtx5YdzxI5P3bYPpzwKGy/oO5z8zK/Hm9LV0aRRV9kcxW4td+jUL3I3p0fEEJTB8fDj9cuIiIiIiIl7mHwT9/u3tKKQ4NR0Av7wEqyZA29uO6urexEkwz1idxvXt6xzVt3L7Pj6YtYEr29QqNLl8hDGGO7vEUSM0kEe+W8Y//juSV9oexje2DW8kBvHl/M34uXx4oEdDbutcjyD/Ah/1926BL69wEsKXfQgtrvz7E/D5uJRcFhGRP51Rgtla+wueshbW2kK3tc4Mc4V+FW+t/QT45IwirIjc+YBhXXomN3/+O2n7s3l3UGv6tTjmZ0d52TDvPzDrNWcEb34O/hlr+cf5w7l/0s5yMYrZbl1IWNYWloU/SLuTzXgsIiIiIiLiLdGNIaoxJI49LsEcF1WF2PBKzDwmwZyX7+axH1YQFuTPk/2bnnjf1kL6Gtg0mwEbZ9Gvyhz8MnfDTHBjaJx/ITed8xBD+7QlOviYyfVSlsNXV0JuFtwwBup1Ks6jFhERAf7eCGY5Wzb8Qs7o20jKak4nVxuuGzyY5g2OSS4nT4dJj8Du9c7EIL1fgvTV8N0QBiy6kdHB/+DNn9eV+VHM6XM+o6r1p3r7q70dioiIiIiIyIk1HQC/vgoH05xaxR7GGLo3rsbXC7dwOCefSv5OucOP52xk5fb9vDuo9VHlLrAWdq2HTbNg42zYNAcy05y+kFj8GvchNeI8Hpvvx1W+v3LVwTGY9Ush8TEnue3y7Ct5Onx7EwSGwi3jILpJSf0lRESkglGCuRT6bXs+GZmN6Oq7hAH5v8JXb0FsW4jvCbXawoL/weqJEF4fBn0P8T2cDcPqwJBJmJFX84n7SYZsv4df1sbTtVEZHcWcm0XV5PFMpy09zm3g7WhEREREREROrOlA+PUVWDUezrv1qK6ujaP57LdNzNuQQbfG1diUkcnwaWvp1bQafZtXh6x9ziSBG2fDptlwIMXZsGoM1O/ijDyu2wnC6oIxVAM+7QxwA6Q/ApMfgymPw+LPoO//wb7tMOE+Z/LBQd9pEj4RETmrlGAuheLO7czY9Gp0698YMpbDuqnO7efnnRV8K0G3p6DDPeAbcPTGNVrBbT/j++UVfJ73Ku9OPEyXhs+WyVHMOUkTqeQ+yI46l1I5QKeqiIiIiIiUYtFNICLeSRQfk2BuVy+cIH8XM1an0bVRNI//8Af+Lh9eGNjc+aw27WknOVw5ykkk1+sEdTtDRNyp6yVHNYTrv4e1k2Hy4/DFpU57/a5w1QgIDD47xysiIuKhrF0pVC04kFevOMdZiG3r3Lo9CQdSYctvUDMBQmNPvIOQWvjcMoXUj67m3ow32TQ6h7pXvPT3J3IoYbt/+xxrw2nR6WJvhyIiIiIiInJyxkCzgTD7dTiYDlWi/uwK9HNxQYNIZqxKo3mNrczbsIuXLm1BtSM1kzfOhvhecN23RfvcZgw06gtx3ZxfvB7eA12f+KtchoiIyFnk4+0A5AxUrQbNLj15cvmIwBAibhvHBFcP6ia+i51wn2fywDLiQCpRqXOY7tuF9nFltMSHiIiIiIhULE0HOBOwr554XFe3xtHs2JfFM+MTaVcvnGvO83yuO5DqzK1Tt9PfHxTkGwAd74Mezyq5LCIiJUYJ5nLMPyCAw33e4D95AzBLPsc9+hbIy/F2WKflwO8jceEmt8U1+PiUrZHXIiIiIiJSQVVrDuFxkDT2uK6ujf8aOPN/l7f863POlt+c+zodSyJCERGRYqcEczl3ZUIs7q5P8WLudfgkjSF/5DWQc8jbYZ2cteQs/pJl7ji6dNSbLBERERERKSOMcUYxb5wNmbuO6qoWHMjgDnV5YUBz6kVW/qtj82/gFwQxLUs4WBERkeKhBHM5Z4zh3u7x1Oz3CI/m3obZMJP8EQPh8F5vh3ZCNmU5EZnJLAzuTf2oKt4OR0RERERE5PQ1HQA2H9b+dFzXs5c046rzjil5uHmeM++OSlqIiEgZpQRzBTG4Yz3aX3E/9+Tei3vbYvI+6QcH07wdVqEy5n5OtvUlrN213g5FRERERETkzMScA1VjYO2UU697eA+krlR5DBERKdOUYK5ALj23FgMH3cXt+Q+Tm55M3ke9Yf8Ob4d1tPxcKq35gZm2Nb0Smng7GhERERERkTNjDMT3gvUzTz0HzpYFgIXa55dIaCIiImeDEswVTM+m1bh18K3c6n6CnL07ODzmPm+HdJTc5JlUydvLplqXEFJJPxETEREREZEyqGEfyDnw1wR+J7LlN/Dxg1oJJROXiIjIWaAEcwXUIS6SR4fexHv2CiptnIpdc3xtMG9JWziagzaQxh0HeDsUERERERGRoql/IbgCTl0mY/NvULMN+FUqmbhERETOAiWYK6iWtUIJ734fye4aHB7/MORmeTskcOcTvHkac2jF+Y1qejsaERERERGRovGvDPU6nTzBnJMJO5ZCHZXHEBGRsk0J5grsho4N+LDqXQRlbiV31hveDof8LQupmrebnTV6EuDr8nY4IiIiIiIiRdewD+xeDxnJhfdvWwTuPE3wJyIiZZ4SzBWYr8uHyy6/jon57WDuG7Bnk1fjSVs4mhzronrCxV6NQ0RERERE5G+L7+XcrzvBKObNvwEGYtuWWEgiIiJnw2knmI0xLmPMUmPMRM9yPWPMAmNMsjHmG2OMv6c9wLOc7OmvW2Afj3va1xhjehf3wciZa1c/goUNHyInHw6Nf8R7gVhLQPJPzLfNuaB5nPfiEBERERERKQ5hdSCqCaydXHj/5rlQvQUEhpRsXCIiIsXsTEYw3wesKrD8CvCGtbYBsAe4xdN+C7DH0/6GZz2MMU2Ba4BmQB/gXWOM6iCUAncPuJD37eUEbZyCXTvVKzHY1JWE52xnY1RXqgT4eiUGERERERGRYtWwtzNSOWvf0e15OU6JDJXHEBGRcuC0EszGmFpAf+Ajz7IBugGjPat8Dgz0PB7gWcbT392z/gBglLU221q7EUgG9FugUqBacCAh3e5nvTuGw+P/AXnZJR5D2sLvcVtDyLkDSvy5RUREREREzoqGvZ06y+tnHt2esgzyDmuCPxERKRdOdwTzm8AjgNuzHAHstdbmeZa3ATU9j2sCWwE8/fs86//ZXsg2RzHGDDXGLDLGLEpPTz/NEOXvuLFTPB9UuYOgg5vJnf3WGW2bfiCbYSOXsHjz7iI/v1k9kSU2nk6tmhV5HyIiIiIiIqVKrbYQGAprj6nDvPk35752h5KPSUREpJidMsFsjLkISLPWLi6BeACw1n5grU2w1iZERUWV1NNWaH4uHwZefgOT8tvC7Ndg75bT2i4rN5+hXyxi4ooUBn/6O6tS9p/5k+/ZRPShdSSFXEhElYAz315ERERERKQ0cvlCgx6wbiq43X+1b/4NIuKhij7viohI2Xc6I5g7ApcYYzYBo3BKY7wFhBpjjhTLrQVs9zzeDsQCePpDgF0F2wvZRkqB8+MimB//ELn5kD1qCBzYedL1rbU8PHoFS7fs5blLmlElwJcbP1nIll2Hzuh5dy/6AYDAFiqPISIiIiIi5UzDPnAoA3YscZbd+bBlPtTR6GURESkfTplgttY+bq2tZa2tizNJ3wxr7SBgJnCFZ7WbgHGex+M9y3j6Z1hrraf9GmNMgDGmHhAPLCy2I5FicdeALjxl74Cdf5D/XkdYP+OE67718zomLN/Bo30ac1OHuoy4uS05eW5u+GQB6QdOv45z9spxJLnrcH5Cm+I4BBERERERkdKjQXcwPn+VyUhLgux9muBPRETKjdOtwVyYR4EHjTHJODWWP/a0fwxEeNofBB4DsNYmAt8CScBk4G5rbf7feH45C6qHBNLzqru40v0iGw9Vwn5xGfz8POTnHbXeuGXbeXP6Oq5oU4s7LqwPQHy1qnw65DzS9mdz0ycL2Z+Ve+onPJhGtX3LWVK5I7HhQWfjkERERERERLwnKBxi28Hayc7ykfrLmuBPRETKiTNKMFtrf7HWXuR5vMFa29Za28Bae6W1NtvTnuVZbuDp31Bg+xettXHW2kbW2p+K91CkuPRpXp237r2Oh0PfYFReF5j9Ou5P+4knd8UAACAASURBVMG+bQAs2bKHh0evoG29cF66tAXGmD+3bV07jPeub83a1AMMHbGIrNyTf4ewf9k4fLCYJhefzUMSERERERHxnoa9YecK2L8DNs+FkFgIre3tqERERIqFcapXlF4JCQl20aJF3g6jQsrKzeflSavYs2AkrwR8gn9AIPsueIqXZqQQ6pvDA51rUtlkQU7mcbf03bvYlppBdEAeMa374tPrBXD5Hfcc2//Tn7y0tWTduZhGMcFeOEoREREREZGzLG0VvNseLnoTZr4EcV3hsg+8HZWIiMhJGWMWW2sTTrWe76lWkIor0M/FcwOaMznuHq4Y3ZDXst6gyfQHeQ0gB5heYGW/yuB/5FaFqMDK5ERFsT7tIDUXvIc7NQmfq0dApdC/tsnaR7WM+Xzv35+rqlct2YMTEREREREpKVGNIaQ2LHgfMtOgtspjiIhI+aEEs5xSn+YxNKtxFQ+MrIs7ZQVPXnIOrRvUAv8qTkLZLwh8jq+2UhMY90syE6a9z8ubPsF+2APX9d9BeD0ADiX+RBB5ZMf3O6rMhoiIiIiISLlijFMm4/cPnWVN8CciIuWIEsxyWmLDgxh1Z2d2ZbanWnDgaW93V5cGjAu9n8HfV+Pd3W9Q+YNuuK77Gmq3Z8/iH8i0ITRr1/MsRi4iIiIiIlIKHEkwB0VCZLy3oxERESk2ZzTJn1Rsvi6fM0ouHzGgVU0euPVmbvJ5iW1Z/rg/uxiWfklEyixmu9pybu3wsxCtiIiIiIhIKVK3k/PrzzrnOyOaRUREygklmKVEtKkTztvDruSBKq+xKK8+jLubQHuY/XV64+OjN1ciIiIiIlLO+QXC9d9Dr395OxIREZFipRIZUmJiw4P49O4+3P9VKBs2vUZrn3XEte3n7bBERERERERKRp0O3o5ARESk2CnBLCUqpJIfHwzpyAsTw/hyyx5+iI/xdkgiIiIiIiIiIiJSREowS4nzc/nw/IDm3g5DRERERERERERE/ibVYBYRERERERERERGRIlGCWURERERERERERESKRAlmERERERERERERESkSJZhFREREREREREREpEiUYBYRERERERERERGRIlGCWURERERERERERESKRAlmERERERERERERESkSY631dgwnZYxJBzZ7Ow4viAQyvB2EVDg678QbdN6JN+i8E2/QeSfeoPNOvEHnnXiDzjspaRXhnKtjrY061UqlPsFcURljFllrE7wdh1QsOu/EG3TeiTfovBNv0Hkn3qDzTrxB5514g847KWk65/6iEhkiIiIiIiIiIiIiUiRKMIuIiIiIiIiIiIhIkSjBXHp94O0ApELSeSfeoPNOvEHnnXiDzjvxBp134g0678QbdN5JSdM556EazCIiIiIiIiIiIiJSJBrBLCIiIiIiIiIiIiJFogSziIiIiIiIiIiIiBSJEsylkDGmjzFmjTEm2RjzmLfjkfLJGBNrjJlpjEkyxiQaY+7ztD9rjNlujFnmufXzdqxSvhhjNhlj/vCcX4s8beHGmGnGmHWe+zBvxynlgzGmUYHr2TJjzH5jzP261snZYIz5xBiTZoxZWaCt0Oubcbzteb+3whjT2nuRS1l1gnPu38aY1Z7zaowxJtTTXtcYc7jAde9/3otcyrITnHcnfF01xjzuudatMcb09k7UUtad4Lz7psA5t8kYs8zTruudFIuT5E30/u4YqsFcyhhjXMBaoCewDfgduNZam+TVwKTcMcbEADHW2iXGmKrAYmAgcBVw0Fr7mlcDlHLLGLMJSLDWZhRoexXYba39P88Xa2HW2ke9FaOUT57X2O1AO2AIutZJMTPGdAYOAiOstc09bYVe3zzJl3uAfjjn5FvW2nbeil3KphOcc72AGdbaPGPMKwCec64uMPHIeiJFdYLz7lkKeV01xjQFvgbaAjWA6UBDa21+iQYtZV5h590x/a8D+6y1z+t6J8XlJHmTwej93VE0grn0aQskW2s3WGtzgFHAAC/HJOWQtTbFWrvE8/gAsAqo6d2opAIbAHzuefw5zou2SHHrDqy31m72diBSPllrZwG7j2k+0fVtAM6HZGutnQ+Eej7EiJy2ws45a+1Ua22eZ3E+UKvEA5Ny7QTXuhMZAIyy1mZbazcCyTifeUXOyMnOO2OMwRko9XWJBiXl3knyJnp/dwwlmEufmsDWAsvbUNJPzjLPN7znAgs8TcM8P+f4RKUK5CywwFRjzGJjzFBPWzVrbYrn8U6gmndCk3LuGo7+4KFrnZSEE13f9J5PSsLNwE8FlusZY5YaY341xnTyVlBSbhX2uqprnZSETkCqtXZdgTZd76RYHZM30fu7YyjBLFLBGWOqAN8D91tr9wPvAXFAKyAFeN2L4Un5dIG1tjXQF7jb83O3P1mndpPqN0mxMsb4A5cA33madK2TEqfrm5QkY8wTQB7wlacpBahtrT0XeBAYaYwJ9lZ8Uu7odVW86VqOHkSg650Uq0LyJn/S+zuHEsylz3YgtsByLU+bSLEzxvjhXCS/stb+AGCtTbXW5ltr3cCH6CdsUsystds992nAGJxzLPXIT4c892nei1DKqb7AEmttKuhaJyXqRNc3veeTs8YYMxi4CBjk+eCLp0TBLs/jxcB6oKHXgpRy5SSvq7rWyVlljPEFLgO+OdKm650Up8LyJuj93XGUYC59fgfijTH1PKOtrgHGezkmKYc8dao+BlZZa4cXaC9YH+hSYOWx24oUlTGmsmdyBIwxlYFeOOfYeOAmz2o3AeO8E6GUY0eNbNG1TkrQia5v44EbPbONt8eZmCilsB2InAljTB/gEeASa+2hAu1RnslOMcbUB+KBDd6JUsqbk7yujgeuMcYEGGPq4Zx3C0s6PinXegCrrbXbjjToeifF5UR5E/T+7ji+3g5AjuaZ7XkYMAVwAZ9YaxO9HJaUTx2BG4A/jDHLPG3/BK41xrTC+YnHJuB274Qn5VQ1YIzzOo0vMNJaO9kY8zvwrTHmFmAzziQdIsXC82VGT46+nr2qa50UN2PM10AXINIYsw14Bvg/Cr++TcKZYTwZOAQMKfGApcw7wTn3OBAATPO83s631t4BdAaeN8bkAm7gDmvt6U7UJvKnE5x3XQp7XbXWJhpjvgWScEq23G2tzfdG3FK2FXbeWWs/5vg5NkDXOyk+J8qb6P3dMYznF1MiIiIiIiIiIiIiImdEJTJEREREREREREREpEiUYBYRERERERERERGRIlGCWURERERERERERESKRAlmERERERERERERESkSJZhFREREREREREREpEiUYBYRERERERERERGRIlGCWURERERERERERESKRAlmERERERERERERESkSJZhFREREREREREREpEiUYBYRERERERERERGRIlGCWURERERERERERESKRAlmERERERERERERESkSJZhFREREREREREREpEiUYBYRERERKYQx5gJjzG/GmH3GmN3GmLnGmPOMMYONMfnGmIPGmP3GmGXGmIs829Q1xlhP35HbUwX2GWCM+cSz3U5jzIPHPGd3Y8xqY8whY8xMY0ydkj5uEREREZEz4evtAEREREREShtjTDAwEbgT+BbwBzoB2Z5V5llrLzDG+AB3A98aY2oW2EWotTavkF0/C8QDdYDqwExjTJK1drIxJhL4AbgVmAC8AHwDtC/u4xMRERERKS4awSwiIiIicryGANbar621+dbaw9baqdbaFQVXsta6gU+ASkDcaez3JuAFa+0ea+0q4ENgsKfvMiDRWvudtTYLJxl9jjGmcbEckYiIiIjIWaAEs4iIiIjI8dYC+caYz40xfY0xYYWtZIzxxRlxfBBYV6BrszFmmzHmU8/IZDz7iAGWF1hvOdDM87hZwT5rbSawvkC/iIiIiEipowSziIiIiMgxrLX7gQsAizPKON0YM94YU82zSntjzF5gJ3AtcKm1dh+QAZyHUwKjDVAV+MqzTRXP/b4CT7XPs86R/oJ9x/aLiIiIiJQ6qsEsIiIiIlIITwmLwQCeMhVfAm8CU4D51toLCtnmILDIs5hqjBkGpBhjquKMcgYIBrIKPD7geXzQs1xQwX4RERERkVJHI5hFRERERE7BWrsa+Axofqabeu59rLV7gBTgnAL95wCJnseJBfuMMZVx6jonIiIiIiJSSinBLCIiIiJyDGNMY2PMQ8aYWp7lWJxSGPNPsV07Y0wjY4yPMSYCeBv4xVM+A2AE8KQxJswzKvo2nMQ1wBiguTHmcmNMIPA0sMKT3BYRERERKZWUYBYREREROd4BoB2wwBiTiZNYXgk8dIrt6gOTPduvBLJxEtNHPIMzcd9m4Ffg39bayQDW2nTgcuBFYI/n+a8ppuMRERERETkrjLX21GuJiIiIiIiIiIiIiBxDI5hFREREREREREREpEiUYBYRERERERERERGRIlGCWURERERERERERESKRAlmERERERERERERESkSX28HcCqRkZG2bt263g5DREREREREREREpMJYvHhxhrU26lTrlfoEc926dVm0aJG3wxARERERERERERGpMIwxm09nvVOWyDDGfGKMSTPGrCzQdqUxJtEY4zbGJByzfktjzDxP/x/GmEBPexvPcrIx5m1jjDnTgxIRERERERERERGR0uN0ajB/BvQ5pm0lcBkwq2CjMcYX+BK4w1rbDOgC5Hq63wNuA+I9t2P3KSIiIiIiIiIiIiJlyCkTzNbaWcDuY9pWWWvXFLJ6L2CFtXa5Z71d1tp8Y0wMEGytnW+ttcAIYODfD19EREREREREREREvOV0RjCfiYaANcZMMcYsMcY84mmvCWwrsN42T5uIiIiIiIiIiIiIlFHFPcmfL3ABcB5wCPjZGLMY2HcmOzHGDAWGAtSuXbuYQxQRERERERERERGR4lDcI5i3AbOstRnW2kPAJKA1sB2oVWC9Wp62QllrP7DWJlhrE6Kiooo5RBERERERESkWOYcga7+3oxAREREvKu4E8xSghTEmyDPh34VAkrU2BdhvjGlvjDHAjcC4Yn5uERERERERKQn5ebDwQ3ijGbzWEGa+BNkHvR2ViIiIeMEpE8zGmK+BeUAjY8w2Y8wtxphLjTHbgPOBH40xUwCstXuA4cDvwDJgibX2R8+u7gI+ApKB9cBPxX40IiIiIiJSseRlO8nN9y+E1ERvR1MxrJ8J73eCSf8gIyiOzZGd4ddX4J02sOQLcOd7O0IREREpQcZa6+0YTiohIcEuWrTI22GIiIiIiEhps2U+jL8XMtaQ71cFl8sFg0ZDbNsz31fWPkgaDyu+gT2b4Lxboe1t4F+52MMus3ath6lPwZofya5Si+HmRt5PbwYY+oRs5uXKowjbvRyqNYfeL0L9Ll4OWERERP4OY8xia23CKddTgllERERERMqUrP3w83Pw+0dkVa7JU3m3MG9/BBNDXiMkfxfm6i+gQY9T7ycvB5KnOUnlNZMhP5vc0PpkBkQTmjofgiKh431w3i3lK9F8ZISxj+v01s/JdEYoz3sXt8ufiSHX8fC2joQFB/No30ZEVgngxR9XsXrnfu6JXsEw95cEHNwOjfrDFR+DX6WzdywiIiJy1ijBLCIiIiIi5c/qSfDjQ9gDKcyJuILbt/clOiKcxtWDWZS4hglhw6mevQlz2fvQ/PLC95G+Bn7/CP74Dg7vwR0UydrInnxyoB3fpkQBhovDt/JUlfFEp82FylHQ8X5IuBn8g0r0cItFfh6kLIfNc2DTXNgyD3x84cJHnWPy9T/xtmunwo8Pwb4trIy+iDtT+pNmw7i9c33u6BJHkL+v8xRuy+jFW3lt6lr2HzjAa7Vmc3HGx9Dln9Dl0RI6UBERESlOSjCLiIiIiEj5MvmfMP+/7A9uyD2ZQ5hzuC5DO9fnvu7x+Lt8eGnSKr6Zk8jYsLepf/gPTP/XndHH4CRZ1/4ECz+AjbOwLn92xPTgu5yO/G9bbbLcLhpXr8rAc2sSExLIuzPXsyb1AAPCt/Bk5XFEpc+DytFw5WdQt6NX/wynxVpY8jmsmgBbFkDOAQDywhqwPaQ1lTO3Epk+D8LrQ49nocklYMxf2x9IhcmPQeIPHAyO46HDNzPlQD0uahnDY30bUyus8ET7wf9n777jqqr/B46/zoXL3kNBwIlbEZXhXmnuvfceudLSzGyalWllamo5cu+9c2Vqag7ce6YiICCCbO44vz+u335WmoNxQd/Px4OHeTjn83l/6AqX93mf9yddz0/7rjN7/w2mWkzhTe1pNEOPg4tf9q9ZCCGEEFlKEsxCCCGEEELkVWkJEHsVClQCzTP35X49XNkByzrwm2Nz+se0p5SPOxPblqdsAee/TlFVlZm/XWf6jjOsdP2RCqlHTFW6ltZw7Gd4GI7eoQAHnFvw2d0g/kyzw8vJhpYVC9Aq0IfS3k5/jWU0qmw7F8nU3Ve5Gp1EG/dbjFdmY58Ri9JzE/hUMsdX4fno0mDTUDi7Gr1bce44V+awoTRrYwsRFve/amWV7h5Xed9iKfYJV8EvFN78Anwqw8lFsOtjVF0qm526MiqyDkXyuzGhdTmCC7s9Vwh34lLoO20dW5SRaMs0Q2k/P/vWK4QQQohsIQlmIYQQQggh8ork+6a2BbcOmj6izoJqhObToHJPc0dnfilxqDOqcDPVhpa6CQxvUI7e1QtjafHk5PuSP27x2cZT/Ow8n5ppewGIy1+NJcY3mRZeDBRLGpbzomtIQUKLumOhUZ44DphaP2w9G8nU3VdIjrnNdqcvcLHIQOnzC3iWzJblZkriPVjRBe4eZ5F9Tz6+/yag4GhtSXARN6oUdSO0iDu34lKY9MslIh8kMa7ACXqkLcUyJRpci8CDm0S5BtEvrhtXDV68Xb84/WsWRfuUr/fTzD1wg+Qdn/O25TrotS1vVH4LIYQQ4i+SYBZCCCGEECK3u7AR9n4FMRcBUC1tSPasyFWbALwjduFhb4Hl0KNSxbymL4bz62me9jnj+nakur/HMy/ZfDqCd1edoJfTCS5RmP0P3PF0tKZLSEG6hBYkv5PNC4VgMKp8ue0iuw8eZpvDBOxtbKDPL+Ba6GVXlfWizsHyThiSYxljHMJOYwhD6/lTrZgHpb2d/pVIT9cbWHToFtN/vYoxPYkpfr9TVX+EBboGfBMTTM3inkxoVY5C7i+3waHOYKTllF3MTx6MZz4vNAP3P//GguLVknwfLm4CRy8o2djc0QghhHhOkmAWQgghhBAiNzs6B3XbaFLdSnHWuR6/pvqzOiofcWmmJGBLze9MtZoJXVZBiYZmDtaMzq+H1b34Vt+ehOARjG9Z7rkv3XclhiFLT1DKy5Ee1QrTqKwXVpYvn6xXVZX3157ldNhBNtp/gbWTJ/T+BRzzv/SYWebydljbj1SNPZ0TR5DgWoZ5PYMo6unwzEvjUzKY/us1Fh3+E51Bxc3eio+alaZVoA+K8vTq7uex70oMqxdM5Qer6dDsewjqnanxRB6SngSXt5k207z+Kxj1puOVekLjSaB9sZs8Qgghcp4kmIUQQgghhMhJujTTJnK+weDs+/TzVBX2fgH7J3PStiqdHgwkHSuKedoTUsSd0CJuhBRx47sd53n3Qgc8C5XGss/WnFtHbpIUjTojlIvpbgy1+ZotI+pgZ2X5QkMYjOp/tsB4UQajyrDlJ4g6t59Vdl9j6VEMem0BW9csm+OFGI3wxwzUnR9xz74kLe4Po1hRf2Z1q4SLndWzr3/MrfvJ7L8aS7Py3rjav9i1/6XfgqMMvDmcynbRaIaHme9rJXLGjd/gxCK4tA30qRgcfTnrWp8FDyvRQD1M04Tl4FUeOiwybTIphBAi15IEsxBCCCGEEDnl9h+wcSjcvwqWNhA6CGqMBFuXv59nNMDWdyBsAbttGjIooRujG5WlTSVfPB2t/3bqhYiHbJjxHh9ol8PA/eBdIQcXlAuoKqzoiu7KLhqnf8HEAe0Ies4N5rJbut5Av4XHUa7vZYHNN2gKVIQeG8Dq5VpJvFwQiXBqORz9Ce5fI8y+Fl3v96Z1iD/jW5Z74X7J2enP2GTenrKI9doP0IQOhMYTzR2SyC7X98LiVhhtXLmerwFLkkNYHOGFUdVQ3seZq9GJNLY6zWSLmVgqQKuZULqZuaMWQgjxFM+bYM497zqEEEIIIYTIa9KTYPsY+LkRaWkp/OD+AZfc30A9OBWmBcLhmaBPN52rS4NVPSBsAcus2jM4sRfTuwQzsHaxfyWXAcoUcOLPQu1JxgbDwek5vLBc4MxKuLyViRnteaNGzVyTXAawtrTgp+6VSfarxbCMoah3j8PsOnB2jekmQna6fx22vw/flobto0lUHJnkMJr2cQMY1TSQL1uXz1XJZYDCHvZUrVGX5fq6qEdnQ/Qlc4ckskNaAurGIdyz8qNC4hQaXGnFgfTivP1GKfaOqsPmYTXYMKQ6p22rUDdxPNFWPrCyK+wYBwaduaMXQgiRCVLBLIQQQgghxMu4vhc2D4f42xx0a0P/iGbY2DsRl5xBLcdIJjmvwSv2MLgUgjpj4eQSuPU7Uyz68rO+IbN7BFG1mPt/TvHb5WiuLx5Ob+0uNCPOgLNPDi3OzBLuos6swqkMX953+IKNw2tjo819m8MlpOroNPsPCsUe4Fu3ddgnXAX34lBrNJRrCxYv1s7jqXSpcG0PnFwMV3agaiy57fUm3yXWY2OMN652Wr7tUIF6pXJBL+inSErX03ryJtYbhmJfJASl+3rIZH9nkctsHILx5DLapH9KYNX6tK3kSzkfp3/18U5M0/H+urPsOnObWZ7reCNxo6m1UKOvwbeymYIXQgjxJNIiQwghhBBCiOyQ+gB2fQwnFpHsUJh30vqyO8WfAbWK8vYbxTl1J56vtl3kdHgCXdyv8oF2OQ7xlzBqtIxVh7DHoiYL+wRTtoDzM6dSVZUe361mQeJANNWGobw5PgcWaCaqCg8j4G4YHJ5BevhpGqV/xbTBbSjv++yvlbnEJKbT8afD3IxNZESBS/Q3rsYu/jK4FYNao6B8h5dLNGekwLVdcH4DXNkBumQMdh4ccWvJJ3dDuZrqQCkvR3pXL0zLQJ9cmYD/p3Unwjmz9ms+1S6CTsuhVBNzhySyypUdsKwDs/QtuBk4iknt/rulj6qqLDz0J19su0gXu2N8ZLEAy7Q4KNUM6n0I+Uo//eIHt+DSFvAsCf71s3ghQgghHicJZiGEEEIIIbKS0QAnFsKvE1BTH7DHtSNDIhpSxMudye0q/C0JqqoqW89GMumXy9yJS2J4/gsci7PmrlMFFvUJoZD78/fqXXXsDnab+tHI5jyWoy6CtWN2rC7nGY1w6yCEH4W7JyD8OCRFmT6l0TIqrS9+dfsyskEJMwf6bCkZepYduc2P+25wPymVId6XGcRaHB5cAJeCEDIAKnZ79uZ2GSlw5Re4sAGu7gJdCkZbd/70rMe69CDm3CmATrWgfun89K5ehCpF3f5VHZqbGY0q7Wcd4NuYgfh5OGEx+BBocn9iXDxDShzqzKrcTLGmt+UkNr/zBk422ue69OTtBwxddpLEhw/41u8QbzxYiSYjCQI6Qp33wa2I6cSHEaabLefWwt3H8gONJ0PogGxYlBBCCJAEsxBCCCGEEFnn1iHY/h5EnSXGrTLD4ztxPN2XYfWKM6h2Mawsn9zzNkNvZOmRW0zbcxUfV1vm9wp5Yr/l/5KuNzDgq59YaBgLjSZClbeyYkXmZTTClrfhxCIADK5FiXEqz0VNcfanFmJdhCu+Hi5sGFI91/UT/i9pOsOjRPN1ohPTeMvrCgO123CJOQZaO1PSLHTg36sz9RlwYy+cXQ2XtoEuGaOdJ9c967EmNYgF4d6kGzX4uNjSrII33UIL4edmZ75FZtLpO/H8NOtbZlpNg9azoUJHc4ckMmttfwzn1tIibTxj+3SiRnGPF7r8QXIGU/dcZemRW7gqSXzvu4+qsWtQjHrTEwDxt0zfg1FJ8yjHUfs6zI8twwiWUiH5oKkFUe0x0nJFCCGyQZYlmBVF+RloBkSrqlru0bH2wKdAaSBEVdXj/7imIHAB+FRV1W8eHWsETAUsgLmqqj7X1sGSYBZCCCGEEGaTEG5qh3FuLRn2BZiq6c6MmAAqFnRlYpsASno9XzVxut6AhaJg+ZLJ0ml7rlJ1XxcCnVPRjjiVdb19zUFVTRsjHv2J3W6dmZLahPMPTFWsGgVK5Hck0M+FIXX982wiNU1nYNXxO8z67TqRCWk0co9mlMs+it3bjqJPgyK1TMnm8GNwYSOkPsBo48JNz/qsTAth/l0fdEaFgm52NC7vRZNy3gT4OuepauX/MnxZGG9d7kMJFxWL4WFg8XzVriIXurgZVnbje30bYoPeYUKr8i891J24FKbuucq6E+EUsnrI9967CIjeiM65CCcc6zE7rgK/xrqgUaByIVdO3YrlJ+dF1EvbZXpKoNHXoMk7N6SEEM9JlwbH5kDJJuBezNzRvHayMsFcC0gCFj2WYC4NGIGfgFFPSDCvAVTgiKqq3yiKYgFcARoA4cAxoLOqqheeFaAkmIUQQgghRI7TpcKh6XDgO1RVZZdrJ4aH18bR0Yn3G5WidUUfNJqcS/bFJWfw8cSv+MHiO2i/EMq2yrG5s5Sqwu5P4eD3LLdowRf6rtTw9ySwoAuBfi6U83HGwToPJ8//IV1vYMvpSBYc+pOzdxPws0nhU58waidsxDIpAlVrz938dVmvq8KP4YVJNmgo6GZHswBvmpT3pmyBf2+Q9iq4EZPEF99PZZ52EjSbAkF9zB2SeBnJsagzQrma6sRAm0lsGVEX+yz493stOpFvd15h+7koHLRGknQKoBBS2I3mFbxpVM4bT0drtp+NZMSKE3xpv4q2GRtM1c6tZr4aNywMetjzGSTdA7ei4FrE1C7ErSjYuf9/tbY+3bQvwP8+tHZQINC8sQuR1XZ9DAengkYLVYeYNtK1djB3VK+N500wP/O7r5q3mQAAIABJREFUv6qq+xVFKfyPYxcfTfKkiVsBN4Hkxw6HANdUVb3x6JwVQEtMVc5CCCGEEELkDqoKFzfBjg8h4TbXPesz6F5LbkV60qd2EYbW8zdLAtTN3gqXii25dXopBX6fhjavJpj3T4aD37PRshFf6rqyvH/VXL2BX2ZZW1rQtrIvbSr5cOJ2PAsP/cnAs/agVqON9332xLpy/5qWfI7WdKxSgBaBBajwClUqP01RTwc8KzYj7MxGAvd+jUWFzqC1NXdY4kWoKmx9B0NqPMPTRzGxe6UsSS4D+OdzZFa3ypwJj2fZkdv453OgaYA33s5/f400Lu+No00oAxZriLV2YODZJZCWAO0XgFXefPrhL7s/gcM/oDp6o5xZhal+7xErR7BxgtR40CX/+9p2P0O5tjkWqhDZKvw46qHp7LGsjZerA+UOfg9nVkKDz6F8O2mNk4tk6btjRVEcgDGYKpVHPfYpH+DOY38PB0L/Y5wBwACAggULZmWIQgghhBBCPNm986bWDX8eING5JB/ZfM6GO8WoXzofc5qWobDH82/Mlx361PRnXlhjxkcugNtHoOBT307nToemw94v2KWtywfpPVnUN+SVTi4/TlEUKhdypXIhV8Y1Lc3SI7fZeT6KNwNdaF6hAKFF3LHIwYr43GBY/RKMPtWJZcmfwbG5UG2YuUMSL+Lsariwke90HalWtTahRd2zfIoAXxcCfF3+85waxT1Y1r8qvedbcF9jz9irs1GWtoMeG/NuJfPZNXD4B1YqjXk/tjsFHTVUck4kwPY+/toYfNUobNVUki2ceIgD8aoD9432xBjsaB47lwLb3kNTtC7YuZl7JUJkji4NdcNgYhV33kvrSdwdG950rMEkiyW4rOsHx+dB40ngHWDuSAVZnGDG1Jd5iqqqSZm5666q6mxgNphaZGRNaEIIIYQQQjxBShzs/RKOz8Ng5cQS12GMjwyhkKcTC/uUpXYJT3NHCJiqPmP92xF/aw1OOz5A03s7WFqZO6znc2wu7PyQA1Y1eDulH3N7hVC50OuZ/MjvZMM7DUrwToMS5g7FrHxcbCkZ2pD9x9ZTff+3WFTqaarKFLnf/euoW0ZwRinFTpeObGlU0qzhBPq5sHpQVbrNtSAlw4IJt2bC0TlQdbBZ43opUWdRNw7lnEVZJhl6MLyeP3cepHD7vjMHItyITXpyAZ69lQUudlZsftiTzVbjYMc4aD0rh4MXIovtm4gSe5l3M8bwWceq5Hey4ZNNTlSMHMvY/MfpE70Iy9m1oUIXqDXK1EZGmE1WJ5hDgXaKokwCXACjoihpQBjg99h5vsDdLJ5bCCGEEEKIF3PrMKzsipr6gOMerXnrbkPS01wY27Q4PasVRvuSm/Jll561yzBubh9m3J0GOz6Apt+YO6RnO7MKtr7LMasQBiYPZEaPEKr5e5g7KpELDK7jz+BjnaiV9gH8MQvqjDF3SOJZdGmoq3uSordgcNoQpvWqhI3WwtxR4Z/PkTVvVaX7XA0Hkg5Rfe8XaMq1AUcvc4f2/FLiUFd0JR57+qQM5bvewf+6wZmUruf2/RSSM/S42mlxtrXC2VaLlaXpZ9UXW72Yebg5w04vg4D2UKyeOVYiRObdDUM9OJU1xrrYlW5IswBvFEVhy7AaLDt6m293WjMrrSwzfXdT5exqlNPLoUInqPmubARoJln6jllV1ZqqqhZWVbUw8D3wpaqqP2Da1K+4oihFFEWxAjoBm7JybiGEEEIIIV7ImdWoi1qQqDjSWTOJDuFtqV+5NHtH16FfzaK5LrkMEFLEjZiCTZivNjftqH5qWeYGNBoh/jZc/9VU8bf9fVjSDqYGwtz6EH0pc+PHXEHdNJwLVuXpkTSE7zoHU7dkvsyNKV4Zno7WhFavz3ZDMIaD00xPE4jcbddHKFFnGZ7Wn471q1K5kKu5I/qLr6sdi/qGMsHYE0NGOuz8yNwhPT+jAdb0wZgQQe/k4fRuGPLEp2ccrC0pU8CJ4MJu+OdzxNPR+q/kMsDIBiXY4NiZ24oPxs0jIOMJPZqFyO306agbhnBfcWOqRU8+b1Xur70JLDQK3asUYu+7dWgaUpqud1pSTz+NMK/2qOfWwg9BsG4gxF4z8yJeP89816woynLgMFBSUZRwRVH6KorSWlGUcKAqsFVRlB3/NYaqqnpgKLADuAisUlX1fObDF0IIIYQQ4gWpKuybBOv6cdOmDDXuf4DOoyybhtRgYtsAPByszR3hUymKwvedApll0Y2TFuVRt4yEiFMvPlD8Hdj9GXxTHL4vD4tbw7ZRqCcWoXsYRaxTGfSxN2B2HTix2PQ1e1H6dNS1fUk2aumdOIiv2gfTqJz3i48jXmn9axXlJ4vOKLpk+H2KucMR/+XiZjg6mwXGJqQWeZMhdf3NHdG/+LnZ0bxuTX7UN4Wzq+DPg1k7QfRF2PYeTKtkujGXVfaMhxt7GZfRiwLlavBW7ZerwLSzsuSzNkG8m9YXTfwtU/snIfKafZNQYi4yKq0Po1uG4On47/dlrvZWTGhVnq3Da1KqeHHa3mxBHd00jnl1Qr2wEWYEw/q3IPm+GRbwelLUl3mzmIOCgoLU48ePmzsMIYQQQgjxKtBnwOa34fQyfrerT5+47vSrU4pRb5ZEk4c2WTt0PZa35+1mh91HuNpbowzc/+wNnVQVbu6Ho7Ph8jZUINq7HqdtgjmfkY/jie6cfGBFSoYRgHzKA1bnW0ChhGNQrh00m/JiPXJ3fgiHptM/4x0qvdmNt+rII6viyWbsvYbXr2/T2uoYmrdPg5PciMh1HtxC/akmV3Se9FA/Z/OIeuRzsjF3VE+UrjfQ4rtdLEwdSj4PDzSDDmRuwz99uim5fmwe3D6EamGFzsoVrT4Jpddm8KmcuYDPrYM1vVlFA+Y6D2P94OrYW2eum+mo1aepeGY8XSx/Rem3O/MxCpFTIk6iznmDdYYa/OL/MbO7V+Z59ni7FPWQ6Xuuse1cJL7aJL7x2UfIvVUoti6m9y+lm79cPKoKl7eZbi7VGvVyY+RxiqKEqaoa9MzzJMEshBBCCCFeC6kPYGV3+PMAi2y6MP5hM75sHUCHYL9nX5sLzT1wg03btrDeZjwWRWpAt7WgeUIv1JQ4OLfW1AIj9jJGGzfCPFow4V4opxOdsdAo+LnaUsTDnsIe9hR99OemUxGsDbvNFx476ZS8FMWlILT7GXwqPTu463thcStWGOuzueBoFvcJzVMJfJGzUjL0dP56BWsNw7EI6o3S7FtzhyQeZ9DB/MakRVzgzdQJTOjdnFq5ZPPTp/ntcjTLFs5kttUUaPglVB3y4oMkRsEfM+HkEki5j86pMPucmjIhvCLJaenscJyAqzYDpc9O8HjJau7711F/rMlFY0G6GT5i3dA6FPawf7mxHhOfkkHLb7exVn0Hd08vlAH7MpdkFyIn6DNQZ9cmLvYeLY3fsO6dJi98I+vKvUSm/3qNLWciqGR9l7lO83B9eAnKt4fGk559M/5/VBWu/AK/fQWRpzG6F0fz1kGwzL1PuWUXSTALIYQQQgjxPw/+hCXtMD64xafKINbrazCrW2VqFM+7m82pqsqw5SdxOL+Mido5po1t3vjY9Mm0BLi0zZRYvrEXjHqSPQJYb9mEr+6UJtmgpXYJT3pWK0QNf8+/9fB83IaTdxm3/izBmsvMspuFbVosNPgMQgc9OZkNkHwfdVY1wlMtaW+cyIYRDfByzp2VjiL3WHDwJo6/DKOlzUks37sOWnnN5Bq7PoGD3zMkYzgFa3VlTKNS5o7ouQxcdIwu10dR0/oammFhz7/hn6qaNifdPho1PYko73rMT6/LnLsFsdBY0LCsF062lhw+dpRt9hOwc3CEvrteakNBdW0/Ms5tpnbaN3zVsyF1S2Vdj/otZyLYsGIuc62+hXofvbbVlyIP2T8Zfp1An4xRNGvXmzaVfF96qKv3Ehm3/hwn/oxmstceWj1cimLrBs2/h1JNn36hqsLVnabEcsRJ0h0LstSqI+sMNdj8du3nqqZ+1UiCWQghhBBCCIDI07CkHbqMdPqkjeCGfSDzewdTIr+juSPLtJQMPa1nHKJ/wlTasRtqj4F75+HqLjCko3fy5bxrfebEVWRLjCeONpa0r+xH96qFKPKcVXI3Y5MZtvwEd+5GsDL/YkolHACv8tDgcyhW9+8nqyqs6Irhyg5apI1neLe2NCz74kkX8fpJ1xt4/+upTNF9Bh2XvPzjzCJrXdoGKzqzSq3PSq93WTGgSq7cAPVJwh+k0Oe7lWy1GI22fGtoO+fZFyVFw5aRcGkL0S6BDErsy4lkd3xcbOkSWpD2Qb7kc7RBVVXGrD3DxbD9rLP7Aq1HMei9DWycnz/A6EuoM6swS98cQ92PGfZG8Zdf7BOoqkr/Rcdpe/1DGmlPorx1EDyydg4hskziPYzTAtmdUZYVRb5iXs+gTCdzjUaVBYf+ZNKOS5S3uM0cp7m4PLwCZduAdwVTVb9Ga7phbqE1bbZ5YhFEnCDD0Y+l1h35IjwAe1tb+tcswoBaxZ56Q/5VJglmIYQQQgghbuyDFV1J0tjT6uG72PuUZW6PoCduGJNX3YxNpu0Pe1lu+Rkl9Vcw2Ofnsnt9liYFsTQiH6BQzseJLiGFaFWxAHZWL97bM11vYOL2S8w/eJO33E8xQlmOdVI4+DeABuMhfxnTicfnw5YRfKHvSlKlt/iqTfmsXax4pc3Yc5GO+9/EvkQdbLsuNnc4r7f0JNgzHvXobG5aFKaT4XPWj6iPj4utuSN7ITP2XsOw53OGW26AXluhcI2nn3xuHWx9FzUjmaX23fk4ug5VinnSv2ZRapXwxOIfbX70BiODloSRfnkPC62/QVMw1NSq6Dmr742repF24Re6O85h1chm/xo/K0QmpNLpu01s14zAtlR9lI7y70rkUpvfRh+2mJbqd8x7p1OWPvl0MzaZ0atPc/pWDN967aJ54koUQ8YTz81w8GWFTQfGhwdiZ2NDv5pF6VW9ME42r2+LGUkwCyGEEEKI3CP2GixtC3buENgVyrUFW5fsnfPcOtT1A4m18qX5g5GUL1OGaZ0qYmv1lNYOediei/cYuXAf1Zzj2P3QB72qoUR+B5oHFKBZhQLPXa38LLsu3GPsurM8TEria78/aPlwGZqMRKjYHcq3R13anqOGEnxg/ymbh9d6qWS2eH39GZvM/u970sXqAJZjroO1g7lDej1d2w2bR6Im3GGfSysGRzXn++7VeTMPPo2QrjfQcspuFqQMJZ+HG5qWM8HC0lS1aKEFjaWpavHXz+HCBmKdy9HnQW9uKH581Kw0HYL8/rOKMjXDQPd5R/C7u40pltNNlfftFz69hdD/3DsPs6oxTd8K/44TaVI++za2XPzHLeK3fMxQy40oQ46AZ8lsm0uIlxJ9CXVWVRboGpDe4CsG1c76TYENRpX5B28yecdlrDRGfB0tsNYYsNGoWGsMWGsMKEYDeyKtsLWxoW+NIvSuXgRn29c3sfw/kmAWQgghhBC5Q8xlWNgcnU6H0d4T67jLYGlj+kU8sCsUqQ2aLH7k8MhPqNvH8KddeVrGDaVpSBk+b1kWyzzyaPfLmPXbddafDKdhWS+aBRSgpFf2tABJStcze991Zh+4gZMxkem+uwmJWYdi1JGkcaJh+lf8NLg55Xxe4FFxIR55f8qPTEwYA23nQfl25g7n9ZISBzvGwellJDkWZURKX/amFuWdBiUYUvclN7HLBfZdiWHJgpnMsfruqeeoGi2rHbsx9l49qvjn4+u2Afi62j3X+PEpGXT46TD14tfyvrIQQgZAk8n/eY1xRTdSLu2hl9M8Vo1onK2boBqNKl2mbmV+Qh+sA1qhaTM72+YS4mWoSzuQfO13OljNZN2o5thos68Q4HpMEnMP3CQpXY/eYERnUNEbjegf/RlaxJ0+NSSx/DhJMAshhBBCCPO7dwEWtSBFZ6RF4hiuqT60yR/DQKfDlIj+BSU9AZz9oEJnCOwCbkUyN5+qmirRDnzLSdtqdHowgIFvlGVk/eKv5cYs2SkqIY3vdl1mdVg4Za1j+cBlF9OjA6jTsC0Ds6H6SLwe5uy7RtNfG+BcpDL2vdaYO5zXg0EPFzbAL2NRU+7zi0tnRkTWp6i3B5PaBlDeN+/fLBq0OIyoK0dpXQy0qGg1BrQY0CoGFIOOH296ck31YWyT0nQLLfjCPy8iE1JpO/MQgzPm003dDE2/g+C+Tzn5NPxUiym6tpTu/CWNymV/Zfi2s5HcXfkOfbU7TBseZvZnrRBZ5cZvsKglX+o6U7b9R7QM9DF3ROIfJMEshBBCCCHMK+osLGpJsl6hReIYSpStTHBhN1aHhXMx8iEOlnre9b1KS/biGnUQBRUK1YCKXaFMS7B6wbYOkWdMu35f3sZOm8YMTujCpy0r0K1KoexZnwDgQsRDvtp+kQNXY6nu787iPqHZWo0nXm2RCalsntyXvtodWLx3DWxdzR3Sqyv2GpxcDKeXQ9I9HjiXYWBCL07pCvJ2/eIMqFU0z2zo9yx341MZtDiMyIQ0DI+qFXV/VS2qVC3qztdtAyjo/nxVy09yLTqRDrN+Z4bmG6oYT6J0Xw9Fa//rPOOyTiRf2U8fl59Z9XbDHLn5aTSqdPp2HUuSB6Ct1A2lxdRsn1OIZzIaMf5Ui3v3ohjqPpvVQ+rK+4dcSBLMQgghhBDCfCJPw6KWJBqsaJ74HuXKV2JKx8C/khXn7iawJiycDafuEp+io4JTEqPyn6DKw1/QJvwJVg5QthVU6AK+wWBp9fS5wo/D/slw5ReMVo7MUdrwbXIjpnWqSKNy2dfXUvzd6TvxFMvngIO19F0WmfP+9IVMvD8cWvwAlbqbO5xXS0YyXNgIJxbD7UOoioZYr9oszqjFjLv+BBby4Ou2Afjne336X6uqmmVJ3j9u3GfQ3L1ssR+Pj0UCSv9fwf2xJzrunoA5dZms60DFrhOoXyZ/lsz7PNadCCdl3XC6WO1HM+IMOBXIsbmFeKJTy2HDIIZnDKFLv3epUtTd3BGJJ5AEsxBCCCGEMI+7J1AXtyJRtaXpwzFUrlCRb9pXeGL/43S9gd0Xolkddof9V2IwqirdC0TQx+4ghe/tQtElm/o1F6gEfsHgFwq+IWDvAbcOmhLLN37DaOPKb67teO9OFdItHZnbI4hQ+UVFiDxp8aGb1PylIZ4FS2Lfb7O5w3l13DoMyzpCegIZzkU46NSYSZEVuZhkj4eDNUPrFqNH1cJSQZhJK47eZsb63eyw+xQ7l3zQb/dfm9oal7Qj8dphBrjNZ8WwBjnauklvMNJl8kqWpw1GEzoQpfHEHJtbiH/RpWKYVomLD22ZVvRHZvcMMXdE4ikkwSyEEEIIIbKfqkLCHVOv5ejzcO8C6tWdJOBAs4djqFKpIl+3DcDiORIWUQlprDsZzprj4dyITcbDSsdQvz+pZnWdgilnsY45h2LUmU62zwfJ0RjsPNnh3J6xt4NJVm1oU8mHoXWLZ+oxZyGEecUmpbNi4gAGW25CM+oyOOQzd0h5X3oS6qyqJGeoTLIZxqIIHyw0GuqW9KRDkB91S+V7Zdph5AbjN1/g/KFtLLf5Ck3RWtBlNUSchHn1majrRGiPz6lbMudf10uP3MJmyxBaWR3DYuQ5cPDM8RjEK8Sgh8PT4fqvULoFBHQEG6fnu/bAt7BnPJ11HzFhxCCKeb4+T03kNZJgFkIIIYQQ2efSVvj9e4i+CBmJfx02OvtxReNPn8jW1AquyJety79wNZyqqpy4/YDVx8PZdjaSh2l6ALxsjbTMH0ttu5sU1V/jUHoxxt2uhMHCho5BfgysXRRfV0ksC/EqGDtrBV/dG4jaeDJK6ABzh5P3bXkH9fjPtE//iDj3yrQP8qNtJR/yOdmYO7JXkt5gpO/C4/jcWMWXlnMgdBDGmMsk3AhjsMd8lg15wywbz6brDXT/ejErdCPQ1BgJ9T/J8RjEK+LeBdg4GCJOonf0wTLxrqm9WUBHCO4H+cs8/dqkGIxTA9mTXor9labyeatyORe3eGGSYBZCCCGEENnj9hHUhc3QOfoR4RbKVQoSllaA3x54cOmB6ZRuVQoyvkW5TD9qbTSqXI9JIuzWA8JuPeDE7Qdcj0kGwFZrQbcqBelfs6gkSYR4xaw6foeATY3x9fbC4a3d5gtEnwFh88G1MJRoaL44MuP6XljcirmGJpwr+x5TOgaaJbn5unmYpqP1jIP0TpxNN7YCMEHXldq9PqNmcfNVDs/7/Sb5dwyksc15LN45l70baaoq3DsPafFQqDrI6y7vM+hMBQb7vkZv5chXSj/mPahA63xRDHfcR+GoHSiGdNP/78q9wMYF0hJMr4G0eNN/hx/HcPsILdXvWDC6Cx4O1uZelfgPz5tgfuYOHIqi/Aw0A6JVVS336Fh74FOgNBCiqurxR8cbABMBKyADGK2q6q+PPlcZWADYAtuAt9Xcnt0WQgghhBB/F38HdWVXYjSeNIgaQ0KUAxYahSIe9pT0c6RpkCPlfZ2pXcIzSxIYGo1C8fyOFM/vSKeQggA8SM7gQuRDSnk54i6/lAjxSmpY1ot5G6vyzr1VEH8HXPxyPoib+2HruxB7BVCg0USoMijn48iMtIeoG4cSrvFhoWU3trQoJ8nlHOJko2Vez2DazkilmEU0hfV/ctG3HeP8PcwaV+cQP/r82o5muiNwdA7Ufi9rJ0iJgxt74doe00dSlOl46FvQ8EvQSCuWXEeXCld3wrl1cHWXqS2RbxD4VAafIPAqD1obiDoLGwZD1BkuuNWnR2Q7tE75eKdBQbaecaLudW/8bFrwsc9J6jzYjHZd/3/PZWlLhtaBb3UdaVy/piSXXyHPs8XzAuAHYNFjx84BbYCf/nFuLNBcVdUIRVHKATsAn0efmwX0B45gSjA3Ara/dORCCCGEECJnpSfB8s6kp6XSOeU9utapQNMAb4p5OmCjtcixMFztrahu5l/QhRDZy9lWS2yhZhC+CuO59WhqDM+5yZOiYeeHcGYlaQ5+fG33AS2VfQT+MgYSI+CNT/NOkmznONSHEQxP/4TxPYNxttOaO6LXSmEPe6Z3C6b7vJFYGDOY/2aA2RP8dlaW1KxZjz2/VqT2oRlYVhkM1lnQ//bsGjjyI9wNA9WIauNCdL7qHHavgPvDS9Q8MgtSYqHlTLC0yvx8InP06XBttympfHk76JIx2nlwp0AjHIyJuP75O5qzq03narSQrzREX0Bn7cLnNu+zKCKAziF+jG1SGicbLcPq+XP81gMWH77F4HP26A1V6eobg721lhidDfcyrIlMsyI2TSExWY+Xkw17axQx79dAZKlnJphVVd2vKErhfxy7CPzrG6Oqqicf++t5wFZRFGvADXBSVfWPR9ctAlohCWYhhBBCiLzBaIT1A1HvnWdgxmhCgqswumFJs/+iLIR4dYUGBXH6dlGKnVyJQ04kmI0GOP4z7PkcVZfCLvduDL/7Bi5OzixOLMN0FxcaH5wKDyOh5YzcnyS7uhtOLGK2vjnFK9elbinZLNEcqhXzYGqnSlyITKBasdxxc7R71UIM3teWN9I/NLWAqTYscwNe3o66th8ZbiU4X7g/m5LLsCLCk7R4sNFqUNXyvGtrx4CzS0wVzh0WZU1SW7yc0ytg23uQnoDRxpU/vRuzOi2Yn8N9SI8z3TzTKFDFI4NGLuFU1t6gUOolrrg1pe/dJtg552Nx3/J/a/WiKArBhd0ILuxGdGJpVh27w6bTTig6BSdbS5xctFSw1eJsq8XRxpLmFQrkaHGCyH7PU8H8stoCJ1RVTVcUxQcIf+xz4fx/ZfO/KIoyABgAULBgwWwMUQghhBBCPJe9X8ClLXxh6EFaobp8Jo9ZCyGyWf3S+fmBaoy5vwTuXwf3Ytk3WVoCLG4Dd48T6RbCgLguXI7yYlC9ogyu68++KzEMX25BhJ0Lfc8uheQY6LgYrB2zL6bMSI1H3TSUWxo/ltt1ZXOz/9hwS2S7pgHeNA3wNncYf3Gy0RJY9U0O/L6C6nu/QlO4JhQIfLnBos6irunLTa0/TSLeJy3CmhL5Hehe1ZPaJfIRVNiVi5EP6b3AknsaRz688RPKohbQZTXYu2ftwsR/U1U4+D3s/pRY9yAWO7dh9l0/UuMt8HW1pVdNbxqW9SIhRcepO/GcuhPPd+H2xKcUBeoDpj023m9cGgfrp6cT8znaMLRecYbWK55DCxO5QbYkmBVFKQt8Dbz5MterqjobmA2mTf6yMDQhhBBCCPGizqyGA9+wQanPTofWbOhWGSvLPPJ4uBAiz7K3tiSxWAu4uQTDmTVY1B2TfZPtm4R6N4wpDu8yLaIS1f092N6yHMU8TVWWDct6sbRfFfoutCTcwoWPb/6IMr8JdF0DjvmzL66X9ctY1MRohqV/xue9g3CykdYY4u/61ChCq9+HsF79BLel7VH67gS3F2xZkBiFuqwjCaodnZJGMKxhAK0r+lDAxfZvp1Us6MqaQVXpMc+C2DR7pkROQ/NzQ+i+3jz91V9HRiPsGAtHfuSQbR163u2Dh7MDXat606xCASr4Ov+tcOB/Tzyoqsqt+ymcDo/Hz82OSgWzcVNIkadl+W8GiqL4AuuBHqqqXn90+C7g+9hpvo+OCSGEEEKI3Cw8DHXjEM5aluNTYx/m9grGzT6XPxYuhHhl1AyqwBFjKdJOroTU+OyZJPYq6h8/stpQh+Xp1ZjaqSJL+ob+lVz+n6DCbqwZVJUdlm8wyDAaQ8xVWNAUDPrsietlXdoKp5cxQ9+c8iF1qFXC89nXiNeOm70VHeoG0yF5NOnpabCkLSTff/4BMlJgeWf0SXF0SR5JpzdCGFLX/1/J5f/xz+fImreqcd65Ft0yxqJ7GAXz3oS4G1m0IvFU+nRY2weO/Mh665b0SOjPhLYVOTimHh82K0Ogn8tTn0pTFIXCHva0DPSR5LL4T1maYFYUxQXYCrxldKYtAAAgAElEQVSvqurB/x1XVTUSeKgoShXF9KrtAWzMyrmFEEIIIUQWu7YbdWk77itu9EweynedgyiRP5c+Di6EeCXVLuHJBqU+9g+vw2R/WNYJzqyC9MQsm0PdMY5UtMy16squkbVoGejz1GRL8fyOrBtcnVtu1RmZ3h/uX4Xrv2ZZLJkWfhx1bX+uaoqwxr4LHzQpbe6IRC42pK4/FSqG0DV5JPr4cFjWATKSn32h0QgbBqFGnOSttMEUC6jGyPrPbodQwMWW1QOrkloglJbJ48hITYQNg03jieyRlmC6eXB+PT9oe/FBShfm9AyhY3BBNBppdSayzjMTzIqiLAcOAyUVRQlXFKWvoiitFUUJB6oCWxVF2fHo9KGAP/CxoiinHn38byeBwcBc4BpwHdngTwghhBAidzLoYc94WNKWWMWNtsmjeatxKPVK5cLHwIUQrzQbrQUZZTvQ0fgF53w7YYg4Dev6m5LNK7vBuXWZq2y+ugvl6g6mZLSmX6MquNg9+wkNL2cbVg6sSoxvA+JUR9KPL3r5+bPSvQuoS9oShzNdUkbxVfvK/9knVQhFUfi6bQD2xWswNH0IasQJWNPn2VX5e7+ACxuZZOzKfd83mNwu4Ln3ZXC1t2Jpv1DyFa/MB6ld4PZhODY3C1Yj/uVhJMxvgnrrMOOU4fxsbMbyAVWoW1I2/BRZT1HV3N3iOCgoSD1+/Li5wxBCCCGEeD08jIA1feH2IQ46NaVPdHtaBhXl67bP/8ujEEJkpWvRiQxddpJLUYloFCPdCtyji30YJe7vRpMcDYoGvCtA4ZpQpBYUrPJ8m+8ZdBhnVCE8Lpm33WaxdmidF6rou3IvkQPT+9NLuxuL0VfAzi0Tq8ykuBvwc2MS0w00ThpHqzrVGNWwpPniEXlKcrqeTrP/oHLMej7VzIVKPaH5VPjnz32jAU4tg01D2aCpz2TtYDYMrYGno/ULz6kzGOn802FGRo+lqvYqmsF/gGuhLFqRQFVhXgP0URcYmP42VxyDWdQnlCIe9uaOTOQxiqKEqaoa9Kzz5HamEEIIIYQwubYb1g3AkJHKV9YjmB8byujGJRlQs6gkl4UQZuOfz5FfRtTiWnQim09HsuWMI4vueqPVNKWHbxRN7a9QMu0Udkd+RDk0DRQL8KkEFbuZEmVP+/51dA6auGt8mjGKcS0qvPDj4iXyO/KDR1Ms4rejnlmFUmVQFqz2JTyMhEWtSEtLpU3yOGqHBPHumyXME4vIk+ytLfm5VzBtZ+nwTX1AvxMLwdIGXAvDg5sQd9N0EyP+Nhh1nLIM4FNdH1YOCHmp5DKA1kLD1+0r0Gdqf3Yoo7HePByl+4an/3sVL+bCBgg/xjj9QCI9q7G2TzD5HG3MHZV4hUkFsxBCCCHE60yfYeohemYVHPyeBw7+dH7wFvH2RZjepSLBhc1YkSeEEE+gqiqXohLZciaC7WejuBFr6hnrbWukg1cUb9hcpkTiH9jEnoVybU2VmP+saE6OxTi1IgfTirC61PdM61LppWJZ/MctAre1wN/TAdthB599QVZLiYP5jdHF3aZtylgKBdTk+46BWEhvVfESbsYm03bmQSYos2hiMPUWV62d0DsXItHWl3uWBTgQ58y0qHJM71UzS1otzPrtOnd3TWeCdj60+AEqdc/0mK89fQaGH4K5Hm/kA88ZzO9bFUcbrbmjEnmUVDALIYQQQoi/S4qGiJNw7zxEX4B7FyD2Chh1ABx0akLf6PaElvBlWcdA3Oyf3YtUCCFymqIolPZ2orS3E6MbliIiPpU/btzn8PX7rL1hz9QHBVCozXj3XXQ7vxgl6ix0WAT5Htvwbu8XqBlJTFS7MycTG+G1CCjA1K11+Pj+Aog6C17lM7/A55WeCEvaYrh/gx5po/EoWZXvOlSQ5LJ4aUU87Pm5dwidZxtYZteKNCs3zsVbkJbw/4WJWguFT1qWzbI+vv1rFqHNmTaExR2h4o4P0PjXByfvLBn7tRU2H4v4P/lS9x4T2gZKclnkCKlgFkIIIYR4FRl0pmRH+DG4c9T0Z/ytvz5tdPIl0bkEd7VFuGj0Y32UG4cfevLumyUYVKuY7CwuhMiz7sSl8NvlaCb9cplQzXlmWv2AlTEVmk+DgPYQdRb1p1os0DUgoc4ERtTPXDuJMUv28fm1NmhC+mLZZFIWreIZjEZY0hrjzQMMyhhJfMH6LOoTgo3WImfmF6+0fVdimLr7Cm721hRyt6Owux0F3e0p5GaHj6stWgtNls53MfIhQ6evYbv1+1gVrwedl0urjJeV9hDD9xU4muLNunIzmdwh0NwRiTxOKpiFEEIIIV5H+gzYNAwubAR9KgBGR2/iXAO55NaaQ2mF+S3ek4sxCmq06RJbrQVlCjixvGMpQopISwwhRN7m52ZH96qFqVnck7eW2lEjcjzr8s3Bd10/uH0YNeYSD3FghV1XNtQqlun5moaUYeflyjQ4tQrLNyeAZQ48/XFiAdz4jU8M/YjwqsPynkGSXBZZpnYJT2qX8Myx+Up7O9Gsbg0m/daOD68shXNroXy7HJv/lXJwKhZpcUw2jmKGbPQpcpAkmIUQQgghXhVGA6wfAOfXc71QB45Slq0P/DgUY4MxxnRKUU97Svs40aiyIyW9HCnl5Yifq51ULAshXjmFPexZP7gaH21wonbYu0z12ESz4/NQgMm63gxtFYytVeaTstX9PRhl3YBmGUfgyi9QpkXmg/8vifcw7vqE45TlkHMzVvUOkUfgRZ43pK4/Lc+253ziUUpvew9N0Tpg72HusPKWhxEYD/3AJkM1qtR4A29nW3NHJF4jkmAWQgghhHgVqCpsfRfOr+c7ujHtchMcrS0JLOjCsPKuVCrkSqCfC862koQQQrw+bLQWTG5fgeDCbry7UctvNsUINJzjqm9bPg/Imj6vFhoF36CmRB2egcuxRdhkd4J5x1iMGal8qOvL7J7BuDtYZ+98QuQAK0sNE9tX5J1Z/dnKODS7P4GWM8wdVp6i7v0Sg8HAHMsuLK+T+aczhHgRkmAWQgghhHgV/Po5hM1noaYVKy1bs6lfEOUKOEtlshBCAB2C/Sjr48TgpTasjQtgc4sAlCzs8domqBDrfq/JoJtbIfEeOObPsrH/5tpuOLeWabp2NKlbk2KeDtkzjxBmUMHPhTo1arHqUA06nl2HReNJYGVv7rDyhnsX4NRSFuob0rZRDZzkqQaRw7K2M7sQQgghhMh5h36AA9+y2bIBU9QuLO4bSoCviySXhRDiMWULOLN1eE22v12Tcj7OWTp2EQ97Lns1R4MB9fSKLB37LxkpGLe8wy3Fhx0unXhLKhTFK2hkgxL84fAGFvoUuLzd3OHkGeruT0lWbdng2JluVQqZOxzxGpIEsxBCCCFEXnZyCewcx35tdcZm9GF+7xBK5Hc0d1RCCJErOVhbUsrLKVvGrh5alTBjcdKOLTK1Lcpq+yejib/FmPTefNKmItaWsqmfePXYaC0oU6URkaobKWHLzR1O3nBzP8rVHUzXtWBgo2CsLCXVJ3KevOqEEEIIIfKqi1tQNw3jlFVF3koZyKzuwVQs6GruqIQQ4rXUJMCbjdTFNuEa3A3L2sHvXUA9NI01htr4BL5JtWKy+Zl4dTUP9GWToSrWt/ZCSpy5w8ndjAaMOz8mCg9OeLWnafms6S0vxIuSBLMQQgghRF505yjqmj5c15akW+IwJncKoWZxT3NHJYQQry0Ha0v0pVuTqlqhC1ucdQMbjaibR5Co2vGDZQ/GNS2ddWMLkQv5uNhyPX9jLFQD6vkN5g4ndzvwLZrIk3yZ0ZF3mgRKezRhNpJgFkIIIYTIax5Goq7sTqzGnXYPRzCudTBNpGJFCCHMrkVoSbYbQ1DPrgVdatYMenIRSvgRxmd0ZnDTUNzsrbJmXCFysYCgmlw1+pByIpt6mr8Kbh1C/e0rtlKDpOKtqFrM3dwRidfYMxPMiqL8rChKtKIo5x471l5RlPOKohgVRQn6x/ljFUW5pijKZUVRGj52vNGjY9cURXk/a5chhBBCCPGa0KfDqu7oUhLoljScgY2C6RxS0NxRCSGEAEKLuLHXrhFW+kTYMhKMhswNmHgP486POUYZbvu1on1l36wJVIhcrklAATYbq2EfeQQSws0dTu6TEoe6ti/3NPn5zNiXj5uXNXdE4jX3PBXMC4BG/zh2DmgD7H/8oKIoZYBOQNlH18xUFMVCURQLYAbQGCgDdH50rhBCCCGEeF6qCttGQfgx3k4bQEClagyqXdTcUQkhhHhEURSKhzTiW107OL0c1vUHg+7lBjMaYcMg9BmpfKjrw5dtAlAUefxdvB7c7K2ILtQcAOOZNWaOJpdRVdg4FGNiNP1ThvBB61AKe9ibOyrxmntmgllV1f1A3D+OXVRV9fITTm8JrFBVNV1V1ZvANSDk0cc1VVVvqKqaAax4dK4QQgghhHhex3+GE4v4SW1NhE9DPm9VTpINQgiRy3QM9mOxdUd+sOgO59bCmt6gz3jxgf6YCdd/ZXxGVxrWroV/PoesD1aIXKxqcBAnjf6kSpuMvzs6By5v5UtdJ0pWqkWrij7mjkiILO/B7APceezv4Y+OPe34EymKMkBRlOOKohyPiYnJ4hCFEOL/2Lvv6CiLNY7j39nNpleS0HvvNYQuKNIU6V0E6Qr2inq92HtX7KIoCKKCYAMRQUGKgICASJdOAgTSSNvduX8kKldBAoQs5fc5Z8/7ZnbemWdiTiRPJs+IiJyHdizBfn03S50NecevP28MbESgy+nrqERE5G+KhQcydWRT3qUrzziGwIbPYdo1kJOZ/0H2rsZ++wDziWdFTHdGX1r57AUsco5qV7MYX9KSkMMbIHGDr8M5N+z7BfvNfSwyjZgf2YsHu6g0hpwbzslD/qy1b1pr46y1cbGxOg1dRERELnLJe7DTBpHgKMrozNG8ek1jikcE+joqERE5gerFw/loVFOmOTvzqBkBm2bD1P6QffTkD2elYT8dxmETwVj3CF4e0FC/UJSLUrC/H5lVu+DB4FnzccEOvvYTmDYIfnwJ9q4683rphSErDfvJUI4Qxu3Zo3h5QENCAvx8HZUIAAX9lbgHKHPMx6Xz2viXdhERERE5kcyU3EP9MtIYmPEAt3WNJ658EV9HJSIiJ1G5aBgfjWrGgLcMWVkuHtz6GubDPtB/KgT8S7mL2XfDoa2Myb6XG7s0oUqxsMILWuQc0zauDj9urE3c6o8Ivvx+KIjSYMvehK/vxBsYhePXmbltgRFQrgWUbwWVLoWiNc58noL29V1waAujs+9ldOcm1CoZ4euIRP5U0AnmWcCHxpjngJJAFeAnwABVjDEVyE0s9wMGFPDcIiIiIucXrwcykyHjMGQcgZTdcGgrJG2FpO2592n7Abgx+1YaN27G1U3K+jhoERHJrwoxIUwb1Yz+bxmyjzp5fMd4zKtNofVdUK8/OF3//8C66bBqEq97uhJW/TJ9z5eLXssqMTzsdwmXpI+H3cuhTPyZDbjwOZj3ICsCmzHgyHXUj/bQK+Z3mpoNlEpYjnPjV7n9rnwOGg878wUUhF0/wY8vwm9fMN7Tg9DqlzGoWTlfRyXyf06aYDbGTAHaADHGmN3AOHIP/XsZiAW+NMasttZ2sNauN8ZMA34F3MAYa60nb5wbgDmAE5hgrV1/NhYkIiIics7a9wvMuReO7ICMZMhKPm43G1KUrPDyHI5twe5iJXh5UzRppZvwUpdaOtRPROQ8U6ZIMNPydjIPSY3iBednRM66MTfR1WYs1OkNDicc2Yn9/GY2OKoyyXU1X/Ssq+/5ctFzOR24anch85c3caz+CP/TTTBbC989Aguf4YfANgxPHsrVLSrz+8F0HtweQnp2daA7LWMzGed4m8pf34WJqQoVWhXoevLN64XNc3ITyzuX4A2I5H1XXz7y78XnvfS9Qc49xlrr6xj+VVxcnF2xYoWvwxARERE5fdbCindg9r24AyJJKtaMo45QUk0YyYRw2BtCkjeIrZnhLE+JZNMRg8f717/RKsSEMHVkU4qFq+6yiMj5KjElk2ve+YmNCSmMKLaJmx0fE3r4V4iplptoXvYGmXt+oX3Gozw5vCvNKkX7OmSRc8Ly35NIeKcf7YI2E3D3ZnCe4h/jWwuz74FlrzEnoD03pQ3mhX6N6FSnBABuj5e1e5JZsu0QS7YeYu3WXXwZ/CAlXWmYEd9BkQqnF/gvH8N3D0O7B6FW9/w9486CX6bB4pfg4CZywkrzVWgPxu1sSDoBTB7elPgKKpUmhccYs9JaG3fSfkowi4iIiJxFmcnw+c2wfgZbI5rSO+Fakgj/vy4upyEiyJ9i4QGUjwmhQnQI5aKDqRATQvmYEKJD/LVTRUTkApDj8fLJyt28PG8z+5KPckPx37jefkRw8mYAbs4eTenWg7mzQ3UfRypy7vB6Lfc+/gRP5DwBAz+FypefwsOe3H+HrfqAT/27cO/R/rw+MI5Lqxc94SNTf9rJazPmMjt4HEHRZWDYNxBwirXQl74Os+/G4xeC050Ore+G1mPB4TjxM3tWwozr4OAm0ovUZLKzG0/uqoHL5aJ3ozIMb1WBctEhpxaHyBlSgllERETE1/augo+HYI/s5P3gQTxwqC0DmpTnqnoliQhyERnsIiLIRZDLqQSyiMhFJMvtYepPu3hl/hYOpWZwR8l1HElK5KfYXnx8XTNczn9JQolchJ756hdGLOtIYI32BHR4ALLSICs175Xy13122v+3Hd4B+1Yz0dWbJ7N68vbgxjSvFHPS+R6YtZ5NS79gUsCTOKp2gL6T/z05/IdjSnGsCGrBtYeH8Fr0x7RKnwPVO0P3N/55yKcnBxY+C98/RVZQLM+4RvFWQlWigv0Z1Kw8g5qVIzo04PQ+cSJnSAlmEREREV+xFn56C765j0z/IozMGM0qW53He9ahc92Svo5ORETOERnZHiYt3cFr328lx+3ly5taUTY62NdhiZxzftufwqpXBtHfb/7JO/uHYQPC8PqHkuUI5vXDjXjP3YH3hsbTsGxUvuZze7xc++5yqu34kPud70Gr26Htf//9Ia8HvrwNVr7HN4EdGJM8kO6NyjH9593cGjaP0dnvYmJrQP8pEJV3SN+BTTBjJOxdxeqoDgza15PwqFhGXlKR3o3KEOTvzFe8ImeLEswiIiIihcla2Lca1n8Gv34Gh39nU0Rz+iQMpkyp0rwyoIH+rFFERI7raLab9CwPsWHapShyIv2enUnz7EVULl2MVG8Qhz2BHPb4k+QO4GC2P4k5/hzK8iM1y0t6tufP54qE+PPBsHhqlYw4pfmOHM2m2yuLuCljPD3st9DzHajT6/id3Vnw6XDYMIvJ/r158GgPXu7fkA61irN02yGun7SSeO9qXvF/GZefC/q8D/vXwbfjcDuDeNiMYOKR+gxtUYG7OlYj0KXEspwblGAWEREROdushX1rYP2MP5PK1jg5Urw576XG89LBBgxuXpF7rqhOgJ9+UBARERE5XRMX/864WetxOgyhAX5/vQKPufr/9XFYoB8hAX5cUjWWUpFBpzXnlsRUeo3/gUmuR6nFVkzruyEoCvxDwT8k9+UKhu8egu0/8IJzCG+7O/HWoLj/O6hzV9JRRry/gpzEzXwa+RKRR38HYFtkC/onDMAZXoJnetejeeWTl+8QKUxKMIuIiIicTZnJMPVq+H3hn0nlBX4teGVvNbamBxAe6MdTverSsXYJX0cqIiIickHIcnvwdzoK9eyK+b8lcsfEeXwZ+hjFc3Yet481ftzHaL5xXsJ7Q+KpXeqfu6XTstzc+tFqlv26jdeLz2JFTnmeO9SUng3LMK5LTcIDXWd7KSKnTAlmERERkbMl/RBM6oFNWMdXxUfzXEJDtqb7E+Rycln1olxRpwSXVo8l2N/P15GKiIiIyBl64/utPPH1r9Qo4qBYgJtIVw5RftlEOLMJc2Tx2XYHh0Mr8cHQJpSPOXFJNK/X8vy3m3j5uy0UCfHnse516Fi7eCGuROTU5DfBrJ96RERERE5Fyj74oBuepO2MzrmDH3Y14LLqRblNSWURERGRC9LISypiDKzZlUx6tpvdWW42Znhy66dne6hQMoRPBzSgaHjgv47jcBhub1+NtjWKUSYqiOhQ1V2XC4N+AhIRERHJr8O/w/tdcacmMjjrbpJi4/lhaLwOZRIRERG5gBljGHlJpQIbr36ZyAIbS+RcoASziIiISH4c2AjvdyU7M52+GfdgSjVi6rXxRASrXp6IiIiIiFy8lGAWEREROZm9q2FSDzLc0C3tXmIqNeDNa+IICdA/pURERERE5OKmn4pERERE/s3h32FiF1IJ4qrUO6lcvT6vDGhAoMvp68hERERERER8TglmERERkRPxuGH6KLLcbjodHUujevV5pnc9XE6HryMTERERERE5J+TrpyNjzARjTKIxZt0xbUWMMXONMZvzrlF57RHGmM+NMWuMMeuNMUOOeWZwXv/NxpjBBb8cERERkQL04/Owayl3ZQymVeNGPNenvpLLIiIiIiIix8jvT0jvAR3/1jYWmGetrQLMy/sYYAzwq7W2HtAGeNYY42+MKQKMA5oA8cC4P5LSIiIiIuecPSuxC57gK5qzu3RnHu5aG6fD+DoqERERERGRc0q+EszW2h+ApL81dwUm5t1PBLr90R0IM8YYIDTvOTfQAZhrrU2y1h4G5vLPpLWIiIiI72WnY6eP5BCRPOwdxvN9G+CnncsiIiIiIiL/cCY/KRWz1u7Lu98PFMu7fwWoAewF1gI3W2u9QClg1zHP785rExERETm3fPMfOLSVGzNHcVuXJpSNDvZ1RCIiIiIiIuekAtmKY6215O5chtydyquBkkB94BVjTPipjGeMGWmMWWGMWXHgwIGCCFFEREQkfzbNgRUTeMdzJRE12tKrUWlfRyQiIiIiInLOOpMEc4IxpgRA3jUxr30IMN3m2gJsB6oDe4AyxzxfOq/tH6y1b1pr46y1cbGxsWcQooiIiMgpSDuAnTmGrY7yvBswkMd61CG36peIiIiIiIgcz5kkmGcBg/PuBwMz8+53Am0BjDHFgGrANmAO0N4YE5V3uF/7vDYRERER37MWZt2I52gy12dcz2N94igS4u/rqERERERERM5pfvnpZIyZArQBYowxu4FxwBPANGPMMGAH0Cev+8PAe8aYtYAB7rbWHswb52FgeV6/h6y1fz84UERERKTwHdgE8x6ETV/zaM41NG/WitZV9VdUIiIiIiIiJ5OvBLO1tv8J3mp7nL57yd2dfLxxJgAT8h2diIiIyOnIyYD96yCiFISXPHG/lL2w4HFYNRmvXyBvOvrzY5GezOpUvfBiFREREREROY/lK8EsIiIick5LTYBdS2HnMti1DPatAW9O7nvRlaF8K6hwSe41NBYyDsOi52HZG1ivh5VFe3LT3rYcshFMH96QQJfTt+sRERERERE5TyjBLCIiIuevHYth5hhI2gaA9QskI7Ye28sPYqW7IuWcB6mbs4bItZ9gVr6b+0xsDUjdi81MYVOxK7g1oRMbdhaha72S3NauGmWjg324IBERERERkfOLEswiIiJyftr3C/bDvmT5R7Giwi18d7QCMxJiObw99+3IYBfJGRWwtjEhrmH0Kn6QjqGbqZW9huTI0txzsBOLdhSnTbVYnulQnZolw327HhERERERkfOQEswiIiJy/knahp3UkxRvIB0P3MG+A9FULRZKx7pFiCsXRVz5KMoWCSYlw82y7YdYvPUQS7aGM3FDLNAcgAZlI5k6oDpNK0b7di0iIiIiIiLnMSWYRURE5PySuh8+6E5mVhY90v9Dh+aNuPXyqkQEu/7RNSLYRftaxWlfqzgAB9OyWLYtiZAAJ62rxmKMKezoRURERERELihKMIuIiFxsMg7Dtw9Ayl6ILAuR5SCq3F/3QVFwriZeM47ApF7kpCTQ7+g91Ksfz38718ThyF+8MaEBXFm3xFkOUkRERERE5OKhBLOIiMjFZPtCmDEKm5aAO7oafjuXYrJS/r+PfyiElYCw4v9/jSgF5VpCiI9KSuRkwNQBeBN/Y1jW7RSp2owne9XNd3JZRERERERECp4SzCIiIhcDdzbMfxR+fJG0kLIM8z7Msl3lCPBzUDXSQ/3QFKoHJFHB7xDFOUCk5xDBWQfwP7IMR+p+8GTljmMcUKYJVLsi9xVTuXDi97jhk6HYHYu5zX0j6WVaM+nqRricjsKZX0RERERERI5LCWYREZEL3cEt8Okw2LeapZFXMnR/T6qVLc6D9Uux+/BRdh/OYNXhCGYlxJCckfOPxyMC/agclkPd4CSuDFpLnbQfCZh7P8y9H6KrQLVOuSU2vF6wHvC6wZt3NQb8Av96ufKuIbFQunH+SnFYC1/dDhu/4jHvEDZEt2Pa4MYE+TvPwidLREREREREToUSzCIiIhcqa2HVB/D13bgd/ozzv4spCfW5sW0VbrysMn7H2f2bkpnD3iMZJKZkkZCSSWJq7jUhJZMlh8J5d0c00Iam0UcZEvMbTXOWEr70NYz3n4npk7rkTrjsPyfvt/Q1WPkeE0x3vgruwqdD4497oJ+IiIiIiIgUPiWYRURELlQLnoDvn2BnRDz9DgzGEVGSaaPqE1e+yAkfCQ90EV7cRfXix39/z5EM5m1IYO6vCdywJYQcT0NKBl9HxShLjteB2zrI9kKOdZLtBQcQ6ucmzM9DmNNNqNNDiCOHThmfE//D07k7mZuMOvEaNs/FfnMfC51NedX2Z9qweIpHBJ7Z50VEREREREQKjLHW+jqGfxUXF2dXrFjh6zBERETOLwuehAWP8V1gO4YdGUy3BmV4sGstwgMLbudvamYO3286wHe/JXLkaA4OY3A6wM/hwOEwOA1YICvHS5bbQ5bbm/fysC0hmbeDXqZZzjJMz7ehTq9/TpD4G/ady/ndU5RuGfczYWQbGpWLKrD4ReWZtj4AACAASURBVERERERE5MSMMSuttXEn66cdzCIiIhea75+GBY8x13UZN6UN4fm+9enWoFSBTxMW6KJz3ZJ0rlvylJ/9YdMBRkx0My0knZozrsMERUHltn91SD+EndKXNI+LAWm38EDfxkoui4iIiIiInIN09LqIiMiFZOGzMP8R5vlfyo0Zw3ljUPxZSS6fqUuqxvJY78b0S7mZ3X5lsR9dA7tX5r7pzoZpg/Ak72VQ+s10axNP9walfRuwiIiIiIiIHNdJE8zGmAnGmERjzLpj2ooYY+YaYzbnXaOOea+NMWa1MWa9Meb7Y9o7GmM2GmO2GGPGFvxSRERELnKLnod5DzHfvw1jjo7gjUHxXFI11tdRnVDX+qW47ao4eqTcTpKJwE7uBQc3w1d3wI5F3JE1gtgaLbmzfTVfhyoiIiIiIiInkJ8dzO8BHf/WNhaYZ62tAszL+xhjTCTwKtDFWlsL6J3X7gTGA52AmkB/Y0zNgliAiIiIAD++BN8+wPf+rRmdPoLXrmlM63M4ufyHIS0q0PfSOLqn3slRN/DWZfDzRN6kOxuLduL5vvVxOIyvwxQREREREZETOGmC2Vr7A5D0t+auwMS8+4lAt7z7AcB0a+3OvGcT89rjgS3W2m3W2mxgat4YIiIiciZyMmDOfTD3fhb6X8Ko9BGMv6Yxl1Yr6uvI8u329lVp0TiOPml3kOX2ssDZjLec/Xl7cBwhATouQkRERERE5Fx2uj+1FbPW7su73w8Uy7uvCriMMQuAMOBFa+37QClg1zHP7waanGhwY8xIYCRA2bJlTzNEERG5qPw6C/atgTq9oWh1X0dTOHYsgZljIGkrXwVeyW2p/Xnl6nguq17s5M+eQ4wxPNKtDqPTs2m4/kVynMFMGRlPqcggX4cmIiIiIiIiJ3HG24KstdYYY48ZrxHQFggClhhjlp7GmG8CbwLExcXZk3QXEZFzWcpe+PkDKNsEKrYp+PG9Hvj2AVj8Uu7HC5+Bss2g0bVQsyu4LsAkZXY6zHsIlr1BRkgp7nI9wNcp1Xj16oZcXvP8Si7/wekwvNivAQ99EcAlVWJpVC7q5A+JiIiIiIiIz51ugjnBGFPCWrvPGFMC+KMUxm7gkLU2HUg3xvwA1MtrL3PM86WBPacbtIiIFBB3Fvz0JiTvhuw0yErLTV5m510rXQaX3Q/O0/jfxd5VsORVWD8dvG7wC4IhX0KpRgUXf2YKfDocNs9hXuhVPJ3RhTtKrOGS5C/xnzEKvr4L6vaDuCFQtEbBzetL23+AmTfAkR0sKtKDkXs7UyI2mmnX1KNh2fM7KRvocvJY9zq+DkNEREREREROwekmmGcBg4En8q4z89pnAq8YY/wAf3LLYDwP/AZUMcZUIDex3I/ces0iIuIrHnducnbDLAiIwAaE4nUF4/ULwe0XjMeEEPrjC7D3Z+g9EYKLnHxMrwc2zYYl42HHj1j/UNaU6MPLifV4mheI+rAvZvg8iCp35vEnbYMp/bEHN/O8/yheP3wpzStHc93mUNzeZlxbcjfDgr6n9Mp3McvfhiFfQdmmZz5vYbM2d63bf4Ct82DD5xwNLcetzof4dn8VRrWpyE1tqxDocvo6UhEREREREbkIGWv/vQKFMWYK0AaIARKAccBnwDSgLLAD6GOtTcrrfycwBPACb1trX8hrvwJ4AXACE6y1j+YnwLi4OLtixYpTXpiIiPwLrxdm3QCrJzM+YDivHG1HRo7nH91GhC7hHu8bOCJKQr8pUKzm8cfz5MCaqbDoOUjaRk5oKeaGd+e/uxpyMCeQ6sXDyEn4jS+DHyIwqiQM+waCIk8//u0/wLRB5Hgso7Ju4hdXPd64phGNykVxIDWLT3/ezdSfdvL7oaOUDzzK5657CIkti2PEPDDm9OctLMm7Yet8+H0hbF8IqXsB8IYUY37AZYzZ257yxWN4ulc96pSO8HGwIiIiIiIiciEyxqy01sadtN/JEsy+pgSziEgBsxZmj4Vlr/O6oy8TXX3pXLcEIQF+hPj75V4DnFgLT3z9G+Uz1vNeyEsEeo5CjzegxlV/jeXOhjUfwsJn4chO0orU5gNnd57ZVRWnn4vu9UsxtGUFqhYL5c5PfmHPqjlMDngSR/nmcPWn4Od/6vGveBf71R0cCSxDt8M3EVqiCm8NiqPk3w6E83otS7cdYvJPOwleP4WnXW9CrwlQu+cZfgLPsv1r4a224MnCBsdyICaelY7afH6kIrMTQnEYB6MvrcwNl1bG38/h62hFRERERETkAqUEs4iIHN/8x+H7J5jqvIqn7SCmXd+cSrGhx+2amJrJdR+sZPfO7cyMeZUSaeuhzb3Q4mZYPRkWPQ/Ju0gpUpeXPT14K6EK0SEBDGxajoFNyxEbFvDnWNluL9e++xOldnzG036vQb0B0O3VU9tRvGoyzBzNhtAm9Dk4gpa1K/Jsn3oE+/97xadr31nC2F2jqBJhcd64AvwC/rW/z1iLfbcTmfs2cE/Yo3yxPwq3F1xOQ/0ykTSrGE3neiWpWizM15GKiIiIiIjIBU4JZhER+acl42HOvXzldzl3u0cwZUQzapf69xILWW4P//1sPZ+t2Mq7MZNpnjYX/EMhO43k6Po87+7BewmVKBUZzHVtKtG7UekT1gNOzsih12uL6Z7yPqP5BC69D1rflb/YN8/FftiXta669Ey5ldFta3Bz2yo4HCdPUG/cn8ojL43nA//Hof0j0PzG/M1Z2NZ+Ap8OY2zOcH4r2YMWlaNpVjGGRuWiCPJXjWUREREREREpPPlNMJ/uIX8iInK++fl9mHMvC10tuSNzKO8Piz9pchkgwM/JEz3rULNkONd84c9tYeXpGb6BV7M68P6eipSOCubxHpXp2bD0SUs2RAS5eHdIY7q9kk1FDtJx/qMQWRbq9fv3IPasxE4bxE5XeQamjuGZfnF0rV8q30uvVjyMUo2uYMGar2n1/dM461+dv0MLC1NWGt459/EbFfm9THdmjGqOOR/qRYuIiIiIiMhFTQlmEZELWVpi7oF4W+dj13zIKv84RqWP4rXB8cSVz3+C1RjD4OblqVI0lNEfunh616WUKRLEkz0r06NhaVzO/NcCLh0VzIQhjRn4xghKBiZRd8ao3BjbPQwh0f984NBW7OQ+HCacXim3c1e3+FNKLv/htnZVGb7mai7Juhu+fwo6PXHKY5xVC5/Bkbaf+7Mf4JGudZVcFhERERERkfOCSmSIyPnH64VdS2HzXMhOA3cWeLLBnZl76Jw3B6pfCQ0Hn1p93wtBxmHY9RNsWwDbvofE9QDYwEgWORoz6vAAnh3QjE51Spz2FLsPH2XdnmTa1ih2Sonlv/tm/X5unrSYp2PncGXaJ5iAcOjwKNTr/9d/t7REeKcdGamHuSL9v3S+tBW3t6922nO++O1mYhfcSX/XQswNP0F0pdMeq0Ad2op3fFNm5DThl7gneLBrbV9HJCIiIiIiIhc51WAWkQvP/nWw9mNY9ykk7wKHH/iHYv0CwOmPdfrjdQSAJxO/w9ugakfo8jKEFvV15AUv7QDs/wUOboaDG3OvBzZCeiIA1i+QtKJxrAuozxdp1fh0XzSZbniqV136xJXxcfB/mbxsBw/MWk89/z28HjmJmMOroXwr6Pw8hJWA967EnfAbvTLupWqjNjzZ88x29h7NdtPzqRlM99xAYPX2mL4fFOBqTp+d3IeMLQvpygt8fGd3IoP9fR2SiIiIiIiIXOSUYBaRC0PaAVj1fu7hZ4m/Yh1+JBVvxdemBa/vq8aBbBfZHi/HfiszeLkv+geGZU7EBIRB11egWiffraGg7fkZ3u2Uu2MbsIERZEVWJimoPDsdpVl8tDST95XgUGbu7uIaJcJpWTmadjWLE1/hHKs7DGxOSOW+GetY/vtBxhb7ieGZE3G6MyC6Mt4DGxmZfSveKh1585pG+J3Bjuk/TFu+i12fPcDtrk9g6Bwo27QAVnEGNs2BD/vwaM4AKnS5hwFNyvo2HhERERERERGUYBaR8521sGYqzB4LmUdIKxrHgoA2vLC3BlvSgwgL9KNdjWLEhgXg7+fA3+nIvfo5yMzx8tqCLZT37mRixFtEpW6ERkNyyy/4h5xaDNvmQ/F6x68N7AvZ6dg3LiE9LZW3Y+5maWoMPye5yHb/9b28dFQQLSvH0KJyDM0qRRMTGuDDgPPH67V8snI3j361geDsg7xbYgbVDs7lP54RrCvejSkjmhDsXzDHBni8lh4vzuXtlFFEl6yAY/g835VScWfhHd+UnYezuKXIK3x6w6U4HRdZWRcRERERERE5JynBLCLnryO74ItbYMu3JEY14PaMoSw8Eo2/n4PLaxSlS71SXFo9lgA/5wmH2Jecwe3T1rBi635eKvYlHZI/xhSpCD3egtKNTh5DVip8fgus+wRKxcHQ2eB0FeAiT9MXt2JXvMuA7HvZE9mYKkVDqVQ0lMqxoVQqGkKl2NDzurzCwbQsHvtyA9NX7SGEDIrGxPDJdc2ILuAk+Q+bDvD5xKd42vUmdHoamows0PHzbeFzMO9BBmXfzU0jrzulgxdFREREREREziYlmEXk/OP1wop34NsH8FovE4MG81BiCxqVi6Zv4zJ0qF2c8MD8J3m9XsuEH7fz1OyNXBqwkRcDXyfw6H5ocDVc9l8IK3b8B/evg48HY5O2sTK0DXGp30HLW+HyBwpkmadt49cwpR9vezqzouptvDaw4RnVIz6X/bjlIB8t38Ud7atRNjr4rMxx7TtLGLHrblqwBlrcAm3HgePMS3DkW8pevC834rusmnxZ61me71u/8OYWEREREREROQklmEXk/HJoK8y6EXb8yK6opgw+MIADfsW5/8qa9I4rfUaJ1A37Urhl6mr2JiQwvsw8Wh36BOMXCJfcDk1Hg1/e7lhrYeV7MHssWX7hjM4azbyMqjwd8A69zHeYa6ZDpcsKZr2nKi0R+2oztmaGMdjxOF/c2paokPN3p/K5YOP+VK568TvGR02l3dGvoHpn6P4GBIQWTgAfX0vO+i/o7H2W9+/oS7HwwMKZV0RERERERCQf8ptgLsStWiIiJ7D6Q3i9JZ5963gx9BZa7buRylVr8e1trenTuMwZ79KtUSKcmTe0oF+rWly7+yq6eJ9lZ0Qj+PYBGB8Pv87KLYnx6XD44ha2B9el+ZEH2RsZx+ThTXjGDGGXswx2+ihISyyYNZ8Ka2HmGNwZKVyfcT2P94lTcrkAVCsexpN9GjEm+Rpe8h+O3fgVvNsRknef/cm3zIP1M3g5pyvd27ZUcllERERERETOW9rBLCK+k50OX90JqyezK6IR/Q8OJSOwGA92rcWVdUqclfIPG/en8vAXv7Joy0H6FNnMONckQpI3g38YNiedD4MH8p9D7RnQpDz3d65JoMvJ7HX7eX7yDL4IHIerYku4+pPCLaWw/G348nbG5QzG0XQU466qVXhzXwRW/J7EqA9W0sSzkpf8XsYvMAT6Tclfre7TkZOJ99Vm7DmSyfCQl/j8lrb4++n3vSIiIiIiInJuKdAdzMaYCcaYRGPMumPaihhj5hpjNuddo/72TGNjjNsY0+uYtsF5/TcbYwafyoJE5AKTuAHeugy7+kM+Cb2a1gm30qhOLebe1prOdUuetdrC1YqH8cGweN4eFMdyR33qJvyXiUVu4kBIFYbzXx5LvZIX+zfi0e51CHTlHiLYsXZxGjdpyQPZV8PWebDklbMS23Ed2ISd8x+WmPosie7B3R2rF97cF4m48kX4bEwLtkQ0o3PGf0n1+MF7V8CSV+Hw7wU/4aLncRzextiswYzr1kDJZRERERERETmv5WsHszHmEiANeN9aWzuv7SkgyVr7hDFmLBBlrb077z0nMBfIBCZYaz8xxhQBVgBxgAVWAo2stYf/bW7tYBa5wFgLqyfDl3eQ7RfCzdmjWZBTi0e61aZno9KFGkq228vExb/z0rzNpGa5qVEinFevbkiFmJB/9M3M8dDtlUXckfwYbR0rMMO+gVJnaYfrH9zZ2HcuJz1hOx2ynuTtGzpTo0T42Z3zIpaamcNNU1axZuNWpse8Tvm01blvRJaFCpdAhdZQvhWEl/jroZzM3PIqWSmQkwGx1cHpd+JJDm3Fjm/KF+445tV8jBf6NTi7ixIRERERERE5TQV+yJ8xpjzwxTEJ5o1AG2vtPmNMCWCBtbZa3nu3ADlA47xnPjHG9M/rPyqvzxt5z0z5t3mVYBY5zyTvgaWvwo4fwRWSe2BaQFjuyz80d0fohlnsCI+j14GhRBUtzatXN6Ry0TCfhXwwLYsFGw/QuW6JP3ctH8+WxFQGvDybr/zvJTo8GDNqIQSexYTv7Hth6XhGZt9KfKdBDG9V8ezNJQB4vJbHvtrAO4u20T72CH2it1Pfs5boA8swmUdyO4WVBE92blLZk/3/A5RrAb0nQmjsPwe3FvtBdzK2L+MK+wIf396N2LCAs78oERERERERkdOQ3wTzv2yzOqli1tp9eff7gWJ5E5cCugOXkptg/kMpYNcxH+/Oa/sHY8xIYCRA2bJlzyBEESk0iRvgx5dg7TSstRwt0QRnjhtnxh6cOWmYrFRMdhrWevk4dCBjEzvSO64cD3SpRZD/iZO6hSEmNIBe+dg9XbloGLdd1YRRM67nY88jmFk3Qq93z0495nXTYel4JtsOpFfsyNAWFQp+DvkHp8Nwf+ea1CoZzqSlOxi1qQgeb0MCnYPpVjKJK0O3UMX+To4ziKMmmHSCSSWYFG8gruwjtN/9Oo4320C/SVDyb7uT10/HbJvPEzmDGXZVUyWXRURERERE5IJwJgnmP1lrrTHmj63QLwB3W2u9p1tD1Vr7JvAm5O5gLogYRf60YwnMHAO1ukPb+30dzfnNWti5BH58ETbNxrqC+aV4L+5LaM26bRH/19XPYQgJ8CPH7YYcB8/2rU33BoVbEqMg9G1chkVb2vDUr5sZ++uH8G0ZaP9IwU6S+Bt25g386qzB897BfN67Hg7H2alJLcfXo2FpejQsTVqWm+Xbk1i89SCLt4bz0W9FsDb+H/39nQ6MgZoUZ7L/iwRP6AhXvQT1+uZ2yEzG+/VYfqMia4v3ZFy8fnkqIiIiIiIiF4YzSTAnGGNKHFMiIzGvPQ6YmpdcjgGuMMa4gT1Am2OeLw0sOIP5RU6N1wMLn4UFj+M1fpiFz2KqtIOyTX0d2fnD64WDG2H3Cti9HHYtgwO/4QkqwqKSw7lnd1P2bgumTbVYXmxQCo/Xkp7lJjXLTXqWm7RMNx5rubZ5BSoXDfX1ak6LMYbHetThyl29qJR1mN6LX4awEtBsTMFMkJmC/WggaV5/hh0dw7ND4ikREVQwY8spCw3w49LqRbm0elEADqdnsykhlWB/P8IC/QgNzL0G+Dk5lJbFmA9/ptW2cUyPeZNyM0bC/l/g8gfhu0ch/QD3ZN/Eoz3q49QvDEREREREROQCcSYJ5lnAYOCJvOtMAGvtn3/HbYx5j9wazJ/lHfL3mDEmKu/t9sA9ZzC/SP6l7IXpI+H3hayKaMfIhG58HvwQxT4bg7l+EbiUwDuhpG2w5iPYtRT2/JxbdxawgRGkRNdjXvGO/HdnfTKSA7iqbglGta50wR9EFx7o4s1Bjen3ejbFXcm0mnMvhBaDOr3ObGBrYeYYbNI2RmTdw9WXN6V11ePU8hWfiQrxp0nF6OO+Fx0awAfDmvDol+G0XXwr42M+pcOSV2DXMuyelUz2XE6DppdRu1TEcZ8XEREREREROR/lK8FsjJlC7u7jGGPMbmAcuYnlacaYYcAOoM+/jWGtTTLGPAwsz2t6yFqbdLqBi+Tbxq/hs9F4czJ5OvBmXk+Mp0OtEty6YThTkh6F+Y8WfImD853HDZvnwPJ3YOs8rHGQE1uLvSWvYLWtwrcpZZibGErWEQhyOenbtAzDW1WgdFSwryMvNDVKhPPaoMaMnHAd04JTqTHjOkxIDFRsc/qDLn4ZNsziSc/VhFRtw5hLKxdUuFJIXE4HD3SpRa2S4dz4mT/XBpVh7N43SSacCQHXMLN9VV+HKCIiIiIiIlKgjLXndonjuLg4u2LFCl+HIecjdzbMvR+WvU5SWDX6Hx5FUlA5XuhbnxaVYxjz4c+03PAI/fzmY4Z+A2Uan3zMC13KPvj5ffh5IqTswR1agqWRnXkioQnrUnOTx4EuB3VKRdCgbBT1y0TSvFI0kcH+Pg7cd774ZS/3TlnE12GPUZKDmCFfQYm6pz7Q9oXY97vyHfE8GHgXn9/YiohgV8EHLIVm9a4jXPfBSkLStuG1htv6XcFV9Ur6OiwRERERERGRfDHGrLTWxp20nxLMckHKSoWPBsK2BXwb3p3Rid1oUa0kz/SuR3RoAACH0rLo9txspnM7MVFRmOsWgivQx4H7iLXwwzOw4HGwHg4Vb8mHnna8uLsiXpxcVr0orasVpUGZSKoVD8PldPg64nPKhEXbefOLhcwOe4SIADDDvoGo8vkfIGUv9o1L2JsVyFWZDzFp9OXULHlhlxm5WCSmZnLbR2uICHLxyoAGnO7htyIiIiIiIiKFTQlmuXilJsDkXtiE9TzivJ73M1pwd8fqDG1RAcffDtb64pe9fDR1Ih/4PwEtboF2D/ooaB/yuOHL2+DniWyObc99yd34KSWS2LAA+jUuQ7/4spSKVI3qk3n86w3M++EHvgh5hMDwGOj0NFRuC/+WUPR64JePYP5jZKUe4oqMBxnd6wp6NipdeIGLiIiIiIiIiBxHfhPMZ3LIn8i55+AWmNQdT9pBRnvuZK1/PNOvj6NO6eMfqnVlnRJ8+Ut7Pt60jF6LX8LU7AKlGhVy0D6UnQ6fDIVNs5kS0Jt7dnWjeaUYXr2qHO1qFtNO5VNwd4fqHEjJYsDq25jk9xrBk3tC8TrQ8lao2Q0czr86WwsbPofvHoGDGzkcUZPhGUNp1qSZkssiIiIiIiIicl7RDma5cOxeAZN7k+WBfum3kRFbj/eGxFM84t/LXhxIzaLHc18xw9xBdHQsZtT34BdQSEH7UPpB+LAPdu8qnnYO5/2cy3ltYENaVYn1dWTnrRyPl6HvLWfZlv38p8xa+mRNJzB5K0RVgBY3Q73+sHMxzHsI9q4iI6ISr5q+vLy/Fo3KFeHDEU0I8HOefCIRERERERERkbNMJTLk4rJxNvbja0lxRdPlyG2UrFCLNwY1Ijwwf4ekzVy9hxnT3uM9/6egyXXQ7mHwu4APrkvaBpN64k3ewy2em1jqasq7QxpTq+Txd3pL/h3NdjN+/hbeX7KDtMxsbi61iWF2BmFJa8E/FLLTyA4txfsB/Xh8T32iw4K5sW0V+saVwd9PO8ZFRERERERE5NygBLNcPFZ/iJ15A3uDqtAl6Waa1a3Os33qndJOUGstIz9YSdstj9HPMQ9Ci0OTkdBoCAQXOYvB+8Cen2Fyb7LdbgYevY1DUfWYODSe0lHBvo7sgpKamcOHy3by9qLtHEjNZGDRHYwIW8JP2eW4b1djgoKCub5NJQY3K0+Qv3Yti4iIiIiIiMi5RQlmyZV9FNL25/6J/r8dNnZs/7UfQ+IGcGeAOwtyMsCdmfsKjoFur547JSR+/gA760Z+C25Ez6TR9G9Zg/uuqPGPw/zyIzElk3bPfU/H4A3cGTaXmIRF4AqGBgOh6fVQpOJZWEAhyzgC4+NJdTvpmnwbRcrW4u3BcUQGX8C7tX0sM8fD9J/38MYPW9lx6CjB/k6GtazA8FYViQjK3w57EREREREREZHCpgTzxcrrgb2rYdt82LYAdi0DTzYUqw0NB0Gd3sffkZu6H356C1ZMgIwkCAjHuoLALwCvMxCvMwBr/PBPWAXtH4XmNxT60v5h5UT4/CbWBMbR58gN3HllPYa3OrMk8IKNidw3Yx17jmRwaVQi90V9R6X9X2O8bqjZBa56EYKiCmgBPvD5LXhXTqRL1kOUrtmcF/rVJ9Cl3bOFweO1LP89iUqxocSGnSO/oBEREREREREROQElmC82OxbDkvGwfSFkJQOQHVOLraGN2GuL0Cx9HsEH14IzAGpclZtsLt8KEtbCkldh3adYr5v9JS7j5aMd+OxwWTJzvHj/9uXxfsCTtAz8HcfNq31bOmLFu/DFLawObEzf5DE82qsxvRqVLpCh3R4vs9fv562F21mz6wiVg9J4pORimuybjCnbFAZOPz/rM+9YAu925G33Ffxa926e7lUP52ns9BYRERERERERkQufEswXk8xkeKkBXhzsLtqaRd7aTDlQjrWHc3dJGgPWwhUxB7ghagnVE7/GkZWcW+7i6EGsK4S1Ra/iwcRLWJkaScXYEC6rVpQgfycBfg4CXblXP6eDDz+fw0znXTiajIJOT/hmvSsmwBe38nNAPP1TxvB47zh6NCyY5PKxrLWs2HGYtxdu45tfE+jl9yNPO8dDvf7Q7bX8lRw5V7izsK+3IuHQYQa4nmfW7R0JDfDzdVQiIiIiIiIiInKOym+CWRmmC8GiF+DoIbpkPcK6pIqEBfrRtGI0vVrF0KJyDLFhAXy+Zi8fLd/FFZtjCfO7gjvKbKKDYzlrIitx/644ErcG0qJyNBN6VqBN1aInrGGckNKaqQva0P+ntzCNh0NM5cJd6/K34cvbWRnQhKtTRvNEnzi6Nyj45DKAMYbG5YvQuHwRfj+YzqgPwhh/5ABj1kzJrWnd5u6zMu9ZsegFzMGNjM2+k3t6N1ZyWURERERERERECoR2MJ/vknfjfakhM7Pj+K7mowxtUZ46pSLwczqO23393mSmLd/FjFV7SMl043IautYvxdAWFahZMvyk0x3NdtPz6c+Y7r6BwGqXYfp9WNArOrGf3oKv7mBFQBMGpozmiT6N6dagVKFNv+dIBt1eWcSD3vFc4Z0P3d+Een0Lbf7TdnAz9tXmfOmO48uqj/DawEa+jkhERERERERERM5x2sF8kbDfPYLb4+Vt10CmdK9NeKDrX/vXKhnB5CrmQQAAIABJREFUg10juOeKGizddoiaJcIpGh6Y7/mC/f0Y0qEJL8+4irt+mwa/L4LyLc90GSe3+GX45j8sD2jKwJTRPNU3jq71Cy+5DFAqMogJ18Zz9RtZlA48RJ2ZYzARpaF8i0KN45R4vdjPb+Ko9ecZcy0fdanl64hEREREREREROQCcvxtrscwxkwwxiQaY9Yd01bEGDPXGLM57xqV1361MeYXY8xaY8xiY0y9Y57paIzZaIzZYowZe3aWc5HZvxbWTGWCuwO92zY7aXL5WIEuJ22qFT2l5PIfejYszeLYvuwnBu/se8HrPeUx8s1aWPAkfPMfFgdewsDUMTzTr3GhJ5f/UKd0BM/2b8w1aTew31kCO3UAHNzsk1jyZfUkzI7FPJjdn+GdmlLsNP57i4iIiIiIiIiInMhJE8zAe0DHv7WNBeZZa6sA8/I+BtgOtLbW1gEeBt4EMMY4gfFAJ6Am0N8YU/OMo7/Ieb+5n1QTyhfh/RjQpFyhzet0GO7qXJ/Hs/vg2L8G1k47OxNZC9+OgwWPMS+gLdemjOLZfnFcVa/k2Zkvn9rVLMYtnePpk3YrR90GJveC9IM+jem40hLxzvkPK6jJ1lLdGRBf1tcRiYiIiIiIiIjIBeakCWZr7Q9A0t+auwIT8+4nAt3y+i621h7Oa18K/HH6WjywxVq7zVqbDUzNG0NO15ZvcWybzwvZ3RjTKQ5/v/z8rqDgNK8cQ3qVbqyzlfB8+yBkHy3YCbxe+Pou+PFFPvfvxOi0Ybw6sDGd6/o2ufyHIS0q0LZZE65OvxVP8l6Yc5+vQ/qn2WPxZh/l3pxhPN6z7gkPbhQRERERERERETldp5uVLGat3Zd3vx8odpw+w4Cv8+5LAbuOeW93XttxGWNGGmNWGGNWHDhw4DRDvIB5PXjn3M9uirG+VG861i7ukzDGXlmLh90DcabuhSXjC25grwc+vxF+epNprm7cmTGIt6+N5/Kax/sy8537O9ckpnpz3sluh1077dwqlbHrJ1j3KS9nd6Fj61ZULRbm64hEREREREREROQCdMbbXq21FrDHthljLiU3wXz3aY75prU2zlobFxsbe6YhXnjWTMFx4Fcez+7LXVfWwRjf7EytXDSUavHtme2Nx7vwOdi5NLesxenKSoUdi+GTobBqEu/69eXBrH5MHNKEVlXOva8Dp8PwUv8GzA7vQ5b1w37/lK9D+pPnu0c5TARzI/sw+tLKvg5HREREREREREQuUH6n+VyCMaaEtXafMaYEkPjHG8aYusDbQCdr7aG85j1AmWOeL53XJqcq+yieeQ+zzlbGW6MrjcoV8Wk4N7etwjU/D+QSzz0ET+gAkeWgds/cV7FacLzkt7WQug8ObIR9a3Jf+3+BQ1sBi8XwqnMgb7i7MHlEE+qXiSz0deVXsL8fg9s3ZuIn7Ri59hNofRfEVPFtUDuX4ty+gFdzBnBPt0YEupy+jUdERERERERERC5Yp5tgngUMBp7Iu84EMMaUBaYD11hrNx3TfzlQxRhTgdzEcj9gwOkGfVFbOh5n2n4ec4/jiU41fB0N0aEBdL2sJU2+fpH7Km6lg11E5I8vYhY9B7HVcxPNYSUgaWtuAjlpW+4r56+azd7wMhyJqMH2iPasyinDR7ujOUQRpoyMp1bJCB+uLn861y1J32/7MjjtWwK+fwrT8y2fxuOZ/zjJRPBbqT7cWznGp7GIiIiIiIiIiMiF7aQJZmPMFKANEGOM2Q2MIzexPM0YMwzYAfTJ6/5fIBp4Na9sgzuv1IXbGHMDMAdwAhOstesLejEXvNQEvAtf4FtvHDWadKBCTIivIwLg2hbl2X4wnYfXhDE2uw5VQ4dwU4lfaZ39A2HzH83t5HDhiSxHekhZDpRtyA6Ksy6rKPMOF2NNovPPPfAxoQHUKxfBa1dUp3LR86NusNNhGNSuMe993I5Raz+BS+6E2Kq+CebP3ctXc30H35VPERERERERERGRi4OxZ1IztxDExcXZFStW+DqMc8NnY3CvnkpX+ywf3DWAIiH+vo7o/2Rke5i/MZFZq/fy3cZEst1e6kVkUDIUVhwO5cBRz599jYFSkUHUKhlO7ZIR1CqVey0aHujDFZw+j9fS57nPmZQ2nMDaXTC93vZNHBO7kLx9NTcVn8gHo9oowSwiIiIiIiIiIqfFGLPSWht3sn6nWyJDCtuelbB6Em+7O3Pl5S3PueQyQJC/kyvqlOCKOiVIzczhm/UJfLl2H4ez3VxeO4Ty0SGUjwmhQkwIZYsEX1C1gZ0Ow+B2cUz8uD2j1uXVYi7sXcw7luDc/j3jc65mdDvtXhYRERH5H3t3Hh/Tucdx/PNMdhISCUEssZfaxdJStKVVFG0VtdNqe0vX63bf91b3233T1k4pWqq0qFJbUPuuse9BJJFkMvPcP2Z6qwQRSSbi+3695jVx5sxzfifO6yT55snvEREREZG8p4D5YuB2Y6c/whETzuSwnkxuXsnXFZ1TWHAAtzQqxy2Nyvm6lHzToU4Zus/qRr/kWQT9+hqOrl/k6/Fdc17hKOFsKn8rT1VR72UREREREREREcl7Dl8XINmwegJm91JezujOgx0bFaqZv4XJX7OYv8psi1kzEQ5uzL+Db/8dv4Rf+dDZkXva1s2/44qIiIiIiIiIyCVNAXNBl56Me9bTrKYK+2Nv4rpa0b6uSM6iQ50y/BzenTSCcM99Ld+O65rzCocJZ1P5rlxRJTLfjisiIiIiIiIiIpc2BcwF3W9v4kjex7POfjzVqbb66hZwDodhwHWNGJ55HWbtJDiwIe8PmrAAv4R5mr0sIiIiIiIiIiL5TgFzQZa4Dffv7zPJ1YI6TdtQPTrM1xVJNrSvXYbZEd04QRB2zst5fjzX3Fc5RDibKtyq2csiIiIiIiIiIpKvFDAXYHbmk2RYBx/79+HBNtV9XY5kk8NhGNA2jo+cHTHrp8Da7/LuYFvneGcv38jgtnXy7jgiIiIiIiIiIiJZUMBcUG2dg9kwjfcyOtP3+isoXiTA1xXJebihdml+iezFOkc17PcPwLHduX+Q4/uwk+5iO2XYUuFWmlXW7GUREREREREREclfCpgLIpcT94+PsNtE81tUN25rUsHXFcl5cjgMz3Spx+C0u8nISIfJ/wK3O/cOkJkB4/vhPHGMQekPMLht7dwbW0REREREREREJJsUMBdEf4zGcWgjz6b34onODfBzaGG/i1HTypG0a9mCp9N7w5+/wqIPc2/wmU/AzkU8lDaIhnFX0lSzl0VERERERERExAcUMBdAuyt2Yqh7CIG1OqrtwUXuwTbVWRvdidk0xv7yHOxbfeGDrhwHSz7lK9uRnWXb8Wynyy98TBERERERERERkRxQwFwArdqbxs/+rXisQ01flyIXKNDfwTs9GvK4axDHbCh24iBwpuV8wL2rsN/fz0q/2nzg14ePejciOMAv9woWERERERERERE5DwqYC6Ab6pTh90evoVxEEV+XIrmgaqlQBndoxn1pgzAH18PPz2a945EEz+zk7b+Dy3n666mJ2HG9OUpRBqUO5t2ecZQND8nL0kVERERERERERM7KPzs7GWO+BDoCB6y1tb3bSgDjgFggAehmrT1ijDHAu0B7IBXob61d7n1PP+BJ77AvWmu/zr1TKVyKBGbrv0YuEr2bVmDOhrZ8s20lfRd/BNXaQpl6nt7M236FbXPh6Pa/3xAYCrEtoMo1UPlqiKwCkwbhPrabgWlPcXu7plxZNcpn5