{
"cells": [
{
"cell_type": "markdown",
"id": "ecae1630",
"metadata": {},
"source": [
"# Simple example\n",
"\n",
"This Section demonstrates how to apply our `pymcdm` library in a simple case. It will be demonstrated on an artificial decision matrix with 3 criteria and 4 alternatives."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "30b0faae",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from pymcdm.methods import TOPSIS\n",
"from pymcdm.helpers import rrankdata\n",
"from pymcdm.correlations import weighted_spearman\n",
"from pymcdm.helpers import correlation_matrix"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a6a92adc",
"metadata": {},
"outputs": [],
"source": [
"if not os.path.isdir('./images'):\n",
" os.mkdir('./images')"
]
},
{
"cell_type": "markdown",
"id": "8525d1d6",
"metadata": {},
"source": [
"Definition of a decision matrix. Usually, you will want to read one from the file."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "20df35bf",
"metadata": {},
"outputs": [],
"source": [
"alts = np.array([\n",
" [4, 4, 0.2],\n",
" [1, 5, 0.5],\n",
" [3, 2, 0.3],\n",
" [4, 3, 0.5]\n",
"])"
]
},
{
"cell_type": "markdown",
"id": "bc6a60b8",
"metadata": {},
"source": [
"Define the vector of weights. The Sum of the weights should be equal 1."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "46805f98",
"metadata": {},
"outputs": [],
"source": [
"weights = np.array([0.3, 0.5, 0.2])"
]
},
{
"cell_type": "markdown",
"id": "f2aa6b93",
"metadata": {},
"source": [
"Define criteria types. The first and third are benefits, so we have 1 in `types` vector, and the second one is a cost, so we have -1 in this vector."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "69aca0ff",
"metadata": {},
"outputs": [],
"source": [
"types = np.array([1, -1, 1])"
]
},
{
"cell_type": "markdown",
"id": "b795febc",
"metadata": {},
"source": [
"In the `pymcdm` library, every MCDA method is a class, so we first need to crate the object of out method. Some methods allow a certain degree of customization, e.g., the TOPSIS method allows to change normalization method in the constructor. Default normalization is a min-max normalization."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a89b1d02",
"metadata": {},
"outputs": [],
"source": [
"topsis = TOPSIS()"
]
},
{
"cell_type": "markdown",
"id": "7a19c482",
"metadata": {},
"source": [
"Next, we want to apply the chosen method to our MCDA problem."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "57679192",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.4689 0.2554 0.765 0.7466]\n"
]
}
],
"source": [
"pref = topsis(alts, weights, types)\n",
"print(np.round(pref, 4))"
]
},
{
"cell_type": "markdown",
"id": "a2fef009",
"metadata": {},
"source": [
"So we have calculated the preferences of the given four alternatives. The last one has a preference equal to 1, so this one is the best alternative. For the TOPSIS method, the most significant value of the preference means a better alternative. For other methods, you should check our documentation or methods described.\n",
"\n",
"The last thing we want to do here is building of the ranking. We will use `rranking` method from the `helpers` module of the `pymcdm` library to rank those alternatives from the most significant preference value to the lowest preference value."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e7011477",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3. 4. 1. 2.]\n"
]
}
],
"source": [
"rank = rrankdata(pref)\n",
"print(rank)"
]
},
{
"cell_type": "markdown",
"id": "90616ab9",
"metadata": {},
"source": [
"Alternatively, every method's object has a `rank()` method, which allows correctly ranking obtained preference."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "81c71163",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3. 4. 1. 2.]\n"
]
}
],
"source": [
"rank = topsis.rank(pref)\n",
"print(rank)"
]
},
{
"cell_type": "markdown",
"id": "f87df21a",
"metadata": {},
"source": [
"So our ranking is `[3, 4, 2, 1]`, but how to interpret those values? The first value in the ranking is 3, corresponding to the first alternative, so the alternative $A_1$ has position 3 in the ranking. Alternative $A_2$ has 4th position, $A_3$ has 2nd position, and $A_4$ has the first position in the final ranking."
]
},
{
"cell_type": "markdown",
"id": "a275bd18",
"metadata": {},
"source": [
"# Using several MCDA methods for a decision problem"
]
},
{
"cell_type": "markdown",
"id": "5f71a425",
"metadata": {},
"source": [
"In this example, we want to show how to apply several MCDA methods to a decision problem. We will show how to apply TOPSIS, MABAC COMET, and SPOTIS.\n",
"\n",
"We show how to read data from csv using pandas, and then we need to create objects of the chosen methods. Because of the uniform interface of every method, we could create a list of the MCDA methods objects and then apply those methods using for loop."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6d872436",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"from pymcdm.methods import TOPSIS, MABAC, COMET, SPOTIS\n",
"from pymcdm import weights as w\n",
"from pymcdm.helpers import rankdata, rrankdata\n",
"from pymcdm.methods.comet_tools import MethodExpert"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "fd88d228",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('vans.csv')\n",
"\n",
"# Use only columns with numerical data\n",
"alts = df[df.columns[3:]].to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "70145495",
"metadata": {},
"outputs": [
{
"data": {
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},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ed2fa03a",
"metadata": {},
"outputs": [],
"source": [
"# Define weights and criteria types.\n",
"weights = w.entropy_weights(alts)\n",
"types = np.array([1, 1, 1, 1, 1, -1, -1, 1, -1])\n",
"\n",
"# To use the COMET method, we need to define characteristic values.\n",
"# It could be achieved using `make_cvalues` static method of a COMET object.\n",
"# Alternatively, characteristic values should be provided by an expert.\n",
"cvalues = COMET.make_cvalues(alts)\n",
"\n",
"# COMET method also uses a expert_function to rate characteristic objects.\n",
"# To automatize the process, `MethodExpert` class could be used.\n",
"expert_function = MethodExpert(TOPSIS(), weights, types)\n",
"\n",
"# A similar thing should be done for the SPOTIS method. For this method decision\n",
"# bounds should be provided. Bounds could be defined by a decision maker or\n",
"# calculated automatically from the data.\n",
"bounds = SPOTIS.make_bounds(alts)"
]
},
{
"cell_type": "markdown",
"id": "e1e992b0",
"metadata": {},
"source": [
"Finally, we could define a list of chosen methods."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "85fafc2e",
"metadata": {},
"outputs": [],
"source": [
"methods = [\n",
" TOPSIS(),\n",
" MABAC(),\n",
" COMET(cvalues, expert_function),\n",
" SPOTIS(bounds)\n",
"]\n",
"\n",
"method_names = ['TOPSIS', 'MABAC', 'COMET', 'SPOTIS']"
]
},
{
"cell_type": "markdown",
"id": "3f2e588c",
"metadata": {},
"source": [
"Now we want to apply those methods in the for loop to get rankings and the preferences for this decision problem."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "62dfdbb9",
"metadata": {},
"outputs": [],
"source": [
"prefs = []\n",
"ranks = []\n",
"\n",
"for method in methods:\n",
" pref = method(alts, weights, types)\n",
" rank = method.rank(pref)\n",
" \n",
" prefs.append(pref)\n",
" ranks.append(rank)"
]
},
{
"cell_type": "markdown",
"id": "dedfb2da",
"metadata": {},
"source": [
"And then, we want to construct and show tables with preferences and rankings for every alternative."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "e357006a",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
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\n",
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" SPOTIS \n",
" \n",
" \n",
" \n",
" \n",
" $A_{1}$ \n",
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" \n",
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" \n",
" $A_{6}$ \n",
" 0.427 \n",
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" \n",
" \n",
" $A_{7}$ \n",
" 0.398 \n",
" -0.049 \n",
" 0.221 \n",
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" \n",
" \n",
" $A_{8}$ \n",
" 0.412 \n",
" -0.016 \n",
" 0.278 \n",
" 0.613 \n",
" \n",
" \n",
" $A_{9}$ \n",
" 0.498 \n",
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" \n",
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\n",
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"text/plain": [
" TOPSIS MABAC COMET SPOTIS\n",
"$A_{1}$ 0.576 0.229 0.746 0.368\n",
"$A_{2}$ 0.562 0.199 0.691 0.397\n",
"$A_{3}$ 0.459 0.068 0.396 0.529\n",
"$A_{4}$ 0.464 0.073 0.399 0.523\n",
"$A_{5}$ 0.430 -0.013 0.282 0.610\n",
"$A_{6}$ 0.427 -0.018 0.276 0.614\n",
"$A_{7}$ 0.398 -0.049 0.221 0.646\n",
"$A_{8}$ 0.412 -0.016 0.278 0.613\n",
"$A_{9}$ 0.498 0.128 0.497 0.468\n",
"$A_{10}$ 0.300 -0.185 0.076 0.782"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a = [f'$A_{{{i+1}}}$' for i in range(len(prefs[0]))]\n",
"pd.DataFrame(zip(*prefs), columns=method_names, index=a).round(3)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a821285d",
"metadata": {},
"outputs": [
{
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" TOPSIS MABAC COMET SPOTIS\n",
"$A_{1}$ 1 1 1 1\n",
"$A_{2}$ 2 2 2 2\n",
"$A_{3}$ 5 5 5 5\n",
"$A_{4}$ 4 4 4 4\n",
"$A_{5}$ 6 6 6 6\n",
"$A_{6}$ 7 8 8 8\n",
"$A_{7}$ 9 9 9 9\n",
"$A_{8}$ 8 7 7 7\n",
"$A_{9}$ 3 3 3 3\n",
"$A_{10}$ 10 10 10 10"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(zip(*ranks), columns=method_names, index=a).astype('int')"
]
},
{
"cell_type": "markdown",
"id": "93379738",
"metadata": {},
"source": [
"# Visualisation of the rankings\n",
"\n",
"The `pymcdm` library also includes more than ten ways to visualize results obtained with different methods. First, we will demonstrate four ways to visualize the differences between different rankings.\n",
"\n",
"The first two ways are a `ranking_bar` and `ranking_flows` functions from `visuals` sub-module. You could just use those functions or provide an Axes on which those plots should be drawn."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "ab304956",
"metadata": {},
"outputs": [],
"source": [
"from pymcdm import visuals"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "9cd4b52e",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=150, tight_layout=True)\n",
"visuals.ranking_bar(ranks, labels=method_names, ax=ax)\n",
"plt.savefig('images/ranking_bar.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "1bdc285d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=150, tight_layout=True)\n",
"visuals.ranking_flows(ranks, labels=method_names, ax=ax)\n",
"plt.savefig('images/ranking_flows.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "46220ffd",
"metadata": {},
"source": [
"The next one is a `polar_plot` function, which creates a web plot of different rankings. It would help if you created Axes with an `'polar'` projection, or this function will not work."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "4209bd91",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True, subplot_kw=dict(projection='polar'))\n",
"visuals.polar_plot(ranks, labels=method_names, legend_ncol=2, ax=ax)\n",
"plt.savefig('images/polar_plot.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ce0fe18d",
"metadata": {},
"source": [
"The next is a `ranking_scatter` function, which visualizes your rankings as scatter points. This function could visualize only two rankings."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "73de58db",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"visuals.ranking_scatter(ranks[0], ranks[1], ax=ax)\n",
"plt.savefig('images/ranking_scatter.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7dbec9fe-03ee-4fe1-8585-2328fe573661",
"metadata": {},
"source": [
"It is also possible to visualize the correlations between the rankings as change of the correlations as it showed below."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "e356dea9-f2b5-4693-af3d-4eb54908de22",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corrs = []\n",
"for r in ranks:\n",
" corrs.append(weighted_spearman(ranks[0], r))\n",
"\n",
"fig, ax = plt.subplots(figsize=(7, 2.5), dpi=150, tight_layout=True)\n",
"visuals.correlation_plot(corrs, ylim=(0.95, 1.01), space_multiplier=0.5, labels=method_names, ax=ax)\n",
"plt.savefig('images/correlation_plot.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "01815fa8-a9d2-4d7b-a6b8-2d156ff74194",
"metadata": {},
"source": [
"There is also a function which combine correlation_plot as well as ranking_flows function, which allow visualize it in simply way."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "0931f6a7-996f-4fe9-a1b0-f8fbb9d0e9e9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
" fig, ax = plt.subplots(figsize=(7, 5), dpi=150, tight_layout=True)\n",
"visuals.rankings_flow_correlation(ranks,\n",
" corrs,\n",
" labels=method_names,\n",
" correlation_plot_kwargs=dict(space_multiplier=0.5, ylim=(0.95, 1.01)),\n",
" ax=ax)\n",
"plt.savefig('images/ranking_flow_correlation.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5e96267b",
"metadata": {},
"source": [
"# Visualization of the correlations between rankings\n",
"\n",
"The following function allows us to visualize the correlations between several rankings."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "66f27e85",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Basic usage\n",
"corr_matrix = correlation_matrix(np.array(ranks), weighted_spearman)\n",
"\n",
"visuals.correlation_heatmap(corr_matrix, labels=method_names)\n",
"plt.savefig('images/heatmap1.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "29b7c197",
"metadata": {},
"source": [
"Those plots are highly customizable, you could see more comlex example below."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "c692805a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# More complex example\n",
"corr_matrix = correlation_matrix(np.array(ranks), weighted_spearman)\n",
"\n",
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"visuals.correlation_heatmap(corr_matrix,\n",
" labels=method_names,\n",
" labeltop=True,\n",
" cmap='Blues',\n",
" adapt_text_colors=['k', 'w'],\n",
" colorbar=True,\n",
" ax=ax)\n",
"plt.savefig('images/heatmap2.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b1244019",
"metadata": {},
"source": [
"# COMET visualization\n",
"\n",
"Using the COMET method in your research, you could visualize the MEJ matrix and characteristic objects with our library. We will demonstrate this on a two-criterion subset of the decision matrix."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "4256dc2a",
"metadata": {},
"outputs": [],
"source": [
"criteria_names = ['engine power', 'engine torque']\n",
"alts = df[criteria_names].to_numpy()\n",
"\n",
"weights = np.ones(2) / 2\n",
"types = np.ones(2)\n",
"cvalues = COMET.make_cvalues(alts)\n",
"\n",
"comet = COMET(cvalues, MethodExpert(TOPSIS(), weights, types))"
]
},
{
"cell_type": "markdown",
"id": "ea661df1",
"metadata": {},
"source": [
"First, we can draw the MEJ matrix, which is used for characteristic rating objects. Green pixels mean 1, and red pixels mean 0. Blue ones are for ties (0.5)."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "c23ec384",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"visuals.mej_plot(comet.get_MEJ())\n",
"plt.savefig('images/mej.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "933d4f04",
"metadata": {},
"source": [
"The following visualization is a plot of characteristic objects with alternatives. This one will work only in the case of 2 criteria."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "4bf32687",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"visuals.comet_2d_plot(cvalues, alts)\n",
"plt.savefig('images/comet2d.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5f2f5658-8174-430e-8982-8137c5194d34",
"metadata": {},
"source": [
"It is also possible to add contourf which presents change of the preference function."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "376ca77f-caa5-4d7b-a7bd-6f941a556ede",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"visuals.comet_contourf(comet,\n",
" alts,\n",
" colorbar=True)\n",
"plt.savefig('images/comet_contourf.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "de197e0a-15b7-4de1-9a45-6a83b4fc9864",
"metadata": {},
"source": [
"There is also a function which draw TFNs functions for the built COMET. See next example."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "ae781881-d23b-49e3-b186-3bb200ebb897",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 1, figsize=(5, 4), dpi=150)\n",
"for i in range(2):\n",
" visuals.comet_tfns(comet,\n",
" criterion_index=i,\n",
" criterion_name=criteria_names[i],\n",
" colors=['tab:blue', 'tab:red', 'tab:green'],\n",
" plot_kwargs=dict(lw=2),\n",
" ax=axes[i])\n",
"plt.tight_layout()\n",
"plt.savefig('images/comet_tfs.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "12a4bbfa",
"metadata": {},
"source": [
"There is also a 3d version of this plot that supports 3 criteria. Notice that the axis should be created with `projection='3d'` argument."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "b58e7642",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"alts = df[['engine power', 'engine torque', 'max velocity']].to_numpy()\n",
"\n",
"cvalues = COMET.make_cvalues(alts)\n",
"\n",
"fig, ax = plt.subplots(figsize=(5, 5), dpi=150, tight_layout=True, subplot_kw=dict(projection='3d'))\n",
"visuals.comet_3d_plot(cvalues, alts, ax=ax)\n",
"plt.savefig('images/comet3.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "33f85bc9",
"metadata": {},
"source": [
"# Weights visualization\n",
"\n",
"With our library is also possible to calculate criteria weights with different objective methods and visualize them on the bar diagrams as shown below."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "0c5dd6d5",
"metadata": {},
"outputs": [],
"source": [
"from pymcdm import weights as w"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "3bb6111f",
"metadata": {},
"outputs": [],
"source": [
"# Get full decision matrix once again\n",
"alts = df[df.columns[3:]].to_numpy()\n",
"\n",
"# Define list with several weighting methods\n",
"weighting_methods = [\n",
" w.equal_weights,\n",
" w.entropy_weights,\n",
" w.standard_deviation_weights,\n",
" w.gini_weights\n",
"]\n",
"\n",
"weight_sets = []\n",
"for m in weighting_methods:\n",
" weight_sets.append(m(alts))"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "7158ac5c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=150, tight_layout=True)\n",
"\n",
"visuals.weights_plot(weight_sets,\n",
" xticklabels=['Equal', 'Entropy', 'Std', 'Gini'],\n",
" legend_ncol=9,\n",
" ax=ax)\n",
"plt.savefig('images/weights.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "4acb2e5d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(5, 6), dpi=150, tight_layout=True, subplot_kw=dict(projection='polar'))\n",
"\n",
"visuals.polar_weights(weight_sets,\n",
" xticklabels=['Equal', 'Entropy', 'Std', 'Gini'],\n",
" legend_ncol=5,\n",
" ax=ax)\n",
"plt.tight_layout()\n",
"plt.savefig('images/weights_polar.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3b700e00",
"metadata": {},
"source": [
"# PROMETHEE I partial ranking visualization\n",
"\n",
"Our library also have an implementation of the PROMETHEE I method which could build only a partial ranking. This ranking could be visualized as a graph or as a flows as it shown below."
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "9b0cc1fd",
"metadata": {},
"outputs": [],
"source": [
"from pymcdm.methods.partial import PROMETHEE_I\n",
"\n",
"prom = PROMETHEE_I(preference_function='usual')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "978059b3",
"metadata": {},
"outputs": [],
"source": [
"# Once again create weights and types of criteria\n",
"weights = w.entropy_weights(alts)\n",
"types = np.array([1, 1, 1, 1, 1, -1, -1, 1, -1])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "ea6b2b89",
"metadata": {},
"outputs": [],
"source": [
"# You should pass promethee_I=True argument to get PROMETHEE I output\n",
"Fp, Fm = prom(alts, weights, types)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "6c892c77",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"\n",
"visuals.promethee_I_flows(Fp, Fm)\n",
