diff --git a/notebooks/Courses/titanic_visualization.pdf b/notebooks/Courses/titanic_visualization.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..90cc2bac18d861ab5b4ab528b56525c2126b880c
Binary files /dev/null and b/notebooks/Courses/titanic_visualization.pdf differ
diff --git a/notebooks/Solutions/statsmodels_TP_solutions.ipynb b/notebooks/Solutions/statsmodels_TP_solutions.ipynb
index 8bba90d3a3b00ad89e9e6190739d1b315f51bdeb..b92424abc5c985f621cae2d692e5c715f190e640 100644
--- a/notebooks/Solutions/statsmodels_TP_solutions.ipynb
+++ b/notebooks/Solutions/statsmodels_TP_solutions.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"id": "4e16caf7",
"metadata": {},
"outputs": [],
@@ -48,7 +48,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 4,
"id": "5b4a7e26",
"metadata": {
"hidden": true
@@ -299,7 +299,7 @@
"29 E 6 36.1"
]
},
- "execution_count": 2,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -337,7 +337,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 5,
"id": "7af3849e",
"metadata": {
"hidden": true
@@ -349,7 +349,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"id": "4015b5ee",
"metadata": {
"hidden": true
@@ -370,10 +370,10 @@
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 2.492</td>\n",
"</tr>\n",
"<tr>\n",
- " <th>Date:</th> <td>Mon, 21 Aug 2023</td> <th> Prob (F-statistic):</th> <td>0.0688</td> \n",
+ " <th>Date:</th> <td>Thu, 17 Oct 2024</td> <th> Prob (F-statistic):</th> <td>0.0688</td> \n",
"</tr>\n",
"<tr>\n",
- " <th>Time:</th> <td>15:56:22</td> <th> Log-Likelihood: </th> <td> -61.811</td>\n",
+ " <th>Time:</th> <td>15:27:42</td> <th> Log-Likelihood: </th> <td> -61.811</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 30</td> <th> AIC: </th> <td> 133.6</td>\n",
@@ -430,8 +430,8 @@
"\\textbf{Dep. Variable:} & Yield & \\textbf{ R-squared: } & 0.285 \\\\\n",
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.171 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 2.492 \\\\\n",
- "\\textbf{Date:} & Mon, 21 Aug 2023 & \\textbf{ Prob (F-statistic):} & 0.0688 \\\\\n",
- "\\textbf{Time:} & 15:56:22 & \\textbf{ Log-Likelihood: } & -61.811 \\\\\n",
+ "\\textbf{Date:} & Thu, 17 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.0688 \\\\\n",
+ "\\textbf{Time:} & 15:27:42 & \\textbf{ Log-Likelihood: } & -61.811 \\\\\n",
"\\textbf{No. Observations:} & 30 & \\textbf{ AIC: } & 133.6 \\\\\n",
"\\textbf{Df Residuals:} & 25 & \\textbf{ BIC: } & 140.6 \\\\\n",
"\\textbf{Df Model:} & 4 & \\textbf{ } & \\\\\n",
@@ -469,8 +469,8 @@
"Dep. Variable: Yield R-squared: 0.285\n",
"Model: OLS Adj. R-squared: 0.171\n",
"Method: Least Squares F-statistic: 2.492\n",
- "Date: Mon, 21 Aug 2023 Prob (F-statistic): 0.0688\n",
- "Time: 15:56:22 Log-Likelihood: -61.811\n",
+ "Date: Thu, 17 Oct 2024 Prob (F-statistic): 0.0688\n",
+ "Time: 15:27:42 Log-Likelihood: -61.811\n",
"No. Observations: 30 AIC: 133.6\n",
"Df Residuals: 25 BIC: 140.6\n",
"Df Model: 4 \n",
@@ -495,7 +495,7 @@
"\"\"\""
]
},
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -517,7 +517,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 7,
"id": "656bda87",
"metadata": {
"hidden": true
@@ -578,7 +578,7 @@
"Residual 25.0 108.205000 4.328200 NaN NaN"
]
},
- "execution_count": 5,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -609,7 +609,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 8,
"id": "b478ee2e",
"metadata": {
"hidden": true
@@ -630,10 +630,10 @@
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 3.340</td>\n",
"</tr>\n",
"<tr>\n",
- " <th>Date:</th> <td>Mon, 21 Aug 2023</td> <th> Prob (F-statistic):</th> <td>0.0118</td> \n",
+ " <th>Date:</th> <td>Thu, 17 Oct 2024</td> <th> Prob (F-statistic):</th> <td>0.0118</td> \n",
"</tr>\n",
"<tr>\n",
- " <th>Time:</th> <td>15:56:22</td> <th> Log-Likelihood: </th> <td> -53.081</td>\n",
+ " <th>Time:</th> <td>15:27:44</td> <th> Log-Likelihood: </th> <td> -53.081</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 30</td> <th> AIC: </th> <td> 126.2</td>\n",
@@ -705,8 +705,8 @@
"\\textbf{Dep. Variable:} & Yield & \\textbf{ R-squared: } & 0.600 \\\\\n",
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.421 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 3.340 \\\\\n",
- "\\textbf{Date:} & Mon, 21 Aug 2023 & \\textbf{ Prob (F-statistic):} & 0.0118 \\\\\n",
- "\\textbf{Time:} & 15:56:22 & \\textbf{ Log-Likelihood: } & -53.081 \\\\\n",
+ "\\textbf{Date:} & Thu, 17 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.0118 \\\\\n",
+ "\\textbf{Time:} & 15:27:44 & \\textbf{ Log-Likelihood: } & -53.081 \\\\\n",
"\\textbf{No. Observations:} & 30 & \\textbf{ AIC: } & 126.2 \\\\\n",
"\\textbf{Df Residuals:} & 20 & \\textbf{ BIC: } & 140.2 \\\\\n",
"\\textbf{Df Model:} & 9 & \\textbf{ } & \\\\\n",
@@ -749,8 +749,8 @@
"Dep. Variable: Yield R-squared: 0.600\n",
"Model: OLS Adj. R-squared: 0.421\n",
"Method: Least Squares F-statistic: 3.340\n",
- "Date: Mon, 21 Aug 2023 Prob (F-statistic): 0.0118\n",
- "Time: 15:56:22 Log-Likelihood: -53.081\n",
+ "Date: Thu, 17 Oct 2024 Prob (F-statistic): 0.0118\n",
+ "Time: 15:27:44 Log-Likelihood: -53.081\n",
"No. Observations: 30 AIC: 126.2\n",
"Df Residuals: 20 BIC: 140.2\n",
"Df Model: 9 \n",
@@ -780,7 +780,7 @@
"\"\"\""
]
},
- "execution_count": 6,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -792,7 +792,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 9,
"id": "4b7e44f7",
"metadata": {
"hidden": true
@@ -862,7 +862,7 @@
"Residual 20.0 60.463333 3.023167 NaN NaN"
]
},
- "execution_count": 7,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -873,7 +873,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 10,
"id": "0b06e2e0-cd16-4725-872b-9fc054206819",
"metadata": {},
"outputs": [
@@ -945,7 +945,7 @@
"Residual 60.463333 20.0 NaN NaN"
]
},
- "execution_count": 8,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -978,7 +978,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 11,
"id": "66bf1fec",
"metadata": {
"hidden": true
@@ -1156,7 +1156,7 @@
"E-D 0.058608 False "
]
},
- "execution_count": 9,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -1193,7 +1193,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 12,
"id": "e3dd22f6-b4bb-46d3-b61a-0f96c0b42ed6",
"metadata": {},
"outputs": [
@@ -1303,7 +1303,7 @@
"\"\"\""
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- "execution_count": 10,
+ "execution_count": 12,
"metadata": {},
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@@ -1333,7 +1333,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 13,
"id": "0b7b04bd-a961-4fda-8d21-4f4f0b40a15c",
"metadata": {},
"outputs": [
@@ -1344,7 +1344,7 @@
"<Wald test (chi2): statistic=14.26858622241916, p-value=0.006485383872451716, df_denom=4>"
]
},
- "execution_count": 11,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -1381,7 +1381,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 14,
"id": "5118dc82-7e06-4981-acfa-3724262e70da",
"metadata": {},
"outputs": [
@@ -1392,7 +1392,7 @@
"<Wald test (chi2): statistic=1.5094424340075572, p-value=0.21922418570860835, df_denom=1>"
]
},
- "execution_count": 12,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -1403,7 +1403,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 15,
"id": "bc38736a-b4cc-4f5e-83e4-c301bc41d948",
"metadata": {},
"outputs": [
@@ -1414,7 +1414,7 @@
"<Wald test (chi2): statistic=4.730376481008711, p-value=0.02963439793410425, df_denom=1>"
]
},
- "execution_count": 13,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -1433,17 +1433,17 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 16,
"id": "641ceb04-0427-4f48-ba51-7c039ae5099b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(1.5094424340075572, 0.21922418570860835)"
+ "(1.5094424340075572, np.float64(0.21922418570860835))"
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+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
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@@ -1455,7 +1455,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 17,
"id": "cf48a791-3d49-4bd8-b49d-c62d3490d27d",
"metadata": {},
"outputs": [
@@ -1553,7 +1553,7 @@
"D-E 9.434015 0.002130"
]
},
- "execution_count": 15,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
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@@ -1593,7 +1593,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 18,
"id": "5c35b139-8159-4c50-ac2b-70325f90e8a9",
"metadata": {},
"outputs": [
@@ -1702,7 +1702,7 @@
"D-E 9.434015 0.002130 0.021097"
]
},
- "execution_count": 16,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@@ -1752,7 +1752,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 20,
"id": "f06ebd84",
"metadata": {
"hidden": true
@@ -1982,7 +1982,7 @@
"[929 rows x 11 columns]"
]
},
- "execution_count": 17,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
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@@ -1994,7 +1994,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 21,
"id": "78c8e549",
"metadata": {
"hidden": true
@@ -2221,7 +2221,7 @@
"LINE 0 0 0 0 "
]
},
- "execution_count": 18,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
@@ -2232,7 +2232,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 22,
"id": "de15fca7",
"metadata": {
"hidden": true
@@ -2262,7 +2262,7 @@
"* `SibSp`: maximum number of siblings or spouse\n",
"* `Parch`: maximum number of parents or children\n",
"* `Embarked`: C = Cherbourg (2nd port of embarkation), Q = Queenstown (3rd), S = Southampton (1st)\n",
- "* `Deck`: <img src=\"images/titanic_decks.png\" style=\"height:600px\" />\n",
+ "* `Deck`: <img src=\"../images/titanic_decks.png\" style=\"height:600px\" />\n",
"\n",
"\n",
"## Q\n",
@@ -2286,7 +2286,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 23,
"id": "6be244ef",
"metadata": {
"hidden": true
@@ -2516,7 +2516,7 @@
"[182 rows x 11 columns]"
]
},
- "execution_count": 20,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
@@ -2529,7 +2529,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 24,
"id": "583888a9",
"metadata": {
"hidden": true
@@ -2550,10 +2550,10 @@
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 43.65</td>\n",
"</tr>\n",
"<tr>\n",
- " <th>Date:</th> <td>Mon, 21 Aug 2023</td> <th> Prob (F-statistic):</th> <td>5.51e-47</td>\n",
+ " <th>Date:</th> <td>Thu, 17 Oct 2024</td> <th> Prob (F-statistic):</th> <td>5.51e-47</td>\n",
"</tr>\n",
"<tr>\n",
- " <th>Time:</th> <td>15:56:23</td> <th> Log-Likelihood: </th> <td> -861.37</td>\n",
+ " <th>Time:</th> <td>15:28:52</td> <th> Log-Likelihood: </th> <td> -861.37</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 182</td> <th> AIC: </th> <td> 1751.</td>\n",
@@ -2637,8 +2637,8 @@
"\\textbf{Dep. Variable:} & Fare & \\textbf{ R-squared: } & 0.772 \\\\\n",
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.754 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 43.65 \\\\\n",
- "\\textbf{Date:} & Mon, 21 Aug 2023 & \\textbf{ Prob (F-statistic):} & 5.51e-47 \\\\\n",
- "\\textbf{Time:} & 15:56:23 & \\textbf{ Log-Likelihood: } & -861.37 \\\\\n",
+ "\\textbf{Date:} & Thu, 17 Oct 2024 & \\textbf{ Prob (F-statistic):} & 5.51e-47 \\\\\n",
+ "\\textbf{Time:} & 15:28:52 & \\textbf{ Log-Likelihood: } & -861.37 \\\\\n",
"\\textbf{No. Observations:} & 182 & \\textbf{ AIC: } & 1751. \\\\\n",
"\\textbf{Df Residuals:} & 168 & \\textbf{ BIC: } & 1796. \\\\\n",
"\\textbf{Df Model:} & 13 & \\textbf{ } & \\\\\n",
@@ -2685,8 +2685,8 @@
"Dep. Variable: Fare R-squared: 0.772\n",
"Model: OLS Adj. R-squared: 0.754\n",
"Method: Least Squares F-statistic: 43.65\n",
- "Date: Mon, 21 Aug 2023 Prob (F-statistic): 5.51e-47\n",
- "Time: 15:56:23 Log-Likelihood: -861.37\n",
+ "Date: Thu, 17 Oct 2024 Prob (F-statistic): 5.51e-47\n",
+ "Time: 15:28:52 Log-Likelihood: -861.37\n",
"No. Observations: 182 AIC: 1751.\n",
"Df Residuals: 168 BIC: 1796.\n",
"Df Model: 13 \n",
@@ -2720,7 +2720,7 @@
"\"\"\""
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- "execution_count": 21,
+ "execution_count": 24,
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@@ -2758,7 +2758,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 25,
"id": "8571c87e",
"metadata": {
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@@ -2781,7 +2781,7 @@
"Length: 182, dtype: float64"
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- "execution_count": 22,
+ "execution_count": 25,
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@@ -2792,7 +2792,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 26,
"id": "a13c82cf",
"metadata": {
"hidden": true
@@ -2815,7 +2815,7 @@
"Length: 182, dtype: float64"
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- "execution_count": 23,
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@@ -2826,7 +2826,7 @@
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{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 27,
"id": "c0ee64b9",
"metadata": {
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@@ -2834,7 +2834,7 @@
"outputs": [
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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -2877,7 +2877,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 28,
"id": "c2b97f70",
"metadata": {
"hidden": true
@@ -2887,13 +2887,13 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/home/flaurent/Boxes/jammy-1/Projects/scientific_python/lib/python3.10/site-packages/statsmodels/stats/outliers_influence.py:848: RuntimeWarning: invalid value encountered in sqrt\n",
+ "/home/bneron/Projects/Cours/scientific_python/sci_py312/lib/python3.11/site-packages/statsmodels/stats/outliers_influence.py:847: RuntimeWarning: invalid value encountered in sqrt\n",
" return self.resid / sigma / np.sqrt(1 - hii)\n"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -2910,7 +2910,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 29,
"id": "1a794460",
"metadata": {
"hidden": true
@@ -2931,10 +2931,10 @@
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 94.83</td>\n",
"</tr>\n",
"<tr>\n",
- " <th>Date:</th> <td>Mon, 21 Aug 2023</td> <th> Prob (F-statistic):</th> <td>1.54e-61</td>\n",
+ " <th>Date:</th> <td>Thu, 17 Oct 2024</td> <th> Prob (F-statistic):</th> <td>1.54e-61</td>\n",
"</tr>\n",
"<tr>\n",
- " <th>Time:</th> <td>15:56:23</td> <th> Log-Likelihood: </th> <td> -786.39</td>\n",
+ " <th>Time:</th> <td>15:29:00</td> <th> Log-Likelihood: </th> <td> -786.39</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 180</td> <th> AIC: </th> <td> 1593.</td>\n",
@@ -3006,8 +3006,8 @@
"\\textbf{Dep. Variable:} & Fare & \\textbf{ R-squared: } & 0.834 \\\\\n",
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.825 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 94.83 \\\\\n",
- "\\textbf{Date:} & Mon, 21 Aug 2023 & \\textbf{ Prob (F-statistic):} & 1.54e-61 \\\\\n",
- "\\textbf{Time:} & 15:56:23 & \\textbf{ Log-Likelihood: } & -786.39 \\\\\n",
+ "\\textbf{Date:} & Thu, 17 Oct 2024 & \\textbf{ Prob (F-statistic):} & 1.54e-61 \\\\\n",
+ "\\textbf{Time:} & 15:29:00 & \\textbf{ Log-Likelihood: } & -786.39 \\\\\n",
"\\textbf{No. Observations:} & 180 & \\textbf{ AIC: } & 1593. \\\\\n",
"\\textbf{Df Residuals:} & 170 & \\textbf{ BIC: } & 1625. \\\\\n",
"\\textbf{Df Model:} & 9 & \\textbf{ } & \\\\\n",
@@ -3050,8 +3050,8 @@
"Dep. Variable: Fare R-squared: 0.834\n",
"Model: OLS Adj. R-squared: 0.825\n",
"Method: Least Squares F-statistic: 94.83\n",
- "Date: Mon, 21 Aug 2023 Prob (F-statistic): 1.54e-61\n",
- "Time: 15:56:23 Log-Likelihood: -786.39\n",
+ "Date: Thu, 17 Oct 2024 Prob (F-statistic): 1.54e-61\n",
+ "Time: 15:29:00 Log-Likelihood: -786.39\n",
"No. Observations: 180 AIC: 1593.\n",
"Df Residuals: 170 BIC: 1625.\n",
"Df Model: 9 \n",
@@ -3081,7 +3081,7 @@
"\"\"\""
]
},
- "execution_count": 26,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -3114,7 +3114,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 30,
"id": "d2ec65b5",
"metadata": {
"hidden": true
@@ -3122,7 +3122,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -3169,7 +3169,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 31,
"id": "e58c6f4c",
"metadata": {
"hidden": true
@@ -3196,10 +3196,10 @@
" <th>Method:</th> <td>IRLS</td> <th> Log-Likelihood: </th> <td> -725.75</td> \n",
"</tr>\n",
"<tr>\n",
- " <th>Date:</th> <td>Mon, 21 Aug 2023</td> <th> Deviance: </th> <td> 0.29921</td> \n",
+ " <th>Date:</th> <td>Thu, 17 Oct 2024</td> <th> Deviance: </th> <td> 0.29921</td> \n",
"</tr>\n",
"<tr>\n",
- " <th>Time:</th> <td>15:56:23</td> <th> Pearson chi2: </th> <td> 0.285</td> \n",
+ " <th>Time:</th> <td>15:29:04</td> <th> Pearson chi2: </th> <td> 0.285</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Iterations:</th> <td>34</td> <th> Pseudo R-squ. (CS):</th> <td>0.9871</td> \n",
@@ -3256,8 +3256,8 @@
"\\textbf{Model Family:} & InverseGaussian & \\textbf{ Df Model: } & 10 \\\\\n",
"\\textbf{Link Function:} & Log & \\textbf{ Scale: } & 0.0016691 \\\\\n",
"\\textbf{Method:} & IRLS & \\textbf{ Log-Likelihood: } & -725.75 \\\\\n",
- "\\textbf{Date:} & Mon, 21 Aug 2023 & \\textbf{ Deviance: } & 0.29921 \\\\\n",
- "\\textbf{Time:} & 15:56:23 & \\textbf{ Pearson chi2: } & 0.285 \\\\\n",
+ "\\textbf{Date:} & Thu, 17 Oct 2024 & \\textbf{ Deviance: } & 0.29921 \\\\\n",
+ "\\textbf{Time:} & 15:29:04 & \\textbf{ Pearson chi2: } & 0.285 \\\\\n",
"\\textbf{No. Iterations:} & 34 & \\textbf{ Pseudo R-squ. (CS):} & 0.9871 \\\\\n",
"\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n",
"\\bottomrule\n",
@@ -3291,8 +3291,8 @@
"Model Family: InverseGaussian Df Model: 10\n",
"Link Function: Log Scale: 0.0016691\n",
"Method: IRLS Log-Likelihood: -725.75\n",
- "Date: Mon, 21 Aug 2023 Deviance: 0.29921\n",
- "Time: 15:56:23 Pearson chi2: 0.285\n",
+ "Date: Thu, 17 Oct 2024 Deviance: 0.29921\n",
+ "Time: 15:29:04 Pearson chi2: 0.285\n",
"No. Iterations: 34 Pseudo R-squ. (CS): 0.9871\n",
"Covariance Type: nonrobust \n",
"====================================================================================\n",
@@ -3313,7 +3313,7 @@
"\"\"\""
]
},
- "execution_count": 28,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
@@ -3325,7 +3325,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 32,
"id": "c9767999",
"metadata": {
"hidden": true
@@ -3568,7 +3568,7 @@
"E-D 0.958609 False "
]
},
- "execution_count": 29,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
@@ -3599,7 +3599,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 33,
"id": "5fdcbbd8",
"metadata": {
"hidden": true
@@ -3615,7 +3615,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 34,
"id": "7e1e4b40",
"metadata": {
"hidden": true
@@ -3642,10 +3642,10 @@
" <th>Method:</th> <td>IRLS</td> <th> Log-Likelihood: </th> <td> -726.86</td> \n",
"</tr>\n",
"<tr>\n",
- " <th>Date:</th> <td>Mon, 21 Aug 2023</td> <th> Deviance: </th> <td> 0.30293</td> \n",
+ " <th>Date:</th> <td>Thu, 17 Oct 2024</td> <th> Deviance: </th> <td> 0.30293</td> \n",
"</tr>\n",
"<tr>\n",
- " <th>Time:</th> <td>15:56:23</td> <th> Pearson chi2: </th> <td> 0.291</td> \n",
+ " <th>Time:</th> <td>15:29:07</td> <th> Pearson chi2: </th> <td> 0.291</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Iterations:</th> <td>33</td> <th> Pseudo R-squ. (CS):</th> <td>0.9868</td> \n",
@@ -3693,8 +3693,8 @@
"\\textbf{Model Family:} & InverseGaussian & \\textbf{ Df Model: } & 7 \\\\\n",
"\\textbf{Link Function:} & Log & \\textbf{ Scale: } & 0.0016739 \\\\\n",
"\\textbf{Method:} & IRLS & \\textbf{ Log-Likelihood: } & -726.86 \\\\\n",
- "\\textbf{Date:} & Mon, 21 Aug 2023 & \\textbf{ Deviance: } & 0.30293 \\\\\n",
- "\\textbf{Time:} & 15:56:23 & \\textbf{ Pearson chi2: } & 0.291 \\\\\n",
+ "\\textbf{Date:} & Thu, 17 Oct 2024 & \\textbf{ Deviance: } & 0.30293 \\\\\n",
+ "\\textbf{Time:} & 15:29:07 & \\textbf{ Pearson chi2: } & 0.291 \\\\\n",
"\\textbf{No. Iterations:} & 33 & \\textbf{ Pseudo R-squ. (CS):} & 0.9868 \\\\\n",
"\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n",
"\\bottomrule\n",
@@ -3725,8 +3725,8 @@
"Model Family: InverseGaussian Df Model: 7\n",
"Link Function: Log Scale: 0.0016739\n",
"Method: IRLS Log-Likelihood: -726.86\n",
- "Date: Mon, 21 Aug 2023 Deviance: 0.30293\n",
- "Time: 15:56:23 Pearson chi2: 0.291\n",
+ "Date: Thu, 17 Oct 2024 Deviance: 0.30293\n",
+ "Time: 15:29:07 Pearson chi2: 0.291\n",
"No. Iterations: 33 Pseudo R-squ. (CS): 0.9868\n",
"Covariance Type: nonrobust \n",
"====================================================================================\n",
@@ -3744,7 +3744,7 @@
"\"\"\""
]
},
- "execution_count": 31,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
@@ -3756,7 +3756,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 35,
"id": "ebc787b2",
"metadata": {
"hidden": true
@@ -3843,7 +3843,7 @@
"DE-ABC -0.031936 0.028389 True "
]
},
- "execution_count": 32,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
@@ -3876,7 +3876,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 36,
"id": "63983757",
"metadata": {
"hidden": true
@@ -3885,20 +3885,20 @@
{
"data": {
"text/plain": [
- "{'Fare ~ C(Embarked) + C(Deck) + Cabins + Passengers + Children': 1469.7224530524886,\n",
- " 'Fare ~ C(Embarked) * C(Deck) + Cabins + Passengers + Children': 1472.8570267766695,\n",
- " 'Fare ~ C(Embarked) * Cabins + C(Deck) + Passengers + Children': 1450.589879261779,\n",
- " 'Fare ~ C(Embarked) * Passengers + C(Deck) + Cabins + Children': 1466.6673025135624,\n",
- " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins + Passengers': 1471.730470133521,\n",
- " 'Fare ~ C(Deck) * Cabins + C(Embarked) + Passengers + Children': 1471.7331282583878,\n",
- " 'Fare ~ C(Deck) * Passengers + C(Embarked) + Cabins + Children': 1472.4105103002057,\n",
- " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins + Passengers': 1471.7304701335213,\n",
- " 'Fare ~ Cabins * Passengers + C(Embarked) + C(Deck) + Children': 1442.7498384491114,\n",
- " 'Fare ~ Cabins * Children + C(Embarked) + C(Deck) + Passengers': 1471.6186668619553,\n",
- " 'Fare ~ Passengers * Children + C(Embarked) + C(Deck) + Cabins': 1470.8386820677097}"
+ "{'Fare ~ C(Embarked) + C(Deck) + Cabins + Passengers + Children': np.float64(1469.7224530524886),\n",
+ " 'Fare ~ C(Embarked) * C(Deck) + Cabins + Passengers + Children': np.float64(1472.8570267766695),\n",
+ " 'Fare ~ C(Embarked) * Cabins + C(Deck) + Passengers + Children': np.float64(1450.589879261779),\n",