yMiIiIiIiIiIgJgrLXn3smYlkAy8M1JAfPrQKK19lVjzKNAhLX2EWNMe+BePAFzU+Bda21TbyAdD8QBFlgGNLLWHjnbsePi4mx8fHzOz1CkgDh4PJ3Ob89iDI9RwezHuNIBsEHFSCzZhBX+9ZiZXIWawYdp5b+GCkcX4380wfPmkAg4cYQnnQNJrNWbD3o2xPO7HBERERERERERkdxnjFlmrY07137ZmiZrrZ1njIk9ZXNnoLX346+BucAj3u3fWE9yvcgYE26MKePdd5a1NtFb4CygHTAmOzWIXOxKhgXxwq2NGfTNYN4qOY3kyDpMT6nBt3siST1m8HMYLi9bjFl7SvJcahWgM61KptC9xBYaZP7B9D1FWVSiM5O71lO4LCIiIiIiIiIiBcKF9GGIttbu9X68D4j2fhwD7Dxpv13ebWfaLnLJuLZmNLObNKfj4vJwAGpEh9GjaRTNq0bSpFIJwoIDcLsta/ck8duWg8zffIgHtoSR4apHaJA/k/vEERqk9ikiIiIiIiIiIlIw5EpSZa21xphz99rIJmPMncCdABUqVMitYUUKhKdvrEWbmtFcHlOMUmHBp73ucBjqlCtOnXLFuad1VU5kuFiSkEjJ0CCqlgr1QcUiIiIiIiIiIiJZc1zAe/d7W1/gfT7g3b4bKH/SfuW82860/TTW2k+ttXHW2riSJUteQIkiBU+Qvx9XX1Yqy3A5KyGBfrSqXpJaZYvlcWUiIiIiIiIiIiLn50IC5qlAP+/H/YApJ23vazyaAce8rTR+Aq4zxkQYYyKA67zbREREREREREREROQilK0WGcaYMXgW6YsyxuwCngFeBcYbY24HtgPdvLtPB9oDW4BUYACAtTbRGPMCsNS73/N/LfgnIiIiIiIiIiIiIhcfY22utU7OE3FxcTY+Pt7XZYiIiIiIiIiIiIhcMowxy6y1cefa70JaZIiIiIiIiIiIiIjIJUwBs4iIiIiIiIiIiIjkiAJmEREREREREREREcmRAt+D2RhzEM8igpeaKOCQr4uQS46uO/EFXXfiC7ruxBd03Ykv6LoTX9B1J76g607y26VwzVW01pY8104FPmC+VBlj4rPTRFskN+m6E1/QdSe+oOtOfEHXnfiCrjvxBV134gu67iS/6Zr7m1pkiIiIiIiIiIiIiEiOKGAWERERERERERERkRxRwFxwferrAuSSpOtOfEHXnfiCrjvxBV134gu67sQXdN2JL+i6k/yma85LPZhFREREREREREREJEc0g1lEREREREREREREckQBs4iIiIiIiIiIiIjkiALmAsgY084Ys9EYs8UY86iv65HCyRhT3hgzxxizzhiz1hhzv3f7s8aY3caYP7yP9r6uVQoXY0yCMWa19/qK924rYYyZZYzZ7H2O8HWdUjgYY2qcdD/7wxiTZIx5QPc6yQvGmC+NMQeMMWtO2pbl/c14vOf9fm+VMaah7yqXi9UZrrlhxpgN3uvqO2NMuHd7rDHmxEn3vY99V7lczM5w3Z3x66ox5jHvvW6jMeZ631QtF7szXHfjTrrmEowxf3i3634nueIsuYm+vzuFejAXMMYYP2AT0BbYBSwFbrPWrvNpYVLoGGPKAGWstcuNMWHAMqAL0A1Itta+4dMCpdAyxiQAcdbaQydtex1ItNa+6v3FWoS19hFf1SiFk/dr7G6gKTAA3esklxljWgLJwDfW2trebVne37zhy71AezzX5LvW2qa+ql0uTme45q4DZltrM40xrwF4r7lY4Ie/9hPJqTNcd8+SxddVY0wtYAzQBCgL/AxUt9a68rVouehldd2d8vqbwDFr7fO630luOUtu0h99f/cPmsFc8DQBtlhrt1lrM4CxQGcf1ySFkLV2r7V2uffj48B6IMa3VcklrDPwtffjr/F80RbJbdcCW621231diBRO1tp5QOIpm890f+uM54dka61dBIR7f4gRybasrjlr7Uxrbab3n4uAcvlemBRqZ7jXnUlnYKy1Nt1a+yewBc/PvCLn5WzXnTHG4JkoNSZfi5JC7yy5ib6/O4UC5oInBth50r93odBP8pj3N7wNgMXeTUO8f87xpVoVSB6wwExjzDJjzJ3ebdHW2r3ej/cB0b4pTQq5HvzzBw/d6yQ/nOn+pu/5JD8MBH486d+VjDErjDG/GmOu8lVRUmhl9XVV9zrJD1cB+621m0/apvud5KpTchN9f3cKBcwilzhjTCgwEXjAWpsEfARUAeoDe4E3fVieFE4trLUNgRuAwd4/d/s/6+ndpP5NkquMMYFAJ2CCd5PudZLvdH+T/GSMeQLIBEZ5N+0FKlhrGwAPAaONMcV8VZ8UOvq6Kr50G/+cRKD7neSqLHKT/9P3dx4KmAue3UD5k/5dzrtNJNcZYwLw3CRHWWsnAVhr91trXdZaN/AZ+hM2yWXW2t3e5wPAd3iusf1//emQ9/mA7yqUQuoGYLm1dj/oXif56kz3N33PJ3nGGNMf6Aj08v7gi7dFwWHvx8uArUB1nxUphcpZvq7qXid5yhjjD9wMjPtrm+53kpuyyk3Q93enUcBc8CwFqhljKnlnW/UApvq4JimEvH2qvgDWW2vfOmn7yf2BbgLWnPpekZwyxhT1Lo6AMaYocB2ea2wq0M+7Wz9gim8qlELsHzNbdK+TfHSm+9tUoK93tfFmeBYm2pvVACLnwxjTDngY6GStTT1pe0nvYqcYYyoD1YBtvqlSCpuzfF2dCvQwxgQZYyrhue6W5Hd9Uqi1ATZYa3f9tUH3O8ktZ8pN0Pd3p/H3dQHyT97VnocAPwF+wJfW2rU+LksKp+ZAH2C1MeYP77bHgduMMfXx/IlHAnCXb8qTQioa+M7zdRp/YLS1doYxZikw3hhzO7AdzyIdIrnC+8uMtvzzfva67nWS24wxY4DWQJQxZhfwDPAqWd/fpuNZYXwLkAoMyPeC5aJ3hmvuMSAImOX9ervIWns30BJ43hjjBNzA3dba7C7UJvJ/Z7juWmf1ddVau9YYMx5Yh6dly2BrrcsXdcvFLavrzlr7BaevsQG630nuOVNuou/vTmG8fzElIiIiIiIiIiIiInJe1CJDRERERERERERERHJEAbOIiIiIiIiIiIiI5IgCZhERERERERERERHJEQXMIiIiIiIiIiIiIpIjCphFREREREREREREJEcUMIuIiIiIiIiIiIhIjihgFhEREREREREREZEcUcAsIiIiIiIiIiIiIjmigFlEREREREREREREckQBs4iIiIiIiIiIiIjkiAJmEREREREREREREckRBcwiIiIiIiIiIiIikiMKmEVEREREREREREQkRxQwi4iIiMglyRiTYIw5YIwpetK2O4wxc0/6tzHGbDPGrMvi/ZcbY2YaYxKNMUeNMcuMMe29r7U2xriNMcnexy5jzHhjTOMsxjnjMbyvdzTGLDHGpBhjDhtjRhpjYnLlkyAiIiIicoEUMIuIiIjIpcwPuP8sr7cESgGVswiHvwdmAaW9+9wHJJ30+h5rbSgQBjQDNgC/GWOuze4xjDFdgdHAO0AUcDmQ4R0nPLsnKSIiIiKSV4y11tc1iIiIiIjkO2NMAvAx8DBQ2Vp71BhzB9DbWtvau8+XQBAQgicwHuLdHgUcBCKstUezGLs1MNJaW+6U7e8Dzay1cSdtO9MxDJAAfGCtff2k/R3AKmCCtfa5C/9MiIiIiIjknGYwi4iIiMilLB6YCww99QVjTBGgKzDK++hhjAn0vnwY2AKMNMZ0McZEZ/N4k4CGf7XlOMcxagAVgAknD2CtdQMTgeuyeUwRERERkTyjgFlERERELnVPA/caY0qesv1mIB2YCUwDAoAOANbzZ4BX45lh/Caw1xgzzxhT7RzH2gMY4K/2Fmc8Bp6WGAB7sxhnL3BqvSIiIiIi+U4Bs4iIiIhc0qy1a4AfgEdPeakfMN5am2mtTcMza7jfSe/bZa0dYq2tAlQEUoBvznG4GMACf7XVONsxDnmfy2QxTpmTXhcRERER8Rl/XxcgIiIiIlIAPAMsxzMbGWNMOeAaoIkx5hbvPkWAYGNMlLX2H+GutXanMeYDYMw5jnMTsNxam3KuYwAbgV3ArcCpPZhvAabm+GxFRERERHKJZjCLiIiIyCXPWrsFGAfc593UB9iEpw9yfe+jOp7A9zZjTIQx5jljTFVjjMMbCA8EFp06tvGIMcY8A9wBPJ6dY3jbcAwFnjTG9DTGBBtjSgOf42mf8d9c/0SIiIiIiJwnBcwiIiIiIh7PA0W9H/cDPrTW7jv5AXzsfS0DiAV+BpKANXh6Kfc/abyyxphkIBlYCtQBWltrZ2bzGFhrx+EJoh8EEvH0Xo4DWllrs+rNLCIiIiKSr4xnYoSIiIiIiBR0xpjrgNFAG2vtH76uR0REREREAbOIiIiIyEXEGHMjEGOt/djXtYiIiIiIKGAWERERERERERERkRxRD2YRERERERERERERyREFzCIiIiIiIiIiIiKSI/6+LuBcoqKibGxsrK/LEBEREREREREREblkLFu27JC1tuS59ivwAXNsbCzx8fG+LkNERERERERERETkkmGM2Z6d/dQiQ0RERERERERERERyRAGziIiIiIiIiIiIiOSIAmYRERERERERERERyREFzCIiIiIiIiIiIiKSIwqYRURERERERERERCRHFDCLiIiIiIiIiIiISI74+7oAERERERERERERKeTcbpj5BGCg9aOk+RXlz0MpbD2YzNYDKQQHOBjYohIBfpoPe7FRwCwiIiIiIiIiIiJ5KmXWyxRd9CEABxeP4emMvvzoagwYjAFrYWlCIu/3bEhwgJ9vi5Xzol8JiIiIiIiIiIiISJ5YvesYX33+LkUXDmOiqwX3FX2TtMASfBTwDotiP2fmwMqse64dL3SpzS8bDtD3iyUkpTl9XbacB2Ot9XUNZxUXF2fj4+N9XYaIiIiIiIiIiMilI+UwrJ0EayZCsRjo8AaERGTrrU6Xmxlr9vHV7wmc2LGCbwOf43DRqmT0nkqVslHgyoTFH8GclwEDVz8OTe/m+zUHeGj8H1QtFcY3A5tQMizows8j7RgkLIA/f4UD6+GG16HUZRc+7iXAGLPMWht3zv0UMIuIiIiIiIiIiAjONNg0A1aNw26eiXFnsj+4EpFpO0n0i+KNiCfZ5leFTLfFdfLDep4z3W7cbkhKc3I8LZP6JTIY6XqUIoEOHHfOhbDofx7v6A6YNhQ2/wRlG8BtY/l1rx93j1hGdLEgRtzelPIlipzfObhdkDDfEyhv+xX2LAfrJtMRjAsHtmhJgv41F1OkRG591gotBcwiIiIiIiIiIiJybqmJntnEq8dD2jGSA6P4wbbgq+RmJPjH0ilyDw8nvUwxdxLDw4cwP6wd/g6D3z8eDvwdBocxBPo7uK5GOK0X3o7ZtwoGzoCy9bM+trWw9juYMgRCS0KfySw7Hs7Ar5YS5O9gxO1NqVE6LPvnMvke+GMUbuPHrpCa/OqsxbSU6ix3V6Ou409GBbzIusDaJFz/NR3qVyDQXx2Ez0QBs4iIiIiIiIiIiJzdxhnY7+/DphxmftBVfJbUlN9tbZpWLslNDWJoV7s0YcEBkHIIvh0Af86Dhv08rSYCgrMe01pPYPzHSOg6HGrffO46dsXDqK7gFwi9J7GRivT5YjHpmW4+6NmQFtWizjlExoafCBzbjS8yb+DtzFuwgWE0rRzJlVUiaV41ioqRRVg19QOarXmaLzPb8VHIIPo2q0jPphWIDM2FdhyFjAJmERERERERERERyVraMZjxOPwxkgT/StyTMghnydrc1DCGLvVjKBsecvp7XJkw50WY/zaUqQ/dvobQ0uB2guuvRwas+RZ+fhZaPgzXPJH9mg5sgBE3gTMFeo5nZ2hdBn61lC0HkxlydVXuv7Ya/n5ZzzjesfcAQZ8153imP2MbjeaG+hWpWy6cgCz2tz8+gln8MZ+V+Dcv7WlEkL+Dh9pW565WVbJf6yVAAbOIiIiIiIiIiIicbusc7JQh2KQ9fOruxGeOW3mqcwM61y+LMebc798wDb67G9KTzrxPzRvh1m/AcZ4tKI7u8ITMx3ZDt29Ijb2GZ6asZcKyXTSpVIL/3taA6GL/nDn987r97B3/AH2YzvJrx9DwqvZnP4YrE0bdAtt/Z2en8bywMoyZ6/Zzd6sqPNKuRvY+B5cABcwiIiIiIiIiIiLyN+cJmPkkLP2c3f7lGJxyJ+HVr+DVm+tSuvgZ2l2cSeI2WDMRjAMcAZ7WFn7+nufAUKjR/swtNM4l+aAnAN6/Frp8BHW7MWn5Lp74bg0hgX683b0+raqXxOW2vDVrIwvm/sSkoGdIqdOPsFvezd4xUhPhs2sgIwX3HbN5cu5RRi/eQe9mFXi+U20cDoXMCphFRERERERERETEw1rspDth9QS+th14z3bn4Y716d64fMGcsZuWBGN7QsJv0OoRaPUIWw6dYMjo5WzYd5y7WlZmzZ5jLNmyn9+KP0t04AnM4CUQXCz7xziwAT5vA5FVsAN+5NVftvPJr9u4uUEMr3ete8Z2HJeK7AbMl/ZnSURERERERERE5BKwY/anmNXject5Cz/F3MuUB9rQo0mFghkugyco7vUt1OsJv74G33Smakgykwc357Ym5flk3jaWJhxhUt2llE7fhun49vmFywClLoNbPoO9KzET+vPotRX5z/U1mLRiN4NHLyc905U351bIaAaziIiIiIiIiIhIIbXrSCojps7ggW13sdpRnW3tRtKtcezF1QJixSiYPhQCi8LNn0KVa5i36SDl3buoNOE6uKwj3Do85+PHD4cfHoTYFnDbGL6KP8Sz36/jqmpRfNKnEUUC/XPvXC4iapEhIiIiIiIiIiJS2GSme9pGbPwREhZArc6eFhKnLKZ3PM3Jh3O3Mnr+er71e5Kygalw93yKRsb4qPALdGADTOgPBzfAVf+G1o/C1zfCgfUwZCmElrqw8VeN9yxcWLYB9JrAhHUpPDJxFQ0qRDDy9qaEBPrlymlcTLIbMF+a8buIiIiIiIiIiMjFIjURtvwMG6bBll8g4ziZfiHs8q9A7K+vsnLJXL4q/TiZgcUI8DP4Owy/rD/A4ZQMxkaPp+qx3Zge38HFGi6Dp53FoNnw43/gtzdg9QQ4uh06f3jh4TJA3W6eGdIT+sNXHbm1z3cU7dmQpQmJBAeoy/DZaAaziIiIiIiIiIhIQZRbMfrtAAAgAElEQVSeDHNexi75BOPOJCUwkgWOxow7Xpv5rtpEFS9G34BZ3J78KXsdpXki+HG22bI4XW6qlgrl5SrrqPjrg3DVULj2KV+fTe5ZOc7T0qJCU+g9CXKzj/TWOZ7FBcPKQN8pEF4+98a+yKhFhoiIiIiIiIiIyMVq44/YaUMxSbuY5t+Gz1JastJWpk65CNrUjKZtrWguKx3mWaQvYT6M7weuDLj5M6jRDg5ugk9bQ5l60O978CtkjQxSEyGgCAQE5/7YOxbDqFshKMwTMkdVzf1jXAQUMIuIiIiIiIiIiFxskvbCjw/D+qns9K/I/SkDyIxpTLe48rSpGU3p4mcIVI/uhHG9YO8qT3/i9d9D0h64ez4Uv4hbY/jK3pUw4ibwC4J74z3tMy4x6sEsIiIiIiIiIiJysXC7IP5L7M/P4crM4F1XD0baTjzUuTa9mlTA4ThHG4jw8jDwJ/j+fpj7imdbz/EKl3OqTD0YMAP2r7kkw+XzoYBZRERERERERETEl3Yvh2n/hj3LWe5XnwdP9KNO7frMuLEW0cXOowVEQAjc9AlUvBKsherX513Nl4KS1T0POSsFzCIiIiIiIiIiIr6QmgizX8DGD+e4fwRPZdxDfFgbXuhXm2sui87ZmMZAo/65WqbI2ShgFhERERERERGRwufXYVCyBtTq5OtKTud2wx8jsbOewaYdYzTtGZZ6M92a12JW2+oUCVRkJxcPXa0iIiIiIiIiIlKo2I0zMHNexBUQhl/F5lA00tcl/W3vSk87jF1LWed/Of9Oe5jisfWZ0KU21aPDfF2dyHlTwCwiIiIiIiIiIoVGZloKSRMfINVGUSbjMHu+f56yPd71dVkeG6ZhJ/QnxRTlGefdzPNvw5Pda9GpXlmMOccifiIFlAJmERERERERERHJHy4n/DEaVo6Fam1JjbubDQfTWb83iXV7ktiw7zgBfoZaZYpTq2wxapUpRtVSoQT6O7I1/PE0J798+B+6ZOxlWo33ifxzKm3Xj2D1qv7Uqdsgj0/uHNZMxE4cxFoq0y/9P3S+og6z21YjLDjAt3WJXCAFzCIiIiIiIiIikrdcTlg5BuYNg6M7SPSPpsSO39k761PeyuzPfHcdwoL8qVmmGGlON6OXbCfN6QYgwM9QrVQYDSqEc2tceeqVK57lbN89R0/w5BdT+ChpHAkx7enTsw+H9rYk85PG7J74GLbEWOqWC8/vM/dYMQo7dQjLbA0eDniCr+9oSe2Y4r6pRSSXGWutr2s4q7i4OBsfH+/rMkRERERERERE5Hy5MmHVWE+wfCSBPwOr83xyZ5YFxnFH6a30OfoREWk7Sa3SgZAbX8WEV/C8zW3581AK67wzm9ftTWLpn4mccLqoVaYYvZpVoHP9GEKDPHMn1+w+xsDhS3jb+QJNA7fif98yCCsNwPEfnyNs8Vv05mUev7MPtcoWy9/PwZLPYPpQFth6PFPkMYYPakX5EkXytwaRHDDGLLPWxp1zPwXMIiIiIiIiIiKS67b/DpPvgSN/sj2wGs8ldyY+sDGDrqpC/+axntYQzjRY+F+Y9yYYAy2HQrPBEBB82nDH05xM/mMPoxfvYP3eJIoG+tGpfgx1Yorz4rR13BQUz0vOYdDuNWh2999vTD+O6536rEorxR3mOcbdfQVVS+XTYnoL3oVZT/OLbcSwsMf4atBVlC5++rmJFES5FjAbY8oD3wDRgAU+tda+a4wpAYwDYoEEoJu19ojx/I3Cu0B7IBXob61d7h2rH/Ckd+gXrbVfn6tABcwiIiIiIiIikqeshUObYcdC2LHI8+wfBD1GQ2QVX1d3btZCRgoEhfq6kr9tmIadMIADjiieSOnB4sAm3NGiCgNaxFIsq57DR3fAjMdgww/gFwglL4PSdaF0He+jNgR7WkpYa1mx8yijF+/gh1V7SHO6aVI2gDEZ9+EXGgWD5oLfKV1hl34B0x7i345H+M2vCePvuoLYqKJ5d/7Wwq+vwdxX+MF9BZ+UeISv7riSyNCgvDumSC7LzYC5DFDGWrvcGBMGLAO6AP2BRGvtq8aYR4EIa+0jxpj2wL14AuamwLvW2qbeQDoeiMMTVC8DGllrj5zt+AqYRURERERERCRb3G5wZG8xOADWfgerJsDORZB6GIC0gAg2BtaiUupq8A9mxbUjqVmrHqWK5XDW6epvYecSuO5F8A/M2Rincjlh7ypPEL5zkScUP3EEuo+EGjfkzjEuxIqR2Kn3spYq3OV+lFuvqsuA5pUoHpKNxez+nAdbfoZ9qz3nmHro79eiakCD3lC/FxSNBOBYqpMFWw/Rdtf7BCx+H26fBeWbnD6uKxM+bEa6y03zYy+RnAk1ShejRnSo9zmM6qVDKRkalGV/5/O2ajxMGsQEVyvGlR7KFwOvyN75ixQgedYiwxgzBXjf+2htrd3rDaHnWmtrGGM+8X48xrv/RqD1Xw9r7V3e7f/Y70wUMIuIiIiIiIjIOS38AOa/Db0nQpl659zdvXI8ju8GcSyoLCv9ajMruRILnNXYZssQE16EuJDdPJv4KKkE0SPjSdzFY2lUMYK42Aiuq1U6W20O0jfMJGBcDxzWxZFKHSnW62v8/P3P+b4z2jzL03JhVzxkngDgWHAMq/1qUfrEFiqwl11dJlG5bvOcH+NCLXgPZj3FQuryqP/DfHpHa2qUzmE7Cmsheb8nbN63ynP+OxZ6ZjjX7ARxA6BicziwHj5uAQ16Qaf/nnm8DdNgbE8OtHyFD5NbsWn/cTbuO87hlIz/71IqLIi3utWnRbWonNUMkJ5M6lsN2HwilGHlP+CTvk0oGnQB/+8iPpInAbMxJhaYB9QGdlhrw73bDXDEWhtujPkBeNVaO9/72i/AI3gC5mBr7Yve7U8BJ6y1b2RxnDuBOwEqVKjQaPv27dmuUUREREREREQuMckHcL5djwBXKin+4axqO5q69ZueFupZa1m16xirf5tC900PEe+qTv/MR6hcOpLGsRHExZYgrmIEZcNDAMjY9QeObzpxwhHCa6Xf4uc9wexLSsMYaFE1ipsaxHD95aVPO86a3ceYM+9X+m+8k53uUsxwNeahgG+ZyLXMrf4krWqUomX1KEqFnces6EObcX98Fcf8SjDf0YiZSZVY7KrOQRNB9VJhXBaawsO7huBPJg+Hv83VTRrQuX4MEUVzadb0uVgLPz8LC95hursZb4f+my/vaJH7i9kdWA/LvoI/xkD6MYiqDsYPkvfBkGX/n9l8xhqHt4fDm+G+FRDkCb4PJaezad9xNu4/zpglO9iRmMrXA5rQtPJZxjqL5cMfpOH2L3m5zHs8NLA3wQF+ORpHxNdyPWA2xoQCvwIvWWsnGWOO/hUwe18/Yq2NyI2A+WSawSwiIiIiIiIiZ7Nl+F1UTJjAk8GP8e+093Fj6Jn5DFEVLqNltSjqlQ9n0bbDfL9yL0WObGBC4HMcCyzNyrZjaFGn6tlbF+z5A77pDEHFYMA0tjlLMPmPPXy3Yhc7E09QJNCPdpeXpnODGHYmpjJ26Q727d7J5KCnCAuwbO08hdjKNTg09Umqb/yEb0wnnj7RHTDUjilG3yti6VI/hkD/M7f22J94lMxPriUkbR+dXa9Tplxl4mIjaBxbgoYVIihexFP/sYSVhIxsz24bxY0pT5LuV5Q2NaN59IbLqBiZh/2GXZnwwwOwYgSjXG0YG3UvXw68gpJhedhvOCPV0+Jk2XDYtRQ6f+Bpn3Euu+Lh82vhynuh9eMQ+M8A/FByOt0/Wci+Y2l8c3tTGlWMyHZJ1lq+/GEOveO7sbJYaxo8MJ4Av/No2SJSwORqwGyMCQB+AH6y1r7l3bYRtcgQERERERERER/65bf5tPr5RuaEdaTlA1/B/nU4vu5IiinCfSEvM2+fZwavn8NwY0UXLyc+RHCAH45BP0Pxctk7yJ4VnpA5uDj0nw7h5bHWEr/9CJOW72baqj0kpWUCUDc6kC94jqiULZiBP0LZBp4xrIXp/4Gln7E/7mG+Ldqd71fuYcO+45QtHsyglpXp0bgCIYF/z3ZNc7r4Yv6fhM99nF7mJyZUf5N2N/cjLKtF8v6y5RcYdSvJMS14J/pFxsXvpWJUESbf0xz/vAo7pwyGFSN5L/MmFpS7k8/6N856Ib+8kpoIRUpkf/9vB8KaiYCBiFiIvhxK1fQ8Stdjf2A5un+ykMPJGYwa1JS65cLPNSLWWl6ctp7Gi+/j6oA1+N+3DL/wmByfkkhBkJuL/BngazwL+j1w0vZhwOGTFvkrYa192BjTARjC34v8vWetbeJd5G8Z0NA7xHI8i/wlnu34CphFREREREREJCsz1uzDjO9NS781cN8fhESU9rywexl83RmKleFwt8msOhJA3UhL5LhOkLQHBs7whIrnY/dy+KYLhIRDm2c9i+kFeFpppDldLNhyiJKhAdRZ+CBm3RToPgJq3vjPMdxumHw3rBoH7d/ANr6DuZsO8uGcLSxNOEKJooEMbB5LnytiWbj1MC9NX0fNo/P4NPBtkurfSbEuw7JX67Kv4Pv7odEApld8mHtGr+DRGy7j7lZVzu+cs8FumY0ZeRMfZHbij+r389/bGhT8lhCZ6bDpJ0+7jQPrPI/DW8G6PK9f+wx76vyLbp8s5HhaJmPvbEbNMsXOOJzLbXniu9XsWPYjowNfxl7zFKbl0Hw6GZG8k5sBcwvgN2A14PZufhxYDIwHKgDbgW7W2kRvIP0+0A5IBQZYa+O9Yw30vhc8rTaGn6tABcwiIiIiIiIicqo5Gw/w8YhRjPN/lvSWjxF0zaP/3CFhAYy8BaKqQu9JMKG/p5VC74lQqWXODrp7GYzrC0m7PC0zanWGej2gwpXgcMAvL8Bvb0Db56H5/VmP4cqE8X1h4zS46VOo1x2ApQmJfDhnC3M2HiTAz+B0WZqXPMFX6Q8REFkJbp8J/ufRcmLWM7DgHWyb57n7z+bM3XiQH++/isolQ3N27llIO5FC0ltNSE7P5LPaI3nhlkZ5N0s6rznTPL2Z57/tmd18/SvsrNGfbp8sJCPTzbi7mlG11OmLFTpdbv49fiXTVu5kcYlniQzMxAxeAgHn0V9bpIDKk0X+fEEBs4iIiIiIiIic7Pcthxjw1RImBz9HjeCjOO5bcVovXQA2/wxjeniC2YxkuOULqNP1wg7udkHCb7ByLKybCs4UKF4BKl4Jq8ZCw75w43tgzJnHcKbB6FshYT7Uuw2aPwAlqwOwds8xxizZwWUlQ+i14R7M/rVw1zyIPM/Zx243fDsA1k0mqc0wmv9cgZplijN2UDMcjrPUlk0Hj6fz88cPcVvKSKbW/ZAbb+qJOds5XyxcmZ7P2/qp0OFNtsX2oPunizBA/+axHDyezv6kNPYnpbPvWBoHj6eT4XIzos5Krtr8GnQfefrMdZGLlAJmERERERERESnYln4OSz6Ha58mver17Dmaxs7EVHYdOcHeYycwxhAc4CDY34/gAD9CAh2kO908/8M6eoSu4OnUV6HTfz2h7pmsmwKT7oRrnoIrh+Ru/RkpsGEarBwD2+ZC7FWeGdJ+2eg/nJ4Ms1/0tLPITPOEklc99HfP5tkvwrxhcPPnUPfWnNXnPAFje8LW2STE3MgNW2/iiS5x9G5WMWfjeW3cd5ynvpzKiPT7OVy+LWXvOOvyWhefzAzPLPNNP0Kn99kc04XbPlvMoeR0QoP8iS4WRHSxYEoXC6ZUsWCuKAOtZlwPZepB3yln/+WCyEVEAbOIiIiIiIiI5B+3C1aM8ISs55htu/voCQ7P+YC6K18g1YRQxJ5gsutKnnP25QieXrcOA+4zRBZVI4OYETAU/4Bg+NcCcJyj529mBvgH5uSssi81EQJDz/84KYdg0Uew5DNIPwaVr4bq18OMx6BBL+j8wYXV5XbBvGHYua+y278C9zjv5+MHe1I2PCRHw83deIAho5fzmeMVmvhvxe++eAgrfWE1FkTONBh7G2ydAzd/Rnqtm3G6LKFB/qfvO20oxH8Jd8+H6Fr5X6tIHlHALCIiIiIiIiL5w+2Cyf+CVeNw+oeyuukwDpa9BgMYYzDAziOpxG8/wvLtR7g6eRovB3zBbNuI4dFP0dtOpc2hb3AGFGNns+cp2rAr0cWCcRhIz3ST5nSR5nRzwukizemi6p+jCZj5CPScANWv8/XZ5460JIj/AhZ+CCkHIKo63DkXAovmzvhb5+D69nbSU5MZWfJBBg1+9PSWFskHYcfvkHzA01s6yNNz2Olys/1wKr+s389rMzZwe4lVPJHyKtzwOjS9K3fqK4gyUmF0N9j+O3T9Ei7v8vdrmRmQvB/2r/UE0Y3vgPbZXIRR5CKhgFlERERERERE8p4rE767E9ZM5OPMjjR3rKGOI4H3MrvwTmZX3Py96FtMeAhDii/gtv1vkFT+Gor0Ho1/kHcm7f61MGUw7FkBNTtB+zcgLPr046UlwXv1oVQt6Pd94WtH4Dzh6e1coSlExObu2El72ftlL8ocXUZCxa7E3vgY7I6H7Qtg+0LPIndexwNLMarEECam1ifhcApOlyc/al+9KO8n3oUjLBoGzTn37PGLXXoyjLzZs8Bj5daeUPn4Pkg5+Pc+RaJgyFIoUsJXVYrkCQXMIiIiIiIiIpK3XE6YeAesm8yrzh7srHUXQ66KofT8J4nYNJ7j5Vqzs/V7uILDiQoLpMzWb2HqEKjaBrqPgoDgU8bLhIXvw5yXPa9F1/E8B4SAf4jn+egO2DbHM7v3r37Fkm2uTCffvXUPXVPH/39bun8Ym4JqMzetGrNTq+DAzYsBw6np2MGKIleysPojRJevSrXoUOqsfhWz+GMY9AvENPLhmeSjtGPw3b/g2E4IKwPFynie/3qUrQ+hpXxdpUiuU8AsIiIiIiIiInknMwO+HQAbfuBFZy8O1hnEm7fWw9/PAdbCsuEw/WEoVha6j4T9a2DyPVDlaugx5vRw+WSHNntC5uT9nhm9zhOQ6X12pnkWvevwZv6dayGzef9xnv3vp1RhF0tc1dloy1GqWAhNKkXSJDaChhUjqBoZRFD8pzD3FcDA1Y9DxSvh82uh0QDo+JavT0NE8pgCZhERERERERHJG5np2PF9MZtm8JyzD8fq3cGwrvXwc5zSrmLnUhjfF04kQmY6VG4Ft431zEQWn5q4bBdLExJpVDGCppUiKV8i5PSezOCZMT5tKGz+CRz+EBIBQ+IhJDz/ixaRfKWAWURERERERERynzMNO74PZvNMnnL2J73BQF65ue7p4fJfkg94FgB0BHgWSgsskr/1yoWzFtZPhbmvwdWPQc0bfV2RiOSD7AbM/vlRjIiIiIiIiIgUAtZipz2I2TyTx523YxsN4NUutXGcKVwGT2/a3hPzr0bJfcZArc6eh4jIKRzn3kVEREREREREBLb+9BHmj9G8l9kFv8YDeelc4bKIiBR6msEsIiIiIiIiIme1NCGR736YxjMHn2axox6RHZ7h3maVsu7ZKyIilxQFzCIiIiIiIiKXsvTjEFAUHKf/kfPyHUd4e9YmVm1OYHrw8ziDI6l3z7c0LV7KB4WKiEhBpIBZRERERERE5FLkTIMF78Jvb+KKrs2Wpi+x1lWebQdT2Howma0Hk9m0P5nIIv58H/MNZY8cwfSZAQqXRUTkJAqYRURERERERC41W2fDtKGQuJWFfo2pvnsDlSd14BdXB75030LpEuFULhlK10bl6J85gcB586H9G1AuzteVi4hIAaOAWURERERERORSkbQXfnoc1k5iv38MQzMeZV/UldxWJ5Trd7/PPQmT+Ff4KsyNb0OVOE8QPeJVqNMNGt/h6+pFRKQAUsAsIiIiIiIiUtilJ8OKEdjZL+FypvOR+1Y+T+/Ev66/nIHNKxHo7wCGw58DMN8/ACNugtpdPQFzycvgxndAC/qJiEgWFDCLiIiIiIiIFEaHt8LmmbDpJ9i+AFwZxPs1YGhaH6rXrMe0G2tRLqLIP99TqSX863f47U2Y/zb4B0P3ERBY1DfnICIiBZ4CZhEREREREZHC4tBmiB8Om3+Cw1s8m4IrMsevPRNS67CneAOe7VObNrWizzxGQDBc8wTU6wHuTIiqlk/Fi4jIxUgBs4iIiIiISH5KS4JFH0HcAAgt5etqpDDZOhs7rg/uzAw2BtdjCgOYnl6XvRmlaVKpBO1aRnNbkwqEBPplb7zIKnlbr4iIFAoKmEVERERERPKLtWROHoz/hqlk7liMf5+J6msruWP5COwPD7CNcvRK/TeZjrJcfXlJHr+sFC2qRREWHODrCkVEpJBSwCwiIiIiInIh5g2DIpEQN/CsuzldbpZPeI2mG6ay2H0ZTbf9wubp/6Vah/vyqVAplKyF2S/Cb2+wkHo8bB7i9YHNaVE1CodDv7wQEZG8p4BZRERERETkL84TkHIIwstna3f3yvE4Zr8IwP7DRyjZ9qHTQj1rLdNX72Pq9B/474lhLAtuyr52nxP/Qx9qLXmRN5KqctdNbTXDNDct+QxCIqBOV19Xkrcy02HKYFg9gfHua/gk9B5GDLySSlFakE9ERPKPAmYREREREZF9a2D517BqHKQnQ+9voco1Z33Lpo1riJl8Pxvc1dhnI+iw8HleXribbZV60qxyCZpWiuR4upPXZmzkz527+SlkGO6ipWg4eAyNikaSVmEEfHgFrdc/Q/uEAF7p2oAW1aLy6YQLr4zFXxD441BcAaH4VW0DIeG+LilvpCZix/XCbP+d153dWRzTjwn9GlOiaKCvKxMRkUuMAmYREREREbk0pSfDmomeYHn3MlyOABYEXElp95+UH9WbLR0nUrtBM8wpPZJT0jN5Z+Z6rlt6O2UdlsPXvU/dGjXZ820/Ht//BcN2B/Pi+ub/379MsSCmx46l9IHDmNtmQNFIAIIjK0Dnt4mbNIg+diq9v8igV9MKPNa+JqFB+lHt/6z1PByOs+62ef9xfv95Ej03/4eV7srUc24j8dePKdHu0XwqNB8507BfdcB1cDMPZQzGdXlXRnWrR3BANhfvExERyUXGWuvrGs4qLi7OxsfH+7oMEREREREpTH57C357EzKS2R8Uy/C0VoxNv5LIkqW5qlQ692y5iwz8uK/IMK5tUpdbGpajdPFgZq7dx7NT13JT8lj+EzCe1A4fUqRxL8+Ymekwthds+Zlj7d7j15A2pKZncotzKgGznoDrXoIrh/yzDmthQj/shul8XvNLXl7uR+WoonzaN44qJUPz//NSkBxYD2u/8zyS9sANr0ODXv/YJT3TxYw1+xi1eAcHE9YyOfBpUoNKsvaGbwmecgeXmwSKPLyWoJDC9bm0c1/DzH2Z2zP+TdWrbuWR6y9Tv2UREcl1xphl1tq4c+6ngFlERERERC5qSXthz3Ko0R7MuUM2u2kmZvStLA5ozGvJHVjnX4MOdWLo0aQ8cRUjMMZwYns8Ad90JMFRno7HHyPDBFGtVBgb9x+nU+Re3k19GHN5F7jli38e03kCxvSAP+fBLZ9DeEX48nqodj30GJV1fSmH4cNmEFqKRddO4J5xa3Fmunm7e33a1IrOxU/UReDgxr9D5YMbsDjYXKQeqSfSqG/XM8m0YZgZSBoBuC2kOV2kZ7q5PMLFKJ6gGCk47pwNEbHEz/2euLm9+aH8UDre/pSvzyz3JG7D9X5TfnQ2ZHebD7mrVRVfVyQiIoWUAmYRERERESncnGmw8H3sb29hnCnYti9gmt931rfs3r2Tol+0ZF9mUf4T8Q7dmlWlU/0YiodkscDehukwticplW/go1JPM2/LYW68rDh3rO2DcWfC3fOz7u+bkQqjusKORVCkBASEwF3zPIvOncnGGTCmO7R4kN1xj3DXiHjW7E7iobbVGXJ11fyZnXp8Hyz7Cq68FwLzeZG45APw3V2wdTYWw9aQuoxJjWNqeiMyi5SkVdUIuhwZTuuDo9gdUoNxlV4iKbgsfg5Dq6rhXLXoLszORdB3KlS8wjOmtex8ozn2+AE23DqX6+qUy99zygvW4hzRlYxt87k/8lM+HdxJM5dFRCTPZDdgVmMvERERERG5uFgL66fCzCfh6A7m+zcjzeXkmlnPsCS5FHFtuhHg989+vS635esFf1L+5ztpRRJbWnzClDbXnj2cu6w9tHuFojMeZWjpqgwd8gJMGQxHt0O/H868eFxgEeg5DkbcDHtWwG3jzh4uA9RoBw37woJ3ianalm/vvpLHJ63mrVmbWLP7GG91r5+3fZndbpzfDiJg+zxcxh+/VkPz7lin2rEIO6E/mcmJvGd7Mzb9CjJMKdrVKc1b9crQrHKk9/+zMWzoQMx3/+KhPwfBzZ9D1WvhhwcgYR50+fjvcBnAGEq3f4yACb35YOIn1Cr3GOUiiuTfeeWFDT8QsO1nXsvszUO3XK1wWURECgTNYBYRERERkYvHvtUw4zFI+I2dAZV4OKUneyMa061eJNct6ksp137uCHyN1s2vpGeTCoQXCWTz/uM8PHEVVXZP4Y2ATzjW4imKt8lmgGotTP8PLP0M6twKqyfAVUPh2my0XMhMh+T9EF4he8dKPw4fX+V5T+cPsJffxPAFCbw0fT2Vooryce9GVC2VN72EN04ZRo0VL3LAhhPqbyny8DoIyuO+xdbC4o+xM59knynJwNT7qFr3Cm5pGEPzqlGn/ZLg/w5vhfF9Yf9aqNYWNs+EFg9Bm2dO39ftJuO/TdiWmMHjpT5k3N1Xnnncgi4jhYx349j6P/buOjqKq43j+Hd2465ASAiB4FAsuLtrsUKLu0MLBarUXmq0QAUp7k6LW4HikuAugUAIECFua/P+MVSxAAkJ8HzO2ZNldubeZ/YE++XucxOtWFlhER+2Kp3dFQkhhHjJSYsMIYQQQgghxMtl7/eov39Kqt6ZL9PasVbfkEH1i9KjWgFsrHRY7oZhml6HaLMDjZPGY7R2onYRb3acj6SITQy/6sdg5VsGpft60OkzPq/ZBEs7a0Fm3vLQe8eWYcsAACAASURBVCvoH9BSIzMk3tHC0xsHofoIqP8R+6/GMnjRUWJTjBT0dqRifg+CAtypkN+dAl6OKBnoO/0wcSkGpq7cxMgrvTlpXYb9fr0YcW0QJ4uNpPQb4zPvvv4rPRHWDoUza9ilVGSMeSAftKtKyzJ5M3a9IQU2vA0nlkDxltBhPugeEhwfWwS/DaK7YQwlar3OmCbFMu8+niPL1o/R7Z9EH/0XfD+6P852WfQ9KIQQQtwjAbMQQgghhBDi5RF5DsvU6uxSgxiZ3oemFYrzTqOieDvb/vu8sP0wryVJvjX53OVj1p+OpF5RTyYmj8M6+jwM3JfxFcX/lJ4Ie7+H8t3BPX/m3NPDmAyweQwEz4bA+tBuJreM9qw5dpOQa7GEXI8lLsUIgKejDUH53aleyIuahb2eKHDefvYOH64+xnTDOArbxKAffBCdSx7Oft0Av7SLXO92iLKBvpl/f5HnUZe9hRpzha9Nndjm1onp3SpQKJfzk42jqnDzKOQpBVa2Dz/PZIApZQk1e1Mv5l3m9apE7SLez3YPz1vkeSxTq7PSWB27DtNoldEgXgghhHgGmRowK4oyG2gBRKqqWuresbLANMAOMAGDVFU9rGj/mpkMNANSgB6qqh69d0134IN7w36uquq8x80tAbMQQgghhBCvOFXFMKclqWFHGeA+g/c71KSUr+vDzw+eDetHQrVh0Ogz2DMRfv8U2k6HMm88v7qfVchc2DAKXH3hjcWQuyQAFovKlagkgsNiCb4Wy6GrMYTHpgLg62ZPzcJe1CjsRfVAL9wcrDGYLaQazCQbzKQaTCSnm5m3/xqrj93kU7f1dEtbDB3mQck2ACRc3IvL4uZM1nXjjRHfkNvF7tnvJS0ezm+A06tRQ3eSiBP90obgVao+X7YrnbX9pQEO/AxbxjHC8Rv+SA1gQe/Kj/4eyklUFcOsZqSGn2CMz2ym9mv8TKvWhRBCiIzK7IC5FpAEzP9HwLwV+F5V1U2KojQD3lVVtc6950PRAubKwGRVVSsriuIBBAMVABUIAYJUVY191NwSMAshhBBCCPGKO7cOlr3Fp+budB0+gQJejo+/Zv3bEDxL6827fwoUawEd5sKLFszdOAzLumorqJv8D4o2B6f7V9+GxSSz+1I0ey9Fsf9yDInpJhQFdIqC2XL///n0OoVPK6TT5XQflJKvQ7tf/vV68i8tSA0/yeBcc5jfvw62Vk/QUuRP6UlwYROcWY16eTuK2UC8rQ/rTJX5ObUhfZtXp0e1gOcTlqYnwaRSpOSpRMNbA4hLMfDzW0EvxkrmE8tgTT8+MPWh5/BPCPTO4t7YQgghxD0ZDZgz9GNiVVV3K4oS8N/DgMu9565AxL3nrdGCaBU4qCiKm6IoPkAdYJuqqnfvFbgNaAIsyUgNQgghhBBCiFeQMY30jeO4ZvHDpmrfjIXLAE2/gqgLsPc7cMoDLb5/8cJlgHyVoN8urS/zuuHawyMQ/KtAvsraV68i5Pd0pKunI12r5MdktnAiPJ79l6NJNZpxtLXC3lqPg40eexs9jjZWFPLQE7CyKTjmgmZf3zetY6P3cZzThFIRq/jwVy++alf6yYLgKzthaRcwppBok4ut+iYsTAniRHohqgV680PDIgTld8+0t+mxbJ2gUn8c/viStd3fp+vaBHrPPcKX7UrTPsjv+dXxpJIiMWwax1lLIG41+ki4LIQQIkd6ls8hjQC2KIryLaADqt077gvc+Md54feOPez4fRRF6Qf0A/D3f4r+aEIIIYQQQoiXgmX/D9gm3mCS9Xi+qV884xfqraHjPFg/AioPBAePrCsyq7n4QM9NcDNE2/zv+iG4uBmOL9Jet/eAArUgsB4E1sXKzZ+g/O6PDnA3j4Poi9B1Ddg/4Lz8VaFALd4O30RQcANK5nWle7WAjNVrTCPt12FEm90ZmT6KkPQiVAzw4vV6efmlVB68nB7RLzkrVeoH+6fgeXway/pPYeDCo4xacYI7CWkMqhOY89pO3DmLurgTlrREJtu/x8/1imR3RUIIIcQDPUvAPBAYqarqKkVROgKzgAaZUZSqqjOAGaC1yMiMMYUQQgghhBAvmPibWHZPZIu5IvVbdnjyPr2OXtBpYdbU9rzprcC/svaojrbBXcxluH5Q29gwdBec/VU717MQFKwLgXXBwQuMyWBIAUOy9jzxDhz8WQtcA+s9fM7aY3Gc24zxeQ/z/no78rja0bhknseWenHN5xRJvM63tp/StF4rfiztkzl9nJ+Vo6e2SePh6Tj7V2Z2j26MWXWSb7ZcICIulU9bl0KvyyEh86XtqCu6E2uyoXv6R4zo1BJ7m6doUyKEEEI8B88SMHcHht97vgKYee/5TSDfP87zu3fsJlqbjH8e3/UM8wshhBBCCCFeYsYtH2Exm1jtPZDp5R744cdXl6KAV2HtUb6rFjhHXYDQnXBlh7a6+cgvD7/epww0+OTRcwRUh/w16Bi9iuV5GtB/QQjdqubnvWbFsbN+cNi5bNteWp+Zxl67Wnw8bCDujjbPcJNZoN4HWjC/bjg2CRFMbD+W3C52TPvjCncS0vm2Q2ncHLKxZlWFwzNQN4/lspKfXumjGNmhDvWL586+moQQQojHeJaAOQKojRYS1wMu3Tu+FhiiKMpStE3+4lVVvaUoyhbgf4qi/Pn5q0bAuGeYXwghhBBCCPGyCjuA9dmVTDG1YXDb+uhyysrSnEpRIFcx7VFlIJjStZYaxhSwdgQbB7BxAmsHsHHUnut0jx+3zhh081qyrMYlvoqpzcy9VzlwJYbJb5SjRF6Xv06zWFT+t/EclQ99BFZ6KvT7CbucFi6D1ou58xJYNwL++Apdwk3GtphEXjc7Pl57hmpf7qBTxXz0qVkQXzf751ub2QSbx8CRmeykIh8qw5jctwYVAl7g9i5CCCFeCYq2F99jTlKUJWirj72AO8DHwAVgMlpInQYMUlU1RNEaV/2ItoFfCtBTVdXge+P0At67N+wXqqrOedzcFSpUUIODg5/wtoQQQgghhBAvLIuZ9Km1uBsZwQ8llvC/TlWyu6JXl6rCnGYQexWGHWfPtUTeWX6CuBQj7zYpSq/qBTCYLbyz4gQppzcyx+YbLA0+RVdj+OPHzk6qCjv/B7u/hsKNoMNczt81M2N3KGuPR6ACrcrkpV+tghT3cXnscM8sNQ5W9oQrO5hubskqt97M7FEZf0+HrJ9bCCGEeAhFUUJUVa3w2PMyEjBnJwmYhRBCCCGEeMWEzIV1wxmtDmf0qPfI5ZwD+ve+ykJ3wfzWULEPNJ7A3XQYs+ok287eoUYhLwxmCyeu3uaI2wc4OzmgDNgHVjlw9fKDBM+GDe+AT1noshycvLkZl8rsvVdZcvg6KQYztYt4806jIpT2c8uaGkwG1PmtsNw4zFhDb+4EduDHLuVwsbPOmvmEEEKIDMpowJyBz0QJIYQQQgghxHOSchfD1vEcshSjUN1uEi7nBAVqaxsCHpkJsxrgkRrGjK5BTHj9NULCYjl+PY7fygXjkhaO0uybFydcBqjQCzotgshzMKshXNmJr6sdH7YowYGx9RnduChnIuJpN3U/Cw6GkaEFWqoK4cFay4vHSDeaCJ0/COX6AUakD8ShUndmd68g4bIQQogXiqxgFkIIIYQQQuQYKct6Y3NuDQPsv+Pnd7phYyVrYnKMc+th7VAwpkKTCRDUgxuxqRhjrlJwWT0o2hQ6zM3uKp/OjSOwvCsk3oI8paH6cCjRBvRWxKUYGLHsOLsuRNGuvB9ftC310E0OAdj1JeyagKVwE3Qd54L1/b2co5PSWXTwOqn7pzPW8gtLbNtj3+RT2shmlkIIIXIQaZEhhBBCCCFePeHBkBIDRRpn6PRUg5mY5HR8XO3Rv4qbyMXfBAdPsM6iVcIWC2x4WwvtOs4HK9tHnn5y5wpK/9GHqWo7ynX/hioFPbOmLvH0Em7BrwMhdCcUawEtp8DaIRD6Bww5Aq4vcEBqSoeTy2DfFIi5BG7+UHUolHsTi5UDk3+/xOTfL1HCx4XpXYPI5/Hv/sgGk4WTW+ZQ4cjbHLcEUloJ5aS+OD/l+QJvb2/yezjg627P7otR/Ho8giDLKRbaTCDOty4evVeg6B4RWgshhBDZQAJmIYQQQgjxakmLxzy5HPrUGK7mb8+RYmNIsViTbrJgMFlIMpiISkjnTmIadxLSuZOQRmKa9hF2P3d7Olfyp0MFv5e7JYOqwq3jcH6D9og8C0WaQucloGRywK6qsHGU1lYBiC3SEffOMx44j8ls4actx2l/qD0mvQOmfn8QmEfC5RzLYoFDU2H7eLBxhNRYaPAJ1BiR3ZVlDosFLm6CvZMg/DDYe0CdcVCpLzsuRDJi6XEURWHSG2WpWzQXEXGpLDl8neOHdvKL6QMu6guxp+osAqJ20OTix4Tp89PPMpbLqU4A2Fvr6VNKx4ir/dA754be28DuOWwkKIQQQjwhCZiFEEIIIcQrJWr1u3ienMFKUy06Wv3BWUt+BhuHcVX1AcBar5DL2Y5cLrbkdrYjt4stuV3tcLK1YtOp2xwIjcFKp9CoZG7erJyfqgU90b0Mq5pVFa7tgXPr4PxGSAhHRccVh9JcSHWhubobWv0I5btm7rw7Pofd3zDN1AID1gyzWsMclwH4NBpJwxK5/1oxHpmQxrClx2h6fSJdrbZj7LYJ24JVM7cWkTVun4JVfUBnDX13vFi9lzPq+kGt5UXoTijVDlpOISxJof+CEC7cSaRSgAdHrt0lF3fZ5PAx9nZ22AzYhc45l3b9pe1a6w2n3CR2Wsl1izd+9mZclzSHhAjtffMMzN57FEIIIR5CAmYhhBBCCPFii74MZ1ZD1SFg4/DIU8+eOU7hFfXYrK+DT9eZ5IvZh/e2YSjmdNKbTUZfuh1WOgXlEat0r0QlseTQdVYeDScuxUiApwNty/lRs4gXpX1dsdK/gL2A0xNh7TA4sxqTzpZTdkEsSyzNFmNZLPae+Lvb8l7UWCraXcdq0H5wz5858+7/Eba+zzJzHbYUfJ9vO5QmYV5n8kXtorthDNdcK9GjWgABno6MXX2KYumnWKgfD1UGab19xYtDVcFsfDnD5T9ZLLDve+2HJl5FodNCUl0K8NFvp9l/JYa2pTwYdn0oNnGh0Hsr5C757+tvHIZFHcDKDt5aBbsmwIVN2vPAutlzT0IIIUQGSMAshBBCCCFeXOc3oK7pj5KeiKlUJ6zaTX9oC4cj1+6SMKcjVZVTxPU5SF6/AtoL8eGwshfcOAQVekHjCVqvYVWFlLtaX+DE25ASDf5VwD0AgDSjmc2nb7P40HWOhN1FVcHFzorqhbyoWdibmoW97uu9miPdPo26ojtqTCjfm9oz09QEDzd3GpbITaOSuakU4IHRrNJr0ipmpgzDNl85rHpuAN0zBunHFsJvg9lsqcScvB8zr3dVbUO09CTUWQ0xxt7kHdeJrAvX3sMS3tb8qhuDjWKCQQe1lgtC5ERXdsDK3mAxQdtpUKy5Fj6v7Alnf9NazRRt+uBrI8/BgraQHKVd3+RLqDLw+dYvhBBCPCEJmIUQQgghxIvHYoadX8CeiZzXFeKAIZCeVlvYW/Q9KrQfpQWV/7D/cjQz5s1lrv4zEqu/h3PDMf8ez2yE3z+F/VPAxQ8UHSTdBrPhPxMrEFhPC6KLNAG9FQCxyQb2XYlmz8Vo9lyKIiI+DQAfVzu8nGxxc7DGzcEGN3tr3B2scXe0obiPC2X83LC3ycYNu44tRN3wDvGqA/1TBuNRsi6D6xaiZF6X+1ZxH7sey9Lp/+Mr6xlaCF910NPPe2496vKu7LeU5GuPT1nQvyYudtZ/vx57DWbUBUdvTjdbxfFICx3jZ2FzYDJ0/VVWc4qcL+46LO8GEceg5jug6GH319DwM6g+7NHXxobB0jchf1Vo+nXm9z0XQgghMpkEzEIIIYQQ4sWSHAOrekPoTlao9fjeqg/DGpWk2M4+FE89Rn+rz6ldrwmdK/ljZ61n14VIBi44wnqb9whwMqMfGqytUH6QC5sheDbYu4FzHnD2+fth6wRn18LR+ZAYoR0r3017uPr9NYSqqlyJSmbvpShOhscTm2IgLtVIXIqR2BQD8alG/vyntZVOoWReF4LyexCU352g/O7kcX0OmwcaUrSN9Y4vIlj3GkPSBzGweTW6Vc3/yPYg324+T5l9A6lnfRr9wL3gXfTJ5w7dhWVhB05Z8jPO8TPmD6yHl5Pt/edd3QML2kBgfagzFmY2gLJdoPWPTz6nENnBmAabRmt/ZgCUfUv7/pXAWAghxEtGAmYhhBBCCPHiiDiGuqwr5oQ7vG/ozkXftkx9M0gLZVPukv5TDRLSjDRK/hRbl1y0LpuXOfuuMdR1L0NTfoQO86Bkm2erwWyCS1sgeA5c3q6FRQE1tCA0sB7kLvXI9hEWi0pMsoGT4XGEhMUSHBbLiRtxpJssALQum5fvO5bNuo0D74aiLn0TIs/xo7ktyx268MNbFSmbz+2xlxpMFnr+sJ6f4gfhlDsQq37bQW/92Ov+EnMFy7RahBo9GGzzGbMGNsLP/RFtRA7/ogXh1o5g6wyDD2nhvxAvkmOLIPwINP0KrB7wwxQhhBDiBScBsxBCCCGEeDGcXYu6qg/RuNIrZRhlK9flwxYlsLH6R5gbcQx1ViPiclVmgGUMh8ISqOZrzcLUgei8ikDPjZm7ejA2TFudeGETRJ7Rjjl4aS0cAuuBf1VwygXWDo+c12CycO5WAmtPRDBr71WG1y/MyIZFMq/OP5nSMU+vQ2pMOAPTBmFTpAETO5bBzSHjG69duJ3Ijz9+yw9Wk1DrjEOpMzZD11kMqST8WBsl4Saddd8wZUArCuVyevRFqgrrR0LIHOi0CIq3yHCdQgghhBDi+ZCAWQghhBBC5HypsZgmleWCwYvexncZ3bY67YL8HnxuyFxYNxy11rucKTqEoqe+wfrgj9BvJ+Qtl3U1JtyC0F3aBl+hO7VNuv6ktwV7d3DwuPfVE/K8Bvkqg2+Q1n4Drb3G6JUnWRkSztQ3y9P0NZ9MLfHGslHkO/cLvYxjqNyoE31rFnyqldLT/7hCru1DaW11CF3f7Y99X/ddjiZuxRCap2/iE+eP6NC5LyXyumRsMosF7oaCV6EnrlMIIYQQQmQ9CZiFEEIIIUSOd3v52+Q6M5uedt8xuls7Svm6PvxkVYXfBsPxRdoGWVveh9KdoM1Pz69gi0Vb0XzzKKTehdRYSLn3NTUWku5AzBVA1Tb/ylNKC5vzVSa9QH3emH+W87cSWTWwWsaD2EdISDOyeNkS+oUOY4NNI3y7Tqe8v/tTj2e2qPSetpWvIgfg6eqMVdfVDwyAz99OYMLG87hc/o0fbH7kUqFeBHb5LuvafwghhBBCiOdOAmYhhBBCCJGjHT8eTMk1jdhqXY8KwxaS2yUDm+AZU2FmQ7hzSuvfO+yotmlfTpIaB+HBcOOQ9ggPBmMyeBcjquN6Wv5yEr1OYe2Q6ng+aBO8DNp5PpLPVh1inmEkTna22A/bj53jIwL6DAqLSWbM5FlM1X2DjWJhRp7x3HCviJOtFQ42VtxJSOO34zcpYRvFav04rHxKoeu58cl6NgshhBBCiBxPAmYhhBBCCJFjHbgSQ/L8TlRTTpHS/whePv4Zv/huKMxtAdWGQZUBWVdkZjGb4OJmWN4NCjfiRI2f6TjjEGXyubGwd+V/95rOgPgUI5+uP8uqo+FMd55NI9MOlF5bIF+lTCt5+9k7bNh9gJFRH+FrvsF3Vn1ZZGlASroZFOhRKQ/v3hiMVVIEDNgLrg9payKEEEIIIV5YEjALIYQQQoiskxYPSVH3tU9IM5qJTkrH180e5SGb3+2/HM30eXOZp/+MpBrjcGqQsc3k/sViAd2TBbPZ7tAM2DQaar7Db569Gb70OG9W9ueLtq898HST2ULY3RQu3k7kwp1ELt5J5MLtRK7FpAAwsXQ4bc5r41H/o6ypOS0BVvWBS1ugYl9o8iUWRY9u49sQPBu6LIcijbNmbiGEEEIIka0yGjBbPY9ihBBCCCHEy0Vd1RcubSUsoAPrvfpy8q6OS5FJhMUkY1HB182eBsVz0bBEHioX9MBar4XBey9F03feIdbZLMLs6IdT7eFPV8CLFi4DVOqrtfbYM5HW7UtyrnZJpv1xBQ9HG3K52HErLpVb8WncjEvlVnwqt+PTMJq1xSCKAgGejhTO5USz13xoEWhN0VVDIU9pqP0UAX1G2blA5yWw7SM48CPEXEJXorUWLlcfLuGyEEIIIYSQFcxCCCGEEOLJWMKPoptZl2OWQrymhBKPEzPsexKWtxVF8jjj6WTLnkvR7L0cRZrRgrOdFXWL5qJkXhe+23aRfs4HeCd1MrSbBa+1z+7beb5MBpjfCiKOY+65ib7bTOw4HwmAlU4hj6sdeV3t8XGzI6+bPYW8nSiax5lAbyfsbfTaGKoKS7vA5d+h/x+Qq/jzqf3oAlg/EixGbePCHhuk77IQQgghxEtMWmQIIYQQQrysjGlwdB6cXAYtJoFP6ec6feiUlnjEhDCv0lpa5jcRcOB9dDeDIaAmNJ8I3kUBSDWY2XMpim1n77DjfCQxyQbK57FmpXEIOnd/6L1NW5r7qkmKghl1ABVT7x1cSLbHy8kWLydb9LrHvB/J0XB8MWz7EBp9AdWGPI+K/xa2Hw5OhSYTpO+yEEIIIcRLTgJmIYQQQoiXjTENjs6Hvd9B4i0s6Egv0BD77sufWwmH9u+k8tY2bPbqSePB32t9li0WLfDePh4MyVroGdQD3AP+us5sUbl4J5HCZ6ZgtfcbLVzOxE3pXji3TsCsxtoPB7qvAyvbv1+zmCHxNsTfgKjzEHkOIs9qX5OjtHMK1IKuv72YrUKEEEIIIcQLQQJmIYQQQoiXhSldC5b3fAeJEZy3KcUnSa2ppJxnpPUqDP33YeNTKsvLuBqdzKUf21JdOYX+7TPYOXv8+4SkKG1l7Ykl2q9zl4KizaBYM/ApCwkR8EOQ9uv2s7O83hzv9CpY2QsK1AYHT0i4CfE3IfEWqOa/z7N21Npg/PORv/q/Q2khhBBCCCEymQTMQhiS4dx6KNEarO2yuxohhBDi6Vw/BCt7QsJNLtiUYnxSay7Zl2VAnULktU2lzoa6XPSqT9mhS55+jqRI2PE51BgBHgUffEq6iRFTljAzeQjxFUfg2vyTh493NxTOb4TzG+DGQVAt4OIL9u4QfQmGBoOb/9PX+zLZ/S3snQSOXlrLCVc/7b1y9QXXfOBVRPsqK5WFEEIIIcRzltGA2ep5FCPEc5ccg7q4A8rNENQbh1FaTMzuioQQQrxK7pyB2DAo2vTZegyrKunr3iYx2cAww3tc0JVjQJNCzKrij4ON9s+4g0daExS5ij1HjlGzYrmnmsaw5SNsTi0h7fJubPv/juLo+Z8yVN5deYJWCYsx2TriWnf4owf0KKi1yag2BJJj4OJmuLARruyAmu9IuPxPtUZpDyGEEEIIIV5QshRCvHxir6HOaoQp4hQ7zWVQgmdqq6iEEEKIrBQfrq1E/bkaTK0GSzuj7pvyTEMmnVyHbdRpJpk7ULtxe/aMrUffWgX/CpcByr3xAYoC1zd8TURc6hPPkRh6BKtTS9luLocSf4NT37Vg2o6z3I5P++ucaX+Ecv70UVrqD2BVuQ84eDxixP9w9IRyb8Ibi+C9CKgz5olrFEIIIYQQQuRcsoJZvFxuncSysD2pqcl0TxtLgkdpciWNouiaQVgNPgAuPtldoRBCiJdJWgKcWQ0nV6CG7UNB5ap9SRZZelFWPUuL7R+xIUyhaMOeFMrl/ERDm0xmotd/Qoyam7Y9RhJUINcDz7P1zE9isXa0Pfcbgxf/wS/9G2Glz9gagtikdG4uHo6P6oyx9XSO3txF1WPvErrzHaptG0zNwrmoGODOd9sussR7K6TYQdWhT3Qf//Isq7mFEEIIIYQQOZKsYBYvj9BdWOY0JSbVQtu0j2jftgPLBtVmvM3bGNNTMK/ur+1yL4QQQmQGswl1XgtYN5zo29eZrutErfTvaZXyMQmlexDb+AfO2pSm4cXxfDhpKk0n72HqriuEx6ZkaPiVS2YSYLzMnTJDHxou/8m53js4KOmUvrmcyb9fytD40Unp/Pjzd5QynSG60iiaVihK1db9od6HtNHvZ3HgDi5HJvHt1ovU9kqiUuLvKBV6gZN3hsYXQgghhBBCvBpkkz/xcji1EnXNAK6qPvQ0jeHDzg1pUCI3APsvR7NuzgQmWM+Ehp9B9WHZXKwQQohMo6oQeRZylXjuq2PVg9NQNo/hbcMA1iu1qVM0F23K+VKvWC7srPXaSamxmGY2xhx/k9HOX7P2lhsAXSr7816z4jjZPvjDZMuPXKf4upb42hnwGHMK9Bn40NmSziRf3kfFlO/5pXdtqhfyeuipkQlpdP9lDzMSBuHh7o7j0P1/z6GqsHYoHFuApdVPhHg047WQD7A7uxJGnATnPE/0PgkhhBBCCCFeTBnd5E9WMIsXmyEZto+HVb05ailMdz7luz7N/wqXAaoV8sK1eh82mSti2f4pRBzPvnqFEEJkrjNrtH7HM+tD2P7nN29SJKbtn7Hb/Bqe1bpx5P2GzOhWgWav+fwdLgPYu2PVdRW29s5MMX/BvoFF6VW9AEsOX6fx97vZdzn6vqFDwmL5/bf5vKa7hmvj9zIWLgNUH4GjOZ5BLvsZsew4t+If3I/5dnwab8w4SP341eRTInFs+dW/51AUaPE9FKiNbv1wKsZuxO7MMgjqLuGyEEIIIYQQ4j6yglm8mFQVTq9C3fohSmIEa9TaTLEbxC+9a1Aol9N9pxtMFrr/tIVJsYPwdHfHauAesHHMhsKFEEJkql8Hw9nfwNYZEiOgWAtoMB68CmfptKZV/VFPraS/049MH9kJ68f1PL59CmY3BTd/6LWJkDtmRq04ydXoZLpWyc/YpsVwtLXiVnwqUrJSDgAAIABJREFULafsZaE6hsIuZvRDg0FvnfHCZjfFeDeMMnFfkWLS4Wxnha+bPXnd7MnrZoePqz3LjtxASY5kh83b6AvUhC5LHzxWahzMbgxR50FvA8OOg6tvxmsRQgghhBBCvNBkBbN4ed06AXOawqreXEtzoF36x8z2epelg+s8MFwGsLHS8UWXmoyxDEYXG4pl87jnXLQQQogscW03FKwNQ0Og3ocQ+gf8VBk2vANJUVkzZ9gBrE4tZYapGf1fb/T4cBkgz2vQaQFEX4BlbxHk68jGYTXpXaMACw+F0WTybnZdiKTf/BAqm45QzHIFfa1RTxYuA9QYiXXSTbbUj2Jc02K8Xs4XP3cHbsensf7kLb7ZcoH4VCOriu1Eb06DRp8/fCx7N3hzBbj4QaV+Ei4LIYQQQgghHuixK5gVRZkNtAAiVVUt9Y/jQ4HBgBnYoKrqu/eOjwN63zs+TFXVLfeONwEmA3pgpqqqX2akQFnBLP6SHAM7PkMNmUuKlStfpLVnk1UD3m5cnM6V/LHKwH/wlx+5QdRv7zHYai20mwWvtX8OhQshhMgSsddgchlo+jVU7q8dS4qCP76E4Dlg7QBtp0Lxlpk3p9lE+s81iYm+w6SiC/m6S7Unu/7EMljTD3K/Bm1+Bp/SHL56l9ErTxAWk4KiqJzIMwEXNVELzZ80YFZVmFodVAsM3A+6f//dmJxuwirqDLaz6kDlAdBkwuPHNJtAp3/uPa6FEEIIIYQQ2SszVzDPBZr8Z/C6QGugjKqqJYFv7x0vAbwBlLx3zc+KougVRdEDPwFNgRJA53vnCpEx8TdRp9fEcnQ+i2lK9eSv0VXowY7R9elaNSBD4TJAhwp+nC82lCOWolhW9+P2/sWYLTm7TYwQQoiHuLpH+1qg1t/HnLy5XeMLdjZYR4R1PswremO8HpJpU6pHZmIbc5av6c6oFuWffIAynaDzUkiOhF/qwq4vqeTvzKbhNRlcN5B51eNwiT0NtUY/ebgMWghcYwREnYNDU+H2aa3Vxb0FBY42emx//wDsXKH2uxkbU28l4bIQQgghhBDioTLUg1lRlABg/Z8rmBVFWQ7MUFV1+3/OGwegquqEe7/eAoy/9/J4VVUbP+i8R5EVzIK0BCyzm5AWdZU30sZhF1CR8S1LUiKvy1MNF59ipMtP2/g4cTxBykXGqoMJ9WlOybwulMrrSilfV4rmcUavk/9MCyFEjra6H1zZweVuxzh07S7B12I5cu0u4bHa5nbeSjxrbD7ERrGwpsJC2tQKIreL3dPPlxSJcVI5DqQX4GLDefSpFfj0Y6XchU1j4NRyyFMa2kyF3CW10Dnl7tOtXv6T2aRtfBh94e9jNs7g6gcOnhC2F5p+A5X7PX39QgghhBBCiJdeRlcwZ3Bb8vsUAWoqivIFkAaMUlX1COALHPzHeeH3jgHc+M/xyk85t3iVmI2oy7piiTzPAMNo3mrXlg5BfijPsJLK1cGaX99uQmhEeWJ+7crXMT/xc5otP4dUYv6BMEBb4VXW343y/u6U93ennL8bbg42mXVXQgghnpWqwtXd3PKoSIPvdwPg5WRLxQB3elYvQIX87hT3ceFEsB+vbelAlcNDqLf/Y+qU8qd71QAqBrg/8d8lpi0fgimNua6DmV69wLPV7+AB7X6BEq1g/UiYUQdKtoGIY9Dqh6cPl0FbcdxvJ0Seg/gbEB/+70ehBlCh57PVL4QQQgghhBD3PG3AbAV4AFWAisByRVEKZlZRiqL0A/oB+Pv7Z9aw4kWjqqjrhqFc3cU4Yz8atOxMxwr5MmVoa72OovnyQP/fYGkXBod+x8BWk7iWvz0nw+M5ej2WkLBYft515a8WGsV9XJj2VnnyezpmSg3iBXD7NOz/Acp2hoJ1srsaIcQ/xVyBxFv8RjsCPB2Y16sS/h4O94XGFavUArc5lF7aheV5FtL5Yh82nLxFOX83Jrz+GsXyZPDTMPc29vvJ1CrjG/tlRPGW4F8NNo2GUyvAzR/KdH72cW0cwa+C9hBCCCGEEEKILPS0AXM4sFrV+mscVhTFAngBN4F/JoB+947xiOP3UVV1BjADtBYZT1njyyk9EWycXo1eiH98hXJ8MZNMr+NevRfdqgZk/hw2DlovzOVd0a0fTsFmRgpW6kubctrC+xSDiRM3tMB5+h9XGLL4GCsHVsXWSp/5tYicI+467PgC9eQyFFSMV3ZhPSwEbJ2yuzIhxJ+u/gHA0ugCdGse8Ogf/hVrhlL/I0r+/gkhtSuxwuENJm69QIspexlYJ5Ah9Qo9+s91YyqGtW8TrXoSVmIggwt6Zu69OHpC+9lQ9k1wyv1sq5eFEEIIIYQQ4jl72uU3vwJ1ARRFKQLYANHAWuANRVFsFUUpABQGDgNHgMKKohRQFMUGbSPAtc9a/Csn6gJMLKZ9lDajjKkQnnmbGz03xxbBrgmsMNXiUvEhjG1SLOvmsraDTguhaDPYOAq2fwI3j4LZiIONFVUDPRlctxDfdCjDqZvxfLXpwuPHFC+mlLuw5X3UH4IwnV7NXFrRwzAa6+TbhK35OLurE0L807U9xFl5E2ntS/sKfo8/v8ZIKN0J6z++oIvzcba9XZtWZfLyw47LNJ+yl5Cwuw+8zGJII2n+G1jFnOMLej/dxn4ZVag+5CmVdeMLIYQQQgghRBZ4bMCsKMoS4ABQVFGUcEVRegOzgYKKopwGlgLdVc0ZYDlwFtgMDFZV1ayqqgkYAmwBzgHL750rMspsJH5xL8yGFAiZQ8TOGRm6Rl36JsysB9f2ZX2NmeXy71jWDmOv5TVW+Y5mYsey6LJ6wz0rW+gwD0q+Dnu/0zZZmpAP5jSDbR/D+Q00DrCie9X8zN53le1n72RtPeL5sphhz3eok8ugHviZjdSgZspEfvcbTK8e/dlq25C85+awdvuO7K5UCAGgqlhC97DLUIx25fPhYpeBFb+KAi2ngF9FWNMfj4TzfNepLHN7ViTVYKb9tAN8/NtpEtKMnLuVwJx9Vxk0/xC7/9ccpxu7GGfsQ5Wmb5HrWTYJFEIIIYQQQoiXkKJ1uci5KlSooAYHB2d3GdkqPtXIwdmjaRw1h09sR9MwbQtBnONbv8m0btaCUr6u911z8XYCKasGUzZqLamqDWm+lXHvtz4bqn9CEcexzGnOJaMn7zh9ycJBDZ7/5nrx4XDjMIQfgRuH4NZJsBhBb4Oh01LabrbhZlwqG4fVJK+b/fOtTWSNw7/AxlEcsq7Ih0ntsfYpydimxahZ2BuA5NjbqD9U4JQxH7uqzmJMk+JZ/0MPIV4k59ZpvYN9yjyf+e6chalVGW3sR//hH1Eol3PGr028o/0QMT0RGn4K5buTbLTwzZYLzDtwDQWwqKDHzC+OU6ln3s+xUu/jVW8I+TwcsuqOhBBCCCGEECLHURQlRFXVx27sIgFzDrfzfCRzV65mlnEcF3M1plD/xaTFRcIvtUlKN9E87XOCihdmeP3C5HWzY+2JCFYfvUnN2/N513oZ6127cCtVT1/DAu6+uRWPwpWz+5YeLuoiltlNiEzT0Uv3OdMGtcLfMwf8Z96YCrdOwLrhkHKXsE7baDbzPCXyurCkbxWsMmujJ5E9LGYSvy3NpSQ7hjt+zajGxWhZOu99AbL58Cz0G99mmGEIllLt+LZDGeyspRe3EMReQ51SDouVA7qeG1Dyls3yKc0HpqHfMoYReeYzaUDrJx/g7lVYOxSu7YH8NaDVFPAMJCQslo2nblEijyNNLo3H8cJqaPQFVBuS+TchhBBCCCGEEDmcBMwvuIQ0I5+tO8vakFC2OXxAHjsTNkMPgb2bdsLNo6izG3PDuRyt40YSm2ZBr1MwW1QGeR3j3aRvSCv+OnYdZ3P5RgS5ZlXgrH15KoxelzMD0bjrWGY1Jj4phS7m8XzZty1l8rlld1X/duesturNvwq/lvqREctPMrReId5pVDS7KxPP4M7BZeTe3I/JHh8yYNDIh2/0ZTGjzqxPSvQNKid8SfEAX2Z0rYC743NeYS9EDnN35UicTs0jGlfsFDMLS/xCUPkgKhXwwDqL/r65PaMdhvATXHhjHw1L5H66QVQVjs6HrR+COR3qjIWqQ0DRw7phcGwB1PsQao3K3OKFEEIIIYQQ4gWR0YA5ByaN4vDVuzT+fjerjoazKGAz/pZwbNpN/TtcBvAtj9LsW/zjDnGw2mHGNi3GgNoF2d3RhndTJ4N/NezaTQNFoZC/LxFF3qJS6j7mrt2SfTf2MEmRWOa1JjUpnu6GcXzQrWXOC5cBcpeApl9B6C7aJC2jQ5AfP+68zN5L0dldWc6jqpCWkN1VPJbRZCZu+0RukJtOXQc+PFwG0OlRmk/E0RDD2pK7OXEjno7TD3A32fD8ChYih0lLiMb+9GK26GoSXGsO1jpoe2YII2ZuJuizbQxfeowDV2Iyd1KLGadbBzlpXZp6xXI9/TiKAkHdYfAhKNQAto+HX+rBrwO0cLnWuxIuCyGEEEIIIUQGSMCcAznY6HG1t2ZrG4UKt5dCpX4QWO/+E4O6Q/lu2O7/jgG5LzA6SI//1j7glh/eWKRtXHdPsTZjMelscT/6E7+fy0Eb1KXGYVnQFkPcTXoY3mVQ5zZUL+SV3VU9XPnuUKod7Pwfn5VPItDbiRHLjnM5Mim7K8tZ1o+ESaW0ftY52KrfVlPUdIGEsv3I4+74+At8gyCoBwVDF7G8rTPX76bQbfYhEtKMWV+sEDnQ/mXfYE8auZuMolX9Ojj3XoOfTTI7ck+hVTFH9lyKptvsQ1yLTs60OUNPH8RJTcKhaF30mdEL3cVH+zuz43xIugMnl0H14VD3vWcfWwghhBBCCCFeAdIiI4eypMShm15DC4n77wGbh/QiNqbB7MZwN1Rb4WxIgT7bwaPAfaeaNo5BOTyDFvzAjGGvZ/9mRYZk1PltMIcfpadhFG3adaVdkF/21pQRaQkwvRaYjVx8fSOtZp0lzWjB182eKgU9qRqoPXxf1Q0AL/8OC18HIKFAM1y6L8nmgh4sJCyW6JntqWFzEccx58EmAwEzQMpd+CEIvIuys+o8+i0MoYyfG/N7V8LBxurpirm0HSwmKNrk6a4XIhvsO3+TwkuqEe9SlMLvbP37hSs7YVEH8KtAZOsl1Jl8iBqFvJjR7bGfqsqQ9dPeo8Xtn4gfeArX3P6ZMuZfUmPhZggE1tdWOAshhBBCCCHEK0xaZLzgdFvfg4Sb0Hb6w8NlAGs76LQAdHpIioQuyx4YLgNYVR+GTqenO78xePFR0k3mLKo+A0zpqEvfQg0PZohhCPWav/FihMsAdi7QfjYk3aHIgbFsG1GLT1uXpLSfKzvO32HUihNU/3IHtb7eyQ+/XyKn/xAnU6UnYvx1KFfUvPxgaoPL1Y2c2LUqu6u6T1K6iYlLNtBQH4JV5b4ZD5cBHDyg4Sdw/QB103cwqVM5jl6Ppf+CkKf7PRV1EcvSLlhW9IDEHPTpAiEeIS7FwM4VP5JLicO/xZh/vxhYF16fAdcPkmvLQIbUCWDr2Tvsv5yBdkKqCoemQ8SxB74cm2zAKWI/kbb+mR8uA9i7a+0yJFwWQgghhBBCiAyTgDknOr8Bji+Cmu+AXwZWfLn5Q+9t2uNR57v6opTtQgfdLm6FX+Pz9ecyr+YnpG5+DyV0B2OMfShW7016Vn9wKJ5j+ZaHRp/BhY3kuzSfblUDmPpWECEfNGTT8Jp81KIE/h4OTNx2kZ93Xcnuap8by7aP0SdF8Jl+EA36f0u4zhfXne+xdP+l51tIcjSYHt4b+dN1Z2ievBp01thWG/Dk45d9C/wqwcbRNPe8xVftSrPnUjRDFx/DZLZkeBij0citeT1JNOmxmNIx/vHtk9ciRGYyGeDceji6QAt7H0BVVd5ffYI3TL+R6lEC2yIPaOFU6nVo/i1c3ET/2O/wd7Ph0/VnH//74/dPYNO7mOa2Qr1z5r6Xlx++SpByHuvAWk9zd0IIIYQQQgghsoAEzDlRntegYh9tg6GM8ioMPqUff1714ehVE1MC9rPgYBhNJu2m++zDvLvyBBO3XmDBwTC2nb1DWEzm9cv8r7Rz21CCZ/KLqRnOVXoyvH7hLJsrS1UeAEWbwdYPIXgOxF1Hp1Mo7uNCrxoFmN+rEm3K5uWbLRdYFZKzexFniqt70AXPYrapCe1at6N4Pm88O04mQLlNxIYvmbDpHBbLc1jNfXErfF9Kax2TfP/mYptP32Z78Fk6Wu1FV/YNcHqKTcJ0OugwFxzcYWE7OvgnMb5lCbaevcPolSczdJ/XopNZNGk0PkmnWew9gpWmWuhC5kDcjSevR4hndfsUbB4H3xWDZW/C2iEYd339wFNXH71J8tktFFJuYl97xMNX+1bsA3XfR39qGUu853LpdhzLgh/x/X1wGuz9nl/N1YhO1xM1tSVTVu/k2PVYVFXFbFEJPrATZyUV95INMuGmhRBCCCGEEEJkBunB/Cpa2Rv14mamllnDsRgddxLSuJOQRlRiOv/Mxfw9HKhdxJtaRbypGuiJk+39/WXTTWZuxaURnZROKV9X7Kz1j5z62IVr+C6tR7zZjt+qLOHtJqXRZcYmTdkl5a4WZEZf1H7tlh8K1ISAWhBQA4OjDz3mHObw1bvM7lGRWkW8s7ferGJIxvhjVSLi0/imwGx+6F4d5V7oZFneA/O5DdRL+4rSpcoysWOZx36fPLUTS1F/HUSYkpc8lttE6XPzS/6JuOQugL+nA97Otry97DijbNfwZupiGHwYvIs+/Xx3Q2F2U+15r038dMLCN1su0LGCHwPrFCLA0+Gv9+FPqqqyPPgGC9dtZZVuDDF56+HTdznvzNzAhJvdocwb2LT96RneBCEyKDUWTi6HYwvh9kksihWHbaswPaEqLfQHaaffw5JcI7Gv2pe6RXPh6mDNjbspNJ28h6W2X1DSNgplxEnQWz96nt3fwo7POGhbg2HGwWwb3RBX+/9cc3o16spebLMEMcf3E3oUTqfmnreIsLjTLv1jHF29KO3nRsHz03nXehmMvgKOOXhDWCGEEEIIIYR4CWS0B7MEzK+iO2dgajWoMw7qjP3rsNmiEpOUzq34NE6Ex/HHhSgOhMaQYjBjrVco7+9OKV9XIhPTuRmbws24VCIT0//6FLWbgzWdKubjrcr579tAMN1kZtL2SwTuG00b/V4uNF9NyYp1n+ddZx2LBaLOwdU9cG0PXNsLaXHaawXrktB2Hh1nneDG3RSW9a9KKV/XJ58jLR4sZq3/bw5k2TQO3aGf6cV4vnx7ILlc7P5+MSEC9ceKXHcuS+2bAynv7870rhXwdrbN3CIO/ARb3uMQpXhXP4YuAQl0DR1NIvZ0TR/HRUteAFytTRx1HIHev5LWs/xZRZ6DOc3Axgl6bebrA4l/tUXxcLShvL87Qfm1Rz4Pe8avPcP2MxFsdf6MAKto9IMPg5M3p2/Gc2RqX7pbbUc39Ah4Bj57bUI8jNmE+nMVlJhLhNsVYX5qdZanV8HVMzfty/tRLJcd+bb2o0jiAQYbhrGNKlQu6EFsshHnu6dZpoyFhp9B9WEZm+/Az7BlHL+by3G44veMa1Xu79eu7sayoB3HzAX41P1/LBhQGxc7a7i6B3Xh68S4lORDl8/5/XIii2wnUMHTgDL4YNa8L0IIIYQQQggh/iIBs3i0JZ0hbD8MOQKO3g/9iHO6yUxIWCy7L0az+2IUl6OSyONih6+bPb7u9vi52+PrZo+znRVrT0Sw5cwdLKpK/WK56V4tPzUKeXH+diIjlx3HL3IXM20mYqj2DjaNPnrON/wcWcxw5zRc2Ay7JkCx5txuPIPXpx3EaFFZM6gafu6P2Ljxv4xpqNNqgMWIMvgwWGVyMPusrh9Cnd2YBaYGOLad9ODNGvf/AFs/IKTqT7y51xNnO2smv1GWaoGZsAJRVbW+rXu/Z4tama8dRjG7T3XyezpqH/tf8DqqxcStFgu4ZF2UQtdX4Lt3HPTYAAE1nn1+0DYkm9cKnHJDz01cSrbjyLVYQsJiOXY9ltDov1vOWOsVFhXdS6XQn7Q2GyXb/vXamLnbGH+1C7oSrbDtNCtzahPiAUwnVmC1pg8jDIPYalWb5q/50KFCPioGuP+96t6Qgjq/DWrEMZYV/Z6Z4X5ciUpmb6FF+EXtgZFntE1PMyp4NqwfyV5LKXwHrKFA3lxw+xSW2U25anBlsO3/mD+48b9/QHVmDazoCcWak9h8Kk6Ti6AEdYemX2XuGyKEEEIIIYQQ4j4SMItHCw+GmfW151b24JwHXPJqX519wLsYBNYDV98nGjYiLpXFh66z9Mh1opMMBHg6cDMuFX+7NDZaj8bW1Qf67gArmyy4qRzo4DTYPAYq9uVi0Ee0n3YAb2dbVg2shptDxt6DuA3jcTvyPQDJdT/DsXYGVww+D8Y0jD9VIzI2gc/8ZzK1V+37WkIAYDbC9FqQnsSF9tsYuPw816KTGdGgCIPrFkL/tG1SzCZYPxyOLWSJuT4LPYcxp1eVfwdUd0Nhfhtt479OC2DTu2DrDH13Prx37NMIOwAL2oJnIeixDuzd/3opJimdY9fjOHcrgWa57xK4ujkUb6EFzP9w6U4i238YyACr9SgD90PuEplXnxB/UlVuf1OJ5KREdjZYT+fKATg+oAUSoLXRmNMM4q5Dj/Uk6l1xnlYBqg6CRp8/8dQJB+fhuGk4V+xKUaTXdMzz2xKTYqIbn/PToFYEejvdf9Gh6drvW/9qcH0/dFqk/f4RQgghhBBCCJGlJGAWj3dtn7byMvHWvcdt7WvCLTClaud4F4dC9bWwOX81sLbXjpvSIT4c4m9om5IlR0LBuuBbHtBWPm86dZulR67j42rPl5bvsL20EfrtgjylsuV2s82W9+HA/9u77/Aoqj2M49+z6bQECJ3Qi4r0UESaohQbUi7IVQQBQQWEa8N6FXtHBbwCAqI0saCISFNQEeldQHpJCC1AKKmbPfePXZWSUEKSScL7eZ59spmdmf2NHs5u3p39zQi46QWWlL6Xe8cuo1bZUEbeXY8SpwehaVi+/HfqfH8rc2lCIU8ctf12wqA1FApzuPdoqhv2rcYuG41ZP42+9lmGPjKAUqEh6W+zezGMbwdNH+FUs2d4Zvp6vlmzj6ZVwhnWtc6lt8xwJ8GXvWDzTN53d+S3svczpkeDc3u7gndsf9YRDm4ELHQeB9d2urTnuxjbfoQpd0Hxa6BBb4hoBEWrei8KCN6g/eNWEBcN/Zem2UP22cm/MOTPLgRUvYHge6Zkfo1yxVv383RqLejJV2WfpFOfpy68wfF9MLYNpMRDheth8/cwaC2EpvFthYswZ9qH3PjHs/gbD6dMPrq5h/Li/Z2pW65w+hvNHwqL3gUMDNl5xgc4IiIiIiIikjUUMEvGWesN4rb9CNt/9AaDqcngH+y9INrJg97AjjTGTplIaNgXatz5TyuHDV95g8BW/4Vmj2broeQIHg983cf736HjGL6nGYM/X42/y8UDLSrTt3klQgLPvOidtZZRP2+j/k93U91vH8d7LSYmagf1Z9/Jt/k702bwR+QLTOeMw6xgLRzeCjsWem+7foWk4wCMcd9CgTveoFvDchfez/QHYP2X0P1rbIVmTFuxl/9++weFQgL44K66XFe56MWX9MMQzNKP+G9KD2Kq38vwbnXPf/HAhKMw9W6Ij4UHfgO/LPrvt/l7mDHQ+zwAwWEQ0dB7O7Efln8MXT6Fa9qnufme2HimDxvAIP+vvGdZ+z60EckMh08msf2dm6jCXvI9vpGQfBfZrufwNhjX2juua3WFjqMzXENiSiovvPUW9yV+xnOpvXmw+z3ccFXx829kLcx5GhKOQYf/Zfi5RURERERE5OIpYJbMkxwPu3/zBs6HNkOhMhAWAaER3p9h5SCoEKz/ApaNhthtkC8c6veEq26FiR2hSGXoNSfrQr2czp0EEzvBniVwz5fsDm3AG7M3M2v9fkoWCuaJttW5s04ZXC5DfLKbJ75cR4E/JvF6wMck3foBQQ16ABA97l7Cd8/i8VLjeLP3recPVDPL8X3e/sKxWwGICyrNcldtZpyoyiL3NVxbrTIT7muQdmuMs5085D2L+ch2aPk0NHuUTQdO0n/SKnbFnqJ304o82LIKRfKfv33I7sVfUX5uL8a727CpzjO82qEm/n6uCz+/td6ziLO6RYu13n8He5f6bsu8/3bAe+Z053Hn3Xzol0sYuL4TIeUjCen1bdbWKrnfsT3edjxHd0LHMRCURpsJwOOxDB09maH7H+Jgo6co3u7JNNdLV/QqmPss3PYeFKt2WSXP23iA/pNW8UqHa/lXZMRl7UtERERERESyhgJmcYbHAzsXwrIx8OcPgPWe+fzAIgiv6nR1zko45g1X46Lgvh+g5LUs33WEl2ZuZF1UHDXLhPJAi8oM/2krsQf2sij/EALL1sb0mPlPr+Bje0j9oD7TUxrzQ+X/8lH3+gRcTLB6GRKn9MBvy/e85unBvOQaRFGCmmVCub5KOE2rhNOgQhEC/S+hhqQT8N1g2PClt/VKh9GcDCjMi9/9wRcro8gf6E+vphXp06wihYLPbHdx9FQyo2f9Rp8N3TlsirK+7Vd0alT54sJtpyUc9V50sEwkBJ7/rNGYuAQ+fftRhvhN8o6V8k2yqUjJVaJXwuIR2I3fer9PYi1JV91JSNdxafYXH7toJ8XmPEjbwHUEPr4JgkOzveTTJaakZs+HZCIiIiIiIpIhCpjFeUd3warPoFStdNsBXHHiouDjm8F64Pb3oVobPBZmrN3HG7M3ExOXSKFgf+aXm0Dx6Hnw4OJzg/m5z2EXD6dd0mtUrtmID+6qm/GL5F1A9OrZlPm2KyM8nYmpO5imVcK5rnLRi75AYbqshVUTYNYTkK8IdBoLFa5n64ETDJu/hVnr9xMaEkC/FpXo2aQCQf5+TFm2h3fnbGRE6ktE+m8nqdcCCpbNuxfBe+3bVfRe1YHEG4KbAAAbn0lEQVSCpasT0ndO5l6QUHIvjwe2zPb2dd/9G0l+BfjC3sjI+Jvp5PcLjwV8wQ8VhnBdl8fO+He6ITqOQR9OZ17AfzBNBmBav+TgQYiIiIiIiEhuoIBZJKc6sBGmdfe2UKjYAtq8AiVrkpCcyjdrornRby0lvrvH20Ki5ZBzt084Cu/XYU++a2i+bwC31SrFvyIjqFK8AKVDgzPtbN7l2w9Q5LMbCMJN3H2/UqN8iUzZ7xn2r4cvesKRHXDDM9D0EXC52BAdx7vztvDT5oOEFwgkvEAQm/ef4LVic+l24hO4YwTU65759eQgh08mMeLNp3nB9TGeJoNwtX7R6ZLEaalumNgBdv7CscASfJTYhonJzaldJYI+zSpRJTwfp8Z1oOLJ1XQ3L3NDy5u57/oKeKzltuGLePDUR3RmPmbweihUyumjERERERERkRxOAbNITpaaAivGwcLXvK0z6t4DNz4LQQVhZGMI8LUV+etCiWdbPBzmPsvX137IIyvC/l6cP9CPysULUKV4AaoWL0i9cmHUKRdGkP+lfQ195rp9bPjiZZ70m8Sh2z+lWP0sPAP99JYZZerDjc9BpZZgDCt3H2XYvC3ExCUwtH481/98D+aa9t4exlfAGb3vzNlM8V+fobv/fL4N74v7ukG0qF6M8ALpjAvJ2xa+Dgtf4yV3dyZ62nBr7Qh6N6tIjdKntbo4dZiUD6/nSJKLm06+SP5CRahcPD+bt+9kWb7B+NXqDO1HOncMIiIiIiIikmsoYBbJDRKOwi9vw9JR4BcIpWrDnsUX7rubkggjIiFfEWL/PYeth+LZdvDk37etB09w4HgSAEH+LuqVK8x1lYvSuFJRakeEphs4W2sZu2gnY77/jYUhj+FfqQUB3adlxZGf/cSwdir89DIcj4LyTaHVc1CusffxxDj4qKn3fr9fISQs/X3lIakey+z1+yj108PUi5vP0ym9meJpRa0yobSoXpzrKhWlTkQYIYHqY5vn7VmKHdeW6alN+L3WqzzSuhqlQkPSWXcJjL+FIxE30zthIKv3xjG5yo80iRoL/ZdBserZW7uIiIiIiIjkSgqYRXKT2O0w/3nY9B3U7+ntz3whaz+H6X2h48dQ61/nPHwsPpnlu46yZEcsS3bEsjHmONZCcICLaiUKUio0mFKhIZQO++fnzHUxjP9tF1+EjyEy8XdM/6VQuEKmH2663EmwcgL8+jacPABVbvK2zlg8HDZ+C71mQ0TD7Ksnp0hNwU69G7bOZU71lxl9tC6r9x7DWvB3GWqULkRkhSJEli9M/QqFKV4w2OmKJTMlxuH+8Hpi4pJ4psSHjH/gpgv3Xf/tA5j3HLbt62wt05GqkxthyjWBbpOzp2YRERERERHJ9RQwi+RGsdshrBz4BVx4XY8HRjeHk4egzr+h2FXeMxPDq0Jg/nNWPxafzLKdR1iy4whbD54gJi6RmGMJnEpOPWO9F2vGcu/Wgen3gM4OyfGwfAwsGuY9yxu8rTOaP+ZMPTlBSgJM7AR7l8JdU4grewMr9xxhxa6jrNh9lLV7j5Hk9gDQ6qrivN+tLgWC/B0uWjKD58s+2A1f0YMXeX1Qb8oWznfhjayFKd1g23yo1QXWTIJec6Fco6wvWERERERERPIEBcwiV4KolTBjABzeAh73P8vDynkD57INoUJTKFMvzX7O1lqOJ7qJiUsg5lgiwcbNdfPuhNQkeGiptxe0kxKPw9KP4NRhaPsauK7wVhCJx2HCbXDoT+g+/Yw2KsluDxv2xbHwz0OMXLCNq0sVZFzPBjqbObdbNw2+vp93UzpTpctL3FG79MVvm3AURjWHY3ug3HXebwCIiIiIiIiIXCQFzCJXEncyHNkBh//0ho+HNsOBjXBok/dx/xBva4kKzbyBc6naEJjGWZC+r9Xz72lQrU32HoNcnFOHYXw7OLEfruvv7VNdJhKCCvy9yoLNB3lo0iqKFghkQq+GVC5W4Dw7lBzr6C7cHzZlTVIpptb4H293veBr+rmiV8K0ntB+BFRqkeklioiIiIiISN6lgFlEIP4I7F4Mu36FXYvgwIZ/HgspAqFloFBZ78+CpeDXd70hVLcpztUsFxYXBV/0hKgVgAXjByVresPmiEZQ+UbWHoZenyzHYy0f92hA/fKFna5aLkWqG/e4diRGb6BX8DDGDu5EweCLaJ2TFmvBXKBns4iIiIiIiMhZFDCLyLnij8Du37xnOR+Phrho388oSDwGAfnhocXZe2E/ybiEY96Qee8S2LPEe9+d4P3Q4J6v2OWKoMf4ZeyPS2R4t7q0rlHS6YrlYi18HRa+xmD3AO7t+xj1yukDAhEREREREcleCphF5NIknfT2cQ4Jc7oSyajUFO8HCF/3BXcidJvK4aL16f3JctZHx/H87TXo3rg8Ltdlns2amgLxsVBQgXWW+PMH7JR/Mz21CVEt3+PhVlWdrkhERERERESuQBcbMLuyoxgRyQWCCihczu38AqBSS+g9D/IXh0/vJHzPbKb0bUyLasV4fsYf3PLBr8z5Yz8Z/nAxJQE+vRP7Xi1v+xXJNKeS3Py+YCbJU+9lva3I9FKP0P+GKk6XJSIiIiIiInJeOoNZRCQvij8Ck7tC1HJo9wapDfoyY20078/fyq7YeGqULsR/bqpGq6uLYy6iP29CcipLtsVQenZfqh5fzEFbmEJ+yaxrM4169a8j0F+fV6ZrzWRIPgWRvcDld8ZDB08k8uOmg8zbeIBD21YyyW8osSaM8dU+ov9tjShRKNihokVERERERORKpxYZIiJXupQE+KoPbJ4J1w+CVi/gtvDNmn188ONW9hyJp1bZUB6+sSoVwvPh9ljcqRaPtX/fXx8dx8I/D7J852HeMCNo77eYCUUHE1XkOvpu7UeS9ec+1ytE1ryG22uXplHFovhdbguOvMJa+PkNWPgaALsK1GFs+BC2JBUm9lQysSeTOBqfAkDDsOOMTX2WwAB//PrMxb9IeScrFxEREREREVHALCIigCcVZj0OK8ZCjY7Q9jUoWJKUVA/TV0XzwU9biTqacN5dVA7PxxshE4g8NJ2UG54noMUjAKTsXY2ZcCv7/UrSIeFZDiUHUaJQEMO61qFJ5fDsOLqcy1qY8wwsGcmXnpYsTa3G8wGfYYDxof3ZWKwdRQsEUzoshFblDFVndsLEH4Fes6H41U5XLyIiIiIiIpK5AbMxZhxwG3DQWnvtWY89CrwNFLPWHjbe71q/D9wCxAM9rbWrfOv2AJ71bfqytXbChZ5bAbOIyGWyFhYNg59e9vZpjuwNTQdDgeIkuz38vOUQiSmp+LkMfi6Dv8vgchn8jKFieH4iVr3p3f76wXDz0DP3vW0+TOpCavmmzKkznHd/2kXU0XjG3BtJs6rFnDlep3lS4btBsPozxrvbMrPUAMbe14iwpH0w/UHYsxiuvgNue8/7/2PCbXBoC/SYARENna5eREREREREBMj8gLk5cBL49PSA2RgTAXwMXAXU9wXMtwAD8QbMjYD3rbWNjDFFgBVAJGCBlb5tjp7vuRUwi4hkkiM74Je3Ye0U8AuChvd7W2fkP8/ZxouGwfwXoP59cNswSKtf8+pJ8O1DULsbsTe9x91jl7Hj8ClGda/PDdWLZ9nh5EjuZJjeF/6Yzvvujiwv349R90aSP8jf+7gnFRYP94b9+YpAaATErIFuU6Hqzc7WLiIiIiIiInKaTG+RYYypAMw8K2D+EngJ+BaI9AXMo4CF1topvnX+BFr+dbPW9vMtP2O99ChgFhHJZLHb4ec3Yf008A+BBr2gSCVv+Olx/3M7HgPLRsG1naDjmHMuUHeGn9+EBa9As0c52vhJ7hm7lK0HTjLy7nrcfE2J7Ds2JyXHY6fdi9k2j5dT7mZP9V580K0uwQFp/Hfbvx6+uh8ObYIOo6F21+yvV0REREREROQ8LjZg9r+MJ2gPRFtr15ozz2grA+w97fco37L0louISHYqWhk6joJmj3ovQrd4BN4vlqTh6tuhw6jzh8sAzR+HuCj49R0KB4cyuc9D3DtuKQ9OXMnwbnVpV7NUph9GjnJiP/aLnrBnCU+m9CG5Vnc+7FwLfz9X2uuXrAn9foZjeyC8araWKiIiIiIiIpKZMhQwG2PyAU8DrTO3nL/33xfoC1CuXLmseAoRESlWDTqPhVvegtRkcPmDcXl/uvy9obJ/0MXtyxi49V1IOgHz/ktoajKf9RlMz3HLGDBlNe95LLfXLp21x+OUTTOxMwaSkniKR5IHULjhXbx6Rw1crjTaiZzOP0jhsoiIiIiIiOR6GT2DuTJQEfjr7OWywCpjTEMgGog4bd2yvmXReNtknL58YVo7t9aOBkaDt0VGBmsUEZGLka9I5uzHz9/XSsMffnqZQqkpfNrrcXp9soJBU1cD5K2QOekkzHkKVn3Kdr/K9Et8ijYtmvN4m+qYtHpVi4iIiIiIiORBGQqYrbXrgb+v3GSM2cU/PZhnAAOMMVPxXuQvzlobY4yZA7xqjCns26w18NRlVS8iIjmLnz90+Aj8AuDnNyiQmsIn9z1Nj/HLefzLtVQqlp8apUOdrvLyRa3Afn0/HNnJaE97PjZdeeWe+rSuUdLpykRERERERESyVTrNIc9kjJkC/A5UN8ZEGWN6n2f1WcAOYBswBngIwFp7BO8FAZf7bi/6lomISF7i8oM7RkC9HrDoXfItfIH/3V2PsJBAHpi4kmPxyU5XmHGeVPj5TezY1sTGnaRr0rMsrjCA7//TSuGyiIiIiIiIXJGMtTm7A0VkZKRdsWKF02WIiMil8njghydg+Rho2I/VNZ6k6+ilNK5clPE9G+B3oR7FOdH8F2DRMGaZZjyX0pOB7erTo0kFtcQQERERERGRPMcYs9JaG3mh9TLag1lEROT8XC7vBQT9AmHJSOr6BzK0fV+e+no9w+Zt4bE21Z2u8NLsXoxd9B6fu1syodhjTLmrDtVKFHS6KhERERERERFHKWAWEZGsYwy0eQXcibB4ON061WFtg2qMWLCNmmVDaZNb2kokHsf95f3ss8WZXXYw3/RpQpC/n9NViYiIiIiIiDjuonowi4iIZJgx0PZ1iGgMMwYytLGhdtlQHp22lu2HTl7avtxJ8Hl3WPdF1tSaDs8PQzAn9vG0Gchr3RorXBYRERERERHxUcAsIiJZzz8QukyAoIIEfdmdjzpXIcjfRb/PVnIyyX3Ru0n68VXYNIOU7/4Dp2KzsODTbJyBa+1kRrrv4F93dqRUaEj2PK+IiIiIiIhILqCAWUREskfBktDlU4jbS6kfH2Z4t9rsOHSS/pNWceB44gU337D0R/x//4BfUmtikk+xe/rzWV/zif24v32YdZ5K7LhmAO3rlMn65xQRERERERHJRRQwi4hI9inX2NsuY+scmkSNY2j7a1m8/TAt3lrAW3M2czwx5ZxNktypvPX9aoK/H0CsKYz/XZ8yL187ymydxK+Lf8u6Wq0ldfpDuJNO8UrQfxh6Z52sey4RERERERGRXEoBs4iIZK8GfaB2N1j4Gt0Lb+LHR1rSpkZJRi7YTos3FzB20U6S3KkAbDlwgjtHLib097eo4tpHoS6jaFKjEs36vE2SK5ik2c/yw/qYrKlz+cf47fiRl1PuZlDXWwjNF5A1zyMiIiIiIiKSiylgFhGR7GUM3DYMStaCr/tSjhjev6suMwc2pUbpUF6auZFW7/zMyzM3ctvwRZSKW8P9/rOg/n0EX30zAAWKlsa/5ePc5FrF5KmfMSuzQ+bDW0md8ywLU2sT1Ph+mlQJz9z9i4iIiIiIiOQRCphFRCT7BYRA14ngcsHEjrB5FteWLsTEPo34rHdDCgUH8PGinbSqlJ/RhcZiwiKg9Utn7CKoyUN4QsvxYsgUBk1ZyffrMilktpaUbwZwIjWAUWGP8HjbqzJnvyIiIiIiIiJ5kAJmERFxRuHy0G0quPxhajcY3w72LKVZ1WLMHNiUOYOb82HJmfgf2wntR0JQwTO3DwjGdfNQKrp38J/w5Tw8dTXfrd132WWlbPyOgKglvOPuynPdbiQ4wO+y9ykiIiIiIiKSVylgFhER55RrDA8tgVvfhdjtMK41TL0bV+xWqieswSwbBQ37QcXmaW9fowOUbcgDqVNoEhHMwCmrGfHTVqy1GSonJTmJ2G+eYqunDDVv7881pQtdxsGJiIiIiIiI5H0KmEVExFl+AdCgNzy8Gm54BnYshA8bw+f3QJFKcNPz6W9rDLR5FdepA4yv+hvt65Tm7blbeHjqGhKSUy+pDHeqh68+foWSKVHsqfcEXRpVurzjEhEREREREbkCKGAWEZGcIagAtHgCHl4DDfp4g+c7/weB+c+/XUQDuLYT/ktG8l7bcJ5oW52Z6/bRZdTvxMQlXNRTezyW5z7/nZsOjGdfWH1ate+RCQckIiIiIiIikvcpYBYRkZylQDG45U14fJu3hcbFaPU8WA9mztM81LwiY7pHsuPQSe4Y8Rur9hw976bWWp75Zj2lNo4m3Byn9L/e8p4ZLSIiIiIiIiIXpIBZRERyv8LloeUQ2DQDJnfhpkrBTO9/PSEBftw1aglTl+0h9mTSOb2ZrbUM/W4jPy1by4OBP8C1naBMfYcOQkRERERERCT3MRm9EFJ2iYyMtCtWrHC6DBERyQ1WjINZj0PhivDvzzkaHMFDk1bx+45YAIL8XZQJC6F0WAilw4I5lZTK9+tjmF52MnWOzsUMWA6FKzh7DCIiIiIiIiI5gDFmpbU28kLr+WdHMSIiItkisheEV4PPu8OYGyj8r0/4tHdLftlyiD1H4tl3LIF9xxKJPpbAwj8PEXsqmSH1Uqmz8XvMdf0VLouIiIiIiIhcIgXMIiKSt1RoCn0XwJRuMLEzAW1epVWjfmn2VfZ4LK7JnSG4EDR71IFiRURERERERHI3BcwiIpL3FK4AvefC1/1g9hDYtxquugVCy0JoBOQLB5cL186FsG0+3PwS5CvidNUiIiIiIiIiuY4CZhERyZuCCkLXibDgFfj1HVg39Z/H/IIgtAwknYDQctCwr3N1ioiIiIiIiORiCphFRCTvcrmg1XPQZAAc2wtxUXA8GuJ890/sh+sHQ0Cw05WKiIiIiIiI5EoKmEVEJO8LKey9larldCUiIiIiIiIieYrL6QJEREREREREREREJHdSwCwiIiIiIiIiIiIiGaKAWUREREREREREREQyRAGziIiIiIiIiIiIiGSIAmYRERERERERERERyRAFzCIiIiIiIiIiIiKSIQqYRURERERERERERCRDjLXW6RrOyxhzCNjtdB0OCAcOO12EXHE07sQJGnfiBI07cYLGnThB406coHEnTtC4k+x2JYy58tbaYhdaKccHzFcqY8wKa22k03XIlUXjTpygcSdO0LgTJ2jciRM07sQJGnfiBI07yW4ac/9QiwwRERERERERERERyRAFzCIiIiIiIiIiIiKSIQqYc67RThcgVySNO3GCxp04QeNOnKBxJ07QuBMnaNyJEzTuJLtpzPmoB7OIiIiIiIiIiIiIZIjOYBYRERERERERERGRDFHALCIiIiIiIiIiIiIZooA5BzLGtDXG/GmM2WaMedLpeiRvMsZEGGMWGGM2GmP+MMYM8i1/wRgTbYxZ47vd4nStkrcYY3YZY9b7xtcK37Iixph5xpitvp+Fna5T8gZjTPXT5rM1xpjjxpjBmuskKxhjxhljDhpjNpy2LM35zXh94Hu/t84YU8+5yiW3SmfMvWWM2ewbV9ONMWG+5RWMMQmnzXsfOVe55GbpjLt0X1eNMU/55ro/jTFtnKlacrt0xt3np425XcaYNb7lmu8kU5wnN9H7u7OoB3MOY4zxA7YANwNRwHKgm7V2o6OFSZ5jjCkFlLLWrjLGFARWAncCXYCT1tq3HS1Q8ixjzC4g0lp7+LRlbwJHrLWv+z5YK2ytHeJUjZI3+V5jo4FGwH1orpNMZoxpDpwEPrXWXutblub85gtfBgK34B2T71trGzlVu+RO6Yy51sBP1lq3MeYNAN+YqwDM/Gs9kYxKZ9y9QBqvq8aYa4ApQEOgNDAfqGatTc3WoiXXS2vcnfX4O0CctfZFzXeSWc6Tm/RE7+/OoDOYc56GwDZr7Q5rbTIwFWjvcE2SB1lrY6y1q3z3TwCbgDLOViVXsPbABN/9CXhftEUyWytgu7V2t9OFSN5krf0FOHLW4vTmt/Z4/0i21tolQJjvjxiRi5bWmLPWzrXWun2/LgHKZnthkqelM9elpz0w1VqbZK3dCWzD+zevyCU537gzxhi8J0pNydaiJM87T26i93dnUcCc85QB9p72exQK/SSL+T7hrQss9S0a4Ps6xzi1KpAsYIG5xpiVxpi+vmUlrLUxvvv7gRLOlCZ53F2c+YeH5jrJDunNb3rPJ9mhF/DDab9XNMasNsb8bIxp5lRRkmel9bqquU6yQzPggLV262nLNN9JpjorN9H7u7MoYBa5whljCgBfAYOttceB/wGVgTpADPCOg+VJ3tTUWlsPaAf0933d7W/W27tJ/ZskUxljAoE7gC98izTXSbbT/CbZyRjzDOAGJvkWxQDlrLV1gUeAycaYQk7VJ3mOXlfFSd048yQCzXeSqdLITf6m93deCphznmgg4rTfy/qWiWQ6Y0wA3klykrX2awBr7QFrbaq11gOMQV9hk0xmrY32/TwITMc7xg789dUh38+DzlUoeVQ7YJW19gBorpNsld78pvd8kmWMMT2B24C7fX/44mtREOu7vxLYDlRzrEjJU87zuqq5TrKUMcYf6Ah8/tcyzXeSmdLKTdD7u3MoYM55lgNVjTEVfWdb3QXMcLgmyYN8farGApuste+etvz0/kAdgA1nbyuSUcaY/L6LI2CMyQ+0xjvGZgA9fKv1AL51pkLJw844s0VznWSj9Oa3GcC9vquNN8Z7YaKYtHYgcimMMW2BJ4A7rLXxpy0v5rvYKcaYSkBVYIczVUpec57X1RnAXcaYIGNMRbzjbll21yd52k3AZmtt1F8LNN9JZkkvN0Hv787h73QBcibf1Z4HAHMAP2CctfYPh8uSvOl6oDuw3hizxrfsaaCbMaYO3q947AL6OVOe5FElgOne12n8gcnW2tnGmOXANGNMb2A33ot0iGQK34cZN3PmfPam5jrJbMaYKUBLINwYEwU8D7xO2vPbLLxXGN8GxAP3ZXvBkuulM+aeAoKAeb7X2yXW2geA5sCLxpgUwAM8YK292Au1ifwtnXHXMq3XVWvtH8aYacBGvC1b+ltrU52oW3K3tMadtXYs515jAzTfSeZJLzfR+7uzGN83pkRERERERERERERELolaZIiIiIiIiIiIiIhIhihgFhEREREREREREZEMUcAsIiIiIiIiIiIiIhmigFlEREREREREREREMkQBs4iIiIiIiIiIiIhkiAJmEREREREREREREckQBcwiIiIiIiIiIiIikiH/Bw3F7QEcIAKiAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, ncols=1, figsize=[20,10])\n",
"\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" ax[count].plot(dataset[train_split:train_split+200])\n",
"\n",
" model1 = cUtil.load_obj('model2'+dataset_name)\n",
"\n",
" forecasts = model1.predict(dataset[train_split:train_split+200])\n",
" \n",
" ax[count].plot(forecasts)\n",
" \n",
" ax[count].set_title(dataset_name)\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 143
},
"colab_type": "code",
"id": "0ZotUMWW9mXY",
"outputId": "b6c483fa-0f67-48ff-a66f-2645dd0a4d79"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Dataset | \n",
" RMSE | \n",
" SMAPE | \n",
" Theil's U | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" TAIEX | \n",
" 84.15 | \n",
" 1.42 | \n",
" 1.28 | \n",
"
\n",
" \n",
" 1 | \n",
" SP500 | \n",
" 5.58 | \n",
" 0.40 | \n",
" 1.01 | \n",
"
\n",
" \n",
" 2 | \n",
" NASDAQ | \n",
" 27.98 | \n",
" 1.33 | \n",
" 1.17 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Dataset RMSE SMAPE Theil's U\n",
"0 TAIEX 84.15 1.42 1.28\n",
"1 SP500 5.58 0.40 1.01\n",
"2 NASDAQ 27.98 1.33 1.17"
]
},
"execution_count": 16,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"from pyFTS.benchmarks import Measures\n",
"\n",
"rows = []\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" row = [dataset_name]\n",
" \n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" test = dataset[train_split:train_split+200]\n",
"\n",
" model1 = cUtil.load_obj('model2'+dataset_name)\n",
" \n",
" row.extend(Measures.get_point_statistics(test, model1))\n",
" \n",
" rows.append(row)\n",
" \n",
" \n",
"pd.DataFrame(rows,columns=[\"Dataset\",\"RMSE\",\"SMAPE\",\"Theil's U\"])\n",
" \n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "g_pyPx8m9mXe"
},
"source": [
"## Residual Analysis"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"colab_type": "code",
"id": "h5TFuyfW9mXh",
"outputId": "cff3f28c-4e26-4d2e-e0ce-ddff3bd05879"
},
"outputs": [
{
"data": {
"image/png": 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",
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