"plt.savefig('images/promethee_flows.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "c73f45f2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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DznFI3Q85xyA/DfKTFWuSX7AqeoxmxWJUEk6bKqhsBYrgMgRAULRiUQprDpHtlWOBoAIIkSQoNxanxMbsfI5YrKTY7KTZHJi0GuqbDIQZdJUqNijLMtkOJylWO7lOiUiDnmiTgaZ+RvqFBhJquHCNn7Iss+90Ls/9tY/NiZklznt2fAeu6dUEs6lqX4t9p3IZ984aj3P/PDiQjg1DKLI7WR6fSnxyLmm5VtrWD8KvFgmlIruThOQ8IoNNdGgQzPD2UZiEVbJ2UJgFSWsh+xjkJUNBGpiCIKgB+IUq1qKKIkuKmy4/GRxFEBit/AtvBc36g7FycXmCiw8hkgTl4rCliC3ZBRwrsnHCaiPcoCfapMes8/0HUJFTItVmJ9XmJNKop5mfkW7BAXQI9K/TVZ/dkWWZ7ceyefaPPew7nVvivBcvi2VKt0bVIkRkWealRfv5aPUR17lm4QEsfmiwx/0LbU6WxqdwMCWP5Jwi2tYPIsBY8yLWYnOQkJxH/RA/WkcHMbJ9dK12CV40SBKk7IGT2yArCQpSFWtPYH0wVEFPQFuBIsIsGRDSGOo1g6b9ILyl7+8luGARIklQJs5ajw5ZrByxFCEBLQNMBFRDZppNkjhSaKPIKdEywEQLf1OdtipJkszGIxlM/z3Ow43ljl6r4fWrujC2UwOM+uoLQs0ptNPluSUe5+ZNieW6Pk29zi+0OfkvIZUDKXmsO5ROaICRoW0ia8Q1KssyKw+kkW2xMaBVBG2ig7ikbZQQSLWBs9ajzETIOKRkpoXFgL4a6m3ZLMo9NVqIaAnhbYRVSVBm6uanjKBaSbc5WJ6Rw9FCxXrU0GSggclQbdYco1ZLO7MfaTY7CQVWMu1OMuwOhoQF08SvbgTinm0g+8QvcaTnF28gCxAaYODlyzszvF0U+hooi7AyIZWbv9jicW79U8NoWEr7Dn+jjuHto0jPt7IlKQuA9DwrE7o0rFb3W5HdyV+7TrHjeDYAE7s0FC622kLWUTjynyKQClIhtDkERlXf/Y0BUL8T5J6C03FgyVJcfK1HKtlwAkEpCEuSoFSSrXZWZOSSUFBEoSRVm/WoJGySxGGLFRloa/ZjcL1gYgJ8+2105/FsnJJMj2b1KrWO3SmxeG8yj/+8m0K79wayjUL9efGyWAa0ikBXQ0HFTknmzq+2snx/quvcyA7RfHhDjzLtyepw0vaZf13HU/s1I9/qoFG9AKKCTFUqpiVZJjXPysksC4EmPfM3HHU9ljBnjBBJNU3GYTi8ElL3KZac8JbVYz0qCZtFyaIz+ENUB2g1AoIb1Nx+BLUeIZIEJZJitbM0I4f4/CIkZNqa/dDVglggSZZJLLRiccq0M/sxNMw3QkmSZD5bm8jL/+7nsu6NeOWKLuVe46xF4/Ffdpc4p210EC9M7kSv5vVqPGPvZHYhA15a4XFu/q29GdImssxrjHpzFQdS8gGYMa49MZFmEtMLSEwvwOaQiAr2IzLQ5FO3oc0hkZZnJTWvCKNeS4sIMy0izBxOy2feQqUVS7v6Qfz70GCf3VNQTjIOw6HlikAyBCgCSVML6hdJTkjbr+wlugO0GQNB9Wt6V4JainC3CbySYXOwPCOX/flFoIF2AX61Jlhaq9EQ428iqdDG/oIitBowaEMq5XrLyLfy2M+7XOn2S/el4HBKZXJ7WWwOft56gll/ltxAtltTpYFsbKPiDWRrim82HuWZP/Z4nNs1a1S5ygn8vPW4SyA1CPHjjsExyLLModR86gUYySiwkpJrZfeJLBKS8+nYKISODYMr1NLE7pTYeyqXvSdzaFM/kDCzidbRgUQEmohtFEKrqECGt4/ms7WJpORa2Z+cx6/bTnB5j8blvpegkmQdVS1IpiCo16JyWWu+RKuDqPZKbabUeNDooe1YMIfX9M4EtRBhSRIUo8gp8VdaNnvyCrHJUq2xIJ2LLMscKbRSJMl0CvRnQmQoIRUI5t5wOIOHftxBSq5nrNC3t/dhQCvvMQtlaSA7qHUEz1zagbb1g8q9p6qkyO5kxBurOJFV6Dp3z9CWPDG6bbkEXEpuEX3mLXcd739hjEccklOSOZ5p4WBqPisTUvl20zEALmkbSYMQf8wmPQFGHWaTHqNOi0OSXNfqtVpsTokCqwOLzUmB1cHpnEKXiL2+T1OGto2idVQgTcICPNyCRXYn7Z5V3X+bpw/3aeVxwXkozIZ9fyjxP3qTkn5fC98/FItSvLLH+l2gw6SqybIT1GmESBIUY21WHpuyCzhttdExyB99bXyDO4MkyyQUFGHW6egeHMCYiLJbapySzDvLD/LuioNIXv4KbujblDmTY13H2RYbn61N5N1SGsiO6Vifp8a2o3mEudzPpTrYczKH8e+u9Ti3aNog2jcoXz8zSZKJmb7QdfzX/QOJbRxS4vweLywlo8AGwHMTO1Bo9xRAdqfEpiOZnMgupHGoP31iwjDotB5Cyt+gZdaf+wCIDDSy5ZmRJd5v94lsJr63znV8ZN44UUiyOpAkSFgIJ7Yo8T9R7WqHi60kJAckx0FwQ6U8QMyQmt6RoJYh3G0CD44VWtmfX8TRIivtzX61WiCB4nprGWBid14RiYVW9hUU0THw/K0IknOKmPbDDjaVUrRx8d4UHhzWmg9XHeHzdSU3kL2iR2MeHtmGRqVkgdU0siwz9594j0a4LSPN/PPgoAploT34g9rD7eb+zUsVSJIkuwRSm+hArujRhMwCm+tflsWGzSHx2/aTgBIn1at5GEa9lnoBRsLM6r+vNx7jUGo+afk2JEkuUfh0bhzK1H7NXIHc037cybvXdiv38xSUk5Q9kHlEyWKr36V2CyRQqnmHt1Lcbn6hUK+5Uk9JIDiDEEkCF0VOiU05BRwptBJtNBBYRzKDjFotTf0NHLZYCdYX0NhkKNXt9t/+VB79aReZFlup66blWent5k5yZ2q/Ztw3rBVRQbXfPJ9jsdPlec/aRy9fHsvVvbzXPjof6w+l8/fu067jWRM6lDp/45EM13jO5FjMJj1mk54mYZ51as72hpOBa3p739vcyZ24+uONyrqJGfRvWXIK9+yJHV0i6a9dp7i2d5NS5wsqSWGWUigy45CS5l+TWWzlwRSkVOXOPAzHNihj4XYTnKGWy3xBdbI1t4BjhTZsskRjv6rpBVZVRBkN+Gk1HC20sT47H29eZJtDYu4/+7jlyy3nFUjeuHdoS7Y/O5Kkly7luUmd6oRAWrE/pZhA2vj08AoLpLwiO9d9usl1vHPmyPO6N6f/rjbG7dW8cmUVejUPc42f+X1PKTNBo9Gw41nVJXfdJ5vIK7JX6v6CEpBlSFqnVNLW+1VvHSRfENoEHDZl/8c3nXe64OJBWJIEAOTYHRwsUN1stSWTrTzEnHG7HS+ycdJqp7FbttuxDAsP/LCDXWeKDZaH8mZ81Qacksxt87ew0q057thO9Xnvuu4VrsckyzKd3apxf3pTT0IDSs8olGXZVVW8Uah/pTP7tFoNDUL8OJ1TxJH0AmRZLnXNemYjH9/Ygzu/3gZA1+eXcnjeuErtQeCFnBOQfVR1s9U1NNozbrd9EBABDbuCX8kuZMHFg7AkCQA4aLGSZnMQrNfVGTfbuRi1WiKNOpKtdg4UFLnO/7P7NOPeWVMhgQSQmF7gox1WDyeyLLScvtBDIH1zWx/+V8bikCXx1rKDnDXQDWodwYgO5++svv1Ytms877LYkieWgxfd1tlRhp/pqI71GdBKSe92SjJvLTvgk30I3Ejbr/RJM0fVHTfbuZgCFddbQapSHkAgQIgkAeCQZA5Zikix2YmuBQ1KK0OU0UC63cGxQhtphTam/x7Hfd9tJ9/qqPCai/acPv+kWsJXG5IY+PJ/Hud2zx7FwNaVi8U5mJLH28sPuo6/uLlXma6buUB1iQ0soZxCeRnUWi10OWtBybWp3Jl/S2/X+K1lBzmUmueTvQiAotwzVqQ0pVltXSaoviL20g+Cs+LvGYILByGSBCQWWkm3KW8IIZW0In359BPc1CiSmxpFkpWc7IvtlQt/nZZAnZaE1Dyu+GA9352pzVMZ/t2T7DXGqTZRZHfS78XlzHQTDfdf0orEF8cRXMn4MptDYuSbq13Ha564pExFNmVZZu+pXABC/A0+a7ui02oI8lPEfNzJnDL9bPQ6LWueuMR1POKN1dgcUilXCMpM+gHITwNjUJUEPN/70tdoet2KptetnErL8vn6HviFgiwpgi+r5IxWwcWDEEkCDliKSLE5iDLqKxUzcvrQIVZ997Xr+Pj+fb7YXrmJNhnYdSCdo2m+cZMdzbCw73SuT9aqCuJO5NDu2X85naO6GBc/NJjHylkcsiQmva/WG5o1oUOxrLSSOCuQAF65onOl9+HOq27rxZ8um1WoSVgAz45XM/GmfLCulNmCMuF0nBFJyVXS2iMh6TSf/KEK9LhDJ31+Dw80GtWalBpftfcS1AmESLrIKXA4SbXaybY7iDRWzuLw47zncTochEYrsSon9tfMm0yoXkf9psEEBRqICDIRFWQiItBEuNlIvQADIf4Ggvz0BJ4pVOhn0GLUazHoNOi0Gq/Fgf/dU/1WsfMhyzKz/9zLhPfU4pBto4NImDPGZ1W+f9t+gvgzAjEyyMQtA1qU+drn/1ZF8vB2vs12Gt5ejYd6/u+yudwAbhvYgohAJdh876lc/thRxR+6FzoFqWDJVMSSf+UyF73x5Hu/4HA6aRChBFHHHTrh83sUwxyllDPITwVrftXfT1CrqdsBKIJKk2F3UOCU8NNpMFTCHZKwaQPbFy+ifkxLxtxxN18+/TjH99WMJUmr0dAo0kyH6zszNjKkTMUlvSHLMlJeKsT/CQW7gad9u9FKkG2x0fX5pR7nXr2iM1f2bOKze6TmFvHIT7tcx6sfv6SU2cXZfKZQp16rKZN7rjwYdFq0GpBk2Hik5IKg3ljzxDDaz1Taljz04076twqvE+UcaiUF6WDLVwKefZwRu2bHARas2kGbptE8fN0o7nnpa3YfOu7Te3hFZwCDv/K8LBlKQLfgokVYki5yMuxOLE6JQF3lYpF+eOE5AK6eMZOmHTsBNeduAzDrtBQ4nWTYKhB8mZ8KWz5FM38CujfboVv0GLpT23y/yQqybF9KMYG0afpwnwokSZI9CmkuuG8A/say/44cSlW/gb92ZdWkhL9+lbru4bSyf+P3N+r4474BruPec5cjeetLIzg/lgzF2lIFQuLxd34C4OUHrqRrG6WuV5W7285iNIOtQHl+gosaIZIucjLtDvKdEuZKfNPf9OcfHN6xjTa9+9BjzDgatWkLwOlDB3E6aiZDJFCno8ApkWkv4/3PCCO+HA+vt4V/HoWkNUoQZy3B4ZS48bNN3P7VVte58Z0bcGTeOKJ93MD14Z92usY39WtGlyah5bp+3kLV1To2tmoynsbFNnCNX1xYPtdu1yah3NBXLaj56M+7SpktKBFLhmJxMfi2V+FPSzezac8RBnZtzeSh3enQoiEA8UmncDicPr2XV4yBqiVJcFEjRNJFjuJuc1ZYJDlsNn5+aS4A1z6rWJP8g4IIa9gIu9VKcuIRn+21PJh1WixOiVyHE6tUgtCpA8LoLMczLbSasYg1B9Nd5767vQ/vXdfd541bNxzOYMHOU67j5yZ2LPcaK/anusamKqq75b7usvjUUmZ654VJnVzj33ecZNMR8YFYLhxWJf3fblFEhY+w2R08/f6vALw27SoAggP9aRIdhtXm4ODxFJ/dq0SMZkUkFaSff67ggkaIpIsYi1PC4pCwShIBFRRJy+Z/TurRJHpPmETL7j1c5xu3awfA8X2eQbVHdu3kowfv47EBvbipUSS/vDzP67pH98QxZ8p4bmvZhEf69mDpF5+Wa196rQajVkOBUyLL7vbNsw4Jo7N8sS6RQa+otY80GoibPYr+Pqo75E6+1cG1n2x0He949vxtR87leKbFNX7RRwUkS2LuFFXouN+3LGg0Gra7tS25+uONlaqnddFhyVQEks4IOt+Ft37w8wqOnEzjqhG96NOppet8p5aNANh90DN4+6elm7n0obdoMOZhQobex+A7X2LtzkoWDDUEgN2qPD9b+X6vBBcWQiRdxNglCQcyOo2mQm1ILLm5/Pn2m+iNRq56+hmPxxq1UUTSuRluB7ds4tD2rbTp1YeA4GCv6+ZmpPPKtVfiHxjEI19+y/Cpt/DtrGdY98tP5dqfQaPBKcs481PqnDACKLQ56TV3Gc/9pcZ2TRvemiPzxhFURb31urn1efvoxh7UM5fedsQbryxWqxVP6dbIJ/sqicu6NXaNX1tS/irJYWYjH96givvuLywtZbbAA6cNJIcS6OwjcvItzPn8b4wGPS/ed7nHYx1jlN+luMOeIumt75cSERrI+0/cwM8v3UOjyFCG3/sauw5UokaaVgdarfL8nOXv8yi4cBDZbRcxDlnJDqqos+avd98iPyuT0bffRVSz5h6PNT4Tl3T8HJE08tY7GH37XQA80qe713VXfDUfNBru//gzTP4BdBw0mLRjx/jjrdcZcMVVZd6fFpnJi26kYcqWyguiQ0thdvX2cvIHtgC4hxutO/OvijhoAM5+5v185l85eRd49+ye55b9uiT35zm7bNf4u1+3v+zXuTOmgvcWAFo9RHWA+r6pgzXvi3/IyMnnoWtHEtPYs2xExxglLuncMgB/vTGN8FDV3Teidwdir5nJ+z+v4OMZN1d8Mxqd8r5Ry79MCaoWIZIuYiRkZOQKWZHST55gyeefALBv3VpemHypx+OWXKW2zrmWJK32/MbLuFUr6DJsOCZ/tWhh7/ETWfHVF6QeTSomyEpCAzROFh29BYIqQ3IobjcfcCw5g3d+XAbAiq3xDLzd0xWfnVcIFBdJ7gIJlPeYTi0bkXiqkvFEGo0ikKRqCBQX1FqESLqI0Wk0aNEgVaDlxi8vzcNepFR4Ph5fcjG/9OPHKMzPxz+w7IGdyUeO0HXEKI9zDVu1AuD04UNlFkkSsKv9jXQ8vgR9vg+CPc2R559TCSQZMgqsHueCTAb8DFXrFZeB9Hz1vmEBxgq3EMmzOig6EwMWbjZRnmXS3PYQGVj2Jqnur5u/QUegqWJva05JJtOiulYiAk0VtrJeFEhO8AuG4IY+WW7GB79RZLUDxeOO3Ek6nUFeQSFBZu/1z5xOiS37Ehndr5PXx8uMLIFGq7jeBBctQiRdxOhQviyV15ictGc3G37/hZCoKF5btxlTgPf038cG9CI1KYkT++Np3bNsDVEBLDnZmIM9XVsBIaEAFOTklHkdCQ1r+j5L+MTXaJy6Hfb+AfsWKC0UykurkXDDL+W/rows3pvMXV971mLaPH04fj5O7ffGxHfXEpehvK7PXNqe2wfFVHit2Kf+cY2Tnru0lJnF6VXBa7Xu11oh6Zny3fcsOmDBmiPM+UexfnaJDGHB/QMrtNZFQfYx2POb0ty2kuxIOMq3/26kfngIh35/CbO/d5HcaspTHD6Ryp7DJ+nXuZXXOe/9tJxjKZnce8Wwym1KiCQBInD7osak1WLQaJBkcJbDmvTDC88hyzKTH3qsRIEE0KBla6Dm2pPYJAmDVoNJp4Nm/WHcK/BIPNyyCHrfVSs6ljucEtd+vNFDIE3q2pAj88YRVQ0CacHOk8SdVARSmNlYKYHkbo16dGSbSu+tPDw8Qr1fRr61lJmlc/ugGEIDlKCsXSdyWLBTtC0pEb2fErTtqHxg8+Nv/4Qsy8y8fWKJAgmgXXPlb7ak9iSb9hzmqfd/4ZlbxxPbqrHXOWVCcigiSasHXdmtmoILDyGSLmL8dFqC9Dr8tVoKnGWzJ+1asYx9a1cT3SKGodffWOrchq0UkVTeytsBIaFY8jwbylpylQ9yc0jZgqdtkoQTCNBqqad3M5hqtbVGMB3LUGofbXCrz/P9HX15+5puPq995I3UvCKm/bDTdbzuycp98/7fysOu8U39m1dqrfJys9v9Plx1uOSJZWD9U+rrMO2HnaTlVVx0XdD411NS5SuZAbZo3W6Wb4mnddNo7pg8uNS57ZopBUTjDhcXr0mn0pn06LtMGNSFWXdMqvB+AKXatiEATMFgEC1rLmaESLrICTPoMOu05Jehiq0kSfw493kArnxyOjp96d7aBmfiiI7Hl08k1Y+J4fShgx7nTh86pKzZ0ruJ/VwKzlQRDzHo0ZckOGpQMH265giDX1VrH+m1GvY8N5p+LcOr/N5wpu3IXLXtyO/39i9X2xFvfLY20TUO8a+aEgUlERKg3u+TNYmlzDw/AUY9v93b33Xca+4y0bbEGzoD+IeqLTwqgCRJPPGukkI5957L0J+n8Gi75opI2n3Qs4dbdp6FSx96i+YNI5g/6/Zy1/Yqhq1AeV4BYZVbR1DnETFJFzlhBj1mfdlEklarZd7y1WVee+h1NzL0utKtTd6IHTKMZV9+hq2wEKO/Epy55Z8/iW4RU+agbUUk6Qg3lPGD/6xgatYfxrwExzdWLoapBAptTga8vILMAvWb9yMj2/Dg8NY+u0dZeOwXtQ3HdX2a0q1p5Tq4Z7sFPN81pOIuu8pw5+AYPl6tVHjPsdg9hFN56d60Htf2bsr3m5VaO4//stujV5zgDAHhSrVta75iWSonWq2WuB9eKPP82ycP5vZzrE02u4PLnngPi9XGiv89jr9f+Wt7FcOWr1iRzL4v2CqoWwiRdJETbtBj1mlJOZNVUtXkZqSzf8N6AKyFhZw+dJDNf/+JKSCALsNGADDspqks/fwT3rv7dkbffhdH98bx3zdfcfvrb5f5PnkOJ8FaG0ZZR3aREwkJWVZKHkiyhCQrxxJuY1lyzZOCI5H63obc+2ak5N0EFWRQ2faxO45lMeWD9R7nlj0yhFZR1dtlfHNiJr9tV90VcydXMgsI+NzNinRnJeKaKsNdbiLp83WJPFzJuKh5Uzq5RNKv209wTe8m9GouLAseBEQowc3pByDUdw2Wy8O9L3/Nqu0JfDLjZhJPpbtS/01GPd3aNqvYorZ8CGqoiEDBRY1GliuQ/y24YCh0Svx4OpNteQV0DvLHrwx1jCpD/Pp1vHjl5GLnIxo34Y1N213HR/fE8dUzT5G0exfBEZGMvfteRt16R5nu4ZRlVpzYyo79T/hq2zza41Fu7nRzha6VZZkZf+zhu01qBeDYRiH8ek9/jPrq9XjnWx10mrXYdbz92ZGEVaCq9rk0d89Me6li2WW1ZQ13MvKt9JizzHW897nRmCtYYuCCIi8F1rwOmz9SjrV6GDkXDNUf5Nx84uMcPV28716zBuEk/flq+Rd0FMGpndCkN3S9XsQkXeSIv/aLHH+dlkZ+Bo4W6Um1Omjq7wNTdSm07z+Ar06mnXdes06xPPvHP+ed540Mu4Pc3K0VurYkRjQbUaHrMgtsxVpdvH1NVyZ1rdp2HSXRy+0D/3/Xd/eJQMorUq2QN/at4Dd3H3F9n6Z8e0aM5lsdFa6ZdJbwQBMfXN+de79VBHzvucvY+/yYSu+zTpJzAv6bBzu/Lf6Y5IDUvdDIexX9qqRCQqg08lKUmmghjYVAEojAbQG0MfsRZTSQarNXqLBkbSPF6qBf82vo1XCoT9ZrH9aexkHlTydeFHe6mEDaMmNEjQmk9/87ROGZQo+9m4cxNraBT9Z1t5A9MKxsgfVVhXts1/du+6oM42Ib0LOZEm9TYHPywcpDPlm3TpBxGH68UWnJ82ZH7wKp240w6BHFmlTXkSUoSIGg+hDZrqZ3I6gFCJEkoImfkSijHj+tlkx73S7Bn+9wYpNkGgbU4/1L3mJ6n+kYtJXLtCqvFcnulLjqww3c863qPrysWyOOzBtHZFDN1Fw5kpbPq26NZ7+9o4/P1n5x0X7XuDpqO5VGtNv95y70XX2u7+/s6xq/8m8CiekVy+aqE6TGw9dTFGH0bneI/7P4nOEz4aljMDsHxr0KIc2UMgDW/Orfry+xZIDeHwKjIKRmYqwEtQshkgRoNRpam/2INhlIsVVPAHdVkWKzE2XU0yLAhL9ex7XtruW7S7+jeXDzCq9ZHpGUlF5A6xmL2Jyk9rP66a5+vHF112qpfeQNu1Ni2OurXMcrHxuKQeebP32LzeEaX9atZixk5zK5q9omo9DmG9Fv0GlZ+dhQ1/Elr63EXsbaYrUeWYZTO+DTkYow+qAvHF5RfN7YV2D6KUUYDXoU/M7ULDP4Q1gLRVj4MBO0RshLVqxIEW2UjFfBRY/4LRAA0CrAj0iDHpskk2V3nP+CWkiB00mm3Um0yUBbs2pRaBfWjh/H/8iEmAkVWjfHmkNZ8hs+Xn2Yoa+tdB37GbTsfW40vVvUbEbUVR9tcI2nj2tH84iSq6SXl1+3qZWPHxlVvVW2S+LRUW1d41+3l9wDrLw0jzDz9FjVBXO12+ta55BlOLoBPugHz4XCx0PhxObi8ya+BzNSFGHU5y6ldpA3otor4sKSWeGaSTWOJUOxhpkjFZEkECACtwVnCNBp6RjoT7bDyWFLEV2CdCUXYayFSLLMYYuVxiYjLQNMRBo9XWwBhgDmDZpHnwZ9mLNxDkXOojKvfdOimwBoFNiImf1m0rdBX7Qa9fuFxeag77zl5Bap4vLx0W2575Kajc8B+GvXKXYcywYg2E/PnYNb+nT9ZxeozY0b1wvw6doVpUmYuo9n/tjDDT4MJr9rSEveW3GIPKuD7cey+Xv3KcZ39k2D1ypHkiBxJfw1Tem75g29H0z+ANpNAH05gvoDoyC8lSI0Mg5B/VilNEBdwemAzCMQ3hrqdwZj7fhdFtQ8QiQJXHQJDuC41UaGzUFSkZVWAXUns+OU1U5o8mmatWpJ75CS6w5NajWJ2MhYHl/1OAeyDpTrHifzT3LX0rsACDWF8nz/5zE7O3HVR57fwJc/OoSWkdVb+8gb6flWHvh+h+t44/ThPl3f6laAdFSHaJ+uXVlGtI9mWXwKoOzTdJ5KzuVh04zhdJiplFG4/7sd9IsJJzywlvb3cjrg4GJYcD8UZnqfY46Eie8qTZx1lfhIaNoP8lPg2Ebl/9ajKr5WdZN1BPzDIKw5NOxa07sR1CLqkNQXVDU6jYb+oYE0DzCSa5fqjNutwOmEHTuYcvetdL7mMnLmvED+unXIdu/xVTEhMXw77luubnt1qes2DWrKrpt28fHIj2kc6Jndlm3N5sH/HuS21cMIbPsM+uCddGkSyMG5Y2uFQJJlmZ5u6f6/3tOPAKNvvxP9teu0a/z0uPY+XbuyPD1OdYv9s/t0KTPLT4BRzy9393Md95izrEzu2GrDYYO4X+CFSHghHH64rrhAqtccbvwDZmbB44eg7djKCSRQygAsuA8SV8HBJZB1tHLrVReWDLDmQb0W0GwgaH0nqAV1HyGSBB5EGg10DgwgJsDEEYsVq1S7g1MdZ9xsPVYsQSNLkJZG9vc/cPy22zkwYCAnn3iC3CVLkCwWj+v89H480/cZ3hj6BoEG76JmRLMRaDVa+jXsx6LLF7H7pt18NfYrWoZ4thDRaB34N/qBI4H30/2bLvx28DeKHGV351UFT/662zW+umcTejTzfVzUYz+rrU1a+DDOyRe4C9VH3fbpK3o2D+PKHqpwfvq3OJ/fo1zYC2HbfCXwek4k/Hpb8aaz0bFw6xKYlQ3TdkHLS3wXnJy4Gl5qoqTQgxLMnXNcEU61GYdVcbOFxSgWpMDImt6RoJYh3G2CYnQJDuCk1U6+00l8fhEdA/0x1ML4JKcsk1BQRIBWR/79D6LduQ0pQ628K+XmkvvnX+T++RcaPz/MAwYQNGIEQZcMRRcaCsDIZiPpEN6BJ1Y9we703R7rj2w20uNYo9FwKrk+OzfeBsho/U5hiv4LfUCSx7xZ62cxa/0sAJ7q/RRTWk0hwFB9MQ5bkzL5aasasPzS5bE+v4d7ZteAVrWzdUO/mHA2HMlAlpX9+iqj7yyvXNGZn88Erv+w5ThX9mxcJWK0RKz5sONr+Pepkuc07af0ImzQBSrb9NUbkqQIsr2/qedaDIbO10DqPkjdrwR110brjNMGKXuVgPOzIkkgOAfRlkTglQKnk8XpuezLLyTH4aC9uXYJJacsc6CgCK1GQyezP6MiQzBu3MDxO+48/8U6HQG9eimCacRwDPXrY5fsvLvjXb7Y8wUADcwNWHz5Ylc3cbtT4pqPN7LtaJZrmSt7NOaVKzqj0Wg4nH2YV7e+yrqT60q87YPdHuSadtcQZAyq3JMvhQKrg45ubUe2PTOiSuJlFsaddlWh/vehQbSrH1zpNX3dUiT+dC5j314DKNXFfVU80530fKuHW3Pf86N97tb0oDAbtnwCK+aUPKfVSBg9FyLbljzHF+Qlw+vn3OOa76DdpVCQAQcWQXKcIqQi29YuoeS0Qco+8A9Vgszbji05c09wUSNEkqBE8hxOFqfnsL+giCy7g/aBfphqQe0QxxkLklGjpa3ZxMjwEKJMSjZb8rx5ZH31dbnW8+vc+YxgGsFm4wlmrJ3BpTGX8mTvJwFITC/gErfUfoBf7u5HzxKanR7PPc7bO95mcdJir48D3B57O1M7TCXUL7Rcez0fsbMWk2dVXBzvXdetyjKvOs78l4IzNYh8IWjA9yJJlmVaPL0QgCCTnrjnRld6TW/8teuUK0A+2E/P7tk+vk9BBmx4F9a+WfKcjlNg+CylXlF1sPM7+OMez3NPJEKA299EXgocWKxYlJx2iGpXO6pyO6yKBSkgDKI6KALJr/IiX3BhIkSSoFTyHE6WZuSSUFBIitVOiwATYYaae6PLczg5bLESpNPRzuzH8Ihgj3R/yWol6aqrsSYklLJKyRhbtkQ3tD/SrVcSE96a/608zMv/qhWlA016Nk0fXuYmp8kFyXyw8wN+P/R7iXOubXctd3a+kwj/iArt+SwfrjrMS2eqX3dvGspv9w6o1Hol4ZRkWk5XxEeXJqEsuM839/G1SAKY+N5adp/IAeDwvHHoqsgaOvn9dew8ng3A02PbcdeQSpZayEuBNa/B5o9LntPtRhj6NIRUYxFPh1WpqZS6Tz3X+y4Y+7J3d15+qhLEnRqv/ItsBxGti8+rLiwZSgxSUAPFDdh6lBBIglIRIklwXgqcTv47sRVOvECC3wRyg8bRLMCvWt1vTlnmRJGNVJuD5v4mmvoZGRYe7FWwWQ8eJPGKK5Gt1grdK2zqVAIfeYzec5e5rCUAT45pxz1DK/7hl16Yzqdxn/JtvJf+V2eY2HIiD3R7gPrm+uVa+1xr18G5Y30eg3OW//ancsuXWwD4474BdG0S6pN1q0Ik7TiWxZQP1gPwxS29uKRtlE/WPRe7U6L1jEWu45WPDS1/0c7s4/DfXNj1fclz+tyj9EkLrJrnUSqp8Uo1bnfu+O/8TW0tmbDjW1j6jFI7qc1YaDmset1vTjtkJSpZbGEtFYtb65HCxSY4L0IkCUpFliWOH/+CQ4dfRZaVlPotDX8gWY6qNqvSWeuRn1ZLTICJdmY/eoaYS3X9ZX77LSkvlBK3UQKmDu3JfOkDrvh8m8f5/x4b6tMMruyibL7a9xWfxH1S4pwRTUfwcI+HaRrctNS1zv2A9vVez6X33GWk5ikCNPHFca64rcpSFSLJ3eVWP9jP57Wi3DmSlu/R/qVMQjXjMCybBfF/lTxn8OPQ915PV1Z1IsuKeFv9qnouqCE8uF3JYjsfTodSiuAsna8BvUkpPmmquvg8F2etR/5hSpp/w67Kv9oUIyWotdQCB7GgtmK1prIv/gkyM9e4zpn8Y2gf1gpzoY3EQiuniuxEm/SEG/RofZg9I8sy2Q4nKVY7+U6ZZv5GmvoZ6RsaSGO/81cCrnfddRSsWUv+ypVlvqfG359vRt7B524CqWezenx/Z1+fW2VC/UJ5sPuDPNj9QfJsefyY8CNvb3/bY86yY8tYdkwJCu7XoB9P9HqCVvWKV/G+9uONrvETY9pWqUCSJNklkFpFBfpMIFUVGo2GmEgzR9IKSM4tQpLkKuuhFxMZyOOj27oaCV//ySZ+cqun5CJlHyyeDkf+K3mxEbOh52017woqylVS+90Z+yr0KUOCxFm+nqyO+92vVLTOOqpYpkyBEFgf/Ov5NvtOlpRYrvzTihUpvDXUawbNB4k0f0G5EJYkgVfS0pcTH/8kdnuWx/lmze6hRcyj7MqzsDevkHS7gxSbnUKnRJTRQJRJj18lgrvtkkyqzU6qzYEODVEmA5EGPa3NpvNaj87FkZnJkYmTcKanl2n+692uZlmzXq7j96/rzqWdfZ8RVRoWu4U/Dv3Bi5tfLHFOl8guPN37aTqEd2DRnmRXlpnZqGPv82OqdH/rD6dz3SebAPjxzr70ifFd+n9VWJIANh7J4JozQvKHO/vS14d79ka7ZxdRZFdKJPzv+u6M7VRfaSC76Ak4saXkC8e9Bl2vqz0uoCMr4atJnuem7VbERlmJ/wt+vEEZaw0wM12Jazq+GdITID9NaYrrtCvxS037QkAlfj65J+HUTkUI6QMgKBrMUUoGm7AeCSqAEEkCD5zOQg4eepGTJ73HzfTq+TvBwZ0BsDglDluKOGixcjo9nbQNa8lv0Bi5RWvMBj1mnRazXodZp0Xv5VuiU5axOCUKnBIFTif5TgmrU6aeQU+0UU+E0UCrABNtzH4EVbCtRP7adRy//fYyzR036RXkM/2mqip1vjxYnVYWHlnIzPUzS5zjLIrGmjwFZ2Ez9j43pswB5RVl2GsrOZKuNDA9Mm+cT60yVSWSJEkm5kygectIM8sfHeqztb2hlGH4l96a/bxg+IK22lKa7E76ADpdDoZa1AJIkuDnqRD/p3qu5XC4/ufyiQxLJrzilm339AlP91pRLqQlQMZBRZDt/lE53/FypXaRMVCxNBkCvN9XcijNdG35yv9pB+DwmXIMgx5TgsQj2yhWJNGLTVBBhLtN4CIvL549ex/CYjnk9XGTqT5BQWphwgCdltigANr5G/no9x8hOZnAE0eJbNcBi1aHxekko9CGxSmh1cCevEKOFtmIMOjpE2pGksGk1RCo02HW6YgyGAjQ6Yg26Wlj9qOZn6nSTXYDBw4gbOpUMufPP+/chQue4Oen/sezU4fUCjeSSWdiSuspTGk9BbvTzvLjy5m5biaFjkLXHJ1fCgHNPwTgsr/eZVa/WfRt6NmA11fIsuwSSA1C/KrMbeVrtFoN0cEmUnKtHE4rQJblqvn5Sk44shLzX9NI8jvufY4hACa9D+3Gl6+BbHWRewreOKfFzLU/QttyWihl2VMg3fxP8fgjv2Bo0gsadoN/HlXPN+gM9jPiJz8ZHEVKwPexDYrlKay54rKTJeX1NAaCKRia91dFUuo+uGSG7yqKCy5ahEgSnAnO/pJDh19xBWd7IzJypNcPlxXLl5OenOw6vjQimHytjgy7k0y7gzyHE7ssszoz74zVyMadQZHo0BCo1xJm0BNu1Cv/G/QE+Dj+J/LRRyjYtAnr/v3FHnNqtOhktXr0lS/dQ07wPEIvm+LTPVQWg87AmOZjGNN8DA7JwZ2/fMOmvI/Q6vNdc04VnOKuZUoD3hBTCM/3f57BjQej91Ftmh1nUtwBXrzM91W8q5KXLu/MLV8orq5dJ3J8lpGH0wEH/lV6lhVle52SJoewMGYGU2+4rfL90aqSHd8oz8OdJ5OUeKHysvAxdRx7FTQfWPJcjQbsZ9oGNewGnS5Tgq0LMpT/bfmK1ehs1p8lQ5mnNShCKyAMAiIUN93y55U5CQuFQBL4hFr8FyuoDqzWNPbFP+4RnF0SkRHFu3ofOHCADRs2eJyLNupp7q9mvVglCZsk8/IRtdHolfXDMGg0+FdRmro7WqORRq+9SuLlV7jKAsiABpjffgxLOo/iH/1W8r75BoDT06eT+cXnNP/1V7TG2vdtf/eJPFZsjwSeASR+eDCSFza+wLG8Y645OdYcpv03DQC9Vs+cAXMY1WwUBp3B+6JlYNaCva7xoNZ1K/h1sNt+Zy3Yw4L7S/nQPh8OG+z7QymmWFJvsrAYpEvfpOUnechoIR5iT+bRvWkFBEdV47DChwMh/YB6ru+9MHpexYKpT2yDLZ+qx1M+Kn3+oeXqeNzrENpU+XcWe6FSIXvRE8qxzQJdrlUy5PTnuMRHzYElzyjj3NMQXL0xhYILDyG1L2LS01ewafO4MgkkvT6U0NDeHudycnL4/ffiRRLPDXMzabUE6XUeVqhgva5aBJJrD61aEfrY465jDbAjsjVtHryHXbNH0/iZGTT/9RfX49aDh0jo3IWiAwe8rFZzWGwOLjtT9wdg6zOj6NuwL/9c9g+7b9rN12O/pl1YO49rHJKDp9Y8RfdvuhM7P5ZfDvxS7ga8siwTd1Ipyhjkp6+yooxVhU6rIfBMvNauEznFfkfPi70Qtn2pNpD97Y7iAql+Z7htqdJA9sEdaFsOZfMM9YvFZR+sx2KrZQ1fU/bCnChPgXTnKhjzYsUEks0Cnw5Tjx89cH6Lzp8PqGNvNZcM/uAXoh5rNIoF6VyBBNDjZnW86uUybVkgKA0hki5CnM4iEhJms2v3HdjtmWW6JjJiGFo3t43T6eS3336jsLCw2NzamAuwOTGTvntC2FC/IwA5RjP9PnmHO4aqKfX+HTvSducO9A3Vb5+JEyeR+uZbteY59X9phWv8zrXdiHALLtdoNHSN6srPE35m9027+Wn8T3SPKv6h89yG5+j1bS9i58fy9b6vsZx1dZRC/Ok81/jVK7pU8lnUDK9e0dk13p+cV8rMM1jzYcMHijCaWx/+mlZ8TrMBcNcaRRjdvQaa9PYQF5FBJt6+pqvreODLpaT9VyeyDMtmw//6q+dCmsKM5Mo1en3H7dopHyvZZaUhSUrcEUBEm8qXAXCPe9r2ReXWEggQIumiIy9/P1u2TubEyfL1N4uM9HS1rV69mqNHj3qdW1sEBSiZTY/8uJOrPtoAGg1vd7uSXHMI7d56lRbtmhebr/Xzo/WKFdSfpWaUZXz0Efvbd8CZn19sfnXyyeojZFuUmLEujUOY2KXkvmwajYb24e2ZP3Y+cVPjWDBpAYMaDSo275Utr9Dnuz7Ezo/lo10fkWvL9bre83+rrrbh7Wug2rMPGNFB/cB+4e993icVZsOqVxVh9GIjWPx08TmtR8N9W2B2DtyyUAk0LuXDfVLXRsQ2UiwhmQU2Pl1zpDJPo/IU5cBzoZ694C59HR6OK1txyJLY+CHkpyjj+rHQ5erzX3N0rToeX0pvuvIw1O1nVlC28h8CQUkIkXQRUVR0iu3br6Gg4GC5rtNq/QkLUz9gExMTWbVqVSlX1A7S8qzETF/IbztOus69fNtgui9cQOiwS0q9tt6119JqxXKPcwd69qJg/foSrqhajmYUMHdhvOv4l3v6lzK7ODGhMXww4gPipsax8LKFjGlePFvpvZ3vMeD7AcTOj+WtbW+RVaTWyNp4RLE4ajVUWbuTqsZ93+sPZ6gPFGTA0pmKMHq5GfznpVJ7p8th2i5FGF3/k5JaXg5+dft5zfknnmMZ57feVQmHlsNL51Rwf2gP9CpbmYwSyUqCf59Uj29fUeJUD/5+WB03Ld/vdIn0uUsdl9YUWCAoA3Xz3U5QIfz8GtKj+4+YzeVrMBkePhidTqnjkp+fz6+//lrq/NpgSVqw8yS95i7zOLf92ZGM6dQAQ/R5XABnMDRsSLu9ezAPGew6d+zW2zjxwIPIklTKlb7F4ZQY8upK1/HyR4dUSqg0CWrCq0NeJW5qHEuvWMrlrS8vNuezPZ8x+MfBxM6P5fH/ZqHRKxam16+qm662s7x+pbL/SLLI+eVBRRi9GgPr3i4+uftUeCReEUZXfA71mlf4vka9lmWPDHEdD371PxzO6vsdQnLCD9fDN5ep51qPhpmZENqk5OvKgtMBb7v9Xty3uWzlDWQZMs6UGwlu5LtsNPdsvA3v+WZNwUWLEEkXGYGBbenV83caNby2zNecdbVJksQff/xB/nncTjUpkmwOifHvrmHaDztd567v05TEF8cRZi5/pppGp6PpRx/R5KMPXefyli5lf4eO2FNSfLHl83L9p5tc48dGtaFlZKDP1q5vrs/s/rOJmxrHf1f9xw3tbyg2599jvxHYeh5B7Z9iU977nM4/7WWlOkD2cSYnPU+S33Vs8buPkD1eamf1vQ8eO6QIo4nvQHDJLs3y0ioqkEdHqhaoGz/b7LO1SyXnJDwfBvv/Vs9d97NiEfNFBepvr1DHQ56CyLZlu+6kW3/ECe9Ufh/u9HcLBi/MKnmeQHAehEi6CNHp/GnXbg6xnT5Apyu9BYJGoyciXHFNbdiwgUOHvBeadKemRNKh1HzaPLOIPSfVuJrf7+3P3CmxlS4eGDhkCG02bfQ4d2jIULJ/+aWEK3zDv3tOsylRcXWZ9FruH1Y+K2B5iPCP4MneTxI3NY6116zlrs53FZvzT+LfjPp1FLHzY3nov4c4mus9Lq3WkHFYsaDMDoG3OqGL+7H4nMFPwBOJijAaM69Ke3s9MLw1Bp3yu7jhSAaL9yaf54pKsm0+vNnB89yTSdCmeDmPCrF/odqDTqOFS7zEcJWEewHJlqW7v8vNgIfU8abzlCAQCEpBiKSLmIiIYTidBaXOqRfaF4MhhOPHj7N8+fJS556lJkTSO8sPMuINNU4qItBI/PNj6ObDujS6kBDaxe8j7JZbXOdOP/Msh8eMRbLZfHafs2QW2Lj7m+2u423PjvT5PUoixBTC/d3uZ+GETeQlzMaaWjyGafmx5Yz/fTyx82O5Y8kdHMwqX6xblZGyD+ZPVITRu909LShnmGe/lk5Fn3Ji2mkYNkMpSFhN7JipCpS7vt5GVoHvf3ewF8E73eCvB9Vz/R9QsvAqUhzSG5ZM+MHNIv1kOQSzLMPpncrYFOL7nmrmCHW8suQ+iALB+RAi6SJm23Y1+yQkuBvefh0iI0dRWFjIr7/+ilTGOJzqFEn5Vgetpi/kjaVqnZdnx3dg6zMj8Tf6vpmlRqMh+sknaPH7b65ztqQkpaZSQoLP7iPLMt1fWOo6/vHOvq46P9XJa0sSQPLDljGUzdfuZNN1m5jRZ0axeRtPb+SyPy8jdn4s1/9zPXvS91Tf74EsK66bT4Ypwuh//SDRS2LBuNdg+ikKp2fysXMC+QTw+pLqr4MVaNLzw519XcfdXljq29cqOQ7mRkOmWxbdXWuUQou+asdybtuRqX8ptYvKSsoedTypiuKGeqhfZrCWoeSDQOAFIZIuUpJT/iI3dxcAen0IPXv+Qvfu32EyeVaojYgYzp9//kl2dnaZ166uD8cNhzPoNGsxDkm93+rHL+G2gS1Kuco3+LVvT9tdOzE0UYNeEydNJvX1133y/J9doH6ITOnWiD5V3Lm+JBbsPOUa+xt1BBgCuKbdNcRNjWPrDVt5YcALxa7Znb6ba/+5ls5fdWbyH5PZmrzV978TsgxJ6+C93ko6+yfDPGNczjL5Q5iRorjSet8BRrOHeP7dLfOxOukbE87krmq800y3auYVRpaVLL0P3aqJ12uuPP8GnUu8rEL8+5Q67ngZtBhc8lyv17u55dqO9c2ezmWIW7bdti+r5h6CCx4hki5CbLZ09u59yHU8cIBSq6ReaC/69P6byMjRAAQHdyMu7jjx8fHelimRqhZJkiQz7YcdXPuJGiM0oFU4h+aOpWl49XX71ppMtFq6hPrPPec6l/HJp0pNpbyKf3PdeTybbzaqLUbOZmRVN8k5alXuZy5tX+xxk87E5FaTiZsax/Ybt/PakNcI0Hu+/odzDnPL4lvo/FVnRv4yknUn1+GUnBXbkOSEg8vgjQ6KMPpyHKSfY70zBsKV8+HZdEUYdb0WDH7Flpo+Tq1KnpJbvurjvuKNq7q6xl9vPMpOt9545aYwW3lN3LP0xr+llC3w8vwrxakdsElNZODyz8q/RtKZKv8aLVSiVU6puLckOduqRCAoJ0IkXWTIssyatX1cxz17/IJOp36wGQyhxHZ6n7ZtXyAgYCj//vtvhe5RVaTmFhEzfaGHhePjG3vw7e190ddQ/Z56V19Fq/8868Ic6NWb/DVrS7iiZAptTia/v851vHnGcLQ11ALk7eVqjNE1vZuWMhMMWgOjm49m0/Wb2HnjTt4f/j4R/hEec5ILkrl72d10/bor/b/vz/Kjy3GU1PvsLE47xP+l1PZ5Pgy+vRxyz7H+BNZXsrVmZsL0k9Bx8nk/eK91ez7vLK+ZWCqtVsPmGcNdx5PfX0ehrQIC8uAypb6TOw/vhZ63eJ9fGeyF8PFQ9fjRhPKn7qe7vd6T/+eTbZVI7JXq2FZDtakEdRohki4y4verZvKGDa8mJKRbsTkajYbGja6jebNbGDt2LDExMeXKDqsqkfTb9hP0nucZPL7j2ZGM6li/Su5XHgwNGtBu7x4Ch6l9q47fcQfH770P2Vn2D75Br6hi662ruxIV5GMrQDn4frNqzSpPPJROq2Nw48H8d9V/7LppF5+N+oxmwZ4f4nm2PB5a+RDdvu5Gt6+68feRv0GjCCYjdtj9EzxXD16IgB9vUKpEuxPeSomDmZkFjyUo2VrlCP4N8lNF1LebjpUys2qJCvLjzatVS+HgV8vRtkRywnfXKMLxLG0vVcRiSGMf7tKNd3uo48n/g6AK/O0teVYdd5xS+T2VxjC3e+36vmrvJbggqf5IUEGNkZ29ldOn1ZT1dm3nljrfbDbTs2dPevbsicViISEhgfj4eA6cp+mrr0WSzSEx8b21Hv22pvZrxuyJHSud2u9LNDodTT54n/w1azl+xx0A5K9Ywf6OnWi18j8M9Uv/QPlsbSLp+UqmU6dGwUzu1qjK91wSGflW1/jhEeWrLu2OVqOld4Pe/D3lb2RZZnf6buZunEt8purCdcgOnl7zNEFnPGAz0zMo+t2C37m/Rw26Ku0zGvXwSQDytOGtXdayjHwr4YFeGqZWA1O6NeaT1YnsO51LWp6VL9YlcsuA88TVZR+Htzp5nrvhV2g1ouo2uvkT1YoX1QG6XlexdQ4sUsfemtT6knpu4vyfR6DXbVV7P8EFh7AkXSQ4HAUe2WyDBm4ul8AICAigW7duXHXVVR7n9friOtuXIulgSh5tnlnkIZAW3DeA5yZ1qlUCyZ3AQQNps3mTx7lDQy8h68efSrzmWIbFo5/Yb/cMqLL9lYUPVx12jW/u39wna2o0GrpEduGnCT+x+6bd/Dz6S3r6Nyg27/mIcHo1b0Jsi6Z81bwLBbcvVVLX71oFjXv6LEPrVjch8vHqmu2n9sd96s/7ub/2cTyzFNfQls+KC6Qnj1atQMo+BgsfU4/vXFmxdbLcygT4qlfb+WjjFhjusJY8TyDwghBJFwlr16l9kTp1eg+jsWLZUnv3qlk4999/P0888QRXXXUVnTp1wmhUKlr7QiTJsswbSw8w8s3VrnNRQSbinx9DlyahlV6/qtEFB9Mufh/hd6g9sZJnzeLQqNFIVs83aodT8nCzLHtkMEZ9zf5pfrIm0TUOCfBhYG1hFqx8Gc1zobT7cBhf7NtEXOIxFpw4xRBLYbHpr2qy6Lv8NmK/6syHuz4ssQFvRXB/Xh/VsEhS2paoGWKDXvHStsReBG91ViwiZxnw0JnaR6FVtznJCW/Fqsf3bqy4BWiFWzZk52sqt6+yMsrtnnt/r557Ci4YhLvtIiDp6Ec4nUorkZCQHkRHVTzl9vff1TeZiAglMLdDhw506NABu93OkSNHMJtLr+J9PvKK7HR+bgnuWmv2hA7cfD4XRC1Do9EQ9eijBI8fT+KkyQDYjx0joUtXWvz+G37tlYyxqV+o7SkeHtGGVlFBNbFdFzkWu2t81+CYyi9YkA7r3/HeH+0MMe2msHPrQPLkSDSGTK4cGceixEUec97f+T7v73wfgFs63cLNHW8mzK9yRSDvGNTCJQhzLHbfCsJy0ioqyMMFePMXW/jm9jNJFqd3wUfnpNnfvQ7qn2NRqgq+c7MeD34coopnOpaZuJ/VsbGaMlEj3KrU/3EPdKkmcSa4IBCWpAsciyWRw4dfcR137/ZthddyugUgt2hRXLAYDAbatm1LUFDFP+TXH0ondranQFrzxCV1TiC549e2LW137cTYTI2PSJxyGSmvvMqSPadZd0jpSK/Xapg2ourajpSVz9epVqQ7KyqSck8rHd5nh8CrLb0LpB43qw1kL/+UE7LSDkS2h/HK4FeImxrHsiuWcUWbK4pd+sWeLxjy4xBi58cyZ+Mc0ixpFdrmXUNausZfrk+q0Bq+5OGRbTibzLj2UDpL9ybD4hmeAim8tVL7qDoE0oHFcMitUfQlxQuJlplcNSOVUXMqvk5FaD5I+V+WlIxJgaCMCJF0ASNJdjZsVOMU+vVdhlZb8W/KCW4VpUePHl2pvZ2LJMnc9912rnNr5jqodQSH5o6lSVj11T6qKrQmEy0X/0v9F553ncv8/HOaXDEMs01xM+2c5aN+WpXEPfW/XMHM2cfgtzsVYfRGO9j6efE5/e5XG8hOePu8DWSjzdHM6jeLuKlxrLxqJTd1uKnYnB8TfmTYz8OInR/L02ue5lT+KS8reSfC7fm9uaz6q297Y9eZ34Ng8hn5c1vPTvYT34UHtvq+9pE3CrM8rUhPHa9cPNgq9csaPW6u+DoVYYxba5KERSXPEwjOQbjbLmC271CzT1q1fIKAgMpZYxYsWOAaR0dHV2otd1Jyi+hzTmr/pzf1ZEQH392jtlDvyisJHDyYQ0OGus79svBZ8p97tUbajpxLvlWtW3R9n9JrIwGQfgiWPgsJC0ueM+Qp6Ht3pXuGhfuH83ivx3m81+PkWHP4Nv5b/rfLs87O30f+VsoJAMOaDOORno8UKz9wLtf2buoqd5BvddT4zyHIz8CisRba/3en5wOPxJ9XVPoMWYaXm6vHNy0oX9sRb2z7Qh2bqtmlHO1mdVtwH3SYWL33F9RZhCXpAiUldSE5OUpzVJ0ukGbNind0Lw+SJGE9E3DcsGFDn2WW/bz1eDGBtHPmyAtSIJ3FEB3Njy/+wLoG6ht34KzHOX7X3eWqqVQVfLdJzT56cLgX158sQ/IemD9BsRi918O7QBo1B54+oViMLnnad01VzxBiCuHervcSNzWODddu4JEejxSbs+L4ClcD3tsX386BLO+Womluz/OHzTVXMwlQgqS/uYL2/6kB/4ucvXiu25rqE0iguPjO0mESxAyt3HoF6ep46PTKrVURNBqlhASANVd5nQWCMlDzX10FPsdmy2DPngdcx4MGbqj0mocPqynh48aNq/R6VoeTCe+u5UBKvuvcLQOaM3N8h1qb2u8rdh3P5stNJ6DPzXRLPcC89R8DkL9qlVJTacVyDA2r8QPRjXkL97vG0cFnXDqyDCe3Kyngp7aXfPGlr0OX66ovIPcMgcZAbul0C7d0uoVCRyF/HvqTOZs8Y142JW/i8j+VoouxEbE83ftpOkUoZSTqh6iuqzn/xHP7IB8Eq1eE7GOeWWTA9banWSfFwobjXNajGbGNQ6p+H6d3wcb31eMrvqz8mmvd0v373FnyvKrk0tfh0zMVzg//B62rsGSC4IJBWJIuMJS2I71dxz26/+jRdqSi/Pnnn65xo0aVL3LY9pl/PQTSX/cPZNaE2lUcsiootDmZ5NZ25KO37qHNls0ecw4NG07W99VfHdi9JcaULvUhaS2810vpCfbpMC8CSQNTPoJnUhWLUa/bq10gnYu/3p+r213