+ " 'Fare ~ C(Embarked) * Passengers + C(Deck) + Cabins + Children': np.float64(1466.6673025135624),\n",
+ " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins + Passengers': np.float64(1471.730470133521),\n",
+ " 'Fare ~ C(Deck) * Cabins + C(Embarked) + Passengers + Children': np.float64(1471.7331282583878),\n",
+ " 'Fare ~ C(Deck) * Passengers + C(Embarked) + Cabins + Children': np.float64(1472.4105103002057),\n",
+ " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins + Passengers': np.float64(1471.7304701335213),\n",
+ " 'Fare ~ Cabins * Passengers + C(Embarked) + C(Deck) + Children': np.float64(1442.7498384491114),\n",
+ " 'Fare ~ Cabins * Children + C(Embarked) + C(Deck) + Passengers': np.float64(1471.6186668619553),\n",
+ " 'Fare ~ Passengers * Children + C(Embarked) + C(Deck) + Cabins': np.float64(1470.8386820677097)}"
]
},
- "execution_count": 33,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
@@ -3926,7 +3926,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 37,
"id": "173f5ca5",
"metadata": {
"hidden": true
@@ -3935,15 +3935,15 @@
{
"data": {
"text/plain": [
- "{'Fare ~ C(Embarked) * C(Deck) + Cabins * Passengers + Children': 1446.2029740506312,\n",
- " 'Fare ~ C(Embarked) * Cabins * Passengers + C(Deck) + Children': 1399.9999464641296,\n",
- " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins * Passengers': 1440.048662430043,\n",
- " 'Fare ~ C(Deck) * Cabins * Passengers + C(Embarked) + Children': 1432.100822258053,\n",
- " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins * Passengers': 1440.0486624300434,\n",
- " 'Fare ~ Cabins * Passengers * Children + C(Embarked) + C(Deck)': 1437.8075309435867}"
+ "{'Fare ~ C(Embarked) * C(Deck) + Cabins * Passengers + Children': np.float64(1446.2029740506312),\n",
+ " 'Fare ~ C(Embarked) * Cabins * Passengers + C(Deck) + Children': np.float64(1399.9999464641296),\n",
+ " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins * Passengers': np.float64(1440.048662430043),\n",
+ " 'Fare ~ C(Deck) * Cabins * Passengers + C(Embarked) + Children': np.float64(1432.100822258053),\n",
+ " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins * Passengers': np.float64(1440.0486624300434),\n",
+ " 'Fare ~ Cabins * Passengers * Children + C(Embarked) + C(Deck)': np.float64(1437.8075309435867)}"
]
},
- "execution_count": 34,
+ "execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
@@ -3955,7 +3955,7 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 38,
"id": "487aa1b3",
"metadata": {
"hidden": true
@@ -3964,12 +3964,12 @@
{
"data": {
"text/plain": [
- "{'Fare ~ C(Embarked) * Cabins * Passengers * C(Deck) + Children': 1416.4827989799123,\n",
- " 'Fare ~ C(Embarked) * Cabins * Passengers * Children + C(Deck)': 1403.1712552041522,\n",
- " 'Fare ~ C(Deck) * Children + C(Embarked) * Cabins * Passengers': 1402.1020940398741}"
+ "{'Fare ~ C(Embarked) * Cabins * Passengers * C(Deck) + Children': np.float64(1416.4827989799123),\n",
+ " 'Fare ~ C(Embarked) * Cabins * Passengers * Children + C(Deck)': np.float64(1403.1712552041522),\n",
+ " 'Fare ~ C(Deck) * Children + C(Embarked) * Cabins * Passengers': np.float64(1402.1020940398741)}"
]
},
- "execution_count": 35,
+ "execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
@@ -3990,7 +3990,7 @@
"\n",
"Example:\n",
"\n",
- "<img src=\"images/stripplot.png\" />"
+ "<img src=\"../images/stripplot.png\" />"
]
},
{
@@ -4005,7 +4005,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 39,
"id": "6102bdce",
"metadata": {
"hidden": true
@@ -4014,29 +4014,29 @@
{
"data": {
"text/plain": [
- "{'Fare ~ C(Embarked) + C(Deck) + Cabins + Passengers + Children': 1469.7224530524886,\n",
- " 'Fare ~ C(Embarked) * C(Deck) + Cabins + Passengers + Children': 1472.8570267766695,\n",
- " 'Fare ~ C(Embarked) * Cabins + C(Deck) + Passengers + Children': 1450.589879261779,\n",
- " 'Fare ~ C(Embarked) * Passengers + C(Deck) + Cabins + Children': 1466.6673025135624,\n",
- " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins + Passengers': 1471.730470133521,\n",
- " 'Fare ~ C(Deck) * Cabins + C(Embarked) + Passengers + Children': 1471.7331282583878,\n",
- " 'Fare ~ C(Deck) * Passengers + C(Embarked) + Cabins + Children': 1472.4105103002057,\n",
- " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins + Passengers': 1471.7304701335213,\n",
- " 'Fare ~ Cabins * Passengers + C(Embarked) + C(Deck) + Children': 1442.7498384491114,\n",
- " 'Fare ~ Cabins * Children + C(Embarked) + C(Deck) + Passengers': 1471.6186668619553,\n",
- " 'Fare ~ Passengers * Children + C(Embarked) + C(Deck) + Cabins': 1470.8386820677097,\n",
- " 'Fare ~ C(Embarked) * C(Deck) + Cabins * Passengers + Children': 1446.2029740506312,\n",
- " 'Fare ~ C(Embarked) * Cabins * Passengers + C(Deck) + Children': 1399.9999464641296,\n",
- " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins * Passengers': 1440.048662430043,\n",
- " 'Fare ~ C(Deck) * Cabins * Passengers + C(Embarked) + Children': 1432.100822258053,\n",
- " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins * Passengers': 1440.0486624300434,\n",
- " 'Fare ~ Cabins * Passengers * Children + C(Embarked) + C(Deck)': 1437.8075309435867,\n",
- " 'Fare ~ C(Embarked) * Cabins * Passengers * C(Deck) + Children': 1416.4827989799123,\n",
- " 'Fare ~ C(Embarked) * Cabins * Passengers * Children + C(Deck)': 1403.1712552041522,\n",
- " 'Fare ~ C(Deck) * Children + C(Embarked) * Cabins * Passengers': 1402.1020940398741}"
+ "{'Fare ~ C(Embarked) + C(Deck) + Cabins + Passengers + Children': np.float64(1469.7224530524886),\n",
+ " 'Fare ~ C(Embarked) * C(Deck) + Cabins + Passengers + Children': np.float64(1472.8570267766695),\n",
+ " 'Fare ~ C(Embarked) * Cabins + C(Deck) + Passengers + Children': np.float64(1450.589879261779),\n",
+ " 'Fare ~ C(Embarked) * Passengers + C(Deck) + Cabins + Children': np.float64(1466.6673025135624),\n",
+ " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins + Passengers': np.float64(1471.730470133521),\n",
+ " 'Fare ~ C(Deck) * Cabins + C(Embarked) + Passengers + Children': np.float64(1471.7331282583878),\n",
+ " 'Fare ~ C(Deck) * Passengers + C(Embarked) + Cabins + Children': np.float64(1472.4105103002057),\n",
+ " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins + Passengers': np.float64(1471.7304701335213),\n",
+ " 'Fare ~ Cabins * Passengers + C(Embarked) + C(Deck) + Children': np.float64(1442.7498384491114),\n",
+ " 'Fare ~ Cabins * Children + C(Embarked) + C(Deck) + Passengers': np.float64(1471.6186668619553),\n",
+ " 'Fare ~ Passengers * Children + C(Embarked) + C(Deck) + Cabins': np.float64(1470.8386820677097),\n",
+ " 'Fare ~ C(Embarked) * C(Deck) + Cabins * Passengers + Children': np.float64(1446.2029740506312),\n",
+ " 'Fare ~ C(Embarked) * Cabins * Passengers + C(Deck) + Children': np.float64(1399.9999464641296),\n",
+ " 'Fare ~ C(Embarked) * Children + C(Deck) + Cabins * Passengers': np.float64(1440.048662430043),\n",
+ " 'Fare ~ C(Deck) * Cabins * Passengers + C(Embarked) + Children': np.float64(1432.100822258053),\n",
+ " 'Fare ~ C(Deck) * Children + C(Embarked) + Cabins * Passengers': np.float64(1440.0486624300434),\n",
+ " 'Fare ~ Cabins * Passengers * Children + C(Embarked) + C(Deck)': np.float64(1437.8075309435867),\n",
+ " 'Fare ~ C(Embarked) * Cabins * Passengers * C(Deck) + Children': np.float64(1416.4827989799123),\n",
+ " 'Fare ~ C(Embarked) * Cabins * Passengers * Children + C(Deck)': np.float64(1403.1712552041522),\n",
+ " 'Fare ~ C(Deck) * Children + C(Embarked) * Cabins * Passengers': np.float64(1402.1020940398741)}"
]
},
- "execution_count": 36,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
@@ -4055,7 +4055,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 40,
"id": "29b1f1d6",
"metadata": {
"hidden": true
@@ -4215,7 +4215,7 @@
"19 Fare ~ C(Deck) * Children + C(Embarked) * Cabi... 1402.102094"
]
},
- "execution_count": 37,
+ "execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
@@ -4227,7 +4227,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 41,
"id": "70bda649",
"metadata": {
"hidden": true
@@ -4235,7 +4235,7 @@
"outputs": [
{
"data": {
- "image/png": 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+//xzqV27dhrLqDb8/Pyk6dOnaxX2r7/+kgBp0aJFRYatWrWq9Mknn8j/5+bmShUrVpRWrlwpSVL+a/r1MtivXz+pY8eOanH27dtXMjc3l/+fPn26VKZMGenhw4fyZ5GRkZKZmVm+78EaNWpIoaGh8nbGxsZSamqqvP7LL7+UmjZtWnQm5FGqPe55W+8EQRAE4b9OmaOkmXdDzh66VHTg/6+ZdwOUOcr34vtSlQYzMzPMzMyKDN+2bVtWrlwp/29iYgK8em54zpw5XLt2jdTUVHJycsjIyCA9PV0eiaevr4+rq6u8bUxMDEqlEkdHR7V9ZGZmFtiDBzBmzBhatmzJpEmTuHnzJlu2bKFx48ZkZ2djZWXFzJkzC9xW0nLSI9VICNWwybxezwNA7oFRyXuclSpVAsDFxUXts4yMDFJTU+V8t7Ozo0qVKnKY5s2bk5uby/Xr17G2tuavv/5iypQpRERE8PDhQ5RKJenp6SQnJ6vtu6BRAp6enjRp0oRt27bJvUovXrwgMTGRwYMHExAQIIfNycmRJxmLi4vD1dVVLS+aN2+ucR9GRkbyKA5NIiMj6dChg/x/VlYWkiSxY8cO+bPQ0FB8fX01bl+c86fp3BVEFa+qhzQ6OppTp06p9ZwplUq5TF+5coUPPvggX9l9PQ2tWrWif//+Bc6M/b7kV3x8PNOmTSMqKopHjx7J808kJyerTfyV97zr6enRqFEj4uLiCozX2NiYGjVqyP/b2Njw8OFD4NU14+/vj7e3N56ennh4eNCnTx9sbGwKjK9OnTry8HPVseXtoW3VqpXaKBZN+vXrh66uLi9fvqRChQqsXbsWV1dXlEolwcHBbN++nXv37pGVlUVmZqZ8/6pXrx7t27fHxcUFb29vvLy86NWrF+XLly/yWIoqT6p95L1vmJiYYGZmJufX9evXady4sdqxNGnSRO3/6Ohofv/9d3mUjiqfcnNzuXXrFs7OzkD+e4S/vz+enp7UqlULHx8fOnfujJeXV4F5uGnTJj777DP5/8zMTBQKBQsXLpQ/O3jwIK1atcq3rbZlUiVvnigUCqytreU8KUpcXBw9evRQ+6x58+YcOnRI7bOqVatSoUIF+f/o6GjS0tLyfQ+9fPlS7RESe3t7tdFOecu3tsR73AVBEAThHdHV06WJtxvmVmZaTVBXroIZTbzcNA6p/TcwMTGhZs2aap8lJSXRuXNnhg8fzuzZs7GwsODkyZMMHjyYrKws+UepkZGR2jDYtLQ0dHV1uXjxYr78eH24ZF7r16+Xh7S7uLjQrVs3MjMzefr0KdbW1oWmX1XRunbtWoGVTwArKysAnj59qvaDrqA8eF3eRhnVMWv6rDgT9Pn5+fH48WOWLl1K1apVMTAwoHnz5vkmU1I1pryuU6dO7Ny5k9jYWLkRQTUPwZo1a2jatKla+H9SRp88eaJWUXtdo0aN1J5HXbZsGffu3WPevHnyZ6qGDk0cHR25du1akemwsrLi6dOn2iUa5MqnaqLFtLQ0Zs6cSc+ePfOFNTQ0lIdYF8bAwAAPDw/27dvHl19+qdYoo/K+5FeXLl2oWrUqa9asoXLlyuTm5lK3bt03nqjr9cZJhUKhVnELDw8nMDCQQ4cOsW3bNqZMmcLRo0c1zk0Ar+YuUM3Lce/ePdzd3dXyR5vzsnjxYjw8PDA3N1e7thcsWMDSpUtZsmSJPF/H6NGj5TzQ1dXl6NGjnD59miNHjrB8+XKCgoKIioqiWrVqhR5LUeWpsPwqzj0iLS2Nzz77jMDAwHzr7Ozs5L9fv0c0aNCAW7ducfDgQY4dO0afPn3w8PBQayDKq2vXrmr3i4kTJ1KlShW1/Woq7wAVKlSgXLlyWpVLePM80cbr+ZGWloaNjY3G+VbyvkrubaRNVNwFQRAE4Z1SMDx4IPOHryj0lXA6ujoMm+0HvLtnON+FixcvkpubS0hIiPw87Pbt24vczs3NDaVSycOHDzX2zBRE0zt4VRPGFcXLywsrKyvmz5/P7t27861/9uwZ5cqVo0aNGpiZmREbG1tor+rblJyczJ9//ik/93n27Fl0dHTkZzlPnTrFihUr6NixI/Dq2elHjx5pHf/cuXMpW7Ys7du3JyIigtq1a1OpUiUqV67MzZs3C+y1dXZ2ZsOGDWRkZMiVjLNnz2oMe/XqVXr16lVgGoyMjNQaPSwsLEhNTS2yIUSlf//+TJ48mcuXL+d7bjs7O5usrCxMTExwc3Nj48aNWsWZm5srz8+girNBgwZcv369wHS5urpy9+5dbty4UWD50NHRYcOGDfTv35+2bdsSERGR75ne9yG/MjIyuH79OmvWrJGvw5MnT2qM7+zZs7Ru3Rp4NSrj4sWLjBo1Squ0FMTNzQ03NzcmTZpE8+bN2bx5c4EV97xveFDNJK5tXqhYW1tr3ObUqVN069aNTz75BHhVLm7cuEHt2rXlMAqFgpYtW9KyZUumTZtG1apV2b17N2PHji30WIoqT9qoVasWBw4cUPvs/Pnzav83aNCA2NjYf7QfMzMz+vbtS9++fenVqxc+Pj48efIk32giAFNTU7WeZlNTUywsLLTar46ODh9//DEbNmxg+vTp+a6JtLQ0DA0N38pM8c7OzkRFRal9VtC9K68GDRrw4MED9PT05NdJlhTxOjhBEARBeId0dXWo16ouE1aOoFwFzcPNy1UwY8LKEdRrVQdd3f/WV3XNmjXJzs5m+fLl3Lx5kw0bNrBq1aoit3N0dMTX15eBAweya9cubt26xblz55gzZw779+8vkbSamJgQFhbG/v376dq1K8eOHSMpKYkLFy4wYcIEhg0bBrz6cenh4aGxApOZmcmDBw/UluJUoAtiaGiIn58f0dHRREZGEhgYSJ8+feQGCQcHBzZs2EBcXBxRUVH4+vpq1cOY18KFC/H19aVdu3Zyj9fMmTOZM2cOy5Yt48aNG8TExBAeHi6/Y7x///4oFAoCAgKIjY3lwIEDakNiVZKSkrh37x4eHh5vmBMFGz16NC1btqR9+/Z89913REdHc/PmTbZv306zZs3k97F7e3vzxx9/aOx1f/z4MQ8ePODmzZvymwXOnTunNnHctGnTWL9+PTNnzuSPP/4gLi6OrVu3MmXKFADatGlD69at+eijjzh69KjcW/n6EFxdXV02bdpEvXr1aNeuHQ8ePJDXvS/5Vb58eSwtLVm9ejUJCQmcOHFCroi+7rvvvmP37t1cu3aNkSNH8vTpUz799NN/lLZbt24xadIkzpw5w+3btzly5Ajx8fHycO53zcHBQe5Rj4uL47PPPuOvv/6S10dFRREcHMyFCxdITk5m165d/P333zg7Oxd5LEWVJ2189tlnXLt2jYkTJ3Ljxg22b9/OunXrgP8bwTNx4kROnz7NqFGjuHLlCvHx8fz8889FNq4sWrSILVu2cO3aNW7cuMGPP/6ItbW1xkbSt2H27NnY2trStGlT1q9fT2xsLPHx8Xz//fe4ubmpvZHkTahGQCxcuJD4+Hi+/fbbfNeoJh4eHjRv3pzu3btz5MgRkpKSOH36NEFBQVy4cOGtpE1WrCfi3xLV5HQpKSmlsXtBEARBKHU5OUopJydHOn3gvLToi1Bplv9iadEXodLpA+elnJwcKSdHWdpJzKc4399+fn5St27dNK5btGiRZGNjIxkZGUne3t7S+vXr801UlXdCIJWsrCxp2rRpkr29vVSmTBnJxsZG6tGjh/T777+/wVEV7fz581LPnj2lChUqSAYGBlLNmjWloUOHSvHx8XKYAwcOSFWqVJGUyv87b35+fhKQb6lVq5YchjwTYEmS5knRXp9Eafr06VK9evWkFStWSJUrV5YMDQ2lXr16qU2id+nSJalRo0aSoaGh5ODgIP34449S1apVpcWLFxe4b037kqRXk1HZ2NjIk6tt2rRJql+/vqSvry+VL19eat26tbRr1y45/JkzZ6R69epJ+vr6Uv369aWdO3fmO6bg4GDJ29tbm+yXFXeyNUmSpIyMDGnOnDmSi4uLZGhoKFlYWEgtW7aU1q1bJ2VnZ8vhmjRpIq1atUr+X3UeVIuxsbHk7OwsjRgxQu28qxw6dEhq0aKFZGRkJJmZmUlNmjSRVq9eLa9//PixNGjQIMnS0lIyNDSU6tatK+3bt0+SpPzlPTs7W+rZs6fk7Ows/fXXX5IkvV/5dfToUcnZ2VkyMDCQXF1dpYiICLWypMq7zZs3S02aNJH09fWl2rVrSydOnJD3o2lyutev+d27d8sTyj148EDq3r27ZGNjI+nr60tVq1aVpk2bpna9FeZNJ6d73ePHj6Vu3bpJZcuWlSpWrChNmTJFGjhwoHzPi42Nlby9veV7hqOjo7R8+XKtj6Wo8qQpbebm5lJ4eLj8/88//yzVrFlTMjAwkNzd3eVJIvNOHHnu3DnJ09NTKlu2rGRiYiK5urqqTZ75+j1DkiRp9erVUv369SUTExPJzMxMat++vXTp0iWt87U4k9OpPHv2TPrqq68kBwcHSV9fX6pUqZLk4eEh7d69W54kT1Na69WrJ++rqMnpJEmS1q5dK33wwQeSkZGR1KVLF2nhwoX5JqerV69evvSlpqZKn3/+uVS5cmWpTJkykq2treTr6ytPWKppu8WLF0tVq1YtVj4oJKmYT/2/BampqZibm5OSkqLV5DaCIAiC8F+lzFGiq6db4P/vE/H9XTBJkmjatCljxoyhX79+pZ2c91pWVhYODg5s3ryZli1blnZyANi/fz9ffvklV69eLfD1gKXlfcwv4d9n9uzZrFq1qsRe3SaUPPGMuyAIgiCUotcr6e9rpV0onEKhYPXq1cTExJR2Ut57ycnJTJ48+b2qhHbq1In4+Hju3buHra1taSdHzfuYX8L7b8WKFTRu3BhLS0tOnTrFggUL3niOAaF0iR53QRAEQRC0Ir6/BUEQ/h3GjBnDtm3bePLkCXZ2dgwYMIBJkya9lYnchNIhKu6CIAiCIGhFfH8LgiAIQul4vx7iEQRBEARBEARBEARBjai4C4IgCMJ/hDJHWej/giAIgiD8O4mHHARBEAThXy5XmYuExMWjV7hw5BLpqekYmxnTyKsBDb3qo0CBzn/sffCCIAiC8L9EfIsLgiAIwr+YlCtx9VQs49oGsWrcWi4cvkzsmetcOHyZVePWMq5tEFdPxSLlvvMpbf7nTJ06laFDh5b4fmbMmEH9+vVLJO6IiAgUCgXPnj17a3EmJSWhUCi4cuUKALGxsXzwwQe8ePHire2juAYMGEBwcHCp7FuhUPDTTz8VuL5Zs2bs3Lnz3SXoDbm7uzN69OhCw9jb27NkyZJ3kh7hv0+be+Dr5VKbMljUtVnaRMVdEARBEP6lcpW5xJz8g2UjV5H6KFVjmNRHqSwbuYqYk3+Qq8x9Z2nz9/dHoVDkWxISEt5ZGt6Wy5cv07t3bypVqoShoSEODg4EBARw48YNOcyDBw9YunQpQUFB8mcF5YGPj09pHMZ7o3bt2jRr1oxFixZpFd7f35+kpCStwv7yyy907NgRS0tLjI2NqV27NuPGjePevXtymOjoaA4cOEBgYKD8mbu7u3x+DAwMqFKlCl26dGHXrl3FOra3YcqUKXz11Vfk5pb89apNfr0N58+ffyeNWv9U3mtVX1+fmjVr8vXXX5OTk1PaSfuftHPnTtzd3TE3N6ds2bK4urry9ddf8+TJE63j2LVrF7NmzSrBVL57ouIuCIIgCP9SEhLfT9lYZIU8V5lL+JSNvOs+dx8fH+7fv6+2VKtWrdjxKJXKd1KJ0WTfvn00a9aMzMxMNm3aRFxcHBs3bsTc3JypU6fK4cLCwmjRogVVq1ZV215THmzZsuVdH4ZWsrOz39m+Bg0axMqVKwusGD158oTvvvuOvC8/SkxMZNOmTQXGGRoaioeHB9bW1uzcuZPY2FhWrVpFSkoKISEhcrjly5fTu3dvypYtq7Z9QEAA9+/fJzExkZ07d1K7dm0+/vjjd17h7NChA8+fP+fgwYNab6Ma1VAc2ubX21ChQgWMjY3fapyFcXd3Z926dcXaRnWtxsfHM27cOGbMmMGCBQtKJoH/AllZWW8cR0REBPb29sXaJigoiL59+9K4cWMOHjzI1atXCQkJITo6mg0bNmgdj4WFBaampsVMceHe5T1SE1FxFwRBEIR/IWWOkotHrhTY0/66lEepXDp6+Z1OWGdgYIC1tbXaoqury6JFi3BxccHExARbW1tGjBhBWlqavN26desoV64ce/bsoXbt2hgYGJCcnExmZibjx4+nSpUqmJiY0LRpUyIiIkos/enp6QwaNIiOHTuyZ88ePDw8qFatGk2bNmXhwoWEhobKYbdu3UqXLl20yoPy5cvL6xUKBaGhoXTu3BljY2OcnZ05c+YMCQkJuLu7Y2JiQosWLUhMTMwXd2hoKLa2thgbG9OnTx9SUlLkdefPn8fT0xMrKyvMzc1p06YNly5dUtteoVCwcuVKunbtiomJCbNnz9aYBx06dKBly5by8PmwsDCcnZ0xNDTEycmJFStWqG1z7tw53NzcMDQ0pFGjRly+fDlfvJ6enjx58oRff/1VY94bGhpy7949fHx8uHv3LqtWrcLf37/Ahp+7d+8SGBhIYGAg33//Pe7u7tjb29O6dWvCwsKYNm0a8KoRaMeOHRrPlbGxMdbW1nzwwQc0a9aMefPmERoaypo1azh27Jgc7s6dO/Tp04dy5cphYWFBt27d8o0I+P7776lTpw4GBgbY2NgwatQojekGmD59OjY2Nvz+++8A6Orq0rFjR7Zu3VrgNm9K2/x6/Pgx/fr1o0qVKhgbG+Pi4qKx4SknJ4dRo0Zhbm6OlZUVU6dOVWt0eX2YskKhICwsjB49emBsbIyDgwN79uyR1z99+hRfX18qVKiAkZERDg4OhIeHl1h+wP9dq1WrVmX48OF4eHjIaSrqnnX79m26dOlC+fLlMTExoU6dOhw4cECrYymqPPn7+9O9e3cWLlyIjY0NlpaWjBw5Uq0Sef/+fTp16oSRkRHVqlVj8+bN+fL82bNnDBkyhAoVKmBmZka7du2Ijo6W16uGn4eFhVGtWjUMDQ0B2LFjBy4uLhgZGWFpaYmHh0eJPeZy7tw5goODCQkJYcGCBbRo0QJ7e3s8PT3ZuXMnfn5+auE3bNiAvb095ubmfPzxxzx//lxeV9QjHPHx8bRu3RpDQ0Nq167N0aNH1darGsO2bdtGmzZtMDQ0lBsOC7sHqrbbtWsXbdu2xdjYmHr16nHmzJk3zp9SnZwuOzu71FsuBEEQBOHfqEyZMlw4cqnogHlcOHKZxj4N//F3r2q71FT1xgIDAwMMDAy0jkdHR4dly5ZRrVo1bt68yYgRI5gwYYLaj5/09HTmzZtHWFgYlpaWVKxYkVGjRhEbG8vWrVupXLkyu3fvxsfHh5iYGBwcHP7RMeXm5qKjo7kf4/Dhwzx69IgJEyZoXF+uXDngVe9wbGwsjRo1+kdpmDVrFosWLWLRokVMnDiR/v37U716dSZNmoSdnR2ffvopo0aNUuuBTUhIYPv27ezdu5fU1FQGDx7MiBEj5B+Wz58/x8/Pj+XLlyNJEiEhIXTs2JH4+Hi1XqgZM2Ywd+5clixZgp6eHjdv3pTXPXv2jE6dOlG2bFmOHj2KsbExmzZtYtq0aXz77be4ublx+fJlAgICMDExwc/Pj7S0NDp37oynpycbN27k1q1bfPHFF/mOWV9fn/r16xMZGUn79u3zrTc2NiY4OJgDBw7QtWtXcnJyOHHiBGXKlNGYhz/++CNZWVlFnqvff/+dlJQUrc+Vn58f48aNY9euXXh4eJCdnY23tzfNmzcnMjISPT09vvnmG3x8fPj999/R19dn5cqVjB07lrlz59KhQwdSUlI4depUvrglSSIwMJB9+/YRGRlJzZo15XVNmjRh7ty5WqXxn9A2vzIyMmjYsCETJ07EzMyM/fv3M2DAAGrUqEGTJk3k8D/88AODBw/m3LlzXLhwgaFDh2JnZ0dAQECBaZg5cybz589nwYIFLF++HF9fX27fvo2FhQVTp04lNjaWgwcPYmVlRUJCAi9fvnyreVAUIyMjHj9+DBR9zxo5ciRZWVn89ttvmJiYEBsbK4/oKOxYtClP8OqRBhsbG3755RcSEhLo27cv9evXl/N34MCBPHr0iIiICMqUKcPYsWN5+PCh2vH07t0bIyMjDh48iLm5OaGhobRv354bN25gYWEBvLqv7Ny5k127dqGrq8v9+/fp168f8+fPp0ePHjx//pzIyEi1Rpm3adOmTZQtW5YRI0ZoXK8ql/BqBM5PP/3Evn37ePr0KX369GHu3LkaGyBfl5ubS8+ePalUqRJRUVGkpKQUWMn/6quvCAkJkRsji7oHqgQFBbFw4UIcHBwICgqiX79+JCQkoKf3z6vfpVpxP3LkyDsdNiMIgiAI/wVGRkZ4eXmRnpperO1epLwK/8svv/yjH8Hp6a+2t7W1Vft8+vTpzJgxI1/4ffv2qQ1H7tChAz/++GO+CYO++eYbhg0bplZxz87OZsWKFdSrVw+A5ORkwsPDSU5OpnLlygCMHz+eQ4cOER4eXuBEY4mJiUydOpVjx45Rvnx5evTowYABA6hTpw4xMTFMnjyZvXv3atw2Pj4eACcnp0LzJTk5GUmS5HQVlgcAkydPZvLkyfL/gwYNok+fPgBMnDiR5s2bM3XqVLy9vQH44osvGDRokFocGRkZrF+/nipVqgCvhn936tSJkJAQrK2tadeunVr41atXU65cOX799Vc6d+4sf96/f3+1uFUV9wcPHtC3b18cHBzYvHmzXIGYPn06ISEh9OzZE4Bq1aoRGxtLaGgofn5+bN68mdzcXNauXYuhoSF16tTh7t27DB8+PF/eVK5cmdu3b2vM04yMDIKDg4mKisLd3Z1GjRrh4eHBggUL1CqMKvHx8ZiZmWFjY6MxPpXbt2+jq6tLxYoVCw2noqOjg6Ojo9wDum3bNnJzcwkLC5OHpoeHh1OuXDkiIiLw8vLim2++Ydy4cWoNFo0bN1aLNycnh08++YTLly9z8uRJ+TyqVK5cmTt37hTasPQmtM2vKlWqMH78ePn/zz//nMOHD7N9+3a182Bra8vixYtRKBTUqlWLmJgYFi9eXGjF3d/fn379+gEQHBzMsmXLOHfuHD4+PiQnJ+Pm5iY3sBR3uPWbkCSJ48ePc/jwYT7//HOAIu9ZycnJfPTRR7i4uABQvXp1OXxhx6JNeQIoX7483377Lbq6ujg5OdGpUyeOHz9OQEAA165d49ixY5w/f17eR1hYmFpj5smTJzl37hwPHz6UG1kXLlzITz/9xI4dO+THQbKysli/fj0VKlQA4NKlS+Tk5NCzZ0/5MSDVMZaE+Ph4qlevXmADXV65ubmsW7dObogcMGAAx48f16rifuzYMa5du8bhw4fl+3ZwcDAdOnTIF3b06NHy/Q6KvgeqjB8/nk6dOgGvGqnq1KlDQkJCkd8nhSnViruXlxdmZmalmQRBEARB+NcyNite47eJ+avwbdu2/Uf7U/W037lzR+37u6De9rZt27Jy5cr/27+JCfDqR9OcOXO4du0aqamp5OTkkJGRQXp6utygr6+vj6urq7xtTEwMSqUSR0dHtX1kZmZiaWlZYJrHjBlDy5YtmTRpEjdv3mTLli00btyY7OxsrKysmDlzZoHbaturpGoEUQ0tzev1PADk3i2VvMdZqVIlQP3HcaVKlcjIyCA1NVXOdzs7O7XKXvPmzcnNzeX69etYW1vz119/MWXKFCIiInj48CFKpZL09HSSk5PV9l1Qz7OnpydNmjRh27Zt6OrqAvDixQsSExMZPHiwWoUsJycHc3NzAOLi4nB1dVXLi+bNm2vch5GRkdwY9Lr09HQqVarEoUOHGDRoEMOGDSMgIIAzZ85orLhLkqTVM94vX77EwMCgWM+D5407OjqahISEfM/OZmRkkJiYyMOHD/nzzz81jiLIa8yYMRgYGHD27FmsrKzyrTcyMiI3N5fMzEyMjIw0xlGnTh254UNVVvM2ErVq1arA5+S1zS+lUklwcDDbt2/n3r17ZGVlkZmZma/jrVmzZmrxNW/enJCQEJRKpVx+Xpe33JuYmGBmZib3Eg8fPpyPPvqIS5cu4eXlRffu3WnRokWB6QwODlZrvHv58iVnz55Ve0QhNjYWOzu7AuNQNbJlZ2eTm5tL//795QbJou5ZgYGBDB8+nCNHjuDh4cFHH30kH19hx1JUeVKpU6eOWj7a2NgQExMDwPXr19HT06NBgwby+po1a6o9khMdHU1aWlq+e+XLly/V9lO1alW50g5Qr1492rdvj4uLC97e3nh5edGrVy+1uF+XtwwqlUoyMzPVPvvkk09YtWqVxm2L05Nvb2+vlm82Njb5RhkUJC4uDltbW7XG1oLuU3nvkdrcA1Xylm9VA9nDhw//vRX3MmXKaNWiIgiCIAiCOmWOkkZeDbhwOP/zwwVp5OWGMkf5j797VduZmZlp1fBuYmKiNvwXXj3/17lzZ4YPH87s2bOxsLDg5MmTDB48mKysLLlCYGRkpFYRSEtLQ1dXl4sXL+arCLzeo53X+vXr5eGVLi4udOvWjczMTJ4+fYq1tXWh6Vc1Ely7dq3AH3WAXPF6+vSp2o/egvLgdXnPh+qYNX1WnAn6/Pz8ePz4MUuXLqVq1aoYGBjQvHnzfBNOqRpTXtepUyd5wjJVI4Lqmd41a9bQtGlTtfAFVc4K8+TJE2rUqKFxnYWFBSNHjlT7rEaNGgWGd3R0JCUlhfv37xfai2xlZUV6ejpZWVnyKILCKJVK4uPj5R7ztLQ0GjZsqHGSvAoVKmjdO+7p6cmWLVs4fPgwvr6++dY/efIEExOTAivtAAcOHJAfX7l37x7u7u7yK/eAQrfVNr8WLFjA0qVLWbJkifyM9+jRo9/KxGWv34cUCoVcxjt06MDt27c5cOAAR48epX379owcOZKFCxdqjGvYsGHyqBUAX19fPvroI7WeUk0jYvJSNbLp6+tTuXJleUizNvesIUOG4O3tzf79+zly5Ahz5swhJCSEzz//vNBjKao8aZNX2khLS8PGxkbjnCB5h5+/fj/Q1dXl6NGjnD59miNHjrB8+XKCgoKIiooqcL6JvGUwKiqKiRMnqu23sO8OR0dHTp48SXZ2dpHfU2+aJ9rKmyfFuQe+6T1cEzE5nSAIgiD8C+nq6dLQqz5mVtqNXDO3MqOBpxu6esWvYL1NFy9eJDc3l5CQEJo1a4ajoyN//vlnkdu5ubmhVCp5+PAhNWvWVFsKq4Dn/VGqopqEqiheXl5YWVkxf/58jetVk7XVqFEDMzMzYmNji4zzbUlOTlbLt7Nnz6Kjo0OtWrUAOHXqFIGBgXTs2FGeJO3Ro0daxz937lz8/Pxo3769fFyVKlWicuXK3Lx5M985UP2Id3Z25vfffycjI0MtbZpcvXoVNze3ItOybt26IodK9+rVC319/SLPlerdz9qeqx9++IGnT5/y0UcfAdCgQQPi4+OpWLFivjwwNzfH1NQUe3t7jh8/Xmi8Xbt2ZfPmzQwZMkTjJHTa5E3VqlXlfauGMedNz+vD7/PSNr9OnTpFt27d+OSTT6hXrx7Vq1dXew2iSlRUlNr/Z8+excHB4R816KhUqFABPz8/Nm7cyJIlS1i9enWBYS0sLNSO3cjIKN85KurZYlUjm52dnVpYbe9Ztra2DBs2jF27djFu3DjWrFlT5LEUVZ60UatWLXJyctQmgUxISODp06fy/w0aNODBgwfo6enl24+mER95KRQKWrZsycyZM7l8+TL6+vrs3r27wPCvl8HX91nYYyr9+/cnLS0t34SXKqpy+aacnZ25c+cO9+/flz8r6D6Vlzb3wJIkKu6CIAiC8C+lQMGn33yCjm7hX+c6ujoM+mYAxXtZVMmoWbMm2dnZLF++nJs3b7Jhw4YCh03m5ejoiK+vLwMHDmTXrl3cunWLc+fOMWfOHPbv318iaTUxMSEsLIz9+/fTtWtXjh07RlJSEhcuXGDChAkMGzYMePUctIeHBydPnswXR2ZmJg8ePFBbilOBLoihoSF+fn5ER0cTGRlJYGAgffr0kRskHBwc2LBhA3FxcURFReHr61toD6wmCxcuxNfXl3bt2nHt2jXg1bOac+bMYdmyZdy4cYOYmBjCw8Pld7L3798fhUJBQEAAsbGxHDhwQGMvaVJSEvfu3cPDw+MNc+IV1TPWS5cuZfDgwfz666/cvn2bU6dO8dlnn8nvc65QoQINGjTQeK7S09N58OABd+/e5ezZs0ycOJFhw4YxfPhw+fESX19frKys6NatG5GRkdy6dYuIiAgCAwO5e/cu8GrCv5CQEJYtW0Z8fDyXLl1i+fLl+fbXo0cPNmzYwKBBg9ixY4fausjISPn55pKgbX45ODjIPa5xcXF89tln/PXXX/niS05OZuzYsVy/fp0tW7awfPlyjZMSamvatGn8/PPPJCQk8Mcff7Bv3z6cnZ3/cXxvQpt71ujRozl8+DC3bt3i0qVL/PLLL3J6CzsWbcpTUZycnPDw8GDo0KGcO3eOy5cvM3ToULVRSx4eHjRv3pzu3btz5MgRkpKSOH36NEFBQVy4cKHAuKOioggODubChQskJyeza9cu/v777xI7F02bNmXChAmMGzeOCRMmcObMGW7fvs3x48fp3bs3P/zww1vZj4eHB46Ojmr30KCgIK22LeoeWJJExV0QBEEQ/qV0dHVw+bAOgd8Nw7yAnndzKzMCvxuGy4e1i6zgvwv16tVj0aJFzJs3j7p167Jp0ybmzJmj1bbh4eEMHDiQcePGUatWLbp378758+cLfW71TXXr1o3Tp09TpkwZ+vfvj5OTE/369SMlJYVvvvlGDqfqOX19KOShQ4ewsbFRWz788MM3TlfNmjXp2bMnHTt2xMvLC1dXV7VeqrVr1/L06VMaNGjAgAEDCAwM1HpCtrwWL15Mnz59aNeuHTdu3GDIkCGEhYURHh6Oi4sLbdq0Yd26dXJvU9myZdm7dy8xMTG4ubkRFBTEvHnz8sW7ZcsWvLy88r33/k2MGDGCI0eOcO/ePXr06IGTkxNDhgzBzMxMbYK1IUOGaByavGbNGmxsbKhRowY9e/YkNjaWbdu2qeWrsbExv/32G3Z2dvTs2RNnZ2cGDx5MRkaGPATYz8+PJUuWsGLFCurUqUPnzp3liQ5f16tXL3744QcGDBjArl27gFfD3k+fPp1vQsK3TZv8mjJlCg0aNMDb2xt3d3esra3p3r17vrgGDhzIy5cvadKkCSNHjuSLL76QJzz7J/T19Zk0aRKurq60bt0aXV3dEn09XmG0uWcplUpGjhyJs7MzPj4+ODo6yuWmsGPRpjxpY/369VSqVInWrVvTo0cPAgICMDU1leeaUCgUHDhwgNatWzNo0CAcHR35+OOPuX37tjyvhiZmZmb89ttvdOzYEUdHR6ZMmUJISIjGSdzelnnz5rF582aioqLw9vamTp06jB07FldX13yvg/undHR02L17t1xmhwwZotWkdkCR98CSpJBKaj7/QqSmpmJubk5KSoqYnE4QBEEQ3lCuMhcJuHT0MheOXOZFSjom5sY08nKjgacbCngrlXbx/V0wSZJo2rQpY8aMkWfKFjTLysqSZ6tv2bLlO9//y5cvqVWrFtu2bSt07oLSMnHiRJ4+fVro0HBBKMzdu3extbXl2LFjRU6UKPx7lOrkdIIgCIIgvDlVpbyBR30a+zSUP1fmKNF9D3rZ/xcoFApWr14tz/QsFCw5OZnJkyeXSqUdXk3atn79+rfyyEJJqFixImPHji3tZAj/IidOnCAtLQ0XFxfu37/PhAkTsLe3p3Xr1qWdNOEtEj3ugiAIgiBoRXx/C4IgvH8OHz7MuHHjuHnzJqamprRo0YIlS5a81UdRhNInKu6CIAiCIGhFfH8LgiAIQukQ4+cEQRAEQRAEQRAE4T0mKu6CIAj/AsocZaH/C4IgCIIgCP9dYnI6QRCE91iu8tWrpaKPRXP5yBVepqZjZGaMm1d96nvWB97ObOGCIAiCIAjC+0tU3AVBEN5TUq5E3Ok4Nk3ZzPPHz9XWXTlyBVNLU3y/6U/tlrVR6ChKKZWCIAiCIAhCSRPdNIIgCO+hXGUusadiWT1qTb5Ku8rzx89ZPWoNsadi5Z55QRBKz9SpUxk6dGiJ72fGjBnUr1+/ROKOiIhAoVDw7NmztxZnUlISCoWCK1euABAbG8sHH3zAixcv3to+3iZ3d3dGjx5daBh7e3uWLFnyTtJT0o4fP46zszNK5bt/BMvf35/u3bsXuH7VqlV06dLl3SVI+FfQ5h74+nWszTWrUCj46aef3jh9JUVU3AVBEN5Tm6ZsLrJCnqvMZfPULe8oRYKgPX9/fxQKRb4lISGhtJNWbJcvX6Z3795UqlQJQ0NDHBwcCAgI4MaNG3KYBw8esHTpUoKCguTPCsoDHx+f0jiM90bt2rVp1qwZixYt0iq8v78/SUlJWoX95Zdf6NixI5aWlhgbG1O7dm3GjRvHvXv33iDF+Z0/f/6dNNK8iQcPHvD5559TvXp1DAwMsLW1pUuXLhw/flwt3IQJE5gyZQq6uroArFu3Ti6rurq6lC9fnqZNm/L111+TkpLyTo/h008/5dKlS0RGRpbofvJeq/r6+tSsWZOvv/6anJycEt2voNnOnTtxd3fH3NycsmXL4urqytdff82TJ0+0jmPXrl3MmjWrBFP57omKuyAIwntGmaPkytErBfa0vy71USpXjkWLCeuE946Pjw/3799XW6pVq1bseJRKJbm5pTOqZN++fTRr1ozMzEw2bdpEXFwcGzduxNzcnKlTp8rhwsLCaNGiRb73JmvKgy1b3s/Gtuzs7He2r0GDBrFy5coCK0ZPnjzhu+++I+9bixMTE9m0aVOBcYaGhuLh4YG1tTU7d+4kNjaWVatWkZKSQkhIyFtNf4UKFTA2Nn6rcRbG3d2ddevWaR0+KSmJhg0bcuLECRYsWEBMTAyHDh2ibdu2jBw5Ug538uRJEhMT+eijj9S2NzMz4/79+9y9e5fTp08zdOhQ1q9fT/369fnzzz/f1mEVSV9fn/79+7Ns2bJibVfc/IL/u1bj4+MZN24cM2bMYMGCBcWK478kKyvrjeOIiIjA3t6+WNsEBQXRt29fGjduzMGDB7l69SohISFER0ezYcMGreOxsLDA1NS0mCku3Lu8R2pSqhX37OxssYhFLGIRy2uLrp4ul49cKdb99MqRK+jq6ZZ62sXy31/g1fvc8y6ZmZkay6WBgQHW1tZqi66uLosWLcLFxQUTExNsbW0ZMWIEaWlp8nbr1q2jXLly7Nmzh9q1a2NgYEBycjKZmZmMHz+eKlWqYGJiQtOmTYmIiPinP0OKlJ6ezqBBg+jYsSN79uzBw8ODatWq0bRpUxYuXEhoaKgcduvWrRqH9GrKg/Lly8vrFQoFoaGhdO7cGWNjY5ydnTlz5gwJCQm4u7tjYmJCixYtSExMzBd3aGgotra2GBsb06dPH7Xe0PPnz+Pp6YmVlRXm5ua0adOGS5cuqW2vUChYuXIlXbt2xcTEhNmzZ2vMgw4dOtCyZUt5+HxYWBjOzs4YGhri5OTEihUr1LY5d+4cbm5uGBoa0qhRIy5fvpwvXk9PT548ecKvv/6qMe8NDQ25d+8ePj4+3L17l1WrVuHv719gw8/du3cJDAwkMDCQ77//Hnd3d+zt7WndujVhYWFMmzYNgMePH9OvXz+qVKmCsbExLi4uGhtScnJyGDVqFObm5lhZWTF16lS1RoTXh90qFArCwsLo0aMHxsbGODg4sGfPHnn906dP8fX1pUKFChgZGeHg4EB4eLjGY3kbRowYgUKh4Ny5c3z00Uc4OjpSp04dxo4dy9mzZ+VwW7duxdPTE0NDQ7XtFQoF1tbW2NjY4OzszODBgzl9+jRpaWlMmDBBDpebm8ucOXOoVq0aRkZG1KtXjx07dqjF9ccff9C5c2fMzMwwNTWlVatWGsszvCq3FSpUYN68efJnXbp0Yc+ePbx8+fJtZE2BVNdq1apVGT58OB4eHvI5LOqedfv2bbp06UL58uUxMTGhTp06HDhwACj63N+5c4c+ffpQrlw5LCws6Natm9oIE9XjBAsXLsTGxgZLS0tGjhwp348B7t+/T6dOnTAyMqJatWps3rw5Xxl99uwZQ4YMoUKFCpiZmdGuXTuio6Pl9arh52FhYVSrVk0uEzt27MDFxQUjIyMsLS3x8PAoscdczp07R3BwMCEhISxYsIAWLVpgb2+Pp6cnO3fuxM/PTy38hg0bsLe3x9zcnI8//pjnz/+vw6OoR17i4+Np3bo1hoaG1K5dm6NHj6qtVz3is23bNtq0aYOhoaHccFjYPVC13a5du2jbti3GxsbUq1ePM2fOvHH+lOrkdEeOHHmnrZWCIAjvOyMjI7y8vHiZml6s7dL/f/hffvmlxH/cCP+70tNflTNbW1u1z6dPn86MGTO0jkdHR4dly5ZRrVo1bt68yYgRI5gwYYLaj5/09HTmzZtHWFgYlpaWVKxYkVGjRhEbG8vWrVupXLkyu3fvxsfHh5iYGBwcHP7RMeXm5qKjo7kf4/Dhwzx69EitopJXuXLlgFe9w7GxsTRq1OgfpWHWrFksWrSIRYsWMXHiRPr370/16tWZNGkSdnZ2fPrpp4waNYqDBw/K2yQkJLB9+3b27t1LamoqgwcPZsSIEfIPy+fPn+Pn58fy5cuRJImQkBA6duxIfHy8Wi/UjBkzmDt3LkuWLEFPT4+bN2/K6549e0anTp0oW7YsR48exdjYmE2bNjFt2jS+/fZb3NzcuHz5MgEBAZiYmODn50daWhqdO3fG09OTjRs3cuvWLb744ot8x6yvr0/9+vWJjIykffv2+dYbGxsTHBzMgQMH6Nq1Kzk5OZw4cYIyZcpozMMff/yRrKysIs9VRkYGDRs2ZOLEiZiZmbF//34GDBhAjRo1aNKkiRz+hx9+YPDgwZw7d44LFy4wdOhQ7OzsCAgIKPA8zpw5k/nz57NgwQKWL1+Or68vt2/fxsLCgqlTpxIbG8vBgwexsrIiISGhxO7VT5484dChQ8yePRsTE5N861V5ARAZGUn//v21irdixYr4+vry/fffo1Qq0dXVZc6cOWzcuJFVq1bh4ODAb7/9xieffEKFChVo06YN9+7do3Xr1ri7u3PixAnMzMw4deqUxpEWJ06coGfPnsyfP1/tMYRGjRqRk5NDVFQU7u7uxc6Pf8rIyIjHjx8DRd+zRo4cSVZWFr/99hsmJibExsZStmxZgELPfXZ2Nt7e3jRv3pzIyEj09PT45ptv8PHx4ffff0dfXx949d1uY2PDL7/8QkJCAn379qV+/fpyeRw4cCCPHj0iIiKCMmXKMHbsWB4+fKh2PL1798bIyIiDBw9ibm5OaGgo7du358aNG1hYWACv7is7d+5k165d6Orqcv/+ffr168f8+fPp0aMHz58/JzIyUq0R623atGkTZcuWZcSIERrX5y27iYmJ/PTTT+zbt4+nT5/Sp08f5s6dq7EB8nW5ubn07NmTSpUqERUVRUpKSoGV/K+++oqQkBC5MbKoe6BKUFAQCxcuxMHBgaCgIPr160dCQgJ6ev+8+l2qFXcvLy/MzMxKMwmCIAjvJSOz4jVqGv//8G3bti2J5AgC8KqnHV71EOX9/jYwMNAYft++ffKPV4AOHTrw448/5psw6JtvvmHYsGFqFffs7GxWrFhBvXr1AEhOTiY8PJzk5GQqV64MwPjx4zl06BDh4eEEBwdrTENiYiJTp07l2LFjlC9fnh49ejBgwADq1KlDTEwMkydPZu/evRq3jY+PB8DJyanQfElOTkaSJDldheUBwOTJk5k8ebL8/6BBg+jTpw8AEydOpHnz5kydOhVvb28AvvjiCwYNGqQWR0ZGBuvXr6dKlSoALF++nE6dOhESEoK1tTXt2rVTC7969WrKlSvHr7/+SufOneXP+/fvrxa3quL+4MED+vbti4ODA5s3b5YrENOnTyckJISePXsCUK1aNWJjYwkNDcXPz4/NmzeTm5vL2rVrMTQ0pE6dOty9e5fhw4fny5vKlStz+/ZtjXmakZFBcHCwXFlr1KgRHh4eLFiwQK2CrRIfH4+ZmRk2NjYa41OpUqUK48ePl////PPPOXz4MNu3b1eL19bWlsWLF6NQKKhVqxYxMTEsXry40Iq7v78//fr1AyA4OJhly5Zx7tw5fHx8SE5Oxs3NTW7cKe7w4eJISEhAkqQiyy286inWVG4L4uTkxPPnz3n8+DHm5uYEBwdz7NgxmjdvDkD16tU5efIkoaGhtGnThu+++w5zc3O2bt0qN7o4Ojrmi3f37t0MHDiQsLAw+vbtq7bO2NgYc3PzAsvK2yZJEsePH+fw4cN8/vnnAEXes5KTk/noo49wcXEBXuWDSmHnftu2beTm5hIWFoZC8ertMOHh4ZQrV46IiAi8vLwAKF++PN9++y26uro4OTnRqVMnjh8/TkBAANeuXePYsWOcP39e3kdYWJhaY+bJkyc5d+4cDx8+lO/XCxcu5KeffmLHjh1yQ0lWVhbr16+nQoUKAFy6dImcnBx69uwpPwakOsaSEB8fT/Xq1QtsoMsrNzeXdevWyQ2RAwYM4Pjx41pV3I8dO8a1a9c4fPiwXP6Dg4Pp0KFDvrCjR4+W73dQ9D1QZfz48XTq1Al41ahXp04dEhIStLouC1KqFfcyZcpodWIEQRD+lyhzlLh51edKMYbL1/eqjzJHKe6pQolSlS8zMzOtGt7btm3LypUr5f9VvX/Hjh1jzpw5XLt2jdTUVHJycsjIyCA9PV0eiaevr4+rq6u8bUxMDEqlMt+P/szMTCwtLQtMw5gxY2jZsiWTJk3i5s2bbNmyhcaNG5OdnY2VlRUzZ84scFtte5VUvWevDzeG/HkAyL1bKnmPs1KlSoD6j+NKlSqRkZFBamqqnO92dnZypR2gefPm5Obmcv36daytrfnrr7+YMmUKERERPHz4EKVSSXp6OsnJyWr7LmiUgKenJ02aNGHbtm3ypGUvXrwgMTGRwYMHq1Vgc3JyMDc3ByAuLg5XV1e1vFBV6l5nZGQkj+J4XXp6OpUqVeLQoUMMGjSIYcOGERAQwJkzZzRW3CVJkis+hVEqlQQHB7N9+3bu3btHVlYWmZmZ+UaANmvWTC2+5s2bExISIvc0a5L3PJqYmGBmZib3eg4fPpyPPvqIS5cu4eXlRffu3WnRokWB6QwODlZrjHr58iVnz55l1KhR8mexsbHY2dnl27Y4vaEvX77UWG4LoopbNdFkeno6np6eamGysrJwc3MD4MqVK7Rq1arQ76aoqCj27dvHjh07CpxhvrCyAm+WXyqqRrbs7Gxyc3Pp37+/PJKoqHtWYGAgw4cP58iRI3h4ePDRRx/J5aGwcx8dHU1CQkK+Z7EzMjLUHieoU6eOWrmzsbEhJiYGgOvXr6Onp0eDBg3k9TVr1lR7JCc6Opq0tLR898qXL1+q7adq1apypR2gXr16tG/fHhcXF7y9vfHy8qJXr15qcb8ub0OlUqkkMzNT7bNPPvmEVatWady2OGXX3t5eLd9sbGzyjTIoSFxcHLa2tmqNVgXdp/LeI7W5B6rkvR+oGhQfPnz47624C4IgCPnp6ulS37M+ppamWk1QZ2ZlRn2PeujoivlGhfeLiYkJNWvWVPssKSmJzp07M3z4cGbPno2FhQUnT55k8ODBZGVlyRUoIyMjtYpTWloaurq6XLx4MV/F6fUe7bzWr18vD690cXGhW7duZGZm8vTpU6ytrQtNv6qR4Nq1awX+qAOwsrICXj3LmvdHb0F58Lq8lRrVMWv6rDgT9Pn5+fH48WOWLl1K1apVMTAwoHnz5vkmnNI0lBqgU6dO8gRvqkYE1TO9a9asoWnTpmrhC6rMFubJkyfUqFFD4zoLCwu1SdQAatSoUWB4R0dHUlJSuH//fqG97gsWLGDp0qUsWbJEfmZ59OjRb2UirtcrpwqFQj5nHTp04Pbt2xw4cICjR4/Svn17Ro4cycKFCzXGNWzYMHkUBoCvry8fffSRWs9fQT3lDg4OKBQKrl27VmSaraysePr0aZHhVOLi4jAzM8PS0lIenbF//361RiT4v1E4RkZGRcZZo0YNLC0t+f777+nUqZPGSv6TJ0/yXVt5vUl+qaga2fT19alcubI8pFmbe9aQIUPw9vZm//79HDlyhDlz5hASEsLnn39e6LlPS0ujYcOGGiddzHu8hZUtbaSlpWFjY6NxTpC8w89fvx/o6upy9OhRTp8+zZEjR1i+fDlBQUFERUUVON+E6rWP8KpRZuLEiWr7LazR19HRkZMnT5KdnV1kR8Sb5om28uZJce6Bb3oP10T8yhMEQXhP+X7Tv8jKuI6uDv1nafd8oiC8Dy5evEhubi4hISE0a9YMR0dHrWapdnNzQ6lU8vDhQ2rWrKm2FFYBz/ujVEU1CVVRvLy8sLKyYv78+RrXqyZrq1GjBmZmZsTGxhYZ59uSnJyslm9nz55FR0eHWrVqAXDq1CkCAwPp2LEjderUwcDAgEePHmkd/9y5c/Hz86N9+/bycVWqVInKlStz8+bNfOdA9SPe2dmZ33//nYyMDLW0aXL16lW5Z7Yw69atK3Joea9evdDX1y/yXJ06dYpu3brxySefUK9ePapXr672Wj+VqKgotf/Pnj2Lg4PDP2qgUKlQoQJ+fn5s3LiRJUuWsHr16gLDWlhYqOWvkZERFStWVPusoGdlLSws8Pb25rvvvtM4iZgqL+DVdaVtuX348CGbN2+me/fu6OjoqE0c+Xp5UM2D4erqSmRkpNpEaq+zsrLixIkTJCQk0KdPn3xhExMTycjIKLSsvEl+qaga2ezs7NTCanvPsrW1ZdiwYezatYtx48axZs0aeV1B575BgwbEx8fnS2vNmjXz9eAWpFatWuTk5KhNApmQkKDWINOgQQMePHiAnp5evv2oGh4LolAoaNmyJTNnzuTy5cvo6+uze/fuAsPnjbtKlSr59lmxYsUCt+3fvz9paWn5JrxUyVt234SzszN37tzh/v378mcF3afy0uYeWJJExV0QBOE9pKOrQ+2WtRn6bQBmVppbp82szBj6bQC1WzqL3nbhX6NmzZpkZ2ezfPlybt68yYYNGwocNpmXo6Mjvr6+DBw4kF27dnHr1i3OnTvHnDlz2L9/f4mk1cTEhLCwMPbv30/Xrl05duwYSUlJXLhwgQkTJjBs2DDg1cRVHh4enDx5Ml8cmZmZPHjwQG0pTgW6IIaGhvj5+REdHU1kZCSBgYH06dNHbpBwcHBgw4YNxMXFERUVha+vr1a9n3ktXLgQX19f2rVrJ/fezpw5kzlz5rBs2TJu3LhBTEwM4eHh8jvZ+/fvj0KhICAggNjYWA4cOKCxVzkpKYl79+7h4eHxhjnxiuqZ9KVLlzJ48GB+/fVXbt++zalTp/jss8/k9zk7ODjIPYhxcXF89tln/PXXX/niS05OZuzYsVy/fp0tW7awfPlyjZPsaWvatGn8/PPPJCQk8Mcff7Bv3z6cnZ3/cXxF+e6771AqlTRp0oSdO3cSHx9PXFwcy5YtUxs94u3trbHcSpLEgwcPuH//PnFxcXz//fe0aNECc3Nz5s6dC4CpqSnjx49nzJgx/PDDDyQmJnLp0iWWL1/ODz/8AMCoUaNITU3l448/5sKFC8THx7NhwwauX7+utr+KFSty4sQJrl27Rr9+/dQmr4uMjKR69eoFjrYoadrcs0aPHs3hw4e5desWly5d4pdffpHPb2Hn3tfXFysrK7p160ZkZCS3bt0iIiKCwMBA7t69q1X6nJyc8PDwYOjQoZw7d47Lly8zdOhQtVFLHh4eNG/enO7du3PkyBGSkpI4ffo0QUFBXLhwocC4o6KiCA4O5sKFCyQnJ7Nr1y7+/vvvEiu7TZs2ZcKECYwbN44JEyZw5swZbt++zfHjx+ndu7dcrt6Uh4cHjo6OavfQoKAgrbYt6h5YksQvPUEQhPeUQkeBcwtnZh3/mkEhg3DzdqNW81q4ebsxKGQQs45/jXMLZxQ6RT/XKQjvi3r16rFo0SLmzZtH3bp12bRpE3PmzNFq2/DwcAYOHMi4ceOoVasW3bt35/z584U+t/qmunXrxunTpylTpgz9+/fHycmJfv36kZKSwjfffCOHGzJkCFu3bs03FPLQoUPY2NioLR9++OEbp6tmzZr07NmTjh074uXlhaurq1ov1dq1a3n69CkNGjRgwIABBAYGFtrTVZDFixfTp08f2rVrx40bNxgyZAhhYWGEh4fj4uJCmzZtWLdundzbVLZsWfbu3UtMTAxubm4EBQWpvdpLZcuWLXh5eeV77/2bGDFiBEeOHOHevXv06NEDJycnhgwZgpmZmTwh3ZQpU2jQoAHe3t64u7tjbW2t8bnqgQMH8vLlS5o0acLIkSP54osv1GY6Ly59fX0mTZqEq6srrVu3RldXl61bt/7j+IpSvXp1Ll26RNu2bRk3bhx169bF09OT48ePq8254Ovryx9//JGvIp2amoqNjQ1VqlShefPm8sRbly9fVnsUYdasWUydOpU5c+bg7OyMj48P+/fvl8uDpaUlJ06cIC0tjTZt2tCwYUPWrFmjcRi0tbU1J06cICYmBl9fX5RKJfCqrBQ2KWBJ0+aepVQqGTlypJwHjo6O8vVY2Lk3Njbmt99+w87Ojp49e8qv3svIyCjWBN7r16+nUqVKtG7dmh49ehAQEICpqak8f4FCoeDAgQO0bt2aQYMG4ejoyMcff8zt27fleTU0MTMz47fffqNjx444OjoyZcoUQkJCNE7i9rbMmzePzZs3ExUVhbe3t/waQ1dX13yvg/undHR02L17t3yNDxkyRKtJ7YAi74ElSSGV1Hz+hUhNTcXc3JyUlBQxq7wgCIIWlDlKdPV0C/xfEN4F8f1dMEmSaNq0KWPGjJFnFhc0y8rKkmerb9myZWkn53/el19+SWpqKqGhoaWdlHz++OMPudFI26HjAty9exdbW1uOHTum8XWLwr+T6HEXBEH4F3i9ki4q7YLwflEoFKxevVrj+6kFdcnJyUyePFlU2t8TQUFBVK1atUQm9npT9+/fZ/369aLSXoQTJ06wZ88ebt26xenTp/n444+xt7endevWpZ004S0SPe6CIAiCIGhFfH8LgiC8fw4fPsy4ceO4efMmpqamtGjRgiVLlrzVR1GE0icq7oIgCIIgaEV8fwuCIAhC6RBD5QVBEARBEARBEAThPSYq7oIgCIJQTMocZaH/C4IgCIIgvE16pZ0AQRAEQfi3yFW+mrzpj+O/E3PkCi9TX2JkZoSLV33qetQDQEdXtIkLgiAIgvB2iV8XgiAIgqAFKVfixulrBHtMZ/OXPxBzNJqEqBvEHI1m85c/EOwxnRunryHlvvOpY4T3xNSpU9/oXd/amjFjBvXr1y+RuCMiIlAoFDx79uytxZmUlIRCoeDKlSsAxMbG8sEHH/DixYu3tg/h3+n69etYW1vz/Pnzd77voq6jQ4cOUb9+/fdytn1NtLl2161bR7ly5d5ZmkqKNvdAd3d3Ro8eLf9vb2/PkiVLCt1GoVDw008/vXH6SoqouAuCIAhCEXKVuVw/Fcf6wDDSHmv+gZn2+DnrA8O4fipO7pn/X+bv749Coci3JCQklHbSiu3y5cv07t2bSpUqYWhoiIODAwEBAdy4cUMO8+DBA5YuXUpQUJD8WUF54OPjUxqH8d6oXbs2zZo1Y9GiRVqF9/f3JykpqchwefPY3Nycli1bcuLEiTdMrfBPpKamEhQUhJOTE4aGhlhbW+Ph4cGuXbvIOy/2pEmT+PzzzzE1NQX+r/KpUCjQ0dHB3NwcNzc3JkyYwP3799/pMfj4+FCmTBk2bdpU4vvSNr/eVN++fdXuW++rnTt34u7ujrm5OWXLlsXV1ZWvv/6aJ0+eaB3Hrl27mDVrVgmm8t0TFXdBEARB0MKOaVuKrJDnKnPZOX3rO0rR+8/Hx4f79++rLdWqVSt2PEqlstR6vfbt20ezZs3IzMxk06ZNxMXFsXHjRszNzZk6daocLiwsjBYtWuR7/ZKmPNiyZcu7PgytZGdnv7N9DRo0iJUrVxb43vsnT57w3XffqVVaEhMTi6xEhYeHc//+fU6dOoWVlRWdO3fm5s2bbzXt/yZZWVlvHIe/vz8zZszQOvyzZ89o0aIF69evZ9KkSVy6dInffvuNvn37MmHCBFJSUgBITk5m3759+Pv754vj+vXr/Pnnn5w/f56JEydy7Ngx6tatS0xMzBsfT3H4+/uzbNmyYm9TEvn1NhgZGVGxYsW3Fl9RIiIisLe3L9Y2QUFB9O3bl8aNG3Pw4EGuXr1KSEgI0dHRbNiwQet4LCws5Aaht+Vd3iM1ERV3QRAEQSiEMkfJ1WPRBfa0v+75o1SuHo8WE9YBBgYGWFtbqy26urosWrQIFxcXTExMsLW1ZcSIEaSlpcnbqYZz7tmzh9q1a2NgYEBycjKZmZmMHz+eKlWqYGJiQtOmTYmIiCix9KenpzNo0CA6duzInj178PDwoFq1ajRt2pSFCxcSGhoqh926dStdunTRKg/Kly8vr1coFISGhtK5c2eMjY1xdnbmzJkzJCQk4O7ujomJCS1atCAxMTFf3KGhodja2mJsbEyfPn3UfuCfP38eT09PrKysMDc3p02bNly6dElte4VCwcqVK+natSsmJibMnj1bYx506NCBli1bykNww8LCcHZ2xtDQECcnJ1asWKG2zblz53Bzc8PQ0JBGjRpx+fLlfPF6enry5MkTfv31V415b2hoyL179/Dx8eHu3busWrUKf3//Iht+ypUrh7W1NXXr1mXlypW8fPmSo0eP8vjxY/r160eVKlUwNjbGxcUlXwPKjh07cHFxwcjICEtLSzw8POTh/BERETRp0gQTExPKlStHy5YtuX37trztzz//TIMGDTA0NKR69erMnDlTrVFCoVAQFhZGjx49MDY2xsHBgT179qjtf8+ePTg4OGBoaEjbtm354Ycf8g19PnnyJK1atcLIyAhbW1sCAwPVHjmwt7dn1qxZDBw4EDMzM4YOHUpWVhajRo3CxsYGQ0NDqlatypw5cwrNxzcxefJkkpKSiIqKws/Pj9q1a+Po6EhAQABXrlyhbNmyAGzfvp169epRpUqVfHFUrFgRa2trHB0d+fjjjzl16hQVKlRg+PDhauGKKot3796lX79+WFhYYGJiQqNGjYiKitKY7sTERKpXr86oUaPkBqMuXbpw4cIFjdff26Jtfm3YsIFGjRphamqKtbU1/fv35+HDh/niO3XqFK6urhgaGtKsWTOuXr0qr3t9qLxqyPmGDRuwt7fH3Nycjz/+WO3RhcKui7ft3LlzBAcHExISwoIFC2jRogX29vZ4enqyc+dO/Pz81MIXlu7Xh8q/Lj4+ntatW2NoaEjt2rU5evSo2nrVIz7btm2jTZs2GBoayg2HhZU71Xa7du2ibdu2GBsbU69ePc6cOfPG+VOqk9NlZ2eXesuFIAiCIBSmTJkyxBy5UqxtYo5E4+rl9p/7jlMdT2pqqtrnBgYGGBgYaB2Pjo4Oy5Yto1q1aty8eZMRI0YwYcIEtR8/6enpzJs3j7CwMCwtLalYsSKjRo0iNjaWrVu3UrlyZXbv3o2Pjw8xMTE4ODj8o2PKzc1FR0dzP8bhw4d59OgREyZM0Lhe9QP4yZMnxMbG0qhRo3+UhlmzZrFo0SIWLVrExIkT6d+/P9WrV2fSpEnY2dnx6aefMmrUKA4ePChvk5CQwPbt29m7dy+pqakMHjyYESNGyD8snz9/jp+fH8uXL0eSJEJCQujYsSPx8fFqvVAzZsxg7ty5LFmyBD09PbXe6WfPntGpUyfKli3L0aNHMTY2ZtOmTUybNo1vv/0WNzc3Ll++TEBAACYmJvj5+ZGWlkbnzp3x9PRk48aN3Lp1iy+++CLfMevr61O/fn0iIyNp3759vvXGxsYEBwdz4MABunbtSk5ODidOnKBMmTJa56uRkRHwqtc5IyODhg0bMnHiRMzMzNi/fz8DBgygRo0aNGnShPv379OvXz/mz59Pjx49eP78OZGRkUiSRE5ODt27dycgIIAtW7aQlZXFuXPnUCgUAERGRjJw4ECWLVtGq1atSExMlOc6mD59upyemTNnMn/+fBYsWMDy5cvx9fXl9u3bWFhYcOvWLXr16sUXX3zBkCFDuHz5MuPHj1c7nsTERHx8fPjmm2/4/vvv+fvvvxk1ahSjRo0iPDxcDrdw4UKmTZsm73vZsmXs2bOH7du3Y2dnx507d7hz547W+Vgcubm5bN26FV9fXypXrpxvvaoSCq/yTdtrxsjIiGHDhjFmzBgePnxIxYoVtSqLbdq0oUqVKuzZswdra2suXbqkcfTO77//jre3N4MHD+abb76RP7ezs6NSpUpERkZSo0aNf5AjhStOfmVnZzNr1ixq1arFw4cPGTt2LP7+/hw4cEBtmy+//JKlS5dibW3N5MmT6dKlCzdu3Cjw2klMTOSnn35i3759PH36lD59+jB37lxmz55d6HVREjZt2kTZsmUZMWKExvV5Gx0KS3dRcnNz6dmzJ5UqVSIqKoqUlJQCK/lfffUVISEhcmNkUeVOJSgoiIULF+Lg4EBQUBD9+vUjISEBPb1/Xv0u1Yr7kSNHMDY2Ls0kCIIgCEKBjIyM8PLy4mXqy2Jt9zI1HYBffvmFly+Lt+37LD391XHZ2tqqfT59+nSNQ0P37dun9sOzQ4cO/Pjjj/kmDPrmm28YNmyYWsU9OzubFStWUK/eq9n6k5OTCQ8PJzk5Wf6BO378eA4dOkR4eDjBwcEa05yYmMjUqVM5duwY5cuXp0ePHgwYMIA6deoQExPD5MmT2bt3r8Zt4+PjAXBycio0X5KTk5EkSeMP79fzAF71sE2ePFn+f9CgQfTp0weAiRMn0rx5c6ZOnYq3tzcAX3zxBYMGDVKLIyMjg/Xr18u9lcuXL6dTp06EhIRgbW1Nu3bt1MKvXr2acuXK8euvv9K5c2f58/79+6vFraq4P3jwgL59++Lg4MDmzZvR19cHXp3rkJAQevbsCUC1atWIjY0lNDQUPz8/Nm/eTG5uLmvXrsXQ0JA6depw9+7dfD2lAJUrV1brtX79+IKDg4mKisLd3Z1GjRrh4eHBggULaNKkicZt8kpPT2fKlCno6urKlbe8FeHPP/+cw4cPs337drninpOTQ8+ePeXHHVxcXIBXDTMpKSl07txZrrw5OzvLcc2cOZOvvvpK/tFevXp1Zs2axYQJE9Qq7v7+/vTr1w+A4OBgli1bxrlz5/Dx8SE0NJRatWqxYMECAGrVqsXVq1fVKiFz5szB19dXvn4cHBxYtmwZbdq0YeXKlRgaGgLQrl07xo0bJ2+XnJyMg4MDH374IQqFIt/jHG/To0ePePr0aZHXDMDt27eL1dilijMpKYmKFStqVRb//vtvzp8/j4WFBQA1a9bMF+/p06fp3LkzQUFBavmmUlg5fVPFya9PP/1U/rt69eosW7aMxo0bk5aWpnaPmT59Op6engD88MMPfPDBB+zevVu+x7wuNzeXdevWyQ16AwYM4Pjx43LFvaDroiTEx8dTvXp1rRroCkt3UY4dO8a1a9c4fPiwfN8ODg6mQ4cO+cKOHj1aLmNQ9D1QZfz48XTq1Al4dY+oU6cOCQkJWp3rgpRqxd3LywszM7PSTIIgCIIgFMnIzKiY4V81Srdt27YkklNqVD3td+7cUfv+Lqi3vW3btqxcuVL+38TEBHj1o2nOnDlcu3aN1NRUcnJyyMjIID09XW7Q19fXx9XVVd42JiYGpVKJo6Oj2j4yMzOxtLQsMM1jxoyhZcuWTJo0iZs3b7JlyxYaN25MdnY2VlZWzJw5s8Btte1VUjXOqCpOeb2eB4BciVDJe5yVKlUC1H8cV6pUiYyMDFJTU+V8t7OzUxti3Lx5c3Jzc+VZuv/66y+mTJlCREQEDx8+RKlUkp6eTnJystq+C6o4eXp60qRJE7Zt24auri4AL168IDExkcGDBxMQECCHzcnJwdzcHIC4uDh5mG7etGliZGQkNwa9Lj09nUqVKnHo0CEGDRrEsGHDCAgI4MyZM4VW3Pv164euri4vX76kQoUKrF27FldXV5RKJcHBwWzfvp179+6RlZVFZmamXN7q1atH+/btcXFxwdvbGy8vL3r16kX58uWxsLDA398fb29vPD098fDwoE+fPtjY2AAQHR3NqVOn1CoMSqUyX5nOe55NTEwwMzOThzpfv36dxo0bqx3L68cZHR3N77//rvacvyRJ5ObmcuvWLbkx4fVz6u/vj6enJ7Vq1cLHx4fOnTvj5eVVYB5u2rSJzz77TP4/MzMThULBwoUL5c8OHjxIq1at8m1bnJ7Yly9farxmCqKKW6FQaFUWr1y5gpubW77rLa/k5GQ8PT2ZPXt2gT2uhZVTeHf5dfHiRWbMmEF0dDRPnz6VRw4kJydTu3ZtOVze683CwoJatWoRFxdXYLz29vZqo3BsbGzkclnYdVGQvI0ISqWSzMxMtc8++eQTVq1apXHb4uRHYekuSlxcHLa2tmqNrQXdp/JeT9qUO5W817vqXvHw4cN/b8W9TJkyxRryJAiCIAjvmjJHiYtXfWKORmu9jYtXPZQ5yv/cd5zqeMzMzLRqeDcxMcnXw5WUlETnzp0ZPnw4s2fPxsLCgpMnTzJ48GCysrLkSo6RkZE8FBkgLS0NXV1dLl68KFckVV7v0c5r/fr18vBKFxcXunXrRmZmJk+fPsXa2rrQ9KsaCa5du1bgjzoAKysrAJ4+fUqFChWKzIPX5S0nqmPW9FlxJujz8/Pj8ePHLF26lKpVq2JgYEDz5s3zTVamakx5XadOndi5cyexsbFyI4JqHoI1a9bQtGlTtfCvnxNtPHnypMDhxxYWFowcOVLtsxo1ahQ5XHnx4sV4eHhgbm6udi4WLFjA0qVLWbJkiTy/wujRo+X80NXV5ejRo5w+fZojR46wfPlygoKCiIqKolq1aoSHhxMYGMihQ4fYtm0bU6ZM4ejRozRr1oy0tDRmzpyp1iunkrdi+vr9QKFQFOucpqWl8dlnnxEYGJhvnZ2dnfz36+e0QYMG3Lp1i4MHD3Ls2DH69OmDh4cHO3bs0Lifrl27qp3fiRMnUqVKFbX9anouHaBChQqUK1eOa9euFXk8VlZWPH36tMhwKqrKp729vVZlUfWoRGEqVKhA5cqV2bJlC59++qnG+9qTJ0/yXdd5vYv8evHiBd7e3nh7e7Np0yYqVKhAcnIy3t7ebzwBYWHlsqjrQhPVax8BoqKimDhxotpcJIV9dzg6OnLy5Emys7OL/P580+tJW3mvp+LcA9/0Hq5JqVbcBUEQBOF9p6unS12PepS1NNVqgjpTKzPqtq+Hjq6Y/1WTixcvkpubS0hIiPxs+fbt24vczs3NDaVSycOHDzX2XBVE0zuLVRPGFcXLywsrKyvmz5/P7t27861/9uwZ5cqVo0aNGpiZmREbG5tvREBJSU5O5s8//5R7jM6ePYuOjg61atUCXk1QtWLFCjp27Ai8GiXx6NEjreOfO3cuZcuWpX379kRERFC7dm0qVapE5cqVuXnzJr6+vhq3c3Z2ZsOGDWRkZMiV1rNnz2oMe/XqVXr16lVkWtatW6d1uq2trTU2lJw6dYpu3brxySefAK9+QN+4cUOtp1KhUNCyZUtatmzJtGnTqFq1Krt372bs2LHAqzLo5ubGpEmTaN68OZs3b6ZZs2Y0aNCA69evF9lAU5hatWrle1b5/Pnzav83aNCA2NjYf7QfMzMz+vbtS9++fenVqxc+Pj48efJEY2+0qampWk+mqakpFhYWWu1XR0eHjz/+mA0bNjB9+vR8j4+kpaVhaGiInp4ebm5uxMbGapX+ly9fsnr1alq3bi1Xoosqi66uroSFhRV4nPCqcr9v3z46duyIt7c3R44cUTv2jIwMEhMTcXNzKzBt7yK/rl27xuPHj5k7d678qNKFCxc0xnn27Fm5Iefp06fcuHFD7dGO4irqunhd3uO+e/cuenp6WpfZ/v37s2zZMlasWKFxbgzVPfdNOTs7c+fOHe7fvy/3hhd0n8pLm3tgSRK/KgRBEARBC72+7ldkZVxHV4ePZn78jlL071SzZk2ys7NZvnw5N2/eZMOGDQUOm8zL0dERX19fBg4cyK5du7h16xbnzp1jzpw57N+/v0TSamJiQlhYGPv376dr164cO3aMpKQkLly4wIQJExg2bBjw6se3h4cHJ0+ezBdHZmYmDx48UFuKU4EuiKGhIX5+fkRHRxMZGUlgYCB9+vSRGyQcHBzYsGEDcXFxREVF4evrq1UPZF4LFy7E19eXdu3ayT2CM2fOZM6cOSxbtowbN24QExNDeHi4/E72/v37o1AoCAgIIDY2lgMHDqgNGVZJSkri3r17eHh4vGFOaMfBwUHuOYyLi+Ozzz7jr7/+ktdHRUURHBzMhQsXSE5OZteuXfz99984Oztz69YtJk2axJkzZ7h9+zZHjhwhPj5ergxNmzaN9evXM3PmTP744w/i4uLYunUrU6ZM0Tp9n332GdeuXWPixIncuHGD7du3yw0Wqt66iRMncvr0aUaNGsWVK1eIj4/n559/ZtSoUYXGvWjRIrZs2cK1a9e4ceMGP/74I9bW1m+lAqTJ7NmzsbW1pWnTpqxfv57Y2Fji4+P5/vvvcXNzk3stvb29OXPmDEpl/jdwPHz4kAcPHhAfH8/WrVtp2bIljx49UnvspKiy2K9fP6ytrenevTunTp3i5s2b7Ny5M9/s3iYmJuzfvx89PT06dOig9oaLs2fPyqNVSoo2+WVnZ4e+vr5839yzZ0+B7yj/+uuvOX78OFevXsXf3x8rKyu6d+/+j9JW2HVREpo2bcqECRMYN24cEyZMkK+548eP07t3b3744Ye3sh8PDw8cHR3V7qFBQUFabVtUuStJouIuCIIgCEXQ0dWhVktnBi4bgqmV5mF+plZmDFw2hFotnUVveyHq1avHokWLmDdvHnXr1mXTpk1av5oqPDycgQMHMm7cOGrVqkX37t05f/682jDht61bt26cPn2aMmXK0L9/f5ycnOjXrx8pKSlqs08PGTKErVu35hsKeejQIWxsbNSWDz/88I3TVbNmTXr27EnHjh3x8vLC1dVVbXK/tWvX8vTpUxo0aMCAAQMIDAz8R+9vXrx4MX369KFdu3bcuHGDIUOGEBYWRnh4OC4uLrRp04Z169bJw2bLli3L3r17iYmJwc3NjaCgIObNm5cv3i1btuDl5VWiE6XlNWXKFBo0aIC3tzfu7u5yhU7FzMyM3377jY4dO+Lo6MiUKVMICQmhQ4cOGBsbc+3aNT766CMcHR0ZOnQoI0eOlJ9r9vb2Zt++fRw5coTGjRvTrFkzFi9eXKxjq1atGjt27GDXrl24urqycuVKuSKhmkPC1dWVX3/9lRs3btCqVSvc3NyYNm2axkkR8zI1NWX+/Pk0atSIxo0bk5SUxIEDBwp8m8KbsrCw4OzZs3zyySd88803uLm50apVK7Zs2cKCBQvkZ4E7dOiAnp4ex44dyxdHrVq1qFy5Mg0bNmTu3Ll4eHhw9epVtRESRZVFfX19jhw5QsWKFenYsSMuLi7MnTtX42MdZcuW5eDBg0iSRKdOneTXnW3ZsgVfX98SnUxbm/yqUKEC69at48cff6R27drMnTtXY4MYvBot88UXX9CwYUMePHjA3r175ckli6uw66KkzJs3j82bNxMVFYW3tzd16tRh7NixuLq65nsd3D+lo6PD7t27efnyJU2aNGHIkCFaTWoHRZe7kqSQSmo+/0KkpqZibm5OSkqKmJxOEARB+NfIVb6qlF09Hk3MkWhepqZjZGaMi1c96rZ/Nfv5f7nSLr6/CyZJEk2bNmXMmDHyzOGCZllZWfJs9S1btizt5Ly3Zs+ezapVq0rs1W3vg++++449e/Zw+PDh0k5KPo8ePaJWrVpcuHDhnVTKBKEo4hl3QRAEQdCSqlJep50rrl7/98yjMkf5n66wC0VTKBSsXr2amJiY0k7Key85OZnJkyeLSvtrVqxYQePGjbG0tOTUqVMsWLCgyGHw/3afffYZz5494/nz52rPib8PkpKSWLFihai0C+8N0eMuCIIgCIJWxPe3IJScMWPGsG3bNp48eYKdnR0DBgxg0qRJ6OmJfjZBEETFXRAEQRAELYnvb0EQBEEoHWJcnyAIgiAIgiAIgiC8x0TFXRAEQRD+RZQ5ykL/FwRBEAThv0c8NCMIgiAI/wKqGe2vn/iduKPRZDx/iaGpEc6e9XD6H5jRXhAEQRD+l4mKuyAIgiC856RciZtnrrF3xlZePH6uti7uWDQmlqZ0mfExNVo4o9BRlFIqBUEQBEEoKaJpXhAEQRDeY7nKXBJPx7Ft9Np8lXaVF4+fs230WhJPx8k988K7N3XqVIYOHVri+5kxYwb169cvkbgjIiJQKBQ8e/bsrcWZlJSEQqHgypUrAMTGxvLBBx/w4sWLt7YPba1bt45y5coVGsbf35/u3bvL/7u7uzN69OhCt7G3t2fJkiVvnL733dq1a/Hy8iqVfRd1Hr766is+//zzd5egN6TNdfx6WRT+t4mKuyAIgiC85/bO2IpURIVcUuayb+a2d5Siovn7+6NQKPItCQkJpZ20Yrt8+TK9e/emUqVKGBoa4uDgQEBAADdu3JDDPHjwgKVLlxIUFCR/VlAe+Pj4lMZhvDdq165Ns2bNWLRokVbh/f39SUpK0irsL7/8QseOHbG0tMTY2JjatWszbtw47t27p3X6li5dyrp167QO/1+QkJDAoEGD+OCDDzAwMKBatWr069ePCxcuyGEyMjKYOnUq06dPlz+bMWOGXK719PSwsrKidevWLFmyhMzMzHd6DOPHj+eHH37g5s2bJb4vbfLrbXjfy+K6devk86+jo8MHH3zAoEGDePjwYWkn7T9JVNwFQRAE4T2lzFESdzy6wJ7216U9SuXaid/fmwnrfHx8uH//vtpSrVq1YsejVCrJzS2dkQT79u2jWbNmZGZmsmnTJuLi4ti4cSPm5uZMnTpVDhcWFkaLFi2oWrWq2vaa8mDLli3v+jC0kp2d/c72NWjQIFauXElOTo7G9U+ePOG7774j71uLExMT2bRpU4FxhoaG4uHhgbW1NTt37iQ2NpZVq1aRkpJCSEiI1mkzNzcvsle+uN5l3trb2xMREaF1+AsXLtCwYUNu3LhBaGgosbGx7N69GycnJ8aNGyeH27FjB2ZmZrRs2VJt+zp16nD//n2Sk5P55Zdf6N27N3PmzKFFixY8f67dvettsLKywtvbm5UrVxZru5LKr7ehJMpiYWbMmIG/v3+xtjEzM+P+/fvcvXuXNWvWcPDgQQYMGFAyCfwXkCSpwPvamyrVint2drZYxCIWsYhFLGIpYNHV0+Xa0ehifbfGHY1GV0+3xNIEr97nnncpqGfNwMAAa2trtUVXV5dFixbh4uKCiYkJtra2jBgxgrS0NHk71XDmPXv2ULt2bQwMDEhOTiYzM5Px48dTpUoVTExMaNq0abF+cBdXeno6gwYNomPHjuzZswcPDw+qVatG06ZNWbhwIaGhoXLYrVu30qVLF63yoHz58vJ6hUJBaGgonTt3xtjYGGdnZ86cOUNCQgLu7u6YmJjQokULEhMT88UdGhqKra0txsbG9OnTh5SUFHnd+fPn8fT0xMrKCnNzc9q0acOlS5fUtlcoFKxcuZKuXbtiYmLC7NmzNeZBhw4daNmypTx8PiwsDGdnZwwNDXFycmLFihVq25w7dw43NzcMDQ1p1KgRly9fzhevp6cnT5484ddff9WY94aGhty7dw8fHx/u3r3LqlWr8Pf3L7Dh5+7duwQGBhIYGMj333+Pu7s79vb2tG7dmrCwMKZNm6YW/vDhwzg7O1O2bFm5cUWlqOHJDx8+pEuXLhgZGVGtWjWNjQkF5e3PP/9MgwYNMDQ0pHr16sycOVPtR75CoSAsLIwePXpgbGyMg4MDe/bsKTAtb0qSJPz9/XFwcCAyMpJOnTpRo0YN6tevz/Tp0/n555/lsAWVcT09PaytralcuTIuLi58/vnn/Prrr1y9epV58+bJ4bS5fk+dOoW7uzvGxsaUL18eb29vnj59qjHt+/fvx9zcXC3/u3TpwtatW98wVwpWnPyaOHEijo6OGBsbU716daZOnSrfQ/Mq7DrW9NhGYGAgEyZMwMLCAmtra2bMmKGWvhkzZmBnZ4eBgQGVK1cmMDCwRPJCRaFQyOe/Q4cOBAYGcuzYMV6+fMmhQ4f48MMPKVeuHJaWlnTu3FntXpaVlcWoUaOwsbHB0NCQqlWrMmfOHK2OpajypPoeKexaz8nJITAwUE7fxIkT8fPzU8vz3Nxc5syZQ7Vq1TAyMqJevXrs2LFDXq96vOjgwYM0bNgQAwMDTp48SXR0NG3btsXU1BQzMzMaNmz4xiMySnVyuiNHjmBsbFyaSRAEQRCE95KRkRFeXl5kPH9ZrO0yUtOBV0OGX74s3rZFSU9/Fbetra3a59OnT1f78VgUHR0dli1bRrVq1bh58yYjRoxgwoQJahXA9PR05s2bR1hYGJaWllSsWJFRo0YRGxvL1q1bqVy5Mrt378bHx4eYmBgcHBz+0THl5uaio6O5H+Pw4cM8evSICRMmaFyv6gl78uQJsbGxNGrU6B+lYdasWSxatIhFixYxceJE+vfvT/Xq1Zk0aRJ2dnZ8+umnjBo1ioMHD8rbJCQksH37dvbu3UtqaiqDBw9mxIgRciXm+fPn+Pn5sXz5ciRJIiQkhI4dOxIfH4+pqakcz4wZM5g7dy5LlixBT09PbZjxs2fP6NSpE2XLluXo0aMYGxuzadMmpk2bxrfffoubmxuXL18mICAAExMT/Pz8SEtLo3Pnznh6erJx40Zu3brFF198ke+Y9fX1qV+/PpGRkbRv3z7femNjY4KDgzlw4ABdu3YlJyeHEydOUKZMGY15+OOPP5KVlVXkuYJXZWvhwoVs2LABHR0dPvnkE8aPH19ob35e/v7+/Pnnn/zyyy+UKVOGwMBAjUODX8/byMhIBg4cyLJly2jVqhWJiYnynAh5h5/PnDmT+fPns2DBApYvX46vry+3b9/GwsJCq/QVx5UrV/jjjz/YvHmzxusgb76dPHlS655UJycnOnTowK5du/jmm28Airx+r1y5Qvv27fn0009ZunQpenp6/PLLLyiV+UcQbd68mWHDhrF582Y6d+4sf96kSRPu3r1LUlIS9vb2xcsMLRQnv0xNTVm3bh2VK1cmJiaGgIAATE1N1cpoUdexJj/88ANjx44lKiqKM2fO4O/vT8uWLfH09GTnzp0sXryYrVu3UqdOHR48eEB0dPEaf9+UkZERubm55OTk8OLFC8aOHYurqytpaWlMmzaNHj16cOXKFfl7YM+ePWzfvh07Ozvu3LnDnTt3AIo8Fm2+D4q61ufNm8emTZsIDw/H2dmZpUuX8tNPP9G2bVt5P3PmzGHjxo2sWrUKBwcHfvvtNz755BMqVKhAmzZt5HBfffUVCxcupHr16pQvX57WrVvj5ubGypUr0dXV5cqVKwXev7RVqhV3Ly8vzMzMSjMJgiAIgvBeMzQ1Kl54s1cN4nl/eLwtqampANy5c0ft+9vAwEBj+H379lG2bFn5/w4dOvDjjz+qTTBlb2/PN998w7Bhw9Qq7tnZ2axYsYJ69V696i45OZnw8HCSk5OpXLky8OqZ1kOHDhEeHk5wcLDGNCQmJjJ16lSOHTtG+fLl6dGjBwMGDKBOnTrExMQwefJk9u7dq3Hb+Ph44FUlpDDJyclIkiSnq7A8AJg8eTKTJ0+W/x80aBB9+vQBXvXSNW/enKlTp+Lt7Q3AF198waBBg9TiyMjIYP369VSpUgWA5cuX06lTJ0JCQrC2tqZdu3Zq4VevXk25cuX49ddf1So6/fv3V4tbVXF/8OABffv2xcHBgc2bN6Ovrw+8qmCGhITQs2dPAKpVq0ZsbCyhoaH4+fmxefNmcnNzWbt2LYaGhtSpU4e7d+8yfPjwfHlTuXJlbt++rTFPMzIyCA4OJioqCnd3dxo1aoSHhwcLFiygSZMm+cLHx8djZmaGjY2Nxvjyys7OZtWqVdSoUQN4VQH4+uuvi9wO4MaNGxw8eJBz587RuHFj4NWEbc7OzvnCvp63n376KV999RV+fn4AVK9enVmzZjFhwgS1iru/vz/9+vUDIDg4mGXLlnHu3LkSmRtB2zL+7NkzUlJSNJbxgjg5OXHkyBFAu+t3/vz5NGrUSO0+UKdOnXzxfvfddwQFBbF37161ihMgx3379u0Sqbhrm18AU6ZMkf+2t7dn/PjxbN26Va3iXtR1rImrq6tcXhwcHPj22285fvw4np6eJCcnY21tjYeHB2XKlMHOzk7j9VJS4uPjWbVqFY0aNcLU1JSPPvpIbf33339PhQoViI2NpW7duiQnJ+Pg4MCHH36IQqFQe9SosGPR9vugqGt9+fLlTJo0iR49egDw7bffcuDAAXl9ZmYmwcHBHDt2jObNmwOvrtuTJ08SGhqqVv6+/vprPD091dL/5ZdfymXlnzYu51WqFfcyZcq8ccuDIAiCIPxXKXOUOHvWI+6Y9j0mzp71UOYoS+T7VRWnmZmZVg3vbdu2VXve1MTEBIBjx44xZ84crl27RmpqKjk5OWRkZJCeni6PxNPX18fV1VXeNiYmBqVSiaOjo9o+MjMzsbS0LDANY8aMoWXLlkyaNImbN2+yZcsWGjduTHZ2NlZWVsycObPAbfM+X10Y1cgGQ0PDfOtezwMgX89p3uOsVKkSAC4uLmqfZWRkkJqaKue7nZ2d/GMfoHnz5uTm5nL9+nWsra3566+/mDJlChERETx8+BClUkl6ejrJyclq+y5olICnpydNmjRh27Zt6OrqAvDixQsSExMZPHgwAQEBcticnBzMzc0BiIuLw9XVVS0vVD94X2dkZCSP4nhdeno6lSpV4tChQwwaNIhhw4YREBDAmTNnNFZEJElCodDuVYjGxsbyD3kAGxsbrSfTiouLQ09Pj4YNG8qfOTk5aXwO+fW8jY6O5tSpU2qPJCiVynxlP295MDExwczMrND0DRs2jI0bN8r/qx5vUJ03QO1RlLzeRhkvSN5zos31e+XKFXr37l1onDt27ODhw4ecOnVKbjjJy8joVUNnQeUK3k1+AWzbto1ly5aRmJhIWloaOTk5+e6bRV3HmuQtH6Befnv37s2SJUuoXr06Pj4+dOzYkS5duqCnp7nKFxkZSYcOHeT/s7KykCRJbSh4aGgovr6+BR5nSkoKZcuWJTc3l4yMDD788EPCwsKAVxX5adOmERUVxaNHj+S5SpKTk6lbty7+/v54enpSq1YtfHx86Ny5s/zWgsKORdvvg8Ku9ZSUFP766y+1+4muri4NGzaU05mQkEB6erpahVyVT25ubmqfvX69jx07liFDhrBhwwY8PDzo3bu3Wlr+CfEed0EQBEF4T+nq6eLUvh4mlqZaTVBX1soMp3au6Oi+H3PPmpiYULNmTbXPkpKS6Ny5M8OHD2f27NlYWFhw8uRJBg8eTFZWllx5MTIyUquIpaWloaury8WLF9V+YAP5erTzWr9+vVypcnFxoVu3bmRmZvL06dMCfxirqH4UXrt2rcDKJ7yaFAvg6dOnVKhQocg8eF3eRhbVMWv6rDgT9Pn5+fH48WOWLl1K1apVMTAwoHnz5mRlZeVLnyadOnWSJ3hTNSKoKjNr1qyhadOmauFfPyfaePLkSYE/ZC0sLBg5cqTaZzVq1CgwvKOjIykpKdy/f7/IXvfXG7UUCkWxKmTaej1v09LSmDlzpjxaIa+8FWJN6Svs3H/99deMHz9e/t/d3Z158+blO0ea5C3jr1dE8rK0tEShUBT4vLkmcXFx8pwE2ly/qkp3Ydzc3Lh06RLff/89jRo1ytdY8+TJE4B812Fe7yK/zpw5g6+vLzNnzsTb2xtzc3O2bt1arEkSC1JY+bC1teX69escO3aMo0ePMmLECBYsWMCvv/6qsTG3UaNG8msaAZYtW8a9e/fU5iZQNSYWxNTUlEuXLqGjo4ONjY3aeezSpQtVq1ZlzZo1VK5cmdzcXOrWrSvfhxo0aMCtW7c4ePAgx44do0+fPnh4eLBjx45Cj0Xb74M3vdZV97z9+/erNbBA/pFmr1/vM2bMoH///uzfv5+DBw8yffp0tm7dKvfu/xOi4i4IgiAI77kuMz5m2+i1hb4STqGrQ+fpH7/DVP0zFy9eJDc3l5CQEPkZ0e3btxe5nZubG0qlkocPH9KqVSut96epJ1Q1YVxRvLy8sLKyYv78+ezevTvf+mfPnlGuXDlq1KiBmZkZsbGx+XqASkpycjJ//vmnPEz07Nmz6OjoUKtWLeDVJF8rVqygY8eOwKvHGx49eqR1/HPnzqVs2bK0b9+eiIgIateuTaVKlahcuTI3b94ssAfO2dmZDRs2kJGRIVdGz549qzHs1atX6dWrV5Fp0eZ1WL169eKrr75i/vz5LF68ON961bl6U05OTuTk5HDx4kW5x/f69etavfe+QYMGXL9+vciGnOKqWLEiFStWlP/X09OjSpUqWu2nfv361K5dm5CQEPr27ZvvuW1Vvunr61O7dm1iY2O1eo/7tWvXOHToEJMmTQK0u35dXV05fvx4oaNgatSoQUhICO7u7ujq6vLtt9+qrb969SplypTROMRe5V3k1+nTp6latara6yE1PRZS1HX8TxgZGdGlSxe6dOnCyJEjcXJyIiYmhgYNGmgMm/e4LSwsSE1NLVYZ1dHR0Rj+8ePHXL9+nTVr1sjn/OTJk/nCmZmZ0bdvX/r27UuvXr3w8fHhyZMnWFhYFHgs//T7IC9zc3MqVarE+fPnad26NfBqBMylS5eoX78+gNrkqK8/lqENR0dHHB0dGTNmDP369SM8PFxU3AVBEAThv0pHV4caLZzpu2Qw+2ZuI+1Rar4wZa3M6Dy9LzVaOKHQ0W64cGmpWbMm2dnZLF++nC5dunDq1ClWrVpV5HaOjo74+voycOBAQkJCcHNz4++//+b48eO4urrSqVOnt55WExMTwsLC6N27N127diUwMJCaNWvy6NEjtm/fTnJyMlu3bkVHRwcPDw9OnjyZbzbyzMxMHjx4oPaZ6n3Xb8LQ0BA/Pz8WLlxIamoqgYGB9OnTR26QcHBwYMOGDTRq1IjU1FS+/PJLrXo081q4cCFKpZJ27doRERGBk5MTM2fOJDAwEHNzc3x8fMjMzOTChQs8ffqUsWPH0r9/f4KCgggICGDSpEkkJSWxcOHCfHEnJSVx7949PDw83igfVGxtbVm8eDGjRo0iNTWVgQMHYm9vz927d1m/fj1ly5Z9K72dqiG9n332GStXrkRPT4/Ro0drlbfTpk2jc+fO2NnZ0atXL3R0dIiOjubq1avyBG7vmkKhIDw8HA8PD1q1akVQUBBOTk6kpaWxd+9ejhw5Is/87+3tzcmTJ9XmqIBXj0o8ePCA3NxcHj9+TEREBN988w3169fnyy+/BLS7fidNmoSLiwsjRoxg2LBh6Ovry6+Xy3u9ODo68ssvv+Du7o6enh5LliyR10VGRtKqVatil/W3nV8ODg7y/aFx48bs379fY+NfUddxca1btw6lUknTpk0xNjZm48aNGBkZ5XtN5btQvnx5LC0tWb16NTY2NiQnJ/PVV1+phVm0aBE2Nja4ubmho6PDjz/+iLW1NeXKlSv0WCwtLd/K98Hnn3/OnDlzqFmzJk5OTixfvpynT5/KIzlMTU0ZP348Y8aMITc3lw8//JCUlBROnTqFmZmZPF/F616+fMmXX35Jr169qFatGnfv3uX8+fP5nvkvrvdjLJ0gCIIgCAVS6Cio3tyJwEPT6TnfD2fP+lRr6oizZ316zvcj8NB0qjd//yvtAPXq1WPRokXMmzePunXrsmnTJvn1P0UJDw9n4MCBjBs3jlq1atG9e3fOnz+PnZ1diaW3W7dunD59mjJlytC/f3+cnJzo168fKSkpapWtIUOGsHXr1nxDmg8dOoSNjY3a8uGHH75xumrWrEnPnj3p2LEjXl5euLq6qk3qtXbtWp4+fUqDBg0YMGAAgYGBar2M2lq8eDF9+vShXbt23LhxgyFDhhAWFkZ4eDguLi60adOGdevWyUOiy5Yty969e+VesaCgILVhtypbtmzBy8vrrVYoRowYwZEjR7h37x49evTAycmJIUOGYGZmpjY0+k2Fh4dTuXJl2rRpQ8+ePRk6dKhWeevt7c2+ffs4cuQIjRs3plmzZixevLhUKlV5NWnShAsXLlCzZk0CAgJwdnama9eu/PHHH2qV4sGDB3PgwAG115UB/PHHH9jY2GBnZ4e7uzvbt29n0qRJREZGqg1bLur6dXR05MiRI0RHR9OkSROaN2/Ozz//rPH57Fq1anHixAm2bNmi9u70rVu3qs2/UBK0ya+uXbsyZswYRo0aRf369Tl9+jRTp07NF1dR13FxlStXjjVr1tCyZUtcXV05duwYe/fuLXQekJKio6PD1q1buXjxInXr1mXMmDEsWLBALYypqak8KWHjxo1JSkriwIED6OjoFHksb+P7YOLEifTr14+BAwfSvHlzypYti7e3t9qjK7NmzWLq1KnMmTMHZ2dnfHx82L9/f4GvpoRXjw49fvyYgQMH4ujoSJ8+fejQoUOho0m0oZBK4qGeIqSmpmJubk5KSoqYVV4QBEEQikGZo0RXT7fA/0uS+P4umCRJNG3aVB4SKRQsKytLnq2+ZcuWpZ0coRh69+5NgwYN5CHw75ODBw8ybtw4fv/99wInYxOEwuTm5uLs7EyfPn2YNWtWaScnH9HjLgiCIAj/Iq9X0t9VpV0onEKhYPXq1eTk5JR2Ut57ycnJTJ48WVTa/4UWLFhQ6GSQpenFixeEh4eLSrugtdu3b7NmzRpu3LhBTEwMw4cP59atW/Tv37+0k6aR6HEXBEEQBEEr4vtbEARB+K+4c+cOH3/8MVevXkWSJOrWrcvcuXPlyereN6JJShAEQRAEQRAEQfifYmtry6lTp0o7GVoTQ+UFQRAEQRAEQRAE4T0mKu6CIAiC8C+Sm6Ms9H9BEARBEP57xFB5QRAEQfgXyFW+es1Ywi+/E3/sdzKep2NoaoyDhys129UDXr3zXRAEQRCE/x7xDS8IgiAI7zkpV+L22euEdZzJgUkbiD8ezZ1z8cQfj+bApA2EdZzJ7bPXkXLf+XyzQh5Tp05l6NChpbJve3t7tXduv+7jjz8mJCTk3SWoGCIiIlAoFDx79qzAMOvWraNcuXLvLE0lrXXr1mzevLnE9+Pu7s7o0aNLJO4ZM2ZQv379txrn6+d51apVdOnS5a3uQ/j306bsvV72i7pHwqu3g/z0009vnL6SIirugiAIgvAey1XmknTmGnvGriX98XONYdIfP2fP2LUknbkm98yXNn9/fxQKRb4lISGhtJNWbJcvX6Z3795UqlQJQ0NDHBwcCAgI4MaNG3KYBw8esHTpUoKCguTP8uZBmTJlqFSpEp6ennz//ffk5r7b8zRlyhRmz55NSkpKkWGTkpLw9/fXKt7U1FSCgoJwcnLC0NAQa2trPDw82LVrF2/zxUV9+/ZVy+/31c6dO3F3d8fc3JyyZcvi6urK119/zZMnT+Qwe/bs4a+//uLjjz+WP7O3t9d4vcydO7c0DuO98emnn3Lp0iUiIyNLdD95r1V9fX1q1qzJ1/+PvfOOquLqHvZzQaQXKVIMCCogoij2XhGwRbGjsb2W1xZ7R8XescdKxKgosceGBUtiidiJBhsoYozGqAgiSrvz/cF358eVdlEsyXuetWate+e0PafMzD5nnz0zZojPO34mNBlHBbF79+4v8lvsH4JQ3AUCgUAg+MI5NiMMqQCFXMpUcmxG2CeSSDN8fX15/Pix2uHk5FTofDIzMz+5oqviwIED1K5dm9TUVEJDQ7l58yZbtmzB1NSUKVOmyPGCg4OpW7cupUuXVkuvqoO4uDjCw8Np0qQJw4cPp3Xr1p9UKahYsSJly5Zly5YtecYJDQ0lNjZW/i9JEt999x0JCQm5xn/58iV169Zl06ZNTJw4kStXrvDLL7/QpUsXxo0bp9Ekgabo6+tTsmTJIsuvIE6dOoWjo2Oh0gQEBNClSxdq1KhBeHg4N27cICgoiKioKDZv3izHW758OX369EFLS/01fMaMGTnGy7ffflsUl1OkSJL0yfpu8eLF6datG8uXLy9UusaNG7Nx48ZCpVGN1bt37zJ69GimTZvGwoULC5XHv4m0tLQPzuNjjqOCMDc3x9jYuJAS5096enqR5ldYhOIuEAgEAsEXijIjk7snovJcaX+XlOeviDnx2xfjsE5XVxcbGxu1Q1tbm8WLF1OpUiUMDQ2xt7dn8ODBJCcny+lU5rL79u2jQoUK6OrqEh8fT2pqKmPGjKFUqVIYGhpSq1YtTp069dHkT0lJoU+fPrRs2ZJ9+/bh5eWFk5MTtWrVYtGiRaxdu1aOGxYWlqtJr6oOSpUqRdWqVZk0aRI//fQT4eHhaorFy5cv6devH1ZWVpiYmNC0aVOioqLU8tq/fz81atRAT08PS0tL/Pz88pQ9ODgYMzMzjh8/Lp9r06YNYWF5T+44OTnRq1cv1qxZwx9//IGvry+PHj1CV1c31/iTJk0iLi6OyMhIevXqRYUKFXBxcaF///5cu3YNIyMjADZv3kz16tUxNjbGxsaGbt268fTp0xz5nT17Fg8PD/T09KhduzY3btyQw941oVaZym7evBlHR0dMTU3p2rUrr17931jZuXMnlSpVQl9fHwsLC7y8vHj9+nWe1/8hXLhwgTlz5hAUFMTChQupW7cujo6ONG/enF27dtGrVy8A/v77b06cOJFrX1HVT/bD0NAQ+L/tBEeOHMHT0xN9fX2aNm3K06dPCQ8Px83NDRMTE7p160ZKSopavhkZGQwdOhRTU1MsLS2ZMmWKmjVEQe2jKjs8PJxq1aqhq6vLmTNncsgfGxtLmTJlGDp0KJIkaTReN27ciIODAwYGBvj5+fH8+fMc+bZp04Z9+/bx5s0bzRvkPVCN1dKlSzNo0CC8vLzYt28fQIH3rAcPHtCmTRtKlCiBoaEh7u7uHDp0CICEhAS6d++OlZUV+vr6ODs7ExISIqd9+PAhnTt3xszMDHNzc9q2bUtcXJwc3rt3b9q1a8eiRYuwtbXFwsKCIUOGqCmRjx8/plWrVujr6+Pk5MTWrVtzmIYXdI9Rjang4GCcnJzQ09MDvsxxpCK/8V/QNpG7d+/SsGFD9PT0qFChAseOHVMLj4uLQ6FQ8OOPP9KoUSP09PQIDQ0Fsu6vbm5u6OnpUb58eVatWpUj3e7du2nSpAkGBgZUrlyZX3/99YPr57M6p0tPT//sMxcCgUAgEHyp6OjoEBPxW6HS3D0ehUvzKh/l+arKMykpSe28rq5unspdbmhpabF8+XKcnJy4d+8egwcPZty4cWovPykpKcyfP5/g4GAsLCwoWbIkQ4cOJTo6mrCwMOzs7NizZw++vr5cv34dZ2fn97ompVKZY+VTxZEjR3j27Bnjxo3LNVylSL548YLo6GiqV6+uUZlNmzalcuXK7N69m379+gHQqVMn9PX1CQ8Px9TUlLVr19KsWTPu3LmDubk5Bw8exM/Pj4CAADZt2kRaWpqsGLzLggULWLBgAUePHqVmzZry+Zo1azJ79mxSU1Nzba+6dety8uRJvLy8OHv2LPv376dFixa5lqFUKgkLC6N79+7Y2dnlCFcp7ZDVb2bOnImrqytPnz5l1KhR9O7dO4f8Y8eOZdmyZdjY2DBp0iTatGnDnTt30NHRyVWG2NhY9u7dy4EDB0hISKBz587MmzeP2bNn8/jxY/z9/VmwYAF+fn68evWK06dPF6n5fnZCQ0MxMjJi8ODBuYar+sqZM2cwMDDAzc3tvcqZNm0aK1euxMDAgM6dO9O5c2d0dXXZunUrycnJ+Pn5sWLFCsaPHy+n+eGHH+jbty8XLlzg0qVLDBgwAAcHB/r37w9o3j4TJkxg0aJFlClThhIlSqgp4b/99hs+Pj707duXWbNmARQ4XiMjI+nbty9z586lXbt2HD58mMDAwBzXXL16dTIyMoiMjKRx48bvVW/vg76+vjyRUNA9a8iQIaSlpfHLL79gaGhIdHS0PAamTJlCdHQ04eHhWFpaEhMTI09CpKen4+PjQ506dTh9+jTFihVj1qxZ+Pr68ttvv1G8eHEATp48ia2tLSdPniQmJoYuXbpQpUoVuQ179uzJs2fPOHXqFDo6OowaNSrH5FhB9xiAmJgYdu3axe7du9HW1v5ixxHkP/4LQqlU0r59e6ytrYmMjCQxMTFPJX/ChAkEBQXh6ekpK+9Tp05l5cqVeHp6cvXqVfr374+hoaHaxEJAQACLFi3C2dmZgIAA/P39iYmJoVix91e/P6vifvToUQwMDD6nCAKBQCAQfJHo6+vj7e3N21cpBUfORuqrrBfCkydPFvkKlWolz97eXu18YGAg06ZNyxH/wIEDagpcixYt2LFjRw6HQbNmzWLgwIFqint6ejqrVq2icuUsj/nx8fGEhIQQHx8vK4pjxozh8OHDhISEMGfOnFxljo2NZcqUKURERFCiRAn8/Pzo0aMH7u7uXL9+nUmTJrF///5c0969exeA8uXL51sv8fHxSJKUqwKbF+XLl+e337ImZc6cOcOFCxd4+vSprFAvWrSIvXv3snPnTgYMGMDs2bPp2rUr06dPl/NQ1U12xo8fz+bNm/n5559xd3dXC7OzsyMtLY0nT57kMOkHiIyMZOzYsdStWxcdHR2WLl3Kr7/+yqRJk+TVNxXPnj0jISGhwLqBrH3KKsqUKcPy5cupUaMGycnJav0jMDCQ5s2bA1nK5ldffcWePXvo3LlzrvkqlUo2btwom8P26NGD48ePy4p7RkYG7du3l6+1UqVKBcr6vty9e5cyZcrkOcmg4sGDB1hbW+c6WTR+/HgmT56sdi48PJwGDRrI/2fNmkW9evUA6Nu3LxMnTpRXugE6duzIyZMn1RR3e3t7lixZgkKhwNXVlevXr7NkyRJZ6dO0fWbMmCG3T3bOnTtH69atCQgIYPTo0YBm43XZsmX4+vrKE2MuLi6cO3eOw4cPq+VvYGCAqakpDx48yLduiwpJkjh+/DhHjhyRtyoUdM+Kj4+nQ4cOch9TtYcqzNPTU57Yy246/uOPP6JUKgkODkahUAAQEhKCmZkZp06dwtvbG4ASJUqwcuVKtLW1KV++PK1ateL48eP079+fW7duERERwcWLF+UygoOD1SYzNbnHQJZ5/KZNm7CysgLgypUrX+Q4gvzHf0FERERw69Ytjhw5IvfPOXPm5DpROWLECNq3by//DwwMJCgoSD7n5OREdHQ0a9euVVPcx4wZQ6tWrQCYPn067u7uxMTEaHTPzIvPqrh7e3tjYmLyOUUQCAQCgeCLRs+4cBPcusb6ADRp0qTIZVGttD98+FDt+Z3XanuTJk1YvXq1/F9l9hsREcHcuXO5desWSUlJZGRk8PbtW1JSUuQJ/eLFi+Ph4SGnvX79OpmZmbi4uKiVkZqaioWFRZ4yjxw5knr16jFx4kTu3bvHtm3bqFGjBunp6VhaWqopwu+i6aqSaoLkXeU2PyRJkl/Uo6KiSE5OznEdb968kfecX7t2TVa08iIoKIjXr19z6dIlNcVBhb5+Vt9415Raxd27dwkJCUFbW5tp06YREhLCqlWrSElJyXFthVlxu3z5MtOmTSMqKoqEhATZX0F8fDwVKlSQ49WpU0f+bW5ujqurKzdv3swzX0dHR7U9rLa2tvIqY+XKlWnWrBmVKlXCx8cHb29vOnbsSIkSJfLML7uSmpmZSWpqqtq5b775hjVr1uSatjB9Ja9+Mnbs2BxOAUuVKqX2P/uYsLa2xsDAQK2tra2tuXDhglqa2rVry30Nsuo5KCiIzMxMtLW1NW6f3CxK4uPjad68ObNnz1ZTbjUZrzdv3syx3aNOnTo5FHfI6rt59VvIUrqyT969efOG8+fPM3ToUPlcdHQ0Dg4OeeahmmhMT09HqVTSrVs3eUKyoHvWsGHDGDRoEEePHsXLy4sOHTrIbTVo0CA6dOjAlStX8Pb2pl27dtStWxfIGvsxMTE59mK/fftWzd+Eu7s72tra8n9bW1uuX78OwO3btylWrBhVq1aVw8uVK6fW1zW5xwCULl1aVtrhyx1HkP/4L4ibN29ib2+vNtma/f6Tnez9/vXr18TGxtK3b1+1+3FGRgampqZq6bKPVVtbWwCePn36z1XcdXR0NJpREQgEAoHgfxFlRibOXh7cPR5VcOT/j3OzyigzMj/K81WVp4mJiUYT74aGhpQrV07tXFxcHK1bt2bQoEHMnj0bc3Nzzpw5Q9++fUlLS5MVd319fTVlIzk5WVYysr/AgvqL4rts2rRJNq+sVKkSbdu2JTU1lYSEBGxsbPKVX6V03Lp1K8+XOgBLS0sgay9r9pfe/Lh586bsqC85ORlbW9tc9+urZFcp3fnRoEEDDh48yPbt25kwYUKOcJVH5rxk/OabbwDk/bUKhYIhQ4bkGtfKygozMzNu3bqVr0yvX7/Gx8cHHx8fQkNDsbKyIj4+Hh8fnw92fvVuH1coFLLSqa2tzbFjxzh37hxHjx5lxYoVBAQEEBkZmaeDxGvXrsm/IyMjGT9+vFqb5NfnXVxcOHPmDOnp6fmOPUtLyzyd/VlaWuYYL++SPW/V1wqyk70ONKEw7aOaeMuOlZUVdnZ2bNu2jf/85z9yHb3veM2LFy9e5Du2Bg4cqGaZ0b17dzp06KC2UlqQRYxqorF48eLY2dnJJs2a3LP69euHj48PBw8e5OjRo8ydO5egoCC+/fZbWrRowYMHDzh06BDHjh2jWbNmDBkyhEWLFpGcnEy1atXkvdPZyX69H9rOmtxjIGcbf6njCD68TjQle52o/BqsX7+eWrVqqcV7t5+/O1aBD5ZPOKcTCAQCgeALRauYNuWaVsbAQjPPuAYWxpRr6oFWMe2CI38mLl++jFKpJCgoiNq1a+Pi4sKff/5ZYDpPT08yMzN5+vQp5cqVUzvyU8Bz+/a3yglVQXh7e2NpacmCBQtyDVd9d7xs2bKYmJgQHR1dYJ4AJ06c4Pr163To0AGAqlWr8uTJE4oVK5bj2lSTAh4eHmqO5nKjZs2ahIeHM2fOHBYtWpQj/MaNG3z11Vdynnnh6OhYoEduLS0tunbtSmhoaK7tl5ycTEZGBrdu3eL58+fMmzePBg0aUL58+TxXxc6fPy//TkhI4M6dO++9FxyyXpbr1avH9OnTuXr1KsWLF2fPnj15xs9e76VKlcrRHvl5te/WrRvJyclq2z2yo+ornp6ePHnyJE/l/WMQGRmp9v/8+fM4Ozujra1dqPbJDX19fQ4cOICenh4+Pj6yczBNxqubm1uusr1LbGwsb9++xdPTM085zM3N1cpQfYUg+7mC9harJhodHBzU4mp6z7K3t2fgwIHs3r2b0aNHs379ejnMysqKXr16sWXLFpYuXcq6deuArLF/9+7dHLKWK1cuxwpuXri6upKRkcHVq1flczExMWp9TJN7TF58iePoQ3Fzc+Phw4c8fvxYPpdb33sXa2tr7OzsuHfvXo56fJ8vphQWobgLBAKBQPCF03xqVxTa+T+yFdpaNJ/aNd84XwLlypUjPT2dFStWcO/ePTZv3pyn2WR2XFxc6N69Oz179mT37t3cv3+fCxcuMHfuXA4ePPhRZDU0NCQ4OJiDBw/y9ddfExERQVxcHJcuXWLcuHEMHDgQyFJivby8cvW0nZqaypMnT3j06BFXrlxhzpw5tG3bltatW9OzZ08AvLy8qFOnDu3atePo0aPExcVx7tw5AgICuHTpEpC1r3Lbtm0EBgZy8+ZNrl+/zvz583OUV7duXQ4dOsT06dPVPEoDnD59Wt4zWxTMnj0be3t7atWqxaZNm4iOjubu3bts2LABT09PkpOTcXBwoHjx4nJ779u3L89vK8+YMYPjx49z48YNevfujaWlJe3atXsv2SIjI5kzZw6XLl0iPj6e3bt38/fff3/QREB+1KpVi3HjxjF69GjGjRvHr7/+yoMHDzh+/DidOnXihx9+ALIUWktLS86ePZsjj1evXvHkyRO1411HkO9DfHw8o0aN4vbt22zbto0VK1YwfPhwgEK1T14YGhpy8OBBihUrRosWLUhOTtZovA4bNozDhw+zaNEi7t69y8qVK3M1kz99+jRlypShbNmyH1wX74Mm96wRI0Zw5MgR7t+/z5UrVzh58qTc16ZOncpPP/1ETEwMv//+OwcOHJDDunfvjqWlJW3btuX06dPcv3+fU6dOMWzYMP744w+N5CtfvjxeXl4MGDCACxcucPXqVQYMGKBmtaTJPSY3vtRx9KF4eXnh4uJCr169iIqK4vTp0wQEBGiUdvr06cydO5fly5dz584drl+/TkhICIsXLy4S2fJDKO4CgUAgEHzBaGlr4VinPF8v7pvnyruBhTFfL+6LY53yaBWg4H9uKleuzOLFi5k/fz4VK1YkNDSUuXPnapQ2JCSEnj17Mnr0aFxdXWnXrh0XL17Md9/qh9K2bVvOnTuHjo4O3bp1o3z58vj7+5OYmCh7zwbo168fYWFhOUwhDx8+jK2tLY6Ojvj6+nLy5EmWL1/OTz/9JJtWKhQKDh06RMOGDenTpw8uLi507dpVdmQGWZ822rFjB/v27aNKlSo0bdo0x15mFfXr1+fgwYNMnjyZFStWAFl7Zvfu3VvgPvnCYG5uzvnz5/nmm2+YNWsWnp6eNGjQgG3btrFw4UJMTU2xsrJi48aN7NixgwoVKjBv3rxcrQEA5s2bx/Dhw6lWrRpPnjxh//79slftwmJiYsIvv/xCy5YtcXFxYfLkyQQFBeXpJb8omD9/Plu3biUyMhIfHx/c3d0ZNWoUHh4estMqbW1t+vTpk6tp9NSpU7G1tVU78vqiQWHo2bMnb968oWbNmgwZMoThw4fLzsgK0z75YWRkRHh4OJIk0apVK16/fl3geK1duzbr169n2bJlVK5cmaNHj+Zwzgewbdu2Iu23hUWTe1ZmZiZDhgzBzc0NX19fXFxc5FXj4sWLM3HiRDw8PGjYsCHa2tryZxkNDAz45ZdfcHBwoH379ri5udG3b1/evn1bKD9gmzZtwtramoYNG+Ln50f//v0xNjaW/Sloco/JjS91HH0oWlpa7NmzRx4X/fr108ipHWTd64ODgwkJCaFSpUo0atSIjRs3fpIVd4X0sfz550NSUhKmpqYkJiYK53QCgUAgEGiAMjNLIYw58Rt3j0eR+uoNusb6ODerTLmmWU5wPrbSLp7feSNJErVq1WLkyJH4+/t/bnFysHr1avbs2cPRo0c/tyj/8zx58gR3d3euXLmSq3d/wf/x+++/07RpU+7cuaOx6bgA/vjjD+zt7YmIiKBZs2afWxxBEfFZndMJBAKBQCDQDJVSXq5JJVyaV5HPKzMyv/hV9v8FFAoF69atkz09f2no6OjIq++Cz4uNjQ3ff/898fHxQnEvgMePH7Np0yahtBfAiRMnSE5OplKlSjx+/Jhx48bh6OhIw4YNP7dogiJErLgLBAKBQCDQCPH8FggEgi+PI0eOMHr0aO7du4exsTF169Zl6dKlYmLoX4ZQ3AUCgUAgEGiEeH4LBAKBQPB5ELZ1AoFAIBAIBAKBQCAQfMEIxV0gEAgEgn8wyozMfP8LBAKBQCD45yOc0wkEAoFA8A9E5WX+/qnfuJ/Ny7xTs8o4NakMfHwv8wKBQCAQCD4NQnEXCAQCgeAfhqSU+CPyFr/MDOPNi1dqYfdPRKFvbkzDKV2xr+2GQkvxmaQUCAQCgUBQVIipeIFAIBAI/kEoM5U8PH+To2O+z6G0q3jz4hVHx3zPw/M35ZV5wcdnypQpDBgw4LOU7ejoyNKlS/MM79q1K0FBQZ9OIMEXS48ePZgzZ85HL6d37960a9fuo+S9ceNGzMzMijTPU6dOoVAoePnyJQCHDx+mSpUqKJX/jHvou/Lnxseot8/BtGnTqFKlSr5xGjduzIgRI+T/Bd0jIeuznnv37v1g+T4WQnEXCAQCgeAfxi8zw5AKUMilTCW/zPrxE0mUk969e6NQKHIcMTExn02m9+Xq1at06tQJa2tr9PT0cHZ2pn///ty5c0eO8+TJE5YtW0ZAQIB8Lnsd6OjoYG1tTfPmzdmwYcMnVwYmT57M7NmzSUxMLDBuXFwcvXv3LjDetGnT5OsrVqwYjo6OjBw5kuTk5CKQWFBYTp48ScuWLbGwsMDAwIAKFSowevRoHj16JMeJiori0KFDDBs2TD7XuHHjXMfqwIEDP8dlfDH4+vqio6NDaGjoRy8rKSmJgIAAypcvj56eHjY2Nnh5ebF7926K8gNgXbp0Ubtvfans2rWLxo0bY2pqipGRER4eHsyYMYMXL15onMfu3buZOXPmR5Ty0yMUd4FAIBAI/iEoMzK5fzIqz5X2d3nzPIm4k799Nod1vr6+PH78WO1wcnIqdD6ZmZmfbdXrwIED1K5dm9TUVEJDQ7l58yZbtmzB1NSUKVOmyPGCg4OpW7duju8mq+ogLi6O8PBwmjRpwvDhw2ndujUZGRmf7DoqVqxI2bJl2bJlS55xQkNDiY2Nlf9LksR3331HQkJCnmnc3d3l65s/fz7r1q1j9OjRRSr7P4mi6KtxcXEoFIXb4rJ27Vq8vLywsbFh165dREdHs2bNGhITE9UsLVasWEGnTp0wMjJSS9+/f/8cY3XBggUfdB0fi/T09E9WVu/evVm+fHmh00ybNk3j+C9fvqRu3bps2rSJiRMncuXKFX755Re6dOnCuHHjNJps0xR9fX1KlixZZPkVxKlTp3B0dCxUmoCAALp06UKNGjUIDw/nxo0bBAUFERUVxebNmzXOx9zcHGNj40JKnD+fsu/lxmdV3NPT08UhDnGIQxziEIeGh1Yxbe4fjyrUs/b+iSi0imkXmQyQtTqU/UhNTc21bF1dXWxsbNQObW1tFi9eTKVKlTA0NMTe3p7BgwerrdKqzDn37dtHhQoV0NXVJT4+ntTUVMaMGUOpUqUwNDSkVq1anDp16r3fQwoiJSWFPn360LJlS/bt24eXlxdOTk7UqlWLRYsWsXbtWjluWFgYbdq0ybMOSpUqRdWqVZk0aRI//fQT4eHhbNy4UY738uVL+vXrh5WVFSYmJjRt2pSoKPW23r9/PzVq1EBPTw9LS0v8/PzylD04OBgzMzOOHz8un2vTpg1hYWF5pnFycqJXr16sWbOGP/74A19fXx49eoSurm6eaYoVK4aNjQ1fffUVXbp0oXv37uzbtw+AzZs3U716dYyNjbGxsaFbt248ffpUTpuQkED37t2xsrJCX18fZ2dnQkJCAEhLS2Po0KHY2tqip6dH6dKlmTt3rsb1pTKl3bx5M46OjpiamtK1a1devfq/Sa9Xr17RvXt3DA0NsbW1ZcmSJTnMawvqc3n11VOnTlGzZk0MDQ0xMzOjXr16PHjwIM96/BD++OMPhg0bxrBhw9iwYQONGzfG0dGRhg0bEhwczNSpU4GsSYWdO3fm2k8NDAxyjFUTExPg/yYStm/fToMGDdDX16dGjRrcuXOHixcvUr16dYyMjGjRogV///13jrynT58ut9PAgQNJS0uTww4fPkz9+vUxMzPDwsKC1q1bq00eqcr+8ccfadSoEXp6ermugP/9999Ur14dPz8/UlNTUSqVzJ07FycnJ/T19alcuTI7d+5US3Po0CFcXFzQ19enSZMmxMXF5ci3TZs2XLp0SU2mombSpEnExcURGRlJr169qFChAi4uLvTv359r167JkywFjScVZ8+excPDAz09PWrXrs2NGzfksHdN5TUZJzt37qRSpUro6+tjYWGBl5cXr1+//ih1ceHCBebMmUNQUBALFy6kbt26ODo60rx5c3bt2kWvXr3U4ucn97tj+V3u3r1Lw4YN0dPTo0KFChw7dkwtPL++FxwcjJubG3p6epQvX55Vq1blSLd7926aNGmCgYEBlStX5tdff/3g+vmszumOHj2KgYHB5xRBIBAIBIJ/BPr6+nh7e5P66k2h0qW+SgGyzGjfvClc2ndJScnKy97eXu18YGBgoVaYtLS0WL58OU5OTty7d4/Bgwczbtw4tZeflJQU5s+fT3BwMBYWFpQsWZKhQ4cSHR1NWFgYdnZ27NmzB19fX65fv46zs/N7XZNSqURLK/d1jCNHjvDs2TPGjRuXa7jqBfjFixdER0dTvXp1jcps2rQplStXZvfu3fTr1w+ATp06oa+vT3h4OKampqxdu5ZmzZpx584dzM3NOXjwIH5+fgQEBLBp0ybS0tI4dOhQrvkvWLCABQsWcPToUWrWrCmfr1mzJrNnzyY1NTVXZbxu3bqcPHkSLy8vzp49y/79+2nRooVG16RCX19fVszS09OZOXMmrq6uPH36lFGjRtG7d29Z7ilTphAdHU14eDiWlpbExMTIfXT58uXs27eP7du34+DgwMOHD3n48KFcTkH1BRAbG8vevXs5cOAACQkJdO7cmXnz5jF79mwARo0axdmzZ9m3bx/W1tZMnTqVK1euqO2d1aTPvdtXzc3NqVKlCv3792fbtm2kpaVx4cKFQq+ia8qOHTtIS0srsJ/+9ttvJCYmatxP3yUwMJClS5fi4ODAf/7zH7p164axsTHLli3DwMCAzp07M3XqVFavXi2nOX78OHp6epw6dYq4uDj69OmDhYWF3AavX79m1KhReHh4kJyczNSpU/Hz8+PatWtq43LChAkEBQXh6emJnp4eR44ckcMePnxI8+bNqV27Nt9//z3a2trMnj2bLVu2sGbNGpydnfnll1/45ptvsLKyolGjRjx8+JD27dszZMgQBgwYwKVLl3K1FHFwcMDa2prTp09TtmzZ96q3/FAqlYSFhdG9e3fs7OxyhGe3jChoPKkYO3Ysy5Ytw8bGhkmTJtGmTRvu3LmDjo5OrjLkN04eP36Mv78/CxYswM/Pj1evXnH69OkiNd/PTmhoKEZGRgwePDjX8OyTDgWN7/xQKpW0b98ea2trIiMjSUxMzFPJf7fvhYaGMnXqVFauXImnpydXr16lf//+GBoaqk0sBAQEsGjRIpydnQkICMDf35+YmBiKFXt/9fuzKu7e3t7ybJ5AIBAIBIKC0TXWL2T8rAnyJk2afHDZSUlJQNaLcvbnd14rsgcOHFB78WzRogU7duzI4TBo1qxZDBw4UE1xT09PZ9WqVVSunPVpu/j4eEJCQoiPj5dfcMeMGcPhw4cJCQnJ09lWbGwsU6ZMISIighIlSuDn50ePHj1wd3fn+vXrTJo0if379+ea9u7duwCUL18+33qJj49HkqRcX7zzonz58vz2228AnDlzhgsXLvD06VO5LhctWsTevXvZuXMnAwYMYPbs2XTt2pXp06fLeajqJjvjx49n8+bN/Pzzz7i7u6uF2dnZkZaWxpMnT3KY9ANERkYyduxY6tati46ODkuXLuXXX39l0qRJ6OnpFXhNly9fZuvWrTRt2hSA//znP3JYmTJlWL58OTVq1CA5ORkjIyPi4+Px9PSUFcnsJrXx8fE4OztTv359FAqFmrya1BdkvZxv3LhRNpft0aMHx48fZ/bs2bx69YoffviBrVu30qxZMwBCQkLU2lDTPvduX33x4gWJiYm0bt1aVvbc3NwKrL/35e7du5iYmGBra5tvvAcPHqCtrZ2rqfSqVasIDg5WO7d27Vq6d+8u/x8zZgw+Pj4ADB8+HH9/f44fP069evUA6Nu3r5oVCUDx4sXZsGEDBgYGuLu7M2PGDMaOHcvMmTPR0tKiQ4cOavE3bNiAlZUV0dHRVKxYUT4/YsQI2rdvn0Pu27dv07x5c/z8/Fi6dCkKhYLU1FTmzJlDREQEderUAbL635kzZ1i7di2NGjVi9erVlC1bVt5G4OrqyvXr15k/f36OMuzs7D6atcSzZ89ISEgo8B4DBY8nFYGBgTRv3hyAH374ga+++oo9e/bQuXPnXPPNb5w8fvyYjIwM2rdvL4/BSpUqvff1FsTdu3cpU6ZMnpMMmspdEBEREdy6dYsjR47IY3vOnDm5TlS+2/cCAwMJCgqSzzk5OREdHc3atWvVFPcxY8bQqlUrIMvqxN3dnZiYGI3aOi8+q+Kuo6OjUcMIBAKBQCDI2uPu1Kwy909obi7v1LQyyozMInneqvIwMTHRaOK9SZMmaqtvhoaGQNZL09y5c7l16xZJSUlkZGTw9u1bUlJSZEu84sWL4+HhIae9fv06mZmZuLi4qJWRmpqKhYVFnjKMHDmSevXqMXHiRO7du8e2bduoUaMG6enpWFpaqinC76LpqpJqlVgT5TZ73qoV2KioKJKTk3Ncx5s3b2QT3WvXrtG/f/988wwKCuL169dcunSJMmXK5AjX18+a9FFZTrzL3bt3CQkJQVtbm2nTphESEsKqVatISUnJ89quX7+OkZERmZmZpKWl0apVK1auXAlkKfLTpk0jKiqKhIQEee93fHw8FSpUYNCgQXTo0IErV67g7e1Nu3btqFu3LpC1T7h58+a4urri6+tL69at8fb21ri+IGsiIPseV1tbW9m0+N69e6Snp6tZJJiamuLq6qp2bZr0uXf7qrm5Ob1798bHx4fmzZvj5eVF586d81Ws3d3dZeVQ1e+yK2MNGjQgPDw817TZ+1J+vHnzBl1d3Vzjdu/eXc2xIoC1tbXa/+zXqArLrsRZW1vnMN2uXLmymnVtnTp1SE5O5uHDh5QuXZq7d+8ydepUIiMjefbsmVofya6452Yl8ObNGxo0aEC3bt3UvIXHxMSQkpIiK68q0tLS8PT0BODmzZvUqlVLLVyl5L+Lvr5+nmMGslaJ//vf/8r/U1NTUSgULFq0SD4XHh5OgwYNcqQtzMp1QeMpt+swNzfH1dWVmzdv5plvfuOkcuXKNGvWjEqVKuHj44O3tzcdO3akRIkSeeaXvd9mZmaSmpqqdu6bb75hzZo1uaYtTH3kJ3dB3Lx5E3t7e7WJurzaP3vfe/36NbGxsfTt21ftfpyRkYGpqalauuzjRTX2nz59+s9V3AUCgUAgEGiOVjFtnJpURt/cWCMHdfoWJjg28UBL+/O4tDE0NKRcuXJq5+Li4mjdujWDBg1i9uzZmJubc+bMGfr27UtaWpr8kq+vr6+mYCQnJ6Otrc3ly5fR1tZWy/NdR1vZ2bRpk2xeWalSJdq2bUtqaioJCQnY2NjkK79KYbt161aeL3UAlpaWQNaebSsrq3zzVHHz5k3ZUV9ycjK2tra57tdXya5SuvOjQYMGHDx4kO3btzNhwoQc4SqPzHnJ+M033wDIe30VCgVDhgzJt0xXV1f27dtHsWLFsLOzo3jx4kDWC66Pjw8+Pj6EhoZiZWVFfHw8Pj4+sil9ixYtePDgAYcOHeLYsWM0a9aMIUOGsGjRIqpWrcr9+/cJDw8nIiKCzp074+Xlxc6dOzWqLyDHZJVCoSiU4zhN+9y7fRWyVu+HDRvG4cOH+fHHH5k8eTLHjh2jdu3auZZ16NAh2YfEo0ePaNy4MdeuXVMrIy9cXFxITEzk8ePH+U4OWFpakpKSQlpamtxOKkxNTXOM1XfJXp+q6333XGEd87Vp04bSpUuzfv167OzsUCqVVKxYUW0fPPzfpF92dHV18fLy4sCBA4wdO5ZSpUoByP4yDh48KJ/LnqawvHjxIt9x/fXXX6tNAowfP55SpUqpee5/Vw4VVlZWmJmZcevWrXxl0GQ8vS/5jRNtbW2OHTvGuXPnOHr0KCtWrCAgIIDIyMg8HY1m77eRkZGMHz9ebazmN+nr4uLCmTNnSE9PL3Cy+UPHt6Zk73uqvrV+/focEz/v3iNyGy8fKp/wKi8QCAQCwT+MhlO6oihAGVdoa9FwctdPJJHmXL58GaVSSVBQELVr18bFxYU///yzwHSenp5kZmby9OlTypUrp3bkp4Dn9s1ilcO4gvD29sbS0jJP79qq7yWXLVsWExMToqOjC8wT4MSJE1y/fl02E65atSpPnjyhWLFiOa5NNSng4eGh5mguN2rWrEl4eDhz5sxRW+1TcePGDb766is5z7xwdHTMYfKcF8WLF6dcuXI4OjqqKYO3bt3i+fPnzJs3jwYNGlC+fPlcV8OsrKzo1asXW7ZsYenSpaxbt04OMzExoUuXLqxfv54ff/yRXbt28eLFC43qqyBU5rgXL16UzyUmJqp9Kut9+1z29BMnTuTcuXNUrFiRrVu35hm3dOnSct4qk+Ts5eWl+AF07NiR4sWLF9hPVXv3Ne2nRUFUVJSab43z589jZGSEvb09z58/5/bt20yePJlmzZrh5uaW7xcM3kVLS4vNmzdTrVo1mjRpIt9HsjsJfLfdVP453NzcuHDhglp+58+fz1HG27dviY2NlVfqc8PY2FitDGNjY8zNzdXO5TXxoqWlRdeuXQkNDc31PpicnExGRobG4+nd60hISODOnTsftFVDoVBQr149pk+fztWrVylevDh79uzJM/67/fbdcZqfV/tu3bqRnJystm0qO/l9o74wuLm58fDhQx4/fiyfy63938Xa2ho7Ozvu3buXo2+9zxdTCotYcRcIBAKB4B+ElrYW9rXd8F7Ul19m/cib50k54uhbmNBwchfsa5dHofVxHGK9L+XKlSM9PZ0VK1bQpk0bzp49m6fZZHZcXFzo3r07PXv2lB0F/f333xw/fhwPDw95L2FRYmhoSHBwMJ06deLrr79m2LBhlCtXjmfPnrF9+3bi4+MJCwtDS0sLLy8vzpw5Q7t27dTySE1N5cmTJ2RmZvLXX39x+PBh5s6dS+vWrenZsycAXl5e1KlTh3bt2rFgwQJ5MkPlkK569eoEBgbSrFkzypYtS9euXcnIyODQoUOMHz9erby6dety6NAhWrRoQbFixdT8CZw+fVo2N//YODg4ULx4cVasWMHAgQO5ceNGjm8qT506lWrVquHu7k5qaioHDhyQFYzFixdja2uLp6cnWlpa7NixAxsbG8zMzDSqr4IwNjamV69ejB07FnNzc0qWLElgYCBaWlry6tj79rn79++zbt06vv76a+zs7Lh9+zZ3796V27uosbe3Z8mSJQwdOpSkpCR69uyJo6Mjf/zxB5s2bcLIyIigoCCsrKyoWrUqZ86cUXPAB1nbJ548eaJ2TldXN1+TaE1IS0ujb9++TJ48mbi4OAIDAxk6dChaWlqUKFECCwsL1q1bh62tLfHx8blaiuSHtrY2oaGh+Pv707RpU06dOoWNjQ1jxoxh5MiRKJVK6tevT2JiImfPnsXExIRevXoxcOBAgoKCGDt2LP369ePy5cu5TladP38eXV3dfC1uPpTZs2dz6tQpatWqxezZs6levTo6OjqcPn2auXPncvHiRY3Gk4oZM2ZgYWGBtbU1AQEBWFpa5rgvaUpkZCTHjx/H29ubkiVLEhkZyd9///3RfDbUqlWLcePGMXr0aB49eoSfnx92dnbExMSwZs0a6tevz/Dhwz+4HC8vL1xcXOjVqxcLFy4kKSkpx1aRvJg+fTrDhg3D1NQUX19fUlNTuXTpEgkJCYwaNeqDZcsX6TOQmJgoAVJiYuLnKF4gEAgEgn88mRmZUmZGphR77KoUMXGjdHDoKili4kYp9thVOayoKczzu1evXlLbtm1zDVu8eLFka2sr6evrSz4+PtKmTZskQEpISJAkSZJCQkIkU1PTHOnS0tKkqVOnSo6OjpKOjo5ka2sr+fn5Sb/99tsHXFXBXLx4UWrfvr1kZWUl6erqSuXKlZMGDBgg3b17V45z6NAhqVSpUlJm5v/Ve69evSRAAqRixYpJVlZWkpeXl7Rhwwa1eJIkSUlJSdK3334r2dnZSTo6OpK9vb3UvXt3KT4+Xo6za9cuqUqVKlLx4sUlS0tLqX379nJY6dKlpSVLlsj/f/75Z8nQ0FBavny5JEmS9ObNG8nU1FT69ddfi6xeAgMDpcqVK+cZvnXrVsnR0VHS1dWV6tSpI+3bt08CpKtXr0qSJEkzZ86U3NzcJH19fcnc3Fxq27atdO/ePUmSJGndunVSlSpVJENDQ8nExERq1qyZdOXKFTnvguorN9mWLFkilS5dWi2Pbt26SQYGBpKNjY20ePFiqWbNmtKECRPkOAX1udz66pMnT6R27dpJtra2UvHixaXSpUtLU6dOzdHmeXH//n3pfV7Rjx07Jvn4+EglSpSQ9PT0pPLly0tjxoyR/vzzTznOqlWrpNq1a