tasA7d2Dxgqlx6XFct/A6On/VmYl/TGRL8hYmdFYLfVaoNUhl2fxJMYHEU8d486mHXIcT3ltLkb2K92Yv8gwSfyS+/G1HvOEeV+Vjq2KZaeRWLfyvB2tmD4I6hxBJFxj7E1QzeYMGVxAa2rPSa0qSRN6Zhq0RERE+FTINQ/zY/8KY6vmGXAsY+ppaD+mNq7oQFeyHLihIqal0l+oSTX7ueQ4NG45UVH3NV3/ddpQh2l1sMN3PmwnD4MtLIf0cF5UpGK766kwD2WwlnbqqqyZXEJPOxMSWE10NeF8f8jpmg2d5isScRG5dfCsr7TdjbvUiOnMCv2w/WsKKVYC9UGnY616ocdCjSu0jvxCigv14za3B8SWvraza/bzXSx1PfM83Lr7CLHXc/4GS51U1Go3SzgaUyuGSVPp8gQAhki4ocnK2c+rUj67j9u1e8sm6x46pcRrjx4+v0Bq5RXZyCj1Tb1+Y1JH1Tw/Hz1D2nlt1mS/XJZKSq8R1tasfxGXd1f5aGo2GqIcfooVbcLz91CkSunajaN++Ymv5DKcd9i2AF5tww+JuzDe+TANNpuecoIZw/a9KT7CnjysxKlXVub2KMGgNjGo+io3XbXQ14I3yj/KYozXkEND0C15JmES/7/qx7Ogy7FIVpouf2gFz63s27L1nAwyf6ZFFdkWPxrSNVgKdT+cUMb+qShVs+QxyzvytR7SB7jf6Zt2NH6rjAQ/5Zs2K4l7l+9j6mtuHoM6gkauyZbug2nA6LaxcpZrrBw3chNEYUcoVZee9994jPV0JvJw5cybacprf1x5M54bPNlE0rAEYlGu3dm1D43p1P7W/rBzPtDDoFdWKdGDO2BKraks2G4mXXYbtkBoHFjb1JqKeeso3VjyHFfb+Ab/fBZTw5x/RRvlAadrfN+6WMtD8qX9c46SXLq2We0qyxLaUbTy/4XmScpO8ztFqtMwZMIfRzUdj1Bkrf1NZhn+fgk1u4iGyvdJ2pQSrnNXhpO0z/7qO1z55iW//fs7tBfdMqu8shLPdrMSzc0qeV9Z1/ELgqQoG2EsSPH/G3RfRBu7fUvH9CC4KhCXpAmHtuoGucaeOb/tMIMmy7BJIQUFB5RJIkiRz99fbuOGzTcUeu5gEksMpeQikpQ+X3nZEazTS8u+/aTBXjafJnP8V+9t3wJlTwQ8Zm0WxFMwOgTlR8PudnCuQdkkxTLI+z5F7TygfHs0HVptAqim0Gi296vfiryl/8duY9RQk3ouzsLHHHEmWmL52Oj2+6UHs/Fh+SviJQkfxFiplwpKpxHi5C6RJH8B9pbf6MOl1LHlYjRUa+PJ/OCUffb+VnJ4C6Z71vhNIVrXnIj1v9c2alUGrhaAz/QLTD4CwEQjOw4X9DniRcPTYpzgcyodncHBXoqMr5hLzxsmTqitg4sSy1xZJzikiZvpC/t2b7DpnNl4cbrVzueVL9dvqg8Nb0zq6bDViQi+/jFarVnmcO9CnL3krV5btxtY8WP+uIozmNfDs+XWWFoPh7nW0sH7LJNscdsmtiKnhtig1RevoIKSipliS7seS8BK/TPiF3vV7F5v3wsYX6P1tb2LnxzJ/73wK7AVlu0HCInjlnFplj+yHbteX6fI20UE8MKyV6/jWL31kBflBrafGwEcguqNv1gXY9qU6HvyE79atDBPeUccnS8nWFAgQIqnOY7Ec5dAhtZpsj+4/+HT9hQvVGjgtW7YsZabKj1uO0fdFz9pHu2aOQq+7+H7dlu1LYc1BtUbMw+VsO2KIjqLdvr0EjRnjOnfi7ns4dvsd3msqFWbBypcUYfRiY1jyTPE5bcfB/VsV18fUv7BHdkCWFTdev5iKNT6+UOjTQukF55QgJqQ1n43+jLipcfw5+U+GNhlabP5rW1+j73d9iZ0fy/92/Y8cqxdLn9MBX02G7916hnWcAjOzILhBufb3yMg2rvGqA2ksj08p1/XFOLgUDqhuPIbPrNx65+L++1fO51pltBqujt0D5gUCL1x8n1oXEJLkYMPGYa7jyrYdORdZljl1SmnxYDKZzutqszqcDHt9JU/+Guc6d8egFiS+OK5GG4fWFNkWG7d/tdV1HDd7VIViijRaLY3fepOmX6htPgrWrmV/x07YT55UCvUteUYRRi83h5UvFl+k89UwbbcijK793qPp57J96gftzAkdyr2/C4lZE1QryvL4VNe4RUgL3h32LnFT4/j38n+5NKZ4zNQHOz9g4A8DiZ0fy+tbXyezKBOyjsIL4XBEdbdy059w5ZcVcmVqNBriZqvta26bv9WjIXG5KMyGb9364j11rHJtR87FZlHHsVf6bt3KotWBMVAZn9ouXG6CUhEiqQ6zY6eafdIy5rFKtx05l5QU9cNz0qRJpc6NP51L22f+5Uia6nr4+4GBzLj0wi8O6Q1Zlun6/FLX8Xe39yHIr3JC0dyvH222erpYDg0fQeYdsYpb7Vx63qq4c2bnwGUfQz3v7Tme+GW3a9yu/sXpajtL+wbq83/il11e5zQKbMRLg14ibmocy69czlVtrio258u9XyoNeP8czwvh9UjVnXE1P3UcYoZUao9Bfga+vb2P67jL80sod/6NLMPLbr8PN/ymBET7kl1utb6GPevbtSvLJLdimSl7a24fglqPEEl1lNTUxWRnK0UItVo/mje/x+f3WLx4sWvctm1br3NkWealRfsZ+/Ya17kmYf7sf2EMnRpdHLWPvPH832ra/qWdG9C/lQ8C6bOOolv8EO2uPkVERzUgNmV7KAcXRCM5gP4PwuOHFWE0/s3zujickkzemX5tnRuHXJSC1h2NRkOnRkqPstwix3mDo6MConi237PETY1j1dWruLnjzcXm/BQcxPCmjYht0ZQnN8/lZP7J4guVkwGtIhgXqxbAnPNPfPkWWOrmVms33tMF5SvcY+BKEOg1Rjs3S+Dip2tuH4JajxBJdRCbLZO4Pfe6jgcN3FzK7IqTmJjoGut0xYOucwrttHh6IR+uUlPV507pxJonhl00tY+8EXcihy/WJbmO372mW8UXSz8I312juNLe7gxxP6PRQGRsHjFjVXeQo1BHwi8NKWx4DZjLLshWH0xzjZ+b6MOA3TrM85PUTK81bq/P+QjzC+PRBkOJSzzG2qPHuTcru9ichYkLGfPrGGLnx/LAigdIykmq8D7fu7a7a/zZ2kT2nCxj5mNyHKx3C16+6qsK76FEHFZ13LbybYx8jnudr8TVNbcPQa1HiKQ6htJ2RK2K2737D+j15lKuqBhn0/4BpkyZUuzx1QfS6PLcEo9z658axvV9atk3xmqmyO5kwntrXcebpg9Hqy2HdUaWlQ+xL8efaSDbEw4sKj5v1FxMLyXRbvcuTG3UYN6kK64gec7cMrtfnnaLH+vaJLTs+7yA6eb2Okz/La7kie7IMvzzGHyixAiGSDL3mJoSd/02Nl63kcd6Fg8QXnl8JRP+mEDs/FhuXXwrCZkJ5XKbabUaNj6tWoDGv1uGtiX2IvhQLRfCw/uUGB1fs/d3dTzyed+v7wsmu5VhSD9Uc/sQ1GqESKpjJBxQzeT160+hXmivUmZXnKVL1Xiajh1VC4NTkrnjq63c9LlqvRrRPorD88bRMNS/SvZSlxjm1jbi1Ss6q01iS0OW4cRW+GiIUkPnw4GQtKb4vPFvwvTTiiut//1gCkJjNBLz5wIavKQGa2d9841SUyk7u9TbSpJMcq7S9iQm0nzRu9rOotFoaBGhfPE4lVOEdL56RGdrH235RD03+UO4Zx3ojZgNZqZ2nErc1Dg2X7+ZZ/sWj8/ZkryFK/66gs5fdeaav69hd9ruMgmm+iF+vHJ5Z9fx8NdXlTIb+KCvOp7wDoRUvg+jV36/Wx1HlC+js9rodJk6XurjrD7BBYMQSXWInJydnDz5neu4Q/tXquxeCQkJrrFerwfgdE4hLacvZKlbNtSXt/Ti06m90JXHWnKB8vWGJE7lKKKjdVQgV/ZsUvJkSYLENfBujzMNZIfD6Z2eczQ6uOwTtYFsz1tLbCAbOnkyrVafU1Opbz/yVqwocQubk9T2I/OmxJY472Jk7hTV5bYlKbPkifF/F6999GgCdL3W63R/vT9Xtb2KuKlxbLthG/MGzkOr8Xwb3puxl+sXXk/nrzoz4fcJbEnegiSX3Gfsql5NaBmpiLqT2YV8vbGE3nNbv4CsMy70sBjoMbXk51UZnHZchUqbD6qae/gC94KZCf+UPE9wUSNEUh3B6Sxk67bLXccDB25Co6maH1+2mwXi0kuVAMfvNh2j34ueH7i7Zo1iaFvP/lcXKyeyLDy7QM2S+fvBgcUnSU6lLs3r7ZTWCPPHQ8Y5Zn6/ELj6G6WB7KxM6HxVmasfG6KUmkrBl6pBqSfuvY9jt96K7HAUmz/jd9WV1Lt5WJnucbHQt4VaL+qZP/YUn+B0KC7RH90KQXa6Qql9FFS/+HwvGHVGJrScwK6bdrH9xu28OfRNggye2YVJuUncuvhWunzVheE/DWfNiTU4peIutYXTVDHy7B97OJl9TkXwnJPw90Pq8T0byrTHCpGg1lZjjG/6R1YZl76ujrMr2OpEcEEjRFIdYd16tSVBxw5vYvJR2xFvrHCzPrTrGMvgV/5jutsH6l1DYpTaR/4XX+0jbzglmYEvq3VwFj80GJP+TJyH0670SZvXCJ4PU+rS5J32XCC4kdpA9qlj0H5ChRvIarRaGr3+Gk3nz3edK1i/gf2dYrGdOOE6J8syh8+Ua4gONpUvbuoiQKvVEBmkiNODqfmerq/MRKX2kbtLdOrfcMVnFW7jYtAaGNFsBOuvW8/OG3fyvxH/Izog2mNOamEq9y6/l65fd6Xvd31ZenSpqwGvSa/j34dUoTTgpRVqZp7khDfd6l/dvRYMZXADV5QF96tjX1bvrgq6uFUbXzGn5vYhqLUIkVQHOHbsc+x2xeQfFNSJ+vXL3h6kIuzerdbNiX1+Occy1aJwCx8cxNNj24v4FTdun6/WLrrvkpa0jTDCzu+VwOsXIuDnqWDL97wosh3cvFCxPDyyD1qP8GkArblPb9ps3QpuWYmHR4wk86uvAdh5PNt1/iW3mBaBysuXqy7I3SfOZI5teB/e6apO0urh6RPQwnduJZ1Wx8BGA1l25TJ23bSLz0d/TkxIjMecAnsBj6x8hO5fdyd2fix/Hv6TmEg/7h2qVsW/42wh0x/VemoMmAb1q9C1KjnBmquMG3bzbXHKqsDdfb37x5rbh6DWoq/pDQhKp7DwGAcPqY1Oe/b4uUrvl5ub6xpvsasxNS0izCyaNuiiTu33xn/7U/kvIQ0/rFyhW83jG66DkjwZjXrA2FehUfdq+fDQBZppv3cPae+9T/p77wGQMm8e6R9/zJzLZ7vmDW4dWeV7qYsMaaO6kucs2MbPljvAkqFOGDodhj5ZpXs424B3weQFyLLMnvQ9vLj5ReLSPbPuZqydwYy1MwAwhE7GntOdFftT2bXyV7q4x9uMeK5K98tht8ri416r2nv5ipHPq4HbeclldpcKLg6ESKrFSJKD9RsucR337bMErdZYpfdctmKla5zgVD48X7oslmt6N63S+9ZFcrIyWf/1LJL8vit5UsxQGD2vRt0OkfffR/DYMRy5VGl87ExPZ85H9zNtyIOcrh8jgu5LQKfVYDbqaG1P4Of0c7Kf7tsCkW28X1hFaDQaYiNj+e5S5fftQNYBXtnyCptOb/KY59fgD/wa/AHAju1ZtNJoMMsyPHm06sX5nw+o40Y9qvZevqLHLapIWvUKjH+jZvcjqFUIkVSL2bnrZtc4psXDmM1lazBbUf5LSGX3TrUrtgMdG54eRoMQkdrvojALNn4Iq14iBJjhLXSo3XjlG3tEKy8P1gymli1pt3sXiddcg3WfUp357VXvkDt6ErJcsZ5yFzyyzKKWv9E00c0N06AL3LYM9FX7ZaUstKnXhk9HfQpAUk4Sb2x7g/+O/+cx5/XwerweXg+AexK+4/r21xNiqqJK+JIEeUqvR8Jb135X21n8gtXx1s+ESBJ4IGKSailpaUvIylL8NhqNgRYt7j/PFRXHKcnc+uUW7v5ivetcXr02HJ43TggkgPw0WDxDbSC7ykvGTpdr4aE4JVX/mm9rlUA6i8ZoJOa33/ht7J2uc8GLF7C/fQccWVk1uLNaSEEGPBfqIZDeD3sS7lpdKwTSuTQPac47w94hbmociy9fzAT/4pbf/+36n6sB72tbXlMa8PqSY+r7BxPe8u3aVc2Qp9RxQXrJ8wQXHUIk1ULs9ix2x6m92AYP2lrK7MpxMlupfbRifyqd9Mmu83PunHJxu2FyT8Ff0xRh9For2PBesSlfOUbSq+h9pJnZMOVDCK0bLslPTG24boyn++hgv/7kLVtWQzuqZez7E171DJTuWfQ/Xj3VpYY2VD4a5mcyb99a4hKPsfzYSexZfYrNmb9vvtKAd34sz214jlRLqpeVysnfD6vjpv0rv1510tet+OW6t2tuH4JahxBJtQxZllm9pqfruHu379DrA6vkXt9sPMqAl9R0/1g3keTvfxFakLKS4JdbFWH0RnvY9mWxKY5+0+hW9CHNi75jpuMW/nr6ijqVPn84Tcmyy/ILZt/XiwmeOMH12In7H+DojTd5ral0UeC0w+dj4Se3bLDO1/DL+DjSUVxUiekFNbS5MuKwwocDXIfyLZspSp5CXvxL5B94hhvbFy8g+cuBXxj+83Bi58fyxOonKtaAV5Yh/YAyDmpQ4VIINYZ/PXXs3tdOcNFTx36TL3wOHFCzT+pHT6JeveLfAitLkd3JgJdWeBTJu2egmsnWv38d+xZYGdIOwHdXn2kg2wX2/Fp8ziXPKEGvs3O4ZNdQslBiGF6+PJb6IVVYb6YKeHHhftd4fLdGNHrlFZp9rTY4tWzZotRUOn68JrZXc2QcVso1uLuMbl4Il33E+C5q644XF8bXwObKwf9UgcSlbxDduBUvXaak/MvOQP5Z1YO4qXGsu3Yd93W9r9jlixIXuRrw3r/8fhJzEovN8cpJNZaRie9W5hnUHP3cQhoKhftZoCBEUi0iN3c3J05+7Tru0MH3KbR7TubQ7tl/PSry/vvQIPoEqvEJAwYM8HbphYEsw+nd8MU4RRi93wsO/Ft83uh58PRJJcZoyOPgH8q3m45yPFN53WIizFzdq26419xZFq+2lDlb8DKgVy/abN2KxqjG2hweOYqML76s7u3VDOvegXe7q8d6f+Vn31z5O3Ave7HErSVPrWP7V5BxUBmHNoVetwFwTe+mNA9X6gEdzbDw3aZjBBuDubvL3cRNjWPjdRt5vOfjxZZbdWIVE/+YSOz8WG7595bSG/AudGvg23KYT59WtTHgIXW8+ZMSpwkuLoRIqiU4nYVs2TrFdTxwwEafth2RZZkX/t7H+HfVDvWtogJJmDOGdvWDWblypeu82Wz22X1rBbIMx7fAR4OVPmkfDYKj64rPm/A2zEhWhFG/+8CkujlPZRcy43fV8rbooVrck6oETmSpRUHnTO7k8Zgu0Ey73buIfGia61zqyy9zoE9fJIuFCxJbAbzUFJa6NZwd9gw8k+zxswd4YZJawqFYy4/aQO4pz/T7+zZ7PPzvQ2rF/um/x3HK7TmYDWZu6ngTcVPj2HL9Fmb2K97sdWvKVlcD3qv+uopdabtUwSTLcOqMJckY5NOiqNVKoFu9sP/mljxPcFEhRFItYf0G9dtXhw6vYzL5rsBftsVGi6cX8tla1XT+yuWdWfbIEEx6HVar1XW+R486UtvkfEgSJK6Gd7opwuizEXB6l+ccrd6zgWyPm8FQPBbLKcn0d4vdWjRtkNp2pA7x2mK1afHl3Rt7nRNx993ELFR7bzlzckjo3oPCnTurenvVy/HNMK8hFOWo5+7fCoOLW1QALu+hvl6vu72OtQJJUmLoznLX6mK/x34GHQsfVIV9f/e2Je7z9H5c2eZKVwPeFwe9iF7jWSkmPjOeGxbeQOevOjP+9/Fs3vcTrva7k9/31bOqGbq7xWxZ82puH4JagxBJtYDjx7/EZlOySwIDO9Cg/mSfrb08PoWuzy/1OLfx6eFc1UuNQdq+XY0nGDJkiM/uXe1ITjiwGF5rc6aB7ATIPOI5xy8Urv4Wns2AmRllaiB719dqduHdQ1rSvkFwKbNrL3/sPOUa+xtLFnmmmBa0270Lv1i1fUXSNddyetbskt0tdQVZViwun41UzzXqoTQUjmhd4mUBRlUo/LajAoHNVcnPbh/sfe9Tajl5oUPDYO4aombt3f3NtlKXNeqMjI8Zz46bdrDjxh28dclbBBs9f/eP5h7ltq1z6NKiKZc0acTqwGCvDXjrDEPdSgFs/6rkeYKLBiGSapjCwhMcOPiC67hXTy+BwxXA4ZS46fPN3DZf/YAfF1ufI/PGFQs2Xrx4sWscHFzHBMDZBrJzGyoNZL+7CvLPiRsJaQI3nG0gexTajwdd2eqorkxIZVm8mh795Ji2Ptx89ZGSW+QaTx/X7rzzNUYjLX7+iYavq3Fx2T/+WLdrKhWkK1ZF9w+/yz+DO1aUqaHwU2PV1y3V7fWsUQ7/B/F/qsejS3cTPTVGfQ5L96Ww6kBamW6j1+oZ3nQ4665dx84bd/LhiA9pYG7gMSddr+O+/x6k69dd6fNtH5YkLXE14K0zBDdUx4un19w+BLUGIZJqEKXtiGq56dtnsU/ajhzPtNBqxiJWu70Bfnt7Hz64vkexdHWbzeYax7pZDmo19iLY8a1nA1n7OanZke3hlkUwKxse3gOtyt9ANqfQzs1fqM1rd82qu5Wp31l+0DW+thwtZkIuvZTWa9d4nDvYrz+5i5f4bG/Vwt7f4dVzKtY/dghiryjzEtf3UV+3d1cc8tXOKk5RDnw9WT1+Mum8Va41Gg27Zo1yHU/9fDM5heUTMjqtjgGNBrDkiiXsGvcrX5xOoZXb+wiAxWHh0VWPuhrwLji0AJvTVsKKtYxOl6tj2wUajycoM0Ik1SC7dt3mGrdo/iBmc+WrNM9fn8SgVzxbE+yePYoBrSK8zt+9e7drPGxYLc5KsRUoGSezQ2BuNCy4t/icxr3gjv8UYXTfRmjWv8KtEWRZpstzqhCYf2tvQvzPb22orXy76ZhrHORXvuehj4ig3b69hExREwtOTptG0vU3INtruaXAaYfPRsHPN6vnut6g/I4Eli/uz/11+3rjUd/sr6LIshJ0fpbrfvKs9VMKIf4Gvryll+u4y3NLKuxG1S6bRc8iK7+fTGb3dVv44dIf6BzRudi8Z9Y9Q49vehA7P5Yf9v9AoaMWBr+fZbhb4PruH0ueJ7goECKphkhLX05m1tlMMw0tWjzodZ4sy8z5ex/ZltK/hRXZnfSdt5xZf+51nXtwWCsSXxxHcCkfin///bdrXK9e2d5kq42iXFj7liKM5jX0TDM+S8wlcM8GJfD69mXQqLtPeka99K9aT2hE+2iGtPFdIH11k5GvBuZPG15y3E1paLRaGr44j2bffuM6V7htG/tjO2M7WsOCoSTO1j467tYA9tbFSnBxBX9HHnR7/TILatAy4p591WoEtBldrsuHto1iRPso1/HL/1YwGD1BDfLXGPzoGNGRby/9lripcfw28Tf6NehX7JK5m+bS+9vexM6P5Ys9X5Bvy6/YvauKes3V8d8P1dQuBLUEIZJqALs9m9271f5ZQwbvKNGN8/O2E3y6NpEnf91d4re93SeyaffsvyS7xUkseXgwj4xqW6p7yOFWWblNm+rtaF4ilkxYMVcRRi81gWWzis9pPwEe2K4Io5v+gOgOPt3CvlO5fLRKDfj+6Ma6nfH38Wr1udw6oEWl1gro0YO227aiCQhwnTs8egwZn31WqXV9zto3PWsfGYOU2kdN+1Zq2VsHNHeN3V/XaiVlH6x+VT2+7qcKLfPRjWpl/w9XHSb+dG75FshWrZNcWrwpbOt6rfl41MfETY3j7yl/M7zp8GJz3tj2Bv2+70fs/Fje2/EeOdacYnNqhDZj1LHDWvI8wQWPEEnVjNJ2RP3Q7db1a/T6IK9zE9MLmH3GMrR4b4qHy+TsWrP/3MvE99SaP+3qB5EwZwxtor2v6c6+fftc41GjRpUys4rJT4V/n1aE0SstYPUrxed0uRYe2qMIo6u/gfCWxef4gCK7k3HvqDE4658aVud72H3k9mEeElB5l6HWbKbd9m1EPvKI61zqq6+R0Kt3zddUsubDvEawbLZ6bsRsmH6iWO2jihAaoMYMfrjqcKXXKzcOK/zPzTrzUFyF6xLptBrWP6W62Me+vYYiezky01bMUcddri11arPgZrx1yVvETY1jyeVLmNhyYrE5H+3+yNWA95Utr5BRmFH2vfiakWoyDfsW1Nw+BDWOEEnVzMFDqpk8KmocYWHeW4DYnRIP/bADi01903rh730kJCu1O7IKlNpHX65Pcj3+2pVd+PehwWWu4fP777+7xhER3mOWqoyzxe9mh8BrrWHjB8Xn9L4THk1QhNGUDyG0SfE5Pmbs26pAmjclloahdbuHXY5FjRm6Y1DlrEjnEnHnHcQsUt0tUl4eCd17YNm+w6f3KTPHNsKLjcDdffPAdhj4cMnXVIDbBqqvY3mDnivNx0PV8bjXKt1UuWGoP3OnqIVF3b8gnBf3eB1jQMnzzqFBYAPmDpxL3NQ4Vly5gmvaXlNsztf7vmboT0OJnR/L7PWzSSmo5krnkW6W9d/vLnme4IKnbHnQFwGS5MDuyMZuy8Ruz0KSbMiyAxkJDVo0Gh1arRG9IRSjIQyDIbTcmWi5eXs4fvwL13GnjiV3m35z6QF2nfA0PVsdEg9+v4P7h7Xige89P4g2Tx9OVHDZ+4g5nU6X+6558+Zlvq5SyG7fUt2L37kz4CHo/yCYw6tlS+78sPmYq4Fps/AArutTuQ+g2oC7iL57iO+tb6YWLWgXt5ujN9xI4S6lWOfR664j5IrLafDCC9WTDSjLsOA+2Pmteq5JH7j5nzKl9peXe4a2dBVm/Wp9Eg9UMM6r3Oz8DlLPWH+DG0HvO3yy7PV9mvHhqsMczyzkSFoBP245dv6WO7mn1bG71aWcRAZEMqPvDGb0nUFWURZf7v2Sz/d87jHn14O/8uvBX6FFU8bkFzDN4sR7KVQf02yAUplfdioJAFXwu1Rd2J12sqxZZBVlkWvLxea04ZSdSLKEVqNFr9Fj0BmoZ6pHPb96hJhC0GuFPADQyHW+OlzFkGUZqzWZwsJj2OyZOOw5OJ2FOJ0FOJ0WRSQhAxKgRYMGjdaATheAXmdGq/PDoA/GYAjD378xfn6NS20j4nQWsXKV2tpg4ID1mEzRXuduOJzBdZ9spCw/mAldGvL21V3L3Yk+Pj6eH39Uvgnefffd1K9fv1zXl5m0A7BkBhxcQtv+f5NjUNyAyavcilYOewZ63QH+oVWzhzJwOqeQfi+qVbX3vzDGo2dXXaX5U/+4xkkvXVql98pdtIiTDz/ica71+nXow8LKdH2F9pqfBq+dkxV65ZfQcYrX6b6iOl9XQBElb7jVt5qR7LU6fEUpsjtp96zaw3Dj08NLb97898Ow9YyYeeo4+Pm2vlquLZfv47/nvZ3vlThnUKNBPNbrMWJCYkqcUylO71ZaGIHi4m8/oWruUwVIssTJ/JOcyj/lEkZFjiIKHAUU2gtxyA4kSUJGRqPRoNVoMWgNBOgDCDAE4K/3J9gYTD2/ejQJakJ0QHSdLX9SWS46qShJVgosiRQUHMRmS8dmS8fhyMfptKBBg05vRqczo9cHnRE9GkBGlmVk2Y7DnkVR0Ulk2YFO549OF4jRGI7RGIE5oCVmc0t0uuKm540b1Qq/7du/XKJAyrbYeOSnnWUSSN/d0Yf+LSvmJluwQPWzR0d730uFkGVIjoN/n/LeH+0so1+E7jf5JE6ksjgl2UMg/fPgwAtCIOVb1cD88tRGqijBY8cS0KcPB/urDZIP9h9AozffIHjsWN/fMO4X+PU2z3OPHwZz1buOr+nVhB+2HAeU1znQVIVvpZLkKZDuXOlTgQRK25K/Hxjo6u3Y98XlHJ43ruR4vK1u1h4fCySAYGMwd3W5i7u63IXFbuHXg7/yyhbPWMU1J9ew5qTiHuwR3YOnej9F23qlJ6uUi/pudeMW3FcnRJLFbiExJ5EjOUfILMokozDDJYz0Wj0BhgAC9AH46/yVL/4aDbIsI8kSdslOZlEmJ/JPIEkSAYYAzAYz4f7hRPhHEBMSQ4uQFhh1la/lV5e4aESSw5FPXt5eLJYkbPYMbNZUHM4CjIZw/EzR6HTmcrnPJMmO01mAw5FPQf4BCnVHKSo8Tm5eHP7+TQkO6ojBoKTUnzjxDUVWpSWE2dyahg28F7CTZZnpv8dxOuf81XxD/A00D69YI1pJkigqUu7RsGHDyr+pyLLSC2vho4pAKgn3N/Z+Xuoc1RD3fqu2Z7hzcAwdG4bU4G58xw+b1UD/iqb+lxd9WBjt4vdx+tlnyflFqR5/8uFHyPxyPs2++RqNwQcuC6cdPh8NJ93aanSfqjQorqZvu9NGtHaJpB82H+P2QVVkzQBPIdjnbmjYrUpu06lRCLcPbMGnZ1yJ9327nQ+9ZXYWpKvjIU8Vf9zHBBgCuLHDjdz40/0UaTT8HRrOc6GeX0S3pWzjyr+uBKBdWDtm9JlBl8gulXtv02iUFi+ndymFOyVnrW3em12Uzb7MfZzIO0FmUSZpljRsko1wv3AamhsSYAgol/vM5rRhsVvIteWyP3M/ZoOZE3kn2JO+h6bBTekQ3gGz4QJrhF4CF7y7TZZlCiyHyMnZTlHhKay2FDQaPSZjFEZjGBpN5X/pZVnCbs/CaktDclowmqLwMzUiOLgTBkOYR1XtS4buQ6v13ivspy3HeeLX3V4f80bv5mF8f2ffcmdfHTx4kG+/VeI3br/9dho3roCHX5IgaY1SR+Tc/mhn0Rlh8v+g/UTQG2m7Jo4chxKXlHxJ1/LfswpYfSCNmz5XO6YnvjjugjErV7tL6Bws23dw9LrrPM7FLFqIqYX3APIy7Tf9ILzX0/PcbUuhSe9K7bUiVMvrm7ha6UF4llnZVSoEZVmmxdNqMP43t/VhYOtzLHNLnoX17yjjJ5PKXMSy0sw+8+XFLwSeOobdaWfp0aXMWDcDh+TweknToKbM7DeTXvV7oS0lHKJEjm9RmmOD0tqo1YgKbr5qkGSJ+Ix49mbs5VT+KdIL0/HT+xEVEEWoKdQn72VOyUmWNYs0SxoOyUFUQBQNzA3oGtWVmJCYC+b9siQuaEuSw5FPdvZmLJYkLJYjoNFhDmiJXu9bF49Goz3jcgvH6bRQVHSK3LzdOBw5HD6i9r7q03thiQIpMb2A2X/t9fpYSWxOyuS9FYeYNqJ8VoK//vrLNW7UqFHZL3Q64NAy+PN+KCih55N/GEx6H1qPKnN/tJoit8juIZDqctuRcyl0y4qc2KVhKTOrjoDu3Wi7fRsHhwxFylOyMo+MHUfkww8Tcded57naC6tfgxVuQcJ+IfBIPBhr5hvt+M4N+Hu3EsBcZHf63kVblOspkJ5IrHJLmUajYdfMUXR5Xqk2f8Nnm9g9e5RnQdqzAgmqTyB5waAzMC5mHONixuGQHKw+sZpZ62eRbc12zTmWd4zbl9wOQJhfGC8MeIEBDQegK6tFqLGbIP9zGjxSvvfoqiSrKIstyVs4kX+CozlHCTAE0CasDf5637pidVodEf4RRPhHkG/L52T+STKLMimwF3Ai7wQ96/e8oK1KF2wJgIKCQ6Sk/kN2zg7y8uMxGiMINLf1uUA6F50uALO5Ff5+TUhLW+o636DBlZjN3gs22hwS085J9y8rby8/wNakzDLPlySJ3FylaFx4ePj5RYHTDnt+g7kN4IVw+P7q4gIptCnc+DvMzIInE6HduFovkGRZpvNste3IF7f0qtNtR87ltx0nXOPHR9dcU15tQABtt2wm6nG1Wnram2+yv3sPpIKCUq50w5oPc6I9BdLIF+CpYzUmkACedGsW+/uOk76/gXvbkWt/gICyBcBXlpAAA1/crLYt6TzbrW1JoVtz4373V8t+yoJeq2dY02GsuWYNO2/cyUcjPqKh2fPLQWZRJvctv4+uX3el97e9WZy0+PwNeDUaCDvjSs09oVjQaxhZltmbsZelR5cSlx7HkZwjNApqRExojM8F0rkEGgNpU68N4f7hJGQlsCttF/8m/suR7BoqrFoNXJAiKSd3FxmZa8jL3YPDkUtQYAdMpuqNzjcaw4iKGofZ3AY/vyYEBLQkK2sDslz8j+zNZQfYfU66f1mRZJjx+x7sDu/m5nM5dkyNUxk/frz3SfYi2PGN2kD2l1vAfk6RwKgOcMu/ivn/oThoOQy0defX6dXFahuGYe2iuKRtVCmz6x4zft/jGjcJK3sNm6oi/LbbaLlYzZ6SLRYSevTEsm1bKVcBSeuU2kcOtzi9B3fAAO9tfKoT99f16d9KicWrCP+9CGfTN2IugbZVEPheCpe0i2JoW7UVz+tLDiiDTR+rk3xcf8pX6LQ6+jfqz+IrFrP7pt3MHzOf1vU8re2FjkIeW/WYqwHvH4f+wOosobL2+LfU8bENVbfxMiDJEpuSN7EleQt70/fikBx0COtAPb/qs+hpNBqiAqJoH9aeXFsuezP2sv7UeuLSfPw3UEuoO59qZUCWZbKzt5KTvY38/P0YDKEEmtui05W9fpAv0evNNGl8Ew3qT6Gg4CB5eXFkZq5BdqsXtP5wOh+uLH/l3nCzkWt6NeHLGzvzT5u/MOz8ukzX/fOPGkfRrFkz9QFbgfIG6Goge1/xi5v0UTJrZmXDvRugWb9qC5T1JfuTc/nA7TX/5Kaepcyue1gd6u+Xe3+umsbYrBnt4nbj30MNBj56/Q2ceurp4i13JAl+uwu+HKeeazYAns1Qv9nXAoa1U19f99e9UqTuh1UvqcfX/+KbdcvJZ1NVa9J7/x1SCtmunKdOqIYswsqi0WjoHt2d3yb+xu6bdvPDpT/QJbJLsXnPrnuWnt/0JHZ+LN/v/x6L+5fC5oPU8T+PFLu2unBKTtafWs++jH0cyjpEg8AGxITGYKih+k0mvYk29doQ6hdKQlYCO1J3sD1le4WbJddWardPpJzk5G4nJ3cnBfkJ+Pk1wWSqHU1JTaYotFojBQWHzvwCaQkLG0BOoYNHftxVpnR/gMb1/BndsT6jO9anR7N66LKOwM/XQfJu5dtmz1tKvV6WZdLSFFdZUFAQWls+bP3Ms4XDubQcBqPnQVQJxR/rGFaHkzFvqVWF110AbUfOZWGcWujvqbG16+emMRho/u035C5ewslp0wDI+eMPcv74g5Cxs8gxBRFBDjx/zjfjq76GDsVbWdQ008e1Y8X+VAD+3ZPMpK7liPHzhsMGH/RRj6ftqjHXtU6rYe2TlzDw5f8AuOytxew9+32zx801sqfKoNFo6BjRkW/GKU2aD2Ud4rWtr7HulGepknmb5jFvkyIGH+r+EFe3vZrAwGjIT4G0/Uo2bzV/OZRkiU2nN5GQmUBiTiLNQ5oTYqr5LFyNRkMDcwMMWgMHshRro1ajpWtU15rdmA+5YERSbt4ecnN2U5B/AH//phiNtetbjsEQSkBAKwosh9BodGg0emYsNHo0pfVGu/pBjOpYn9Edo+nQIFh1Ge7+Sckss52J60hcrTSHLSVu4dSpU67xhLyv4KXnvU/sMAmGz6qy/mg1yaXvrHWNX5jciUZ1vO2INx79aZdr3Cqq5utQeSN49CgCNqznYD+1Lc8Pi55jWa+ePNDyT8/Jjx+pkQrsZaFVlNoj8dGfdlVeJH2i9lJjzMueHelrgMb1AnhhUkeeXbCXa3T/qQ8MebLmNuUjWtVrxYcjPwTgWO4x3tr+FkuPLvWY89b2t3hr+1sQaeJOfQg35eYRcmoHNOruZcWqY1vKNhKyFIEUExpDkPH8vTmrkwj/CDRoOJh9EI1Gg1FnpEO4bxuP1xQXhEiyWlPJyd5BfkECfn4Na51AOovBEExAQAvyCw7wT3wgi/YUL8Km0UD3pvUY3TGaUR3q0zzinMBUWwEsfAJ2fuN5XnZCwkLodkPxG+enwto3WbgxE2gAQCuOes7pej0Mfbpa+qPVFD9tOc6hVKWvV6NQf27s2+w8V9Q97E4J6Yxpsk+L6gn0rSj6evVoF7+P5Fmzyf5J6WQ/YstWEg9H0HxEOpretyrd5Wu5S7d38zA2J2XikGQcTgm9roJRDLt+hJQzcR2B0dC3dvQMu7Ffc/638jDPWt3ec4JrJmOyqmga3JQ3hr4BwOn807y/830WHPZsbPtxvRA+rhcCy6ZyQ/sbuC32NiL8q/6zJiknif2Z+zmcfZhmwc1qnUA6S7h/OE7ZycGsg+i1eiL9I4kMqB3enMpQ50WSJDnIyt5EYeFRDPrgEitZ1xaMhnpIpiIOpxUAikgy6DT0axnB6I7RjOwQTVRQCTFUKXvh51sgPcH74/v+VEVSzkklfmCH+sZ2EiXQ0ogNLbJSmG7gIxBUu18zX5CcU+RRg2r5o0NKmV13WR6f6hrPmtCxlJm1A41GQ4MHric0832SlilvqEWZRvb/1JCYmx/EVMsFEsCsiR1cFsrl+1MZ3bECLX7yUuB3t7IID+70zeZ8xIppveFMwesFzv70zS0iuhy9IusSDQIbMGfgHOYMnEN6YTqf7P6E7/Z/5zHnm/hv+CZeeW+d0moK93a9l/pm37d2stgt7EzdSVJuEtHmaEL9Qn1+D18SFRBFoaOQ43nH2ZqylZHNRtb5HnB1vphkds42srI2UVh4jOCgjmg0tf8HIssSmTkJfLatLb1aRDOh55DS089lGbZ9Af8+7Znlcy5aA7QdA/F/FXsohXD+x00AXDVpHB26VX/xvZoqJilJMjHT1QJ5fz8wkE6Nat6fXxV0nr2Y3CIl07FOFMZc9Qr8NxcAyaHhwJ/1kW3qniOnPUjEPffU1O7KhHsBxtAAAztnjirfApLkGYN1xwpo5KXSdU2y9XOlXxsw0Po2J+RIjswbV+6ekZXinGKS1U3Wzm/4atV0Pg0t+b1jdPPRTOs+jSZBvrHIrz25lp2pO8myZvm25UoV4pSc7MvYR5OgJvSq36vOxyfV6ew2qzWVvNx9FFqOEuDfvE4IJFCKT4YGNefOnjsZ3Ow4BvlEyZOLcuDnm5U3qNIEEoBk9yqQGD6Txc2fcR227VzL3oCrmPu/3+4a3zawxQUrkJyS7BJIsY1CavcbqjUPng93CSSAufL1jBn3Oh93Ugsopr39DvtjO+PML2NNpRpAo9HQsaFiFc622HFK5fze6W5B6nVH7RNI4BJIACdkxeL3wA87amo3NUK92KuZlpVDXOIx1tGMB7sVL0OxOGkx434bR+z8WO5Zdk+l6gcl5SSRmJPI6YLTNAtuVrv/nt3QaXU0C27GsbxjxGfGk2YpofBwHaHOiiRZllQ3myEEg6FuffDpdP74mRpgKUwkO3sbkuSlRseJbfDhINj3R/lvMOZlePokzM6BQY9yJEn95qXT1c7+Q1XBukPpLIxLdh0/c2ntyvbyJWsOqm9Gz02qxa62xDXwYmNwbyXx4E4+cyrp/r+3GkLLJYtdD8l2Owd69sSyZUt177TMPD+pk2u87lB6KTPPIWktxP2sHo971Ye78hEO9b1JbjPaNf5n92nWl+e51nXcUu2DE9dwR+c7iJsax6brNvFU7+I97NaeXMukBZOInR/L1EVTic+IL3N6vM1pc7nZ6pvrV3mRSF8TbAomxBTicrvVZYdVnRVJRUWnsFnTcDhy8fevm8HGJlM0suzEakvFYklSH5AkWP8ufD4Kso+WeL1X9P4w/ZQS9GlSMpvS09U3ssmTJ1d+43WE3CI713+6yXW8a+aF03bEG+4FDbs1Ca25jZSEJMEvt8F8tyKmLQafqX3k2c/N2LQp7fbEEdBbdQsfvfEmTj7+BHItqHp8Lt2bhrrGZS4sac2DL916vlVD25EKsU8NYNaMnMPOmSNdx9d9uom8ovNUrb6QmPSBOs5Qaq0FGAK4vv31xE2NY8v1W3iu/3PFLtueup2r/r6Kzl915oo/r2Bn6s5ShUNiTiJphWlIskR0QN2MGW0c2JhcWy5pljROF5w+/wW1lDorkgoKDmK1pWA0RtQZN9u5aDRaTMYobNZUCgoOKn80BelK648lz3h+0y4rjkI46JnGumzZMte4U6dO515xQXJu25HPpvYkJODCaTtyLpIkczpHccfGRJhrnxjMS1bibva4FUa8+luY+leJdYA0ej3NvppPo3fVXmG5f/3F/g4dcaTVLhO+RqOhebhSgftkdmHZvjm/7CYMr/622tqOlJvf71LHkW0IDTDyqVsB1lj3tiUXOp0uV8dLZxZ72E/vx2WtLyNuahzbb9jOK4Nfwag1esxJyErgxkU30vmrzoz9dSwbT29EcuvEIMsyR3KOkFaYRqR/ZO37Wy4jOq2OcL9w0grTOJR9qKa3U2HqpEhyOPIoKjqJzZaJ0VR7KgpXBKMxHIezAKstDfvBP+HDgXBwyfkvLI19nqmr+/fvd431+ropKMvLm0sPuMaD20QyvH3d/DZWVra49e+bM6WWCeFdP8Dr5/SPeyIR2pfQFuccgkeOpPWG9R7nDg4aTM6ff5ZwRc0wb0qsa7wlKauUmSgB62f7hjUfVObXotpx2uHsB3izga7TIzpEM6i1mv7+5rKD1b2zmsHgltG3/+/Sp+oMjG0xlm03bmPHjTt455J3qGfyLJJ6Iv8Edyy5gy5fdWHIj0NYeXwlp/JPkV6YToG9gHD/2lkfrKxE+keSWZjJqfxT5Nvya3o7FaJOiqSCgkPYbOno9YHotCafrz99+uc0bnwdjRtfR3Lyed7sKolGo8NojMBvzxIM30+FPB+YJQ8uUfqvAdnZ2a7Tl156aQkXXFgcSMnjnRXqNxf3Zp0XKjP+UHu19W1RS95YHTb43wBPS0SvO5S2NuW0mpytqVTvumtd50498SRHplyGbLP5aMOVo2+M+ro/80cpLre0Ax4B69z4R9VtqrIcUPvtMfYlj4fc/67eWX6QAyl51bWrmmXca+o4+3iZLtFr9VzS9BJWX7OaXTft4uORH9Mo0LPwaGZRJg+seIAxv43hlwO/YNQZ0Wp8/xH96exPuartVVzV9ioyU8reHL0imPQmAo2BZBZmcjin/O23agN1TiTJsoTFcgSrLQ2T0fdWpMOHT/Hdd2pl2f37qz7V1GSMxO7MR+Mrk7UtHw6vAGDFihWu0126FO9ZdKFhdTgZ9eZq1/HaJy+54NqOnIssy64imVFBpupNyy6J1P0wJxJSVPHGHSvg0tcqHHej0WioP3MmzX/60XXOGh/P/s5dsB6u+TdgrVZDRKDype1ASr53F5TDBu+7ifYHd9ZY25Ey4d7DMdrTQqnXaVnzxCWu41FvrsbmqH3xYj6n63Xq2F3slhGtRku/hv349/J/2X3Tbr4a+xVt6rXxmHMk5wjhfr7/snPqyCmW/7zcdXzsQNV/vkUGRJJWmEZSTpKHW7GuUIv/Or1jt2djd+QiSzb0et9ntM2b9z0Oh5Po6FBSUrLZv/84Q4dWrbjQ6fwpaNKWbLsBc0AMBl2QYuJ2/ZPPOT73nwx4zsnPTyYQ2L1bLaBoNBpL3MOFwsR31T5Mz03sSON6AaXMvjDYfSLHNX7p8thSZlYDsgwrX4RVL6vnAuvDgzvA6JufhX/nzrTdsZ1DI0fhPJOUcOTS8UTcfz+R93tpzFyNvHx5LLfN3wpA3MkcOjcO9ZzwmRr0zOh5xQLWaxWSUylBAtCgi1dx2yQsgNkTOjD7r30ATHxvLf8+NLg6d1n9GN26IOz6HqZ8WOGlNBoN3aK68evEX5FlmZXHV/L+zvexOCxEm30fIvDNa9/gdDipF1mPrLQsjh04RtdBXX1+H3eCjcEkSUnk2/PJseZQz6/e+S+qRdRBkZSJ02lBp/N9cOqmTftZvHgbMTENuOOOsTz99OfEx1dP0TJNQDgZnRuiiRxOSHDFRNnJ/JMsSVrCkqQlhOVs46W8K12PjRw5spQrLwx+2XaChDMm//rBfkzt37xmN1RNzPxzr2s8pE0NxugV5cJL52Sajnm5StpraP39abN2DZlffUXKvBcBSH/vPdI/+IA2mzejCzSfZ4WqYUgbtQ3DrD/38vu9A9QHd/8Mp3cq44Bw6Fezgu68HHHr1Tbu9RKn3TygBR+sPExqnpX9yXn8uu0El/doXA0brEFGzFYbg+clQ1Dlq21rNBrC/cMZ0mQIVqeXkjCVJH5rPFuXb6VB8wZcevOlfDr7U44lVP3nm0ajwd/gT4G9gCxrVp0TSXXO3WazqSLJ18yZo5Senz79Gjp0UPp67d9fNp9zZdHpAnA6Ldht5fMRn8w/yRd7vuDav69lzK9jeGPbG+zJUFwcq1erbqcePWphgTofkppbxGM/q41dVz4+tOY2U83sOp4NgNmoqznX4pFVxQXStN1V3n8s7KabaLnMLZtTkjjQsycFmzZX6X1LQq/T4m9Q6pDtOJatPpCfCr/drh4/tIdaz59uxRIb9yx5HrDaze326M+7SD1P4+46T8/b1PHq10qeV06yrdlY7BbMBt9/vn3zitJG5frHr6d5++ZA9bjbAAL0AVjsFrKKqjbGtyqocyLJbs/C6ShAp/OtG+WvvzayY8chevduy5gxvWjTRgmqO3ToFI4zrTSqEp3OjMOZj91+fpFUmjByZ4tb8T0/vwuzzxIo6e+956l+9r/uH4if4eIomLk/Odc1fvXKGog5kySlIvxXE9VzMZcotY/qVU8DYWPjxrTbE4e5fz/XuWNTp3LykUdrpKbSq1d2do0PpOQpr9FrrdUJty/3meuxypAkyD2pjMNbnTeOzM+gY8F9qtWs97zlSOWtPF6X8HNrTr7lE58tm1mUicVuIUDv29+P9QvXc3DXQdr1aEfvEb1p3Eqx9J08fBJnNXy+mQ1mLA4hkqocWXZid2TjdP6fvfOOiuJqw/izjd6bIKAoXWmC2LBQ7N3YorF9ielFUzXGRE1MojHFxPSYYo+9dwUUECtSREBAqvTe2TbfH4Nzd93CArsUs79zcnLn7p2ZKzs78859y1MPDld9ljafL8SmTf8CANaufQ4AYGxsgN69LdHcLEBWVpGy3dUCh6MPSiyASNQAoVA2S0RVw+gxLAG5qY0Z83SKuT5mxf54pr1shBO8HXpW9fWO8Nmp+0x73IBOLnNQU0jXPko+SvoW/AssOdbpwcgsLhd9/voLDj//RKZ35gxSBwyEoKREyZ7qZ/wA4nr57NR94Phr5MOA/7W6KtMtyI0l7anfqbSLr6MZlg4nhvFKid/lU8noD0i7vrzDh6vj16FJ2AS+mK/WCttCvhD7vt0HAFi8ajEAwMDIAJZ2lhDwBSjM0Xyhx8crSdXN1T0ueLtHGUkiUQPEomZQoNSa+r9z50Xk5JRg2rRh8Pd3Yfrd3WlrW15c0o4dFxEUtBLOzksxbtxqXLoUJzOmLbBYbLA5ehCJmyAU0plKbTWMJDHIJ28iw4YN69DcujPXMstwMqGA2V43bUAXzqbzickgN2cepxN/znf3AN96SPd9kAW4T+q8OcjBODQUbtdjpfoyRo9B1bFjnTYHHS75Hpoyoung3seoaHB0OaffIW2J+kitsX46kcM5kVCA2MyOGw/dlmESwsvXflA8TkXqBHVoFDZCj6un1njb83vPozivGMMnDYerL1nR7OPaBwBk4pIij0Zi9TOrsWzwMiz2W4xVs1Yh5nQMOoIuVxdiiNEsakaDoKFDx+pselTgNkWJQEEElhptu5qaBnz//VHo6HCxevV8qc/c3BwQEZGA1NQ8TJ9OlvIPH47Gxx//gzffnIkhQ9xx/Pg1LF/+HQ4f/gQBAa5PnkJlWGCjqKEK51P2I+LRDZUNInlIGklVoipU1VW1+1jqQvINorCu428v9Xwhnvv7Kh4XXD+3ciSK6jW/6tddyK2oB4tbBYDWpFPH37RVRHxgz1ygPAN4rAE4aDEwZhUgbgY6MIfH/xagg9cHFzC9dRmN3/wE/r9H6OOt/hDF2/+A8c6fweqELM+1023x7Zl4/KD7OQrR8nd6JRroCdcnRQEV6fT3a2gFNBS3afdz73ph0vfRAICFf5/DxXdGw1BHDY+ax9cbm9Wh60ytPJ7T9W3A8I7F3xU1FKGquQoCkfpkXhpqG3DklyPg8rhY+O5Cqc8cXBxw9+pd5KblYsTkEUx/fXU9AscGwsnTCTxdHm5duoXv3/kePF0ehowd8uQpVIbNYoMCBRGlefeeOulxRhIoClBjga1t246jsrIOy5dPQt++0u6KxytJTwZvb916BPPnB+P99+nssTFjfJCWlo+tW49g165V7Z6LGCwsv7Gz3fs/hici8hsPTB5g/OHxHT6mOqhz+BVg025Sdc3JSMImnXNaLYfsUTz+9299QP/XKRgCMJQohFceDhwJVzhcVSS/y/GHNykeqCr9gP7LONj0D31TFmc8RPWIiXhnOQf51poPcOe4AuMh8Xc6M1/x4O5GH4l5t+O3Kvldzjqphu8S6PCcNIIG5mRraAtfG/XEFx759Qhqq2oxeelk9HKUfr45utKJFk8Gb09ZJl102GeED7JTshF9IrpjRhLYEFNirZGkWdQbCPjoURn++ouuKBsTk4xZs9ZLfV5TQy8LShaUbGxsRnZ2MT74YJ7U2JEjvfDHH2fQ3CyArm7XaoQ51zgz7QdmnfXk1KKl+/HQjoXn3uPgh99EsGwJ9ft2uwiHglg4MIrdPQVltWhRA2UFZTi76ywAIPl6Mj5e8LHU5w219PNNlQw3YzNjCIXt0BJ9gp6o8dejjCQWi0vf1NQU+LV58wE0N9NLm8rqIeXllaGurhFGRvpoahKAoijwnsie0tHhgs8XIi+vBC4u9gqOpBwWJcZ3AfNwt55CeH4s8uvy23WcgVUkLmDnjI6vTKmL6cl81LW8ROyful/5YCXkVTTg1T0kBuz4a0HgcP5bD7uSmiY831K08NVgZ0zxttPMiZrrgH8mS/cFvQ14zVL7qaZui2bap95UPQ5GJWYB1KEzYH33JwBgTgyFOTEiUBd2AYZqzjSrygX2L2I2Z/A/wx/LhsHGWP0SShrht5ZikDwD4PlzyscqQSSiMONnEsvyy3MBcLToQEDy43npGAH/O9P+46ib3ySKZ758VfG4VihpKEFsQSyqmqs6PicA+77bB0HL8y0nLUfhuNJHpWisa4S+kfR3IxKK0NzUjPir8Ui8loh3f3i3Q/MRQwwOmwMOq2dlHvcwI4kDFjig0HEj6d69bBw9GgMbGzNER38LAwP5KfJBQW8jJ6cYaWl5CAhwg7m5EUxNDZGQ8BATJxJ5gYSEhwCAqqr69k+KRcHV2BYjXabivSEf437FfaY4pKoGE0dMLsCAgAAMsOw+gcwcVhIA2kpq77z4QjEmbzkLtLgxoj4IgaNFN0+n1gDbL8VD3ET/DV4fMQYG6oj5eJLMCGDXTOm+lUmAWR/1nwuAuCmLaWvkun15APhTFiBz7FimizV+Mfr8/RcMhw9XsmMbEAmAbeRYY5q/hYCyxcmbbHwzr/v8FhVSnAzwW2JiZvwAdPB7uPJWP4z6ii5K+fKfRXiwcZJUYHubeDwvtrjD81IrXguAuJaXUaM+gK5Ruw5joWeBrOos8MUd1yLMup+F6JPRMLM2ww8XfoCegufbm+PeRHFuMfLS8+A2iEijVJVW4aWRLwEA2Bw2lq9bjkFjBnVoTmJKDBZYPc5I6lHZbWy2PthsHQAsiMUdq0i6ceMeUBSFlStnKTSQAMDFpTcAICWFxCUtWhSGf/65gEuX4lBVVYedOy/i6lVa0LK9WQkUJYZY1AQ2Ww9crhFYLBYGWg7E2wFv48wzZ/Dv1H/xvNfzcDBSXsm2Xy2ROXgaU/9nSbyZrps24D9pIAHAkbuPmLbaDSSxGNi/WNpAchkHfFKhMQOps9BxsIdH8j0YjiQrVbn/ex75K1aqp6bSXxNJe9xnyKHocgCH49q3KtzpnF9D2h4dF8R2tDDAx1OJQTP7l2sdPma3Y8xq0o5r/8q9Ac8AuhxdNIuaO+yW2v3VblAUhTmvzVFoIAGAfX/6RetJl5uxuTG+PPQlPtnxCab+byr+/OxPXD9/vd3z4Yv4YIEFXY6uWssbdAY9zEjigsszBYdjAKGo/WmE4eHxiI5ORr9+tli4MFTp2MdGkmTw9ooVMzFixAAsW/Y1vLxewg8/HMebb84AANjYmLVrTmJxE1hsHjhcfXA40m8ibTGYfCtIwJ+JiYnM5z2ZY3cfIbmALp5oZaSL/wV1Y90rDSJZzfjDSR5KRraDmgK69lHKCdK38ACw6BDA7llvgIpgcTjos/0POPzyM9NXe/48XVOpuAM1le4dBh7RLlDomQJBb2HVRPL99Igq1A8jSZujntjKF0b2g6UhnVGY9Kgax+MftbJHD8NUIrzi/IftPowxzxj6XH1wWVw0Cdt/rdy9chdJsUmwc7JD2LwwpWN796efb08aSRwuB87ezvAa5oVF7y/CmJljmFpL7eFxgUwTXRNweth9pEcZSQCgw7MAl2MIUTuNJLFYjM8/p7/sVavmgctV/oU5Oz9eSSIXkYGBHv78813cufMTLl/+CrGxW2FkpA8rKxM4OlorOpRShKJ6cDiG0OFZKF2NUmYwscUS9Vmse8ANuQ2U1DZJFaeTVB//r7EtPINpLxyqxpWduJ3At57SfauyAbcJ6jtHN8I4JARuN6TfjjPGjEHV4SNtP1hdKXDoebL9TgoAYNEw8v38FJHx5F7dizKJ+c38Ra2Hjl5FXkZX/BuP0lr1a5N1KQMlYvQEje06BIvFgrmeOV14Udj+59vur2n5kWdXPgtOK8+3xytJymKWAMDJ0wnFeW0rBSFJvbAeBjwDmOmatfsYXUWPM5J4PHNa50zYvtgfNpuNy5c3Iz9/L6ZObb3I4sKFIcjP34vDhz+R+axXL3O4uztALKZw4MAVzJ3bfveWSFgPLscAPJ7q4n9PGkwb+29kPqt36kBsVDdDLKYw5HMiO3Ls9SDo6/SstxF1sus6uaEZ66nhbV/YDGwLAE68SfqGvwGsqwL0e5YYZVvhmJrCI+U+LJYuYfoKP/oImVOmQsxXMTaEooCvSRFavHCRUYqX/H52xCp/EHU5l9aRttdstR5aX4eDYxKyJYGfX3q6ZEvCJP52iQfafRhzPXMY8AxQL2j/8+2bk9/gQNoBDJ/Uepxd2NwwHEg7gA27Nygd9yDuAazt27cAANArSYZcQ1joWbT7GF1FjzOSdHQswOEaQiTqOiPgwoU72LXrEmJiknHkSDSeeWYDhEIR43JrD+XlV1BVfQdicfvSLFksFu5E3GG21wavbfdcuhvvSgjXLh7WF36OZl03mS6mvI68gb8V1v7CpQxF94CNNnRxyMe8fBWY8Pl/Jj2exWKh14cfwunwIaaPn5mJNB9fNKWpUELj+BukPWgx4ChdS+bNUGJAVdR3PChXY6SeIm2u+jPx/BzN8JzEyud7hxKUjO5hWEi4/k++pXhcKwhFQsSXxCP6UXTrgzXEhsUbcG73OSReS8SdiDv4de2viD4VjRkvtv/51iBsgD5Pv0euJPWo7DaAXknicowBFgcCYQ143M6Pu+Fw2PjnnwvIzi6GoaEexo3zx4cfPgsTk/YFETc1l6C+IR1oAOLuPgsAsLGZDOf+78HAQDWRUMkaFm5ubuhl2Mk6XhrixsNyHJUIUv50xkAlo59+fo96yLSfD3Jq/4EoCri0HojZSvrM+gCv3wJ4T68YsjL0Bw6Ee/xdPJw8BYICWuoma8YMWL70EqzfXinfDZ57HYjfTbanb5MZ8nxQP8ZF+kfUQ6k4pW5DlUTB3MnqU7V/ko0zvbDnBh26cCTuEZ4N7IMh/Xre6oJcXMcD6RfotpAPcFWr7J5Xk4fv4r7DxZyLUv1lDWWwMrBS9yxbpa9HX5zddRblReXQ1deFg4sDVv26CgEhAe06Xk1zDTgsDox4RlojqTNgsTgwMHBCY2Me+M0lXWIkhYUNQlhYx9IhJeE3F0NPzx5NTcQYKCk5g5ISuhaIpcVouLiugZGh4pWD+/clhE7HjVPb3LqSumYh5v9OYkbufjxOrZpGPZHfrhAjycygnfIajVXA5ieM7ynfAoEvtH9iTwlsPT24hF9G5b59KNrwKQCg/PffUf7773C7dRMcY2MyuLkO+EsiXuv9TLmrb+aG5Hv6JTKzexpJEZ+Ttt9CxeM6CIvFQtzH4+D/GW0QzPstFskbJsBQt8c9imQZv5EYSSknAO85CodmVmViy60tiCmQr4nW27A3ihuKu8RIWvbRMiz7aJnajlfaWAprfWv0Nenb44K2gR7obgMAQ0MX6OhYQSCshlgNNSW6EooSgaIEcHRYhqFDzsHN9WOZMeUVV3HjxkRcDnfG7TvzUFN7TyZF9JiEgKe1dft9x92JxzdSAPhtcYDUw+a/SHUj0XR6YWQ7M/syLskaSG8naw2kJzBfsAAu4Zel+h4EDkFdjMRD7RsJY2fO37TOmQL+J7HqJ/k9dhskRXhb4qk0hYWhDn5d5M9sB2y8qGR0D8LanbSPSuu4URSF5PJkLDm7BN47vDHz+Ey5BtLqIatxbMYxPOf5HISUUErvsifCF/FRw6+Blb4VnM2cW9+hG9IjzXcezwx6enZoasoDn18KPb32VbjuDggElWBz9KGjYwVDQxcYGbnC0XEZRKImFBefQEqqdEppdfUd3LpF+4aNjDzg7rYBRkZ+ELfUeOnbVzX3XHfnx/B08IX0v2lYfwtMGGjbxTPqenZey2barwa38YYjFtG1j9IkBO7cJgLP7n1qUvvVDa93b3gk30P+a6+j7soVAEDeC8thPG4s7Of2A4vfonPiMATwekbpsV4LdsHfMdkAgN3Xc/B6iIvS8Z1KrYTo7rhPO+WUE73sMKSfBW5mVaBJIMZPERnd62/SXvoMB3JjAbEAlFCA+Ip7+Oz6Z0ivTFe4y4YRGzC532TocWk3N0VRSK1IhV6tHiqbKmGpb9lZs1c7ZY1lMNc1h62hLUx1Tbt6Ou2iRxpJAGBo6IqGxizU12VAV9cWrB5WxROgfwzNzcXQ1bWFoaGLlCuJw9FD797z0Lv3PIjFfJSUnkdKygdSK2d1dam4E0eLZg4ONEJG+jBMmPBip/871E1maR2+vkACZne/MLQLZ9N9+OYi+ZtYGbUhsLY6H/juiViu5w4Brk+HW1aTsDgcOP72K+quXkXeSy8DAGovXkLqRcBlOhs8A7FKEhnWEpIkW86ndS+D4OoW0g74X6eddu/yoXD5iNYW23I+DRO9bOFs3b5q1d0F8cQvcX3nRHxqZYFHe/zljtHl6OKzoM8wts9Y8OTUomKxWOhv2h/5tfkoaSiBhZ7ysjDdFTElRlljGZxNneFs2jNXkYAe6m4DAH19R+jq2IDDNUBTU0FXT6dd8Pl04TodXWsYGPRXOI7N1oFtr2kICU5BSHAafLx/A48nHeyor18Hb59LSEkdjatRgSgtvdTuTLmuhC8UI+ybK8z21fdDwOX02MtUbdQ1k+9ywRBH1Xe8/besgbQqR2sgtRGj0aPhdvOGVF/GCVtU9v1S5aKL8weT762+uRv9Nm9tJ229zovx5HLYuPJ+MLMd9s0VCEQ9z70kFAsRkRuBUf+Ogu/FJXjZzgaPeNLrD+a65vgh5AfcXXwXtxfdxqR+k+QaSI/pZ9oPVvpWjKHRE3lU9wgGXANYGVjB3rjnent67NOHxWLDzCwQBvr90MwvhVBY29VTahMCQS0aGvNhYNAPpiZ+4HBUyyhis7mwth6L0aNuITQkHb4+/6CxUfrtSyCoQGLSy4iIdEdEpCeKik/2mNitub8S2YK1UzzRx/K/KTvyJP/eJMVMVUr9FzQB3/sBp1aSvhFvtdQ+MlPz7P4bcExM4PGeAyw86pi+os3bkDFhAsTNrRdHXDmOfG/7b+UpGdmJ1JeT9ugPOv30fS0N8dFkUsB07q+xnT6H9iAQCXDm4RkE7ArAoF2D8FbEWzLCtA4CAX4f+xsSliTg6rNXEdInBFy2as4bPa4efKx94GTqhPzafNTx61rfqRtRx69DRWMF+pr0RYBNANisHmtq9FwjCQD09HrDyMgNBvp90NCQDYoSdfWUVEIsFqOg8F9UVFwBl2cGQ0O31neSA4vFRlWVHW7fmoWoq4vg6LANRkbSmTNiMR/JySsREemJy+HOKCg4CJGoe1bjPpFQgIT8agCAuQEPy0cpXl37r7HxdArTtjNtRfuoMBH4vBdQSQRj8Uo0MP6z/0ztI42QfBSs/Jvo5VeDflPJQ0uQk4s0Xz80paYq3V3ye/v01H0lIzuRaz+Q9rBXu2QKL47uD1N9elUlPq8KJxO6p2egSdiEI+lH4L3DG/67/bEqapWMGK2buRt2DlqFxKxcnM0vxPCmpnYbCC5mLjDTNUN0QTQOPTjExJ12d8SUGDk1OXAwdoCruSvsjOy6ekodokcbSQBgajoIevqOYHN0e4zbrabmDhobcyAQVCAl5QMUFbVDBqGFkydPtrRYcHWdhKFDTiM0JAOBgcdhaipb1yIldTUirwzE5XBn5OX9A2E7K5erm9LaZry17y6zfW21cs2h/xJNAmL8T/PtrXggRQEX1gK/jSJ9Fv2Bj4oBW28NzvA/QH0ZcHAZs6n3eQrcE+LBcyQutKyZs1Dy9ddKxUmn+JAHhuT32mVI1sky6Lp6RbEfEtmSN/fdRVld95AtaRA0YE/KHnjv8EbgnkCsu7ZOZoy/jT/2T92PxCWJODz9MAZ5PwfmVeTEinaf+3jmcayNWYvKpkrk1uYiobRnFN98VPcIuhxd2BvZw8/ar6un02F6vJHEZuvC3GwIDPT7gc8vA5/fvf23AmENAA7MzUjJ+PspH+D6jUkQi9t2Y6AoCtXV9MqLhQUJ7mOxWDAx9sLggAMIC83E0KHnYGkxWmb/B+mf4cpVH1wOd0Z29i9d5rIUiykEfn6J2T7y2oj/tOzIk0gW0/xggrv8QY1VwAYz4JpEMcNp3wNv3f3PFodUGxQFbJEIPP3fOUDXCGxdXbhcvADbDUTSoXz7n0j1HABRTY3cQ62aQFZ6u1zotbGKtIe/oXBYZ2Cgw8WR10Yw24M3XlJqbGqSWn4t/kj8A947vDF071BsurlJZkyQfRCOzTiGpKVJ2DFpBwZYDiDB1SwWYO5Et6tz6eunDfBFfMw6Pgsfx5ByMENthzJz686UN5ajool2sw3uNVhp3FVPoccbSQDtdjMx8YKhkRsaGnMhEFR29ZTkIhTWo74+E4aGzujb92UMDjjKfFZf/wARkQNQV6eCDEILubkkTmXatGkKxxkZusLP72+EhWZi+LBw2NhMlhmT+fBrXLnqh8vhzsjM/LpT/4YfHE5k2guH9oF/n6dbL6ytfHgkiWk7WsiJ0Uq/KKf20X0gYJlmJ/Zf4aTEaoDfc0BfaU0s8/nz4BIZIdX3YMhQ1EVFyRxKMsZu1eEkmc87lZt/kHbQyi6bxmP8+5hLJSV8cChRyWj1UtVUhe/jvof3Dm+M2DcCP9z9QWbM+L7jcWbWGSQtTcKvY39VXvdn2veknat6nFV6ZToCdgcgo4rIBP07hRYx72/aHw+rHrZb103TVDVVIb82H65mrhhgOaDHu9ke02NLADyJickgOjiZEqOuPh0G+hR0dLpPuXuhsBZ19Rkw0O8LIyM3WFiMAIvFQfCYZMReD0NzM12r5MbNSXByeh39+73datrnqVNEa0nV+kgGBn3h7bUNwDY0NRXgYdb3KCw8JDUmO+cXZOfQKuAODkvg1Pc16OpqpkDlrewKHLqTz2x/PtNLI+fpqTQLiUsm1MNG+kOxCNi3AEg/T/o8pgLzdmprH6mLvJtA3A6yPeMnucN4trZ0TaU330JdeDi964svwSgkBA4/bgOLQ76PYHdrRKaVAqCzOXW4XfSuGkEEsWHUPQrQfjHLG/tu0kHtB+/kY36gIwY7aeY+XtZYht8Tf8e+1H0Kx8xymYXX/F6DrWEb67Q5Sazcn34XeE25oURRFLbd3YY/kojh2sugF07NOgU9rh5EYhEEYgFElAgZlRlwNnOGkU73KZdQ2VSJ3JpcOJs5Y4DlAPha+3b1lNTGU2MksVgsmJkNoYO3WSzU1T0ARQmhq2vT+s4ahs+vRGNjNgwMnGBk6AYLi1FMXScORw8jg2KQl78TDx7Qy/bZ2T8hO/snjBkdDy7XWO4xKYpCaSl9ozUyMgKb3fYbrZ5ebwzw3IwBnpvR3FyK7JxfkJ+/Q2pMfv5O5OfvBADY2c5G//4roaenJC6mDdQ3C6WyWeK0siMynLtHCv2tmSwRlF+VB2x9wqBcdARw0cZyqQ1+PfCnRKmE9zKUBr6zOBw4/vwT6qKikfciXa+sLiICqQO94BIRDp4d/Wb90WRPxkg6e68QM/y6ID26WSJbyn9J559fASwWC3fWjkXARtr9PudX9cqWFNUXYdvdbTiReULhmOc8n8Ny7+Ww0u+AJAibDRhaA/WlQMl92uWm4Nqp5ddixL4RUn1rhq7BAo8FzDaHzcEI+xEQU2KwWCxkVGXAycQJZnpm7Z+jmihtKEVBXQGczZzhaemJgF4BT9V9/Klwtz2GxWLD3HwETIx9YWzkiabmItTXp3dZ+rtYzEdBwUEUFR+DgaEzjI0HwNIyGGy2rJ/W0WEJRgy/KtV35aofKirka/sUFJAg9enTp3d4rrq61nB3+wRhoZkYPeo2nPrKZroUFh1GzLVRuBzujMSk19HQkN2hc0rGIf3ynD8s/uOyI/J49wAJ1nSxaTGYb22XNZBW52oNJHXz7QDSnv2nyqstRqNGwu3WTam+jJBQVP67HwDg2ou8+Lx/sPNcSlLE7STtMau7Zg4KsDTSxc/PkUKMQ7+4rGR06+TW5OKdyHfgvcMb4w6Nk2sgvej9IqLmRyFpaRJWD1ndMQPpMZJixwV35Q6JLYiVMZDOzz4vZSA9hsfmYZTDKHhaeKK/aX+cyDyBo+lHwRd2zfNNIBIgsyoTxQ3FcDN3g7eVN4baDu3R6f7yeGpWkh7DYrFgbj4EXK4h2Gx9NDblorb2HvT1+0JHp/PKuwsENSgtu4CaWvohx28ugWWfF8FScgHp69sjNOQBEhKWo7yCNpjuxi+BtfVEeHttk9r37NmzTNvFRb3Ve3k8czg7vwdn5/cgFNYiP383Mh9KK4OXlp5Daek5AICFxSi4uqyBkZHqpQx+jsxAA592JQU6mWOS99Phv1YnQpEYQjEd9DmknwUgaAR+HEIHgz5m5DtA2Cfa1H51c20b0FRFt3v7KxUrlQfH2BgeKfdR+u23KP+DLtZYtH49yrdvR//TpxDoZI5b2ZXgi8QQisSdXzD1vITckWn3K/Q32dsOg/ua43ZOJeqahfglMhNtKVCQUZmBr259hdhCxW6uFf4rMN99Pox15K/WdxgXiVXIs6uA5USjTkyJ8d6V93Axh/SNtB+JH0N/VCoCy2VzEWQfhJhHMciuyQYAsMBCaJ9QmOh2XiHQisYK5NXmwULPAv0t+8Pbyhuelp6t79gDYVFdlULQCQgElaisvIHGxlzUN2SBy9GHnp4DOJxW6sx0ALGYj6amAggEVdDTd0BW1lbmsxHDr0Bf30Gl45SVhSMhUVpiJCgoBnq6tG98/fr1AAAej4ePPvpILXNvDZGoAQUFB/EgXbG+k6nJILi5rYOxsZfMkqt7VBKqW2Js9M6TzJ70zyeBp62qLcP55CK8vOsOAODyQlM4H5kiPeDVa0CvgXL27Jk4rSa6ctmbpigZqWEqHgI/DCLbH5epXFVbHk1paciaMVOqT/TrDkw9R7vc/lgyGOMG9Gr38duMoBH4vCXGxms2MOevzjt3GxCIxHD9iLwMZustpBt6pvTKqQQUReF++X18efNLpanyHw75EDNdZsKA10lFajf2AoQtdenW05nIxfXFGHtorNSwn8J+wmgH2QxkeeTX5mPSkUnM9mu+r+FR/SOY6ZrBztAOOhzNrcg3CZvwqO4RGoWNcDJxgoOxAwJ7BXYLt5+meKqNJACgKDFqa5NRU3MPTU15aOaXgssxhI6ONXg8M6UrO21BIKgBn18CgbAGOjwL6Ok5wNjYExyOIW7emsqMCw15oLLOnEBQjatR0vo/nh6bweGMwi+/0IHVc+fOxcCBnf+gFImaWwR4FS/VGxq6wcP9M5ia0j5qeUZS5HvBcLLSrOp4T8V3wwVUN/Kxlrsby7nkYQErd+CVKIDbBv22HkC3MJJEQuAziRXnN24DVipUOG8FMZ+PrBkzwc8iBT4PO4/Gdq9pMDfUwd1Pxnf4HCpz5x+SsbcigaSrd0OyyuoR8nUkAFkjiaIo3C25i8+ufyaVDfYkn474FJP7T4Yupwt+L/cOA4eep9uvXceR6hSZWkvRz0arLP4qFAsxaBcx4A9NP4R6fj3SKtPwqPYRKporYKJjAmt9a7WtLFEUharmKpQ2lqJB0ABrfWv0NuoNLysveFh4PHXutSd56txtT8JisWFi4g19fQfU1CShsTEPfEE5mpsL0diUC10da3C5JuBwDNokkktRYvD5Faiquom6+jRYWIyEvr4jDAycoKvXGybGXtDVpd8O+zm9iaxs2j8dn/ACBvn9o9I5eDxThIZkID3jC+Tl0W97KamrIBBYgcUaD4riwMPDo5WjaAYORxe9e89F795zIRbzUVp6AfdTVkEsJtW86+sfMAK8enr2oKjvAVJmDR9O8tAaSAoQiSlQjZXI1ntJ+oPpPwL+i7tmUv8FdkrE94WuVYuBBABsHR04nz2DqkOHULiWrn8zO/MqZmdexdzJn0IspsBmd5LLVLKkQTc2kACgn5UhVk/ywKazdDVzMYDrOlxsODQBBfXyiwfrc/XxadCnCHMM6/o6PR50aRY+gNlnn0M2BMxHSwYswXuD32tTkPNrl15j2q/6vgp3c7pumoOxA+6X30dRfRHKGsuQXpWO2IJYuJq5YrDtYJjrmbfJmBFTYjQIGlDDr0F5Yzm4bC6sDazhYuoCB2MHDLQc+FSvHkny1BtJj+HxzGFpORpCYR3qGzLRUJ8JvqAc/OYyNDTmQCxqApujBw7HAFyOIVgsHgSCKohEDWCzdaCjYwWKEkIkqodI1ACRqBEUKFRW0VpjQmENLC1GwdDQFTye9FtBv34rGCOpoiIKZWXhsLIKlZmjPFgsFtxcP4Kt7QzcujWj5d9ShpGj9uLO7angcLo+1ZvN1kGvXlPRq9dUiMVClFdcQUrKhxAIiC5UU9MjCFEPsOi01eH2yXhx1ISumnK3J+XKASQ+aSC9kwKYqCezUIsc7p8AcloSJbh6wOj31X4KszlzYDhqFDLGBDN9B898gpuBuhi2oOMJGK0iGeTr2omrVx1g+ai++PH6MYy0tkf14/vdEwaShZ4FPh3xKYLsg1TWR+sUuDpI4/Ewx8EOkDCQDkw90OYYnojcCCbGis1i4zU/YjDZGNjAxsAG1c3VeFj9EH8k/oGKpgrcKLoBawNr5NTkQJ+rDwOeAQy4BuCyuShvLEezqBmGPEOY6ppCIBagXlCPRmEjmoRN0OPowZBniH6m/WCpb4l+Jv3Q36w/DHn/rRfbp97dpgiKEqGxMQ+NjbngCyogEj42fuj/i8V8VFReQ0NDJnR0bGBjPQEsFhccjiE4XNqQ4nD0cT+FiEKGhWYqPJ9QWIsrV/2Y7dGj4mSMqdYQiZoQc20sBIJCpq9v31fh3P/dbplySVFiVFbGIjVtLRobc/EidqChxUjaQ80GALBYOhjguRk2NhPBZmuz2yAWAXvmApkko4caMAOsOf/QacVPMV3qbqsvB7ZIaAV+mA/oaiigFwAlFuPRyrdRe+EC02c4ehQcf/lFqqaS2kk8CBxZTrdfvwVYt083UtMIRAJcyLmAtTFrIRQL5Y5xNHbEuuHrEGgb2C1dPhRFYWvcVvx1j8R82evb4PjsM212/VU3V2PkvyOZ7dgFsUrrJHnvIDJEG4M2olHYyBhADcIGCMVCXMq5hNLGUvQz7YdhdsPAY/NgwDVgDCkDngEs9CzgaOwIeyN7pQHlTzPdyOTuXFgsDgwMnGBg4AQAEIkaIRBUgs8vh0BQSafvFx4EAPD5JbCwCAKLzQOPZw4dngV4PHNwuUaorb2PvPx/ANCGkKK6RlyuMQb57cLdeNpVcjXKH6EhGW0ybjgcPRQWvInKquNwdb0BAMjJ+QU5Ob8oranUVbBYbFhYBGH4sHD0+/A0+GG6MlccRfGRfP9tJN9/GwDg4fEFbHvNAIfzH5TSqMoFtkprrL2rtwHfzFvZNfP5r0BR0gbSsjMaNZAAgMVmw+GH7/HSil/w9nm6unP91Si6ptLlS+DZayjj7NgrpN3NDKQmYRNOPTyFDbEbFI7xaOZjRVkDFtX8gtNfTumWL4cAUMOvQdC+IKm+j8sqMM/BD2ijgURRlJSB9Of4P5UaSDV8IomzeMBizHCZgXpBPSqbKlHZVImq5ioIxAKmiGZhXSGG2w2HDkcHZnpmsNC1gJmeGfS5mktw6kl0P/O7i+Bw9FvkTbxhaTka1tZjpWKUrK3HwcoyGKYmvtDXdwSXS1+kfZ1IYmp+/m6l57CwGCElCZKe8Xmb55mSkoKiQjfcvPGMVP+Vq34oL5eVQegOrD6cBIAFMUX+noGBx2FmGigzNjV1DSPAm5v3d7cR4NU4N36XMZC8m7Zj9pxFXTSh/xCn3yFtn/mAU5DisWpm6ZtzMXvKZ1J9GWFjUbF3r/pPJhICj1dl+nbev1EZDYIG7Lq/ixGQlWcg+dv448DUA0jMysXBgiJ4NwsBsLDmaBfLuigg5lGMjIF0MfcR5tXWASmKi1gqYvOtzUx7otNEDLEbonT8v6n/Mu0XvF4AABjyDOFg7ABva2+MchiF0D4k3IPNYiOkTwiC7IMw0HIg7IzstAaSBFojqYPo6pCiY0/WEpKH10Ci6ZOX9zdqau+pfK6qqiqmHRY2F6EhD2BpGcL0xScsQ2LiK3TV8W7CnZwK7L+dJ9NvYuyFgIB/ERaaiWFDz8PScozMmPT0jYwAb1b2TxAI5IuG9mgEjcA3nsBZEv+yR3cenJr2oBYGGNa/82p7/SfJvw3clkiBn/lrp55+eH9LNPD0MWnGFlzwJ2ndxZ9+hvSQUIibmpTs3UYenCPtibKirZ1FDb8Gvyf+zgjIfnXrK5kxo+xH4fiM44yArKelJ55cM9p3Mw93crqPTqdILMJb4W/hlUtktW6MwxjEL46H7XiJv3eV7P1QEcnlydiTsofZ3jx6s5LRNNvukiKWlvra+0dH0RpJasDObi7Tbm3lg8ViY2TQNWb71q0ZEIlUuxFGRBARTT8/P7BYHPj5boev759Mf2nZRYRHuKGpqVDeITqVBr4Qs38hxdxM9OR7dw0NXeDn+xfCQjMxYniEXAHehw+/xdWoQbgc7oyMzC3g8ys0Nu9Oo+AuXa+mlgShUq9ew0fVMwGwYGWk23kZT/9F+A3Adokq5e8+6PS4LzabBUtDHYDFwnd9wtDv+HHmM2FhIdL8BqHxXrJ6TnbiDdK29VY8TgNUNlXiuzvfwXuHN4L2BUk9yB8z0WkizjxDC8j+PPZn9DfrL+dIgLEeyVib/cs1NPDlxyx1JkX1RfDb5YeIPHKP/mXsL/gxrKU45KDnyODIL1U6ZpOwCc+eepbZDp8b3mrsVYOggWnPdp2t4uy1KENrJKmB/v1ISm1hSxyTMnR1e8HTk7wRXL8+TsloQkICKZKmo0OCnK0sgzF6lHTZ+5hrI/GoYL9Kx9UUknICPy4cpFL8gL5+H3h7bUNYaCaCRkSjt908mTE5Ob8iKjoQl8OdkZa2Hs3NJWqdt8ahKODMB8DvwaTPZgCwtgRJAhKLsnl25z7I/nNIujef+QMw7sSCjhJsnu3DtNMNe8E9MQG6rqSKfvacOSj64gt0KMdGLAIaW1ZdbH06pUJ7aUMpPr/+Obx3eGP0/tFSAcyPme06GxfnXETS0iRsGbMFjsaOrR6XzQK2LSC1goZ/Ga7WebeVgw8OYtwh6Xt4zIIYjLQncUTQkcgIi98DVZh6lNTX2xi0EdYGrcviHE4/zLRf9W1LjXItitAaSWpAT49IajxI/0zJSEJvuzkwNKRrsDQ1F7Qaz1RbW8u0x44dK/M5j2eC0JAM9OmznOlLTV2Da7FhEImaVZqTOvntSiZqm+g3PP8+Zpjq0/bUdT09O3h6fomw0EyMHHkDjg7LZMbkP9qF6JjhuBzujPv330dTk/zaKd2Ghgpggxlw8zfSN/MXWiWcq4t1J8iqQbB714szP7XE/gQ0lNFtO1/AR9YY7yyC3cnDb/3JZLB1dND/5EnYffEF01+5cxdSPQdAJOFybxMPyQoHpnzTzpm2TmFdIdZErYH3Dm+EHgzFv2n/yoxZ5LkIEfMikLQ0CetHrIetoW2bzzPNtzf8HM0AANWNAvxx9WFHp95mmkXNmHxkMj6NJQoE/xv4PyQuSYSJjpxCjmESRSRri5Uee1/qPhQ30GNczFwww2WGSnOSdF32Muwao/9pQ2skqQlJF5GqRsmQQLK0nvZgndIHfFQUCcoePHiw3DEsFguuLh9iSOBJpq+xMRuRVwagtjZFpTmpg+yyenzZUvwNAPa/PLzDx9TVsYKb28ctArx34OT0usyYwqIjEgK8r3ZYgFftpJ4Bvuon3fdOKuC3kNm8m1sFANDnccDRuto0Q0UWcH4N2X7hkuKxnQCXw4Yul74VS8bYmD0zCy5XrkiNfTBsOGrDI9BmTq4kbQfZhImOkFOTg5URK+G9wxvjD4/HyYcnZca87PMyop+NRtLSJKwaskotArIHXyH3lc/PpCCnvPOSPFIrUjF492Dk1ZL4okPTDuGdwe8oXjEPfIG0oxQbqgV1BfjiBjGQ909VzSPQJCRhGxOdJqq0j5bW0RpJasLFmQTeFherlsHAZuti6JAzzHbMtVEKg65v3iSq4np6ytPjjY0HIHjMfejr9yH735qKjIzNHVuyVwGBSIzgFhkBAIh4L1jtumw8nhmc+7+DsNBMjBkdD2fnD2TGlJZeQOz1MFwOd8bdu0tRV5em1jm0CZEQ2DkD+FdC2dtrNvBJJWBCViHTishq4ddzfTtzhv8dRELgBz+y/fpNgNv19bkkv+8HxeQ64PWygcf9ZJhMJkHd+a+9htwXloMSqhiLQ1FAdcvD3KK/Wlxt6ZXpePHCi/De4Y2pR6ficu5lmTFvB7yN2AWxSFqahDcGvaGy9Iaq8DhshL9LEj7GbImEUCRW6zmehKIofHP7G8w9SeJQ+5r0xe1Ft+Fu4a58Zz2Jf7/kSrIEIrEIEw6TIrtHpx9VWYvt9ENSZ2yF/wolI7W0Ba2RpCYkDRJlemZPYmTkDqe+xHeckPiSzJiGBhKMN3q0aiKIHI4uRgyPgIc7KTOQk/s7wiNcNJoltvCP60z7g4nu6Kdh2REu1xhOfV9GWGgmgsckwc1tvcyYispo3Lg5GZfDnXHr9hzU1CRq3FhkqMymtcAeRpK+pSdpUdEngoQ3nr7PtDtV8PS/xO5ZpB28BrBu5cHWSUwYSFxOG09Lr/qy2GzYf/st+vzzN9NXHxODVC9v8PMfoVVySfIEpm5t1/woisK9snt47vRz8N7hjWdOPIPrhddlxq0ZugY3Ft5A0tIkPO/1vNJ6Puqgv7UR3p9AvsOF229o7Fw1/Br47PTBP8n/MH3rhq/DqVmnVC8OOeo90m6QTT55PZyskL/k8xJczF1kxihifex6pu1grJqQupbW0RpJasTSghgwYjFfyUhp+vd/l2mXl0eirEx6Of3aNZINN2zYsDbNyd7+WQSNiJbquxo1COXlVxTs0X7OJhXiVjbtLjDU4eC1YNV/4OqAwzGAo8PiFoPpvlRw/GNqau7i1u1ZCI9wwfUbE1FZeVNzBtP1X4HvJVaEWGxgdR7QT76hG5VexrR1uNqfptpJOQVkXaXbbC4QvKpr5yOB5Pd99UGp3DGGw4bB7fYtqb7MsWNRsUt5PCNOk/sLnEapPCeKonC76DZmHpsJn50+WHB6ARLLEmXGbQzaiNuLbiNpaRIWeCyAAc9A5XOog9dDXKDHo/9+N7MqcO6e+jN7o/KjZGsfzbmIOW5z2nag4RJhAtekM/yu5l9FzKMYZvsNvzegKgIRkTwZZa/6d6yldbR3YjXi6voR0y4pPa/yfiwWC2NGxzPbCYnLIRBUM9vR0cTIMTBo+w1IT88OoSEPYGVFAr7jE55HQuJLaqupVFHPx6t74pjtmx/JBpd3JhyOLnrbzUFYaCZCglPgNfAHsNnSBdLq69MRd3cBwiNcEBMzCuXlUer5e/AbgC2uwDmJh3Dwh8C6SkBPvjJ3VhmJp9gyx0fuGC0doKEC2C+Rhr0qu8umooivJLLcFMXXcIyM4JmaAqvXycO2+PPPkT5qtPyaShQFlLSsUBratFriQCQWIeZRDMYdGgefnT743/n/IbNaWm5Jn6uPr8d8jbjFcUhamoQZLjPaLLOhbu6sJdllr+yOQ0W96i+pyhCJRXj98ut47TLRSQt1DKVrH7Uj4BwGFqQd/S3TrG6uxuuXyXcauyC2TdXEL+ZcZNrvBb6nZKSWtqI1ktSIoSFZOUlJadtbKi1bspPZvhrlD4qi0NjYyPS1dRVJEhaLA1+f3+Dn+w/TV1Z2uaWmUscywiiKgv9n5Ed68JXhMNTtPoo3tADvFIQE30NIcBp8fbZDR0c6cLSpuQDxCcsQHuGGK1f9UVJ6HmIFmlFKeXQH+MIOqJcoS/DaDSBYuQt2s0Sg+zRfrYitWqEo6YD5pac0LjvSHqb7ke9987lUJSMB6zffQP9TJEBaWFpK11RKeqIKdYFEaZAZP8o9llAsxOWcyxixbwT8dvnhlUuvoKi+SGqMlb4Vfgr7CfGL43HzuZuY4DQBPDZP7vG6AkNdLg5IJIj4f3axwyvEhXWF8Nvlh6v5V5m+38b+hu9Dv++YjtlQCWmYxioZ2ZE/xv/RZjfl2pi1TLu/qfz6Ulrah9ZIUjOmpgEAALG4uc0PWQuLIFhbk6C9jIwvcesWWV4fOXKkvN3ahKXlKKlVK4AOGM9/1H4ZhDVHSdXwOQEOCHSyUDK6a2GzubCyCsGokTcQGpKOQX67oK/fV2qMUFiNpKTXEBHpjvAIdxQVnYBY3ErGIkUBp94B/iDl/mHrDawtBWw8Wp3XuWTyUNLj/TeFJDXGGZJUAa85QL/u6Y6Q/N7PJBUpGUmj6+ICj8QE6LqTmJzsufNQ9OlnxEA4K5HU4EJWd/kiPk49PAW/nX4YtGsQVkauRC2fBIwDdEDyn+P/RMKSBETMi8Boh9HdWuR0SD8LPONP6oytPaa6msGT7E/dj/GHx0v1XVtwDSPsR7T7mAwjJWRwbm3HlttbmM1xfcdhmF3bXoaFYiEEYtrd5m/j3/H5aZFCaySpGTe3T5h2eXlkm/f39iJve7l5f+LGjUPMtpGReoIguVxjhIZkoG+fl5m+tLSPEXMtuM01leJyK7HvZi6z3ZNcRbQA7wiMGB6O0JAMDA44CGOjgVJjKEqI5PtvIyJyAC6HO+PRo32yFdIf1z66TSqfY9bvwCvRKmVOPaoiq4WfzhioZKSWNvPoDnDrD7L9zB+Kx3YD1k8bwLQLJK4LRbB0dND/+DH03kxkLyr37kWq5wAIKyuB/JaXLJ4BmsQCHHxwEN47vBGwOwAfRn0I0RPuZU8LT+yevBuJSxJxatYpDLEb0mqV5+7E13NIDOCeG7m4m9s22ZImYRMmHJqAjTc2Mn0veL2AxCWJMNZR0+qjRNHSlOhN2HV/F7P99ZjWpa2eRHKla/UQ1ZOGtKhGz7n6ewiSD9mU1A/bvD+LxUZQEAne8w84DRZLBH9/9b4hsFgsuLh8gCFDSNpoU1NeS00l1WQQGvhCPPMzCSq/vXZst1Xlbg0WiwVTU38MGXICoSEZGBJ4EmZmskKSqWlrpQV4kw/L1j569wHgO1/lc3974QHTnhOgzUpRG/wG6ZW9d9M6XXakrcwdTCpOf3fxgZKR0pjOmAGXq9LJGOnDR6D0kR52mhjD28EKgXsCpQofPmZwr8E4OO0gEpck4sC0A/C19u2xv2M2m4VbEvGQs36+hka+anGG98vvI3BPIArqSfjB4emHsTJgpfr/HoMWoZkFzLMnJUAuzbnULoP0k2vkxdzDovVVay1to3vfMXogLBYLRkb0hSoQVICi2l63Q0/XFp4eRN8nYPAJjBkjKwCrDoyNPBASfB8GBsSPffPWdKSnty6DELSJyAH8sGAQrIy6NnhTXbBYLBgbD0CA/74WAd4LUkLCj0lP34grxR/g8mgrZPXRh8BnFl37qI3yFofj8pm2gU73ieXq8fxApCsw6zfAuB2Btp2MZCzfwTv5SkbKwrOhayrpTyJuorIoC+ifNwFbLP1bHuMwBsdn0gKyf0/8Gx4WHj3WMHoSa2NdfP+sH7M9crNy2RKKovDVra8w/xR5seln2g93Ft2Bm7mbZiYZvAbT7UkM2qcjPm1XhWwxJUZ1M53k8zR9h90JrZGkAdzdydtaZWWskpGK6d17Hhoa6Ewoff061NadbmWP9sNm62L4sItShllu3p8tNZWq5e6zPeohKhtoP7ivgymmP8XBxoaGzvDz3d4iwBuJXmayBtNDJ0NcNYvC5UhXZGRsVlmAt6SGuO5WTdS+BaqN678CdS1xPb28AN9nlY/vRnwwkcQYldSqJn5d0VSBb+98C59dvpjmF471C8mt3SuHwr+bRZhrPAZnnzmLpKVJ+DHsx6c6wHeGnz287enijeX1fGyPki9bUt1cDZ+dPlIur09HfIoTM0+oXMSxPRwoikEBjzaI+/EFmOU6q5U95CNZq+qjoR8pGamlvWiNJA1gakJcY6mpa5WMVIxAIEDcHSJwmJb2scZ1yXr3nifl6gPoLLsn6zbllNdLFbw79Koaghl7CPrxJ+B14iDCrpYh6HoFehfJphrn5P7OCPCmpq1TKsD7U0QG0140rI/CcVraQGWOdPmFF9sh49GFLBpGEgl+jshUOK60oRQbr2+E9w5vjNk/Bn/fI8Um7/dlY8k7HIjZZAVp7prLMDgiWxn7aeWwxH1p4+kU5JY3SH1+Je+KVFYZQLu82muwqEphXSE+u040Pg89KgQErcefyUPSfeprra3Srwm0RpIGYLFY0NOjYwsam3LblYqamJgIiuLgjoShpEy2RF3o6doiNCRdKssuIXE54hOeB0WJIBSJMWZLJPPZ5XfHqF12pFvCrwc295PS/NILWgPPhXkIC83EqJE34Oj4vMxujx7tZgR4k++/i8ZG6QrJO2JzmLaxXvdJqe6xiITA9xLJA6/d6BayI23BROI6+OdattRnBXUF+DDqQ0ZAdn+arK7XkgFLEKk7ALcK8jBwXiGsXiMp58VfbsKDEUEQN7bvodyT0OGycekdEqYweksEhCIxRGIRXrn4Ct4IJ8Uax/Udh4QlCRoXhRWJRVJZc4fzC6EDAEkH23wsiqLwqI6+nzgaO2pdbRriP/B06xo8PYgcSHX1nTbvf/IkXQOlod5cKgstMelVRbuoDRaLDR/vn6XqNpWXX0F4hBte2UHcfu+Nd4OztWZlB7oFebeAL3oDjRIutNdvAWNIarmOjhXcXD9iBHj7Ob0pc5iiomO4FjuaFuBNfAUF5SQw983Qzq1O/tSyR6IC8phVKpVf6I68HuLMtBOLMvBW+Fvw3uGNCYcn4NTDUzLjX/F9hRGQfT/wfVimnmM+s35rBfqfIb9bUUUF0gb5ozFRtnr204aLjRHeHUfiip796yz8dvkhpoCsmP8+7nd8G/xtp2TxrYggmmrLvZfDTdBSKfuE7P2iNe6WkBpY64av6/DctMhHayRpCHNzUtgs7UHbLmChhHClq6srnCXEc8vKLmtEUkQeFhZBMjWVFjitRIhjFHS5bLwR6top8+gyKIpWT/9Tonp470F07SNrxQGdPJ4Z+vdfyQjwujjLFhYtLbuIlIRJ+HP8W3g34EcsGCSQcyQtbSLtLPBQwrUW3Pbs0u4ARVEI8RJBv88fMPZcjefOz0JEnqzL8N2AdxkB2df9XicCslVEmR6T6Bo8uv37wyMxAXoDSfZt9rz5KFy/vvN0DLuIN8NcweOwwDO/hjQd6RT52AWxGN57uII91UtUfhSu5JN791uD3pKqXQVh26qES7rsAm0DOzw/LfLRGkkagsVig8ejiyrW1aW26UaUkkLifcaPHw8Wi4XRo8hbQ3zC8xoVqZXkcU0l295kNWuR50Fsn7hRtl7Q00R9OV376A6J88DsP4GXItvkvuFyjdG370uMAK+72waZMQMsHyAlaUaLAO8znSvA+7TQUAHskwjOXp2nFrX7zoKiKCSVJmHBqQW0HMilZ8E1lI1HWjt0LW4+dxNJS5OwzGuZ/MrMEV+Q9iAixcLS0UG/w4fQewspXlj1735SU+kppUnYBEffb6Bne4LpW+JB1z7StADvY2r4NVLSJtcWXKPdY+OJxwEpJ+TsKR+KopBRRcczWuhZ9KhaVj0N7V9Wg3h6kgJvtXWq1R4CgGPHjjFta2trAACPZwI/X/LAvho1qFMfpFP+GYhPrpG3MD6/CJFXBqKmJknJXj2U+8eBLU9k/ryXDni3UczyCTgcAzg4LEJYaCb8hyZge9IimTE1NQmMAG/s9QktArxtLyPxn+JJ2ZElJxRq5HUnxJQYt4puYcaxGfDZ6YOFZxbiXrlslejGgrkIn0OvGM33mA99rr6co0mQIFE9X8dQ5mPTaVPhGh0l1Zc+fARqLlxo17+jO5NcnozAPYEobSTJE/WZb+Ono523Ck5RlJQ47m9jfyOFKSXdwcdeg6rcr7jPtD8dIVv7Sov60BpJGsTSggQNPnjwmZKRBJFIBJGIDs7u00c628nScrSUSG1m5hZ0Bp8cpw28R3W9cab0XxgakhvMrdszkfbg06dj5UMkAP6aBBxYQvp8F9K1j4xs1HqqvTeLEFs4BC9c+AHeAQnw8voRHI70A62hIaNFgNcV0TFBKC+/ovHA/R6JRDA9Bs4C+mumppg6EIlFiH4UjbCDYfDd6Yvnzz+Ph9XS6emGPEN8M+YbnJ8Zi9qUTRBWB+DAzdZlSgAAtRLjxq5XOIxrZQWP+8kwnTGd6Xv01grkLFoMStgOzcJuBkVR+PLGl3j2FFlddDFzQYjOnxDz6eDsdSdUf3HtCN/d+Y5phzqGykqbOA6l/y9qphMPVGDTDfICPtK+43JVWhSjrVynQdhsLthsHYjFfFRX31Zpn/T0dKY9adIkmc99vH9GeAQdD5OT+xt62U6HsZHmglPj86qw6zrJwNoydzDY7HMoKDzEiPjm5+9Afv4OjB51BzyemcbmolHKM4FtT1Q1/99ZoK9myhtsOZ/GtG1MjQBMQi+bSaAoEcrLryIldQ34fPL229xchPgEOnuOyzWBp+cmWFmGgt2NREa7hIJ44PrPZHv2X102FUUIxAJcybuCT2I+Qa2gVu4Ya31rrB+xHkG9g+Tqo205n4bXQ1QI7o/6hrQHv6B0KIvNRu/Nm2E2dy5yFi0GADTcvo1UL284XzgPnT49syRFdXO1TGr/xqCNmOEyA2IxhRMJZwAAO2NzMNvfAb6OZhqbS1pFGv5OJh6Ab4O/lR006Svg9xbDPv0C4DG51ePGl8YDAPQ4et1aT+9pQLuSpGE8Pb9i2nX16UpG0hw/fpxp29rKVghmsTgIGkGWym/enNJmvTVVaeSLMPMnkgVy86MwsNl0nEdvuzkYGXRNavzVqACUlvXAOiwx30sbSDwD4MNHGjOQ6pvJ2+J8CRkKgP5+aQHeWFqAd9BuGBhIy54IhTUtArweuBzuisKiY60L8D6NCBrJwwUA3kntNrIjfBEfJzNPwnenL/x3+ePtyLdlDCQnEydGQDZ8XrhcAdm5EjI1kteNQm7+TtoquhwNBg+G+53bYOnpMX2Z4yeg/K+/lezVPYnIjZAxkMLnhmOGywwAtGzJzY/CmM9m/BSjsmxJW2kWNWPOSeKivzjnonyDxk6ivtGJN2Q/f4KMSlJb7bORqnkotLSf7nFHeYqxkag3lJH+hZKRgFgsRmNL/RJbW1uFdS/09HrDw50IMN68NUUNM5Vl1Fcko2brfD/YGOtJfa6r2wuhIemwsSFvPomJL+Hu3aUQi3vAkj2/HtjUB7hItI8Q9gnwUSGgq7mAzv23SPbRynGKYyNYLDYszIdj+LBLLQK8h2Bs7PXEKDHu33/3CQHep78GDgDgR4mMnhk/AyZ2isd2Ao3CRhxIO8AIyK6JXgPxE/FkAywHYM/kPUhckoiTs062KiD7tkT6+sHbeQrHAaCD1x8z+n3F4+TANjSER/xdWK9cyfSVfPUV0oYOg7ihQfGO3QShWIgXL7yItyLeYvomOk1EwpIEWBtYS421MdbDd/OJYTJmi2aKjT5z/BmmvX74etgaKpDFYbHoqvAA0FAOiJXHIG65TcIswvqEKRmpRR1ojSQNw2aTTKjyiqtKRgJZWVlMe/Jk5Uuu9vYLoK9PL4c3NGShoOBAB2Ypy1/RWSiro1cnvOxNMHOQvdxxLBYb3l7bMMiPlPWvqIxGRKQ7Ghvbpj3VqeTeoGsfNUnIrrxxBxj1rsZP/ekpEnRpZ9pKEG4LtADvIAwJPN4iwHsKZmZDZcbRArxetABv7p8QCuvUNu9uxc0/gOoWo8HaQyqLqzOpF9RjR/IOeO/wxpA9Q6TSsh8zxHYIDk07hMQlidg/dT98rH1ULvzX24xcH+tP3lcyEsC1H0h7mOpBwJJYvfIy+p85w2yLq6uR5h+Axvj4dh2vM8ivzcegXYOkJDr+HP8ntozZotAAnTXIAQPs6JW2ktpm/B2TJXdcezn04BBya3MBAH2M+2C222zlO0yRcJNmKS/xcq2ArODz/uvu9k5AayR1Ap4eJMiusTFX4bjHBSQBwNHRUeG4xwwdQgrGpaR+iKZmFYM7WyGvokHqQX7k1SAlo2ksLEbI1FS6FjsGeXk71DIntUFRwPE3gL9I1VvYDwY+LgOsNF/QsUlAlvan+LRv5YMW4PVEgP9eRoDXykr2jTI94wtcueqLy+HOeJi1TaEOX4+jKg848x7Zfln5y4e6qW6uxi8Jv8B7hzeG7R2Gr29/LTMm2CEYJ2aeQNLSJPw54U+4W7i3uyLyZG+yAiF5/cgQTQKEYWDRrnMBgG7/fvBISoSeD6lcnv3sAhR+/HG3S9DYk7IHk46Q2E02i43rC69jiN2QVvc99jq5r204eR95FepZMSuqL8KGWFLq48iMI63v5CjxwnNyhcJhuTXk+fFZkNbV1hlojaROoFcvkkGSoSAjjaIoVFVVAQDMzc1VuqFyOLoYEkgMq5iYoA5nPwlFYik326V3RkOHq9plwuUaIyw0E/2cyJL3g/RPERU9vHu4gOrL6NpHd8mqF+b8Bbx4GeB0zhvZ8XgiS7JqgnoC7g0NneHr8zsR4JW43h6TlbUVV6P8cTncGekZm8Dnl6vl3J2OWARslXA5vhoLcHU1ftqKpgp8c/sbeO/wxsh/R+Ln+J9lxkzpPwXnZp9D0tIkbAvbhn6m/eQcqe1ICh+fiFeg39hYRdrtXEWShMXjod+B/ej9DTEAqw4eomsqVagm3qxJGoWNCN4fjE03yQvoq76vImFJAgx5smUP5EHLloxmtkd9RcuWdASRWIRxh8Yx24emHYIuR4Xrk8UCzFo0+6py6Jc5OWyN28q0J/WTTezRon60RlInwJH4kZSUnJE7JjeXvCFMmzZN5WMbGw9Anz7Lme2ke20vby/Jsr9vMe23x7rBxca4zcfo338Fhg4lq1x8fgkir3h1bfr6vSPAFmfpvvcyAK9WlsHVzKrDpK5UH0sDtR9fX98RXgO/Q1hoJoKCYmDfe4HMmNzcPxAVPaRFgPdjNDcXq30eGkOyYOSod4FeAzR2qpKGEnwa+ykjIPtP8j8yY+a6zcXluZeRtDQJm0Ztgr2RfLd0R+hrSR76HxxWICVyaztpj3xbbec2nTIFrjHRUn3pI4JQc+682s7RVu7xOBiyZwjKm4ihf2zGMbzm13bj0MXGGCvCSFzg//65pWR067wT+Q45ltf/4G7hrvrO074n7bwbcodczLnItFUyvrR0GK2R1Em4uX7MtJuaZN8GT58m2kpOTk5tOraLMynyWFp6HuUV0UpGK+bi/WJEZ5QBALhsFlaMbX/BNSNDV4QEp8DIyJPp65L4GJEA2D4OOPQ/0jdoEbCuCjCyVribJuALyVtqsLvmz62nawsPj42MAG8fR9mU8EeP9iI6ZgQtwJv8jowAb7fiwQU6RfoxoR8rHttOHtU9wuqo1fDe4Y2wg2E4+EBWeHTpgKWInBeJpKVJ+GT4J7AxUG8NLXmMdiPXi+R1xBAu4XpRc00vrqUlPFLuw/QZEoj8aOVKZC9YCErQeXI6FICNluZYYEWSKjwsPBC3KA7OZs6Kd2yFt8e5oSVpF1HpZbh0v30vDdceXUN4Xjg5rn8bjdV+Epmap2VjIwvrCpn2h0N6puROT0RrJHUSdnZzmfbDrB+kPqMoCiUldE0cQ0NDsNuYxiwjWxK/FEKh/Hosiqhq4OPFnaSWU/y68UpGqwabrYOhQ05hgKdszIZA0AkyCGUZwGdWQP5N0vf8BWDGT10iWXH2HrnJrZ3iqWSk+tHRsYKr65oWAd44KZfoY4qKjzMCvAmJL6OhQb3BrB2isRLYS35DWJ2rtu8wuzobb4a/Ce8d3ph4eCJOPzwtM+Y139cYAdn3At+Dpb6lWs6tKpLXy7nkJ2IPmyVePgYt1sj5WSwWen/xOfru3cP0Nd69i1RvH/CzszVyTkmqmqrg068P9puQle0vRn6Bg9MOgqcGV3mCxP1u+c7bqGpom45aLb8WL18i0k0xC2LaHoPGZgMGLddV8T0Zl9tP8T8x7ZkuM9t2bC3tRmskdRJcLlkyLyyUfjstLCQPz+nTZeNJVIHHM4Gv75/M9pWrfioHWVIUBb9PyTLuvheHwUhXfXVG7exmYWRQrFTf1ajBKC29qGAPNRD1LfBjANnWNQHWFAB9ZDPCOov3DxJXSXvcmOqCxzNF//4rWgR4E+DislpmTFnZJcReH4vL4c6Iu7sItW3UH1QrFAVsdiLbi48BeqYdOByFtIo0vHD+BXjv8Ma0Y9MQmRcpM+69we/h+sLrSFqahFf9XiUCsl2AWy9yvbx/MEH6w7idpK1hUV8Df3+437kNtiG5n2VOnITy7duV7NUxLudexqj9o6T6IuZFYJqz6mEJrWGsx8PeF8m9we/Ti226f47YR2qq/TL2F5jotFMWZ/qPpF0o/T0fzyQ19Ax46nfVa5GP1kjqRJz7k4ycZn4Z0z579izTdnFpf4aVlWUwLC1DmO2HD79RMpqwQSK1eJpvbwx3Vv9bsq6uDXg86YdMYtIriIt7Tr01lZrrgC/sgcsSQrJjNwAf5snVseoshCIx+C1BoUOc2p95pG64XCP07fNiiwDvPbi7y2bMVFbG4ubNKQiPcMHNWzNRXR3fuQbThbWk7TkNcA5RPFYBFEUhsTQRz556Fj47fTDn5BzcLLopM+7jYR8zArJLBy5VOQi4Mxjc1xwA0CwUSwcYn5cwjEzVHxP1JGxDQ7jfuQ3rd0n8TcnX3yAtYLBaayoJxUI8f/55rIxYyfRNqatHQmE1rPSt1Haex4xwtsJUiYxTyQxfZXwfR2KJgh2COyYT4iqxgn92FdMsayTPi5X+K9t/fC1tRmskdSIODkTQNCf7F6adl0fXe+HxeOBwOlZi3tfnN6adnfML6urSlIwGEvOr8M+1bGb7+/l+HTp/W6msut5SU0lxaQSVyYkFvrQH+BLuhzfjgJErO37sDhKeSiRGPpmmuWDjjsDh6MPBfiHCQjMREnwfAzy3AJB2GdTWJuH2ndktArzjUVl5Q7MCvIWJQKzE2/XcnYrHPsFjAdlpR6fBZ6cPnjvzHJLLpfW6WGDhi5Ff4M6iO0hamoR57vNaF5DtItZNG8i0I9NK6YZAImt04KxOnY/Viy/C+Rx5wRPX1yPNPwANcXEdPnZebR4G7RqEW0UkkPqvwmJsKi3X6EPrh2cHMe2/Y7KRlK+8bMaDygf48x5Zwd8asrVjE+BwgccB2Xmk7tMfiX8w7fnu8zt2Di1tQmskdSJcLlkyz8v/BwCYWCQAmDFjRofP8aRsyY2bkxVKVjQJRJj+o4TsyBoiO6JpxoxOAItFYgmuxYYgN6+dMggUBRx9Ffh7IulzHEbXPrJsf0CnOlklkZU0sHf3V6hns3VhZ/cMwkIzEBKcCm+vn8DhSFchb2jIRNzdhbQAb/QIlJVHqjeDUdAE/CbhZnknpVXZEZFYhKj8KIQdIAKy2TXZUmOMecb4Lvg7xC2OQ+LSRExzngYdjo78A3YjvOzJdcNcT0kSrvuwdZ08I0DHyQkeSYnQH0SMi5yFz6FgzUftXm3cmbwTk4+QYro8Ng/XF15HYJPmpXfYbBZuriE1x6b9GK2wNhVfxMfsEyQ7VqHsSFuZKVFeoiQVALA3dS/TZaSjOTUALbJojaROxqnvq0xbIKjE+fMkldbDQz11c/T0esPd7VNm++Yt+cZX8JZIpv3NXF/YmOjJHacJuFwjhIakon+/lUxfevpGXI0KbFtNpbpSuvZRArmJYO4O4IXznVb7qDXEYgqVDXQWkKedSbuLCnYVbDYPNjYTETwmAaEhD+Dr+yd0daUlFpr5xUhIeAHhEW6IvOKLkpJzEIs7mPn0k0RBwOnbAJPecocJxAJczLmIYXuHwW+XH167/BpKGkukxtgY2OCXsb8gfnE8ri28hrF9x/a4asUsFgsetvSLVnk9H2IxBZyQKPlhoZ66TG2eF48Hp317Yb+VFLOsPnKErqlUrno9rgZBA0b9O0pKduN1v9cRtziuU92eNiZ6+HoukS0J/TpS7jhJXbaPh32sWHakrXhKxKVe+AhVTVXM5ks+L6nnHFpURmskdTJ9+pA07Nzcv5CZmclsc7nqC5Z2cHgOenp0fEJ9fToKCg5Jfb7jWjaKapoAAB62xpgtIaTZmfTr9yaGDSVp3QJBBSKveKG6Or71nZMOAV8/EcP1/kNg4Ey1zrGjxGSSeIKNMwcqGdn9YbE4sLIMxsigGISGpMN/0F4YGEiv1olEdUi693qLAK8zCguPtF2A9/ZfdFE9ALB0AfyXSH3MF/FxIvMEvHd4w3+XP96JfAf1gnqpMf1N++OvCX8hYUkCLs+9jJH2I3u8YvpnM0khzdgHJOEDLuPkjO5cTCZOhOu1GKm+9KCRqDkjvzacJAmlCRi6dyiqmquYvuMzj+MV31fUPU2VmBPgALde9IpNQXUTdsZmS31+NP0osqrp7E97I3vMc5+nvpNzJVY1My5hx32iWrBkwBI5O2jRJFojqZPh8cyZdnYOWVZVh6vtSSSNj5TUVUzRwLyKBqw7QWIzTrzRgUBDNWBo6IyQ4BQp8dbbd2YjNU2BDIJIAPweAhyWqPvjv5SufWTYuanZqvDhEVJA0r+PuZKRPQsWiw1z86EYPuxCiwDvYZgY+8iMu5/yPiPAm/9ob6srhXYoB05J1Jh5ldaqelJA9qPoj2T29bL0wt7Je5G4JBHHZx5HoG2gUgHZnsbj4G0AuHSExKlgwuddMBtZuBYW8Ei5D7O5pFzDo3feRda8+XJrKlEUhU9jP8WiMyRec6DlQMQtikN/0/6dMmdFnHyT3Bc/OZ6M/Eo6KL24vhifXCOi2MdnHpfZt8NM38Y0tyeRzMGuzLD8r/L03D16EA4O5G2Aw6HrcXh5Panu3nE4HD0EBpIfcHTMCAhFIinZkQtvqy47oknYbB0MCTyOgQPIkv2jR3sRHuECPl9CBqEsna59VCARHPrCJWD6D11S+6g1KIpCfiVtFPS1NOhxrjZVoQV4/RAYeJQW4B1yGubmw2XGpaV9zAjw5uRulykwyoYYsXrEhVS3/CL+Sd2nVEB2qO1QRkB239R98Lb2fqr/zo4WdGD56maJemvWbajsrGFYLBbsPvsUffcRF3hTYiJSvX3QLCHiXdlUCZ+dPlIFOzeN2oR/p/6rltpHHUWXy8GFt4lsycjNERCIRBh7aCzTd2DqAc1Uvvamjcxaiet4keciRaO1aJCufzr+B3HqS8rn29k9AEBntmkCE2MvODo+z2zvOEOKzb0V6iJVf6U7YGs7HSNHSpfkj4oOREnJeeDqFuDHweQDfXO69pFjYCfPUnVu55CimV/M8u7CmXQeLBYLxkYe8B+0u0WA9yKsrMbKjMvI+JII8D78HgbcBvzG+xbVbBZ+NjOFd78+GH75BXxzR7aURYhjCE7OPImkpUnYPmF7hwRkexpfzPIGByLoslpKZ/SRNUa7AwaDBsE97g7YpmT14+GkySj79TdczLmI0ftHS42PmBeBKf2ndPY0leLWyxhvhBCXfugusnq9ZMASeFpqqCgsjzaEJYtnvuAtWzFfi+bRGkldgK4ukRjo1/8uJk3SrFChq8sapu1keAOeFnRZgLfHuWn0vO1FV8cKoSHpsLUlKc1J917DnbJtYJLNx28EVmV3ae0jVfj42D2mPbx/93MFdgaGhv3h6/NbiwDvFdj2knUtZ2X/gG2hq8EOycVXPr2w01I2A3Bq/6mMgOwPoT/AydSpE2bf/QhytkIIO550TNykcGxXwzYwgPuN67B5/32mr3TrVlhPeQu6fNqVPt15OhKWJGik9pE6eHc8fZ/kGKSjinWH6X9v8HuKdlEPEzfjewszZrO7/n2edtQXKaylTQj4geDp0DVAfHw0u1TOYrHgN/gG4m/TFWXfG/wTAobc7tZv3iwWGwMHfI3erAGIK6TjLarMeIgYbYXhnv/AwG5UK0foeiiKQmoRLQ9jaajTaeUVujP6+g4YOPBbDBz4LfIr7yEy8X3YiR5IjQk1ESLUhF4lKea6YYzP17A369kB7+qEzWZhi87vzDZl64PufmVZvvA8aocPQOMztIairhDY9Y0ITT+sxaCRz3Xx7JTDYrEQu2Y4xh8llenPzIjU+P2zwesZII2WIpml00uj59KiGO1KUhcRd9eRaZeVn9DouSiKQsAXN/B9HEkfvXNzcNfJTKiCWAwceQnm+9/GmOgysEVkrrEpy5CT+4eSnbsH9x7VMO3Ns2UDmv+L5Nfm44OrH8B7hzcmnViAzdn5WJlngI8e6SO8RvadrZfwAVLjpuNyuDPuJb+Nxsb8Lph1N0Mshjlo4ztZ3BfJhW3TaewK/r73N6bdehHPruLgPrn1Qe+tjShYtRqUWIMFSTsIRVEYf5SIzzbkLsOoTdc1fv88mkdkm17L6HiBTi3tQ2skdQG1tbXgNxM30YMHG5SM7jifnUoBACSWeaG4idT/yMr6XtEuXUttMfCpOZC4HwDAFQMhDt/DuT9Rxs7I2IQrV/0hEqlPBkHdrD9JMgiD3a2VjHy6yarOwhuX36ANoyOTcDbrrMyYZeXV+CCxGOKIvngzfBP6SdTPekxx8Qlcix1DC/AmvIj6+oedMPtuSFYk0/xY8D9sOJmseGwX0yBowIi9I/DtnW8BAGI2C5Xfvgv7H8i9p/r4caQOGAhhWZmiw3QpP8aTiu/m8IGonq5n9/npFI2ed9NN4ka1FYno+6KWTkdrJHUBUVF0Reyy0j5Mn0ikmWqy9x5V468YklEyf8IBpp2VvQ11dQ/k7dZ1JB4AvnkiVuqDLMBzGpycXsOwoeTtSiisRuQVb1RXd8+3rDstQdt6PDa4nP/OT42iKKRWpOJ/5/4H7x3emH5sOq7kX5EZ9/7g93E97C8kZeXilaoamIopvCx4Gw1CA/Tv9yYjwCsZU/eYsvJwXL8xDpfDnXEnbiFqa1O698qoOjm5gmnGUa64lV2pZHDXEV8Sj6F7h6JWQFa6Ts48ieXey2EyfjxcY69JjU8fOQrVJ0919jSVkl6Zjt8TiWvz8nOkZtH26Czce6RctqS9NAmbmPb4upb6X9HfauRcWpTz37lzdyNu3qSFNbOy/Jm+4uKTaj9Pk0CEqduime0ba8LA4XAxYvhV0ndzEsRivtrP3WaEfOC30cCRF0nf4Bfo2kcGRBDW0LA/QoJTYWJCVsRu35mLlJQPu9VD8kExeTBsmeOrZOTTAUVRSChNwLyT8+Cz0wdzT87F7eLbMuM+Gf4JIyC7xG0eDLeTrLfhTdsgfuKWxOUaoU+fF5QK8FZV3cDNW1NbBHino7r6bre6FtQKRQFVtM5hvYEjHmvrpRd3H5cbRVFYd20dFp8lmbQ+1j6IWxwnFWzPNTenayo9S7TICt5/H1mz54Did/09iS/i45kTzzDb52efB4/LxfUPiWzJ1G2KZUs6wpksUoBzZWUV3bjxq9rPo6V1tEZSJ9MgoZIdGEj0iVJSV8kb3iHCviFv71/N8UGvFtkRfX17uLkRnadbt2aq/dxtojQN2GgNFCaQvuXhwNRv5dY+YrN5CBx8BF4DyZJ9QeGBlppKqssgaJKNEkvxEwaqSa6gmyGmxLhZeBNTj06Fz04fLDqzCCkV0i4IDouDL0d9yQjIznWbSwRkfxlBBk7dikIoz/6TEeAd8A1YLOkK2rW1ybh9Z06LAO9YVFTGalaAt7PJI+UxdGaSOkmfn9Gs60dVyhvL4bPTB0fSjzB9W8ZswZ7Je+TKwLBYLNitXw+n/f8yfU3JyUj18UXzw651p84/RYy3j4Z+hN5GtCyOrakevpKIMRz7rewqaUdZd43cnx2HkZVDNFTIGa1Fk2iNpE4mNjaWaQ8fPhwWFiRLS50rOruu5+BRFV3E0MXGCPMGO0p97uiwhNHfqqtPQ2HhEZljdAqRm6U1ugxtgDWFgENAq7v26jUVo2RqKg1BcUnrMgia5uqDUqbdHYp1qguRWISr+VcRciAEvjt98cKFF5BTkyM1xljHGFuDtyJucRzil8Rjav+psgKyd3YAFS2SPOb9gMH/a9M82Gxd2NnORGjIA1qA1/tncLnSZQMaGrJw9+4ihEe4Iip6uPoFeLuCU+8wTZ5LMNOOTCuVM7hzOZd9DsEHgqX6IudFYqLTRPk7SKDv6wv3u3HgWJBV44eTp6D055+V7KU5jmccR0ZVBgDA1tAWz3o8K/X5vEBH9Lem40rzKxux+3qOzDHai0BEKpMH2QcBIyT0+WJ/Utt5tKjG03P37iE8jkcCAAMDA7i6EmmF0tKL8nZpM4+qGqXq85x+S77syPBhl5n2/ZT30dxcInecRmiuBTZYAJFfkL4JXwLvpwM6BiofRkfHCqEhGbCzI2KT9+69idt35nZcYLWdZJcRDbGv5vT8rDaBWIAL2RcwdM9Q+O3yw+uXX0dZo3SQra2hLX4d+ystILvgGsL6hikWkK1+BJx8i2y/dr1D82OzebCxnoAxo+8iNOQB/Hz/khHg5fNLJAR4fVBccrbLro92Q1FASUuQtqE1wGZj82xSoDS3vGuSGARiARadWYT3r5BaSM+4PoPEJYmw1Fe9NhhbXx9u12Jgs5qsqpf9sA0p3j4Q1dUr2VO9lDSUYG3MWmb75Ez5oRBnV5AX3LXH7qGgqg3C3Eq4lHuJaX8w+AOpcANEfa2Wc2hRHa2R1Ik0NZFgvKFD6ZpFRoauTN/9lI673ERiCkGbwpnt8ytHQ5crX9STw9FD4OBjzHZ0zPDOc0186QBIvtWvSACGv6Z4vBJYLBYGeG5GgP9+pq+6Og4RkR5oaMhSsqdm+Op8KtOe7itfub670yxqxvGM44yA7LtX3kWDUPoh7GzqjL8n/I2EJQm4OOciguyDWheQFYuA7waQ7ZejAJ6e2ubNYnFgaTnmCQFeaRFkkage9+690TEB3q6gMJ60W7S9ZvjZM12bJa67ziK7Ohv+u/yRUEpc5bsm7cKGERvaXUfIctkyOF8kupMQCPBg8GDUl+go3klNiCkxwg6SmKN/p/4LPa7861OXy8G5lcRQGrEpHCJxx2PhPo75mGn3N2vRrxtCyregSTPB4lrkozWSOpFbt24x7VGjyI/L1JQO4BaLGyEWCzt0jhd3kmDZ10Oc4W6rXHbExMRbSksu+f47SkZrgP7BwMflgLlThw9lZjYYY0YngsMxYvpir49Fds5vHT52WziTVMS09Xg9R3W+QdCAf1P/hfcObwzePVjqbfoxPlY+2DdlHxKXJOLYzGMYbDu4bQKyByRUzEe8CdhpbqWNCPCepwV4Bx+RCvh/jJQAb/7uVgV4u4yzEi9RLuMASF9fpxMLO3U625O2Y9qxacy2Mc8YNxbegJ+NX4ePrePoCI97STAYNozpyw23wqNYM2gyJn/VVfI3XuS5CAMtlRcx9bA1wavBzsz2SztlkxXaglAsRHNLprO/DUnswSiJ6t63/uzQObS0Da2R1IlcvkzcW0ZG5EHu5koUpcsr2h8EGJFagvBU4jJ7b7xqlbwlz19cfBKVlR1zf8iltghorJLue3YvsOQ4wFFf4Xcu1xDBYxLg7PwB05eZ+RUir/h2Sk0lySX39dMGKBnZPajj1+Gve3/Be4c3hu4dis9vyKrJD7MbhsPTDyNpaRL2TNkDLyuv9q0SZIYDqRIp3uNkM9U0BYvFgqmJLwIHH0FYaCaGDjkDc/MRMuPSHqwjArw5v0Mo7D5ZY0zQNldP6jfzyVRynanL5aOMBkEDhu4Ziu/jSOLEOwHv4NrCazDgqe4qbw0Wl4u+//wNhx+3MX01OQZI3WEIQYn6QwNuFt7EuexzzPYHgR8oGU34YAK5z15OLUFkWvvnFpVPwjFWDZEwio0lKm5f1mxdPS3SaI2kTqK5mSznDxo0SOozY2Mvpp2S8mG7jl/dKMD//iErVYnrx6v8IGOxWBg9imgSxd19TkadvUMk/At884TB9kEW4KE5MUunvi9j+DDi2xeJ6hB5xRtVVR1702uN7y6SulNznwiW7y5UN1fjx7s/wnuHN4bvG47v7nwnMyasTxgjIPvH+D/gZt5Bnb+mamAX0eLDqhy5mYudhZGRO/wH7UJYaCaGD7sEa6txMmMyMjfjylW/FgHerRAIqjp/oo8pkXClzZQOZp4fSK6z7y+la3QaccVxGLp3qJTr9fSs0/ifV9sC79uC8dixMjWVMkaPQfXx42o7Rx2/Di9cIAKy0c9Gt+n+mbh+PLO97O9bqG5sX7ybZFabp8UT4rl+EvIt/M6L0fqvozWSOom7d+8y7eDgYKnPWCwWjAxpI0IgKG9zXBBFUfDdQHz4u14YAhM9BUGzCuDxzODjTdxSV6P8lYxWEWEz8PMI4OjLsp9JBiNqCAODfggJTmXcmQBwJ24+7t//QGN1dA7eIbIZhrrdRxqxrLEMX936Ct47vDHy35H4LVHWBTndeTrOzz6PpKVJ2BqyVX0CshQFbCKFU/HcIUDfTD3HVgMGBv3g4/NriwDvVdjazpQZk5W9DVejAnA53Bnp6V+Az+/k6tDnJQpqekyT+kjyOtt/O08jp6coCh9Ff4Sl55YyfYNsBiFucRz6mPRRsqd64Jqbw2N+AcxdiXFQsGo1Hs6cpZaaSiP2kVXFbaHbYKpr2qb9TfR42Pk8ydL13XChzfcYMSVGZTNdGNTd3F3WSAuRuAbu7mnTsbW0H62R1EmcO0eWcU1NZX+A7u6fMu22uru+PEveMicM7IVRru2TwLC2HgsL8yAAAEWJ8DDrh1b2UEJJCrDRhmTjAICukeLxGoLN5mFwwEF4eZEl+8Kiwy01ldT7oCupJYH5H0zUrGixKhTXF2P9tfXw3uGNkAMh2HV/l8yYZ92fRfjccCQtTcLnIz9nasGolcvk2obrBMBVdtWmu6Cvb4+BA75BWGgmRgbFwt5+kcyY3Lw/ERU9FJfDnZGS8iGamovkHEnNZBJXPbiyAczvS7h8SmvVG4T+uPbRiUyiMfnNmG+wc9JOxRmMGoDFAmwDquE0lbgUm1NT6ZpKGRntPu7P8T+DAm3QjOg9AsGOwe06zmg3a4wbQNxim862LZD+RiEpZ7J2mGw8IEwdSPvs+7Kfa9EIWiOpExAIyNLrgAHy41RMTUldoNS0j+SOkUdyQTV+v0qKrv3yXOv1hZTh6/sX087K+h719W28+VAUEPEF8DMJuISxHV37iN11Kyu9bCZj1MibUn1R0UNRpMZK5z9HZDLtRcP6qu24bSG/Nh8fXKEFZMceGovD6Ydlxjzv9Tyuzr+KpKVJ+GjYR7A20KCuXHGytJzCgn2aO5ea0dW1gYf7BoSFZmLUyJvo2+clmTEFhQcQExNEC/DeW4HGRg2s5JST6woz5NfJkbzefo5sv8HwJGezzsrUProy/wrGO42Xv0MnoG8lhvvdOHCtyXX7cOo0lP6wTcle8smsysQvCb8w2z+FdawO0a+LyP33t6sPcb+gRsloaTbEklgjX2sFVfo9JVYRBU3yx2hRK1ojqRNISkpi2mPHjpU7hsViQU+PflNobMxVaam2SSDClB+I7Mj1D8PAZncszoPN5mLE8EhyzBsTVC9y2VQDbDADrmwmfZO2AO+mtqn2kabQ0bFEaEgGetvNY/qSk1fi1u1n1FIz559r2Uy7re7OjvCw+iFeu/QaEZDNlhWQfcPvDcQsiEHS0iS8HfA2zPXMNT8xYbN0Ve2V94DWSgR0U3R0LOHisgphoZkYPeou+vd7W2ZMcckpXIsNxuVwZ8QnLEd9faacI7UDyUBdrzlyh5jqk+vt75jsDp9SIBZgwakF+OAqCV6e4zYHiUsSYaGneVd5a7D19eEadRW91hAXVNnPPyPFcwBEdarFUwpEAsw8PpPZPjf7HLgdfJHjsFmI/TCU2Z78Q5RKsiUUReFR3SMAgIORg+J4qLES18K9Qx2aqxbV0BpJncCJE2SZ2sJC8Q3Gw4NkFlXXtC7aOv47osG2ebY3bE3VU29GX98Rbq6kVsft2/JvzFI8jAQ2PRGovCIRGCr79t2VsFgseHp+icEBB5m+mpqEDtdUqqwnhuTrIc5KRnacxwKyy84tg/cOb8w4NgNRj6Jkxr0/+H1cX3gdSUuT8LLvyzDRMZFzNA3yKylzgSnfAGbdM5C9rfB4JujX7w0JAV7Zld/y8ghcvzG+RYB3AWpr77c/Du6+RICykppSkqnoktdjW8mqzoL/Ln/cKycFaXdP3o11w9e1u/aRprBYshjOl0iCBigKDwYHov566yELC04vYNqrh6yGvZG9ktGqY2eqjy+fIUU+J269qmQ0TXxpPNP+ZPgnigdaStxbjr/enulpaSNaI0nDCIWk7pGLi4uSkYCFREpyWtp6pWP33shFbgWdYdLPyhDzA9UbPOnouAw6OlYAgNq6ZBQVKcgkEYuBg8uAnTNIn3MY8EkFYN41LidVMDX1R/CYJCkpi9jrY5Gd3T4ZhO3RxOW5fGT/Ds/vSSiKQnxJPOaenMsIyN4pviMzbt3wdbj13C1aQHbgEhjyDNU+F5W4uxsoS6Pbpn2AwOVdMw8NQwvwPt8iwJsMD/eNMmOqqm7i5q1ptADvzTYK8FaTRABM2qJ06IujyHX3V0z7DP7fE3/H9GPTmW1TXVPcWHhDsfunG6DjYA+Pe0kwHEHun7nL/of8t98GJZafBHMy8yTSKunr01rfGs95Pid3XHtZMKQPnCzp1fPs8gbsu5mrdPzG6+S6GWo3VPnBnclKFYRdLwT8tKM1kjRMSgoRnhw/Xrkfn8Vig8ej3SB1dYrfPAuqGrHmKHHhSVZ9VSeSbrfk+++gufkJfaiaQuBTcyD5KOlbsB9YfKRHuFU4HAOMGX0XLi6rmb7Mh98gInIAhMK2pdj+JBGPZG6onsrAYkqMG4U3MOXIFPjs9MHis4uRWiEdDMplc7Fp1CZGQHaO2xyFFYI7jZpC6bfcN24qHvsUweHowd5+ASPAO3DAt2CxpN03tXVEgPdabCgqKq4pz2aNkJDtGaT8QW4hcd1tC29bXFK9oB4BuwKw7S6J63lv8HuIfjZarbWPNAWLy0Wfv/6Eg4TWW+3Zc0gdMFCmplJZYxnWRBM33ZlnNKP1eG7laKb94ZEkFFbLr2FFURQeVNKlQyz0LFovzjpB4ppIVV9MpRb5aI0kDXPs2DGmbWNj0+p4T48vmXZd3X2Zz0ViCiMkZEfOrhilUHako3A4+hg8mAjfRscMIzf0u7uBbz2kd/ggC3BvXcyyu9G3z4sYPoz8TcXiZly56oPKqltK9iLUNJF4pv8FOXVoLkKxEFfyrmDM/jHw3emL5ReWI7dW+i3URMcEW0O24u7iu7i7+C6m9J8iKyDbVYjF0tfFS1cAnn7XzaeLYLN1YWs7A6EhaQgJToOP9y/gcqWzWhsbc3A3fnGLAO9QlJVFyArwxkukeuu0viq4bIQT065tUi3O7nbRbQzbOwx8idjDM7POYOnApUr26p4Yh4bA7XqsVF/G6DGoOkK/yIkpMUIOhDCf7ZuyT2MvFXo8Ds68RV5gh38pX7YkpYK8SG8YoUKhSBuJ+knHtC43TaM1kjSISCSCSETf9Pr0Uc0dZmlJfsAPHshWJH55F3GxvDLGGZ52mo0zMTXxlUqDvp/8DvDTUOmVgmGvAeuqOqX2kaYwMOiLkOA0mJmRWidxcc8i+f67rdat2hVLFMAl40JURSAW4Fz2OQzZMwSDdg3CG+FvoKKpQmpMb8Pe+G3sb4hfHI+YBTEI6xPW4SBTjXBoGWkPex3o7ddVM+k2sNlcWFuPx5jRcS0CvP9AT1e61AKfX4aExOUIj3BDRKQXiotPQ1z9iAwIWwdVeE0iHm73deUuHjElxodRH+J/50khyEDbQNxdfBeOJj03foxjZgaPlPswX7KY6StcswYPp03DR+EkEH2BxwJ4WXnJO4TaGNDbBC+PJm7QV3fLusg33dzEtEfayxcjl8Gh5T4lbAREHZOy0qIcrZGkQTIkandMnKjaCgubzQWLRa8KVFVLr2RceVCKSynFzPaqTqrF4+62nmkXlZxEJV9iKf+lK8DEL7u0erK6YLO5CPDfB28vsmRfVHQM4RGuaFZSU2nL+TSmbWOs2ltps6gZR9OPMgKy7195H41C6eV4FzMX/DPxHyQutRicGwAA0OxJREFUScT5Oecxwn5E6wKyXcnDSOkg4wmyEif/dWgB3lEICopCaEgG/P3/haGEyDVAazjeS34LEXdG4/JoKxT00oUoQLZekzwkr7/N5xTX6SlrLIPvTl+cekhkYrYGb8VfE/7qnsZ3G2GxWLBdswZOh0gGWHN6Bpa8fhoOpfRqzodD2qdu0FZWTyIrqxfuF+PqA+mwhbsldKFhXY6u6n/7yV+RdsbFDs9Ri2K0RpIGOS5RNt/Ozk7l/QZ4khT6x3WKqhsFWPoXie1IWKe67EhHYQEYTc1ntuN8zSA0dwA+KnoqVwpsbCZg1EhpAzU6eiiKik7IjK1vJm9xcwMcZD6XpEHQgL0pexkB2U+uyWax+Fr74t8p/yJxSSKOzjiKgF4B3S6jSC5NNdLB+6uynwrDWZOwWCyYmwVi2NBzCA3JQODgozAxGSQzLsXdGJHXh+NyuDPy8ne1qkE4259chw182VWGUw9PSbmcACBqfhTC+oa181/SfdH3Ggj3+Lvg2JIij99uF+FMqWpGpzpgsVhIWEfiUZf8dZNx0WdWkVjGz4LaoGVo50faJ97s6BS1KEFrJGkIsViMhgb6ZtarV682PehsbMiqU3rGlzKyIzueHyJVF0WjNFUDG8zAi/oJPsmkMFqUr/ipjjXR0bFAaEgG7O0XMn3J99/GzVvTpepGHZSQgXh7nKy+WR2/Dn8m/ckIyH5580uZMcPthuPI9CNIWpqE3ZN3Y6DVwJ5hGD2GoqTLPyzYD+h3Qh2mpwgWiwUTEx8EDj5EC/D67INFpWzm0oMH6xF5xbtFgPc3uQK874wn1+HB2yQ7TiASYN7JefgwiqygzHefj8QliTDTM1PvP6gbwdbTw/wXqvHnePK4q9v+D1LbUFOpo5jq8/DP/wKZbZ/1tGzJltskY3FsH/k19OTCYgE2LYWJ60vpWEAtGkFrJGmIrCySgjtlStuEXNlsEoRbXh6JzeeIO2esZy+McdNghWRJMsOlNLesy/kwM/IDAIjFfGRld6w6bXeHxWLBw/0zDA4gVatra5MREenJFApcf5IE1/c2o43G6uZqbLu7jRGQ3Rq3VebY4/qOw+lZp5G0NAm/j/8druauMmN6DJIZWM5hPTJ4v7thFH8Wg5JqEHa1DMN9D8PaeoLMmIzMrxgB3syH3zICvPZm5OVl3QlaFuhh1UP47/aXChLeO3kv1g5b27MM8nbwa8KvEIqFOB/Axu/rpBUJHgwORP21awr2VC/B7jYI8yDJO1+dT0PMoxhmm8dp44vvlG9IO7v1Wkxa2kfPdz6rgaamArlvZCIRSQOvq0uT+ZzN1oOBgfxaQCdPktRMR8e2B0F6eHyB1FQ6TfXQzZsALAEAvy3umOyISojFwMElQIpEeqnrBGDBPgwChYhIOhbq4cNvYWM9CYaG6q8L1J0wNfVD8Jh7iLk2GgIBHVB9/cZ4OPZ5CwBd+2qclwE239yM3Sm7FR5nuvN0vOH3BuyMVHe9dntKUoCrEvERzx1UPFaL6khIuRhY+sHHko6Ta2oqwMOH36Gw6IjU8Ozsn5Dd8tLi6Pg/zPQZjmOJtGzFtrif8XsSkd6w0LPAudnnoM99eleCH/Ow+iF+iicvc1vm/wPOPBbyXn0V9VfpAqy5z78A43HjYP/9VrDYml03+H3JYDivoUsO/BpzE0YtpfM+HfGpkr0U0Gc4aZ9cCayIlx0jaEJeQzEaxYr1/BqEDUwJAklMdExga2jb9nk9ZbAoTcmh9yBy8/5GerpsEbjWcHBYCnc32bgSiqKwYQOdymlubo4VK1a0+dgiURMirwwEANws9MdvSctwbXUos1qhMaofAd89oS+38CDgRnzqjY25uBZLYhpCglOkVr8U4R6VhGohne1XFOKnlul2Nrm5fyE9gwQkiygW1jzSQzMl/218gccCvOj9omb10boKIR/YKPHvWpkEmLW/qKnT6tNMO3tT21ZfnyqaqskK7tBXgEmb5Q5rbi5BdvbPyH8kK1z8mNg6Ls7VcFEtoh/+HwR+gMUDFisc361Z31JCQc8UWK08cw+g3Yv+u/2Z7bPPnIWDMYnXqo2MRP4rr0rt43IlErxevaBJCqoaMWJTOPTs94BnQte7u73oNnQ5um0/2HfeQHXL32JdFe2G49cDGZeA+yeAB+fxZcjL2PvgQJsPvSpwFRYN6LzYre6K1t0GwMa6fe6BXjaT5fbn5ZE4lalTp7br2BwOyVIZYheHL2Z5a95AurND1kBalS1lIAGAvn4fuLqQYmx37szHfwWW+ThEssnfg8OisNmhES66pL7NC14vMAKya4aueToNJAD4PZi0J23pkIGkRYJb20l75DsKh+nq2sDdfX2LAO8t9O37isyY4UZCbOjdhK2ODfjTZyjm9BujiRl3SxadJQ/4DwI/kDKQAMA4OBhuN6TlSzLGBKPqkGY10Xqb6WPjTC/GQALQPgMJAKZ/T9qRm4D9i4CvnIEDS2htN34txrcl1kmCsX3bt9/ThtZIAqCnZwdTU//WB0qgq9NL4T6nT5M34n79+rVrTvtv5WJf6jPM9jO+GgzUFjYD2wKAk2+RvhFv0m8mCgJw+/R5gakOXlObiKLip7fya2ZVJl659Aq8d3hj8pHJOJYTjXfy9PGgifx83rBpxk7/0UhckoCVASs7R0C2K4nfC5TQ8S4w7t3tNPp6NJclXC/Gqq1q6OhYwMX5fYSEpOMyexpOV8veL2orI3AtNqRFgPd5JnP2aeT0w9O4X07HC1roWShcPeOYmsIj5T4sli1j+grXfozMiZMg5mtO8mOsNzGKmoqm4cCtPCWjFdBQQa/8P+bKJjpE4olSIoNsBsFav20van7WflpXWwtaI6kFGwWrQoqwtpkIlpzy8RRFobiYrmVkYGAAdjt83EXVTVh1OAlRj4jPOSvrhzYfR7WT3QM22gDlEjfMl6OA8RtbTeEOGkFEVZOTVyqtJdSToCgK98vvY+nZpfDe4Y2Zx2dKBVgCgBgsfJs0Bz/Gk6rEFaXn6JpKzSVPHvLporYIOCbhpnirdTFmLSrSLJFtNahtro7ShlL47vTFyZzLuFjDw8o8A7x1/Xmpl63HlJdfwfUbE3A53Bm378xHTe299gvwdjPKGsuwOopIDZ2bfU7peBaLhV6rV6HfEZKgwc/ORpqPL5rSZGN11MHP8aQWm6AqEB8cTkRRdVPrO9aVALf/AnbOBL52BU680eoubDYH4/qOa9P8JjjJJgr8V9EaSS201eWmyNVWWFjItKdPny53TGZpHdKKZAPFAVp2ZNiXlwEAzSLytlFQ2HafslIoCrj4CfBrEOkzdwI+KgbsfFQ6BIejj8EBZGk6Onpoq9WpuyuPBWRnn5gNn50+mH9qPuJKZB/+G0ZswK3nboGf/hUElSNxtyQAo0fdlhoTHTMchYVHZfZ9KhCLgW8kipi+FPlUl4LodO5KBP4Hr1E87glOZJ5A6MFQqb7oZ6NRX+OHS7nBeCPiJ1qA1+MLmX2rq2/j1q0ZCI9wwY2b01BVfafHGkxPyo7snbxX5QB1vQED4J4QD569PdOXNWMGSr75Ru1/j6MZEvcHio7nHPblZYjlyJYAQFpRLUqv/EH/9k69DTyMAMQqVtpmsTHeSblu6JNoXW0ErZHUQltcbspcbWfPnmXarq7y07qPxj3C9B+jsft6jsyP7/U95MH84qh+cO7/LrOttpWaxipggxkQI+HPnroVWJEA8NqmY2RqOgj2vRcw2ykpq5WM7l6IKTFiC2Ix6fAkRkD2ySwPHbYONo/ajLhFcUhamoRnXJ8Bl6WDZiFtDA7uaw4ezxyhIRlwcCBL+vdT3sONm1Okaio9FRxZTtpDXgZ6yxY/1NIBzq0ibVN7xeNa4Iv4eObEM/go+iOmb6HHQiQuSYSprin8+5gBABoFIoClC/ve81sEeFMwcMB3THX/x9TV3cedO/NoAd5rIaioiOlRLz4fx3zMtOe5zYO3tXeb9mfr6sLl8iXYricyMOV/bKdrKtXKf7FtK2WN5D6+wn8Flo8kIRmv75V+MaMoCruu52D6j9HY0zgMsG3bvwcAwGK3yeWmdbVJozWSJFDV5abI1QaQoG0ulwsOR76ExPnkIjQLxVh77B5e2X0HVQ30gzQqvRTnkouYcWsme0rppuXk/KrS/JSScQnY/ETZgreTgcH/kz9eBdzdSaXYwqLDqKq6rWR01yIUCxGZF8kIyL508SXk1+VLjTHTNcMPIT/g7uK7uLP4Dib3nyxVwyQyjcgKrJtGZyCyWCy4u61H4GDyhlhXl4qISE/U1adr9h/VWWRdBe4Rl4SirCst7UQg4W4ZMEPxuBYyKjMQsDsA6ZXk+vp3yr/4cOiHTO2j9dMHMp9FphE3MJutA1vb6QgNSWkR4P2ViTF8TGNTLu7GL0F4hCuuRg1BadlliFVdvegC7hTfwYlMUhV/7bC17T6W+bPPwiUiXKrvQeAQ1EXHKNhDdbYnkcD8+e7z8dEUIlh79l4RotNpI6qqgY+Xd93Bx8fuoVkoxpmUCmDO3yoJHUvBYoHNYqvsctO62qTRGkkSqOpyU+RqKy0lD88ZM+Tf5B6W1iG9hMQdnE8uxqTvoxCeWozFf8rKjvB4RMA2L+9vleYnF7EI2PsssHs26XOfDHxSAZgql9NoDRaLJSXjcSduPoTCeiV7dC4CkQDnss5h8O7BGLRrEN4Mf1NGQNbeyB6/jaMFZKOejUJInxCFOkqrDicybS97aYFhExMfBI+5Bx0dUjTuxo2JePhwq/r+QV1Bcy2wYxrZ/iBLKzuibpIkakyNXa9wGEVR+Cn+J8w6MYvps9G3wa3nbmGg1UCpsd72pkx71eEkyIMW4B2H0aNu0wK8fjugpye9iiUQlCMx8SVERLojInIAiotPdatV0gZBA5adW8ZsX51/tcNFMnl2dvBIvgej4GCmL2/5cuS9/gYokUjxjq2wJ2UP0zbWMaZlSz4h7rBFf95AeCr9XLhwn2h1PiiuQxZlC0z9Hioj8TKvqstN62qTRmskSaCKy02Zq+38+fNM29PTU/6Y5GKZvsLqJjz/D1l9+XtZoJTsiGRq7+Oqum2iOh/41AJ4QFyBWHQYWLAPUJNgqo6OBby9SNG26Jhhajlue5ESkN3tj/evvo9mkXRBNVdzV+yYuAOJSxJxbvY5jOjduoCsWEyhvJ5+OHjYGsu9EXM4+hg1MhZurmTpPyt7Gy6HO8stWtoj2CSx+vjsPsDAouvm8rQiGYRrIb9Aax2/Dj47ffBrAllV/nDIh7g87zL0uLKuchaLBbdeRgCAsrpmhTEvZDwHlhYjETTiKkJDMhDgvx9GhtJC2mJxM+4lr0BEpCcuhzujoOAQRCLFxQo7gzH7SWmD74K/U1t2KYvDgeOvv8Dx99+YvrrLl5E60AuCoiIle8qnqqmKab/o/SLTNjXg4a9lg5nt5/+5jUI5gdznk4sAn7mqB/VLGEmquNy0rjZZtEbSE7TmclPmasvIIBliXK78VYjzya3/sNxsjaW2+/YhcSC5bV1Nuv038J302yVW5QAu6n9bsLGZCFNT+ocuEjUgO1sN7sE20CBowJ6UPUoFZP2s/fDvVFpA9sj0I/Dv5d+mN85rmeVMe+NML6VjHR2XYcTwK1J9V676oaKic2QQ1EbkJoBqeXPuHwx4tC0TVIsKCCVWZRT8Nq8XXsfwfcOl+s7NPoeFngvljn/M57NIHMv1h+VKRkrDYrFgZjYYQ4eeYQR4TeUJ8KauQuSVAS0CvDtbFeBVN38k/oEmEW1QBPQK0MhKiNHo0XC7eUOqLyM4BJUH2pZQs/P+Tqa9ZMASqc/cbU2eHC4D8/yY9BVg5a58MCBlJKnictO62mTRGklP0JrLTZGrraKCuG8UZbUVVTchPq+q1TlM2noVZ5NIlpxkrEB29o+t7g+Ajm/43hc4tZL0Ba1sqX1kptox2oH/IJKdk/lwCxoaspSM7ji1/FpsT9rOCMhuurlJZkxQ7yAcnX4USUuTsGvyLgy0bL+A7JqjxGUR0Lf1t1V9fQeEBKfBwnwk03c3fjGS7r3ZMwJiS9OASAlR3ucOKx6rpf2kkFgajP9c6iMxJca7ke/ixQtk5SGodxDiF8fD3qj14O7BEtep5PXbFh4L8A5+LMA75CwsLEbJjHvwYAMjwJud/avGV06zqrPww11SHmX7+O1KRncMjokJXVPpheeZvqJP1iFj/ASIm1VbSfsj6Q+mLSkqfDapEJO2tq6/dje3CsU1TXRc0tx/ADmrh1I88ULfmstN62qTRWskPYEyl5syV9ulS5eYtre3/AyEi/dVW56taRLi1T1xWHM0CY18+g1eMnOq1RtPYSLweS+gMpv0vRIDjNug8TgSNpuH4cMuM9ux18dCLBao9RxVTVX4Ie4HeO/wxoh9I/B9nKyPXlJA9tdxv8LF3KXD56UoCrkV9Fuyo4W+yoYWm83FoEE74OPzO9NXUnKmpaaSrPu12yDkAz8NIdsrEgCOVu5RIxx/nbRtPJhmSUMJfHf64kLOBabvx9Af8eu4X1t1DT+GxWIxorfZ5Q1qSWc3MnLDIL9/EBaaieHDLsNazstl5sMtRIA38xsIBJUdPq8kArEA04+RF9Izs84ojCNUFywWC73efx/9jpEEDUFuLtJ8/dCUmqp031o+uW8/5/kcAKCRL8KHR5Lw6p441DSpFhTPxCn1GgBMlH0plJ6w9CNemctN62qTj9ZIkoMil5syV9v9+0QNnseTXx1bXjySMvbeyMX0H6ORUVwLp77kJpr/aK/8HSgKOP8R8JvEG56lC137yFa5a0idGBg4wcWZpDLHxS1QMlo1yhrLsOnmJnjv8Mao/aOk3sgeM9NlJi7OuYikpUn4Nvhb9DFRr0zGnRxyk/9iVttTca2twjB61B2pvuiYESgo1KwMQrvZHkbaEzfTdbS0qB+REBC2xJ84DmW6j6YfRdjBMKmh0c9GY4xj26VFvnyGXK9xuVXtmqYiDAyc4OP9E8JCMxE0Igp2dnNkxmTn/IyrUYNxOdwZaQ8+VUs5k2VnlzHt9wa/B0eTtguJtxc9Dw+6plJfco/JmjkLxV9tUWiE7k/bz7SXey9HRkkdpv8YjX03W9ehk+SCZMhGwDJg4CyFY580kpS53LSuNvlojSQ5KHK5KXK1VVdXM+2JE+XvW90gaFM8wGMGOZigb9S70OWTbIrMzK9kBzZW0rWPYiXccdN+AN680+baR+qgb9+XwOXSsVXVNXdRXHy6lT1kKaovwscxH8N7hzdCDoRIZYU85jnP5xAxLwJJS5PwWdBnGn0T+vh4MtMOcrZq1zF4PDOEhmTA0WEZ05eSsgrXb0yEWIlSd6eTeAAoasniM7QBhsnqgmlRExkXSXvSV+CL+Jh5bKZUTN0iz0VM7aP2EORCrtdPjt9r91RbQ0+vNwZ4bkZYaCZGBl2Hg8MSmTH5+TsQHT0Ul8OdcT9lNZqaCuUcSTnnss4hsYy+Pk10TLB04NJW9lA/bF1duJw/D9tPNzB9FX/9RddUqqmRGS+54m2lbwVbUz34Opq1+byxmeWobmhZnWexgGnfK36BkfNSr8jlpnW1yUdrJMlBnstNmastMjKSaQ8aJL+43uXUYghbySyRxESPi58W+uOrPtfBu7cfOPoybHuRNwap4Mj0i8BmJ+kDvJMCBHT+jUOSkUEkQPle8lsqxeDk1eThnch34L3DG+MOjcOxjGMyY170fhFR86OQtDQJq4eshpV++wyWtkBRFFIK6RufhaEO2Oz2uy1ZLBbc3D5G4OBjTF99fToiIgegri6to1PtOLXFwBES/4IVCV03l/8CEq62dD0DBOwOQGZ1JtO3f+p+rBqyqkMp7Rw2C2YG9Ap3ckFNp1TU1tW1hrvbOkaA16nvqzJjCgsPIubaSFwOd0ZS0htoaMhp9bjlbBbev/o+s31xzkUlozWP+bx5cImMkOp7MGQo6q6SGKMGAblfz3Cmy8MY6XLx9Vxf/LhwEIz1VHcTCsUUwtMkvBJ6psCcvwC2HA+GnGtGnstN62pTjNZIUsCTLjdlrra7d+8ybV1d+WrOqmS1PWZIPwucXTkaU2zKaekQAHgYCecK8hZZWHiErn20Zy6wR2J523MaXfvIpLfK59MUHI4BAgJI9oeiWKrMqky8crFFQPboZFzMkb3prfBfgWsLriFpaRLe8n9LKuixM0guIG+Gm2erJtvSGiYm3ggekwxdXTum78bNycjM/LrrZCHEYuAbN7K9PBzQMeiaufwXEIuBhnJQAL53cMEzJ0kdMztDO9x67hYGWA5Qy6m+krhuJa/nzkBHxwLOzu8hLDQTo0fdlVISeExJ6VnEXg+lBXjj/ye3CCsFILgXyQLbPXk3DHhdf33ybG3pmkpjiXs076WXkffyK6BEIqmXvTcGSeutTfXpjXMrR2OIk+plNc7feyJ0wz5Afm0tOc8seS43ratNMVojSQFPutwUudrq6khhyLCwMLljGvkiXHlQKvczSTgsFt6f4I59Lw6DvSGAwy8AIpIarBexlWmnPVhH1z5KJwGdWHwUmL9bbbWP1IGZaQB6282T6U8uT8biM4uJgGyBbCXb1UNW48bCG0hamoTl3sthrGMsM6az2HCSuNpC3NumqK0MDkcPI4Oi4ea2nunLzvkF4REuXVNT6ZiEWy1wOeAQ0Plz+C+RdQW1LBZ8+vXBdh75ra8duhYX5lyQW/uovYR6kAKnn566r2SkZuHxTODk9BrCQjMxZnSiVD2xx5RXXMWNGxNbBHjn0gK8AD6xIobEbNfZ8LX27cSZK4fF4cDxxx/huJ1k2NVduYLUgV74/SLRzJO3YmNvpo99Lw3De+PdwFFhxfDKg1ImqYdh+OuA6xPGjoIX+yddblpXm2K0qSot8Pl8NDQ0MP8JhULweJ4QCFLAZlugsNAApaXp0NfXh4GBAQwNDaGrq4uoqCjmGIGBgXKPfeVBKZoEyl1NfS0N8P2zg+D32Ed99mOg9IlsCbEQ1tUclJrSPw4RC+A8XnBYnUsvu3ZDPDy+kBHoffbUs3LHbhixAZP7TVbrw0Ed3Mqmg7Z1uGxwOep/t3B0WAwry1Bcix3N9F256odBfjthYRGkZE81kh0DJJLgUkz+unPO+x/m2rkVeNlJOuD4wuwLsDOyU7BH++Fy2OBxWBCIKNzMqmh9h06AyzWEo+MyODoug0jUhOLiE0hJ/VBqTHV1HG7dmgGMtoIrn4V+lSJk8dlYN3ydgqN2LUYjg+B26yYeBJLM0F9+FuGPCWxgluIVGw6bhTdCXRHkYoUV/8YzmbTyaBSIcDW9FBMGShhcLBYw8xfg15FAbcHjTgCAqK4eosoKiCorIaqqggu/GZZsE5SLa+DNc4Lhjfuo42WAY24OrrkZOBYWYOtrhauB/7CRJBaLUVlZicrKStTX14PP50v9JxKJwGIFg8W2BSV2RFZWNthsNng8HnR1daGjowMdHR3cuEEKjOnpyX+wX2jF1TYnwAHrpw+EkW7L15F2Drglm70FAC5ppSgdQr9NFdvoorfbG0Dox91SIkJMiXG98Do+jf0UVQ36gERJFx0WBT7Fgi5HFxuDNiKsT5iUPlp3Ir2YrOhsmaMeV5s89PXtERryAAmJL6K8nC5CeTd+CaytJ8Db60eF7l610FwL/COxWqqVHdEoYkqMdyLfwWUj4lYd7TAaP4T8oHJqf3v4eq4vVvwbDwDIKKmFi03Xrc4+CYejh96956F373kQi/koKT2PlJQPpORP7HUorOhFJzhciw2Gp8cXMDcfrtnfRjvgGBvDI+U+Sr/bivLf6dIfL54Xg5UYB/GwJrAVPCsAYFAfc5xZMQrrjifjcFy+wnHnk4ukjSQAMLQEZm8HtWMqWJQYYqEQNUePQdzYAHF9A8QN9aAaGkAJRXhJ3xPpvAr4N9uhPvMaWDweWAYG4BgagG1gALahITjmFtDp4wiegwNYCrRIn3ZYVJcFP3QNzc3NKC0tRVlZGerr61FXV4fm5mYIhUJwuVzG+OFyuVKBkhRFQSQSMUaUQCAARVFISqKLs7m6umLkyJGwtraGgQHxkQtEYgR8dlFuDQxjPS6+mOWNab4S8UO1xcAvw4EGxZlwl0eTQOWw0EyF47oCoViIqPwofHLtE1Q1V0l9VunwC4RsWiJhD2sRxoyO13hdE3Ww7O+bjKjtg42ToMPV/A25rCwCCYnLpfqCgmKgp6uh4MrPbIDH0hLz9wCeUzVzHiU4rSYZkNmbpnT6+TuLovoijDskHRPy04CXMTrwDQV7qI9moQjua88BoN1vfy2Tv/rdnRCLhXj+aCBmmdTASMFzmsezgKfHl7C0DAa7m91TJm/xwjd/SrvG+h05DL0BrceanUwowJqjSaiV8/ww1efh9tqx4EmsbIuqqtCcmQnWjR+gV3ICzWx3VPDHgeLzwdbXp40fAwOAxwOLzaZfhMRiUBQFis+HuKEBVEMDxE2NYOvqgW1kBK6VFTiWFtDt3x86/Z3BMWqjwG4Pp3tdTRqkoaEBjx49QlVVFerr61FbWwuRSAQjIyNYWlqCx+OBzVb94UdRFOrr69GvXz+UlJRAT08PmZmZKC4uhqmpKezs7GBiYoIbDyvkGkhDnCzw7XxfOJhLBB2KxcCxV5UaSABgUclHhblOyy4CsOVlNXQiApEAF3MuYm3MWggUFI50MHJAA9cQwsdeR3EjHuX9hb59X+q8ibaTxwYSgE4xkADAyioEo0fF4WoUyaiMiQmCp8eX6N1bNsarQ1zdQgwkp1FdYiD9Vzj84DDWx66X6ovOyYPp4tc65fy6XGJlhKeWdMo5O8rfyTtwp06IO3UGGNTUiK0iAVL8+qGpKY8ZIxBUIDHpZQAAm60DT8+vYGM9AWy2TldNm56XSIA8GxYWvs/Btl26sCyiXWhZz8yGxdKlsFmtPGtxmm9vDOpjhrf3xzMu/8dUNwpwM6sCQS5WEBSXoCn5HgRFRRCWlUFY4gAW6yVwzO2ha2wMlr4+bRSpCCUSQdzQAHFtLZofPgQrNxeC/EfgJieD5+AAPS8vcM3Vo4/X3XnqV5LEYjGKiopQUFCAqqoq1NbWQkdHB8bGxtDXV71qcms0Njairq4OTU1NMDAwgJmZGWxtbfFHXA123yDFwjgsFlaOdcVrIS7gPJlGHvszcP5DtEadAQc3BtMXqJfnt+hlN0Mt/4a20CRswpmsM1h3TXFcgLu5Oz4a9hH8rP3AYrHgHpWEaiH9RrWHorN4hg+7DAMDp86YcrvILW/A6C10eu9Xs30wL7DzCtYBtDGekfElcvP+ZPoMDPph6JDTYLPlZ1K2ibJ04EcirImPy7usqvbTvJLEF/Ex+8RsZNdkM33LqmrwTmUVWAaWwAcPO20u/97Mxeoj9Ap41AchcLTo+uwwReTU5GDqUWK0x2XlgqdnCqzOBUVRqK6+g7QH61BXp7jatafHl+jVazo4nM6PczyXfQ7vX6HLFRybcQyWl+NR+NFaqTFuN66DY6o8nlQkpvBzRAa2XkqHSOKRvXioIz7sI0BTaioE+Y8gqqgA29QUXGtrcExa14JTBUoshqi6GsLSUlD19eBaW4FnTxtKegM822R89USeaiOpoaEB2dnZqKysRFlZGXR0dGBmZqawIrY6EAqFqKmpQUNDA8zMzfFOZCMqGmnDoI+FAbY+6wf/PnIs8KIk4I9QqWw2ZTx2uXEoLoLDOqe2ToOgAUczjsrVR3uMv40/Vg1ZBU8LTxkDVJ6RBAAhwaldvhqmiNf3xOF0i45e6mcTocfrGr98bW0ybt6S1gQcMuQ0jI08FOyhAkI+sFEiU++teMCiX/uP10GeViMprSINc05KV6E+OGwjPPa1FFp8dl+nigY3CUTw+Jh2uU31scOPC+XXf+tqBGIB/HeRuZ3KK0BfoZBOUFktXaWaoijU1iXjwYNPUV1958lDMbi5fgI7uzngcjvHZRS4O5AR301aShumguJiZIwJlhrn8OsvMA4ORmvE5VZixb93kVfRCACw0aFwyi4fwtxcOujazg5sHc2tnokbGyF49AjixkboOPWFjmMfGAwJfKpXlZ5aE7CgoAD3799Hfn4+SkpKYGZmBmtra40aSADA5XJhYWEBS0tLlFdUob8RbRRMcDPDyTdGyDeQ+A3A4eUqG0gAYFJDu7VELCGoB+fVMnd51PJr8UfiH0oFZEfaj8SxGceQtDQJOybtwADLAa2u0Dn3J8Xg4u4uUvu81cVpCaHhrjKQAMDYeCCCx9yHnh5Zybp5cwoyMr5qf02lvyQybcZ/3qUG0tMIRVH49s63UgaSg5EDbi+6DY+YX8hAV+Wio+pG8jo+ldj2atedxfPniJDs2wFv0waSAlgsFkyMvTA44AAtwDv0HCwtRsuMe5D+Ka5c9WkR4P1Zo2U2hGIhYyD5Wfsx/bxeveBxPxnGE8jvL/+VV5H74kugRKInDyOFfx9znH49CNP70qtifuIqNOY9gk7//tDp21ejBhIAsPX1oeviAl7v3uBnPkRjYiJqz19AY3Jy6zv3UJ66mCSKopCTk4OCggKUlpZCR0cHvXv3BqeTI/P19fXhaG+HFw0qEVreCJ8+FEoe5cKof3/ZuVxYK5vu3wruGfW45W8GACi7sRamTiOho6Oet6OqpirsuL8D25MUK2qP7zseK/1XtlsvycnpFWTn/AyRqB7V1bdRUnIONjbyJV26ioKqRqb9yVT1FPTrCByOLoJGRCL/0V6kpdG1ZXJyf0NO7m90EDy3DZlKSYeAgji6rW8BjNB80PB/iRp+DYL2SZdu+GT4J5jrNpfeyI2l/8/R7RL35sdTB+CzllpJhdWNsDPtXune57PPI740HgBgyDPE817PA4feVnl/I0NX+Pn9DQBoaMhB5sOvUVJyRmpM5sNvkPnwGwCAU99X0afPC+Dx1LMiIhY3IyqfKA6sHrpa6nMWmw2H77ei/to15D7/AgCgPioKqQO94HL5Enj29pAHJRSCffs6PuFmYS6K4GaiC57DgE7PPONaWoJjbAx+bi4a792DuKkRVEMD9AcPVlsIS3fhqVpJEovFePjwIR49eoTi4mKYmJjA2tq60w2kx7DZbFhaWsLb0RKlpaUoLCxEeno6RJJvC6lngNt/Kj6IAoz1yFv/LfsGHMw81qG5ljWW4YsbXzACsvIMpGdcn2EEZL8J/qbDgpIjg2KZdtK918Hnd4/aLY/ZeukB057fybFIynCwX4igEVFSfVeu+uH/7J1ndBNHF4bfVbfce2+4YFNM772F3gkEEghppH+ppBNSCekhjVQgFUIgBEiA0IspphtwN+69F3Vpd78fMrsStmTZkiwJ9JyTk9nRzOxg7a7uzr3z3tra4wZ63ISkSitUeoNnbt23QFtwsvRkKwPpwIIDrIFUpfNCNOfrLpwZi+71vO5ga2VrW1KnqMPzx55njg/fedis8cTiSPTu9YVOAt47W7UpKFyvk4D3DSiV7Yv/GqOk9HekXnsSQkK7ytvDp+2XLNfhwxF/7qxeXe6Eiaj7rXWeSlqthuT4cSgyMqG8fh2J0QEQREbabGs+IRBoV5WCgqDMyob8ylXIzpwBTbWffsqRuGWMpBsrSBUVFaiqqoKvry/c3e1DA8TFxQX+/v6oq6tDVVUVcnNzQVEU0FwB7OrAG3xIf2DC68Dj50A8cR48kTYDtRAKHCjc307n1lRIK/Bq8qtMAtnNmZtbtdFNIPvm8Dctmt+Hx3PFgP6seOGJ5EG2S8fRBlvPsxolrkL7WnQViUIwflw2/PxYlffLqfch9crDoGkjS/YUBXwUxx4/cNCZdsRCkBSJJw89iUcOsqrlY8PH4vLSy/r3zf5X2XKifpxZV+Gmcz1vOVdspGXXQtM0xvwxhjn+eerPFk07ok3Au1YnAW/r/JYlJb8g+eRQbQLe9BegUJS1MZJxqqr2obdIjucDFRjmG2p0deWGppLvo+x1U/n2O8gZMxaUQuuuo0kSkuRkKLOyoCwsgDAuDlwvrw7Pyxrw/P3Bj4iAMicHivR0yM6dt6vnuLnY15PfDEpKSlBeXs4YSLpaRfaASCSCv78/qqqqQBAEuBwCMadfAGFsuz/BBaJGAAkzgYTpgKd2CZamafyW/iv+Kq7B4y1xt00N51Ejr2k32WtRUxE+vfApDhYdNNhmRdIKLE1c2iX50by8BiI4aD7KK7YDADKzXkNiwrtWP297VDcrmfLKyd1tOBPDEAQXfZK+Q23tMVxO1cZv1NQcxOEj8RgxPBkiURuqzbpG+YD7gHD718lxBNrSPvpm4jcYEdqGWnquzr3Hs90W9efviMdH+7WrpTUSJfzcLLBb0kzePP0mU54TOwf9AtpOGG4JtAl4X0f3+NehVtejqGgDCgr1V/bKK7YzzyZ//8mIjXmh3d24SmU1Ezzuz6exSJCP4uJNCAu716CxRBAEAp56Ch5TpyJ/lna3sqayEll9+yFq258gGxqhzMmBsqgIorh4cFztS6uI5+MDgsOBMvc6wOGAEPAhNpDs3dG4JYykhoYGlJWVoaqqCt7e3nZnIN1AKBTC398f1dXVCCveCSLvSOtGPBEQM0GrVRM/BRDrJz1sUDRg1alVOFp8FNp0j1ru9FbicNFhLOzeWkMntz4XH5z7AKfLT7f67AZP9X8Ki7ovskl+tMTE95kHUVnZFoQEL4Cnp21vsK+P5jLle4ZG2nAm7ePrOwajR13C8RPs3+zkqZFI6P4OQkMXsw0LTwOXdZbxZ3zahbO8dfkz+0+8dfotvbqTi0/CQ9DGFuy6fLY86wsrz8w4S4dFMUbS+qPXscrGcXeXqy5je8525vit4W8ZaW1Z+HxvxMQ8h5iY56DRNKOk5Ddcz/tQr0119X+ortZukvHxGYW42Ffg5hbfaqzq6v3QfTaD1iA7523U1Z9Gj8T3wed7GZyHKD4e3a+komD+AihztG7QggV3QjxkCHhBQRDGxtqdgXQDrpcX+OHhUGbngODzwQ8MBD/E9onWzcXh3W0ajQaFhYWora2Fq6sr3NzcbD0lo4hEInh5eUHVXKNT6QkkLQIW/qLVS1n8O9B3SSsD6WLlRSzYvaDFQAIAAnUa7ZtJAJ9mXG40TSOtJg1377kbvX/qjbm75rZpIL08+GW7SCBLEARGjWTTu5y/sAAkaThvUVew8WQBU/Z0sU95Al34fA+MH5eLyAhWnDMz6zWcOj0OJKkElBJgo05g/Mo8Z9oRM1GSSkzZPkXPQLq/1/24suxK2wYSABxiV0rQu3VsTFeie13/mJxvpKX1kallWLp3KXN8dOFRmwUA83juiIp6BBPGX8fYMVcRH99aC66u7gRSzk7VJuA9vwBNTVcYF1NV9b42x62pOYiUszPQ0HDe6Pk5AgG67d6F4PfeY+pkKSkATVtM+8ha8Hx9wfX1haqwELLz50GrTN+xba84/EpScXEx6uvrodFo4Odn3NVkL7i5ueF66Dzw+AIIuo1E2Mi7QBhZdicpEj9e+xFfX/4a5E3xJn/UCfBogNY1VF57CrP+noX8RsMPvLeGv4Vp3aZByLX90rouAoEfevb8DGlpTwMATp4ajdGjjD9MrEW9lL2xHx0bY5M5dAaCIBAb+yICA2fh7DmtAJ9cXoSjx3pgcKoCjAm88GdtjicnnSazLhN37tY3crbN3IbuPu24ZtN2sGW+7XeUPTymG749phWybJCp4CW2jftP11X54egP4etiH9cnlytGeNgyhIctA0kqUVm5GxmZL+q1aWy6hHPn5wIAxOIYyGSGU0UpleW4cHEJunV7ClGRj4AgDAdde87Rut2qPvwQHHd3iBzEfcUPCYEiIwOq4hLILl2G65DB7XeyYxx6JamhoQFVVVWor6+Hj49Ph9KK2BKCIODjF4Ar3lNRLIhFVW29wbbVsmo8fPBhfHHpi1YGEgBkK9l/8wJvVSsDyYXngg/HfIiL91zE1XuvYm7cXLszkG4QFDgTHu7aBLLaGIGO7/qzBBtOsn/Dh0Z1s8kczMHdPRFjx6TDxSWKqTvbR4ScaDHoiKFAj65XaL9VoGkaH537SM9AivKIwvl7zrdvIDWWsuUp71tphh3j4dHsS8AGG60m/ZT2E5pUTQCAJL8kTIm2LymQG3C5QoSELMCE8dcxbmwGevVcBw5HX8XbmIHEQiIv7xNcurzc6C46ZU4OyIZ6iEeNgtfChY7z+8blQhAZCXVJCZQ52VCXdTzw3Z5wjL96G1AUhaKiItTW1sLNzQ0iI1mV7REejwcvLy/U1taipKQEanXrnGenSk9hwe4FSClPaWMELTQISFtsp3ABDYCGr8gXX47/EpeWXsLZu89iStQU8Ln27zICgAEDtjLlnNw1kMkKu3wOXxxm45F8XG2b+6mzcLlCDB92CAmhTzF1ReFiHI7KhVrdZMOZOS6NykYk/ZyEn9J/YureHP4mds/dbdqLx9E1bLmffQio6l7fn+tc911FcVMxPjr/EXO8aeqmLp9DZ+BwBAgMnIFxY9MwbmwW+iR9Dz6/Y6tf9fWnkHJ2Omrrklt9RikUkKdegSq/AMKwMHDtPIzkZrju7qzb7cIFh5YFcFgj6UYeNpVKBc928t7YKzfipyQSCWpq2BglNaXGZxc+w8MHH0adon3toC317IMuQsjB7rm7MSZ8DHh2lg3bFDgcPoYOOcAcnz4zHhRlWGnX0jQrWGN1+fCoLjuvVSDVCN28CiPO6F9Dx0/0Q03tUdvMyUE5UXICI7eM1Ks7uOAg5sXNM32QS7+yZaH9/OgtG8ZuTNC9/q2NhtJg2g42HcvuObvBt9P0RMbgcHjw8xuPYUMPAkTHnrlqdS0uX16O3OsfgdJJDq7KywNZUw1wOOD6+xsZwX7hh4SAksqgqa6GuqSk/Q52isMaSVVVVZBIJHBzc3OYZcibIQgC7u7uaG5uRnV1NWiaRpmkDPftuw8/XjPd1ZQmZ/3aszzkOFZyzBrT7TJcXbuhW7dnmeNLl5d12bl/PcPmhHpsnOPEI7XJRu0PkEhFYbzgCfj7s+kvUlMfwOXUB41rKjkBSZF47OBjeOzQY0zdxIiJSF2WikDXQNMHklSx5fGrLDhD83liXCxT/j2lyEhLy/Lg/geZ8lP9n0KUZ1SXndsa1NQeBujOvNDRKCxcj4uXlkAuLwVN01Bez4O6uhq8gACHVbAmuFzw/PygqarWSgM4KA5pXchkMjQ2NkImk9n9brb2cHV1hVqthkQiwe6M3ViwewFSq1M7NAYFAmTLjtNYEYWDhYY1kByF6KjHmSz3DQ0pqKq2Xn46Xd7fx6ohB7g7lgtXj2t/ASUtSr5CTxAjn0FS7/Xo22cT06S29ggOH4nvlFje7UC5pBx9f+mLE6Wsuvm3k77Fp+M+BYfo4KPzxCdsefBDFpqhZQjwYK/z9/Z2LD1SZzlYeBAXKrVaQiKuCA/2frCdHvZPdVXbu9pMpbHxIs6em4GKrD+gqa0BLVeA6+CJY7n+/iDr66GuKAfZ0GDr6XQKhzSSqqurIZVKIRKJwONZ3qW0du1aDBo0CIMGDUJ1tXny9O1BEATc3Nywt3IvXj33KppVnUu4+Fsd63LLrjwOmdq2W+gtwaiRrFz/1auPQa02HOBuCWQq9i1wfv8wq57LqkhrgG33scfPZTBFX99RGDP6sl7zk6dGoaSkdRqE25ktmVtwx3b9xLOnFp/C8JDhnRswRSehrcj+wgPm9WNzheneB9agXlGPZ46yediOLXLslW8A0GikqKk1/9+h0TQhvexVVOIQuH5+IKzgJXn+xx/gc9ci+Ny1COV11k0FxREIwPH0hKamBsrrjrma5HBGEkVRqKurQ3Nzs1XSjhQUFODvv/9mjnNzrR/M6ObmBq7KvPw7qTK2/2T3ZiSXtg4GdDR4PDf078emSjl+YqBV5e7/1ElD8twdrUXiHAKaBj7UcRPevx+4KfExj+eO8eNyERX5KFOXlf06Tp4aDbIla/ntikKjwB3b7sC7Kazq+0O9H8KVZVc6ryMm0/khGvms4XY25DkdVfntF6wXP0LTNEb/MZo53jRlk0XTjtiK2rpjoGnLaQIR9RrwrCBpk1NWhp8Ps7nw0out717l+ftDU1UNVUEhaNLx3PsOF9krk8mgVCpB07RVdrR9+eWXIEkSfn5+qKmpQW5uLoYNG2bx8+jC5/PRW9wbHFcOAgID4CJ2AU3ToECBpmnQoEHRFCiaYuqZMk0x7dCkldTv5UKBqqkDoqw67S7B23swggLnoKLybwBAVvYbSOj+pvFOnWT1LjbRa4iX7TVsOsWuJ9lyv6VAxJA2mxEEgZiY5xEYOBMpZ7WxSwpFKY4e64nBg3bB3b1nV8zWrkivTceifxbp1f016y/EeccZ6GEip79iy8OfNNzOhoTqXO+rdqZh6bAoq5znnTPvMOVZMbMwIHCAVc7T5dAUjjXzoN1fDNzbczkIcACCAwJEy/8NHYM5JusboMjMhrvEH5wQy/++vfn7b9CQJIK8vVFRX4/0omJM6NPX4ufRhevhAZAkSIkEZEMDeL72oYFlKg5rJAkElt+afenSJRw7dgwRERFYsmQJ1q5d2yUrSQDgLnTHCO4IxAfFIzy84xnnaZpG4XkC15u1D+SY3/cCA++y9DRtQo8eHzJGUmnprwgOngdPjz4WPYdCzb7hTO1luSS+XUpRCnDpF/bYhLQXbm7dMW5sOlLOzmQ0Xs6em4Xw8PsRF/uKwwaNdgSapvHBuQ/wawa7+yzGMwZbZ26FgGuB58wJdov7zSr69sTknoH4L60SgPZ+EPEtm13+SvUVbM1mJT7eHvG2Rce3JSpxH+xo0F4rbw5/E3GxHdj1qIO87jKay7igRZZ3eZ7OyMCe8+cRGxyMR6dNx3M//oD0oq6RWOGIxaBlMpD19Q5nJDmcu00mk0GlUlnFSPr8888BAE8++STi47Xulq4ykgQCAVQqFWQy02OJaJqG/Foaqj76CNcn3QHZ/d8xn9X0zrHGNG0CQXAwcsQZ5vj8+XkgSblFz7ErlQ1efnFKgkXH7hJUUmCDTgzNyusmpx3hcIQYNnQ/EhNYgcPi4g04fCQWanWjpWdqV9zQPtI1kN4e8Tb+nvO3ZQwkhY4m1eAVhtvZAS9NTWTK/1wpt+jYco0cd++5mzk+svBIx4Pf7Zh1F9cx5WnR04y0NI6mrh6UTAaOFfKPvv6b9hpfveRu9IrSyj6kFxdb/DxtwXF1BSWVQmPlGChr4HBXqVQqtYqRdODAAVy7dg19+/bF2LFjER0dDUAbo6TRWF+nR9dIMhZ3c7NhVLBgAWp/+BHqkhIQavZHsTmy0upz7kqEQn/07MHuEDp1eqxFx39h2xWmHOVnnwkkjfIx+wOHBRsB147HM4SELMCIESf16o6f6I+amjYSMd8CHCs+1kr76NCdhzAndo7lTnJeR8pj1POWG9cKROtc98//2bEdtu0xZTurov3+qPfh5+IYKaRM5b8CdvetiNc5NxlN0yDr60HJpBY3knacPo0LubkY2j0B0wcNQvdQ7caU7NJSaLogTogQi0HKZCDrG6x+LkvjUEYSSZJQKBQWN5LUajW++krrpnrqKa1CsZubGwIDA6FSqVDcBdY2n88HSZJQqVRQKpV6nxkzjG7GYxu7RK5QVlh93l1JUNBsJlZGpapBUfFGi4yr0rBqsKPiHPDhfXIdoGxZ8QkbDPTq3FI/AIiEQRg/LgcB/lOZutQrD+LS5eW3jKaShtLg4QMP44nDTzB1d0TegdRlqQgQB1j2ZAffYMvuHdBVshEjY9nrX01aRiX557SfGVHcHr49MK1b51da7JEKKfucfXHQi0ZaGodqbgYll4PWkCAsGG+r0mjw9mbtBpi37tEqvXuIxQj19YVSrcb1CsuuGrYF425ranS44G2HMpLUajU0Gg1omrbo1v8///wTpaWlmDhxInr16sXUx8Rodwnl5LR2Xf3zzz9YvHgxRo0ahVmzZuHzzz+HQtH5nUEEQYDH40Gj0TCB6aYaRrqIT7JfaX5++zEpjsbAAduYck7OO5DLzTdg96ezD7lVM3qYPV6XUnsdOPA6e3zfHrOHJAgOevf+Ev36/szU1dWdwOEj8ZDLS430tH9KJaXo90s/nCo7xdT9cMcP+Hjsx5Z3/6ikbLnv3Ybb2RG61//+NPNXo4ubi/Hh+Q+Z41+n/mqktWPyTeo3TLlDCuw3QUmloJUKcIRCi279/3H/fyioqsScocMwMI7dhJDYEvuaVmh4h1t6URH8lyxGz8ceNdjGFDhCoXYTklIJSm7ZUAlr41CB2xSl3cVlSYVtiUSCDRs2gM/n4/HHH9f7rFu3bjh16hSu36TvcPjwYbz55ptYtmwZhg4dioKCAnz11VeQSCR45ZVXOj0XDkGAk1+AxiNHUH30WKek3DlK1uVWVrYFUeSSTs/H0ui+QcjT0oy0NE5f369wuVb7XZ06PRbDAnYYzabdHuu/O4WYltWk8JoiyGva6WAvUBrg+wkAWlI53PUbkJltseFd4IXB/ltwtprdAHDq9GhEuz+MYPF0i53nBjEN7PVuzvVhiL35e7EpbROideo2Td4ElzoXyOssfz5c+wuoa/lugu8ErPBvsjQRYL+H9d+XYfwjndSFAkDSJB7/dwnz9/5k7CfQZGaj08ELN/6WQo5d/S0vntjG/BuJ7Hx01gTQVFVDVV4OsgNxqe3RJJPh4x07IODx8PrixXqfJYSF4+Dly8goLgLQ9vf8yk8/wcdCUjsEhwOaooEuCF+xJA5pJFlyx83GjRvR2NiIxYsXIyxMX0CwWzdtBvibg7cPHDiAvn374skntdt5Bw0ahPr6emzdutUsI4kA4PXOO5C229I47ru4aJ6lNUiu3zsfXIl97FCiPv4eEGsV0gvmLzBrLPepXDTP1P4bLxybB78vOp/zSWfvEQqOfmbWvLoenbxO+5+2yhmCwUfzDBKSaVpDMr/5WxQWfYvAN/h6cXDm8qVO2RrfQyKA92+qq9y41OLn0afl+9n/mPFmdoTe93DgE4PtTEH3763e+BQKzBpN51rfbd7zw5Lo/hsLNpo/L15QEFwHDTJ7HAD4ZMcO1DU345Gp0xAVqO/uTWj5vUsvans1/t9z51BQVYm7x47FHydOtNmmQ3A4AEU5XLJbhzKSLL0duaKiAn/88QcA4Pz583jwQX1p/OZmrfr1zUYSSZJwddUP7nVzcwNlJ1++6zEOYyRJJpPw3O5QX7NJuO/lonkaCXABVSINRW8KoqsO5T12GAgQ8PiHB5cLFKpXad8CKW+gfJ0afu/xICh2/t2dOLE3Smpq8N2+vQCAE2nXMHX163qfN0q1r+NtCUqqNBq8/usveH3xEmSXWtDFbh/v6x3CoX49CYIAQRAWU13++uuvmSDptuKOblBeXg6pVMoYRtOnT8fLL7+Mw4cPY8iQISgsLMQff/yB+fPnmzUfmiBQv/Y9RJSUQn38OBRXrrTfqQ04cvZKlE6gMODxQ2bNy1Jwc6oBSvvdxR42f05RpAynciYDAOoe1WBY3L/gcz06NMaML5JRJ9Uq5Z58cZxj6ALJ6oFvR7HHj58FBF2jWtydUuFS4UOQKvMAADUvaxDiPR8xAU+Z/bcbvpZVAj710nizxqJpGl+lfo2duTuZum6e3fDl+C/B53bBYy/tb2D/a9ryfXsArwjrn9NC0DSNEe9rdzT6ugmw+4mR7fTQp0nZhPk6Kz075+yEmGcBcdZPW+JFhe7AY6fNH88CTNrGym4cWLDfrLFU5RWQHD0KTY1l/P3vbNkChVoNAEgrMhx3VFRdjWa5HO4u7Hf0zZ5/4evhgXnDh2Ptn39aZD6gKK1opoMlpHcoI4nD4YAgCIus2GRlZWHfvn3w9fXFjh074OLS9k08d+5clJSU4Pr160hKSgIAjBkzBi+99BJeffVVRh5g6tSpeOwx85bUKYoC7e8P93Hj4PnE41CVlKL5v//Q9N9/HTaYvDOiUJ9YoD3wdwWfbwf5oq7XApR2hYsfEmL2cHwA/d1+w8VL2qDY0znTMX5crsk/1hRFI4t2BcSu6B7oDkFoaPudbA1NA28mAjcWMu/bB0TGGu1iaYaGHUB5+XakZ7wAACir346y+u0YPeoC+HyvTo9bLWaTeZpzfTQoGjDqjxYj0lN7LawZuQYzY2Z2eswO893L7HfUY2jXnddCeEWFI6dKgmoK4AYFg8Mx7Z6iaRpjf57M/N03TN4Az6CYdnqZiGtLTKOIBizw/DCXRmUjalv+nQ/2ftD8ZxqHA56XF6hG87XJruTn48+TyQj08sL5z9bB1cBuuQFP/Q/5lZXIKC7G4BZtwKqGBny8Ywf+fLnzoSNtQVOU1kCyQr5Va+JQJp1AIACPxwOHwzFbu2jdunWgaRoPPvigQQMJAKKiogDou9zOnj2LTz75BPfddx+++eYbvPrqqzhz5gwjRtkZaJqGRqMBn8+HUCgEAAjCQuH7wP2I3voHYg4eRMDKlRC1GGrt4ZMZyZSLizd1el72jrf3UAQGsj9+2Tlvmdz3TF4tU35nbi8jLe2If55my33vBiKtmzLHEMHB8zFyhP7b/PETA1BdfdAm87nB4aLDrIF0o+7Ow11rIGl0cnjFmLciZivemcPeD2fya4201GdNyhqmPL3bdAwKskxsjT3ySzqrbn9vj3vNHo/j5gbCRQRKoTA7bmf1b7+CpmmsnDffoIEEAHEh2hfDdJ2Vpre3bMGEPn0Zo8kSUAoFCA4HhFBgFaFMa+JQRhKHw4GLiwsEAkErLaGOcPLkSZw7dw4RERGYM2eO0baRkVpjQ3eH22effYaJEydixYoVGDBgAObMmYPnnnsOmzdvRk0nl0rVajW4XC4EAkGbOek6ajBxVayOVH5B5403R0BXZLKk5Gc0NZm26vbyjqtMeWCkt5GWdkLxOeDCJvZ49lcGm3YFQmEAxo/LQWDADKbuytWHcenSMlBU1+5g0VAaPLj/QTx15Cmmbmr0VKQuS4W/2N9ITyuQ+Q9bnrzGcDs7ZlAUmz7l1R3XTOpzreYatmRtYY7XjHTMf7upfHvlW6bsJfIyezyumxs4IhcQAgFoM7bJH7h0CceuXUNMUDCWTZhgtG1cy+pXRktcUnpxEf5MPoGnZ89Go1SKRqkUSrUaoGk0SqVQdXJxgpLJQIhdwPX0dDh3m2PNFoBYLGbUqTsDRVH44gutftCjjz7art7SjZUk3ZiloqIixMXpJ72Mi4sDSZIoKytDZ7iRj05sgpVtqsEUGnoPU9Zomjs1L0dAm7aEXdU4d35uu9nsaZpGYa12q22ol4v9xyKppMCPE9nj53NNTjtiTQiCg1691qF/v9+Yurr6kzhytLtFNKxMoaS5BP1+6YeU8hSmbsPkDfhg9Ae2SX2xU0dKJCDRcDs7hsMhEOKpfVnLr5G2Gwcq18ix+F92i/mtlnbkZiQqCVNenLDYSMuOwfXxBlcsBtVJGQCKovDG79p78dW7FoHHNS6NEheqNZJuxCzlV1RCpdFg7MsvIfqB+xH9wP1Yt2snyuvrEf3A/fjtSOfU9ymZDFxXV/B87Dd3oSEcyzkIwNXVFQKBgNl51lE4HA62bNnSfsMW5syZ02q1KTAwEFlZWXp1mZmZAIDg4OBOzeuGirgpRpIuNwwm3wfu14thAoDoqMdRWqoVbyst3YzISPvOHWUOQmEAeiR+hPQMbeqH02cmYORNKTZ0uVjUwJTfm9fb2tMzn0913IHzfwTcunh1pB28vYdizOhUHDveD4DWVXDq9FjEx61CePhyq533l/Rf8MG5D5hjLsHFycUn4cq3UWoZigTULT9wYYNtMwcLsWZebyzfeA4AcKm4Af0jDK+2Tv+L1c1aM3LNLZd25Gb+yPqDKa9IstxzleftDcK180YSh8PByQ8/ar9hC8vGT8Cy8exq09Du3bFrlf4uuM3HjmH/pYvY+PQziOnk7xslk4Hv7weu00iyProrSZbWTDKVuXPn4ssvv4S/vz8GDhyIoqIirF+/HqNHj4a/f+d+vFQqFVxdXTtsJOmiazCREgm4Qjfms9zr79/SRhIABAfPRVHxD5BIMqFUVqC45GeEhy1rs+2qv1kXwohYO3+gn/oSkLckhgzpB/S2H40YXXg8N0wYn4O8/M+Rn69N+Jmd8zYKCtdj+LCj4HItsMOpBblGjinbpzDpLgDgsb6P4dE+5ikDm03OAbY87QPD7RyAUXHss+z1ndfwz5Oj2mz3W8ZvqJZXAwASfBK6Nv7LRnx28TOmbCmDkKZpaGpqIDlyBJRMDt8HHrDIuB3B18MDI3v21KtLTk+HgM9vVW8qNE2DlslAiF3B9XaAsIabcDgjycXFBSKRCDweDwqFwmjQtbVYvHgxOBwO/v77b/z222/w9fXFlClT8Mgjj3RqPLVaDZIkIRQK4ebm1n4HE+C2jBMUNAcVFX8DAEhSbtEfKntk0MAdOHJU6+LIzn4Tfr7j4eKiLxJK0zTSy7XZ2b3FfHBN3LljE+rygP2vsscPHDDc1k7oFv0/BAZMw5kUrTyDSlWDo8d6YeDAv+Dp0cfs8a9WX8WSPfpK8jvn7EQ3z25mj202u9h8cAjua7NpWAIuh4CnCx+NcjWulTa1+VJaKinF2rNrmePfp/3e1dPscmRqdpVnVswss8aiaRryixdR8cabUN4kQ6MuLwe/kys39gTV2AiCzwPX3R1cTzvYZd1BHM5pzOFw4OvrCzc3t0673MyFy+ViyZIl2Lp1K5KTk7Fz5048//zznTZwmpub4erqCm9vb4sm7gWAmG7PMeXy8r8sOrY9wuEIMGTIPub41OkxrRKzppU1MeX355u2W9AmkBrg837s8RPnAW7nlcW7ElfXWIwbmwE3NzYX2Pnz85CZtbrTOmc0TePt02/rGUiJPom4eM9F+zCQKAqQaldUENDDLmLGzEX3/sgo13/eaigNpmyfwhzvnL0TfAe5Ps1h53VWe+vJfk92uD9NUZCcPInc8ROQmdgDhXff08pAEsTEQFNXZ2CEruWlO+9E2tfrO91fU10Nnr8/hNFRDhe0DTigkQQA/v7+cHV1hVKpNFsKwNZQFAWpVAp3d3cEBFg4AzkAkYjV7sjKft1Iy1sHN9c4REexD6/LqfrL1m/tTmfK4xMs/ze3GL/MYcvjXwP84gw2tUc4HAGGDN6NHj0+ZupKS3/F4SOxUKvrOzRWvaIeST8nYWv2VqbuvVHvYevMrfbzw1ygk7phunnpPOyFCYns/fHmbv18aY8dZHXhHu3zKLp52YGh2gXoyhwEuQaZ1IfWaNB86BCyhw5DZo+eKH7gQahv2uTD9fND2PqvEXPoILwWLgStUunlu3REKIUCVHMzeL5+EMR2rZ6bpXBII0kkEsHLywuurq42W02yFFKplHGzuVsokeDN+PtNYsoU1XnpBEciOprdCl5XdwI1Naya89kC7Rsan0uAx7XTWyBjN/ujyxUAo1fadj5mEBw0ByNHnNGrO35iIKqrTVMoPlh4EKP/GK1Xd2ThEczoNsNADxuhq2EV4XgCkm3B53IYd3RKPruycbT4KE6Xa3eUcggOHuvrOLnpzEFJss/PiRETjbQEaJUKjbv/QUbvJGT26o2Sx58A2dCg14YfGYGITRuRkJ6G+OQTcB83DvyQEPD8fMFxFYO0k9WkzqKpqQHXzxf80BAmBMTRsNNfiPbx9/eHm5sbpFKp3eRM6yg0TaO5uRlubm7w9/e3WhB6bOyLTLmy8l+rnMPeIAgCY0ZfZo5TrzwEtboRuVWsUf3RnebHx1gFWR3wByvfgBfybDcXCyEU+mP8uBwEBc5m6q5cfRQXLi4xqKmkoTRYvm85njn6DFM3s9tMpC5Ltb/dUzStjR8DtClIbgFX2w0+upN1ueVWSdCobMSTh9mV2pN3Gd5FequxN38vU35mwDOtPqcUCtT/+ScyEhKRmdQHZStXAi2pQW4g7JGIyM2/IyEjHbH//QfXoUP13FAEQUAYGwu+fwA0VVUOlxD2BrRGA7KmRutqc9BVJMCBjSRPT0+4u7tDJBKhvr5jS/f2QlNTEzgcDtzd3eHr62u184jF0Uw5PcNxVyQ6Co/njn59WVXc4yf6491/WVfblF6mLZV3KTQNfMB+X1i+R5ur6haAIDjo2fMT9O+3malraEhp0VTSzy1V3FSMfr/0w4XKC0zdxskbsWbUGvvU3yk5x5ZnrrPdPKzAtN5s8PCaPekYuYXN5fbjHT/CTeCYKwSdYdXJVUw5wkObj4+SSlH300/ISEhEVt9+qFjVOqxBPHAgonf8hYSMdHT76y+I+/Uz+lIsiI4GN8Af4HKgqay0/D+kC1CXlIDr6QGevz94dpBGprPY4dPGNDgcDqKiouDt7Q25XA65GQqltkClUqGpqQm+vr4IDw9vV9TSXHy8RzBlilIbaXlr4eMzHAEB05jjAHzHlIU840JrNmHP82w5aREQNcJwWwfF23swxoxOBUGwmxROnR6HOyK1LlG+z3FM28F+Z0KuEClLUjAwaGCXz9Vk/n2WLUePtdUsrILufXKyfgNTnhI1BYODHVsLqiOodZ6b47wGo+abb7SG0YCBqHxvbav2bmPGoNuef5GYmYHIX3+BKDHRZG8BRyCAuF8/CKKioC4rhcbBFgLIxkaQjQ3gh4dDPGiQ/Yv1GsFhjSQAcHd3R3BwMHx8fFBXV+cwbjeaplFbWwtPT0/4+fnBz8/6roO4OHYbeU3NIaufz57o1ZN9s78j8igi3Iux1h4FJEsuAOd+YI/nfGO7uVgZHs8N48dloFs067JY1P1vrJvwFNyDWJfwk/2exPl7zkPMt+N8TzQNVLSkuHHxBhxwB097rJnbGxxRCQQ+rGvt/dHv23BGXc/Rq7uw+CiJre9p8OiLp1D9WesVQ49p0xBz8AASMzMQ/u03EHbrfDC7MDoaHBcXNB84gIY//gDlIEHctEYDVWEhBBGRECX2AN8KG5K6Eoe/m0NDQ+Ht7Q2hUOgwbrempiYQBAFvb28mN5y1cXPrzpRvZG+/XdCmLTnFHK8e9iFmJlnPvdkpVDLgB51kqM9l35I/tjcTHf0Ehg5htZ/cuDQ+DJMjUkBi15xdFlUzthoVOrkCZ31pu3lYkam9feEazf7bDt952D7dnhZGXVWFirfeRkZCIsIWvYa5p1vLV3jduQCxx44iMTMDoZ98DEFYWBsjdZzqr79GxeurQcsV0JSXQ37xokXGtTbqkhJw3d3ADw+DS5Idvox2EIe/yrlcLuN2UygUaGpqar+TDZHJZHpuNkvrIhnDo0XIjySlrbSDbnWEwkBsuHY3c3z5whQjrW3AOp0g8nnfA+6BtptLF0LTND5M/RnPFbugSMU+jp4JVEJZ/mOnNZW6lL0vseV4O7uuLMTCPXOYsrzszq5PGtyFqMvKUPbiS8hISETu6DGo/721QKbPvcsQdzIZiZkZCH77bfADLXe/khIpMnr1Rs3nXzB1bhMngMPn273bTV1ZCbKpiXWzWTmMpCtweCMJ0LrdwsPDERAQgKamJkgkkvY72QC5XI7a2loEBAQgKCioS9xsunSPf4Mp19Ye79Jz25ryRjlOlg1BqUQbrK1QlqGk5Ld2enURZ9YD0iptOSgJSFpo2/l0EXWKOiT9nITtOdtBgsAnlSL8kDOW+by0bDMOH4mFSmXn26CLWlYpuQKA6/g/CjezOXMzKqQVAABSEQhN4wBUNBpPIO1oqAoKUPLkk1rDaPwENO7c2arNthEE7nuaCyp5GwJffhk8K2y2kaacRfbAgYCO/l/MwQPwWboMwtgYqAsKQNrpQoCmpgaainII4+Ph0revw7vZbnBLGEkAEBISgrCwMAQEBKChocHuDCW5XI6amhr4+fkhMDCwy9xsuri7s0ufmZmvGml567HuoFbR9q3T7O6+rOzXoVCUGerSNdQXAPt0ViIevD3ixfYX7MeYP8bo1UmyX8Pp/Hl45ug7evUnkgehqmof7JJqnUTXczqvSmyvlEnK9MQTZQXarf/rDuUY6uIwKLKzUXT/A8hISMT1KVPRfOBgqzYBzz+H+PPn8NhbQdg6mgupC4Eevj3aGM08aIpC6XPPo+jee5k68bChSLh2FYKwMIgHDYSwewIE3bpBdf06yMZGi8/BHDTV1VCXlEAYFweXpN5w6WSeN3vkljGSACAsLAyhoaGModTY2GgXy/VNTU2ora2Fv78/goKC0K1bN3BsEG9CEARcXbWqzUpVJWjaMQLdLcGWc8UAAA3Nx5DBe5j6k6dG2c71SGr03WyPnwV4Xed+tQVqSo1le5fhuWNsupzZMbNxZdkV0KR2K3mTygPjx+UgOGge0+bqtcdx/sIi+9uZuf81tpxoXh4ve4OkSEzePpk53jFrB0BrV8o2ny0y1M1uoWka8qtXkb9oETISEpE/azakp061ahf4+ip0v3QRiZkZ8H3wQRCuYtTIawAAsV6xFt+ppa6qQmaPnmj6l92wEPb1V4jcuJFxVxEcDlyHDYUoMQGCmBio8vKgqamx6Dw6A03TUJeXQ11WBmH37nBJSoK4X7/2OzoQt9TaMEEQiIyMBJfLBYfDQXV1NRQKBXx8fMDnd33qAqVSicuXL0OtVmPQoEEIDg5GVFSUTQykG3SPfwsXLy0GADQ0nIW3962hDGyM6mZWJff5O+Lh5haHqMhHUVCoffNPvfIw+vb5wVB36/HbfLY89hXAv7vhtrcARU1FmL5jul7dT1N+Qv/A/q3aEgQHPXp8iOCQhbh48S4AQGPjeRw5moBhQw9BLI7qiim3T46OavgtZuA+cZhN1rsiaQVivWPx7CQanxzIBgDUSJTwcxPaanomQdM05OfPo+Ktt6DMyTXYLvi99+AxbSo4wtb/nnMVrAbWa0Nfa/W5OTTu3ImyF1/Sq4s/cxpcL69WbQkuF64jRoDg80FwuVDm5YFsbIQgIgKEDX7fKIUCqoICgKIgTOgOcd++cEmy41yYneSWWkm6QVhYGGJiYhASEgKRSISKigo0NTV16aqSVCpFeno6qqur0dDQgJqaGkRHR9vUQAIALy9WayYzy7I3vL2y/uh1prx0WBQAoJtO4t/a2iOoqTnStZPK3APkHdWWCS4w9kWjzR2dDdc26BlIYp4YKUtS2jSQdPH2GoQxo6+Ay2UlAE6fmYDCwu+M9Ooi6gvY8szPbTYNa3C85DiSS5OZ4yf6ag2me1vuHwD4Rue+sidokoTkRDJyxo3XJpBduqyVgcQRixH62WdIuHoFiZkZ8Jo7p00DCQDeOv0WU+4fYPx6NXmOKhXyZs/RM5C877kHCRnpbRpINyA4HIiHDIF48GC49OoJgs+DIi2tS5Ph0jQNdWUlFBkZ4Hp4QNSrF9xGjLglDSTgFltJ0sXf3x8eHh4oKChAbW0tamtrIZfL4eXlBaGBm8ESqFQqNDY2QqVSISEhAaWlpQCAS5cuYejQoQi04C6IzkAQHAiFQVAqKyCT5YOmaYcW+jKFDSfzmbKni/aN60bakmPH+wIAUq88iNGjLoHP97D+hGR1wJbF7PFLhdY/p42QqWUY/+d4SNVSpu6p/k/hwd4PmjwGj+eKsWOuoqBgPa7nfQQAyL3+PgoKv8bIEaf0DKgu5eCbbPkWCrZvVDbi8UOPM8enF59mnhGeYnbF4ofkfLw2w/LxOZ2B1mjQfOQIyl9bBcpAvA7X3w8h77wD15EjQXBNE5KlaRpFzVrXYrBrsEWelcrcXOTNmKlXF/Xnn3Dp3cuk/gRBwKVXT/BDQyBLOQtVcTFUhYUg6+vBDw4GR2y9+4GUSKAuLQVIEqKE7hBERkI8aDC4bq5WO6etuSVXkm4gFAoRHx+P2NhYhISEwMXFBTU1NSgvL0dzc7PFxCdpmoZUKkVFRQWqqqrA5/MRGhqKmJgYPPUUm2h1/fr10GjazlPVlSQmvMeUm5pSbTgT69MgUzHlR8bE6H2mTVvyM3N8/EQ/66823px25N5/bpm0IzdzqeoShvw+RM9A+mfuPx0ykHSJinoUw4aywbUaTTOOHuuNhsYLRnpZkbS/2DLfxTZzsDA0TeulHfn+ju9bpR15eDQrkNgos12MGKVSoXH3bmT07IXMXr1R+uT/WhlIgqgoRGzapE0ge+IE3MaMMdlAAoArNawG1hvD3jBrvjRNo/rzL/QMJF5AALpfvmSygaQLz9sb7ndMguvQoXDp1RMckRDK7GwosrKgqauzWM43miShqa6GIj0dqrw8cD09tatHI0fCbezYW9pAAm7hlaQbEASBgIAAeHp6ory8HLW1tZBKpZBIJGhoaICrqytEIhEEAkGHUoOQJAmVSgWFQgGpVAoejwc3Nze4ubnB29sbwcHBELdY9NOnT8e/LUF53377LR5//HFjQ1sdHx821UVW9hsYPOhv203GymxIZleRVoxurX7r4zMC/v6TUV39HwAg9/paxMW+bL0J7dVxq/WaD0SPst65bARN03j91Ov4O/dvpq6vf19smLIBfI55sRNicTTGjc3EhYuL0dR0CQBw4cJChAQvRELCmq5bFW0sZctTWqekcFQ+Ov8RU54UOQlDg1vHLK4Y3Q3fHtcm891wMh/PTIrvsvlRGqAxi4eKhESDbUQ9eiBo9esQJSWZfT28e+Zdpjw0pPPxm6REguyBg/TqAl97DT733G2gh2kQHA5cevcCPywUyowMqIqKoamthaayEuriYnB9fcF1dwdHLO5Q3BKlUoGSSkE1N0NTWwuuqyv4wcHg+vpCEBkBUY+et7xxdINb3ki6gVAoRFRUFMLCwlBbW4uqqirGWGpuboZKpQJBEBAIBBAIBOByuSAIAgRBgKZp0DQNiqKgUqmgUqlAkiTTNiAgAK6urvD394efn18rgchBgwYhOTkZjY2NqK6uxqVLl9DPhjsACIILHs8DGk0Tmpuv3tIut88Ps7EIPq5tB9b27vUlDh/R7vorKvoBQYGz4e5uBTdC6UXg7Lfs8TwbBItbmVp5LcZuHatX99GYjzA5anLbHToBh8PHoIHbUFn5L66l/Q8AUFa+FWXlWzFq5FkIBF2gpn5MxzDqt9T65+sCMmoz8HM6u7L60ZiP2mznqxOsve5QjtWNJFIiRcO2P1G1xXCSVPHgwQh85WUIu3e32LOMpmlk1GUAADyFnp1WGJeeOYOi5ffp1cUcPAhBWKjZc7wBz9sbvOHD4dJXBmVePlR517XGUk0t1GVloOVygMcDRyxmDSYOByAIgKIAmgatUoGSyUDJZABJgnB1BdfNFaLERPD8fCGMjYMgOgqcLhRAtgduGyPpBjweD4GBgYzwZH19PaRSKRQKBWMA3fiPoijGgCAIAhwOBy4uLvD09ASfz4eLiwvEYjG8vLzg5eVlNCj7iSeewLvvat9Kdu7ciZiYGHh4dEH8iwESE9fi6tXHAAASSSbc3Q2/mTkqzQrWFbBsmGFdKoLgYMSIkzh5UrvCdvbcTIwdkw4u14Kxa2o58P049vi5rFsu7ci+/H1YeXylXt2xRcfgI/KxyvkCA6fD23sITiQPYepOJA9Gr56fIzBwupGeFuAia0xA6Ga4nYOgJJVY+A8bV3VwwUGjRsE9QyPw6xltrE6zQg13kWV3V5FNTaj79Vc91embcRs7FgEvvABht2iDbcwhq57VwHpz+JtGWraNVvvoOTTvZTW+XEeORPi333TI5dcROGIxXHr1hKhHItSlpVCXloKsrwfZ2AhKoQAl1RpBtFKhdcfRNEAQIDhcEDweeL4+IMLDwHFxAdfDE1wfbwgiIsALDLxlX6Tb47Yzkm5AEAQ8PT3h6ekJQOs+k8vlkMlkkMlk0Gg0ekYSh8MBl8uFi4sLXF1d4eLi0iH3HJ/Px4oVK/Ddd9pdOZ988glef/11m+128/Nl84Rl57yNAf1bS+87Or+lsFouT4yLNdpWJAxCQsIaZGa+AgBISZmC4cMtuOPtc51dMXO+AdyDLDe2jVFTaizfu1wvfmN+3HysHrba6g9WgcAP48flIjPzFZSVbwUAXEv7H4qLN6J//83gmOneaxNJNVsef2vsEJ3992ym/NbwtxDoanyDyZPj4xgjafPZIqwYHWO0vSlo6upQt2EDan/40WAbjwgZ/AcBgnetv9lh7Vl2tXBM2BgjLVujrqxC7hj9PmHrv4b7uHEGelgWgsOBIDwcgvBwANrddJqGBq3B1NAIWq0GSA1oigLB4QBcHjhCAbheXuD6+IDr6XlLpBSxBM6/QgtcLpeJKbIWISEhGDp0KM6cOQMA2L59O+68806rnc8Y2h8PDgAKDQ0pNpmDtVm7N5MpB3iI2m0fGrIIhYXfQS4vgFxRhNLSzQgNXdxuv3ZJ+Q5oblH2DugJ9LXAmHZCQWMBZv6tv1Pnl6m/oG9A3y6bA0EQSEx8D8EhC3DhgnY1pLHpUoum0kGIxRZeaUj+hC0PesiyY9uArVlbUSrRxlhFeURhbtzcdvsE6txPa/ZkdtpIUldVoWb9ejRs3mKwjdfChfB7/HHw12td4hB5dupcHeVCpXZDAI/ggccx/aey4a8dKH/lFb26+JQz4Hp2zbzbghAIwA8IuGVShXQlt9Z6vwMweTIbm5GWloa8vDybzaVnDzbmQCq13TysgUzF7iKc199037+uGndm1mvmpy2pLwT26rigVhw1bzw74oerP+gZSO4Cd6QsSelSA0kXL88BGDvmKng8drfg6TMTUVDwjWVPdOZrtuziZdmxu5gKaQXePvM2c7x91naT+87tx95XcpXpqvXq0lKUvvACk0C2LQPJZ/lyNoHsW2+CH9i1P+55jezz8J2R7xhpyUKpVMibOVPPQPK5d5lW+8iGBpIT83AaSV0MQRB48UV2h9PPP/8MhcI2ySIDAtiM5bnXb50dOgCw/UIJU37uDtOVrLlcIQYPZtMDmJW2hCKBdToCa4+duSVUmWVqGQb9OgjrLq5j6p4b8BxOLT4FMd9GmkUtcLlijBl9GbEx7D12Pe9DHD3WGxqN1EhPE5HpiPaNeNr88WwISZGYtG0Sc7xt5jYIuKZfn8/dwQZsb7tYYqSlNoFs8eNPaA2jCRPRtGt3qzZ+jz+O+JQzSMzMQOBLL1olgaypfHz+Y6Z8R+Qd7bZXZGcjK6mPnmhl1HZtItzbNZbnVsFpJNkAFxcXLF7MulzWrl1rkxxzHA4bmFxTc2slVl21M40ph3p1TMPG3S0BkRErmOMrLQHuHeY3HVfq6BeAAMcPjr9YeRFDfh8CBcka9v/O/RfLey233aTaIDJyBYYNZa9pkpTh2PEkNDScN2/gMzpJbIf/z7yxbMxTR1gNtwd6PYDuPh1LixPmzRrEq/6+pvcZTdNQZGWh8L77mASykkOtnzEBK1ci/vx5JGZmwP/JJ+xmxeV4yXGmzOcajmujaRpVn32G/FlsTBcvJFirfXQLJXm9nXEaSTaie/fuiIlh/fhHjx610TzYpXa53PjboKOgULMrP5N7dk7hPCbmBaZcU3MQtbXHjbRug6x9wHWdH4Vxrxhu6wBQNIVXk1/FvfvYLOX9A/rj0tJLiPCIsOHMDCMWR2Hc2Ex4erKpeC5cXIT09Bc6/1Jy/AO27Gq7lQ5zSS5NxrGSY8zxU/2fMtLaMJN6sPeXQq2B/MoV5N+5EJmJPZA/ew5kp8+06hO0+nU2gewD99ud3k5JM/scXD1stcF2ZHMzMhN7oPYbVtYjaPXriDt8GBxR+zGQThwDp5FkQ5YsWcKUjx07hqqqqi6fQ3AQG6R5Pe9jIy0dh3+ulDPll6Z2bvWGIAiMHnWJOb6ceh/U6ibTOsvrgc2L2OOXirV6JA5KjbwGfX7ug13XdzF1n4z9BD9N/alDAa22gMPhY+CAP9Cr15dMXXnFdhw+EguVqoNZ1BU6378DB2w3qZrw6MFHmeOTi0922iX00uR49K65jm8PfYD83r1RsHARFFevtmoX8v5adL+SisTMDHgvXgyOi/0qlH9+kc3DN6PbjDbbSE+dQvagwXp1sYcPwXvxrbMpw4kWp5FkQ7hcrl7akq+//rrL05ZwuezDqrJyl5GWjsPzf7KpVqL9Ov+Wyud7oG+fjcyxSWlLaBp4P4o9XrYTENlOD8tc9uTtwbit+tuWjy86jkmRkwz0sE8CA6Zi1MizenUnkoegorJ1bIxBzm9gy6NXGm5nx9A0jRGbWcX9byd+Cw9Bx65PbQLZE8gZOw6qMUPwQfJ6RDTrv+Bx3NwQum4dk0DWc/ZshxEh3FuwlymLePorQjRFoeTJ/6Ho/geYOrcxY5CQdg38EMNil04cF6eRZGO8vb0xdepU5vj777/v8jnExb7KlJXKyi4/vyVRk2y+olFxfmaP5+s7Gn5+E5jj69c/NN7hPx23Wo85QLexZs/BFqhJNRb9swgvnmADoBfGL8SVZVfgLfK24cw6j0Dgi/HjchESchdTl5b2NM6dmwuKMiEH2UEd14u7bRNVd5ZPL3zKlMeFj8Pw0OEm9aPVajTt34+sQYOR2bMXih9aAU1FhV6bGpEHgr/5Bglp19D9/Dl4TL6jQ6kw7IFKKfv8e3HQi3qfqSsrkdmjJ5oPHGDqwr/9xqrikE5sj9NIsgOGDBnC6DNVVlYiNbVrk86GhLBKu/n5hhVuHYH9aexD7rXplkktktSbDdYtLPoWzZLMthuWXdbfHr5gY9vt7Jy8xjz0/7U/0mvTmbrfpv2GVcNWOfxOHYIgkJjwLgYO2MbUNTVfwZGjCcZlMFQ6O+P6OKZLJasuCxvT2Gvy07GfGmndkkB21y5k9OiJzN5JKP3fU6Cam/XaCKKjgU+/xrTZH2DplNdx2jfeoQ2G9ansvT4vbh5Tbti2Dbljxuq1jT+bArcxHROZdOJ4OI0kO0HX7bZjxw403/QwsiY8HiugWVq2ucvOaw1WbmMNzO5B7kZamg5BcDFi+Anm+OzZ6SBJpX4jtRz4TueB+WymQ6Yd+Tb1Wz31ZW+hN87efRZJ/klGejkenp79MHbMVfD57KrYmZRJyC/4qu0Ol3UU6ce92nYbO0ZJKrFg9wLm+MCCA+ByWhszlFyO+i1/ICMhEVlJfVD2wova3F46iHr1QtQfW5CQkY6YvXuQMGUs6JYUJiu3XWk1piOxPYfViRLzxaBUKlyfMhXlr61i6n3uv1+rfWTDtFJOug7He4rfovD5fDz0EBsM+vHHH4O66eFkTaKjn2bKKlVtl53XkpAUDVmLqF3fcC+Lji0ShejtBDx77qbcYF/qZPie/RXgEWzR81sbqVqKfr/0w5eX2QDnlQNX4vhdx+HCs98gW3PgcsUYPeo84mJZF2le3ic4cjQRGo1Ev/Ge59myV3gXzdByzNvJroqsHrYaQa5sWhxSIkXtho1aw6hff1S88Uar/uIhQxC9828kZKQjetufcOnTh1lVJAgCfcK0W/clSg1IquvlTCxBrZx97j3R9wkosrKQldQHqoICpj56x18IfGGlw6+oOjEdp5FkR4SGhmLwYHbHxI4dO7rs3OFhy5hyYeG3RlraL8ey2eDRN2dZXqMkLHQJXETa7e4yWT7KyrS5wnDuB6CxWFv26w70u8fi57Ym5yrOYejvQ6Gh2E0De+btwbKey4z0unWIiHgAw4YeZo4pSoVjx/ugvr4l0Fujs2qYOBOOxrbsbShq1uZZC3cPx4L4BSAbG1H91VfISEhE9sCBqPrgg1b93MaPR7c9e5CYmYHInzZB1L27QePgDZ377XhOdZtt7J0fr7XkjKNpTPuvDvmz5zCf8cPD0T31MkSJjq915qRjOI0kO0M3iPvq1aso0HmLsSZ8PiviVlRsOMGkPfPidnbrcVKYdUTphgxhM3pnZL4MRdVF4N/n2AaPnGijl31C0RReOvES7v/vfqZucNBgXFp6CeHujrdaYg5icSTGjc2Cl9cQpu7ipcVIS3sO9NU/2YYTO54N3pZUSCvw5mntnN1lNH7IGaU1jIYMRc0XX7Zq7zFzJmIOHkRiZgbCv/4Kwm6m5b3TXbl9abtjutx+Sf8FYgWNrWtJSDb8zNQHvfkmYg/sB0coNNLbya2K00iyMwiCwAsvsEKGmzZtglKpNNLDcuiqTKvVjV1yTktBUTSqm7V/p/hAN6sth3O5QgwexG4bP3ntTjDOhUdPAzzHeJDe0D76N49NwfLZuM/w4+Qf7V77yFpwODwM6P87evdmg+8rKv/G4frVUPJbridf87PddxUkRWLhxol4aB+Jre9p8OM6Eo0bf27VzuuuRYg9dgyJmRkI/fADCMJMz3V4A4IgEBvQsvmkSQnKwVxujcpG9MmjsOlT/RREsUcOw3vRQgO9nNwOOI0kO0QsFuOuu9htyu+//36XnDci4kGmXFzyU5ec01KcyWfjCd6e3cuq53J374GIcFYn5WqiOzDqOSDQMrvprM3u67tbaR+dWHQCEyImGOhxexHgPxmjR+mnL0ke5ouKnn1tM6EOoiopRenKF5Ddoxe+/ZLEpEutDRaf++9H3KmT2gSyb7xhkQSy78xh77uzBXVGWtoXNEki9f7FePUPNgbUbfx4rfZRsGPFFjqxPE4jyU5JSEhAdLR2qZuiKBw7dqydHuYjELBpFvLz1xlpaX+8uoPNHTUoysfq54ul2VQX1f5C1PYdZ6S1faAm1bhz9514JZkNVL6r+124suwKvERetpuYHcLne2P8uFyEurA6Qmm+JTh7bhYoSmXDmbWNMj8fxY8+ps2TNnEimna3kUD2ySfYBLIvrATPx7L3yWCd++6VHa1Vt+0RdXk5Mnv2gv+FfKYu/PvvEf71Vw4tZeDEcjiNJDvmnnvYAOAjR46gutr6AZGhoWyqlFY7fOwUmqaRX6PVsQnxFIHDsfLOE3kDiN/vxOhT7OrV5dTl0Gi6Traho+Q1aLWPMutYjafN0zfj1aGvOnfqGIAgCCQcPoSBlxqYuubmNBw5mgipNNdwxy6ASSB773JkJCQib+o0SI4cadXu5/EcBJ8+rE0g+/jjVk0gy+EQCPLQKlTnVUttkrS7I9T/sRW548br1e366k64jRppoxk5sUecRpIdc3Pakq+++srqaUuio55gyqVlW6x6LktxqbiBKb8338p6PjQNvB8JAOBraPQJYDPBHzve1y5/GNZfXo/ZO1ntIz8XP5y9+yx6+VnXLenwUCSglsKzWYOx+ZEQCFgF9zMpk5HXxcKrNE1DnpqK/AV3sglkU1JatftuCgf3PM/Fwpd5mPbKN/Dy7jqX0dr5vZnyZZ370p6glErk3jEZFatZBfW/hxJY+BIX9w970oYzc2KPOI0kO8fb2xuTJ09mjn/80bo7z4RCNt1Cbu57Vj2XpXh9J+tqGxlrfioSoxx4nS0nzIBfr6fg6zuWqcqzoyTBEpUEfX7ug69T2UDklwa/hCMLj9yy2kcWJfcgU+RO+QijRqYgLu41pi4//zMcPtLdqiuuNEVBmnIW16dOQ2ZiDxQsuguKa9f0G3E4TALZ/357GAf7caDiExgTNgajwkZZbW5tMSrOnymv3pXWpec2BUVGBrL69IW6qIipe/4BLn4fxwUIAv5ifyO9ndyOOI0kB2DYsGEQi8UAgPLycly5Yt0ttkGBc5gyScqtei5zoWka10q12dk9XfjgWtPVVnEVOMVmCMfCXwAAfZK+Y6oKCtdDIsmy3hxM5Gz5WQzbPAwUzQaj7pu/D3cn3m3DWTkYu3RWFUL6AQAiwu/D8GFHmWqa1rRoKp2x2GlpkoTk+HHkjB6DzB49UXTvvVDl5+u14bi7I/SLz7UJZNPT4Dl7NnKlBazWD4B147o+rpDLIeAu0u6OvFLSaDcrqzRNo/KDD5E/lxXVFERFIeLCaRQFaJ8Zs2Jm2Wp6TuwYp5HkIDz99NNM+a+//oJEYr23127dnmXK5RVdJ2jZGdLLm5jy+9Z0takVwDc6sQrPZjBpR25OW5JydhooqmtkG26GoimsPLYSD+xnd98NCx6GS0svIdSt41u7b1soCpC05AH0TwB04rZcXMIxbmwWvL3ZoO6Ll+7GtbSnQdOdU8mn1Wo0/bcfWQMGahPIrngYmqoqvTa8oCCEf/+dNoHsubPwmDSJSSCrIlWYv2s+03b//P1tph3pCj5cwN6HmRW2j9Mjm5qQmdgDdRs2MHXB77yNmH17sbuY1T17ou8TbXV3cpvjNJIcBIFAgAcfZLfof/TRR1ZLW+Liwv6YZmWtMtLS9ry1m03COiHR/G3MBvl6KFue9QXgEaL3sUgUgu7xbzHHZ8/NRldTLatGn5/7YF8B++D/YvwX+O6O725b7aNOU5jMlme0TgTL4fDQv98vSOrNqtNXVu7G4SNxUCqrWrVvC0qlQsPffyMjIVGbQPapp0BJpXptBDExiPzlZySkpyHu6BG4jRrV5q4r3bxsq4auQrCb7bauT0hkXfa696ctkBw/juzBQ/TqYo8dhdcC7d/r3ZR3mXpb/s2c2C9OI8mBCAsLw8CB7NbznTt3Wu1cfn4TmbKtVkVMISVfq8fC5RDgc610OZ/fCNS3uDt8YoD+bafrCAu7GyKh1niSSnNQVratzXbWYGfuToz/U3+nTvJdyRgbPrbL5nBLsftpthwxzGAzf/+JGD3qgl5d8slhKC//q832lFyO+s2bmQSy5S+93KqNKCkJUVv/0CaQ/fcfiAcNAmEkWfKOnB3Ib9Ren6FuoVjY3bbih3wuh1l4O51nmzyQNEmi+OFHULziYabOfdIkrfZRoNaIU5GslMP48PGtxnDiBHAaSQ7H9OlsYtXU1FQUFhZa5TxxsS8x5crKPVY5h7nkVrEux4/v7GOdkzSWAv88zR4/dtpo86FDDzDljMwXoVRWWmdeLahIFebunIvXTrIBxXcn3o0ry67AU2i97d63NDQN1F3Xlj3D9VxtbcHne2H8uFyE6eQ/TM9YiZSz00FRKpASCWp/3MAmkH3zrVZjiIcORfTOnUjMzED01j/gkpRkkjRDpbQSr59iNxP8Pftv0/6NVkb3frxe3bVSIuqyMmT27AWJjrZc+I8/IOyLz/VW4XRXXJ8d+CycOGkLp5HkYBAEgZUrVzLHGzdutEraErGYzdmUnrHSSEvb8d6eDKY8tXeQkZadhCKBT3VUtB852W7aES5XhEGD2BW+5JPDOx2n0h659bkY8OsA5Dawmj1bZmzBS4NfcmofmUOJjtr2zM9M6kIQBLrHr8aggWwMn0SSiSNHE5E2cwCqPvywVR+3iRPQbW9LAtlNGyHqHt+haVI0hYnb2BXfrTO2QsQTdWgMazE9iXVdvbcn00hLy1K/eTNyx+srx8efOwu3ESNatX01+VWmHOkRafW5OXFMnEaSA+Lq6oqFC9kl9Q/beABbAm/vG24GGhSltso5zOFQJhv7IeRZIUj1j6VsecRTQJBpukIe7r0QHn4fc3wt7SkjrTsOTdP44tIXmLtrLlMXKA7EubvPoadvTyM9nZjEHp2Exd1MV1LX1NZC/vVeBD/FB6eera9epUHTDA1o0PCYNROxh1oSyH75JYTRpiWQbYvnjz3PlJf2WIpEX/vJUK97Px7MsO5qKgBQCgVyx0/QW6XzffhhJGSkg+vu3qq9Wud5NjR4aKvPnTi5gdNIclB69OiByEjt249Go8Hx48ctfg5dTZiamsMWH98ciutkTHnN3N5GWnaS3INAFpv8taPZ3+Ni2bfUqqo9qKs7aZFpSVQSJP2chO+usLIDrwx5BQfvPGg3qwgODU0D5anassgTaGeHmLqyEuWvr0ZGQiJyRoxE3aZNINQEgl4VwPMPtq9kGoXyr9UIXLMK/FDzdxmeLjuNA4Wsa3flQPtb7dXN5aZ7v1oaeVoasvr2g7qsjKmL3rUTAc88bXBF9UgRq06+cpD9/e2c2A9OI8mBWbaMjYE4fPgwampqLDq+m2t3ppye8YJFxzaXD/9jtYjm9rPw1nZFI/Aru50aLxa2G5dyMwRB6AX0Xrq8zOy0JWfKz2DYZv0g4v/m/4fFCYvNGteJDpU6Qo2zv26ziaqkBKXPPY+MhETkjhmLhq1bW7XxeeB+9H3vDIYP08+5eOx4X7MN5mZVM1YcWMEcJ9+VbJfu1fn9w5jyx/strx1G0zQq31uLgvnszj5BbAy6X0mFKN6463LVSXbXbrx3x9ycTm4vnEaSA8PlcvG//7FpMb788kuQJGmx8QmCgLu7dpWGJCWgacuNbS67Utm3RheBBV1tNA2sjWCP794OuHh1aig+3wt9kr5njjubtoSiKTx79Fk8tP8hpm5k6EhcXnoZIW4hRno66TB72Q0LiJ/CFJV5+Sh+5NGWBLKT0PTvv626+j/1P8SfTdEmkF2pTSDr4hKG8eOy4ePDKl9furwMV6892alYNZqmMXwzq8/01YSv7DZAX/e+/PtymZGWHYdsaNBqH/30E1MX/O67iPnnH3AEAuN9KRIyjXZlq7efFVahndxSOI0kB8fHxwd33HEHc7xBRzDNEnTvzrqZ6uqSjbTsOioaFUz5tekWjsM4pONWi58KxE003NYE/PzG6/1A5ud3TAW5SlaFPj/30XOtfDXhK6yfuN5mYoG3NC36SDTBgyI7B4VLl2kTyE6bBsnRo62aB7z0IuLPn0diZgb8Hn0UXA+PVm0Igot+fTfpGcxVVXtaNJU6Fq/z5eUvmfKI0BEYHTa6Q/27mlensfdnZZPCSEvTaS7mInuo/opq7LFj8Jo/z0APfU6WsSt5rwx5xSJzcnLr4jSSbgGGDx8OkUgbj1JaWoprN+d2MgMPd1Y9NyPTPh4o6w7lMOW7BkcYadlBKq4ByTrCgXf9ZpFh+yT9wJTzC76ARJJtUr8dOTsw4U/9nTrJdyXb/Q+jo0JXZUFew0f+f37I3ByA/LnzIDt3rlW7oLfeRPfLl5CYmQHf5cvBdXM1aXw/v/EYPeqiXl3yyeEm62nl1OfoxaJ9Nf4rk/rZksVD2Pvzc537tjPQFFB01Aclh9jYO/cpU5CQngZ+oOlCsm+ceoMpOzc6OGkPp5F0i/Dss6zOx7Zt2yyWtoQgCIjFMQAApbLCatvZO8Lms2xySjehhZSkNUrgG51tws+ktRu0ayocDk8vNiXl7FRQlMpgexWpwqy/Z+np3yzrscypfWQFaIqC9EwKrk+egszRc1Bw0B+K+pvcNTweQj78AN2vpCIxMwPeCxeCI+pckDyf74nx43L1dj9mZL6IMylTjIq2qkgV5u1iV0r+m/+fQ6wk6t6fv6UUGWlpHHVpKTK3hkBawf7dIzZuQNhnnxoV2rwZiqZQLa8GAMR4xthlLJcT+8JpJN0iCAQCPPAAm6/ro48+slhyyYTubzPlhobWb9ZdSY2E/SF5dpIFAy7X6xhIMz4FPMMMt+0ELi5hiI9fzRyfOzenzXbZ9dkY8OsARkEZ0OrfrBy00vlAtxA0SaL56FFkjxqlTSC7fDlUN4mycjw8tAlkr11F4rWr8Jw5s91YF1MhCALxca/p6WlJpTk4crSHweTIi/5ZxJRfGfKKQ8WiPT0xjinXSjqu6Vb362/InaDv9o4/fw6uwwwroRviQiW7meK1oa8ZaenEiRankXQLER4ejv79+zPHlkpb4uU1iCln2jiX2zdHrzPle4dFWWbQiz8DtS2uAK9IYOD9lhn3JsLDlkEo0KZEkEiz9FJX0DSNdRfX6SUpDXULxfl7ztuV/o2jQqvVaNq3D5n9ByCzZy+UPPIoyGr93aA8sQbhY2qR8MtKdD+bok0gy7NezjsP914YOyaNSWUDaJMj517Xf8HZmbuTEQwNFAc63G7G+4azWlDfHs8zuR+lUCBnzFhUvvMOU+fXsxkJ90rBdXPr1FzeOs3qKPUP7G+kpRMnWpxG0i3GzJkzmfLly5dRVNT5Je4bEAQHQqFW0Vomu26xFarO8EMyu8LiKeabP2BTGbDrSfb48bPmj2mEYcNYvan0jJVQKqvQrGpG0s9J+OEqG7u0augq7Ju/D0KucYVvJ4ahlEo0/LWDTSD79DOgZfp6PYLYGET++gsS3h6KuFlVcAtWgujbdUYIlyvCiBEn9JIjFxaux+EjsdBomlElq9JLOfPP3H+6bG6WQvc+/c5EI0l+9Rqy+vaDppINbO82tQr+vZs7qsbBQNM0CpoKAABBrkHgEM6fPyft47xKbjFuTluyYcMGi6QtSUxYw5Sbmq+YPV5naJSxKrkPj+lm/oAUBXyis0rz8HGAb11BRi5XpJe6IvnkMIy4SfvowIIDNk9S6qhQMhnqfv9dmyetT1+Uv9J6s4FLnz6I+vNPbQLZf/6BeOBAEGk6CWn5Ll04Yy1hYXdjxPATenXHjvfFo7vGMsdbZmxxWMHQh0ez96vufXwzNE2j4p13UXDnnUydMD4eCVdSIfTUmDWHqzVXmfIbw94waywntw9OI+kWxNXVFXfqPGQ+/vhjs8f08RnJlLOz3jB7vM6w4SS7irRilAWMpD/vZcvDngCCrZQk9yY8PJIQGnoPc3yPjzaIe0zYGFxeehlBrlbIQ3cLQ0okqP3hB61h1H8AKt96u1Ub1+HDmASyUX9sgUvvXmyMV5OOhs/kNa36dhUiUQjGj8uGry+bCuWxACXu81Xi7oQlDr0Ta4WOkbTpVEGbbW5oH9X/+itTF7z2PXTbtROEBeLB3k15lyk7U5E4MRWnkXSL0rNnT4SHhwMAVCoVkpPN0zgiCC64XG0cQFPzFZu43HS3/vu6memGun4EyNjFHt/xjuG2FqZCWoE7z2xnjge4kvhy2JP4csKXDrFjyR4gGxpQ/fnnyEhIRPbAQaj6qPWLgPukSYjZtxeJmRmI2LDBcALZY++z5f7L2m7TRRAEF337/ACXcFbhvo+YxCDpD1AoK2w4M/PQvV8/PdhaAqP58OHW2kfHj8FrzhyLnJ+maaTXpgMA3AXuzvvMick4jaRbmOXLlzPlgwcPora21qzxeiSyPyYSqeXTDBijWcEu0d8z1ExtJEUj8Msc9vjFgg6nHeks27K3YdK2SQAIvFLKunU0Je9Do7GMbMOtiqamBpXvrdUaRkOHoebr9a3aeM6ejdjDh5CYmYGwLz6HICqq/YEvbGLLwtbJULsaiUqCh099iZdL9N1+J0+OQGnZHzaalfks0dFMkii1rjNao0Hhffeh5LHHmc88pk/Xah8FmK591B7Z9axh9vbw1iuNTpwYwmkk3cJwuVw8+SQblPzFF1+YlbbEz48VNszJ6bqVF0BfG+nJ8XFGWrbDzWlHlvwJuHibMTPTUJJKTP9rOt48zSp6L0q8H717sT/0x08MsPo8HA11ZSXKV63SJpAdOUovDcUNvJcsQezxY0jMzEDI+2vBD+nA9nipzg63cfaxJXzEFq0chZwmwIn9ARERDzKfZWa+glOnJxjVVLJX/qdz3245WwRVSQkye/WG7PQZpj7ip58Q+vFHHdI+MoX3z7EveKPDnWKsTkzHevtbndgFvr6+mDhxIg4ePAgA2LRpk56eUkfgcPgACAA06utPt/qcJJWoqzuB0+p4XJC1Xs5u1LAG2urc0lafdxMJ4FWjwviEALiL9HeurdmTyZQDPcwIXj2sY9zFTgLi7zDc1kJk1WVhwe4FenXbZm5Ddx9tAmFv7+Gorz8FmtYgL/8LdIt+sq1hbhuCpLUoffZZNO3Za7CN70MPwuf++8HzNtPA1VVYH/yQ4XZdxPrL60G1CLYOCx6GcRHjAIxDUOBsnD2n3bkqlxfgyNEeGDz4X7i7Jdhwth0jyJO9b69+/h2uX9WRKOFyEXI8GQeLpZh+bhN4dUbUuRWNwH+vtqquCeqFaz7BGBYyrNWu0HMVWn03LsEFn2OBXbFObhsI2pb7uZ10GWvWrIFKpQ0QvvPOO9GzZ+eCQMvLdyA943kAwLChByEUBqKm9hiqq/ahpvYISFKK5rideCS34ztRXo0KwsffXgCfS2B0nD+m9ArCpB6BEPK4SHx9HwBgXr9QfLKob6fmjsp0YL1O3MPrdRZT1W4Lmqbx6YVPsTFtI1MX4R6Bv2b/pfcQpygNjhztzhwPHfIfXF1jrTYve0R5/Tq23P88BldmGmzj/9T/4H333W3mR+s0b+gomL/RaLlxO8H1huuYs3MOc3xp6SXwOOx7LEkqkZIyBXIFu6oaGbECMTEvOIzQ6PM/n8Hcj/8HH2UzU1c5byl+jp+EEznVUJM0cqbngH9otZFR2iZz1ie48+pnEPPEGBM2BhMjJ2Jk6EhUyiox6+9ZAID3Rr2HGd1mWOzf4+TWx2kk3SaoVCqsWcPu3Fm5ciVcXU3LOaULRSlx5GgP5pjDEYGi9BNX9h34L4ZcVkFCdiyFSfLA7pj47mG9Oh6HgI+rAFXNWvdC8ovjEOYt7vC8oVEC7+jEODx9FfCyYN63m2hSNWHE5hF6dauHrcaC+AVttpfLi3Hq9FjmeNzYDHA4llF4tkdomoYyIwMVa9ZAfv6CwXaBL78ErwULwOnEtdou8nrg/ShtecRTwKS3jDa3JmpSjf6/suKGe+ftRZh726rvpaWbkZml7xocPeoS+HwLGo9WQH7lCgoWLtKre3TiCyhw0489ynq+B4Rf9u3Y4EIPZD24Fwv26GtcibgiKEj2+XThngsQcG/d+8qJ5XHGJN0mCAQC3H8/qyT94YcfdmiHmlpdj7Kybbhy9XG9+psNJAAQcjiY4texHGP93MWIcGm9Y01D0YyBBADPbk3FppP5qGjsYEbxb8ew5WkfWdVASi5NbmUgHVhwwKCBBAAuLuGIi2N/+M5fMNzWUaFpGrKLl5A3dx4yE3sgf978Ng2kdX0XMAlkfe691zoGEgCc+YYtD3/KOucwkSV7ljDllwa/ZNBAAoDQ0MUYMVx/t+rxE/1QW3vcavMzB5qmcf3V1/UMpFzPUMyctbaVgQQAHO9IILSD8Xndp4LDa/380DWQAOCZo89gR84ONCptu2roxHFwxiTdRkRERKBv3764fPkyAGD37t2YNWuWwfYqVQ2qqvejumof6uvPgIZpQd8EwcHMAC9sq6w3eW6zArzAMcFjcDa/Dmfz6/DG7nT0i/DC1F5BmNY72Pjq0qXfgOoMbdkjzGqxJyRF4qkjT+FYCZvMdnz4eHwy9hOTthxHhN+HgoL1UKtr0dychoqKnQgKmm2VuXYVNEVBlpKC8tVvQG1A/Z3g8xH83nsYcFwDTYt7qbMJZDvEsbVs2dXX+uczwO7ru5FZp3Uz+rn44e7Eu9vtIxIFY/y4bFy5+hhqarTxhpdT74Of3wQk9V4PgrD9FveSehn2n87CsGeX6NV/MGAJjoQbTgnCIQigxxyg1PAKYyt6zjVJQft4yXEcLzmON0+/iUFBgzApchImREyAr4vtvn8n9o3TSLrNmD17NmMkXbx4Ef369WP0lG5A0zTOnz8PtaYASuXbRjPWtw0HY7zd4cblmOxymxHgpX04doBLRQ24VNSAIeqzCEMuMPZlgHvTJd1UDux8jD1+8nyHzmEqFdKKlq39LN9O/BbDQ4d3aJwRw4/h6LFeAIC09Gfh7T0cQqG/xebZFdAaDSQnTqD8tVUgDchOcD09EfzuO3AbO5bJj6ZJ/rfrJqkTE4NBDxpuZ2Vq5DV4JZlVBd8zb4/JfQmCiz5J36K29jgup96nHa/mEA4ficeI4ScgEtk2CW7h33sw7H39XI9LpryOepFxtyCHANBjNnDAxDyRQg8gZjwIaevNIIYgaRJnys/gUtUl9A3o6zSSnBjE6W67zSAIAs8//zxz/OOPPzIB3QAgk8nwxx9/4N9//0V6WiPi4jqe0JYgCIi4prvc+rmLES4SdEqq6MGR0ejTdAw48RGwcSpQr5PNnaKAT3R2/6w4apWUE1uztrYykE4tPtVhAwkAuFwXDBzIpshIPjkUNN2x2C5bQKvVaNq7F5n9+iOzV2+UPPpYKwOJHxKC8B9/QELaNcSnnIH7xIlWTSBrlPNsMD1GrzTczopQNIVxW1l17c3TN8OF1/Hr09d3NMaMvqxXd/LUKJSWbjZ3ip2C1mhQuHQZfHQMpENh/TFt9gftGkiA9vmBjrjcuk8FeEJwOvFz9sKgFxDvbUBk1IkTOI2k2xI3NzcsWMDGvHzyyScAgIKCAnzzzTfIzNQu/ZeUlMDdbTr8/ad08Azay2pmgJdJrWe1tCMIokOGUlKYJ16YFANktWwVLzkLfDMSuNZiZGxnY7Aw5FEgpJ/pg5uAklRiyvYpePsMK073QK8HcGXZFbgLOi9K6OnRB6GhrMslPcM2P+LtQSmVaNj+F5tA9plnQcvlem2EcXHaBLIZ6Yg9fAhuI0aA4NreFaS3SuFumzQwuitId3W/C738enV6LB7PHePH5SIy4mGmLjPrNZw6NQ4k2XWaSqriYq320blzTN36uSvx0cAloE1wh+m53HvMMe2kPee29O3Yz9mkyEm4M/7O9hs6ua1xGkm3Kb169UJoaCgAQKFQ4IcffsBPP/2EpqYmvXbZ2dlITHgPIpHhQNKbIVoeVjdcbu0xQ8eYMtXl5irk4ovF/SAoPQ0oGtgPlE3AtvuAX+YBaWwiWUx5z6RxTSWjNgMDfx2IUgm7xL991nY8PeBpi2zH7h7Pik5WVPyN+vqzZo9pCSiZDHW//sYmkH21tV6NS9++TALZbrt3aRPI2tMWdZWMLSctMtzOipyrOId/81j34itDWifi7SgEQSA29gUMHsyOK1cU4eixHmhuTjd7/Pao3bgJ1yexumOEQID48+fx3POL4Co0zTDWu/97mBCP1+JqA9ChayzULRRvDH/Dvq5LJ3aJ00i6jdHd7VZSUtLmbreMjAzw+R7o1XMdCMJU14j2sjLF5XbD1cb0NPGZtXZeEiJ9XYGMf9pucP0QW34h32JpR2iaxofnPsTCfxYyddGe0bhwzwWLLtsTBIFRI9m38YuXFtssbQnZ3Iya775nE8i+01pt3XXECETvakkgu2WzfgJZeyP1d7Y8vutVtqVqKe7/j733Tiw6YdG/lbtbAsaNTYdYzCaVPXtuJnJy1lgl5yIlkyF7yFBUvc+qWvs//RQSrqSC6+aKSF9XvDcvyaSx9IwkU1xuLa42bV/Tfs64BBcfjv4QHgL7lkxwYh84jaTbmKysLAjaya5dUFAAuVwOT8++iOn2nEnj6j7w23O5zbrpc1N+LBYPDsfMPiHamKNME4J9r/6pTUdiJo3KRiT9nISf039m6t4a/hZ2zdllFe0VgcAHvXt/zRyfSB5s8XMYQlNfj6p167R50gYNRnWLS1YX9zvuQMx/+7QJZH/8AaJ4B4nt+FfnOraiFIQhRm0ZxZQ/G/cZvEReFj8HhyPEsKEHkJjArqAWFf+Iw0dioVY3GenZMeSXLyOr/wCQjeyW+m579sDvkUf02s3qE4K7BoXf3L0VrW7/9lxuLa42ACbHJD3d/2n09u9tUlsnTpxG0m2ISqXC7t27sXXrVr2g7bagKArZ2drkkBERD8LXd4zR9gAAnTe69lxuM24yktpbSYoPdMPrM1rUwssuAc1l7c9n7wvA5rsAaecT/B4vOY6RW0bq1R1ccBBz4+Ya6GEZAvwnw8trCACtkGd+wVdWO5empgYVa9Zo86QNG47a9d+0auM5dy6bQPbzdRBERlptPlZBoxOfk9D1ysvfpn4LNaVN1jw4aDAmRExop4d5hIQsxIgRJ/Xqjp/oh5rao2aNS9M0yl9fjYK7WPFGUe/eSLiSCmG36Db7rJ7ZE/GBbkbHbeVuN+Zy03G1Aaa9YI0MHYllPZe1286Jkxs4jaTbjIqKCnz//fe4cMF0DZIbgdwEwUGPxA8hEBjPzk3oXFbGXG43u9oA4zFJIj4HXy3pDxdBS3xD5m5Tpq8lex+wfjiQd6z9tjqQFIlHDj6Cxw+xIpqTIichdVkqAl0DOzRWZ+nXl125ysv7BFJpnsXGVldUoOzVV5kEsvU//9KqjffddyPuxHFtAtn31nQsgay9cY3dOdjVCtt5jXn48vKXzPG3k77tkvOKhEEYPy4H/v6TmbrU1AdwOfUB0HTHE15r6uqQmdgDDVu3MnUhH3+E6D+3gjCyMu0i4OLLJf0h4hv+2Wn1kmTM5abjatP2Nf5zFuASgHdHvtvhAG8ntzfOq+U2orGxERs3bkR1dXWH+uXm5kKt1r79CgS+6NnzE2gT3RrgpoeQIZfbza42wLiR9OasnogL1Nk1ZigeyRCSCuCXuajMPWhS8zJJGfr+0hcnS9k38e8mfYdPxn7SpQ9aDoeHYUPZdC1nUiZ1QruKRVVUhJKnn0FGQiJyx45D4/a/WrXxXbECcadPITEzA0GrXgPP37G0mgzyt44byDemy06rJtWY/Te7KrJn3h69vGzWhiA4SOr9tZ7BXVt7FIePxEOhMGE1FoBCWYGm//YjZ7i+mnxc8gl4Tp9u0hjxge54Y6bhvJFt3v+GXG499Vdxjd2THIKDtaPXwkfkY8o0nThhcBpJtxGenp64//774d/BHzy1Wo3r168zxz7ewxAd9YTB9jc/5gy53G52tQGG46tn9QnBwoE6MQ3VWUCtkUzhbeEejLpFP2PxxTU4Vmx8RWlL5hZM3j5Zr+704tMYFjLMQA/rIhZHIi6W3QF14eJdHeqvzM1F0UMrkJGQiOt3TEbzvn2t2vg//TTiz6YgMTMDAc8+A563t9nztitINVuONsFtbEGW7l3KlFcOXIlw9/bjc6yBj8+INjWVSkp+M9qvuuI/nNk/FkWv/I+p85w7FwnpaeD5+XVoDosGtcQUtkGb939bLrebXG3t8XDSwxgUNMjk9k6c3MBpJN1mBAYGYsWKFRg8uGNBwBkZGXrHUVFPwMvL0Bj6l1VbLre2XG1A22+Skb5ivDv3pt1SGR1wtQFAwgzQj5zE6tL/UC2vxqqTq1Alq2rVTKFRYNK2SXg35V2mbkXSClxZdgVuAuPxFNYmIuIB8HheAICmplRUVBr+G9A0DXlaGgqW3I2MhETkzZgJ6YkTrdoFvvIKul84j8TMDPg98jC4Hrfwjp8sHTVrC0tCGOPfvH+RVpsGAPAWets8JuaGplJUJKtEn5X9OpJPjgRJts6J2Hz9Aq6efQykqxqN92hAg0bkb78i5L01IDgd/wkhCAJr5vZCpG/rVEKctoIS23K53eRqAwyvJA0MHIiHkx5u8zMnTtrDaSTdhvD5fEybNg1LliyBWGwk55kO2dnZIEk2foHD4aFnz0/B57debSDaeFjd7HJry9UGtI5J4HEJfLm4P9xFfP0PMk10tfHFwMx1wKJfsbX4II6WHAUA1Cvr8cqJV0BS7L8prTYNg34bhAppBVP316y/8GS/J+1mO/vIEayhk5b2NFSqGuZYm0D2IvJmz0FmYg8UzF8A+cWLrcYIfudtNoHssqXWSyBrb/ytk5w50LDLx5LUyGvw0omXmOP/FvzXJedtD4IgEBPzHIYMZg1HpbIcR4/1RFPzNaau5sfvcXn/ItAt7weKPjTc97wI8YAOJqC9CXcRH18s7gceV/++Muhuv9nl1rP1hom2drd5C72xdtRak3InOnHSFk4j6TYmPj4ejz76KGJjY9ttK5fLUVhYqFcnEgahR+KHbbTWv6xoDYVRYhe46bx1Tvd0A61uHTR680PylamJ6B12U+B3Y4l2Z1t7BPcBHj4ODFiO6415+PC8/lxTKlKwMW0jaJrG+2ffx13/sC6sWK9YXLjnAuK849o/TxfC5YoxcMA25vhE8hBITiYjd9IdyEzsgcIld0OZlaXXhxAIEPLxR0i4korEzAx4LVjQNQlk7QmKBFQt+do6mmG+s6e8Ke3Ib9N+61TaEWvi5tYd48amw9WVvc7PnZuNrPTVyBw0CHlXPoSqOw3oKGjkFn0EqTTX7HMnhXnh5amJenVtLSRpVCSUMexORFrgDlXIaJBq/XQ9bb3IvDPynS7bYOHk1sSZ4PY2x93dHUuWLEFKSgoOHjyot1p0M5mZmejWrZtenZ/fOESEP4Ci4h+ZOrJZDVouASVTg5KqQSlI0BSFCeBjJ5RIInjwTquHlOCAEHLAdeWD0/Kf7nNuYmIg7hsR1cZETNBGGv4/YPwqgCeAilThxeMvQtlGeoYvL32JdRfX6dW9M+IdzI41Qe3XRni49oY/RqMaxwEAV47eB+9i/VuZ6+2tTSA7erTt8qPZE7k64qJT2zLsLc+qk2zqkzvj70SSv2mCil0NhyPE0CH7UFa+DRkZLwIASip+Bd4HcONxoHNfUpQC19KexqCB28HhCFuN1xHuHxGF09drcDCjquU0BJpq5VBI1JBL1FA0q6BWkqAoPmLce8O1+Srqvcag5HwdOFwOBCIuXNwEELnzQQrVemPf2+NejA4bbdb8nDhxPj2dgMPhYNiwYYiOjsb27dsN7n7LzMzE1KlTW72xdYt+DvW1KWiWaZfpFVdrQaiEoFUkKCUJqCnQBPAih8ADXBE8SUBFSQCaBsHngiPgghC2/L/l7TDITYgP5vVu281lLB7JPRiY+w3QbSxT9dnFz5BVn9Vmc/KmLdCH7jyEALFxiQNbQKtUaDpwAOWvvApaqQQPNNCiMykfRkF8ioKbMgLBb70J8dChnYoVuaXZzQYcI7S/1U93ofICdl3fxRyvGtrxRNFdTXDQfKi/O4XcUTvZSgNeKokkA9evf4y4OPPSqRAEgffn9ca0dcmolChBqknkXqiCWklCrdBArSShUVEgOAQavdaA7ymBkuMNdWEzQAM8AQd8ERd8AQ8aPvsS1MOrJ/7X939GzuzEiWkQtDV06p04LGq1Gvv378c5nQSVujz00ENMzjdKRUJTLYemSgZpcwEKlV/AUzoYPuREcAQCcIRcEC0GENHGOjpN0aBVJGNM0SoKR6ubsK9ZirtjAjAwwhs8fxfwA8TgiFrseVkd8GEs0Ja+S8IMYNYXgJjd5nuq9BQePmha0GbqslS70lChFAo0/fMPyl9r+weWdKNR+QH79jxm9BXweI4bXxT1ErtCWLDWtC3lJkFRwFstsXN+3YEnrJsHT6aWYcjvQ5jj44uOw1tk3zsFNbW1yBmhFUulCRrlX6nb6aGlb59N8PUd1X7DNlDJNagrl6KhUoYLxfXYlVeNgWIxBvq6gy/kgi/kQiDkgifkthnQTZG01phSao0phVyNFPIoMvgXscxvBSK9I+ET7AqvIDH4AmdMkpPO4TSSnLRJVlYWdu7cCZlMplc/cuRITBg/AepSCVRlElASNcgmFWgNCY6bAFx3AQgjYnHtQZMUyGY1qGYVwCHAdReA68YHL0AMYaQHiKubgZ2P6XfiuWh3Kw1YrreHuFZei/m75qNWYZrS9tsj3sac2DmdnrsloKRSNPy1A5XvvmuwjUv//gh89RWIevRAVfU+XLumlWPgcl0xdsyVrpqqxbGakZR/AvipJaZl+R4gaoTx9mYy+LfBkGvkAIBPxn6CSZGTrHo+c2nauxelzzzLHMuGkmhYZprIpEDgjyGD/4VA4Gvy+Ug1hYq8RtRVSCFrUkHWqAJN0RB7CiD2EIDL6/zzQ6OmIGtUQtakApfPhauXAGJ3AfzC3OEf6d727jknTozgdLc5aZPu3bvj0Ucfxd9//62nkZSRnoHhAX2gqVNAUyMHwSXA8RCA4yq2yA4wgssBz0sI2lMAWq4B2aQCWa8AKdMaYy5Xd+qHhQclAfN/BPz184bRNI3Vp1abbCABwJqUNejj3wfRnm2nVbAWZHMz6n/fjOpPPzXYxnXkSAS++AKEcfqB5IEBU1HsOQCNjRdAklIUFHyDqKhHDIxym/LP02w5wro6Vz9c/YExkPoH9LdrA4lWq1G4dBnkly8zdaJlk1Ax/DBAyU0aQ6WqRkbGS0hK+s6k+7+pVo7y3EY01cjRWC2HQMSFh58IQjHPIs8PHp8DDz8XuPuIIJeoIWtQorlGAaVMjaZaOULjvSH2sHyeRSe3Ls6VJCdGoSiqVVD3fUlz4U6KwPV1AdeV384IFpiDQgNNjRwcLgnPK+NA3HiAD3+yJTi7dfDo5szNWJOypsPnSvRJxK/TfrVKwlpdNPX1qNv0E2q/NZyawn3yZAQ89ywEEcaTsFKUGkeOJjDHw4YehFjctYaeJbDKShJNA296acseocCz6ZYZtw0KGgsw8++ZzPHFpRfB51j//ugMyvx85E2dplcX/ttPSCPfhkTS8b9R9/g3ERZ2j8HPSTWF8rxG1JVJ0FAlB6km4RUghsDF+u/pcokajVUyiNz48PBzQUCEh3NVyYnJ2E8AhhO7hMPhYMiAwbhn7HwEuftjYugQuPNdwQ917xIDCQA4Ih74IW6AUITm0LUgXRMhH7YR5IjVbRpIufW5+Pj8x506V0ZdBj67+JmZM24bTXU1Kt55l00g24aB5DlvHmKPHNYmkF33WbsGEgBwOHwMG8ru3jp9ZiIoyrSYklueUp0chTM/t9pp1JRaz0D6d+6/dmsg1Xz3vZ6BxHF3R/eLF1Dmsb9TBhIA5OSugUSS3eZnCokauRerUJ7TgKrCZvAEHPiFu3eJgQQALm58+Ee6g6ZoVBc2ozS7DnmXqqFWdjxvnZPbD6e7zYlRKIUGisw6+MjEWBgxsctWj26G4BDg+YhAiSegsWY4OBoeyIxauHT3AdedXfVRkkq8cOKFNrf7m0KMZww8myhIr2fDNSa+/Q7toC4vR/XnX6Bxxw6DbbyXLoXfiofMyo8mFkchNuZF5F5/HwBw8eJiDBy4rZ1etwF7nmfLMeMMtzOT5fuWM+XnBjyHCI/2jduuhpJKkT1qNGidOMOAlc/D94EHQFFqcDkuEItjIZN1XAOJopRIS38GAwf8BS6XfXGRNipRlFaLujIpVHINfENcu8w40oXL5cA7yBVyiRr1FTKoFCQoikJULz+bzMeJ4+C8OpwYhFJoIM+og7pCCkqmBj/EDYQZQZWW4MaqkqZSBk25FHKKhkuiL2MofXbhM+TUdyynW2+/3pgQMQETIibAL7UIZS++BMksGq4vv9ypOaqKilD18Sdo/s+wurLvww/DZ/m9Fs2PFhm5AvkFX4EkJWhsuoTKyn8RGGjBAGhHg6ZZ0VGRJ2Al1eV9+ftwpVobMO8ucMfyXsutch5zkF24gMK79d1hMf/tgyAyEoB2NTIm5jnExDwHqTQP1dX7UV2zH01NqSafQyLJxPW8DxEf9xoArYFUeLUWtWUSUCQNv3B3cLi2dXG5uPHBF7qjtlQ7J5oCopOchpITwzhjkpy0CaUioUivhapcCkquAT9IDKKNJLW2gqZoaKpkIAgCvBBXuCT64nRDCh49+Gi7fbkEFwODBmJCxASMDx+PQNdA0Go1qj77DHU/bgAA8EKCEXvokMnBpMqcHFSufR/SkycNtvF/5hl4L1kMrru7af/ITkCSMhw91ps5HjXybId2HtkSi8ckVVwDvmnZybboVyBxpvH2naBWXouxW8cyxylLUiDmm5bqpyugaRrlL7+Cxr//ZupcBgxA5KaNIPjtrwgrFOWorjmI6ur9aKhPAY32XVR9+2yAWDgMBVdqUFMiAU3R8A52tasYIFJDobZMCqELD35hboju4w++0CkT4KQ1TiPJSStoioY8rQbqMilIiQr8YFe7MpBuQFM0NJUyEDwOmgNUWJr/iMHdbCKuCMNDhmNC5ASMCRsDTyGb6kRVUoLS556DIlV/+3zUn1vh0rv3zUNpz03TUKSlo/LddyG/ZDhFSuCrr8Jr/jxwTMyRZwkaGs7jwsVFzPH4cbl2k3vOGBY3kjbNAApact2tqgG4lnUT0zSNpJ9ZFe1fpv6CvgF9LXoOc9DU1CBnpL6GUei6dfCYfEenxlOrG1BTcxjV1ftRW3cCFNU6GS4A8Pl+8ONtRH0JHxoNBZ8Q+zKQbkBqKNSUSCD20EoEdOvnb5fzdGJbnGuMTlqhKmmGplYBskmpdbHZoYEEtMQpBYqhLpfi84L1rQwkd4E7xoaNxYSICRgeOrzNvFlN+/5D+apVoJqbW33WvH+/npFE0zTkFy+i4o03ocwx7NILfvcdeMyYAY7QvJQNncXLayCCgxegvFwbk5SZ+QoSE7su673dcMNAIjgWN5AAYPWp1Ux5Xtw8uzKQGv/5F2XPP69XF3f6lFnuXT7fC8HB8xAcPA8kKUdt3XFUV+9HTc1haDRNTDu1ugbVss9BqZ6GX6ib3RoeXB4HvqFuqCluBl/IRXVhMwKjPWw9LSd2htNIcqIHKVFBXSqBpkYOnp+LzWOQ2oPgEOD5uWBa6VjsxxH4Cv0wPmo8JkRMwMCggQZ3GFEKBSrXrkXDlj8Mjt20fz/8n34a0jNnUPH6aqhLS9ueg0iEkDXvwn3iRBAC+9BgSUxYyxhJZeVbERyyAF6eXZPY1S6o0TFi53xj8eEvVV3Cjlw2GP+NYW9Y/BydgVarUbDkbiiuXmXqvBYtQtAbqy26msjluiDAfzIC/CeDotRoaDiLqur9qKrcD7W6Buq6CfALFNs8Bqk9eHwOPAPEaKiSQ+DSBHdfkVNHyYkeTnebEwaaoiG/VgNVcTNomgbf335iK9pD06BAqbQUERExcE0KAMdIGgJlXh5Kn3kWyqy287mZAtfHB8HvvAO30aPsNoGsSlWDE8lseoyxY66Cy7Xf79Si7rbf7wKy92rLr1W1KRXRWW5OO3Js0TH4iHyM9OgalHl5yJum/3eL2rIZLn37dsn51SoSuecrUFmSA5EwHO4+oi45ryWor5CC4BAIiPRATP8Au139ctL12PcygZMuRVXSDE2dApRMA55Pa9eUPcP1FCIYgaDqVVAVNLXZhqZpNPy1A/nz5nfKQOJHRCBi4wYkpKch/tRJuI8fZ7cGEgAIBH7o1XMdc5x80rrpOOyKGwYSYFEDCQAm/DmBKX845kO7MJBq1q/XM5C4Xl7ofvFClxlIAFCe24CmWiWgDoKbt21czZ3F098FCokazbVyVBe2dr07uX2x3ye8ky6FUpFQl0tb3GwiEHa+TH4zBKF1u2kqpFC78sAPdtXTTyIlUlS89Saadu3u8NiRv/8Ol359HSL4+WYCA2egqHgjmpouQ6NpQmHhd4iMXGHraVmXhiK2PMNwqpfOsOHaBkjUEgBAH/8+mBI1xaLjdxRSIkXO8OGgVSqmLuDFF+F73/IunYesSYWGShmaaxXwC3NzuHuFw21xu1XKIRA3wyfU1ZkU1wkA50qSkxY01XKQEjUIHgccsX0qBbcHR8gFIeaBalJBXcUK5ikyMlAwf36nDCQA4Hp5OtxDX5cB/bcw5dzr70MmK7DdZLqCQ2+x5aS7LDZsYVMhPr3AGl0bp2y02NidQXbuHLIHDtQzkGL2/9flBhIA1JVJIGtUtegQOaZx4eLGB5dHQN6kQkOFrP0OTm4LnEaSE0ZziGpSguPumAbSDbgeQpASNTQ1clAqEnW//oaChYugKizs9JjN+/dbcIZdjzZtyUHm+PSZCbd22pKrf7JlgWVisNSUGjN2zGCO/5n7j83SjtAUhdKVL6Bw6TKmTjxkCBKuXTUpjY2l0ahINFbLIW1SQezp2EHPYi8hpI0q1JVLQVPOcF0nTiPJCQCyQQlSogKtocCxQsqRZz54Ge5DQ+A+NATl1RUWH18XjpALcAloqutQ8tgTqHznHdBq8wyCJgc3kgBALI5GTDd2S/ilS0ttOBsr0lTOlu9412LDPvDfA0z5qf5PIdIj0mJjdwRNdTUye/RE0252VTT0i88R+dMmm8XH1VfKIG9WgcsjIBBZfg5vf/IKeo0OQ6/RYaiqse7zw8WVD1JNQt6sQnNd2zpQTm4vnEaSE6irZCCbVOC4CSzuVsouzMWmnb8xx2nXMy06fltw3QVo/GcLpMlHLTKeMj0DquJii4xlS6KiHgWHo91x1NB4DlVV+2w8Iytw7H22POBeiwy5v2A/LlVpBUPFPDEe7P2gRcbtKI27diFn1Gi9urjTp+AxaZJN5gNoN0PUl0shbVTB1dPywdr5RdexfffvzHFOnnWfHwSHgNhDAGmjEnXlUquey4lj4DSSbnNoNQmyXglKotYLdLYUr3/1LjSkBkF+gQCAtOsZFj/HzXBc+RDEWFYTqHn/AYuOZytGjTzLlK9eexwqVZ0NZ2MFLujECQnNT/9Sp6jDc8eeY46PLDxi9pgdhVapkDdvHspeeJGp816yGAkZ6RbN/dcZ5M1qyJvVUCtJiNwsvwr96TdroCE18PfVPj+yu+AlS+wphLxJDUm9Ehp1+2lYnNzaOHe33eaQUg1oNQnwCBB8y9rMJy+n4N/j/yE2ohueuGsFnv7gJaTlWt9IIjgEhPE9EfTRX3Dp7g2+vwg0TWsTnlIUaIpiyqAo7Wc3yhQN0GyZpkhUlihRruTDMTKgGYfHc0X//ltw8aI2oPlE8iCHSVvSLtIatjz2FbOHo2kaY/4Ywxz/NOWnLs/Lprx+HXnTZ+jVRW39Ay5JSQZ6dC3yZhVUCg2ELjyLawtdSE3B4eT/EBXeDUsXPoS3P34Z2XnWf37w+BxweQTUChLyZjXcfRwzEN2JZXAaSbc5lFQNSkmCsMKOlNe+eBsA8NbjryLQNwBA16wkAQBHyANoHsARgevl1aG+NEWj/Hojci9V4fqlWsgaVYjo6Yte1plql+PtNQhBQXNRUaFVjM7KWoWEhHdsPCsLkKyz3X+I+TIHb55+kynPjpmN/oH9zR6zI1R/+RVqvvySOeb6+SH2wH5wXOxHw0wu0a4iWWNH28frtdfkM4+8Aj8ffwDWd7fdgC/iQq0koZCoHUoU04nlcRpJtzmUVA1aRRpVqO4Mfx3chfNpFzGsz2DMHDMVTVKtQFtWQS40Gg14Vg4y5Qi5IBtVoKSmBW0zhtGFKly/VAVZo6r9Tg5Mj8QPGCOptGwzgoPnw9Ozn41nZSanWYMCLua5oVKrU7E9Zztz/PaIt80aryOQEimyhwwBSNbVE/jKK/BZZn/B9gqJGioFCXcfy8Yj7Tu8G1fSL6F/0mBMGDUFkpbnR15h1zw/+EIu1EoN5JJb+zngpH2cRtJtDiXTriTxLBhPoFKr8MZ6bULVd598HQDg4eqOsMAQlFSWIbc4HwnRcRY7X1sQAi5oJQlKrgFN0m2KY95uhpEuBMHByJEpSG5JW3L+wgK7T1tiFHk9Wx7+P7OGkqlluGfPPczx0YVHu8wdKT2TgqLly/XqYg4egCAsrEvO3xFIkoJCqobGwitJarUKn323FgDw/GOvAQDcXN0RFBCCiqoyFJbkIybKus8PvogHebMcCsktLJXhxCScRtJtDK2mQClIQE2BsOBK0vfbf0J+aSHmTZiJQb1YF0WPbgkoqSxDWm66npE09dH5SL50us2xcv65xAR9dwSCxwE4BGgVCUrGBqXfzobRzQgFfujZ41OkpT8DADh5agxGjzpn41l1kpRv2fKIp8wa6o7tdzDlD0Z/AF8X60ej0RSFsudXomnPHqbOdfgwhH/3nd2mvlFKNdCoSBBcgGvBRNhbdvyMkrJCTB43E0k92OdHXHR3VFSVIft6hp6R9PferXjtvWdbjbNh3VYM7je8U3PgC7jQqCioFCQ0ahI8vjMu6XbFPu8+J10CrdEGMdOENtjZEjRKmvDBxs8g4AvwxmP6wbMJ3eKx//RhpF3PxPxJs5n6T194j3HH3eD5j16FWqPplIHEwCMAigalJlGZ0+A0jNogKGgWiop/RHPzNajVdSgq2oCIiPutes5TuTUorjeuaPzHuaJWdZHuwFAfGRCQ0LrD0ffYsqtfp+f2U9pPaFQ2AgB6+fbC1OipnR7LVNRVVcgdPUavLuzrr+A+frzVz20OGjUJiqQtaiA1S5rw7S/rwOcL8PTDL+l9FhMdjxMpR5CTl4mpE2a16vvzVzvA5bBziYmK7/Q8OFwCIACKpEBqaPAcW2PXiRk4jaTbGJqiAQoWdSV8tOlz1DXW4/G7HkJ0qL7gXmJ0dwCtg7cTovUfZvVNDbiWm4GXH3wO5pJyvgrF/xRA1mzesnlRWi02rDxh9nzsEuJpRE7Rav/k5L6Loz94QiMPsNrp5GoSUmXrrdWPgQ2QLdyQ0+rzWgGBdHUDQGRpk9byhACHp92pKGvZ+s9zATr5PZE0hQalF5ZBGzDsK/LBhmPW/c5ppRKkRAIMZ408no8PsJcA9tr39UZTgMCFC1dvIfzDzZdbAIDvf/kCDY31WHrngwgP0X9+xLY8PwwFbycl9rNorBJBaP+NTuXt2xunkXQ7c2NbvIVspOKKEnzz5wYAwLHzJzFpxWy9zxslTQCA9Ha0TnYf2wu1Ro35E1u/LXYIAsjKaTRvDB3kZhpa9kze3rfQbao2fix07AvI/PMbgLaei8G1ExcdrQTk8NIekACUNIAb30lLvQqAqvPfkxjsj73cTKV20+AAAg+9GrVE0wXntQwKqRoUaRkjoryyFL9t1z4/Ui6exNLH5+p93tzy/OiqHW4EQYCmaYv9+5w4Jk4j6XaGIFpelywz3FvfvA+FUivlfy033WC7wvJiNEslcHd1a/Pzvw7uQr+EJHQLizJvQjQQGOCCqmo5aOdzziiq5mBUX50N/947AQDhoz9F8bHn2+nl5HaHwyUsJiK57vv3oVQpAQDZRqRCSiuKIZVJ4CrWf36Mnz8QjU316BYZh0eXP407xs4wMIJp0KBBEITF9Z+cOBZOI+k2huAQWs11C1gQqVlX8cd/fyHQNwCp207B1aXtXVJ9FgxHXkkB0vMyMaT3wFaf1zTU4tj5k1j96Ett9O44kyeEgY72RFF+E3IvVqEsu6FT/9yInr6Y+WQfi8zJfhmPw0f2gKbVcA3MwsK3NfD3v6P9bp1gQ3I+3vrHsCF9M6tn9sB9fVyBj0zc1eQaACTOABJnAVGjAK7hR93BwoN45qg2eF3IFeL8PedNnldHoGkaNV98gZqv1zN1vMBAxPy3DxyR42nxNNXIkXuhCk21crPHysi+hn8P7ICfTwD2bE6G2MDzY+riESguLUROXhb69tKq6vv7BuB/D72IpB79oFAq8Ne/m/Hs64/g83d/xPhRkzs9J5oCCI72Pye3L86v/3aGS4AgOFplaTMNpde+eBs0TeOl+58xaCABQFxkLADDOdx2HdkDDanBvDYCMzsMSQMcAq5eQvQaE4Y5z/TH8vdHYszieIR298KtIDJtaUaPYg2EK1cfhVpd32a7mprDqK093unzTO0d1LH2vYI79mslrQLObwB+mYPks+twrPhYm83qFfWMgQQAxxa13c5cSIkEmYk99AykwNdeQ9yxow5pIAHaHW0El7CIO+rj9e+Apmk8svxpgwYSAERHaJ8fOTrK2yMGj8WKpU9i6ICRGDt8Ij5/90f0TxqM73/9otPzoVqeiRwOAY4FA9OdOB7Ob/82hiPgghBwQPC5oFWdz1G0/9RhHD2fjJjwblg++26jbeMjYwAA6QbSk/x1aDcG9RqAiGDzdGFokgZIGgSfC46YdQeIPQROg8kIPJ4b+vdjE4oePzFQz4AmSSWyst9C6pWHUF7xV6fPE+zpgoGRpgk+Doz0RpCnqHOv9AOWY5eqEk8cfgJrz66FimR3NtI0jdF/sAljN07eCFe+a8fP0Q7S06eRPXCQXl3soYPwucf4vWLviFz54Au4oDQ0KJLq9DgnzhzGmQvJiAyLxoIZS4y2ZY0k43FJ40bcgUwjLv/20KhI8Pgc8IRc8C0stOvEsXAaSbc5HDc+OEIOaGXnHnIURWHVV9rdQKsfebHd3SXxLStJ19qIOaiqrUbypdPmB2wDoFUkCAEHHBeuVjOpDZwGU9t4ew9BUCAbdJ+V/QYAQCrNxfkL81FS8hMAoKbmCCiq83IK03oHm9RuelJLu45+Mf6JUE18E8dLtStev2X8hiX/LkFeYx4A4N2Ud5mmM7rNwMCg1u5fc6ApCiVPPY2i+1hJBddRo5CQdg380FCLnssWcPkcCFy44Ak4ULexW9EUKIrCJ+u138P/Hmr/+RHd8pJlLGbJEtxIteLiZvmk304cC4I218/ixKFRFTdDnlEHWk2C52fbnFDfbduI5z9+DZk7zyMkwLQfUENoGpSAhoIo3huiuI6lqJA1qZB3qUovhun2iElioWkKh4+w8T+RkY+guPgnUJR+/EnfPhvg6zvm5u4mUd4ox7D3Drfb7szLE7QrSYpGYG2EaYPzXIAVR3FCVY3HDj2m95GIK8LdiXfjx2s/MnWpy1LBsWDwibqyCrljbtI+Wv813MeNs9g57IHijDoUpdeCx+fAzds+3IY0TWPp43NBUSR+/2Z3p8ZoqJSBJ+Aiuo8fAiI92u/g5JbFGbh9m8Nx1a4kqe0gR9H2g7swrM9gsw0kQLuSxHHhgePa8Z03Yg8Beo4ORc9RIZA2KpF3qdJsnSVHgyA4GDniDJJPDgUAFBZ+02a7qur9nTaSbrjczhe2HfcE6LjagI6526Z9AAQk4NCpLa0+UpAKPQPpyMIjFjWQGrb/hfJXX9Wri085A66np8XOYS+I3PjgCbiQ1CtsZiQ9s2oFeif2RXxMIlQqFbb/uxmpaRfwxXsbOz2mWknCxV0AUSeeH05uLZxG0m0Ox5WvTUmipkCTFAiubTyw5dUVOJ16Fh89Z342epqmUVdZigOnvtOqbhPaOpqitP+nKSZYnaYpgGqpo+mW+taux6HzFgGwbr4oe0OuKAKHIzDqUqupOQiafgsE0bm4jWm9g40aSYyrDTDdSOq1AOi3FCRF4kjxEaNNBRwBSppL4OfSeZXuG1AqFfLnzoPq+nWmzufeexHw0otdlvutq6AoGiWZdTj8cyakDUpw+RwERLiDY4PnR2R4N2z/ZzMqq8sBAAlxvfDV2k0YPWxCp8YjSQoaFQW+kGsxeQMnjovTSLrN4Qi54LoLwBHzQEnU4HpaNpu3qQT7B6HpdKlFxqJkGhSUpUIqbbDIeAAQN2SExcayd2iaREHBeuTlfw6taqNhVKoaNDZegpdX5+J5pvYOMioFMLVXB40k72hgxqcAQSC1KhV1ijqjzVWUCsv3LcdjfR/DA70eAJfTOWNPkZWN/Nn64qlR27fBpWfPTo1nj1AkhYKrtTj8SwaUUn3BS1JNoaZEioBIyyhvd4SnV7yEp1dYRjIEAORNKghdeRB7CiAQOX8ib3ecV4AT8ALE0NTIoa6Vg+MhcPi3XqpZhZiEwSiuTUdtRbHZ43kFBsM/MtoCM7N/FIpypKU/h4aGFJP7VFfv77SRZMzlpudqA9o3kjh84M6NgEgbQ3Ko6JBJcyBpEl9c+gJnys9gzcg1CHI1XZ6ApmlUf/oZar/7jqnjh4Sg255/HXZrvy6khsL1i1U4tCkDlIH0HG7eQoR290Yn7Uu7gqZpSBtV8AoQwyfY8jsdnTgeTiPJCXi+LuC4CYA6BWi5BoTYcZeYaTUJWknCLzwcS97+CMe3bkLqgb1mjRk3ZLjDG46moN29tggaTUOH+lVXH0Bs7Mud/hsZcrnpudqA9o2kO94GQvoB0P7YmWok3eBcxTks2L0AP437HjGBie22J5ubkT1osF5d0OrX4b14cYfOa29oVCSyUipw9Lcsg238wt0wZnF3BEZ7QK0gkXW2ApX5TdCoSfD4jmstKWUaEATg4i6Ap79tN7I4sQ+cRpITEFwCPH8XaOoVIJtVerpCjgbZrAbHjQ+ejwgCD1dMfPBxhPfsg/3ffg6V3HjmeUPEDRlu4VnaJ2JxDOLjXkNW9mqQpNTkfnJFESTSLLi7JXTqvIZcbnquNsC4kdR9GjDkEeYwuz4bpZKOuW9d+a54OfF/IB58AcrPP4cw2vDqoeTkSRQ/8KBeXezhQ+CHhHTonPaCSqFBxslyJP/ZOrHwDULivDByYRz8wtz0DGKBCw8evi5oqlFA2qiCp413yZqDrFEFsacQ3kFim8RXObE/nEaSEwAAP0AMdZkEZL0ClJIER+h4b4O0hgIpUUEQ7AZeIKva233YSATFxOKfdR+gIje7w+N6Bzm+po0pEASB4OC58PIagGtpz6Kp6ZLJfaur93faSGrL5dbK1QYYNpI8QoHZX+npKHV0FSnJPwnvjXwP3DfWoSknF2XPPY+oLZtBCPR1cmiSROnTT6P5wEGmzm3MGIR9/RUIrmPdM0qZGlePliBlV77BNpG9fTFifiy8g4y7nnxCXFFfIUVNiQRuXkJwHVClWqXQQCnXwCtQDG+nq81JC04jyQkAgOPCA89fDFKqhqZGDn6Iq8O5mDQ1cnDdBOB5C1sFoHsGBOGuN99H8pZfcH53x5Siv3rgLgDAoNkLMHDGXIg9br2t3Lq4uERgQP/NyC/4EgUFXwNoX2i0uno/ukX/r9PnvNnl1srVBrQtJklwgfk/AmIfvWpTjSQOwcGKpBV4OOlhSHb9g/I9ewAAivR0VH36GQJffIFpq66oQO5YfZ2j8O++hdvo0XAU5BIVLh8owsX/igy2iRsYgKFzYuDRgRUhN28hPPxcIGtSoaFKDt8QxzIyaIpGQ6Ucnn4u8A4SQ+ji/Gl0osUpJumEgVZTkF2thqq4GYSAC56P4wSeks0qkE0qCMLcIO7tD46Rh1z+pfPY+9UnkDc3dfp8fe6YjqHzFsHN26f9xg5MfcM5pKU9C6WyrN22w4cdgYuLiWKPN3GzsCQjIHkzb3prM4/eYPxrwOiVek2Km4oxbce0ds8Z7BqMtaPWon9gf6iKipA/Zy4omb5LNvz77+A2ahTq//wTFate1/ss/mwKuB72LzQobVTi/J4CXDtm2P3YY2QIBk2Phpt353e3KqRq5F6sQnVhE9y8RRB7OI5adVONHGolicAoD8QMCHDouConlsVpJDnRQ1OngDyjFupSCXhBrg7hdqM1FFRlEggCXSGM9YIgxK3dPs11Ndj7xccoTr9qsI2rlzeWvv85zu3ahgv/7jTYrsfo8Rix6B54+AV0av72jlrdhKysVais+sdou9jYlxEZ8aDRNgCgkssgb26CrKkR8uYmKJqboVGr8eJZDTIagURP4P3BPPD4fIjc3eHi7gGxhydc3D0g+DAcoFq2n0ePAZbuwM3bqjZd24SPL3xsdA5To6bitWGvwUPgAVqtRsE990CReqVVO66vLzgiEdSlrIHhc//9CFj5vF2vtDbXKZCyKw9ZZyoMtukzIRz9J0da1JipLm5GSUY9asskCIh0dwi3m0qhQW2pFP4R7ohO8uvQCpqTWx+nkeSkFYrcBigLGkE2KsEPcQPBsd8fA5qmoamUgRBwIYxwh6iHr8k/XhRF4sz2P3Bm+2a0dRv0mTQNEx9kU1rIJc24uGcXzmzfbHDM2EFDMfru++AdfGvFMdE0jYqKHS1B3W0HwHt6DsDAAVvb/Eze3ITakiI0VlVCrVRAJZdDpZBDLVdArZSDJEmUKASo/H97dx4kV3XfC/x7b/ftfZ2Znn3VioQWFrEYkABJGIODFyWp+GEWg3FCYqfsR/JevcQO9RLbCTwnwRAbjFkcXrAhsY1jsDFYyAQZswgEQiCBpEEzoxnNPtPbdN/uu5380dIgoduz9qz6fqpUUk2fvveMSur+zjmnfz/DiSqngXqPBofDAcXtheL1wOXxwuX1Yt3LN0AWBoSvAtKfvgQEq0651/VPX489A3ts5+Fz+vDVC7+Ka5ZcM/rvpP/uuzF0n31F8Q9r+dkT8Kwa/5NvcyHRl8VLT7Si7a3BomM2fLwZ6zc3zFglaWEJtO0dRO/hJAzNRNk837a3TIHBrjQCEQ9qloVRf8biXhmmyWNIolMI3UL2nUHoR0cgDAvOKt+8DEpCCBiDKmAIKLX+cbfZiunc/zZ+ec+3kImfXHjwD772DTStPcv2OflsFnuf+xV2/rB464PGtWfh8htuQUVj86TnNF9lsx3Yt/82pFJ7bB6VcMklr8DtKlSvtiwTyf4+DHV1Ij04gEwyjmwyAUPToLg9cHk8UDxeuDxeOJxOQJIgyRKEJQAhYBpGIUjlVGi5HPR8DitzO1Gj7Uf3kpuAZVtQXt+AcGUV5GOrSYPqIDb/x2YInPqytq5iHe7YeAcaQg0ffD+vv46OG24ErPHPXa18aw9k99wUWy1m6OgIXvzxIXS9V7xq+Ue2LcWajXVwzdI5m3xWR+vufgx2jcChyIhUeudlULIsgeHuDBxOGbHGIJaeE+M2G52CIYlsmRkd6v4hGD0ZCAg4K33z6oVOCAFzKAehmVCq/fCcUQbnNHpHZVNJPHPvXWh783UAgCcYxJ/e/yjkCXxiSc/lsO+FHdjx8H1Fx1QvW4EtN92KqqXL59Xf41RYlo62tnvQ3nEf8KEwcsbKb6C29jMYPtqJ3vcPIZtMIJOIQ02n4AkE4Y9E4fb6IMmT34YRloW8mkUmEUduJA1vMIRAtAzeUBjVS5ejrK4BPz74Y3z9la+f9DxZknHL2ltw6/pbocgfrKCYySQOf+pTMHqKb0mNcjrR/Nhj8K5dM+l5l5IQAv0daex8/CD624ufqdv0mRU446IaKK65edNPDanoeGcIQ10jUDwOhGPzKygJS2C4NwtJAirqAmheXwFvYOGcoaLZw5BERZkpDep7QzB6MxAW5s2K0ugKkm5BqfLDvSIKpQTnCIRlYffTP8dvf/QIVm+6HFfe+uVJX8PQNBx4+bd45t67io4pr2/E1s//GepWnTmv3jgmKx7fhX37b0M+3zP6tWjkYoTFlxDvOYp4bzcsw4A/EoU/EoXDWbotHtPQkUnEkYnHIStORGvqEK2uxZ2DD+Dl3ldGx1X7qnHHpjtwbtW5Jz1fCIGjt92G9K+emfA9laZGtPz0CTgCs/vJLSEEeloT+K8fHUS8p3j9qi03rsKyDfPn0HGiL4sj7w5h+GgGTrdj3qwoHV9BkmQJ5bV+NK+rgH+O2jHR/MeQRGMyU3moB+Iw+rKwNBPOmBfyHP10ChQOaRuDKiAApcoH9/LSBKQT9bYehGWZqF0xvbMnpmGg9bVX8Oz37oaeU23HBMorcOUf/zka1501umW0kOh6Eu8d+Br6+wsfnYdwwDX4lxgZzCAcq4Q/Wjajb4xCCGTiw0gO9MNZFsD/0r4L81i/uSubr8TfXPg3CLtPLdmQeOJn6Pnrv570/cKf/CRq77xj2vMej2UJdL07jOcffQ8j8bztGMXtwOYbVqHlrAo45mnhw0RfFp3vDRdCiQREqnxzephbz5tI9GXhdMkoqw2gaU05AxKNiSGJxmWOaMgdGIYxnIcZz0EOu+EIz36PNzOtwYjnCrWQyj3wLI9Oa4ttNlmWifa33sCv7/+XU84+Hef2+3HlrV/G0nMvmNA233yhaxr2774bg9l/hRU/C3LyIkRrGuB0zd72haFpGOrpxLN4Db9V9uGWumvxuY1fhGIzB62jA4c/9WkI1T64jqf2/92J8Cc+Md0pn8IyLbTvPdZANmvYjvGFXbj8ujPQeGY55HmwqjsRqSEVnfuHkRxQkU1pCMe8s14eQAiBkXgeI/E8guUehGNeNJ1ZDm+QW2w0NoYkmhBLM6G1JaEPqDAG1MI5pYrZWVUShgVjSIUwBJQKL5zlHrhbwgu2fYqwLHTufwfPPfhdxHvsa9dIkoyrvvg/sfzCS+BU5u/3qedzaHvzdQx2HUGy/yjCFbUzvnpUzPFVpcGBblRU1aGivhEtZ2+A4v4gSAtdR/u1n0Xu7eKlH8Yi+3zwXnUNYv/nr+ANTn8FwtQttL7Rjx2PvFs4sG4jUuXDZdeuRO3yyLzY7p6KXEZH98EEkgMqEv0ZOJTC9ttsrCrpeROJ/iwkSUKk0odotQ81yyNzdl6LFhaGJJoUfVAtlAcYzsNM5CD7FchB14zUUxK6VSgSOaIVVo/KPHA1BKFU+xfsm8WHCSHQc+gAdjx8H/rb3i867oovfAmrNl0OxTV/tgb0fA7vv/4qhro6MTI8hIqGJiieuV/Z03M5DHZ2IFBWjvL6BizdcMFoUOq/69sYuv/+SV3PEY0isGUzglu3Ilu/FtsfOYi1l9dj/eaG8Z9sYyINZGONQWz6HytQ1RyaF+d4SkFYAoNHR9DXnkLq2KqSL+yCP+yakXNUWs5ANqlBHdERLPcgVO5BzdIIIie0LCIaD0MSTdroqtKgCiutwUxrkJwy5JALsl+Z1ou6EAJCNWCmNIi8CTmgwBEsBKSFvHo0EUIIDHS04b8eeWDMIpeX3XAL1m7+KFzeuXuxNzQN7+/ehYEjbcjE44g1Ns/q9tp4DE3DwJF2+KNRxBpbsPTc85HfswdHbvwcMIGXPKW2FsErtiK4dSu855wDyDL2/qYLLz3RCssUqF0ewaf/4pwJz0fLGdj/Yjd+95PWomPqVhQayJbXBRZNMLJzfFUpNaQik9SgpjW4PA74w264/c7pvX5YAuqIjkwyD1O34Au74Qu5EK3i6hFNDUMSTZmZ1qD3ZWEMqbBGdJhpDUIzIXmckNwyZJcDktsBaYxDpcISEHkTQjNh5U2IvAnIEhxBFxwBBY4yD5QqHxxh96J+47AzdLQTOx99GIffeK3omIv+8LM4+2PXwBMYv8p4qQjLQuvuVzHQ3ob00ABijS3zKiAdZ2gaBjraEKyIoSJWCen/fgNGb1/R8e7ly0eDkXvVqtF/b7mMjh2PvIv2vScUaZSAm+68ZMyzNfmsjr3Pd2HXU8UbyDavLcdFE2ggu9gcPyM03J1BakiFmioEG2EJuLwOKG4HFLcTitsB2VH8/71pWNDz5ugvTTXgdDngC7vgC7oQjnkRrfHzcDZNGUMSTZulmTAGVBgDWZgjOqy8UQg+eQtCMwGHBDikwpuOhEJpHSEKZzAMAcklQzoWqGS3A7JPgTPmhVLpg+xho0kASPb34sXH/w3v/e6FomPO+8TvY8M122a8AW/f4VZ0vL0Hw0c7EWtqOenMz3yj53MYONKG2hdegbLn1LYj3vXrEfzoFQhu2QJXc/Mpj3e3JrD9oX22nzC79NqVWLPp5MrqalrDm9uP4M1fj9FA9rwqXPjJJWx/cYymGhjuySDRl4Wa0aGrJnTNgJ4zYWgWZKcEh0MqFBuVCguBQghYhoBlCjjdDrjcDigeB1weJ7xBBdFqP6LVPji5ckTTxJBEJSMsASujw8rohbCU1WGpRiEomaJQBdkCIKEQmBwSJMUB2eMonG069ssRcEEa46fH0116eBCv/ORx7N1RvMbP+iuuwoXbPoNAWXlJ762mUzj46u/Q+/4hhGNVMx7ISiGbSsLa/hyiz78IOBzwX3ABgldsRWDzFihV9v32LEvgjWc6sOsXh0/qp3ui+jOi+ORXzi40kP1lO97ZOUYD2Y21OP/jLfBHuKJRjGVayKYKZ4hyaR1qRoOmmtA1E8IUsI4dbJeOvX7IDglOlwNunxPegAJv0AVPQIEv6Fo0ZxZp7jEk0YwSpgUra0Do1ujqkSRJgCxBckqQvQokZX7WeFkIsskEdj35U+z+xc+Kjlm18XJc8kfXIxSbXgNeYVk49NrL6Dl0AJZhoLy+cVrXm01DnR3wtHWg7LLLsOKyrWNW/M4k83juB/vHbPUxEeu3NuCcj5a2gezpxtBN5DMGTMMqhCQBSHIhJDkUGZ6AMm9rRNHiwJBEtEjkRkbwxq9+jpd/UrwB79INF2DTZ29GWe3kG/B+sM3Whaolywr91hYI0zDQd7gVZfUNaFqzHlVLltmOO7J/CM/9YD/UtD6l+5z38Wasm8EGskQ0uxiSiBahfDaLvTuewc5HHy46pnHNOlx2wxdQ0dg87qF4PZ/D/t8+j773DyG0QLbZPiybSiI10IeqpcuxeuPlJ52lMk0Lu55swxvPdkz6uhdtW4YzN9XCxfNzRIsOQxLRIqfnc9j3wm+w46F7i46pWrIcW26+FdXLVtgGpr7DrTj8xmvIJBOobGqZyenOqP6ONvgjESw5+7zR1aTUkIrtD+1D7+HiDWOLkZ0SPv+tjXB5GZCIFiOGJKLTiKHrOPDSzjEb8JbV1mPrF76I+jPOhCTLEJaFd3/3Ao4e2I9gWcWCXEU6LptMIB0fQt3K1Vh18aVo2zuEHY+8C021bwMyEVfcvBorzq8u4SyJaL5gSCI6TZmGgfd3v4pn77sbmpq1HROIluHiP7oeajqFoaOdqFm2ckHXqxKWhZ73D6Kstgmp4WYceHV6h7MBYMlZMVx169oSzI6I5huGJCKCZZnoeOtN/Pr+ezBi04BXkmWs/MhGNKwufRj45j3fwX889UsAwPbHHkVlRWnLFnxYcqAPXQfCGO4NleR6TkXGzf+4EcoMtOYhornFjXQigiw70HL2BvzJ9/4/hGWh6719eO6B72K4uwtAYQWmrLa+5Pdt7+zCE09/UO/pUFv7jIckfyQKh3MQQGlCkqFb6HhnCMvOnV6JBSKafxiSiOgkkiyjYfVa3HTX95Do68Hup3+O/rbD8EeiJb/Xtx98GIZpIlZWhoHhYbS2t+Hi884t+X1O5FRcCMdUVNQn0bhmPXyRsmM1vI71DhQn/H6sNo/ACX8+aUzheaGK+Vt1nIimjiGJiIpS0ym4fX7ULl9Z8mu/8fY7eP6ll9FUX4frtn0a37znOzh4uL3k97Hj8XngcI0gEDFQvSwyK/ckooWHIYmIilLTKehqDm5/6Ruw/vP3HwQAfOWWm1ERLaxSHWor3gy2lBSPF/lsBtl0clbuR0QLE+u5E1FRaioFPa/C5SltM9ZnX9iJt987gLPXnInNF1+EJU2FFidtRzphmGZJ72XH5fFCz6lQU5OvjUREpw+GJCKypeVU6PkcDF2H4i5dY1Zd13HPQz8AANz2x7cAAAJ+P6pjMWi6jiNdxRvFloridsPQdej5HLScOuP3I6KFiSGJiGwZ+TwMXYfDqYzZEHay/v2pX6CrpxcfvXQT1q06Y/Try5qbAAAHbbbcdMPA93/4GK6+/iZsuPoaXHXdjXjosX+f8hwkWYbDqcDQdRj5/JSvQ0SLG88kEZEtyzQBy4JcwoCUzmTwwA8fh6I48eXPf+6kx5Y2N+HF115Ha1s7cNmlJz321Tu/hT379uPW6z6LhrpaHO3pxVAiMa25SJIECFH4PomIbDAkEZEty7IghABKWGH7wR89jkQqheu2fQr1NTUnPba0qbCSdKit/aSv73x1F3a8+BJ+cv+9aGlsAACct37dtOdyvOWKZVnTvhYRLU4MSURka7T9SImK8vf09+Ox/3wSALBrz1u48St/cdLj6UwGwKkh6clnt+P8s9aPBqSSOfZ9SfLCbbNCRDOLIYmIbMkOR2G1pUQh6V8efgR5TQMAHDxc/KP+3X19yGSz8Pt8AIB3DhzEpR+5AN+85zt4avsOSJKEyz5yAf7qS3+GUDA45fkIISDJMmSZ7USIyB5DEhHZkmQZkuwoyZmdd1tb8fRvnkdFWRRP/evD8HntK1T/3o03o7O7B63tHVi/ehUAYDA+jCd//RxWLl2Cf7r9q4gnU/in+x/A7f94F779t7dPeU6WaUKSHZAdDElEZI8hiYhsefwBOF0uCGHBNAqfcpuqu77/EIQQ+JPrri0akACguaEBnd09ONTWNhqShFVo//Htv70dkVCh35rbpeAvv/736Og6iqb6uknPx9R1CGHB6XLB7St9oUwiWhxYAoCIbMkOB7yBABSPF5o69VpCL+56Da++uQeNdXXYdvVVY45taSg00T3xXFIwGMDylubRgAQAG44d3G470jmlOWk5FYrHC28gwJUkIiqKIYmIivIGQ1A8nikXXLQsC3c98DAA4M9vuhHOcQJJS0PhcPahE84sLWloKHouaqqHrrWcCpfHA28wNP5gIjptcbuNiIryBkNweTxTbt8hyzJ++sB9Ex6/7eqPYdvVHzvpa5ecfx7u/+GPEE8mEQ2HARQ+HSdJEpY1N09pXnouB284DG8oPKXnE9HpgStJRFSUNxSG69h2W6k+5TZZf/B7VyPoD+Art/8dXnjlVfz82e34h+/ci49v2Yy66qpJX08IAU1V4XJzJYmIxsaQRERFeUMheAJBOJxO5EbSczKHUCCAB791BzweN/73N/4B//z9B3HFxkvwtS9/aUrXy42k4VCc8ASC8IYYkoioOEnM1Y+HRLQg9LQeQNubu6GmU4g1Ns/1dKZt4Eg7vMEQWs4+FzXLVs71dIhoHuNKEhGNqbyuAb5wGFpOha4t7GawupaHllPhC0dQXlfiCt5EtOgwJBHRmFxeH8KV1fCFwsjE43M9nWnJxIfhC0cQrqyCy+ub6+kQ0TzHkERE4yqvb0AgWoZsMg7TMOZ6OlNiGgayyQQCkSjK6xvnejpEtAAwJBHRuILlMQQrYvCGwkj0ds/1dKYk0dsNbyiMYEUMwfKKuZ4OES0ADElENC5JktCwei0i1TXQ8zlkU8m5ntKkZFNJ6PkcItU1aFi9FpI0tSKURHR6YUgiognxBkOoXrIckepaJHp7Fsy2m2kYSPT2IFJTh+oly1kbiYgmjCGJiCassnkJItU18IZCC2LbTQhxbJsthEhVNSqbl8z1lIhoAWFIIqIJk2R5dNvN0DUk+nrnekpjSvb3wtC1D7bZZL7kEdHE8RWDiCbFGwyhYfU6VDQ0ITeSQmqgf66nZCs10I/cSBoVDU1oWL2O22xENGlscEtEk1ZWWwfL0CGEwOCRdghhIVxZPdfTGpXs74WaTqGisRkNq9eirLZurqdERAsQQxIRTUlFYzOEEJAkCYNHOmAaXYhU10CWHXM2J8sykejtgZ7LIdbUgvpVa1CxCFqpENHcYEgioimLNbVAdjohyTLi3d3oO9yKaE0dPP7ArM8llxlBvOcoXB4fYs0taFyzHmW19bM+DyJaPNjgloimbWR4CJ3vvoNkXy8SfT3wBkMIV1bNyqqSZZlI9vVBHUkhWl2DUGU1GlatQaCsfMbvTUSLG0MSEZWEaRjoaT2AgfY2JHp7oOWyCJbH4AuHZyQsWZaJbDKJ9NAAXF4fIlU1qGxeguplK+BwcpGciKaPIYmISur4qlJqoB8j8SFo2Sz84Sj80SgUt2fa19dzOYwkhpFNJuDy+RCIliMUq+TqERGVHEMSEZWcaRiId3dhsOsIMokEMvFhZJNxON0euH0+uDxeuDxeOBRl/GvpOrScCi2nIp/Nwsjn4AtH4Y+WwR+JoKK+EdHaeq4eEVHJMSQR0YxKDw9iqKsTyb7Cx/I1NQstl4OeUyHJciEsOZ2QJBmQAAhACAumYUDLqRCWBcXjhcvjgcvrK5x3qqpGeX0DgmVsVEtEM4chiYhmhZ7LITnQBzWVhJpOQR0ZgZHPQcvnIAwDlhCAEIAkQZYkSE4nXG4PnG4PvIEAvMEQvKEwwrEqKJ7pb9sREY2HIYmI5oRlmsiNpKGmUzANA5ZpQlgWJFmG7HDA4XTCGwzBEwhCdsxd7SUiOn0xJBERERHZYO82IiIiIhsMSUREREQ2GJKIiIiIbDAkEREREdlgSCIiIiKywZBEREREZIMhiYiIiMgGQxIRERGRDYYkIiIiIhsMSUREREQ2GJKIiIiIbDAkEREREdlgSCIiIiKywZBEREREZIMhiYiIiMgGQxIRERGRDYYkIiIiIhsMSUREREQ2GJKIiIiIbDAkEREREdlgSCIiIiKywZBEREREZIMhiYiIiMgGQxIRERGRDYYkIiIiIhsMSUREREQ2GJKIiIiIbDAkEREREdlgSCIiIiKywZBEREREZIMhiYiIiMjGfwODGlYp9zCTlgAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 4), dpi=150, tight_layout=True)\n",
"\n",
"visuals.promethee_I_graph(Fp, Fm)\n",
"plt.savefig('images/promethee_graph.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f6730ff5",
"metadata": {},
"source": [
"# Visualization of many correlations\n",
"\n",
"This function could be used to visualize the distribution of the correlations of many rankings. We will provide only a simple example to show how to use them."
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "dcf01f4a",
"metadata": {},
"outputs": [],
"source": [
"data = np.array([\n",
" np.random.rand(100),\n",
" np.random.rand(100),\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "6d0c4ae9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 4), dpi=150, tight_layout=True)\n",
"\n",
"visuals.boxplot(data)\n",
"plt.savefig('images/boxplot.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "535d7dd8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 4), dpi=150, tight_layout=True)\n",
"\n",
"visuals.violin(data)\n",
"plt.savefig('images/boxplot.pdf', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c9cd5852-689f-4233-8418-481fdf178dbe",
"metadata": {},
"source": [
"# Another example on rank reversal"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "43a92ee2-4efe-4730-bdb1-389b47fa8af9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pymcdm as pm\n",
"\n",
"# Ensure the same result each time\n",
"np.random.seed(1)\n",
"\n",
"# Generate random decision matrix with 10 alternatives and 4 criteria\n",
"matrix = np.random.rand(10, 4)\n",
"# Set equal weights for all of the criteria\n",
"weights = pm.weights.equal_weights(matrix)\n",
"# Types of the criteria: two profit and two cost criteria\n",
"types = np.array([1, 1, -1, -1])\n",
"\n",
"# Create method's object\n",
"waspas = pm.methods.WASPAS()\n",
"\n",
"# Use leave_one_out function to produce the input for the visualization\n",
"# in order to analyse rank reversal for this particular case\n",
"rankings, corr, labels = pm.helpers.leave_one_out_rr(\n",
" method=waspas, matrix=matrix, weights=weights, types=types,\n",
" corr_function=pm.correlations.weighted_spearman,\n",
" only_rr=False)\n",
"\n",
"# Create the visualization of the changes in the rankings.\n",
"# kwargs are used to tweak the appearense of the visualization.\n",
"fig, ax = plt.subplots(figsize=(8, 3.8))\n",
"ax, cax = pm.visuals.rankings_flow_correlation(\n",
" rankings=rankings, correlations=corr, labels=labels,\n",
" correlation_plot_kwargs=dict(space_multiplier=0.15),\n",
" ranking_flows_kwargs=dict(better_grid=True),\n",
" ax=ax)\n",
"cax.set_ylim(0.75, 1.05)\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}