6ula9SokdxPsx8+Pj5q8qjaTZIk6eTJk2pjVpJy1oXqHjB16lTJwsJCMjIykvr37y+9fftWTWY3NzdJV1dX8vDwkE6dOiUB0p49e/IsO7ey0tPTpfbt20tubm7SX3/9JSmVSmnp0qWSq6urpKOjI1lZWUk+Pj7Szz//LKfZv3+/VK5cOUlXV1dq0KCBtGHDhhzXNGDAAOm///2vhi3wf9cdGBhYqDQvX76UJkyYIDk7O0vFixeXrK2tJS8vL2nPnj2SUqmUJKng8aRqk/3790vu7u5S8eLFpZo1a0pRUVF51ltB4yQ6Olry8fGR730uLi7SihUrNL6ukydPqo05Tfnxxx+lhg0bSsbGxpKhoaHk4eEhzZgxQ24bTcZ3o0aNpOHDh8v/371H3r59W6pfv75UvHhxycXFRTp8+LBGfU+SJCk0NFS+F5coUUJq2LChtHv37jzTJSQkSIB08uTJQtdFdhSS9JH8+edDUlISpqamJCYmCq/yAoFAIBB8AMqMTLSKaef5vygRz++8kSSJWrVqMXLkSPz9/T+3ODlYvXo1e/bs4ejRo59blC+W169fU6pUKYKCgujbt+/nFuej8ObNG1xdXfnxxx8/6iryv4Fnz57h6urKpUuXPokZtEBQEGKPu0AgEAgE/2DeVdI/ltIuyB+FQsG6devIyMj43KLkio6ODitWrPjcYnxRXL16lW3bthEbG8uVK1fkT5+1bdv2M0v28dDX12fTpk08e/bsc4vyxRMXF8eqVauE0i74YhAr7gKBQCAQCDRCPL8F/yauXr1Kv379uH37NsWLF6datWosXrz4o36nWiAQCN4X4ZxOIBAIBAKBQPA/h6enJ5cvX/7cYggEAoFGCFN5gUAgEAgEAoFAIBAIvmCE4i4QCAQCwT8IZUZmvv8FAoFAIBD8+xCm8gKBQCAQ/ANQZioBePhzFPEnokh7lUJxYwMcmlbGvnEVIOsb7wKBQCAQCP59iCe8QCAQCARfOJJS4vGFW+xtO5WzU37g4clr/HXpDg9PXuPslB/Y23Yqjy/cQlJ+cn+zgmxMmTKFAQMGfJayHR0dWbp0aZ7hXbt2JSgo6NMJlI2CZIuLi0OhUHDt2jUATp06hUKh4OXLl3mm2bhxI2ZmZkUq55dIWloa5cqV49y5cx+9rILa6UPo3bs37dq1K9I8p02bRpUqVeT/EyZM4Ntvvy3SMj4m78qfGx+j3gT/XITiLhAIBALBF4wyU8mfkTf5Zdx63r54lWucty9e8cu49fwZeVNemf/c9O7dG4VCkeOIiYn53KIVmqtXr9KpUyesra3R09PD2dmZ/v37c+fOHTnOkydPWLZsGQEBAfK57HWgo6ODtbU1zZs3Z8OGDSiVn7adJk+ezOzZs0lMTCwwblxcHL1799Yo36SkJAICAihfvjx6enrY2Njg5eXF7t270fTDRfb29jx+/JiKFStqFP/fgCRJrFu3jlq1amFkZISZmRnVq1dn6dKlpKSkyPHWrFmDk5MTdevWlc/lNq4UCgVhYWGf41K+GMaMGcMPP/zAvXv3PnpZMTEx9OnTh6+++gpdXV2cnJzw9/fn0qVLRVrOsmXL2LhxY5HmWZRs3LhR7n9aWlp89dVX9OnTh6dPn35u0f6VCMVdIBAIBIIvnMjZW5EKUMilTCWRc7Z9Iok0w9fXl8ePH6sd7/NN5MzMzE+u6Ko4cOAAtWvXJjU1ldDQUG7evMmWLVswNTVlypQpcrzg4GDq1q1L6dKl1dKr6iAuLo7w8HCaNGnC8OHDad269Sf95nvFihUpW7YsW7ZsyTNOaGgosbGx8n9Jkvjuu+9ISEjINf7Lly+pW7cumzZtYuLEiVy5coVffvmFLl26MG7cOI0mCQC0tbWxsbGhWLGi28GZlpZWZHkVxMaNG2ncuHGh0vTo0YMRI0bQtm1bTp48ybVr15gyZQo//fQTR48eBbLqf+XKlfTt2zdH+pCQkBxj60tcmf2UY9fS0hIfHx9Wr15dqHSOjo6cOnVK4/iXLl2iWrVq3Llzh7Vr1xIdHc2ePXsoX748o0ePLqTU+WNqavpJLUumTZum8aSdChMTEx4/fswff/zB+vXrCQ8Pp0ePHh9HwH8AkiR9tHu7UNwFAoFAIPhCUWZk8vDUtTxX2t/l7fMkHp6K+mIc1unq6mJjY6N2aGtry9/KNjQ0xN7ensGDB5OcnCynU5lB79u3jwoVKqCrq0t8fDypqamMGTOGUqVKYWhoSK1atQr1wl1YUlJS6NOnDy1btmTfvn14eXnh5ORErVq1WLRoEWvXrpXjhoWF0aZNmzzroFSpUlStWpVJkybx008/ER4erraS9vLlS/r164eVlRUmJiY0bdqUqKgotbz2799PjRo10NPTw9LSEj8/vzxlDw4OxszMjOPHj8vn2rRpk++qrJOTE7169WLNmjX88ccf+Pr68ujRI3R1dXONP2nSJOLi4oiMjKRXr15UqFABFxcX+vfvz7Vr1zAyMlKry//85z8YGxvj4ODAunXr5LB3TeVzY+PGjTg4OGBgYICfnx/Pnz9XC1eZHQcHB+Pk5ISenh5QcL2q0m3evBlHR0dMTU3p2rUrr15pNubeh+3btxMaGsq2bduYNGkSNWrUwNHRkbZt23LixAmaNGkCwOXLl4mNjaVVq1Y58jAzM8sxtlTXrBo/Bw4cwNXVFQMDAzp27EhKSgo//PADjo6OlChRgmHDhpGZqX6vePXqFf7+/hgaGlKqVCm+++47tfD3HbvvcvHiRaysrJg/fz6gWf+fN28e1tbWGBsb07dvX96+fZsj34L6+IciSRK9e/fG2dmZ06dP06pVK8qWLUuVKlUIDAzkp59+kuOOHz8eFxcXDAwMKFOmDFOmTCE9PT1HnmvXrsXe3h4DAwM6d+6sNuH1rql848aNGTZsGOPGjcPc3BwbGxumTZumJt+0adNwcHBAV1cXOzs7hg0b9lHqQoVCocDGxgY7OztatGjBsGHDiIiI4M2bNxw+fJj69etjZmaGhYUFrVu3VpscTEtLY+jQodja2qKnp0fp0qWZO3euRtdS0PNA1RePHDmCm5sbRkZG8kSqioyMDIYNGybLN378eHr16qVW50qlkrlz5+Lk5IS+vj6VK1dm586dcrhqa094eDjVqlVDV1eXM2fOEBUVRZMmTTA2NsbExIRq1ap9sEXGZ3VOl56enmsHFggEAoFAADo6OsSfiCo4YjYenrxG6WaeH+X5qsozKSlJ7byurm6eyl1uaGlpsXz5cpycnLh37x6DBw9m3LhxrFq1So6TkpLC/PnzCQ4OxsLCgpIlSzJ06FCio6MJCwvDzs6OPXv24Ovry/Xr13F2dn6va1IqlWhp5b6OceTIEZ49e8a4ceNyDVethL148YLo6GiqV6+uUZlNmzalcuXK7N69m379+gHQqVMn9PX1CQ8Px9TUlLVr19KsWTPu3LmDubk5Bw8exM/Pj4CAADZt2kRaWhqHDh3KNf8FCxawYMECjh49Ss2aNeXzNWvWZPbs2aSmpubaXnXr1uXkyZN4eXlx9uxZ9u/fT4sWLXItQ6lUEhYWRvfu3bGzs8sRnl1pBwgKCmLmzJlMmjSJnTt3MmjQIBo1aoSrq2uB9RUZGUnfvn2ZO3cu7dq14/DhwwQGBuaIFxMTw65du9i9ezfa2tpAwfUKEBsby969ezlw4AAJCQl07tyZefPmMXv27AJlex9CQ0NxdXWlbdu2OcIUCgWmpqYAnD59GhcXF4yNjQtdRkpKCsuXLycsLIxXr17Rvn17/Pz8MDMz49ChQ9y7d48OHTpQr149unTpIqdbuHAhkyZNYvr06Rw5coThw4fj4uJC8+bNgfcfu9k5ceIE7du3Z8GCBbJPiILaafv27UybNo3vvvuO+vXrs3nzZpYvX06ZMmXU8q5ZsyZ//PEHcXFxODo6FrreCuLatWv8/vvvbN26Ndf7RvbVcWNjYzZu3IidnR3Xr1+nf//+GBsbq91PYmJi2L59O/v37ycpKYm+ffsyePBgQkND85Thhx9+YNSoUURGRvLrr7/Su3dv6tWrR/Pmzdm1axdLliwhLCwMd3d3njx5kmMC5GOjr6+PUqkkIyOD169fM2rUKDw8PEhOTmbq1Kn4+flx7do1uS/t27eP7du34+DgwMOHD3n48CFAgdeiyfMgJSWFRYsWsXnzZrS0tPjmm28YM2aMXL/z588nNDSUkJAQ3NzcWLZsGXv37pUnzwDmzp3Lli1bWLNmDc7Ozvzyyy988803WFlZ0ahRIznehAkTWLRoEWXKlKFEiRI0bNgQT09PVq9ejba2NteuXUNHR+eD6vazKu5Hjx7FwMDgc4ogEAgEAsEXib6+Pt7e3qS9Sik4cjbSXr0B4OTJk7x586ZIZVLtvbW3t1c7HxgYqLbqo+LAgQNqClyLFi3YsWMHI0aMkM85Ojoya9YsBg4cqPbyn56ezqpVq6hcuTIA8fHxhISEEB8fLyuKY8aM4fDhw4SEhDBnzpxcZY6NjWXKlClERERQokQJ/Pz86NGjB+7u7ly/fp1Jkyaxf//+XNPevXsXgPLly+dbL/Hx8UiSlKsCmxfly5fnt99+A+DMmTNcuHCBp0+fygr1okWL2Lt3Lzt37mTAgAHMnj2brl27Mn36dDkPVd1kZ/z48WzevJmff/4Zd3d3tTA7OzvS0tJ48uRJDpN+yFKQx44dS926ddHR0WHp0qX8+uuvTJo0SV7NVfHs2TMSEhIKrBsVLVu2ZPDgwbKMS5Ys4eTJkxop7suWLcPX11dWeFxcXDh37hyHDx9Wi5eWlsamTZuwsrICNKtXyJqE2Lhxo6wg9+jRg+PHj380xf3u3bsaXfeDBw/y7FP+/v7y5ISK6OhoHBwcgKzxs3r1asqWLQtAx44d2bx5M3/99RdGRkZUqFCBJk2acPLkSTXFvV69ekyYMAHIquezZ8+yZMkSWXF/n7GbnT179tCzZ0+Cg4PlcjVpp6VLl9K3b19528CsWbOIiIjIsequqq8HDx58FMVd03sCZPmVUOHo6MiYMWMICwtTU9zfvn3Lpk2bKFWqFAArVqygVatWBAUFYWNjk2u+Hh4e8sSVs7MzK1eu5Pjx4zRv3pz4+HjZz4SOjg4ODg5qk3cfm7t377JmzRqqV6+OsbExHTp0UAvfsGEDVlZWREdHU7FiReLj43F2dqZ+/fooFAq1+1J+16Lp8yA9PZ01a9bI42Do0KHMmDFDLmPFihVMnDhRtl5auXKl2oRoamoqc+bMISIigjp16gBQpkwZzpw5w9q1a9UU9xkzZsjjRCXj2LFj5b7yvpPL2fmsiru3tzcmJiafUwSBQCAQCL5oihsXboK7uLE+gNqKQVGhWml/+PCh2vM7r9X2Jk2aqO03NTQ0BCAiIoK5c+dy69YtkpKSyMjI4O3bt6SkpMgT+sWLF8fDw0NOe/36dTIzM3FxcVErIzU1FQsLizxlHjlyJPXq1WPixIncu3ePbdu2UaNGDdLT07G0tFRThN9FU+dqqgmSd5Xb/JAkCYVCAUBUVBTJyck5ruPNmzeyWem1a9fo379/vnkGBQXx+vVrLl26lGMlErImgwA152fZuXv3LiEhIWhrazNt2jRCQkJYtWoVKSkpOa5N07pRkb0tVaa1mjqwunnzZo5tAXXq1MmhuJcuXVpW2kGzeoUspSr7qratrW2+ssXHx1OhQgX5f0ZGBunp6WqTVJMmTWLSpEm5pi9Mv8qrTy1ZsgQvLy+1c9mVfAMDA1lZAbC2tsbR0VFNRmtr6xzXqVJOsv/P7mn+fcauisjISA4cOMDOnTvVTJE1aaebN28ycODAHLKdPHlS7VxBfRxg4MCBar4eUlJSaNGihdpESHbz/+wUpt//+OOPLF++nNjYWJKTk8nIyMih9zg4OMhKu+qalEolt2/fzldxz072/tqpUyeWLl1KmTJl8PX1pWXLlrRp0yZP/xGnT59Ws6pJS0tDkiQ1U/C1a9fSvXv3PK8zMTERIyMjlEolb9++pX79+gQHBwNZ95SpU6cSGRnJs2fPZH8H8fHxVKxYkd69e9O8eXNcXV3x9fWldevWeHt7F3gtmj4P3h0H2esqMTGRv/76S21iQ1tbm2rVqslyxsTEkJKSoqaQq+rJ09NT7dy7FlejRo2iX79+bN68GS8vLzp16qQmy/vwWRV3HR2dDzYZEAgEAoHg34oyIxOHppV5ePKaxmnsm1RBmZH5UZ6vqjxNTEw0mng3NDSkXLlyaufi4uJo3bo1gwYNYvbs2Zibm3PmzBn69u1LWlqa/PKvr68vK7aQ9SKtra3N5cuXc6w0vmuWnZ1NmzbJ5quVKlWibdu2pKamkpCQkOeLsQrVS+GtW7dyKDTZsbS0BCAhIUFNccyPmzdvyo76kpOTsbW1zXW/vkp2lUKSHw0aNODgwYNs375dXjXNzosXLwDylPGbb74BstoIshTsIUOG5BrXysoKMzMzbt26VaBcQI7+qFAoitxpmWpiSIUm9fo+stnZ2antx9+9eze7du1SM29WmeHnhouLi0b1ZmlpyfXr13MNs7GxyTG2spPbNX1oG7zv2FVRtmxZLCws2LBhA61atZLl0bSdNKGgPg5ZK6NjxoyR/zdu3Jj58+dTq1atAvPPfk94V3HLzq+//kr37t2ZPn06Pj4+mJqaEhYWViSfZMyvHe3t7bl9+zYREREcO3aMwYMHs3DhQn7++edcnwnVq1dX68vLly/n0aNHsu8ByJrgyQ9jY2OuXLmClpYWtra2aveqNm3aULp0adavX4+dnR1KpZKKFSvKziOrVq3K/fv3CQ8PJyIigs6dO+Pl5cXOnTvzvRZNnwe51VVhJl9UEzgHDx5Um2CBnBPW795/pk2bRrdu3Th48CDh4eEEBgYSFhaWr2+SgvisirtAIBAIBIK80SqmjX3jKuiZ79bIQZ2ehQn2jSujpf3l+p69fPkySqWSoKAgeY/o9u3bC0zn6elJZmYmT58+pUGDBhqXl9uLv8phXEF4e3tjaWnJggUL2LNnT47wly9fYmZmRtmyZTExMSE6OjrHClBunDhxguvXrzNy5Egg6+X1yZMnFCtWLE/zXg8PD44fP06fPn3yzLdmzZoMHToUX19fihUrpqacANy4cYOvvvpKnmjIC0dHxwI/QaWlpUXXrl3ZvHkzgYGBOUy6k5OT0dPTKxJP8W5ubkRGRqqdO3/+fIHpNKnX96FYsWJqSnPJkiXR19fPV5HOTrdu3ejatSs//fRTjn3ukiSRlJSEqampvD82u3XGx+bdej1//jxubm7A+49dFZaWluzevZvGjRvTuXNntm/fjo6OjkbtpOoDPXv2zFNWyOrjOjo6ObaJZKdkyZJq++6LFStGqVKlNGq/KlWqUKFCBYKCgujSpUuOfe6qe8K5c+coXbq02uchHzx4kCO/+Ph4/vzzT3n8nD9/Hi0tLY22UuSFvr4+bdq0oU2bNgwZMoTy5ctz/fp1qlatmmvc7Ndtbm5OUlKSxn0Zsu4FucV//vw5t2/fZv369fI9+8yZMznimZiY0KVLF7p06ULHjh3x9fXlxYsXmJub53kt7/s8yI6pqSnW1tZcvHiRhg0bAllfQbhy5QpVqlQBUHOwmN0sXlNcXFxwcXFh5MiR+Pv7ExIS8kGK+5f7ZBcIBAKBQABArYBuKApQxhXaWtSe5P+JJHp/ypUrR3p6OitWrODevXts3ryZNWvWFJjOxcWF7t2707NnT3bv3s39+/e5cOECc+fO5eDBgx9FVkNDQ4KDgzl48CBff/01ERERxMXFcenSJcaNGyeb7mppaeHl5ZXrS2lqaipPnjzh0aNHXLlyhTlz5tC2bVtat24tKyFeXl7UqVOHdu3acfToUeLi4jh37hwBAQGyF+LAwEC2bdtGYGAgN2/e5Pr162qrYirq1q3LoUOHmD59upqJM2SZxarMUIuC2bNnY29vT61atdi0aRPR0dHcvXuXDRs24Onpmae5cWEZNmwYhw8fZtGiRdy9e5eVK1fmMJPPDU3q9XPQuXNnunTpgr+/P3PmzOHSpUs8ePCAAwcO4OXlJZt/N2nShOTkZH7//fccebx8+ZInT56oHa9fv/5g2c6ePcuCBQu4c+cO3333HTt27GD48OHA+4/d7JQsWZITJ05w69Yt/P39ycjI0Kidhg8fzoYNGwgJCeHOnTsEBgbmWi+nT5+mQYMGGlmovA8KhUKWoUGDBrKjv99++43Zs2fLEzHOzs7Ex8cTFhZGbGwsy5cvz3XyT09Pj169ehEVFcXp06cZNmwYnTt31mhiMTc2btzI999/z40bN7h37x5btmxBX18/V58WH5sSJUpgYWHBunXriImJ4cSJE4waNUotzuLFi9m2bRu3bt3izp077NixAxsbG8zMzPK9lqJ6Hnz77bfMnTuXn376idu3bzN8+HASEhLkiTJjY2PGjBnDyJEj+eGHH4iNjeXKlSusWLGCH374Ic9837x5w9ChQzl16hQPHjzg7NmzXLx4UZ4Ee1+E4i4QCAQCwReMlrYWdrXcaLigP3oWuZun61mY0HBBf2xruX3Rq+2Q5VBt8eLFzJ8/n4oVKxIaGip//qcgQkJC6NmzJ6NHj8bV1ZV27dpx8eJF2SHXx6Bt27acO3cOHR0dunXrRvny5fH39ycxMZFZs2bJ8fr160dYWFgO0+PDhw9ja2uLo6Mjvr6+nDx5kuXLl/PTTz/JJp4KhYJDhw7RsGFD+vTpg4uLC127duXBgweymWrjxo3ZsWMH+/bto0qVKjRt2pQLFy7kKnP9+vU5ePAgkydPZsWKFUCWE6y9e/cWuE++MJibm3P+/Hm++eYbZs2ahaenJw0aNGDbtm0sXLhQ9o7+odSuXZv169ezbNkyKleuzNGjR9Ucf+WFJvX6OVAoFGzdupXFixezd+9eGjVqhIeHB9OmTaNt27b4+PgAYGFhgZ+fX64exvv06YOtra3aoWrrD2H06NFcunQJT09PZs2axeLFi2V5PmTsZsfGxka2OunevTtKpbLAdurSpQtTpkxh3LhxVKtWjQcPHjBo0KAceYeFhRVpH8+NmjVrcunSJcqVK0f//v1xc3Pj66+/5vfff5cny77++mtGjhzJ0KFDqVKlCufOnWPKlCk58ipXrhzt27enZcuWeHt74+Hhoebor7CYmZmxfv166tWrh4eHBxEREezfvz9fPyAfCy0tLcLCwrh8+TIVK1Zk5MiRLFy4UC2OsbExCxYsoHr16tSoUYO4uDgOHTqElpZWgddSFM+D8ePH4+/vT8+ePalTpw5GRkb4+Pio+ZaYOXMmU6ZMYe7cubi5ueHr68vBgwflrU65oa2tzfPnz+nZsycuLi507tyZFi1a5OtTRRMUUmG9ixQBKhOgxMRE4ZxOIBAIBAINUGZmKYQPT0Xx8OQ10l69obixPvZNqmDfOMt788dW2sXzO28kSaJWrVqySeSXxurVq9mzZw9Hjx793KIICsFvv/1G8+bNiY2NzdeXgwDCw8MZPXo0v/32W5Fs0RD876FUKnFzc6Nz587MnDnzc4uTA9GrBQKBQCD4B6BSyu0beVC62f85RVJmZH7xq+z/CygUCtatW5enM7HPjY6OTpGsyAo+LR4eHsyfP5/79+9TqVKlzy3OF83r168JCQkRSrtAYx48eMDRo0dp1KgRqamprFy5kvv379OtW7fPLVquiBV3gUAgEAgEGiGe3wKBQCD4t/Dw4UO6du3KjRs3kCSJihUrMm/ePNlZ3ZeGmJISCAQCgUAgEAgEAsH/FPb29pw9e/Zzi6ExwrZOIBAIBAKBQCAQCASCLxihuAsEgv8JlBmZ+f4XCAQCgUAgEAi+VISpvEAg+FcjZSqRgMe/RPHnyaukv3qDjrE+dk08sW1UBQUU+H1sgUAgEAgEAoHgcyIUd4FA8K9FUko8vXiTa3NDSX3xSi3s8alr6JobU2Vid0rWrIBCS/GZpBQIBAKBQCAQCPJHLDMJBIJ/JVKmkqcXorkwYV0OpV1F6otXXJiwjqcXopH+/zeyBQKB4GPQu3dv2rVrl2+cxo0bM2LEiE8ij+DfyfHjx3FzcyMz8+NuBzt16hQKhYKXL19+lPwVCgV79+4t0jwdHR1ZunQpAGlpaTg6OnLp0qUiLeNDadiwIVu3bv3k5cbFxaFQKLh27Vqu4V9afU2bNo0qVarkG+fd+2n29s+Lj9HvihKhuAsEgn8lEnBtbmiBCrmUqeTavK188u9iCgT/cnr37o1CochxxMTEfG7RCs3Vq1fp1KkT1tbW6Onp4ezsTP/+/blz506RlrN7925mzpxZpHnmRuPGjQuMo3qRVx0WFhZ4e3tz9erVjy6fICdPnjzh22+/pUyZMujq6mJvb0+bNm04fvy4Wrxx48YxefJktLW1Adi4cWOu41BPT+9zXMYXQ/HixRkzZgzjx4//JOXt2rWLxo0bY2pqipGRER4eHsyYMYMXL17Icfbt28dff/1F165d5XOOjo5ym+nr6+Po6Ejnzp05ceLEJ5FbxZdYXwXxqe6nnxKhuAsEgn8dyoxMHv98Lc+V9ndJfZ7E45+vCYd1AkER4+vry+PHj9UOJyenQueTmZmJUvl5rGIOHDhA7dq1SU1NJTQ0lJs3b7JlyxZMTU2ZMmVKkZZlbm6OsbFxkeap4s6dO4SFhamdu3LlCgcOHMg3XUREBI8fP+bIkSMkJyfTokWLj7bK+k8gPT39g/No3LgxGzdu1Dh+XFwc1apV48SJEyxcuJDr169z+PBhmjRpwpAhQ+R4Z86cITY2lg4dOqilNzExyTEOHzx48MHX8TFIS0v7ZGV1796dM2fO8Pvvv2uc5tSpUzg6OhaqnICAALp06UKNGjUIDw/nxo0bBAUFERUVxebNm+V4y5cvp0+fPmhpqatnM2bM4PHjx9y+fZtNmzZhZmaGl5cXs2fPLpQcH8qXVl8F8THup0Ux/j+Ez6q4p6eni0Mc4hBHkR9axbT582ThVoUen7qGVjHtzy67OMTxpR8ASUlJakdqamqu40pXVxcbGxu1Q1tbm8WLF1OpUiUMDQ2xt7dn8ODBJCcny+k2btyImZkZ+/bto0KFCujq6hIfH09qaipjxoyhVKlSGBoaUqtWLU6dOvXe7yEFkZKSQp8+fWjZsiX79u3Dy8sLJycnatWqxaJFi1i7di2QNbHQt29fnJyc0NfXx9XVlWXLluWa5/Tp07GyssLExISBAweqKSq5mXbOmTOH//znPxgbG+Pg4MC6devk8LS0NIYOHYqtrS16enqULl2auXPn5lqupaUlJ0+epHPnzrx8+ZKpU6cyceJEypQpk28dWFhYYGNjQ/Xq1Vm0aBF//fUXkZGRxMbG0rZtW6ytrTEyMqJGjRpERESopV21ahXOzs7o6elhbW1Nx44d5bCdO3dSqVIl9PX1sbCwwMvLi9evX8vhwcHBuLm5oaenR/ny5Vm1apUcprIG2L17N02aNMHAwIDKlSvz66+/qpW/fv167O3tMTAwwM/Pj8WLF2NmZqYW56effqJq1aro6elRpkwZpk+fTkZGhhyuUChYvXo1X3/9NYaGhsyePZuEhAS6d++OlZUV+vr6ODs7ExISkm89fgiDBw9GoVBw4cIFOnTogIuLC+7u7owaNYrz58/L8cLCwmjevHmO1XSFQpFjHFpbW8vhjRs35ttvv2XEiBGUKFECa2tr1q9fz+vXr+nTpw/GxsaUK1eO8PDwHLKdPXsWDw8P9PT0qF27Njdu3JDDnj9/jr+/P6VKlcLAwIBKlSqxbds2tfSNGzdm6NChjBgxAktLS3x8fHKtg8DAQGxtbfntt9+ArEmKBg0aoK+vj729PcOGDVPrP0+fPqVNmzbo6+vj5OREaGhojjxLlChBvXr1ckxoFSUXLlxgzpw5BAUFsXDhQurWrYujoyPNmzdn165d9OrVC4C///6bEydO0KZNmxx5GBsbY2Njg4ODAw0bNmTdunVMmTKFqVOncvv2bTnejRs3aNGiBUZGRlhbW9OjRw+ePXsmhyuVShYsWEC5cuXQ1dXFwcEhT+U/MzOT//znP5QvX574+Hjgy6ovFZs3b8bR0RFTU1O6du3Kq1f/t2BT0Naju3fv0rBhQ/T09KhQoQLHjh1TC1fdZ3788UcaNWqEnp6e3I+K4v70PnxW53RHjx7FwMDgc4ogEAj+Zejr6+Pt7U36qzeFSpf+KgWAkydP8uZN4dIKBP8rpKRkjRN7e3u184GBgUybNk3jfLS0tFi+fDlOTk7cu3ePwYMHM27cOLWXn5SUFObPn09wcDAWFhaULFmSoUOHEh0dTVhYGHZ2duzZswdfX1+uX7+Os7Pze12TUqnMscKl4siRIzx79oxx48blGq5SApVKJV999RU7duzAwsKCc+fOMWDAAGxtbencubMc//jx4+jp6XHq1Cni4uLo06cPFhYW+a6cBQUFMXPmTCZNmsTOnTsZNGgQjRo1wtXVleXLl7Nv3z62b9+Og4MDDx8+5OHDh7nmY25uztq1a1m3bh07duzA3d2dI0eOaFhLWejr6wNZEwbJycm0bNmS2bNno6ury6ZNm2jTpg23b9/GwcGBS5cuMWzYMDZv3kzdunV58eIFp0+fBuDx48f4+/uzYMEC/Pz8ePXqFadPn0aSsjYthYaGMnXqVFauXImnpydXr16lf//+GBoaqr24BwQEsGjRIpydnQkICMDf35+YmBiKFSvG2bNnGThwIPPnz+frr78mIiIih4XE6dOn6dmzJ8uXL6dBgwbExsYyYMAAIKtPq5g2bRrz5s1j6dKlFCtWjClTphAdHU14eDiWlpbExMR8tOfGixcvOHz4MLNnz8bQ0DBHePaJiNOnT9OtW7f3KueHH35g3LhxXLhwgR9//JFBgwaxZ88e/Pz8mDRpEkuWLKFHjx7Ex8ervbuPHTuWZcuWYWNjw6RJk2jTpg137txBR0eHt2/fUq1aNcaPH4+JiQkHDx6kR48elC1blpo1a6qVPWjQIM6ePZtDLkmSGDZsGAcOHOD06dOUK1eO2NhYfH19mTVrFhs2bODvv/9m6NChDB06VJ5A6d27N3/++ScnT55ER0eHYcOG8fTp0xz516xZU+6XH4PQ0FCMjIwYPHhwruGq9jtz5gwGBga4ublplO/w4cOZOXMmP/30E+PGjePly5c0bdqUfv36sWTJEt68ecP48ePVzOonTpzI+vXrWbJkCfXr1+fx48fcunUrR96pqan4+/sTFxfH6dOnsbKyksO+lPoCiI2NZe/evRw4cICEhAQ6d+7MvHnzNLJEUCqVtG/fHmtrayIjI0lMTMxTyZ8wYQJBQUF4enrKyvuH3p/eG+kzkJiYKAHSs2fPpLS0NHGIQxziKNJDkiTpwuRg6af6QzU+Lk75XpIk6bPLLg5xfMnHs2fPJEB6+PChlJiYKB9v377N8azv1auXpK2tLRkaGspHx44dc30v2LFjh2RhYSH/DwkJkQDp2rVr8rkHDx5I2tra0qNHj9TSNmvWTJo4cWKe7xwxMTGSv7+/ZGVlJbm4uEjjx4+Xbty4IUmSJP32229S69at80w7f/58CZBevHiRZ5y8GDJkiNShQwf5f69evSRzc3Pp9evX8rnVq1dLRkZGUmZmpiRJktSoUSNp+PDhcnjp0qWlb775Rv6vVCqlkiVLSqtXr5YkSZK+/fZbqWnTppJSqSxQnhcvXkiDBg2SOnXqJFWuXFmaMmWK5OvrK926dSvX+Pfv35cA6erVq5IkSVJCQoLk5+cnGRkZSU+ePMk1jbu7u7RixQpJkiRp165dkomJiZSUlJQj3uXLlyVAiouLyzWfsmXLSlu3blU7N3PmTKlOnTpqsgUHB8vhv//+uwRIN2/elCRJkrp06SK1atVKLY/u3btLpqam8v9mzZpJc+bMUYuzefNmydbWVv4PSCNGjFCL06ZNG6lPnz65yq4JjRo1kkJCQjSKGxkZKQHS7t27C4xramoqbdq0Se2caixlH4eGhoaSr6+vmjz169eX/2dkZEiGhoZSjx495HOPHz+WAOnXX3+VJEmSTp48KQFSWFiYHOf58+eSvr6+9OOPP+YpY6tWraTRo0erle3p6ZkjHiDt2LFD6tatm+Tm5ib98ccfcljfvn2lAQMGqMU/ffq0pKWlJb1580a6ffu2BEgXLlyQw2/evCkB0pIlS9TSLVu2THJ0dMxT3nc5efKkVLp0aY3jt2jRQvLw8Cgw3pIlS6QyZcrkOF+6dOkcMquwtraWBg0aJElS1vjw9vZWC3/48KEESLdv35aSkpIkXV1daf369bnmpRpTp0+flpo1aybVr19fevnyZY54X0p9BQYGSgYGBmr3l7Fjx0q1atWS/+d2P1XV5ZEjR6RixYqpPU/Cw8MlQNqzZ48kSf9XJ0uXLlUruyjuT+/LZ11x19HRQUdH53OKIBAI/oUoMzKxa+LJ41PXNE5j27gKyoxMcU8SCPJBNT5MTEwwMTEpMH6TJk1YvXq1/F+1YhgREcHcuXO5desWSUlJZGRk8PbtW1JSUuTVvOLFi+Ph4SGnvX79OpmZmbi4uKiVkZqaioWFRZ4yjBw5knr16jFx4kTu3bvHtm3bqFGjBunp6VhaWjJ9+vQ800qS5m4rv/vuOzZs2EB8fDxv3rwhLS0th9fjypUrq61W1qlTh+TkZB4+fEjp0qVzzTd7HahMnlUrh71796Z58+a4urri6+tL69at8fb2zjWfp0+f0qBBA/z9/WncuDEzZszgypUr3LlzB1dX1zyvq27dumhpafH69WvKlCnDjz/+iLW1NcnJyUybNo2DBw/y+PFjMjIyePPmjWxW27x5c0qXLk2ZMmXw9fXF19cXPz8/2Wy0WbNmVKpUCR8fH7y9venYsSMlSpTg9evXxMbG0rdvX/r37y/LkZGRgampaZ51Y2trK19n+fLluX37Nn5+fmrxa9asqbanPyoqirNnz6qt0GVmZuboi9WrV1fLZ9CgQXTo0IErV67g7e1Nu3btqFu3bp51OGfOHObMmSP/f/PmDefPn2fo0KHyuejoaBwcHHKkLUwffPPmTa5O54yNjbly5YraOZX1hIrsdamtrY2FhQWVKlWSz6lM699dta5Tp47829zcHFdXV27evAlk1eWcOXPYvn07jx49Ii0tjdTU1BzWttWqVcv1ekaOHImuri7nz5/H0tJSPh8VFcVvv/2mZv4uSRJKpZL79+9z584dihUrppZv+fLlc2yTUNWDypIoL4yMjOTfmZmZpKamqp375ptvWLNmTa5pNW2/vNouPyRJQqHI+pRtVFQUJ0+eVJNLRWxsLC9fviQ1NZVmzZrlm6e/vz9fffUVJ06cyNFH4MupL8jaSpR9D7utrW2uVhW5cfPmTezt7bGzs5PPZe/L2ck+/ovq/vS+iO+4CwSCfx1axbSxbVQFXXNjjRzU6VqYYNuoClrawl+nQFCUGBoaUq5cObVzcXFxtG7dmkGDBjF79mzMzc05c+YMffv2JS0tTX6p19fXl19KAZKTk9HW1uby5cuyx2wVub2sqlA5cwKoVKkSbdu2JTU1lYSEBGxsbPKVXzVJcOvWrTxf6iBrb/GYMWMICgqiTp06GBsbs3DhQiIjI/PNXxPenUxUKBSyo76qVaty//59wsPDiYiIoHPnznh5ebFz584c+bi6uuZQ0KtWrUrVqlXzLf/HH3+kQoUKWFhYqCk+Y8aM4dixYyxatIhy5cqhr69Px44d5T37KmXx1KlTHD16lKlTpzJt2jQuXryImZkZx44d49y5cxw9epQVK1YQEBBAZGSk3P7r16+nVq1aarK82+7Z60bVVwrjxDA5OZnp06fTvn37HGHZlah3TdRbtGjBgwcPOHToEMeOHaNZs2YMGTKERYsW5VrOwIED1bZMdO/enQ4dOqiVm12ByI6zszMKhSJXk+Z3sbS0JCEhIcd5LS2tHOPwXXLrZx9avwsXLmTZsmUsXbpU9mkxYsSIHA7octsCAFmTP9u2bePIkSN0795dPp+cnMx///tfhg0bliONg4NDob728OLFCzVT8NzI/om0yMhIxo8fr+ZbI79JTBcXF86cOUN6enq+CwN5tV1ePH/+nL///lt29pmcnEybNm2YP39+jri2trbcu3dPo3xbtmzJli1b+PXXX2natGmO8C+lviD/e2NRkr1/qnyxfIr7U24IxV0gEPwrUQBVJnbnwoR1+X4STqGtRZUJ3VDkGUMgEBQlly9fRqlUEhQUJO8t3759e4HpPD09yczMlFeONSW3VTaV07yC8Pb2xtLSkgULFrBnz54c4S9fvsTMzIyzZ89St25dtX2ZsbGxOeJHRUXx5s0beSXr/PnzGBkZ5fAZUBhMTEzo0qULXbp0oWPHjvj6+vLixQvMzc3zTFMYh3729vaULVs2x/mzZ8/Su3dveVU7OTmZuLg4tTjFihXDy8sLLy8vAgMDMTMz48SJE7Rv3x6FQkG9evWoV68eU6dOpXTp0uzZs4dRo0ZhZ2fHvXv31JS1wuLq6srFixfVzr37v2rVqty+fbtApTY3rKys6NWrF7169aJBgwaMHTs2T8Xd3NxcrT309fUpWbKkRuWam5vj4+PDd999x7Bhw3Iouao+CFljJDo6utDX8iGcP39ethRISEjgzp078j7ts2fP0rZtW7755hsgS2m5c+cOFSpU0Cjvr7/+mjZt2tCtWze0tbXlz6RVrVqV6OjoPOuvfPnyZGRkcPnyZWrUqAHA7du3c/0awo0bN/D09MxXjuzl/PHHHxQrVkzjPtOtWzeWL1/OqlWrGD58eI5wVft5enry5MkTEhISKFGiRIH5Llu2DC0tLdq1awdk1cmuXbtwdHTMdQ+1s7Mz+vr6HD9+nH79+uWZ76BBg6hYsSJff/01Bw8epFGjRmrhX0p9fShubm48fPiQx48fy6vh2R095oW1tXWR3J/eF6G4CwSCfyUKbS1K1qxAzXkDuDZvK6nPk3LE0bUwocqEbpSsWQGFllDdBYJPQbly5UhPT2fFihW0adOGs2fP5mk2mR0XFxe6d+9Oz549ZUdBf//9N8ePH8fDw4NWrVoVuayGhoYEBwfTqVMnvv76a4YNG0a5cuV49uwZ27dvJz4+nrCwMJydndm0aRNHjhzBycmJzZs3c/HixRyfvktLS6Nv375MnjyZuLg4AgMDGTp0aJ7O8Qpi8eLF2Nra4unpiZaWFjt27MDGxqZIXmwLwtnZmd27d9OmTRsUCgVTpkxRW006cOAA9+7do2HDhpQoUYJDhw6hVCpxdXUlMjKS48eP4+3tTcmSJYmMjOTvv/+WFb7p06czbNgwTE1N8fX1JTU1lUuXLpGQkMCoUaM0ku/bb7+lYcOGLF68mDZt2nDixAnCw8PVrDimTp1K69atcXBwoGPHjmhpaREVFcWNGzeYNWtWnnlPnTqVatWq4e7uTmpqKgcOHNDYqdj78N1331GvXj1q1qzJjBkz8PDwICMjg2PHjrF69WrZNN3Hx4cffvghR3pJknjy5EmO8yVLlnzvvqdixowZWFhYYG1tTUBAAJaWlrIy6ezszM6dOzl37hwlSpRg8eLF/PXXXxor7gB+fn5s3ryZHj16UKxYMTp27Mj48eOpXbs2Q4cOpV+/fhgaGhIdHc2xY8dYuXKlvHXkv//9L6tXr6ZYsWKMGDEiV9Pv06dPf9RvfdeqVYtx48YxevRoHj16hJ+fH3Z2dsTExLBmzRrq16/P8OHD8fT0xNLSkrNnz9K6dWu1PF69esWTJ09IT0/n/v37bNmyheDgYObOnSsrxEOGDGH9+vX4+/szbtw4zM3NiYmJISwsjODgYPT09Bg/fjzjxo2jePHi1KtXj7///pvff/+dvn37qpX37bffkpmZSevWrQkPD6d+/fpfXH19KF5eXri4uNCrVy8WLlxIUlISAQEBGqUtivvT+yLsQgUCwb8WhZaCkjXcaL5rJtWm98GuiSdW1V2xa+JJtel9aL5rJiVruAmlXSD4hFSuXJnFixczf/58KlasSGhoaJ6fMHuXkJAQevbsyejRo3F1daVdu3ZcvHgx173BRUXbtm05d+4cOjo6dOvWjfLly+Pv709iYqKs3P33v/+lffv2dOnShVq1avH8+fNcvSI3a9YMZ2dnGjZsSJcuXfj6668L5Y3/XYyNjVmwYAHVq1enRo0axMXFcejQoQ9WxjRh8eLFlChRgrp169KmTRt8fHzUzO7NzMzYvXs3TZs2xc3NjTVr1rBt2zbc3d0xMTHhl19+oWXLlri4uDB58mSCgoJo0aIFAP369SM4OJiQkBAqVapEo0aN2LhxY46JkPyoV68ea9asYfHixVSuXJnDhw8zcuRINRN4Hx8fDhw4wNGjR6lRowa1a9dmyZIlefobUFG8eHEmTpyIh4cHDRs2RFtb+6N+IqtMmTJcuXKFJk2aMHr0aCpWrEjz5s05fvy4mg+J7t278/vvv6t9IgyyPt9oa2ub49B0P3B+zJs3j+HDh1OtWjWePHnC/v37KV68OACTJ0+matWq+Pj40LhxY2xsbGSlvjB07NiRH374gR49erB79248PDz4+eefuXPnDg0aNMDT05OpU6eqbTcICQnBzs6ORo0a0b59ewYMGEDJkiXV8v31119JTExU+0zhx2D+/Pls3bqVyMhIfHx85E/5eXh4yF7ItbW16dOnT66frZs6dSq2traUK1eOHj16kJiYyPHjxxk/frwcx87OjrNnz5KZmYm3tzeVKlVixIgRmJmZyfeDKVOmMHr0aKZOnYqbmxtdunTJsw+MGDGC6dOn07JlS86dOwd8WfX1oWhpabFnzx7evHlDzZo16devn0be6KFo7k/vi0IqjBeA/8+VK1fQ0dGRnVb89NNPhISEUKFCBaZNmyYP2LxISkrC1NSUxMREjZzbCAQCwYeizMhEq5h2nv8FAkHBiOe34J9M//79uXXr1kf9nNXnZuzYsSQlJbF27drPLcoXT5cuXahcuTKTJk363KIA8OTJE9zd3bly5UqBk0efgy+tvv4Xea8p2f/+97+y44d79+7RtWtXDAwM2LFjR57fOhUIBILPybtKulDaBQKB4N/NokWLiIqKIiYmhhUrVvDDDz8U2Yrdl0pAQAClS5f+KE66/k2kpaVRqVIlRo4c+blFkbGxseH777+Xv8zwJfEl1tf/Iu+14m5qasqVK1coW7Ys8+fP58SJExw5coSzZ8/StWtXHj58mG96MWMvEAgEAsE/D/H8FvyT6Ny5M6dOneLVq1eUKVOGb7/9loEDB35usQQCgeC9eC/ndKpvJULWt1hVThTs7e159uxZ0UknEAgEAoFAIBC8B5p8rUAgEAj+KbyXqXz16tWZNWsWmzdv5ueff5Y9ud6/fx9ra+siFVAgEAgEAoFAIBAIBIL/Zd5LcV+6dClXrlxh6NChBAQEyJ8i2LlzJ3Xr1i1SAQUCgUAgEGShzMjM979AIBAIBIJ/J++1xz0v3r59i7a2Njo6OvnGE3vkBAKBQCDQHClTCUg8/eUaT09dIT05BR0jA0o2rkrJhlUABQrtj/8JMPH8FggEAoHg81CkT3k9Pb0ClXaBQCAQCASaIyklnl+M5kynAG5M/56nP18l4fJtnv58lRvTv+dMpwCeX4xGUhbZPLzgI9C7d+8Cv2HduHFjRowY8UnkKSqmTZtGlSpV8o3z7nU5OjqydOnSfNMoFAr27t37wfJ96UyZMoUBAwZ89HI0aaf35dSpUygUCl6+fFlkecbFxaFQKLh27RoA0dHRfPXVV7x+/brIyvhQnj9/TsmSJYmLi/vkZW/cuBEzM7M8w7/E+hJ8OBor7iVKlMDc3FyjQyAQCAQCwYcjZSp5fuF3fgtYQ9qLpFzjpL1I4reANTy/8Pv/X5n/MujduzcKhSLHERMT87lFKzRXr16lU6dOWFtbo6enh7OzM/3795c/jVtU7N69m5kzZxZpnrnRuHFjjePu2rWLxo0bY2pqipGRER4eHsyYMYMXL15onMenuq4vCU36zJMnT1i2bBkBAQHyubzGja+v7+e4jC+GChUqULt2bRYvXvzRy0pLS2PBggVUrlwZAwMDLC0tqVevHiEhIaSnp8vxZs+eTdu2bXF0dAT+b7JBdRgbG+Pu7s6QIUO4e/fuR5c7O5+qvjZu3Chfr5aWFl999RV9+vTh6dOnH7Xc/1U09ipf0MyoQCAQCASCokbi5oItBSrkUqaSmwu2UH/HnE8kl2b4+voSEhKids7KyqrQ+WRmZsovhp+aAwcO0KFDB3x8fAgNDaVs2bI8ffqUHTt2MGXKFH788cciK+tjLn7cuXOHK1eu0LVrV/nclStX+PPPP+WvA71LQEAA8+fPZ+TIkcyZMwc7Ozvu3r3LmjVr2Lx5M8OHD9eo7I9xXenp6Z/MylOhUHD//n1ZQSsITftMcHAwdevWpXTp0mrpcxs3urq6RXItRU12RfZj06dPH/r378/EiRMpVkwzFWbatGnExcWxceNGjeKnpaXh4+NDVFQUM2fOpF69epiYmHD+/HkWLVqEp6cnVapUISUlhe+//54jR47kyCMiIgJ3d3dSUlK4fv06y5Yto3Llyuzfv59mzZoV5pI/iE9RXwAmJibcvn0bpVJJVFQUffr04c8//8y1bv4XkCSJzMxMjeu8MGj8BOzVq5fGh0AgEAgEgg9DmZHJ05+v5bnS/i5pL5J4+svVL8phna6uLjY2NmqHtrY2ixcvplKlShgaGmJvb8/gwYNJTk6W06nMQPft20eFChXQ1dUlPj6e1NRUxowZQ6lSpTA0NKRWrVqcOnXqo8mfkpJCnz59aNmyJfv27cPLywsnJydq1arFokWLWLt2LZA1sdC3b1+cnJzQ19fH1dWVZcuW5Zrn9OnTsbKywsTEhIEDB5KWliaH5WZSPmfOHP7zn/9gbGyMg4MD69atk8PT0tIYOnQotra26OnpUbp0aebOnZtruZaWlpw8eZLOnTvz8uVLpk6dysSJEylTpkyu8S9cuMCcOXMICgpi4cKF1K1bF0dHR5o3b86uXbtyvO9t3rwZR0dHTE1N6dq1K69evcrzut7l7t27NGzYED09PSpUqMCxY8fUwlUrmT/++CONGjVCT0+P0NBQIEv5dXNzQ09Pj/Lly7Nq1aoc6Xbv3k2TJk0wMDCgcuXK/Prrr3nK8qFo2mcAwsLCaNOmTY48chs3JUqUkMMVCgVr166ldevWGBgY4Obmxq+//kpMTAyNGzfG0NCQunXrEhsbmyPvtWvXYm9vj4GBAZ07dyYxMVEOu3jxIs2bN8fS0hJTU1MaNWrElStX1NIrFApWr17N119/jaGhIbNnz861Dlq0aEG9evVk8/n82gmy+punpyd6enpUr16dq1ev5si3efPmvHjxgp9//jmP2v9wli5dyi+//MLx48cZMmQIVapUoUyZMnTr1o3IyEicnZ0BOHToELq6utSuXTtHHhYWFtjY2FCmTBnatm1LREQEtWrVom/fvmRm/t/9+aeffqJq1aro6elRpkwZpk+fTkZGhhz+8uVL/vvf/8pWGxUrVuTAgQO5yv33339TvXp1/Pz8SE1NBT5NfUFWn7CxscHOzo4WLVowbNgwIiIiePPmDYcPH6Z+/fqYmZlhYWFB69at1fplfvcwSZKYNm0aDg4O6OrqYmdnx7Bhw+S0BT0PVM+RI0eO4ObmhpGREb6+vjx+/FiOk5GRwbBhw2T5xo8fT69evdS2NSmVSubOnSvf3ytXrszOnTvlcNVWkfDwcKpVq4auri5nzpwhKiqKJk2aYGxsjImJCdWqVePSpUsfVNfvPRUQGxtLSEgIsbGxLFu2jJIlSxIeHo6DgwPu7u4a5ZGenv5JZ+oEAoFAIPinoKOjw9OfrxQcMRtPf76KdZNqH+3Zqso3KUl9MkFXV7dQK4JaWlosX74cJycn7t27x+DBgxk3bpzay3xKSgrz588nODgYCwsLSpYsydChQ4mOjiYsLAw7Ozv27NmDr68v169fl1+oC4tSqcxzJf/IkSM8e/aMcePG5Rqu2mOqVCr56quv2LFjBxYWFpw7d44BAwZga2tL586d5fjHjx9HT0+PU6dOERcXR58+fbCwsMhV+VERFBTEzJkzmTRpEjt37mTQoEE0atQIV1dXli9fzr59+9i+fTsODg48fPiQhw8f5pqPubk5a9euZd26dezYsQN3d/d8V8RCQ0MxMjJi8ODB+V47ZL0T7t27lwMHDpCQkEDnzp2ZN29evtelQqlU0r59e6ytrYmMjCQxMTFPJX/ChAkEBQXJCl5oaChTp05l5cqVeHp6cvXqVfr374+hoaHaxEJAQACLFi3C2dmZgIAA/P39iYmJ+SgrYpr2mRcvXhAdHU316tXfq5yZM2eyePFiFi9ezPjx4+nWrRtlypRh4sSJODg48J///IehQ4cSHh4up4mJiWH79u3s37+fpKQk+vbty+DBg+VJkFevXtGrVy9WrFiBJEkEBQXRsmVL7t69i7GxsZzPtGnTmDdvHkuXLqVYsWLcu3dPDnv58iWtWrXCyMiIY8eOYWBgUGA7JScn07p1a5o3b86WLVu4f/9+rtYcxYsXp0qVKpw+ffqjrVyHhobi5eWFp6dnjjAdHR3ZyuP06dNUq1ZNozy1tLQYPnw4fn5+XL58mZo1a3L69Gl69uzJ8uXLadCgAbGxsbKvg8DAQJRKJS1atODVq1ds2bKFsmXLEh0djba2do78Hz58SPPmzalduzbff/+9HOdT1Fdu6Ovro1QqycjI4PXr14waNQoPDw+Sk5OZOnUqfn5+XLt2TX4O5HUP27VrF0uWLCEsLAx3d3eePHlCVFSUXI4mz4OUlBQWLVrE5s2b0dLS4ptvvmHMmDFyn58/fz6hoaGEhITg5ubGsmXL2Lt3L02aNJHLmTt3Llu2bGHNmjU4Ozvzyy+/8M0332BlZUWjRo3keBMmTGDRokWUKVOGEiVK0LBhQzw9PVm9ejXa2tpcu3btg62E3uuO9fPPP8szab/88guzZ8+mZMmSREVF8f3336vNQuTH0aNHMTAweB8RBAKBQCD416Kvr4+3tzfpySmFSpfxKiv+yZMnefPmTZHLlZKSlb+9vb3a+cDAQKZNm5Yj/oEDBzAyMpL/t2jRgh07duRYVZ41axYDBw5UU9zT09NZtWoVlStXBiA+Pp6QkBDi4+Oxs7MDYMyYMRw+fJiQkBDmzMl9m0BsbCxTpkwhIiKCEiVK4OfnR48ePXB3d+f69etMmjSJ/fv355pWtS+1fPny+daLjo4O06dPl/87OTnx66+/sn37djXFvXjx4mzYsAEDAwPc3d2ZMWMGY8eOZebMmXlOHrRs2VJWnsePH8+SJUs4efIkrq6uxMfH4+zsTP369VEoFDlMrrOTkJBAQEAAz549o3LlypQtW5YWLVqwdOlSXF1dc732MmXKaPSiqVQq2bhxo6zc9ejRg+PHj2ukuEdERHDr1i2OHDkit+ucOXNo0aJFjrgjRoygffv28v/AwECCgoLkc05OTkRHR7N27Vo1xX3MmDG0atUKyLJ4cHd3JyYmpsB2fR807TPx8fFIkiRfc3beHTcAkyZNYtKkSfL/Pn36yH1r/Pjx1KlThylTpuDj4wPA8OHD6dOnj1oeb9++ZdOmTZQqVQqAFStW0KpVK4KCgrCxsaFp06Zq8detW4eZmRk///yz2naKbt26qeWtUtyfPHlCly5dcHZ2ZuvWrRQvXhwouJ22bt2KUqnk+++/R09PD3d3d/744w8GDRqUo27s7Ox48OBBflX7Qdy9e1cjHxAPHjzIte3yQtUf4uLiqFmzJtOnT2fChAlyPy1TpgwzZ85k3LhxBAYGEhERwYULF7h58yYuLi5ynHe5ffs2zZs3x8/Pj6VLl6JQKNTCP3Z9vYtqK0316tUxNjamQ4cOauEbNmzAysqK6OhoKlasmO89LD4+HhsbG7y8vNDR0cHBwYGaNWvKYZo8D9LT01mzZg1ly5YFspT9GTNmyGWsWLGCiRMn4ufnB8DKlSs5dOiQHJ6amsqcOXOIiIigTp06QFY7nDlzhrVr16op7jNmzKB58+Zq8o8dO1Zu+/edXM7OeynuEyZMYNasWYwaNUptBq5p06asXLlS43y8vb3F52QEAoFAIMgDHaPCTW4XM86Kn321oChRrbQ/fPhQ7fmd12p7kyZNWL16tfzf0NAQyFLW5s6dy61bt0hKSiIjI4O3b9+SkpIiT+gXL14cDw8POe3169fJzMyUX2JVpKamYmFhkafMI0eOpF69ekycOJF7yvg8uQABAABJREFU9+6xbds2atSoQXp6OpaWlmoK97sU5ou53333HRs2bCA+Pp43b96QlpaWw4u3ytmVijp16pCcnMzDhw/zVLqz14HKJFXl+Kl37940b94cV1dXfH19ad26Nd7e3rnm8/TpUxo0aIC/vz+NGzdmxowZXLlyhTt37uSquBfm2h0dHdXeB21tbTV2TnXz5k3s7e3VlCDVC/K7ZF+dfv36NbGxsfTt25f+/fvL5zMyMjA1NVVLl70ObW1tgaz6yEu5btGiBadPn1Y75+7uLitFpUuX5vfff881rab1pppY09PTyxH27riBnH4Csl+TtbU1AJUqVVI79/btW5KSkuSx6uDgICvtkFXPSqWS27dvY2Njw19//cXkyZM5deoUT58+JTMzk5SUFOLj49XKzstKoHnz5tSsWZMff/xRXvXVpJ1u3ryJh4eHWl3k1Qf09fXlCcTcOH36tNqkT1paGpIkqS0qrl27lu7du+eavjDtl1vb5YUqX1UfioqK4uzZs2qTW5mZmfJ98Nq1a3z11Vc57nfvytCgQQO6deuWpy+yj11fAImJiRgZGaFUKnn79i3169cnODgYyFLkp06dSmRkJM+ePUOpzPLXEh8fT8WKFfO9h3Xq1ImlS5dSpkwZfH19admyJW3atKFYsWIaPw8MDAxkpR3U702JiYn89ddf8mQAgLa2NtWqVZPljImJISUlRU0hV9XTu1YZ746LUaNG0a9fPzZv3oyXlxedOnVSk+V9eC/F/fr162zdujXH+ZIlS/Ls2TON88luciIQCAQCgeD/UGZkUrJxVZ7+nHOvZ16UbOSJMiPzoz1bVfmamJhoNPFuaGhIuXLl1M7FxcXRunVrBg0axOzZszE3N+fMmTP07duXtLQ0WbHV19dXWz1KTk5GW1uby5cv5zAXfXd1MjubNm2SzZMrVapE27ZtSU1NJSEhARsbm3zlV70U3rp1K09FArL2Ko8ZM4agoCDq1KmDsbExCxcuJDIyMt/8NeHdtlQoFPJLZdWqVbl//z7h4eFERETQuXNnvLy8crV8dHV1zaGgV61alapVq+ZarouLC2fOnNHICVx+MhYlqokfQPaJsH79emrVqqUW793+kV0+VZ/KT77g4GA1ixVnZ2cOHTokK7351YemfcbS0hLIsoR412FjbuPmXXK7psJe57v06tWL58+fs2zZMkqXLo2uri516tRR88Ogki83WrVqxa5du4iOjpYnEQrTTprw4sWLfJWf6tWry5+QA1i+fDmPHj1i/vz58jnVREduuLi4cOvWrQLlsLS0JCEhQTOhyZqcgCxrA8iql+nTp6tZkKjQ09NDX1+/wDx1dXXx8vLiwIEDjB07Vm1SRsXHri8AY2Njrly5gpaWFra2tmqyt2nThtKlS7N+/Xrs7OxQKpVUrFhR7lP53cPs7e25ffs2ERERHDt2jMGDB7Nw4UJ+/vlnjZ8Hud2bCjMpqeq/Bw8ezFG/705Yvzsupk2bRrdu3Th48CDh4eEEBgYSFhYmr+6/D++luJuZmfH48WO586m4evVqrp1GIBAIBAJB4dAqpk3JhlUobm6ikYO64uYmlGzoiUL703teLwyXL19GqVQSFBQkm4dv3769wHSenp5kZmbKK8eaktu3jlXOvwrC29sbS0tLFixYwJ49e3KEv3z5EjMzM86ePUvdunXV9oPn5hgsKiqKN2/eyC+258+fx8jIKMfWg8JgYmJCly5d6NKlCx07dsTX15cXL17k68ldE4d+3bp1Y/ny5axatSrX/caqa/9Q3NzcePjwIY8fP5ZXw8+fP19gOmtra+zs7Lh3716+q4HvQ27vsqVLl9bIq7ymfaZs2bKYmJgQHR2d76pqURIfH8+ff/4pWzecP38eLS0teULn7NmzrFq1ipYtWwJZljWFWZCbN28eRkZGNGvWjFOnTlGhQgWN2snNzY3Nmzfz9u1beRU7rz5w48YNOnbsmKcM+vr6apMe5ubmJCUlFTgRoqJbt25MmjSJq1ev5lhRTU9PJy0tDUNDQzw9PdmyZYtGeSqVStmnhyrPqlWrcvv27Tzl8vDw4I8//uDOnTt59g8tLS02b95Mt27daNKkCadOncphvv+x60slR27xnz9/zu3bt1m/fr18zz5z5kyOePndw/T19WnTpg1t2rRhyJAhlC9fnuvXr7/38yA7pqamWFtbc/HiRRo2bAhkWT1cuXJFtpbK7hw1u1m8pri4uODi4sLIkSPx9/cnJCTk0yvuXbt2Zfz48ezYsUOeVT179ixjxoyhZ8+e7y2MQCAQCASC7ChwG/cNvwWsyfeTcAptLdzG9fiEcr0/5cqVIz09nRUrVtCmTRvOnj3LmjVrCkzn4uJC9+7d6dmzp+yg7O+//+b48eN4eHjIe5iLEkNDQ4KDg+nUqRNff/01w4YNo1y5cjx79ozt27cTHx9PWFgYzs7ObNq0iSNHjuDk5MTmzZu5ePFijgWOtLQ0+vbty+TJk4mLiyMwMJChQ4e+92fuFi9ejK2tLZ6enmhpabFjxw5sbGyKRKGuVasW48aNY/To0Tx69Ag/Pz/s7OyIiYlhzZo11K9fX+PPweWHl5cXLi4u9OrVi4ULF5KUlKT2XfP8mD59OsOGDcPU1BRfX19SU1O5dOkSCQkJjBo16oNlex807TNaWlp4eXlx5swZNQ/WkGXu++TJE7VzxYoVk1fp3xc9PT169erFokWLSEpKYtiwYXTu3FmexHJ2dmbz5s1Ur16dpKQkxo4dq9HKb3YWLVpEZmYmTZs25dSpU5QvX77AdurWrRsBAQHyp8vi4uJYtGhRjrzj4uJ49OgRXl5eH1QP+TFixAgOHjxIs2bNmDlzJvXr18fY2JhLly4xf/58vv/+e6pUqYKPjw8TJ04kISFBzeM/ZCmsT548ISUlhRs3brB06VIuXLjAwYMH5dXhqVOn0rp1axwcHOjYsSNaWlpERUVx48YNZs2aRaNGjWjYsCEdOnRg8eLFlCtXjlu3bqFQKPD19ZXL0tbWJjQ0FH9/f7nOVe35KeorP0qUKIGFhQXr1q3D1taW+Ph4JkyYoBYnv3vYxo0byczMpFatWhgYGLBlyxb09fUpXbo0FhYWRfI8+Pbbb5k7dy7lypWjfPnyrFixgoSEBNlixdjYmDFjxjBy5EiUSiX169cnMTGRs2fPYmJikufX1N68ecPYsWPp2LEjTk5O/PHHH1y8eDHHnv/C8l5Pijlz5lC+fHns7e1JTk6mQoUKNGzYkLp16zJ58uQPEkggEAgEAkEWCm0tLGq64zF7IMXNczdNL25ugsfsgVjUrPDFr7ZD1j7vxYsXM3/+fCpWrEhoaGienzB7l5CQEHr27Mno0aNxdXWlXbt2XLx4EQcHh48mb9u2bTl37hw6Ojp069aN8uXL4+/vT2JiIrNmzQLgv//9L+3bt6dLly7UqlWL58+f5+qNvVmzZjg7O9OwYUO6dOnC119/natTP00xNjZmwYIFVK9enRo1ahAXF8ehQ4eK7Hv38+fPZ+vWrURGRuLj44O7u7vsIbqoPv+rpaXFnj17ePPmDTVr1qRfv34aObUD6NevH8HBwYSEhFCpUiUaNWrExo0bc0yYfGo06TOQJX9YWFgOc/bDhw9ja2urdtSvX/+D5SpXrhzt27enZcuWeHt74+HhoeYQ8vvvvychIYGqVavSo0cPhg0bRsmSJQtdzpIlS+jcuTNNmzblzp07BbaTkZER+/fvl1dSAwIC1Ey1VWzbtg1vb+98nTB+KLq6uhw7doxx48axdu1aateuTY0aNVi+fDnDhg2jYsWKQNa2m6pVq+ZqLeTl5YWtrS2VKlViwoQJuLm58dtvv6n5HvHx8eHAgQMcPXqUGjVqULt2bZYsWaJ2bbt27aJGjRr4+/tToUIFxo0bp/Y5ORXFihVj27ZtuLu707RpU3kP96eor/zQ0tIiLCyMy5cvU7FiRUaOHMnChQvV4uR3DzMzM2P9+vXUq1cPDw8PIiIi2L9/v7yHvSieB+PHj8ff35+ePXtSp04djIyM8PHxUfNfMHPmTKZMmcLcuXNxc3PD19eXgwcP5nuf0dbW5vnz5/Ts2RMXFxc6d+5MixYt8vWpogkKqTCG/u8QHx/PjRs3SE5OxtPTU2NveUlJSZiampKYmCic0wkEAoFAUACq1fanv1zl6c9XyXiVQjFjA0o28qRkwyzTy0+htIvnt0BQdEiSRK1atWQzWkHepKWlyd7q69Wr97nFAbL2PY8dO5YbN24U2WRZUfEl1tc/AaVSiZubG507d2bmzJmfW5wcfNAHLB0cHD7qLLdAIBAIBIL/U8qtGlTBusn/fTtYmZH5j1hlFwgEOVEoFKxbt47r169/blG+eOLj45k0adIXpYS2atWKu3fv8ujRow/yU/Ex+BLr60vkwYMHHD16lEaNGpGamsrKlSu5f/8+3bp1+9yi5YrGK+6F2Su0ePHifMPFjL1AIBAIBP88xPNbIBAIBP8WHj58SNeuXblx4waSJFGxYkXmzZsnO6v70tB4xf3qVfXP0Vy5coWMjAzZE+WdO3fkb98JBAKBQCAQCAQCgUDwpWJvb8/Zs2c/txgao7HifvLkSfn34sWLMTY25ocffpA9KSYkJNCnT5/3dskvEAgEAoFAIBAIBAKBICfv5ZyuVKlSHD16FHd3d7XzN27cwNvbmz///DPf9MLUTiAQCASCgpEyMlEU087z/6dGPL8FAoFAIPg8vJdzuqSkJP7+++8c5//++29evXr1wUIJBAKBQPC/TJYXeYkXZ67w4pcrZCSnUMzIAPOGVTFvUBVQCKd0AoFAIBD8D/Feirufnx99+vQhKCiImjVrAhAZGcnYsWNp3759kQooEAgEAsH/EpJSIvHS79xb9APpCUlqYS9+uYxOCRPKjOmFaY2KKLQUn0lKgUAgEAgEn5L3mq5fs2YNLVq0oFu3bpQuXZrSpUvTrVs3fH19WbVqVVHLKBAIBALB/wRSppLEize4PeW7HEq7ivSEJG5P+Y7Eizfk77sLBP+LbNy4ETMzs3zj9O7dm3bt2sn/GzduzIgRI/JN4+joyNKlSz9Yvi+d77//Hm9v749ejibt9L7ExcWhUCi4du1akearUCjYu3cvAM+ePaNkyZL88ccfRVrGh5CWlka5cuU4d+7cJy/71KlTKBQKXr58mWv4l1hfBZG9vXPjY/WzwvJeiruBgQGrVq3i+fPnXL16latXr/LixQtWrVqFoaFhUcsoEAgEAsH/CBL3Fv0AygIUcqWSe0GbgEK7qflk9O7dG4VCkeOIiYn53KIVCkdHR1l2Q0NDqlatyo4dOz63WP9YevfuTVxcnEZxT548ScuWLbGwsMDAwIAKFSowevRoHj16pHF5y5YtY+PGje8n7D+UmJgY+vTpw1dffYWuri5OTk74+/tz6dIlOc7bt2+ZMmUKgYGB8rlp06blOmbLly//OS7ji8HS0pKePXuq1dXHQpIk1q1bR61atTAyMsLMzIzq1auzdOlSUlJS5Hhr1qzBycmJunXryueyt5mhoSHOzs707t2by5cvf3S5s/Ml1teHYm9vz+PHj6lYsWKR5fk+fNAGOUNDQ8zNzTE3NxcKu0AgEAgEH4CUkcmL01fyXGl/l/QXibw4cxUpI/MjS/b++Pr68vjxY7XDycmp0PlkZmaiLGgy4yMyY8YMHj9+zNWrV6lRowZdunT5LCtdXwppaWmFiv/ixQu+++47svtDjo2NJTQ0NM80a9euxcvLCxsbG3bt2kV0dDRr1qwhMTGRoKAgjcs2NTUt8tXe9PT0Is0vPxwdHTl16pTG8S9dukS1atW4c+cOa9euJTo6mj17/h975x1VxdU97OcKSpOiooCKYqFpQFHEQhJRaRbsJWgUjJJYsb52LIldsSaWhIhd7LErGiFBNPaCYgNFotH4GhElCMhlvj/47vy4cIGLYkne86w1a92ZU2bPnnPOnX3KPrtxcHBgzJgxcrwdO3ZgYmKCu7u7Wvr69esXqLMnTpworccpVUpaDt+E/v37s2nTJp4+fap1mrVr1+Lh4VGi+/Tt25eRI0fSqVMnoqKiuHTpEiEhIezZs4fIyEgg11j99ttvGTBgQIH04eHhPHz4kGvXrvHdd9+RlpZG06ZNWb9+fYnkeFM+JH2VBjo6OlhaWqKr+1qrzEuN1zLcc3Jy+PrrrzE1NZWnypuZmfHNN9+U6I/11atX4hCHOMQhDnGI49UrFLo6PP31Qon+j5/+eh6Frs47lRNyndTmPTIzMzXKp6enh6Wlpdqho6PDokWLcHJywsjICGtra4YMGUJaWpqcTjW1du/evdSrVw89PT2Sk5PJzMxk7NixVKtWDSMjI5o2bVoio+Z1MTY2xtLSEjs7O7777jsMDAzYt28fSqWSAQMGUKtWLQwMDLC3t2fp0qVqaaOjo3Fzc8PIyAgzMzPc3d25d+8eAJcvX6ZVq1YYGxtjYmJC48aN1UZFT5w4wSeffIKBgQHW1tYEBwfz999/y+E2NjbMnj2bL774AmNjY2rUqMH333+vdv+TJ0/SsGFD9PX1cXV15aeffiow5fPq1au0bduW8uXLY2FhQd++fXny5Ikc7uHhwbBhwxg5ciTm5ub4+PggSRLTp0+nRo0a6OnpUbVqVYKDgzXqT19fnwcPHuDr68v9+/dZtWoVgYGBhXbi3L9/n+DgYIKDg1mzZg0eHh7Y2Njw6aefEhYWxtSpU9XiHzlyBEdHR8qXLy93FqnIP1U+P48fP8bPzw8DAwNq1aqlsTNBoVCwcuVKOnbsiJGREbNmzQJgz549NGrUCH19fWrXrs2MGTPIzs5WSxcWFkaXLl0wNDTE1taWvXv3FirLmyJJEoGBgdja2hITE0P79u2pU6cODRs2ZNq0aezZs0eOGxERgZ+fX4E8dHV1C9RZc3NzOdzGxoaZM2fSr18/ypcvT82aNdm7dy///e9/6dSpE+XLl8fZ2VmtHKv46aefsLW1RV9fHx8fH37//Xc5LDExkU6dOmFhYUH58uVp0qQJx44dU0tvY2PDN998Q79+/TAxMeHLL78scA+lUskXX3yBg4MDycnJQPHv6fbt23z66afo6+tTr149jh49WiDf+vXrU7VqVXbv3l3UK3gjtm3bxqZNm9iyZQuTJk2iSZMm2NjY0KlTJ44fP06rVq0AOH/+PImJibRv375AHmZmZlhaWmJjY4O3tzc7duygT58+DBs2jJSUFDlecW1LZmYm48ePx9raGj09PerWrcuPP/6oUe709HTatm2Lu7u7PH3+Q9LX2bNn8fLywtzcHFNTU1q2bMmFCwX/ax8+fEjbtm0xMDCgdu3a7NixQw7LP1VetVzg559/xtXVFUNDQ1q0aMHNmzflNMW176/Da3UbTJ48mR9//JG5c+fKPXUnTpxg+vTpZGRkyA1acURGRmJoaPg6IggEAoFA8K/BwMAAb29vstNKNrUv+0Vu/KioKF6+fPk2RFNDNfXQ2tpa7fq0adOYPn261vmUKVOGZcuWUatWLe7cucOQIUMYN26cmp+c9PR05s2bR1hYGJUqVaJKlSoMGzaM+Ph4IiIi5I9CX19f4uLisLW1fa1nysnJoUwZ7ccxdHV1KVu2LFlZWeTk5FC9enW2b99OpUqVOHnyJF9++SVWVlb07NmT7OxsOnfuTFBQEFu2bCErK4szZ86gUOQ6FezTpw8uLi6sXLkSHR0dLl26RNmyZYFcQ8bX15eZM2eyZs0a/vvf/zJs2DCGDRtGeHi4LE9oaCjffPMNkyZNYseOHQwePJiWLVtib2/P8+fP8fPzo127dmzevJl79+4VWN/97NkzWrduzcCBA1m8eDEvX75k/Pjx9OzZk+PHj8vx1q1bx+DBg4mNjQVg586dLF68mIiICOrXr8+jR4+4fPmyRp0ZGhoye/ZsDh48SMeOHcnOzub48ePys+Zn+/btZGVlMW7cOI3heUfQ09PTWbhwIRs2bKBMmTJ8/vnnjB07tsjR/LwEBgbyxx9/EBUVRdmyZQkODubx48cF4k2fPp25c+eyZMkSdHV1iYmJoV+/fixbtoxPPvmExMRE2ZDMO0V4xowZzJ8/nwULFrB8+XL69OnDvXv3qFixolbylYRLly5x7do1Nm/erLFM59XbiRMn6Nu372vdZ/HixcyePZuQkBAWL15M3759adGiBV988QULFixg/Pjx9OvXj2vXrsllPT09nVmzZrF+/XrKlSvHkCFD+Oyzz+TylJaWRrt27Zg1axZ6enqsX78ePz8/bt68SY0aNeR7L1y4kKlTp2qchp2ZmYm/vz9JSUnExMRQuXLlYt9TTk4OXbt2xcLCgtOnT5OamlqoDwQ3NzdiYmI0jnSXBps2bcLe3p5OnToVCFMoFJiamgIQExODnZ0dxsbGWuU7atQo1q9fz9GjR+nZs6dWbUu/fv04deoUy5Yto0GDBty9e1etM0/Fs2fPaN++PeXLl+fo0aNqdt2Hoq8XL14QEBDA8uXLkSSJ0NBQ2rVrx+3bt9V0GBISwty5c1m6dCkbNmzgs88+Iy4uDkdHx0JlmDx5MqGhoVSuXJlBgwbxxRdfyGW6qPb9tZFeAysrK2nPnj0Frv/0009S1apVi02fmpoqAdKTJ0+krKwscYhDHOIQhzj+5w9JkqRbM1ZJv7UJ0vq49fUqSZKkdybjkydPJED6/fffpdTUVPnIyMgo8F8fEBAg6ejoSEZGRvLRvXt3jd8F27dvlypVqiSfh4eHS4B06dIl+dq9e/ckHR0d6cGDB2pp27RpI02cOLHQb46EhATJ399fqly5smRnZyeNHz9eunr1qiRJknTlyhWpQ4cORX6z1KxZU1q8eLEkSZKUmZkpzZ49WwKk/fv3a4w/dOhQqVu3bpIkSdJff/0lAVJ0dLTGuMbGxtLatWs1hg0YMED68ssv1a7FxMRIZcqUkV6+fCnL9vnnn8vhOTk5UpUqVaSVK1dKkiRJK1eulCpVqiTHlyRJ+uGHHyRAunjxoiRJkvTNN99I3t7eavf5/fffJUC6efOmJEmS1LJlS8nFxUUtTmhoqGRnZyeX3aJ4+fKlFBISInl7e0tt2rSRxo8fL3366afS6dOnNcYfPHiwZGJiUmy+qnKSkJAgX/vuu+8kCwsL+TwgIEDq1KmTfN6yZUtpxIgRkiRJ0s2bNyVAOnPmjBx+/fp1CZDfuSRJEiCNHDlS7d5t2rSRZs+erXZtw4YNkpWVlVq6KVOmyOdpaWkSIB06dKjYZ1NRs2ZNKSoqSqu4W7dulQDpwoULRcZLSUmRAOnXX39Vuz5t2jSpTJkyanXWyMhI+uqrr9TkyVvmHj58KAFSSEiIfO3UqVMSID18+FCSpP97T7/99pscR6XnwsqAJElS/fr1peXLl6vdu3Pnzmpx7t69KwFSTEyM1KZNG+njjz+Wnj17JocX956OHDki6erqqrUrhw4dkgBp9+7daulGjRoleXh4FCpvfsLDw6WWLVtqHd/R0VHq2LFjsfFGjBghtW7dusB1TTJLUm79A6R58+ZJklR826KqF0ePHtV4/6ioKAmQrl+/Ljk7O0vdunWTMjMzC8T7UPSVH6VSKRkbG0v79u2TrwHSoEGD1OI1bdpUGjx4sCRJ/1fOVO2mSgfHjh2T4x84cEAC5Pa2qPb9dXmtEfenT59qdFTh4OBQorUMZcuWffOeB4FAIBAI/gVI2UoqftqIp79q70io4qeNkbKV7+y/VHUfExMTTExMio3fqlUrVq5cKZ+r/OEcO3aMOXPmcOPGDZ4/f052djYZGRmkp6fLIzblypXD2dlZThsXF4dSqcTOzk7tHpmZmVSqVKlQGUaNGoW7uzsTJ07kzp07bNmyhSZNmvDq1SvMzc2ZMWNGsc8xfvx4pkyZQkZGBuXLl2fu3LnyNNXvvvuONWvWkJyczMuXL8nKyqJhw4YAVKxYkcDAQHx8fPDy8sLT05OePXtiZWUFwOjRoxk4cCAbNmzA09OTHj16UKdOHSB3muWVK1fURo4lSSInJ4e7d+/Ko0B5daRQKLC0tJRHjG/evImzszP6+vpyHNU2viouX75MVFQU5cuXL/DciYmJsr4bN26sFtajRw+WLFlC7dq18fX1pV27dvj5+WlcA5qeno6FhQWHDx+mf//+DBo0iKCgIE6dOlVAHtVzqkZqi8PQ0FDWGYCVlZXGEXNNXL9+HV1dXbVnc3Bw0Lgm3tXVVe388uXLxMbGqs0yVSqVBcpx3vdjZGSEiYlJkfINGjSIjRs3yueqacg6OjrytbzLSvIi5fEhUBSq2Tl5y4UKe3v7AtP589f1vM9kYWEBgJOTU4Frjx8/xtLSEsidqdKkSRM5jkrP169fx83NjbS0NKZPn86BAwd4+PAh2dnZvHz5Up7uriL/e1Dh7+9P9erVOX78OAYGBvL14t7T9evXsba2pmrVqnJ48+bNNd7DwMCgSIdnycnJ1KtXTz7Pzs7m1atXanVr0qRJTJo0SWP6krw/Te+uMFT5qupUcW1LXFwcOjo6tGzZssh8vby8cHNzY+vWrWrlU8WHoq8///yTKVOmEB0dzePHj1EqlaSnpxcoW/nfe/PmzYv1Ip+3Lqja9cePH1OjRo0i2/fX5bUM9wYNGvDtt9+ybNkytevffvstDRo0eCOBBAKBQCD4X0Shq0PFTxpRtoKJVg7qylY0peLHLig0fDB9KBgZGVG3bl21a0lJSXTo0IHBgwcza9YsKlasyIkTJxgwYABZWVmywWNgYKBmvKWlpaGjo8P58+cLfCRqMjpVrF+/XjbEnJyc6NSpE5mZmaSkpMhGRXH85z//ITAwUF4DrpIrIiKCsWPHEhoaSvPmzTE2NmbBggWcPn1aThseHk5wcDCHDx9m69atTJkyhaNHj9KsWTOmT59O7969OXDgAIcOHWLatGlERETQpUsX0tLS+OqrrzSuG887dTh/p41CoSiRv6G0tDT8/PyYN29egTDVhyhQwAmxtbU1N2/e5NixYxw9epQhQ4awYMECfvnllwIyVaxYkaFDh6pdq1OnTqEfsXZ2dqSmpvLw4UM1GTSh6fm1/aAvCfmfPy0tjRkzZtC1a9cCcfMaVSV9P19//TVjx46Vzz08PJg3bx5NmzYtVkZVJ8uNGzdwcXEpNF6lSpVQKBRqa55VlCtXrkCdzU/eZ1LVBU3XSlIOx44dy9GjR1m4cCF169bFwMCA7t27F3BAV5gz7Hbt2rFx40ZOnTpF69at5evavidtePr0KZUrVy40vGrVqmqG3q5du9i5c6eagVzUEgk7Oztu3LhRrBzm5ubExcVpJzS5HVSA7FOiuLZF250/2rdvLzuOzNtxo+JD0VdAQAB//fUXS5cupWbNmujp6dG8efNScW5YVLkvqn1/XV7LcJ8/fz7t27fn2LFjcu/EqVOnSE5O5tChQ68tjEAgEAgE/9soqD02gJsh3xW9JVyZMtQe2w/QblTyQ+L8+fPk5OQQGhoqr8Pdtm1bselcXFxQKpU8fvyYTz75ROv7aRo9VTnN0xZzc3ONxkxsbCwtWrRgyJAh8rXExMQC8VxcXHBxcWHixIk0b96czZs306xZMyD349POzo5Ro0bh7+9PeHg4Xbp0oVGjRsTHxxdrRBWFvb09GzduJDMzEz09PSDXUVNeGjVqxM6dO7GxsSmxx2QDAwP8/Pzw8/Nj6NChODg4EBcXR6NGjQpNo83WbN27d2fChAnMnz+fxYsXFwh/9uxZqXiKd3BwIDs7m/Pnz8ujwTdv3ix0f+q8NGrUiJs3b77R+9FElSpVqFKlinyuq6tLtWrVtLpPw4YNqVevHqGhofTq1avAOneV3sqVK0e9evWIj49/J/u4Q+5o6rlz5+QZFio9q2aOxMbGEhgYKBs1aWlpWm8bCDB48GA++ugjOnbsyIEDB+TR4uLek6OjI7///rtaJ9Fvv/2mMe7Vq1eL9Hquq6urdp8qVapgYGCgdRnp3bs3n332GXv27CmwbluSJJ4/f46pqam8blrbmSlLlizBxMQET09PgGLbFicnJ3Jycvjll1/kNJqYO3cu5cuXp02bNkRHR6uNnsOHo6/Y2FhWrFhBu3btAPj99981rtf/7bff6Nevn9p5UR1g2lBY+/66vJZX+ZYtW3Lz5k26du3Ks2fPePbsGV27duXWrVsl+jMVCAQCgUDwfyh0ymDa5CPsvxlK2YqmGuOUrWiK/TdDMXX9CIXOG+3q+l6oW7cur169Yvny5dy5c4cNGzawatWqYtPZ2dnRp08f+vXrx65du7h79y5nzpxhzpw5HDhw4B1IXhBbW1vOnTvHkSNHuHXrFiEhIWqG8d27d5k4cSKnTp3i3r17REZGcvv2bRwdHXn58iXDhg0jOjqae/fuERsby9mzZ2VDZvz48Zw8eZJhw4Zx6dIlbt++zZ49exg2bJjW8vXu3ZucnBy+/PJLrl+/zpEjR1i4cCHwf6NDQ4cO5enTp/j7+3P27FkSExM5cuQI/fv3R6ksfKvBtWvX8uOPP3L16lXu3LnDxo0bMTAwoGbNmq+jSjWsra1ZvHgxS5cuZcCAAfzyyy+yjr766iu++eabN74H5HZs+Pr68tVXX3H69GnOnz/PwIED1aZaF8bUqVNZv349M2bM4Nq1a1y/fp2IiAimTJlSKrK9DgqFgvDwcPl7/ODBg9y5c4crV64wa9YsNePGx8dH4zZv2dnZPHr0SO34888/31i2smXLMnz4cFnPgYGBNGvWTDbkbW1t2bVrF5cuXeLy5cty2S0Jw4cPZ+bMmXTo0EF+tuLek6enJ3Z2dgQEBHD58mViYmKYPHlygbzT09M5f/78W+3o6NmzJ7169cLf35/Zs2dz7tw57t27x/79+/H09CQqKgrIXYKUlpbGtWvXCuTx7NkzHj16xL179zh69Cjdu3dn8+bNrFy5Uu7sKq5tsbGxISAggC+++IKffvqJu3fvEh0drbGDdeHChfTp04fWrVurjX5/SPqytbVlw4YNXL9+ndOnT9OnTx+NdXz79u2sWbOGW7duMW3aNM6cOVOi9jYvxbXvr83rLo5/+fKldPr0aWnfvn3Snj171I7iUDmnS01Nfd3bCwQCgUDwryUnWynlZGdLT6LPSre+XiXF/2eRdOvrVdKT6LNSTna2lJOtfC9yleT/O79TsLwsWrRIsrKykgwMDCQfHx9p/fr1EiClpKRIkpTrpMjU1LRAuqysLGnq1KmSjY2NVLZsWcnKykrq0qWLdOXKlTd4qqLJ65wuPxkZGVJgYKBkamoqmZmZSYMHD5YmTJggNWjQQJIkSXr06JHUuXNnycrKSipXrpxUs2ZNaerUqZJSqZQyMzOlzz77TLK2tpbKlSsnVa1aVRo2bJiaI7kzZ85IXl5eUvny5SUjIyPJ2dlZmjVrVpGyNWjQQJo2bZp8HhsbKzk7O0vlypWTGjduLG3evFkCpBs3bshxbt26JXXp0kUyMzOTDAwMJAcHB2nkyJFSTk6OJEnqDt1U7N69W2ratKlkYmIiGRkZSc2aNVNz1FQaHD16VPLx8ZEqVKgg6evrSw4ODtLYsWOlP/74Q5IkzeVk9+7dUt7P26Kc00lSrnO19u3bS3p6elKNGjWk9evXF9ArhTj9Onz4sNSiRQvJwMBAMjExkdzc3KTvv/++yHSmpqZSeHi41jooiXM6FTdv3pT69esnVa1aVS53/v7+ak7rrl27JhkYGKg5cps2bZoEFDj09PTU5Mlf5vI/Z35HXqr3tHPnTql27dqSnp6e5OnpKd27d08tTatWrSQDAwPJ2tpa+vbbbwu8K033zn8vScp1nGhsbCzFxsZKklT8e7p586b08ccfS+XKlZPs7Oykw4cPF3imzZs3S/b29sWpXo2SOluTpFzHaStXrpSaNGkiGRoaSiYmJlLjxo2lpUuXSunp6XK8nj17ShMmTFBLm/ed6evrS3Xq1JECAgKk8+fPF7hPcW3Ly5cvpVGjRsltV926daU1a9ZIkvR/jtlU7bUkSdLw4cMlKysr2aHlh6SvCxcuSK6urpK+vr5ka2srbd++XWMd/+677yQvLy9JT09PsrGxkbZu3SqHF+acLq8OLl68KAHS3bt3tWrfXwfF/xe2RBw+fJh+/frx119/FVhHpFAoiuyhBeSpC6mpqVo5txEIBAKB4H8RKVuJQlen0PN3jfj//uezadMm+vfvT2pqqlYjy4J/Lz169KBRo0ZMnDjxfYvywdOsWTOCg4Pp3bv3+xYFgCtXruDl5UViYmKRPj7eFx+avv4tvNYcu+HDh9OjRw/++OMPcnJy1I7ijHaBQCAQCATakd9If59Gu+Cfyfr16zlx4gR3797lp59+kvdoF0a7YMGCBR+k0feh8eTJE7p27Yq/v//7FkXG2dmZefPmcffu3fctSgE+RH39W3itEXcTExMuXrz42i7tRY+9QCAQCAT/PMT/9z+P+fPns2LFCh49eoSVlRWdO3dm1qxZsvd+gUAgEPwzeC3D/YsvvsDd3Z0BAwa81k3FH79AIBAIBP88xP+3QCAQCATvh9cy3NPT0+nRoweVK1fGycmpwB6VmvYFzIv44xcIBAKB4J+H+P8WCAQCgeD98Fr7uG/ZsoXIyEj09fWJjo5W20NQoVAUa7gLBALBv4EPzXGYQCAQCAQCgeDfyWsZ7pMnT2bGjBlMmDCBMmX+eXvICgQCwZsgKXMAidST50mNPYcyLR2d8oaYurti6t4YUPwj99cWCAQCgUAgEHyYvNaXZVZWFr169RJGu0Ag+J9DypF4ceEq1wPGkDxvFaknzpF2KZ7UE+dInreK6wFjeHHhKlJOiVchCQSCfzghISF8+eWXb/0+06dPp2HDhm8lb9VMymfPnpVanklJSSgUCi5dugRAfHw81atX5++//y61e5SUvn37Mnv27Pdyb4VCwU8//VRoeLNmzdi5c+e7E+gN8fDwYOTIkUXGsbGxYcmSJe9EHsG/i/zthybWrl2LmZmZfK5NGxkYGEjnzp1LRcZ3xWtZ3gEBAWzdurW0ZREIBIIPGkmZw4vzcSR9vYzslOca42SnPCfp62W8OB/3/0fmBYL/TQIDA1EoFAWOhISE9y1aibl48SI9evTAwsICfX19bG1tCQoK4tatW3KcR48esXTpUiZPnixfK0wHvr6+7+MxPhjq1atHs2bNWLRokVbxAwMDSUpK0ipuVFQU7dq1o1KlShgaGlKvXj3GjBnDgwcP5DiXL1/m4MGDaks7PTw85Pejp6dHtWrV8PPzY9euXSV6ttJgypQpTJgwgZyct/8foo2+SoOzZ8++k04tDw+PYuOoOqdUh4WFBd26dePOnTtvXT5BQRISEujfvz/Vq1dHT0+PWrVq4e/vz7lz57TOo1evXmrt8b+V1zLclUol8+fPp2XLlgwfPpzRo0erHQKBQPDvROL+0jVQ3MdUTg73l4YDYtRd8L+Nr68vDx8+VDtq1apV4nyUSuU7MWI0sX//fpo1a0ZmZiabNm3i+vXrbNy4EVNTU0JCQuR4YWFhtGjRgpo1a6ql16SDLVu2vOvH0IpXr169s3v179+flStXkp2drTH86dOnfPfdd+T1oZyYmMimTZsKzXP16tV4enpiaWnJzp07iY+PZ9WqVaSmphIaGirHW758OT169Ciwh3lQUBAPHz4kMTGRnTt3Uq9ePT777LN3YnDmpW3btrx48YJDhw5pnUY1KlkStNVXaVC5cuW3tgVhbGwsx44dU7t27NgxTp48WWS6mzdv8scff7B9+3auXbuGn58fSqXyrcj4T6A06r+NjQ3R0dFaxz937hyNGzfm1q1brF69mvj4eHbv3o2DgwNjxozROh8DAwOqVKnyGhIXTlZWVqnmVxq8luEeFxeHi4sLZcqU4erVq1y8eFE+iprGIBAIBP9UpGwlqbHnCx1pz092SiqpJy8gZf/vfgQIBHp6elhaWqodOjo6LFq0CCcnJ4yMjLC2tmbIkCGkpaXJ6VTTHvfu3Uu9evXQ09MjOTmZzMxMxo4dS7Vq1TAyMqJp06Yl+kgsKenp6fTv35927dqxd+9ePD09qVWrFk2bNmXhwoWsXr1ajhsREYGfn59WOqhQoYIcrlAoWL16NR06dMDQ0BBHR0dOnTpFQkICHh4eGBkZ0aJFCxITEwvkvXr1aqytrTE0NKRnz56kpqbKYWfPnsXLywtzc3NMTU1p2bIlFy5cUEuvUChYuXIlHTt2xMjIiFmzZmnUQdu2bXF3d5enz4eFheHo6Ii+vj4ODg6sWLFCLc2ZM2dwcXFBX18fV1dXLl68WCBfLy8vnj59yi+//KJR9/r6+jx48ABfX1/u37/PqlWrCAwMLLTj5/79+wQHBxMcHMyaNWvw8PDAxsaGTz/9lLCwMKZOnQrkdgLt2LFD47syNDTE0tKS6tWr06xZM+bNm8fq1av54Ycf1AzD33//nZ49e2JmZkbFihXp1KlTgRkBa9asoX79+ujp6WFlZcWwYcM0yg0wbdo0rKysuHLlCgA6Ojq0a9eOiIiIQtO8Kdrq66+//sLf359q1aphaGiIk5OTxo6n7Oxshg0bhqmpKebm5oSEhKh1uuSfKq9QKAgLC6NLly4YGhpia2vL3r175fCUlBT69OlD5cqVMTAwwNbWlvDwcI3PUqNGDVavXs2QIUN48eIFQ4YM4fvvv8fa2rpIHVSpUgUrKys+/fRTpk6dSnx8PAkJCcXWHUmSmD59OjVq1EBPT4+qVauqzd5YsWIFtra26OvrY2FhQffu3eWwnJwc5syZQ61atTAwMKBBgwbs2LFDDlfNBvj5559xdXXF0NCQFi1acPPmTTXZZ86cSZUqVTA2NmbgwIFMmDChwNTwouqpqqNn69attGzZEn19fTZt2sS9e/fw8/OjQoUKGBkZUb9+fQ4ePFikHl8XSZIIDAzE1taWmJgY2rdvT506dWjYsCHTpk1jz549avHv3LlDq1atMDQ0pEGDBpw6dUoOyz9VPj9KpZLRo0djZmZGpUqVGDduHPk3VvPw8GDYsGGMHDkSc3NzfHx8ALh69Spt27alfPnyWFhY0LdvX548eaKWLjg4mHHjxlGxYkUsLS2ZPn36mytIA6/lnC4qKqpUbv7q1at32rsrEAgEr0vZsmVJjdV+2hZA6olzmH3SRLRzgn8NqrL8/Ll6B5aenh56enpa51OmTBmWLVtGrVq1uHPnDkOGDGHcuHFqH5bp6enMmzePsLAwKlWqRJUqVRg2bBjx8fFERERQtWpVdu/eja+vL3Fxcdja2r7WM+Xk5BTqs+fIkSM8efKEcePGaQxXfSg+ffqU+Ph4XF1dX0uGb775hkWLFrFo0SLGjx9P7969qV27NhMnTqRGjRp88cUXDBs2TG0ENiEhgW3btrFv3z6eP3/OgAEDGDJkiDwi/eLFCwICAli+fDmSJBEaGkq7du24ffs2xsbGcj7Tp09n7ty5LFmyBF1dXbXpws+ePaN9+/aUL1+eo0ePYmhoyKZNm5g6dSrffvstLi4uXLx4kaCgIIyMjAgICCAtLY0OHTrg5eXFxo0buXv3LiNGjCjwzOXKlaNhw4bExMTQpk2bAuGGhobMnj2bgwcP0rFjR7Kzszl+/HiBLYhVbN++naysrGLf1ZUrV0hNTdX6XQUEBDBmzBh27dqFp6cnr169wsfHh+bNmxMTE4Ouri4zZ87E19eXK1euUK5cOVauXMno0aOZO3cubdu2JTU1ldjY2AJ5S5JEcHAw+/fvJyYmhrp168phbm5uzJ07VysZXwdt9ZWRkUHjxo0ZP348JiYmHDhwgL59+1KnTh3c3Nzk+OvWrWPAgAGcOXOGc+fO8eWXX1KjRg2CgoIKlWHGjBnMnz+fBQsWsHz5cvr06cO9e/eoWLEiISEhxMfHc+jQIczNzUlISODly5ca87G2tmb79u1MnDiRCxcu4OPjU6AzqTgMDAyA3FHW4urOzp07Wbx4MREREdSvX59Hjx5x+fJlIHcEOTg4mA0bNtCiRQuePn1KTEyMfJ85c+awceNGVq1aha2tLb/++iuff/45lStXpmXLlnK8yZMnExoaSuXKlRk0aBBffPGFXIY2bdrErFmzWLFiBe7u7kRERBAaGqrWqVVcPVUxYcIEQkND5Y62oKAgsrKy+PXXXzEyMiI+Pr7AzJTS4tKlS1y7do3NmzdrbIPzG+KTJ09m4cKF2NraMnnyZPz9/UlISEBXt3hzNjQ0lLVr17JmzRocHR0JDQ1l9+7dtG7dWi3eunXrGDx4sKzrZ8+e0bp1awYOHMjixYt5+fIl48ePp2fPnhw/flwt3ejRozl9+jSnTp0iMDAQd3d3vLy8XkMzhfNahntpERkZ+damzQgEAkFpYWBggLe3N8q09BKlU6blOl6Kiooq9INDIPgnkZ6eWwfyj2RNmzZN4wjD/v371T762rZty/bt29UcWdnY2DBz5kwGDRqk9rH96tUrVqxYQYMGDQBITk4mPDyc5ORkqlatCsDYsWM5fPgw4eHhhToaS0xMJCQkhGPHjlGhQgW6dOlC3759qV+/PnFxcUyaNIl9+/ZpTHv79m0AHBwcitRLcnIykiTJchWlA4BJkyYxadIk+bx///707NkTgPHjx9O8eXNCQkLkEZ8RI0bQv39/tTwyMjJYv3491apVA3Knf7dv357Q0FAsLS0LfJB+//33mJmZ8csvv9ChQwf5eu/evdXyVhnujx49olevXtja2rJ582bKlSsH5L7r0NBQunbtCkCtWrWIj49n9erVBAQEsHnzZnJycvjxxx/R19enfv363L9/n8GDBxfQTdWqVbl3755GnWZkZDB79mxOnz6Nh4cHrq6ueHp6smDBAjWDUcXt27cxMTHByspKY34q7t27h46OjtbTasuUKYOdnZ08or5161ZycnIICwuTp6aHh4djZmZGdHQ03t7ezJw5kzFjxqh1WDRp0kQt3+zsbD7//HMuXrzIiRMn5PeoomrVqvz+++9Fdiy9Cdrqq1q1aowdO1Y+Hz58OEeOHGHbtm1q78Ha2prFixejUCiwt7cnLi6OxYsXF2m4BwYG4u/vD8Ds2bNZtmwZZ86cwdfXl+TkZFxcXOQOFhsbm0LzefDgAWPGjKFChQo0atSIlJQUPvvsM0JDQwvoVRMPHz5k4cKFVKtWDXt7e5ycnNTC89ed5ORkLC0t8fT0pGzZstSoUUPWRXJyMkZGRnTo0AFjY2Nq1qyJi4sLAJmZmcyePZtjx47RvHlzAGrXrs2JEydYvXq1muE+a9Ys+XzChAm0b9+ejIwM9PX1Wb58OQMGDJDr7dSpU4mMjFSbtVRcPVUxcuRIOY5K/m7dusk6qF27drH6e120bV9VjB07lvbt2wO5nT7169cnISFBq/RLlixh4sSJ8rOuWrWKI0eOFIhna2vL/Pnz5fOZM2fi4uKi9v+yZs0arK2tuXXrFnZ2dgA4Ozszbdo0OY9vv/2Wn3/++d9luHt7e2NiYvI+RRAIBAKt0Slfso5GnfJGALRq1eptiCMQvHNUI+2///672v93YaPtrVq1YuXKlfK5kVFunTh27Bhz5szhxo0bPH/+nOzsbDIyMkhPT5c79MuVK4ezs7OcNi4uDqVSKX8oqcjMzKRSpUqFyjxq1Cjc3d2ZOHEid+7cYcuWLTRpkjsTxtzcnBkzZhSaNv9UysJQdczp6+sXCMuvA4CKFSuqned9TgsLCwA148HCwoKMjAyeP38u671GjRpqRknz5s3Jycnh5s2bWFpa8ueffzJlyhSio6N5/PgxSqWS9PR0kpOT1e5d2Mizl5cXbm5ubN26FR0dHQD+/vtvEhMTGTBggJpBlp2djampKQDXr1/H2dlZTRcqIyU/BgYGcmdQftLT07GwsODw4cP079+fQYMGERQUxKlTpzQa7pIkabXG++XLl+jp6ZVoPXjevC9fvkxCQoLarAXI7WhITEzk8ePH/PHHHxpnEeRl1KhR6Onp8dtvv2Fubl4g3MDAgJycHDIzM+XR4PzUr19f7vhQldW8nUSffPJJoevktdWXUqlk9uzZbNu2jQcPHpCVlUVmZmaBgbdmzZqp5de8eXNCQ0NRKpVy+clP3nJvZGSEiYkJjx8/BmDw4MF069aNCxcu4O3tTefOnWnRooXGfJKSkhg4cCCenp54eHiwcuVKjh07RlJSUpGGe/Xq1ZEkifT0dBo0aMDOnTspV65csXWnR48eLFmyhNq1a+Pr60u7du3w8/NDV1cXLy8vatasKYf5+vrKywESEhJIT08vYMxlZWXJxr0m3ag6Vx4/fkyNGjW4efMmQ4YMUYvv5uYmjwBrU09V5K//wcHBDB48mMjISDw9PenWrZuaLPkZNGgQGzdulM9VS2vyvvO8HQp50bZ9VVGYTooz3FNTU3n48CFNmzaVr+nq6uLq6lpAhsaNG6udX758maioKI2zDhITE9UM97xYWVnJZbk0ea+Ge9myZQud8iQQCAQfElK2ElN3V1JPaD9d3vRjV6RspWjnBP8aVGXZxMREq453IyMjtem/kPuR3aFDBwYPHsysWbOoWLEiJ06cYMCAAWRlZckGgYGBgZohkJaWho6ODufPny9gCBQ1lXP9+vXylEsnJyc6depEZmYmKSkpWFpaFim/6qPsxo0bhRqfgGx4paSkULly5WJ1kJ+8bYTqmTVdK4mDvoCAAP766y+WLl1KzZo10dPTo3nz5gUcLqk6U/LTvn172WGZqhNB9QH+ww8/qH0EA4UaZ0Xx9OlT6tSpozGsYsWKDB06VO1anTp1Co1vZ2cnf6AXNYpsbm5Oeno6WVlZ8iyColAqldy+fVseMU9LS6Nx48YaneRVrlxZ69FxLy8vtmzZwpEjR+jTp0+B8KdPn2JkZFSo0Q5w8OBBefnKgwcP8PDwUPM1VVRabfW1YMECli5dypIlS2S/FCNHjiwVx135/xsVCoVcxtu2bcu9e/c4ePAgR48epU2bNgwdOpSFCxcWyMfd3b3ANU9Pz2LvHxMTg4mJibxWXEVxdcfa2pqbN29y7Ngxjh49ypAhQ1iwYAG//PILxsbGXLhwgejoaCIjI5k6dSrTp0/n7Nmzcv05cOBAgQ6F/J2fb1L/S1JP89f/gQMH4uPjw4EDB4iMjGTOnDmEhoYyfPhwjff6+uuv1WZkeHh4MG/evAL31UTe9jV/x4Um3rRN1Ib8+khLS8PPz4958+YViJu33hRVlksTsRG7QCAQaIFCVwdT98boVtBulpBuBVNMWzRCoVvyj1mB4N/M+fPnycnJITQ0lGbNmmFnZ8cff/xRbDoXFxeUSiWPHz+mbt26akdRBrgmh0Uqh3HF4e3tjbm5udrUybyonLXVqVMHExMT4uPji82ztEhOTlbT22+//UaZMmWwt7cHcj1tBwcH065dO9lJWl6HSsUxd+5cAgICaNOmjfxcFhYWVK1alTt37hR4B6r1tY6Ojly5coWMjAw12TRx9epVrT7Y165dW+RUaYDu3btTrly5Yt+VyoGXtu9q3bp1pKSk0K1bNwAaNWrE7du3qVKlSgEdmJqaYmxsjI2NDT///HOR+Xbs2JHNmzczcOBAjU7otNFNzZo15XurdjPIK09Ro83a6is2NpZOnTrx+eef06BBA2rXrq1x263Tp0+rnf/222/Y2tq+VoeOisqVKxMQEMDGjRtZsmQJ33//fbFpSuKsslatWtSpU6fA7Alt6o6BgQF+fn4sW7aM6OhoTp06RVxcHJA7muvp6cn8+fO5cuUKSUlJHD9+XM3RZv6yU5wjvbzY29tz9uxZtWt5z7Wpp0VhbW3NoEGD2LVrF2PGjOGHH34oNG7+eqCrq0u1atXUrhVGw4YNqVevHqGhoRqNXFUZfFNMTU2xsrJSK6PZ2dmcP3++2LSNGjXi2rVr2NjYFNBlYZ2eb5P3OuIuEAgE/ywUVB/xBUlfLyt6S7gyZag+sj9Qsq15BIL/BerWrcurV69Yvnw5fn5+xMbGsmrVqmLT2dnZ0adPH/r16yc7U/rvf//Lzz//jLOzs7z2sTQxMjIiLCyMHj160LFjR4KDg6lbty5Pnjxh27ZtJCcnExERQZkyZfD09OTEiRN07txZLY/MzEwePXqkdk1XV1fj9OiSoK+vT0BAAAsXLuT58+cEBwfTs2dPuUPC1taWDRs24OrqyvPnz/nPf/5T5AisJhYuXIhSqaR169ZER0fj4ODAjBkzCA4OxtTUFF9fXzIzMzl37hwpKSmMHj2a3r17M3nyZIKCgpg4cSJJSUkaR0mTkpJ48OCBViOj2qBaYz1s2DCeP39Ov379sLGx4f79+6xfv57y5cvLzr4aNWrEiRMnCnjhTk9P59GjR2RnZ3P//n12797N4sWLGTx4sLzkqU+fPixYsIBOnTrx9ddfU716de7du8euXbsYN24c1atXZ/r06QwaNIgqVarIW7vFxsYWGLXs0qULGzZsoG/fvujq6qp5H4+JicHb27tUdPMm+rK1tWXHjh2cPHmSChUqsGjRIv7880/q1aunll9ycjKjR4/mq6++4sKFCyxfvvyNtpSbOnUqjRs3pn79+mRmZrJ//34cHR3f9LG1ori6s3btWpRKJU2bNsXQ0JCNGzdiYGBAzZo12b9/P3fu3OHTTz+lQoUKHDx4kJycHOzt7TE2Nmbs2LGMGjWKnJwcPv74Y9lxoYmJidra86IYPnw4QUFBuLq60qJFC7Zu3cqVK1fU1qMXV08LY+TIkbRt2xY7OztSUlKIiop6a3pXKBSEh4fj6enJJ598wuTJk3FwcCAtLY19+/YRGRlZ6K4TJWXEiBHMnTsXW1tbHBwcWLRokVYdA0OHDuWHH37A399f9hqfkJBAREQEYWFhb9Qx9TqIEXeBQCDQEoVOGYwbO2EzNRjdCqYa4+hWMMVmajDGjZxQ6IgmViDIT4MGDVi0aBHz5s3jo48+YtOmTcyZM0ertOHh4fTr148xY8Zgb29P586dOXv2LDVq1Hhr8nbq1ImTJ09StmxZevfujYODA/7+/qSmpjJz5kw5nmrkNP/I0eHDh7GyslI7Pv744zeWq27dunTt2pV27drh7e2Ns7OzmnO/H3/8kZSUFBo1akTfvn0JDg5+rX2OFy9eTM+ePWndujW3bt1i4MCBhIWFER4ejpOTEy1btmTt2rXySF758uXZt2+fvHXw5MmTNU4z3bJlC97e3gX2vX8ThgwZQmRkJA8ePKBLly44ODgwcOBATExM1KbzDhw4UONU9x9++AErKyvq1KlD165diY+PZ+vWrWp6NTQ05Ndff6VGjRp07doVR0dHBgwYQEZGhrx8JCAggCVLlrBixQrq169Phw4dZEdc+enevTvr1q2jb9++7Nq1C8id9n7y5MkCDglLG230NWXKFBo1aoSPjw8eHh5YWloW6JwC6NevHy9fvsTNzY2hQ4cyYsQIvvzyy9eWrVy5ckycOBFnZ2c+/fRTdHR03ur2eHkpru6YmZnxww8/4O7ujrOzM8eOHWPfvn1UqlQJMzMzdu3aRevWrXF0dGTVqlVs2bKF+vXrA7k7SISEhDBnzhwcHR3x9fXlwIEDWo2Eq+jTpw8TJ05k7NixNGrUiLt37xIYGKjmV6K4eloYSqWSoUOHyrLZ2dmV2EN/SXBzc+PcuXPUrVuXoKAgHB0d6dixI9euXVPbPvBNGTNmDH379iUgIIDmzZtjbGxMly5dik1XtWpVYmNjUSqVeHt74+TkxMiRIzEzM3srTiOLQyGV1DNAKfD8+XNMTU1JTU0VzukEAsE/DkmZA0iknrxA6olzKNP+Rqe8EaYfu2LaohGgEEa74F+J+P8uHEmSaNq0KaNGjZI9ZQs0k5WVJXur17Q++W3z8uVL7O3t2bp1a5G+C94X48ePJyUlRaup4QIB5PpMsLS0ZMOGDe9bFMFbREyVFwgEghKiMspNmzfC7JP/2+JHylaieMfTpgQCwYeBQqHg+++/l9e5CgonOTmZSZMmvRejHXLXJ69fv75Ea/7fJVWqVClyOrPgf5v09HRWrVqFj48POjo6bNmyRXaUJ/h3I0bcBQKBQCAQaIX4/xYIBIL3y8uXL/Hz8+PixYtkZGRgb2/PlClT1PZjF/w7ESPuAoFAIBAIBAKBQPAPwMDAgGPHjr1vMQTvAbEIUyAQCAQCgUAgEAgEgg+Yf43hLimVRZ4LBAKBQCAQCAQCgUDwT+QfP1Ve5d35xW/nSDt1lpy//6aMkRHlmzfBuJkrwruzQCAQCAQCgUAgEAj+yfyjDXcpJ4f0y3E8+u5HlM9S1cLSTp3lv2amWA4dgGFDZxRlFO9JSoFAIBAIBAKBQCAQCF6ff+xQtKTMIf1SHA/mLClgtKtQPkvlwZwlpF+68v9H5gUCgUAgEAjeDiEhIXz55Zdv/T7Tp0+nYcOGbyXv6OhoFAoFz549K7U8k5KSUCgUXLp0CYD4+HiqV6/O33//XWr3KE08PDwYOXJkkXFsbGxYsmTJO5FH8O/kxx9/xNvb+73cu7gyPmHCBIYPH/7uBCqC/O2HJtauXYuZmZl8rk0bGRgYSOfOnUtFxnfFP9ZwB4lH3/0IOcUY5Dk5ufF457veCQQCgUDwP0tgYCAKhaLAkZCQ8L5FKzEXL16kR48eWFhYoK+vj62tLUFBQdy6dUuO8+jRI5YuXcrkyZPla4XpwNfX9308xgdDvXr1aNasGYsWLdIqfmBgIElJSVrFjYqKol27dlSqVAlDQ0Pq1avHmDFjePDgwRtIXJCzZ8++k04aDw+PYuOoOltUh4WFBd26dePOnTtvXT5BQRISEujfvz/Vq1dHT0+PWrVq4e/vz7lz5+Q4GRkZhISEMG3aNPna9OnT5Xeoq6uLubk5n376KUuWLCEzM/OdPsPYsWNZt27dOylD2uirOHr16qXWHv9b+Uca7pJSyYvfzhU60p4f5bNU0k6fFw7rBAKBQCB4h/j6+vLw4UO1o1atWiXOR6lUklNcR/1bYv/+/TRr1ozMzEw2bdrE9evX2bhxI6ampoSEhMjxwsLCaNGiBTVr1lRLr0kHW7ZsedePoRWvXr16Z/fq378/K1euJDs7W2P406dP+e6775Ck/xt4SUxMZNOmTYXmuXr1ajw9PbG0tGTnzp3Ex8ezatUqUlNTCQ0NLVX5K1eujKGhYanmqSI2NrbAdl/Hjh3j5MmTRaa7efMmf/zxB9u3b+fatWv4+fmh/B/+9i2N8mxjY0N0dLTW8c+dO0fjxo25desWq1evJj4+nt27d+Pg4MCYMWPkeDt27MDExAR3d3e19PXr1+fhw4ckJycTFRVFjx49mDNnDi1atODFixdv/DzaYm5ujo+PDytXrixRurelr+IwMDCgSpUqJZK1OLKysko1v9LgvRrur169eq1DoaND2qmzJbrXi1NnUejovPY9xSEOcYhDHOIQR+6H8PPnz9WOwkaD9PT0sLS0VDt0dHRYtGgRTk5OGBkZYW1tzZAhQ0hLS5PTqaY97t27l3r16qGnp0dycjKZmZmMHTuWatWqYWRkRNOmTUv0kVhS0tPT6d+/P+3atWPv3r14enpSq1YtmjZtysKFC1m9erUcNyIiAj8/P610UKFCBTlcoVCwevVqOnTogKGhIY6Ojpw6dYqEhAQ8PDwwMjKiRYsWJCYmFsh79erVWFtbY2hoSM+ePUlN/b8BjbNnz+Ll5YW5uTmmpqa0bNmSCxcuqKVXKBSsXLmSjh07YmRkxKxZszTqoG3btri7u8vT58PCwnB0dERfXx8HBwdWrFihlubMmTO4uLigr6+Pq6srFy9eLJCvl5cXT58+5ZdfftGoe319fR48eICvry/3799n1apVBAYGFtrxc//+fYKDgwkODmbNmjV4eHhgY2PDp59+SlhYGFOnTgXgr7/+wt/fn2rVqmFoaIiTk5PGjpTs7GyGDRuGqakp5ubmhISEqHUi5J8qr1AoCAsLo0uXLhgaGmJra8vevXvl8JSUFPr06UPlypUxMDDA1taW8PBwjc9So0YNVq9ezZAhQ3jx4gVDhgzh+++/x9raWmN8FVWqVMHKyopPP/2UqVOnEh8fT0JCQrFlQZIkpk+fTo0aNdDT06Nq1aoEBwfL4StWrMDW1hZ9fX0sLCzo3r27HJaTk8OcOXOoVasWBgYGNGjQgB07dsjhqtkAP//8M66urhgaGtKiRQtu3rypJvvMmTOpUqUKxsbGDBw4kAkTJhSY6lxUuVNNp966dSstW7ZEX1+fTZs2ce/ePfz8/KhQoQJGRkbUr1+fgwcPFqnH10WSJAIDA7G1tSUmJob27dtTp04dGjZsyLRp09izZ48ct7D2QldXF0tLS6pWrYqTkxPDhw/nl19+4erVq8ybN0+Op01bGBsbi4eHB4aGhlSoUAEfHx9SUlI0yn7gwAFMTU3VOsb8/PyIiIh4Q60UTkn0BXDnzh1atWqFoaEhDRo04NSpU3JY/qny+VEqlYwePRozMzMqVarEuHHj1Ooz5M5uGTZsGCNHjpQ7LgCuXr1K27ZtKV++PBYWFvTt25cnT56opQsODmbcuHFUrFgRS0tLpk+f/uYK0sB7dU4XGRlZ4t5KAwMDvL29ySnhuqictNz4UVFRvHz5skRpBQKBQCAQ5BpxQAEDYtq0aSX6UClTpgzLli2jVq1a3LlzhyFDhjBu3Di1D/H09HTmzZtHWFgYlSpVokqVKgwbNoz4+HgiIiKoWrUqu3fvxtfXl7i4OGxtbV/rmXJycihTRvM4xpEjR3jy5Anjxo3TGK76UHz69Cnx8fG4urq+lgzffPMNixYtYtGiRYwfP57evXtTu3ZtJk6cSI0aNfjiiy8YNmwYhw4dktMkJCSwbds29u3bx/PnzxkwYABDhgyRP7xfvHhBQEAAy5cvR5IkQkNDadeuHbdv38bY2FjOZ/r06cydO5clS5agq6urNjX22bNntG/fnvLly3P06FEMDQ3ZtGkTU6dO5dtvv8XFxYWLFy8SFBSEkZERAQEBpKWl0aFDB7y8vNi4cSN3795lxIgRBZ65XLlyNGzYkJiYGNq0aVMg3NDQkNmzZ3Pw4EE6duxIdnY2x48fp2zZshp1uH37drKysop9VxkZGTRu3Jjx48djYmLCgQMH6Nu3L3Xq1MHNzU2Ov27dOgYMGMCZM2c4d+4cX375JTVq1CAoKKjQ9zhjxgzmz5/PggULWL58OX369OHevXtUrFiRkJAQ4uPjOXToEObm5iQkJBT6PWptbc327duZOHEiFy5cwMfHp0DnSHEYGBgAuaOGxZWFnTt3snjxYiIiIqhfvz6PHj3i8uXLQO6IaHBwMBs2bKBFixY8ffqUmJgY+T5z5sxh48aNrFq1CltbW3799Vc+//xzKleuTMuWLeV4kydPJjQ0lMqVKzNo0CC++OILYmNjAdi0aROzZs1ixYoVuLu7ExERQWhoqFonTXHlTsWECRMIDQ2VO46CgoLIysri119/xcjIiPj4eMqXL18iXWrLpUuXuHbtGps3b9bYpuQ1LE+cOEHfvn21ytfBwYG2bduya9cuZs6cCVBsW3jp0iXatGnDF198wdKlS9HV1SUqKkrjDIzNmzczaNAgNm/eTIcOHeTrbm5u3L9/n6SkJGxsbEqmDC0oib4gtwwtXLgQW1tbJk+ejL+/PwkJCejqFm/OhoaGsnbtWtasWYOjoyOhoaHs3r2b1q1bq8Vbt24dgwcPlsvms2fPaN26NQMHDmTx4sW8fPmS8ePH07NnT44fP66WbvTo0Zw+fZpTp04RGBiIu7s7Xl5er6GZIpDeA6mpqRIgPXnyRMrKyirxIUmS9GDBculm135aHw8WfitJkvRa9xOHOMQhDnGIQxxZ0pMnTyRA+v3336XU1FT5yMjIKPBfHxAQIOno6EhGRkby0b17d43fBdu3b5cqVaokn4eHh0uAdOnSJfnavXv3JB0dHenBgwdqadu0aSNNnDix0G+OhIQEyd/fX6pcubJkZ2cnjR8/Xrp69aokSZJ05coVqUOHDoWmnTdvngRIT58+LTSOJEnSxYsXJUBKTk5Wu65JB0ZGRtKsWbPkOIA0ZcoU+fzUqVMSIP3444/ytS1btkj6+vry+bRp0yQdHR3p/v378rVDhw5JZcqUkR4+fKhRRqVSKRkbG0v79u1Tu/fIkSPV4kVFRUmAdP36dcnZ2Vnq1q2blJmZKYfXqVNH2rx5s1qab775RmrevLkkSZK0evVqqVKlStLLly/l8JUrV0qAdPHiRbV0Xbp0kQIDAzXK+/LlSykkJETy9vaW2rRpI40fP1769NNPpdOnT2uMP3jwYMnExERjWHG0b99eGjNmjHzesmVLydHRUcrJyZGvjR8/XnJ0dJTPa9asKS1evFg+z/8e09LSJEA6dOiQJEmS5OfnJ/Xv318ree7fvy/16tVLGjRokNSoUSNp0KBBUq9evdTed15U7ywlJUWSJEn6448/pBYtWkjVqlVTe3cq8peF0NBQyc7OTsrKyioQd+fOnZKJiYn0/PnzAmEZGRmSoaGhdPLkSbXrAwYMkPz9/dVkO3bsmBx+4MABCZDLSNOmTaWhQ4eq5eHu7i41aNBAPi+u3N29e1cCpCVLlqjFcXJykqZPn15Adm2pWbOmFBUVpVXcrVu3SoB04cKFIuOlpKRIgPTrr7+qXZ82bZraM+dl/PjxkoGBgSRJ2rWF/v7+kru7e6EytGzZUhoxYoT07bffSqamplJ0dHSBOCp7TVNYYbwNfanebVhYmHzt2rVrcjslSbn/GaampnJ4fl1aWVlJ8+fPl89fvXolVa9eXerUqZN8rWXLlpKLi4vavb/55hvJ29tb7drvv/8uAdLNmzfldB9//LFanCZNmkjjx48v8rleh/c64l62bNlCe06LQlIqKd+8SYmmyxs3b4KkVL7W/QQCgUAgECD/h5qYmGBiYlJs/FatWqmtkTQyMgJy1+vOmTOHGzdu8Pz5c7Kzs8nIyCA9PV2eiVeuXDmcnZ3ltHFxcSiVSuzs7NTukZmZSaVKlQqVYdSoUbi7uzNx4kTu3LnDli1baNKkCa9evcLc3JwZM2YUmlbKN5WyMFQjp/r6+gXC8usAoGLFimrneZ/TwsICACcnJ7VrGRkZPH/+XNZ7jRo1qFatmhynefPm5OTkcPPmTSwtLfnzzz+ZMmUK0dHRPH78GKVSSXp6OsnJyWr3LmyWgJeXF25ubmzduhUdHR0A/v77bxITExkwYIDayHN2djampqYAXL9+HWdnZzVdNG/eXOM9DAwM5Fkc+UlPT8fCwoLDhw/Tv39/Bg0aRFBQEKdOnVIbGVchSRIKRfFb/yqVSmbPns22bdt48OABWVlZZGZmFpgB2qxZM7X8mjdvTmhoKEqlUtZHfvK+RyMjI0xMTHj8+DEAgwcPplu3bly4cAFvb286d+5MixYtNOaTlJTEwIED8fT0xMPDg5UrV3Ls2DGSkpLU3nl+qlevjiRJpKen06BBA3bu3Em5cuWKLQs9evRgyZIl1K5dG19fX9q1a4efnx+6urp4eXlRs2ZNOczX11deDpCQkEB6enqBUcWsrCxcXFwK1Y2VlRUAjx8/pkaNGty8eZMhQ4aoxXdzc5NHNLUpdyryl+fg4GAGDx5MZGQknp6edOvWTU2W/AwaNIiNGzfK56qlInnfed5lPXkpjfaiMPKWb23awkuXLtGjR48i89yxYwePHz8mNjaWJk2aFAhXzdoorI7Cu9GXisLKkIODQ5HpUlNTefjwIU2bNpWv6erq4urqWkCGxo0bq51fvnyZqKgojbM0EhMT5XeQv0xZWVnJdb80+Ufu467Q0cG4mSv/NTPVykGdjpkp5Zs2RlFIQysQCAQCgaD0MTIyom7dumrXkpKS6NChA4MHD2bWrFlUrFiREydOMGDAALKysmQDysDAQM1wSktLQ0dHh/PnzxcwnIqa+rp+/Xp5yqWTkxOdOnUiMzOTlJQULC0ti5Rf9VF248aNQo1PyHXkBLnrmCtXrlysDvKTd1BB9cyarpXEQV9AQAB//fUXS5cupWbNmujp6dG8efMCDpdUnSn5ad++vezgTdWJoPoA/+GHH9Q+goFCjdmiePr0KXXq1NEYVrFiRYYOHap2rU6dOoXGt7Ozkz/QVR/1mliwYAFLly5lyZIlsp+FkSNHloojqvyDQwqFQn5nbdu25d69exw8eJCjR4/Spk0bhg4dysKFCwvkk99hGYCnp2ex94+JicHExEReK66iuLJgbW3NzZs3OXbsGEePHmXIkCEsWLCAX375BWNjYy5cuEB0dDSRkZFMnTqV6dOnc/bsWbk8HDhwoECHgp6eXqG6KWl5Lkm5y1+eBw4ciI+PDwcOHCAyMpI5c+YQGhpa6FZnX3/9NWPHjpXPPTw8mDdvXoH7aiJve5G/4yIvlSpVQqFQFLreXBPXr1+Xlw5o0xaqjO6icHFx4cKFC6xZswZXV9cCHV9Pnz4FKNCm5eVd6EvFm7aJ2pC//KSlpeHn56fmX0BF3namqLpfmvwjvcrnosBy6AAoZF2aTJkyufEovhdWIBAIBALB2+X8+fPk5OQQGhpKs2bNsLOz448//ig2nYuLC0qlksePH1O3bl21oygDXJPDIpXDuOLw9vbG3Nyc+fPnawxXOWurU6cOJiYmxMfHF5tnaZGcnKymt99++40yZcpgb28P5DqmCg4Opl27dtSvXx89PT01h0rFMXfuXAICAmjTpo38XBYWFlStWpU7d+4UeAcqo8LR0ZErV66QkZGhJpsmrl69qtUH+9q1a4tdY9u9e3fKlStX7LuKjY2lU6dOfP755zRo0IDatWtr3Ebq9OnTaue//fYbtra2r9VBoaJy5coEBASwceNGlixZwvfff19smpI4X6xVqxZ16tRRM9pBu7JgYGCAn58fy5YtIzo6mlOnThEXFwfkjk56enoyf/58rly5QlJSEsePH1dzHJm/PBTnSC8v9vb2nD2rPos277k25a4orK2tGTRoELt27WLMmDH88MMPhcatUqWKWv66urpUq1ZN7VphNGzYkHr16hEaGqrRaFOVwXLlylGvXj2t24sbN25w+PBhunXrBmjXFjo7O/Pzzz8XmW+dOnWIiopiz549Gjsyrl69StmyZalfv36hebwLfb0ppqamWFlZqdXp7Oxszp8/X2zaRo0ace3aNWxsbArourBOz7fJP3LEHUChUwbDhs5UmziSR9/9qHHkXcfMFMuhAzBs6IyijDDcBQKBQCB439StW5dXr16xfPly/Pz8iI2NZdWqVcWms7Ozo0+fPvTr1092PvXf//6Xn3/+GWdnZ9q3b1/qshoZGREWFkaPHj3o2LEjwcHB1K1blydPnrBt2zaSk5OJiIigTJkyeHp6cuLECTp37qyWR2ZmJo8ePVK7ptqj+U3Q19cnICCAhQsX8vz5c4KDg+nZs6f84W5ra8uGDRtwdXXl+fPn/Oc//9FqFC4vCxcuRKlU0rp1a6Kjo3FwcGDGjBkEBwdjamqKr68vmZmZnDt3jpSUFEaPHk3v3r2ZPHkyQUFBTJw4kaSkJI2jyklJSTx48ECrkWRtsLa2ZvHixQwbNoznz5/Tr18/bGxsuH//PuvXr6d8+fKEhoZia2vLjh07OHnyJBUqVGDRokX8+eef1KtXTy2/5ORkRo8ezVdffcWFCxdYvnz5G20pN3XqVBo3bkz9+vXJzMxk//79ODo6vulja0VxZWHt2rUolUqaNm2KoaEhGzduxMDAgJo1a7J//37u3LnDp59+SoUKFTh48CA5OTnY29tjbGzM2LFjGTVqFDk5OXz88cekpqYSGxuLiYmJmtO4ohg+fDhBQUG4urrSokULtm7dypUrV6hdu7Ycp7hyVxgjR46kbdu22NnZkZKSQlRU1FvTu0KhIDw8HE9PTz755BMmT56Mg4MDaWlp7Nu3j8jISHkXBR8fH06cOMHIkSPV8sjOzubRo0fk5OTw119/ER0dzcyZM2nYsCH/+c9/AO3awokTJ+Lk5MSQIUMYNGgQ5cqVk7eXy9v22NnZERUVhYeHB7q6umo7JcTExPDJJ5+UuN14G/p6U0aMGMHcuXOxtbXFwcGBRYsWadUxMHToUH744Qf8/f1lr/EJCQlEREQQFhb2Rh15r8M/eMQdFGUUGDZwovb3i7EaM5TyLdwwdK5P+RZuWI0ZSu3vF2PYwEkY7QKBQCAQfCA0aNCARYsWMW/ePD766CM2bdrEnDlztEobHh5Ov379GDNmDPb29nTu3JmzZ89So0aNtyZvp06dOHnyJGXLlqV37944ODjg7+9Pamqq7OEZcqfkRkREFBg5Onz4MFZWVmrHxx9//MZy1a1bl65du9KuXTu8vb1xdnZW8zz+448/kpKSQqNGjejbty/BwcGvtc/x4sWL6dmzJ61bt+bWrVsMHDiQsLAwwsPDcXJyomXLlqxdu1Ye+Sxfvjz79u0jLi4OFxcXJk+erHGa6ZYtW/D29i6w7/2bMGTIECIjI3nw4AFdunTBwcGBgQMHYmJiIk/nnTJlCo0aNcLHxwcPDw8sLS0LdLYA9OvXj5cvX+Lm5sbQoUMZMWIEX3755WvLVq5cOSZOnIizszOffvopOjo6b3WrrbwUVxbMzMz44YcfcHd3x9nZmWPHjrFv3z4qVaqEmZkZu3btonXr1jg6OrJq1Sq2bNkij8J+8803hISEMGfOHBwdHfH19eXAgQNajYSr6NOnDxMnTmTs2LE0atSIu3fvEhgYqLYGvLhyVxhKpZKhQ4fKstnZ2ZXYQ39JcHNz49y5c9StW5egoCAcHR3p2LEj165dUzOKBwwYwMGDB9W2cAS4du0aVlZW1KhRAw8PD7Zt28bEiROJiYlRWxJUXFtoZ2dHZGQkly9fxs3NjebNm7Nnzx6NHtjt7e05fvw4W7ZsUds7PSIioshdFEoDbfX1powZM4a+ffsSEBBA8+bNMTY2pkuXLsWmq1q1KrGxsSiVSry9vXFycmLkyJGYmZkVuhvJ20QhldQzQCnw/PlzTE1NSU1N1cq5jTZISqXaGvb85wKBQCAQCN6Mt/H//W9BkiSaNm3KqFGj8Pf3f9/ifNBkZWVha2vL5s2bNa7nFgi8vLywtLRkw4YN71uUt0aPHj1o1KgREydOfN+iFODQoUOMGTOGK1euaLXdmuDd8I8ecc9LfiNdGO0CgUAgEAjeFQqFgu+//57s7Oz3LcoHT3JyMpMmTRJGuwDI9US+aNEirl27xo0bN5g2bRrHjh3Teqr9P5UFCxa8tT3l35S///6b8PBwYbR/YPxrRtwFAoFAIBC8XcT/t0AgKG1evnyJn58fFy9eJCMjA3t7e6ZMmULXrl3ft2gCwQeF6EYRCAQCgUAgEAgE7wUDAwOOHTv2vsUQCD54/jVT5QUCgUAgEAgEAoFAIPg3Igx3gUDwwSMplUWeCwQCgUAgEAgE/2bEVHmBQPDBIuXkgCTx97lz/H3mDDnpf1PG0AgjNzeMXF1BoUDxHrbjEAgEAoFAIBAI3iXii1cgEHyQSDk5vIyL4/eRI/jvd9+SfvYMGdeukX72DP/97lt+HzmCl3FxSFJO8ZkJBALBOyAkJOSN9vrWlunTp9OwYcO3knd0dDQKhYJnz56VWp5JSUkoFAouXboEQHx8PNWrV+fvv/8utXtoy9q1azEzMysyTmBgoNre7h4eHowcObLINDY2NqW67/SHyo8//oi3t/d7uXdx72HChAkMHz783Qn0hmhTj/OXRcH/NsJwFwgEHxwqo/3PxYtQpqZqjKNMTeXPxYt4eSUud2ReIBB8UAQGBqJQKAocCQkJ71u0EnPx4kV69OiBhYUF+vr62NraEhQUxK1bt+Q4jx49YunSpUyePFm+VpgOfH1938djfDDUq1ePZs2asWjRIq3iBwYGkpSUpFXcqKgo2rVrR6VKlTA0NKRevXqMGTOGBw8eaC3f0qVLWbt2rdbx/w0kJCTQv39/qlevjp6eHrVq1cLf359z587JcTIyMggJCWHatGnytenTp8vlWldXF3Nzcz799FOWLFlCZmbmO32GsWPHsm7dOu7cufPW76WNvkqDd1UWta1jedsxU1NT3N3dOX78+FuXT5CLMNwFAsGHhyTxJOwHKM4gz8nJjffud7UUCARa4Ovry8OHD9WOWrVqlTgfpVJJznvqoNu/fz/NmjUjMzOTTZs2cf36dTZu3IipqSkhISFyvLCwMFq0aEHNmjXV0mvSwZYtW971Y2jFq1ev3tm9+vfvz8qVKwvd9/7p06d899135N21ODExkU2bNhWa5+rVq/H09MTS0pKdO3cSHx/PqlWrSE1NJTQ0VGvZTE1Nix2VLynvUrc2NjZER0drHf/cuXM0btyYW7dusXr1auLj49m9ezcODg6MGTNGjrdjxw5MTExwd3dXS1+/fn0ePnxIcnIyUVFR9OjRgzlz5tCiRQtevHhRWo9VLObm5vj4+LBy5coSpXtb+ioN3kZZVPE6dQwgPDychw8fEhsbi7m5OR06dHgnnSUfKllZWe/sXsJwFwgEHxSSUsnf584WOtKeH2VqKn+fPycc1gkEHyB6enpYWlqqHTo6OixatAgnJyeMjIywtrZmyJAhpKWlyelU05n37t1LvXr10NPTIzk5mczMTMaOHUu1atUwMjKiadOmJfrgLinp6en079+fdu3asXfvXjw9PalVqxZNmzZl4cKFrF69Wo4bERGBn5+fVjqoUKGCHK5QKFi9ejUdOnTA0NAQR0dHTp06RUJCAh4eHhgZGdGiRQsSExML5L169Wqsra0xNDSkZ8+epOZpN8+ePYuXlxfm5uaYmprSsmVLLly4oJZeoVCwcuVKOnbsiJGREbNmzdKog7Zt2+Lu7i5Pnw8LC8PR0RF9fX0cHBxYsWKFWpozZ87g4uKCvr4+rq6uXLx4sUC+Xl5ePH36lF9++UWj7vX19Xnw4AG+vr7cv3+fVatWERgYWGjHz/379wkODiY4OJg1a9bg4eGBjY0Nn376KWFhYUydOlUt/pEjR3B0dKR8+fJy54qK4qYnP378GD8/PwwMDKhVq5ZGQ6cw3e7Zs4dGjRqhr69P7dq1mTFjhlrnhUKhICwsjC5dumBoaIitrS179+4tVJY3RZIkAgMDsbW1JSYmhvbt21OnTh0aNmzItGnT2LNnjxy3sDKuq6uLpaUlVatWxcnJieHDh/PLL79w9epV5s2bJ8fTpv7Gxsbi4eGBoaEhFSpUwMfHh5SUFI2yHzhwAFNTUzX9+/n5ERER8YZaKZyS6Gv8+PHY2dlhaGhI7dq1CQkJ0diBU1Q91rRsIzg4mHHjxlGxYkUsLS2ZPn26mnzTp0+nRo0a6OnpUbVqVYKDgzU+S0nrmAozMzMsLS356KOPWLlyJS9fvuTo0aP89ddf+Pv7U61aNQwNDXFycirQSbljxw6cnJwwMDCgUqVKeHp6yktmoqOjcXNzw8jICDMzM9zd3bl3756ctjTqzt69e7G1tUVfX59WrVqxbt26AkuDTpw4wSeffIKBgQHW1tYEBwerLeuxsbHhm2++oV+/fpiYmPDll1+SlZXFsGHDsLKyQl9fn5o1azJnzpwi9fg6vFfndK9evXqnPZACgeDDp2zZsvx95myJ0qSfOUN5t6aiPREI3jKqOvb8+XO163p6eujp6WmdT5kyZVi2bBm1atXizp07DBkyhHHjxqkZgOnp6cybN4+wsDAqVapElSpVGDZsGPHx8URERFC1alV2796Nr68vcXFx2NravtYz5eTkUKYQJ5dHjhzhyZMnjBs3TmO4aiTs6dOnxMfH4+rq+loyfPPNNyxatIhFixYxfvx4evfuTe3atZk4cSI1atTgiy++YNiwYRw6dEhOk5CQwLZt29i3bx/Pnz9nwIABDBkyRDZiXrx4QUBAAMuXL0eSJEJDQ2nXrh23b9/G2NhYzmf69OnMnTuXJUuWoKurqzZy9uzZM9q3b0/58uU5evQohoaGbNq0ialTp/Ltt9/i4uLCxYsXCQoKwsjIiICAANLS0ujQoQNeXl5s3LiRu3fvMmLEiALPXK5cORo2bEhMTAxt2rQpEG5oaMjs2bM5ePAgHTt2JDs7m+PHj1O2bFmNOty+fTtZWVnFvivILVsLFy5kw4YNlClThs8//5yxY8cWO9KoIjAwkD/++IOoqCjKli1LcHAwjx8/LhAvv25jYmLo168fy5Yt45NPPiExMVH2iZB3+vmMGTOYP38+CxYsYPny5fTp04d79+5RsWJFreQrCZcuXeLatWts3rxZYz3Iq7cTJ07Qt29frfJ1cHCgbdu27Nq1i5kzZwIUW38vXbpEmzZt+OKLL1i6dCm6urpERUWh1NAxv3nzZgYNGsTmzZvp0KGDfN3NzY379++TlJSEjY1NyZShBSXRl7GxMWvXrqVq1arExcURFBSEsbGxWhktrh5rYt26dYwePZrTp09z6tQpAgMDcXd3x8vLi507d7J48WIiIiKoX78+jx494vLlyxrzKWkd04SBgQGQO+qckZFB48aNGT9+PCYmJhw4cIC+fftSp04d3NzcePjwIf7+/syfP58uXbrw4sULYmJikCSJ7OxsOnfuTFBQEFu2bCErK4szZ86gUCgASqXu3L17l+7duzNixAgGDhzIxYsXGTt2rNrzJCYm4uvry8yZM1mzZg3//e9/GTZsGMOGDSM8PFyOt3DhQqZOnSrfe9myZezdu5dt27ZRo0YNfv/9d37//Xet9agt79Vwj4yMxNDQ8H2KIBAIPiAMDAzw9vYmJ71kDouUf6cDuWsbX758+TZEEwgE5Bo8ANbW1mrXp02bpjbqo2L//v2UL19ePm/bti3bt29XczBlY2PDzJkzGTRokJrh/urVK1asWEGDBg0ASE5OJjw8nOTkZKpWrQrkrmk9fPgw4eHhzJ49W6PMiYmJhISEcOzYMSpUqECXLl3o27cv9evXJy4ujkmTJrFv3z6NaW/fvg3kGiFFkZycjCRJslxF6QBg0qRJTJo0ST7v378/PXv2BHJH6Zo3b05ISAg+Pj4AjBgxgv79+6vlkZGRwfr166lWrRoAy5cvp3379oSGhmJpaUnr1q3V4n///feYmZnxyy+/qBk6vXv3VstbZbg/evSIXr16YWtry+bNmylXrhyQ+65DQ0Pp2rUrALVq1SI+Pp7Vq1cTEBDA5s2bycnJ4ccff0RfX5/69etz//59Bg8eXEA3VatWVRtRy/98s2fP5vTp03h4eODq6oqnpycLFizAzc2tQPzbt29jYmKClZWVxvzy8urVK1atWkWdOnWAXIPy66+/LjYdwK1btzh06BBnzpyhSZMmQK7DNkdHxwJx8+v2iy++YMKECQQEBABQu3ZtvvnmG8aNG6dmfAQGBuLv7w/A7NmzWbZsGWfOnHkrvhG0LePPnj0jNTVVYxkvDAcHByIjIwHt6u/8+fNxdXVVawfq169fIN/vvvuOyZMns2/fPlq2bKkWpsr73r17b8Vw11ZfAFOmTJF/29jYMHbsWCIiItQM9+LqsSacnZ3l8mJra8u3337Lzz//jJeXF8nJyVhaWuLp6UnZsmWpUaOGxvqiundJ6lh+0tPTmTJlCjo6OrRs2ZJq1aqpGcLDhw/nyJEjbNu2TTbcs7Oz6dq1q7ykyMnJCcjt/ExNTaVDhw5yvcxbp2bMmPHGdWf16tXY29uzYMECAOzt7bl69araTKM5c+bQp08f+T/K1taWZcuW0bJlS1auXIm+vj4ArVu3VlsWkZycjK2tLR9//DEKhaLAkqnS4r0a7t7e3piYmLxPEQQCwQdIGUOjEsXXMcrtAGzVqtXbEEcgEPx/VCPtv//+u9r/d2Gj7a1atVJbb2pklFu3jx07xpw5c7hx4wbPnz8nOzubjIwM0tPT5Q79cuXK4ezsLKeNi4tDqVRiZ2endo/MzEwqVapUqMyjRo3C3d2diRMncufOHbZs2UKTJk149eoV5ubmzJgxo9C0kpb+M1QdhqqPurzk1wFQYOQ073NaWFgA//dBq7qWkZHB8+fPZb3XqFFD/tgHaN68OTk5Ody8eRNLS0v+/PNPpkyZQnR0NI8fP0apVJKenk5ycrLavQubJeDl5YWbmxtbt25FR0cHgL///pvExEQGDBhAUFCQHDc7OxtTU1MArl+/jrOzs5oumjdvrvEeBgYGcmdQftLT07GwsODw4cP079+fQYMGERQUxKlTpzQaFZIkyaNzxWFoaCgbBwBWVlYaR8w1cf36dXR1dWncuLF8zcHBQeM65Py6vXz5MrGxsWqGglKpLFD285YHIyMjTExMipRv0KBBbNy4UT5XLW9QvTdAbSlKXkqjjBdG3neiTf29dOkSPXr0KDLPHTt28PjxY2JjY+WOk7yoRoALK1fwbvQFsHXrVpYtW0ZiYiJpaWlkZ2cXsHuKq8eayFs+QL389ujRgyVLllC7dm18fX1p164dfn5+6OoWNPlKWsdU+Pv7o6Ojw8uXL6lcuTI//vgjzs7OKJVKZs+ezbZt23jw4AFZWVlkZmbK5bpBgwa0adMGJycnfHx88Pb2pnv37lSoUIGKFSsSGBiIj48PXl5eeHp60rNnT7kjrjTqzs2bNwuUmfzPefnyZa5cuaI240GSJHJycrh7967cmZC/bgcGBuLl5YW9vT2+vr506NDhrey+8F4N97Jly5ZoOoZAIPj3IymVGLm5kX72jNZpDN3ckJRK0Z4IBG8ZVR0zMTHRquPdyMiIunXrql1LSkqiQ4cODB48mFmzZlGxYkVOnDjBgAEDyMrKkj/ADAwM1AyxtLQ0dHR0OH/+vNoHNlBgRDsv69evl40qJycnOnXqRGZmJikpKYV+GKtQGRk3btwo1PiEXKdYACkpKVSuXLlYHeQnb9ulemZN10rioC8gIIC//vqLpUuXUrNmTfT09GjevHkBR0qqzpT8tG/fXnbwpupEUBkzP/zwA02bNlWLn/+daMPTp0/VDOi8VKxYkaFDh6pdq1OnTqHx7ezsSE1N5eHDh8WOuuf/r1AoFCUyyLQlv27T0tKYMWOGPFshL3kNYk3yFfXuv/76a7WRTg8PD+bNm1fgHWkibxl3cXEpNF6lSpVQKBSFrjfXxPXr1+X10trUX5XRXRQuLi5cuHCBNWvW4OrqWqCz5unTpwAF6mFe3oW+Tp06RZ8+fZgxYwY+Pj6YmpoSERFRIieJhVFU+bC2tubmzZscO3aMo0ePMmTIEBYsWMAvv/xSIF1J65iKxYsX4+npiampqZqeFyxYwNKlS1myZInsw2TkyJFym6Ojo8PRo0c5efIkkZGRLF++nMmTJ3P69Glq1apFeHg4wcHBHD58mK1btzJlyhSOHj1Ks2bN3lrdyU9aWhpfffWVRr8ANWrUkH/nr9uNGjXi7t27HDp0iGPHjtGzZ088PT3ZsWOH1vfWhvdquAsEAkF+FDo6GLm68tTUVCsHdTqmphg1dkXxGh+NAoHg3XP+/HlycnIIDQ2V14hu27at2HQuLi4olUoeP37MJ598ovX9NI2EqhzGFYe3tzfm5ubMnz+f3bt3Fwh/9uwZZmZm1KlTBxMTE+Lj4wuMKL4tkpOT+eOPP+Spwb/99htlypTB3t4eyHXytWLFCtq1awfkzpJ48uSJ1vnPnTuX8uXL06ZNG6Kjo6lXrx4WFhZUrVqVO3fu0KdPH43pHB0d2bBhAxkZGfIH9W+//aYx7tWrV+nevXuxsmizHVb37t2ZMGEC8+fPZ/HixQXCVe/qTXFwcCA7O5vz58/Lo3c3b97Uat/7Ro0acfPmzWI7ckpKlSpVqFKlinyuq6tLtWrVtLpPw4YNqVevHqGhofTq1avAum2V3sqVK0e9evWIj4/XaiTxxo0bHD58mIkTJwLa1V9nZ2d+/vnnImfB1KlTh9DQUDw8PNDR0eHbb79VC7969Sply5bVOMVexbvQ18mTJ6lZs6ba9pCaloUUV49fBwMDA/z8/PDz82Po0KE4ODgQFxdHo0aNCk1Tki3nLC0tNeoqNjaWTp068fnnnwO5HY23bt2iXr16chyFQoG7uzvu7u5MnTqVmjVrsnv3bkaPHg3klhMXFxcmTpxI8+bN2bx5M82aNSuVumNvb8/BgwfVrp09q+5TqVGjRsTHx7/WfUxMTOjVqxe9evWie/fu+Pr68vTp01L1TSG8ygsEgg8PhQLzgUFQiMMomTJlcuNpOT1SIBC8f+rWrcurV69Yvnw5d+7cYcOGDaxatarYdHZ2dvTp04d+/fqxa9cu7t69y5kzZ5gzZw4HDhx4K7IaGRkRFhbGgQMH6NixI8eOHSMpKYlz584xbtw4Bg0aBOQ62/P09OTEiRMF8sjMzOTRo0dqR0kM6MLQ19cnICCAy5cvExMTQ3BwMD179pQ7JGxtbdmwYQPXr1/n9OnT9OnTR6sRzbwsXLiQPn360Lp1a27cuAHkrjWdM2cOy5Yt49atW8TFxREeHi7vyd67d28UCgVBQUHEx8dz8OBBFi5cWCDvpKQkHjx4gKen5xtqIhdra2sWL17M0qVLGTBgAL/88gv37t0jNjaWr776im+++aZU7qOaCvvVV19x+vRpzp8/z8CBA7XS7dSpU1m/fj0zZszg2rVrXL9+nYiICLW10O8ahUJBeHg4t27d4pNPPuHgwYPcuXOHK1euMGvWLDp16iTH9fHx0VjGs7OzefToEX/88QdxcXEsX76cli1b0rBhQ/7zn/8A2tXfiRMncvbsWYYMGcKVK1e4ceMGK1euLFBf7OzsiIqKYufOnWr+MiDXiZnKI/jbQFt92drakpycTEREBImJiSxbtkxj519x9bikrF27lh9//JGrV69y584dNm7ciIGBwVtbc50XW1tbeUT9+vXrfPXVV/z5559y+OnTp5k9ezbnzp0jOTmZXbt28d///hdHR0fu3r3LxIkTOXXqFPfu3SMyMpLbt2/LU9NLo+589dVX3Lhxg/Hjx3Pr1i22bdsmd1ioZm6MHz+ekydPMmzYMC5dusTt27fZs2cPw4YNKzLvRYsWsWXLFm7cuMGtW7fYvn07lpaWpb6VnzDcBQLBB4eiTBkMnJ2wGDUanf+/bjI/OqamWIwajYGzE4riDHyBQPDB0KBBAxYtWsS8efP46KOP2LRpk9bb5oSHh9OvXz/GjBmDvb09nTt35uzZs2pTGEubTp06cfLkScqWLUvv3r1xcHDA39+f1NRU2Vs2wMCBA4mIiCgwLfPw4cNYWVmpHR9//PEby1W3bl26du1Ku3bt8Pb2xtnZWc2p148//khKSgqNGjWib9++BAcHq40yasvixYvp2bMnrVu35tatWwwcOJCwsDDCw8NxcnKiZcuWrF27Vp4SXb58efbt20dcXBwuLi5MnjxZbUswFVu2bMHb27tUDYohQ4YQGRnJgwcP6NKlCw4ODgwcOBATE5MC3qPfhPDwcKpWrUrLli3p2rUrX375pVa69fHxYf/+/URGRtKkSROaNWvG4sWL34lRVRRubm6cO3eOunXrEhQUhKOjIx07duTatWssWbJEjjdgwAAOHjyotl0ZwLVr17CysqJGjRp4eHiwbds2Jk6cSExMjNoyluLqr52dHZGRkVy+fBk3NzeaN2/Onj17NK7Ptre35/jx42zZskXNSVhERISa/4W3gTb66tixI6NGjWLYsGE0bNiQkydPEhISUiCv4upxSTEzM+OHH37A3d0dZ2dnjh07xr59+4r0A1JaTJkyhUaNGuHj44OHhweWlpZqW9mZmJjw66+/0q5dO+zs7JgyZQqhoaG0bdsWQ0NDbty4Qbdu3bCzs+PLL79k6NChfPXVV0Dp1J1atWqxY8cOdu3ahbOzMytXrpRnRKj8tDg7O/PLL7/IHTMuLi5MnTq1WKeMxsbGsnPFJk2akJSUxMGDBwvdseR1UUhvY1FPMTx//hxTU1NSU1OFczqBQFAoUk4OSBJ/nz9H+pkzKP9OR8fIEEM3N4wau4JCIYx2geAdIv6/C0eSJJo2bcqoUaNkr8YCzWRlZcne6t3d3d+3OIIS0KNHDxo1aiRPgf+QOHToEGPGjOHKlSsajX2BID+zZs1i1apVb2XrtreBKNUCgeCDRWWUGzV2pbzb/zmNkZRKsaZdIBB8UCgUCr7//nvi4uLetygfPMnJyUyaNEkY7f9AFixYUOj2ie+bv//+m/DwcGG0CwplxYoVNGnShEqVKhEbG8uCBQuKnQb/ISFG3AUCgUAgEGiF+P8WCAQCwT+VUaNGsXXrVp4+fUqNGjXo27cvEydO/Md09gjDXSAQCAQCgVaI/2+BQCAQCN4PYnGoQCAQCAQCgUAgEAgEHzDCcBcI/uVISmWR5wKBQCAQCAQCgeDD5p8xoV8gEJQYlUf2lxfP8fLiGXLS/6aMoREGLm4YuAiP7AKBQCAQCAQCwT8F8dUuEPwLkaQcMuLjeDhpBE9//JaXF86QeeMaLy+c4emP3/Jw0ggy4uOQpJziMxMIBAKBVoSEhPDll1++l3vb2Nio7bmdn88++4zQ0NB3J1AJiI6ORqFQ8OzZs0LjrF27FjMzs3cmk+DfR1ZWFnXr1uXkyZNv/V7F1cc3ITAwUG1/9NJg+vTpNGzYUD6fMGECw4cPL9V7vC5JSUkoFAouXbpUaJz87UP+59HE29Dj20YY7gLBvwwpJ4eMa3H8tXIROc9TNcbJeZ7KXysXkXEtLndkXiAQCEqZwMBAFApFgSMhIeF9i1ZiLl68SI8ePbCwsEBfXx9bW1uCgoK4deuWHOfRo0csXbqUyZMny9fy6qBs2bJYWFjg5eXFmjVryHnHbe+UKVOYNWsWqama/xfykpSURGBgoFb5Pn/+nMmTJ+Pg4IC+vj6WlpZ4enqya9cuStP/ca9evdT0/bZYu3Yta9euLTaeh4eH/G719fWpV68eK1aseOvyCQoiSRLff/89TZs2pXz58piZmeHq6sqSJUtIT0+X461atYpatWrRokUL+ZqmNkqhUBAREfE+HuWDYezYsaxbt447d+689XslJCTQv39/qlevjp6eHrVq1cLf359z585pnce7ah/eN8JwFwj+bUgSKRt+gOI+CnNycuO9+40lBALB/wi+vr48fPhQ7ahVq1aJ81Eqle/c0FWxf/9+mjVrRmZmJps2beL69ets3LgRU1NTQkJC5HhhYWG0aNGCmjVrqqVX6SApKYlDhw7RqlUrRowYQYcOHcjOzn5nz/HRRx9Rp04dNm7cWGicTZs2kZiYKJ9LksR3331HSkqKxvjPnj2jRYsWrF+/nokTJ3LhwgV+/fVXevXqxbhx47TqJNAWAwMDqlSpUmr55Wfx4sW8ePFCPn/x4gWLFy8uMk1QUBAPHz4kPj6enj17MnToULZs2fLWZPzQycrKeuM81q5di4eHR4nS9O3bl5EjR9KpUyeioqK4dOkSISEh7Nmzh8jISCC3LH/77bcMGDCgQPrw8PAC7dSHOBL7LttBc3NzfHx8WLlyZYnS2djYEB0drXX8c+fO0bhxY27dusXq1auJj49n9+7dODg4MGbMGK3zeRvtQ2mU59JGGO4Cwb8ISank5cWzhY605yfneSovL50TDusEAsFbQU9PD0tLS7VDR0eHRYsW4eTkhJGREdbW1gwZMoS0tDQ5nWra4969e6lXrx56enokJyeTmZnJ2LFjqVatGkZGRjRt2rREH4klJT09nf79+9OuXTv27t2Lp6cntWrVomnTpixcuJDVq1fLcSMiIvDz8ytUB9WqVaNRo0ZMmjSJPXv2cOjQIbWR3WfPnjFw4EAqV66MiYkJrVu35vLly2p57du3jyZNmqCvr4+5uTldunQpVPawsDDMzMz4+eef5Wt+fn5FjiTWqlWLgIAAVq1axf379/H19eXBgwfo6elpjD9p0iSSkpI4ffo0AQEB1KtXDzs7O4KCgrh06RLly5cHYMOGDbi6umJsbIylpSW9e/fm8ePHBfKLjY3F2dkZfX19mjVrxtWrV+WwwqbCbtiwARsbG0xNTfnss8/UjO8dO3bg5OSEgYEBlSpVwtPTk7///lvjs1SoUAEvLy9OnDjBiRMn8PLyokKFCoXqCsDQ0BBLS0tq167N9OnTsbW1Ze/evQCMHz8eOzs7DA0NqV27NiEhIbx69UpOe/nyZVq1aoWxsTEmJiY0btxYHmG8d+8efn5+VKhQASMjI+rXr8/BgwfltFevXqVt27aUL18eCwsL+vbty5MnT+RwDw8PgoODGTduHBUrVsTS0pLp06eryX7jxg0+/vhjebbAsWPHUCgU/PTTT3Kc33//nZ49e2JmZkbFihXp1KkTSUlJcrhqqvGsWbOoWrUq9vb2AKxYsQJbW1v09fWxsLCge/fuRerxTdi2bRubNm1iy5YtTJo0iSZNmmBjY0OnTp04fvw4rVq1AuD8+fMkJibSvn37AnmYmZkVaKf09fWB/yt3+/fvx97eHkNDQ7p37056ejrr1q3DxsaGChUqEBwcjDLft9SLFy/w9/fHyMiIatWq8d1336mFv247mJ+zZ89SuXJl5s2bB2jXlsydOxcLCwuMjY0ZMGAAGRkZBfItrr14UyRJIjAwEFtbW2JiYmjfvj116tShYcOGTJs2jT179qjFv3PnDq1atcLQ0JAGDRpw6tQpOay4pTRKpZLRo0djZmZGpUqVGDduXIEZQR4eHgwbNoyRI0fKHRdQOvWttHivzulevXql1ogJBII3o2zZsry8eLZEaV5eOINh46aiLgoEgmJRtRPPnz9Xu66np1eocaeJMmXKsGzZMmrVqsWdO3cYMmQI48aNU5tqnJ6ezrx58wgLC6NSpUpUqVKFYcOGER8fT0REBFWrVmX37t34+voSFxeHra3taz1TTk4OZQpx1HnkyBGePHnCuHHjNIarPhSfPn1KfHw8rq6uWt2zdevWNGjQgF27djFw4EAAevTogYGBAYcOHcLU1JTVq1fTpk0bbt26RcWKFTlw4ABdunRh8uTJrF+/nqysLDVjLi/z589n/vz5REZG4ubmJl93c3Nj1qxZZGZmanxfLVq0ICoqCk9PT2JjY9m3bx9t27bVeI+cnBwiIiLo06cPVatWLRCuMtoht9x888032Nvb8/jxY0aPHk1gYGAB+f/zn/+wdOlSLC0tmTRpEn5+fty6dYuyZctqlCExMZGffvqJ/fv3k5KSQs+ePZk7dy6zZs3i4cOH+Pv7M3/+fLp06cKLFy+IiYkpdPp+YGAgrVu3lvV15swZatSooTFuYRgYGMijdMbGxqxdu5aqVasSFxdHUFAQxsbGclnq06cPLi4urFy5Eh0dHS5duiQ/59ChQ8nKyuLXX3/FyMiI+Ph4WZ/Pnj2jdevWDBw4kMWLF/Py5UvGjx9Pz549OX78uCzLunXrGD16NKdPn+bUqVMEBgbi7u6Ol5cXSqWSzp07U6NGDU6fPs2LFy8KjG6+evUKHx8fmjdvTkxMDLq6usycORNfX1+uXLlCuXLlAPj5558xMTHh6NGjQO4IanBwMBs2bKBFixY8ffqUmJiYEumxJGzatAl7e3s6depUIEyhUGBqagpATEwMdnZ2GBsbl/ge6enpLFu2jIiICF68eEHXrl3p0qULZmZmHDx4kDt37tCtWzfc3d3p1auXnG7BggVMmjSJGTNmcOTIEUaMGIGdnR1eXl7A67eDeTl+/Dhdu3Zl/vz5sn+N4tqSbdu2MX36dL777js+/vhjNmzYwLJly6hdu7Za3m5ubty/f5+kpCRsbGxKrLfiuHTpEteuXWPz5s0a2+D8hvjkyZNZuHAhtra2TJ48GX9/fxISEtDVLd6cDQ0NZe3ataxZswZHR0dCQ0PZvXs3rVu3Vou3bt06Bg8eTGxsLFA69a00ea+Ge2RkJIaGhu9TBIHgX4OBgQHe3t7kpGseTSiMnP+//isqKoqXL1++DdEEAsG/BNV6UWtra7Xr06ZN0zjCsH//fjUDrm3btmzfvp2RI0fK12xsbJg5cyaDBg1S+2B99eoVK1asoEGDBgAkJycTHh5OcnKybCiOHTuWw4cPEx4ezuzZszXKnJiYSEhICMeOHaNChQp06dKFvn37Ur9+feLi4pg0aRL79u3TmPb27dsAODg4FKmX5ORkJEnSaMAWhoODA1euXAHgxIkTnDlzhsePH8sG9cKFC/npp5/YsWMHX375JbNmzeKzzz5jxowZch4q3eRl/PjxbNiwgV9++YX69eurhVWtWpWsrCwePXpUYEo/wOnTp/nPf/5DixYtKFu2LEuWLOHUqVNMmjRJHoFU8eTJE1JSUorVDcAXX3wh/65duzbLli2jSZMmpKWlqZWPadOmyR+669ato3r16uzevZuePXtqzDcnJ4e1a9fKxljfvn35+eefZcM9Ozubrl27ys/q5ORUqIwbN27k22+/lUdke/bsybBhw/j888+LfT6lUsmWLVu4cuWKbDxNmTJFDrexsWHs2LFERETIhntycjL/+c9/ZP3l7XhKTk6mW7dusrx5Dapvv/0WFxcXtfK+Zs0arK2tuXXrFnZ2dgA4Ozszbdo0Oe9vv/2Wn3/+GS8vL44ePUpiYiLR0dFYWloCMGvWLDUjY+vWreTk5BAWFoZCoQByp5SbmZkRHR2Nt7c3AEZGRoSFhcmG/K5duzAyMqJDhw4YGxtTs2ZNXFxcitXh63L79m15pL8o7t27V2j99Pf3R0dHR+1afHy83HHz6tUrVq5cSZ06dQDo3r07GzZs4M8//6R8+fLUq1ePVq1aERUVpWa4u7u7M2HCBADs7OyIjY1l8eLFsp5fpx3My+7du+nXrx9hYWHyfbVpS5YsWcKAAQPkZQMzZ87k2LFjBUbdVfq6d+/eWzHctW1fVYwdO1aunzNmzKB+/fokJCRolX7JkiVMnDiRrl27Arn+Do4cOVIgnq2tLfPnz5fPZ86c+cb1rTR5r4a7t7c3JiYm71MEgeBfRxlDoxLGz+08U00nEwgEgsJQjbT//vvvav/fhY22t2rVSm2NpJFRbvt07Ngx5syZw40bN3j+/DnZ2dlkZGSQnp4ud+iXK1cOZ2dnOW1cXBxKpVL+UFKRmZlJpUqVCpV51KhRuLu7M3HiRO7cucOWLVto0qQJr169wtzcXM0Qzo+2ztVUnZ75jduikCRJNoguX75MWlpaged4+fKlvOb80qVLBAUFFZlnaGgof//9N+fOnSswega5HbyAmsOuvNy+fZvw8HB0dHSYPn064eHhrFixgvT09ALPVhLHc+fPn2f69OlcvnyZlJQUeZ1ucnIy9erVk+M1b95c/l2xYkXs7e25fv16ofna2NiojaBaWVnJU/AbNGhAmzZtcHJywsfHB29vb7p3717o9PfHjx9z9OhRdu7cCeR+6P/www9FPteKFSsICwsjKysLHR0dRo0axeDBg4Fcw3fZsmUkJiaSlpZGdna2Wp0ZPXo0AwcOZMOGDXh6etKjRw/ZMAwODmbw4MFERkbi6elJt27d5Lpw+fJloqKi1Do8VCQmJqoZEnnJq5ubN29ibW0tG+2A2swM1X0SEhIKjFBnZGSo+UFwcnKSjXYALy8vatasSe3atfH19cXX15cuXboUOlCXvwxkZ2fz6tUrteebNGkSkyZN0pi+JHW0sPq5ePFiPD091a7lNfINDQ3ldwNgYWGBjY2NmowWFhYFln/kLc+q87ye5l+nHVRx+vRp9u/fz44dO9TW42vTlly/fp1BgwYVkC0qKkrtWnHtBcCgQYPU/Gakp6fTtm1btY6QvNP/81JS55V59WBlZQXk1tviDPfU1FQePnxI06ZN5Wu6urq4uroWkKFx48Zq56VR30qT92q4ly1bttDpTwKBoORISiUGLm68vHBG6zQGjdyQlEpRFwUCQbGo2gkTExOtOt6NjIyoW7eu2rWkpCQ6dOjA4MGDmTVrFhUrVuTEiRMMGDCArKws+YPVwMBANmwh9+NPR0eH8+fPFxgd0/RRpWL9+vXylEsnJyc6depEZmYmKSkpaoaLJlQfZTdu3CjwEZ4Xc3NzAFJSUqhcuXKReaq4fv267KgvLS0NKysrjev1VbKrPqKL4pNPPuHAgQNs27ZNHunLy9OnTwEKlVE1uqxax6xQKBg6dKjGuJUrV8bMzIwbN24UKdPff/+Nj48PPj4+bNq0icqVK5OcnIyPj88bO3/K/7+lUCjkTgEdHR2OHj3KyZMniYyMZPny5UyePJnTp09rdJA4evRotXNjY+MC1/LTp08fJk+ejIGBAVZWVvJ031OnTtGnTx9mzJiBj48PpqamREREqG3HN336dHr37s2BAwc4dOgQ06ZNIyIigi5dujBw4EB8fHw4cOAAkZGRzJkzh9DQUIYPH05aWhp+fn7yeua8qIyZ4nSjDWlpaTRu3JhNmzYVCMtbflSdcSqMjY25cOEC0dHRREZGMnXqVKZPn87Zs2c1rkGuWrWq2jZfu3btYufOnWr3rVixYqFy2tnZFVsGIbeOxsXFaQyztLQs0E7lRZMu31S/r9sOqqhTpw6VKlVizZo1tG/fXpZHm7ZEW4prLwC+/vprxo4dK597eHgwb948NSO5MPK2r9rMysirc5VOSttZX/7y/K7qm7YI53QCwb8IhY4OBi6ulDEx1Sp+GRNTDBq6osj3ESwQCARvi/Pnz5OTk0NoaCjNmjXDzs6OP/74o9h0Li4uKJVKHj9+TN26ddWOogxwTR+rKodxxeHt7Y25ubna1Mm8qPYdr1OnDiYmJsTHxxebJ+SuS42Li6Nbt24ANGrUiEePHqGrq1vg2VSdAs7OzmqO5jTh5ubGoUOHmD17NgsXLiwQfvXqVapXry7nWRg2NjbFbolWpkwZPvvsMzZt2qTx/alGmW/cuMFff/3F3Llz+eSTT3BwcCh0JOq3336Tf6ekpHDr1i0cHR2LlKMoFAoF7u7uzJgxg4sXL1KuXDl2795dZJrAwECtt8IzNTWlbt26VKtWTW2N7smTJ6lZsyaTJ0/G1dUVW1tb7t27VyC9nZ0do0aNIjIykq5duxIeHi6HWVtbM2jQIHbt2sWYMWPk0f9GjRpx7do1bGxsCpSV/EZHYdjb2/P777/z559/ytfOnlX3j9OoUSNu375NlSpVCtxHtW68MHR1dfH09GT+/PlcuXKFpKQktfXA+ePmzbtKlSoYGBioXSvKcO/duze3bt0q4MgMckd0VTsbuLi4cOPGjVLdorA48pZn1bmqPL9uO6jC3Nyc48ePk5CQQM+ePWX/I9q0JY6Ojpw+fbpIWSG3vShbtmyBJTd5yV8+dHV1qVatmtq1wmjYsCH16tUjNDRUo5Gral/fFFNTU6ysrNSeOTs7m/PnzxebtjTqW2kiDHeB4N+GQkGFvkFQiLMlmTJlcuNp6MkVCASCt0XdunV59eoVy5cv586dO2zYsIFVq1YVm87Ozo4+ffrQr18/du3axd27dzlz5gxz5szhwIEDb0VW1frdAwcO0LFjR44dO0ZSUhLnzp1j3Lhx8nTTMmXK4OnpyYkTJwrkkZmZyaNHj3jw4AEXLlxg9uzZdOrUiQ4dOtCvXz8APD09ad68OZ07dyYyMpKkpCROnjzJ5MmTZU/j06ZNY8uWLUybNo3r168TFxencRSoRYsWHDx4kBkzZqhNy4VcB12qtcmlwaxZs7C2tqZp06asX7+e+Ph4bt++zZo1a3BxcSEtLY0aNWpQrlw5+X3v3buXb775RmN+X3/9NT///DNXr14lMDAQc3Pz196W6/Tp08yePZtz586RnJzMrl27+O9///tGHQHaYmtrS3JyMhERESQmJrJs2TK1DoOXL18ybNgwoqOjuXfvHrGxsZw9e1aWbeTIkRw5coS7d+9y4cIFoqKi5LChQ4fy9OlT/P39OXv2LImJiRw5coT+/fsX8GpeGF5eXtSpU4eAgACuXLlCbGysvCZfNZLZp08fzM3N6dSpEzExMdy9e5fo6GiCg4O5f/9+oXnv37+fZcuWcenSJe7du8f69evJycnRah3669CzZ0969eqFv7+//L7v3bvH/v378fT0lKd/t2rVirS0NK5du1Ygj2fPnvHo0SO1o7DdB0pCbGws8+fP59atW3z33Xds376dESNGAK/fDualSpUqHD9+nBs3buDv7092drZWbcmIESNYs2YN4eHh3Lp1i2nTpmnUS0xMDJ988olWs31eB4VCIcvwySefyI7+rly5wqxZszQ6HHxdRowYwdy5c/npp5+4ceMGQ4YM0apjoDTqW2kiDHeB4F+GokwZ9Os7UWnw6EJH3suYmFJp8Gj06zuhKM7AFwgEglKkQYMGLFq0iHnz5vHRRx+xadMm5syZo1Xa8PBw+vXrx5gxY7C3t6dz586cPXu2xN6/S0KnTp04efIkZcuWpXfv3jg4OODv709qaiozZ86U4w0cOJCIiIgCI0eHDx/GysoKGxsbfH19iYqKYtmyZezZs0ee8q9QKDh48CCffvop/fv3x87Ojs8++4x79+5hYWEB5E5B3b59O3v37qVhw4a0bt2aM2c0L4v6+OOPOXDgAFOmTGH58uVA7trkn376qdh18iWhYsWK/Pbbb3z++eeyE6dPPvmELVu2sGDBAkxNTalcuTJr165l+/bt1KtXj7lz52qcDQC5W1SNGDGCxo0b8+jRI/bt26e2frokmJiY8Ouvv9KuXTvs7OyYMmUKoaGhhXrJL006duzIqFGjGDZsGA0bNuTkyZOEhITI4To6Ovz111/069cPOzs7evbsSdu2bWV/C0qlkqFDh+Lo6Iivry92dnayw7KqVasSGxuLUqnE29sbJycnRo4ciZmZWaG7I+RHR0eHn376ibS0NJo0acLAgQOZPHky8H9+GgwNDfn111+pUaMGXbt2xdHRUd42rKhlMmZmZuzatYvWrVvj6OjIqlWr2LJlS5Gjtm+CQqFg8+bNLFq0iJ9++omWLVvi7OzM9OnT6dSpk7ylV6VKlejSpYvGqf/9+/fHyspK7VDVmzdhzJgxnDt3DhcXF2bOnMmiRYtked6kHcyLpaWlPIOnT58+5OTkFNuW9OrVi5CQEMaNG0fjxo25d++e7JshLxEREaXaXmjCzc2Nc+fOUbduXYKCgnB0dKRjx45cu3atQMfjmzBmzBj69u1LQEAAzZs3x9jYuMjtNFWURn0rTRTSu5wz8v95/vw5pqampKamCud0AsFbQsrJAUni5aVzvLxwhpz0dMoYGmLQyA2Dhq6gUAijXSAQlAjx/104kiTRtGlTRo0ahb+///sWpwArV65k9+7dREZGvm9RBB8gsbGxfPzxxyQkJKg5Yvs3ceXKFby8vEhMTCzSL4YADh06xJgxY7hy5YpW260J3g3iTQgE/1JURrlBQ1cMG/+fkxBJqRRr2gUCgaCUUSgUfP/994U6wHrflC1btlRGEQX/Dnbv3k358uWxtbUlISGBESNG4O7u/q812iHXT8S8efO4e/dukVsDCnKdSoaHhwuj/QNDjLgLBAKBQCDQCvH/LRD8O1i/fj0zZ84kOTkZc3NzPD09CQ0NLXJrRYFA8H4RhrtAIBAIBAKtEP/fAoFAIBC8H8QCV4FAIBAIBAKBQCAQCD5ghOEuEAgEAoFAIBAIBALBB4ww3AUCwQePlG+vzPznAoFAIBAIBALBvxnhKlAgEHywSDk5gETG1fNkXDlLzst0yhgYou/cBH2nxoDY0k4gEAgEAoFA8O9HfPEKBIIPEkmSyLx1lcczR/Ns00oy4s6RlRBPRtw5nm1ayeOZo8m8dZX34F9TIBAINBISEsKXX375Xu5tY2PDkiVLCg3/7LPPCA0NfXcC5aE42ZKSklAoFFy6dAmA6OhoFAoFz549KzTN2rVrMTMzK1U5P0SysrKoW7cuJ0+efOv3Ku49vQmBgYF07ty5VPOcPn06DRs2lM8nTJjA8OHDS/Ueb5P88mvibehN8M9FGO4CgeCDQ8rJIfNmHClrl5KT9lxjnJy056SsXUrmzbj/PzIvEAg+JAIDA1EoFAWOhISE9y1aibl48SI9evTAwsICfX19bG1tCQoK4tatW3KcR48esXTpUiZPnixfy6uDsmXLYmFhgZeXF2vWrCHnHbdbU6ZMYdasWaSmphYbNykpicDAQK3yff78OZMnT8bBwQF9fX0sLS3x9PRk165dWnesWltb8/DhQz766COt4v8bkCSJ77//nqZNm1K+fHnMzMxwdXVlyZIlpKeny/FWrVpFrVq1aNGihXxNU71SKBRERES8j0f5YBg7dizr1q3jzp07b/1eCQkJ9O/fn+rVq6Onp0etWrXw9/fn3LlzpXqfpUuXsnbt2lLNUxOBgYEkJSUVGy9veTM1NcXd3Z3jx4+/dfkEuQjDXSAQfIBIpG77EYr7sM3JIXX7GkCMugsEHyK+vr48fPhQ7ahVq1aJ81Eqle/c0FWxf/9+mjVrRmZmJps2beL69ets3LgRU1NTQkJC5HhhYWG0aNGCmjVrqqVX6SApKYlDhw7RqlUrRowYQYcOHcjOzn5nz/HRRx9Rp04dNm7cWGicTZs2kZiYKJ9L/4+98wyr4ngf9n1AuhQFpBiKBRAVEGMndhCsiBqNGlssUTSo0dhrFI0Fa+xGjIoSjRoNNkQx1tgLEURQATUaY6yIFGHfD7xn/xzPAQ72XzL3de2H3Sn7zOzM7D4zzzwrSSxZsoSHDx9qjP/o0SMaNGjAunXrGDt2LOfOnePw4cN06dKFUaNGaTVJAKCrq4utrS2lSr25HZzZ2dlvLK/iWLt2LU2aNClRmh49ejBs2DACAwOJjY3lwoULTJw4kR07dhAdHQ3k1//3339P37591dKHh4er9a0PcWX2XfZdKysr/P39WbZsWYnSOTs7c+jQIa3jnzlzho8//pirV6+yYsUK4uPj2b59O1WqVGHEiBEllLpozM3N35plyYMHD1iyZInKBNu1a9eIiIgoMp2y7R07dgwrKyvatGnzTiZLPlTe5VgjFHeBQPBBIeXmkhl3ttCV9pfJe/qYzLhzwmGdQPABYmBggK2trcqhq6vLvHnz8PDwwMTEBAcHB4KDg0lPT5fTKc2gd+7cSdWqVTEwMCAtLY2srCxGjhxJ+fLlMTExoW7duiX64C4pGRkZ9OnTh1atWrFz5058fX2pUKECdevWZe7cuaxYsUKOGxkZSdu2bQutg/Lly1OzZk3GjRvHjh072LNnj8pK2qNHj+jXrx/W1taYmZnRrFkzLl68qJLXr7/+Su3atTE0NMTKyoqgoKBCZV+9ejUWFhYcOHBAvta2bdsiV2UrVKhAr169WL58Obdu3SIgIIDbt29jYGCgMf64ceNISUnh5MmT9OrVi6pVq+Lq6kr//v25cOECpUuXVqnLL774AlNTUxwdHVm5cqUc9rKpvCbWrl2Lo6MjxsbGBAUF8c8//6iEK82OV69eTYUKFTA0NASKr1dluvXr1+Ps7Iy5uTmfffYZT58+LVSW12Xz5s1ERESwadMmxo0bR+3atXF2diYwMJCDBw/StGlTAM6ePcu1a9do3bq1Wh4WFhZqfUtZZmX/iYqKws3NDWNjYzp16kRGRgY//vgjzs7OlClThpCQEHJfenc+ffqUrl27YmJiQvny5VmyZIlK+Kv23Zc5ffo01tbWzJo1C9Cu/X/33XfY2NhgampK3759yczMVMu3uDb+ukiSRO/evXFxceHIkSO0bt2aSpUqUaNGDSZPnsyOHTvkuKNHj8bV1RVjY2MqVqzIxIkTycnJUctzxYoVODg4YGxsTOfOnVUmvF42lW/SpAkhISGMGjWKsmXLYmtry5QpU1TkmzJlCo6OjhgYGGBvb09ISIjGshgaGnL79m0CAgK4desWy5cvp3fv3sVOrirbXvXq1Vm2bBnPnz9n//79/PPPP3Tt2pXy5ctjbGyMh4cHmzZtUkn7888/4+HhgZGREZaWlvj6+vLs2TMgf4tMnTp1MDExwcLCAh8fH1JTU+W0O3bsoGbNmhgaGlKxYkWmTp2qMvmpUChYvXo1QUFBGBsb4+Liws6dO1Xuv3PnTlxcXDA0NKRp06b8+OOPattyjh49SsOGDTEyMsLBwYGQkBBZRsif6Jk2bRo9e/bEzMyMAQMGkJ2dzZAhQ7Czs8PQ0BAnJydmzpxZZD2+Cu/VOV1OTo7GBiwQCP676OnpkXnpdInSZMadxsirthhPBIK3jLKPPXmiOrFmYGBQqHKnCR0dHRYtWkSFChW4fv06wcHBjBo1iqVLl8pxMjIymDVrFqtXr8bS0pJy5coxZMgQ4uPjiYyMxN7enu3btxMQEEBcXBwuLi6vVKa8vDx0CnFyuW/fPu7fv8+oUaM0hitXwh48eEB8fDy1atXS6p7NmjXDy8uLbdu20a9fPwA+/fRTjIyM2LNnD+bm5qxYsYLmzZtz9epVypYty65duwgKCmL8+PGsW7eO7Oxsdu/erTH/2bNnM3v2bKKjo6lTp458vU6dOoSGhpKVlaXxeTVo0IDY2Fh8fX05duwYv/76Ky1bttR4j7y8PCIjI+nevTv29vZq4QWVdoCwsDCmTZvGuHHj+Pnnnxk0aBCNGzfGzc2t2Po6efIkffv2ZebMmbRv3569e/cyefJktXjJycls3bqVbdu2oaurCxRfr5C/yvjLL78QFRXFw4cP6dy5M9999x2hoaHFyvYqRERE4ObmRmBgoFqY0gQZ4MiRI7i6umJqalrie2RkZLBo0SIiIyN5+vQpHTp0ICgoCAsLC3bv3s3169fp2LEjPj4+dOnSRU43Z84cxo0bx9SpU9m3bx9Dhw7F1dUVPz8/4NX7bkEOHjxIhw4dmD17tuwTorjntHnzZqZMmcKSJUv45JNPWL9+PYsWLaJixYoqedepU4dbt26RkpKCs7NzieutOC5cuMDly5fZuHGjxnGj4Oq4qakpa9euxd7enri4OPr374+pqanKeJKcnMzmzZv59ddfefLkCX379iU4OLjIVe8ff/yRr7/+mpMnT3LixAl69+6Nj48Pfn5+bN26lfnz5xMZGUm1atW4e/eu2gSIEmNjY2bMmMHu3btp164dL1684ODBg+jp6WldH0ZGRkD+qnNmZiYff/wxo0ePxszMjF27dtGjRw8qVapEnTp1uHPnDl27dmX27NkEBQXx9OlTjhw5giRJvHjxgvbt29O/f382bdpEdnY2p06dQqFQAPl9oWfPnixatIiGDRty7do1ue0UHAumTp3K7NmzmTNnDosXL6Z79+6kpqZStmxZbty4QadOnRg6dCj9+vXj/PnzjBw5UqU8165dIyAggOnTp7NmzRr+/vtvhgwZwpAhQwgPD5fjzZ07l0mTJsn3XrRoETt37mTz5s04Ojpy8+ZNbt68qXU9ast7Vdyjo6MxNjZ+nyIIBIIPCCMjI1q0aEHe84ziIxcg73n+TGhsbCzPnz9/G6IJBAKQ9946ODioXJ88ebLKqo+SqKgoFQWuZcuWbNmyhWHDhsnXnJ2dmT59OgMHDlT5+M/JyWHp0qV4eXkBkJaWRnh4OGlpabKiOHLkSPbu3Ut4eDgzZszQKPO1a9eYOHEiMTExlClThqCgIHr06EG1atWIi4tj3Lhx/PrrrxrTJiUlAVClSpUi6yUtLQ1JkjQqsIVRpUoVLl26BOSv8Jw6dYp79+7JCvXcuXP55Zdf+PnnnxkwYAChoaF89tlnTJ06Vc5DWTcFGT16NOvXr+e3336jWrVqKmH29vZkZ2dz9+5dNZN+yFeQv/nmGxo0aICenh4LFizgxIkTjBs3Tl7NVXL//n0ePnxYbN0oadWqFcHBwbKM8+fPJzY2VivFfeHChQQEBMgKj6urK8ePH2fv3r0q8bKzs1m3bh3W1taAdvUK+ZMQa9eulRXkHj16cODAgbemuCclJWlV7tTU1ELbVNeuXeXJCSXx8fE4OjoC+f1n2bJlVKpUCYBOnTqxfv16/vrrL0qXLk3VqlVp2rQpsbGxKoq7j48PY8aMAfLr+dixY8yfP19W3F+l7xZk+/bt9OzZk9WrV8v31eY5LViwgL59+8rbBqZPn05MTIzaqruyvlJTU9+K4q7tmAD5fiWUODs7M3LkSCIjI1UU98zMTNatW0f58uUBWLx4Ma1btyYsLAxbW1uN+Xp6esoKo4uLC99//z0HDhzAz8+PtLQ02c+Enp4ejo6OKpN3BcnMzGTGjBmcPHmSJk2aUKtWLXx9fZkzZ06haQqSkZHBhAkT0NXVpXHjxpQvX15FEf7qq6/Yt28fmzdvlhX3Fy9e0KFDB3n88fDwAPInPx8/fkybNm3kNuvu7i7nNXXqVMaMGUOvXr0AqFixItOmTWPUqFEqinvv3r3p2rUrADNmzGDRokWcOnWKgIAAVqxYgZubG3PmzAHAzc2NP/74Q6Wfz5w5k+7du8vt3MXFhUWLFtG4cWOWLVsmj4PNmjVT2RaRlpaGi4sLn3zyCQqFQuP4+iZ4r4p7ixYtMDMze58iCASCDxAdo5JN6OkYmQDI5oUCgeDtoFxpv3nzpsr7u7DV9qZNm6rsNzUxye+rMTExzJw5kytXrvDkyRNevHhBZmYmGRkZ8oS+vr4+np6ectq4uDhyc3NxdXVVuUdWVhaWlpaFyjx8+HB8fHwYO3Ys169fZ9OmTdSunW+hY2VlpaIIv4y2ztWUE4YvK7dFIUmSvJp08eJF0tPT1crx/Plzec/5hQsX6N+/f5F5hoWF8ezZM86cOaO2Egn/tzpW0PlZQZKSkggPD0dXV5cpU6YQHh7O0qVLycjIUCtbSf/oUfBZKhQKbG1tuXfvnlZpExIS1LYF1K9fX01xd3JykpV20K5eIV+pKriqbWdnV6RsaWlpVK1aVT5/8eIFOTk5KpNU48aNY9y4cRrTl6RdFdam5s+fj6+vr8q1gkq+sbGxrAAB2NjY4OzsrCKjjY2NWjnr16+vdl7Q0/yr9F0lJ0+eJCoqip9//lnF/Fub55SQkMDAgQPVZIuNjVW5VlwbBxg4cKCKr4eMjAxatmypMhFS0Py/ICVp9z/99BOLFi3i2rVrpKen8+LFCzW9x9HRUVbalWXKy8sjMTGxSMW9IAXb66effsqCBQuoWLEiAQEBtGrVirZt22r0H5GRkYGNjQ179+6lT58+DBw4kP79+3PixIkiFXflpNHz58+xtrbmhx9+wNPTk9zcXGbMmMHmzZu5ffs22dnZZGVlye3Cy8uL5s2b4+Hhgb+/Py1atKBTp06UKVOGsmXL0rt3b/z9/fHz88PX15fOnTtjZ2cH5LeRY8eOqSjZubm5am2vYN2YmJhgZmYm101iYiK1a9dWKcvL5bx48SKXLl1SsXiQJIm8vDxu3LghTya8bF3Vu3dv/Pz8cHNzIyAggDZt2tCiRYtC6/BVea+Ku56eXonMMQQCwb8fKTcXQ8/aZMZp75nV0KM2Um6uGE8EgreMso+ZmZlpNfFuYmJC5cqVVa6lpKTQpk0bBg0aRGhoKGXLluXo0aP07duX7Oxs+QPMyMhIVmwh/0NaV1eXs2fPqq00vmyWXZB169bJ5qseHh4EBgaSlZXFw4cPC/0wVqKcJLhy5YqaQlMQKysrAB4+fKiiOBZFQkKCvJc0PT0dOzs7jfv1lbIrFZKiaNiwIbt27WLz5s3yqmlBHjx4AFCojJ9//jmA7F1aoVAwePBgjXGtra2xsLDgypUrxcoFqI3PCoXijTstU04MKdGmXl9FNnt7e5X9+Nu2bWPr1q0qH/tKM3xNuLq6alVvVlZWxMXFaQyztbVV61sF0VSm130Gr9p3lVSqVAlLS0vWrFlD69atZXm0fU7aUFwbB/j2229VVoabNGnCrFmzqFu3brH5FxwTvL29C4134sQJunfvztSpU/H398fc3JzIyMg38kvGop6jg4MDiYmJxMTEsH//foKDg5kzZw6//fabWrqyZcuq9e9KlSqpTPhoQjlpZG5urlLPc+bMYeHChSxYsED2gzBs2DDZeZuuri779+/n+PHjREdHs3jxYsaPH8/JkyepUKEC4eHhhISEsHfvXn766ScmTJjA/v37qVevHunp6UydOpUOHTqoyVNwcut123h6ejpffvmlRr8ASmsWUB9ratasyY0bN9izZw8xMTF07twZX19ffv75Z63vrQ3vVXEXCASCl1Ho6mLo8TE6pc20clCnY2qOoUdNFDq6xcYVCATvn7Nnz5KXl0dYWJi8R3Tz5s3FpvP29iY3N5d79+7RsGFDre+n6cNf6TCuOFq0aIGVlRWzZ89m+/btauGPHj3CwsKCSpUqYWZmRnx8vJpFgCYOHjxIXFwcw4cPB/I/+u7evUupUqUKNe/19PTkwIED9OnTp9B869Spw5AhQwgICKBUqVJq+zf/+OMPPvroI3mioTCcnZ2L/QWVjo4On332GevXr2fy5MlqJt3p6ekYGhq+EU/x7u7unDx5UuXa77//Xmw6ber1VShVqpSK0lyuXDmMjIyKVKQL0q1bNz777DN27Nihts9dkiSePHmCubk53t7eLFu2TMU6423zcr3+/vvv8irjq/ZdJVZWVmzbto0mTZrQuXNnNm/ejJ6enlbPSdkGevbsWaiskN/G9fT01LaJFKRcuXIq++5LlSpF+fLltXp+NWrUoGrVqoSFhdGlSxe1fe7KMeH48eM4OTmp/B6yoKM1JWlpafz5559y//n999/R0dHRaitFYRgZGdG2bVvatm3L4MGDqVKlCnFxcdSsWbPQNCX55Vxhk0bHjh0jMDBQngDMy8vj6tWrKtYpCoUCHx8ffHx8mDRpEk5OTmzfvp2vv/4ayB/nvb29GTt2LPXr12fjxo3Uq1ePmjVrkpiYqHUf04Sbm5uaX5DTp1V9KtWsWZP4+PhXuo+ZmRldunShS5cudOrUiYCAAB48eFDkJF5JEV7lBQLBB4gC8859oRCHUTI6Oph/+gXwbj5oBALB61O5cmVycnJYvHgx169fZ/369SxfvrzYdK6urnTv3p2ePXuybds2bty4walTp5g5cya7du16K7KamJiwevVqdu3aRbt27YiJiSElJYUzZ84watQo2XRXR0cHX19fjh49qpZHVlYWd+/e5fbt25w7d44ZM2YQGBhImzZtZCXE19eX+vXr0759e6Kjo0lJSeH48eOMHz9e/i/05MmT2bRpE5MnTyYhIYG4uDjZI3dBGjRowO7du5k6daqKiTPkO3h6k+aboaGhODg4ULduXdatW0d8fDxJSUmsWbMGb2/vQs2NS4pyFW7u3LkkJSXx/fffq5nJa0Kben0fdO7cmS5dutC1a1dmzJjBmTNnSE1NJSoqCl9fX9n8u2nTpqSnp3P58mW1PB49esTdu3dVjoKer1+VY8eOMXv2bK5evcqSJUvYsmULQ4cOBV697xakXLlyHDx4kCtXrtC1a1devHih1XMaOnQoa9asITw8nKtXrzJ58mSN9XLkyBHZI/jbQKFQyDI0bNhQdvR36dIlQkND5YkYFxcX0tLSiIyM5Nq1ayxatEjj5J+hoSG9evXi4sWLHDlyhJCQEDp37qzVxKIm1q5dyw8//MAff/zB9evX2bBhA0ZGRm9tz3VBXFxc5BX1hIQEvvzyS/766y85/OTJk3J7T0tLY9u2bfz999+4u7tz48YNxo4dy4kTJ0hNTSU6OpqkpCR50mjSpEmsW7eOqVOncvnyZRISEoiMjFTxI1AcX375JVeuXGH06NFcvXqVzZs3yxMWyomx0aNHc/z4cYYMGcKFCxdISkpix44dDBkypMi8582bx6ZNm7hy5QpXr15ly5Yt2NravvFf+QnFXSAQfHAodHQwcPOgTO+h6Jiaa4yjY2pOmd5DMXDzQFGcgi8QCD4YvLy8mDdvHrNmzaJ69epERERo/duc8PBwevbsyYgRI3Bzc6N9+/acPn1axYTxTRMYGMjx48fR09OjW7duVKlSha5du/L48WOmT58ux+vXrx+RkZFqZpl79+7Fzs4OZ2dnAgICiI2NZdGiRezYsUM2+VcoFOzevZtGjRrRp08fXF1d+eyzz0hNTcXGxgbIN+fdsmULO3fupEaNGjRr1oxTp05plPmTTz5h165dTJgwgcWLFwP5jqh++eWXYvfJl4SyZcvy+++/8/nnnzN9+nS8vb1p2LAhmzZtYs6cObJ39NelXr16rFq1ioULF+Ll5UV0dLRWH+za1Ov7QKFQsHHjRubNm8cvv/xC48aN8fT0ZMqUKQQGBuLv7w+ApaUlQUFBGj2M9+nTBzs7O5VD+axfhxEjRnDmzBm8vb2ZPn068+bNk+V5nb5bEFtbW9nqpHv37uTl5RX7nLp06cLEiRMZNWoUH3/8MampqQwaNEgt78jIyDfaxjVRp04dzpw5Q+XKlenfvz/u7u60a9eOy5cvy5Nl7dq1Y/jw4QwZMoQaNWpw/PhxJk6cqJZX5cqV6dChA61ataJFixZ4enqqOPorKRYWFqxatQofHx88PT2JiYnh119/LdIPyJtiwoQJ1KxZE39/f5o0aYKtra2KLwMzMzMOHz5Mq1atcHV1ZcKECYSFhdGyZUuMjY25cuUKHTt2xNXVlQEDBjB48GC+/PJLAPz9/YmKiiI6OpratWtTr1495s+fX6IJiQoVKvDzzz+zbds2PD09WbZsmWwRofTT4unpyW+//SZPzHh7ezNp0qRiHY+ampoye/ZsatWqRe3atUlJSWH37t2F/rHkVVFIJfUu8gZQmgA9fvxYOKcTCASFIuXlARKZcefIjDtN3vNn6BiZYOhRG0OPmoBCKO0CwTtEvL8LR5Ik6taty/Dhw2Wvxh8Sy5YtY/v27URHR79vUQQl4NKlS/j5+XHt2rUifTkIYM+ePYwYMYJLly69kS0agn8/oaGhLF++/K38uu1tIFq1QCD4YFEq5YbVa2Lk9X+eQKXcXLGnXSAQfFAoFApWrlxZqDOx942ent4bWZEVvFs8PT2ZNWsWN27ckH+dJdDMs2fPCA8PF0q7oFCWLl1K7dq1sbS05NixY8yZM6dYM/gPCbHiLhAIBAKBQCvE+1sgEAgE/6sMHz6cn376iQcPHuDo6EiPHj0YO3bs/8xkj1DcBQKBQCAQaIV4fwsEAoFA8H4Qm0MFAoFAIBAIBAKBQCD4gBGKu0AgeGdIublFngsEAoFAIBAIBAJ1/jcM+gUCwf80Su/wWVfOkRl/DikzA4WhMYZVa2LgLrzDCwQCgUAgEAgERSG+lAUCwVtFkiSyr13m/vzRPN66iqyEs2TfSCAr4SyPt67i/vzRZF+7zHtwtyEQCATvjN69e6v801gTTZo0YdiwYe9EHsH/Ntq0J2dnZ/m/4pD/54Nffvml0PgpKSkoFAouXLjwRmT8kOnRowczZsx46/fR5jm9KmvXrsXCwuKN5nno0CEUCgWPHj0CYO/evdSoUYO8vLw3ep/XITExEVtbW54+ffrO7z1lyhRq1KhRaPjbri+huAsEgreGlJdHdvIfPIpcQt6zJxrj5D17wqPIJWQn//H/V+YFAsG/gd69e6NQKNSO5OTk9y1aiTl//jyffvopNjY2GBoa4uLiQv/+/bl69eobvc+2bduYNm3aG81TE02aNCk2jlKJUx6Wlpa0aNGC8+fPv3X5/q1oU++QP+G9cuVK6tatS+nSpbGwsKBWrVosWLCAjIwMre93+vRpBgwY8IrS/m8SGxtLq1atsLS0xNjYmKpVqzJixAhu374tx7l48SK7d+8mJCREvtakSRON49XAgQPfRzE+GAICAtDT0yMiIuKt3+vJkyeMHz+eKlWqYGhoiK2tLb6+vmzbtk1lcWfs2LF89dVXmJqaAv832aBQKNDR0cHc3Bxvb29GjRrFnTt33rrcBXnb9SUUd4FA8BaReLLzR5CKUcilPJ78ug4Qq+4Cwb+JgIAA7ty5o3JUqFChxPnk5ua+txWfqKgo6tWrR1ZWFhERESQkJLBhwwbMzc2ZOHHiG71X2bJl5Y/RN83Vq1eJjIxUuXbu3DmioqKKTBcTE8OdO3fYt28f6enptGzZUl6N+y+Sk5NTovjHjh0jJiZG5VpMTAzHjx8vNE2PHj0YNmwYgYGBxMbGcuHCBSZOnMiOHTuIjo7W+t7W1tYYGxuXSN6ikCSJFy9evLH8ikI5cVQSVqxYga+vL7a2tmzdupX4+HiWL1/O48ePCQsLk+MtXryYTz/9lNKlS6uk79+/v9p4NXv27DdSnjdNSdvh69C7d28WLVpU4jRTpkzROv6jR49o0KAB69atY+zYsZw7d47Dhw/TpUsXRo0axePHjwFIS0sjKiqK3r17q+WRmJjIn3/+yenTpxk9ejQxMTFUr16duLi4Esn+urxKfWmLUNwFAsFbQcrNJSvhXKEr7S+Tl/6YrITzwmGdQPAvwsDAAFtbW5VDV1eXefPm4eHhgYmJCQ4ODgQHB5Oeni6nU5qA7ty5k6pVq2JgYEBaWhpZWVmMHDmS8uXLY2JiQt26dTl06NBbkz8jI4M+ffrQqlUrdu7cia+vLxUqVKBu3brMnTuXFStWAPkTC3379qVChQoYGRnh5ubGwoULNeY5depUrK2tMTMzY+DAgWRnZ8thL5vKOzs7M2PGDL744gtMTU1xdHRk5cqVcnh2djZDhgzBzs4OQ0NDnJycmDlzpsb7WllZERsbS+fOnXn06BGTJk1i7NixVKxYscg6sLS0xNbWllq1ajF37lz++usvTp48ybVr1wgMDMTGxobSpUtTu3ZtNQV16dKluLi4YGhoiI2NDZ06dZLDfv75Zzw8PDAyMsLS0hJfX1+ePXsmh69evRp3d3cMDQ2pUqUKS5culcOUSt22bdto2rQpxsbGeHl5ceLECZX7r1q1CgcHB4yNjQkKCmLevHlqpsU7duygZs2aGBoaUrFiRaZOnaqinCoUCpYtW0a7du0wMTEhNDSUhw8f0r17d6ytrTEyMsLFxYXw8HCN9efo6MiKFSsIDg7m6dOnBAcHs3LlShwcHDTG37x5MxEREWzatIlx48ZRu3ZtnJ2dCQwM5ODBgzRt2lQl/ty5c7Gzs8PS0pLBgwerKHQvm8q/zKlTp/D29sbQ0JBatWqpWVMoVzL37NnDxx9/jIGBAUePHiUvL4+ZM2fK7d3Ly4uff/5ZLd2BAweoVasWxsbGNGjQgMTExEJleV1u3bpFSEgIISEhrFmzhiZNmuDs7EyjRo1YvXo1kyZNAvL76s8//0zbtm3V8jA2NlYbr5S/vVS2uc2bN9OwYUOMjIyoXbs2V69e5fTp09SqVYvSpUvTsmVL/v77b7W8i+r3e/fu5ZNPPsHCwgJLS0vatGnDtWvX5HDlvX/66ScaN26MoaGhxhXdv//+m1q1ahEUFERWVlaxzwlg9+7duLq6YmRkRNOmTUlJSVHLt23btpw5c0ZFpjfNuHHjSElJ4eTJk/Tq1YuqVavi6upK//79uXDhgjzJsnnzZry8vChfvrxaHuXKlcPW1hZXV1c+++wzjh07hrW1NYMGDVKJV9TYAvltqWvXrpQtWxYTExNq1arFyZMnNcp97do1KlasyJAhQ2SrgLdZX+/VOV1OTs47nTESCATvDj09PTLjz5UoTWbCWQyr1RLjgkDwgaLsm0+eqE7IGRgYYGBgoHU+Ojo6LFq0iAoVKnD9+nWCg4MZNWqUygdURkYGs2bNYvXq1VhaWlKuXDmGDBlCfHw8kZGR2Nvbs337dgICAoiLi8PFxeWVypSXl4dOIc4x9+3bx/379xk1apTGcKUSmJeXx0cffcSWLVuwtLTk+PHjDBgwADs7Ozp37izHP3DgAIaGhhw6dIiUlBT69OmDpaUloaGhhcoXFhbGtGnTGDduHD///DODBg2icePGuLm5sWjRInbu3MnmzZtxdHTk5s2b3Lx5U2M+ZcuWZcWKFaxcuZItW7ZQrVo19u3bp2Ut5WNkZATkTxikp6fTqlUrQkNDMTAwYN26dbRt25bExEQcHR05c+YMISEhrF+/ngYNGvDgwQOOHDkCwJ07d+jatSuzZ88mKCiIp0+fcuTIEfnDNyIigkmTJvH999/j7e3N+fPn6d+/PyYmJvTq1UuWZ/z48cydOxcXFxfGjx9P165dSU5OplSpUhw7doyBAwcya9Ys2rVrR0xMjJqFxJEjR+jZsyeLFi2iYcOGXLt2TTYtnzx5shxvypQpfPfddyxYsIBSpUoxceJE4uPj2bNnD1ZWViQnJ/P8+XONdebg4MCWLVvkVUR/f381RaEgERERuLm5ERgYqBamUCgwNzeXz2NjY7GzsyM2Npbk5GS6dOlCjRo16N+/f5HPESA9PZ02bdrg5+fHhg0buHHjBkOHDtUYd8yYMcydO5eKFStSpkwZZs6cyYYNG1i+fDkuLi4cPnyYzz//HGtraxo3biynGz9+PGFhYVhbWzNw4EC++OILjh07Vqxsr8KWLVvIzs4utq9eunSJx48fU6tWrVe6z+TJk1mwYAGOjo588cUXdOvWDVNTUxYuXIixsTGdO3dm0qRJLFu2TE5TXL9/9uwZX3/9NZ6enqSnpzNp0iSCgoK4cOGCytg0ZswYwsLC5MmWgv335s2b+Pn5Ua9ePX744Qd0dXUJDQ0t8jndvHmTDh06MHjwYAYMGMCZM2cYMWKEWpkdHR2xsbHhyJEjVKpU6ZXqrSjy8vKIjIyke/fu2Nvbq4UXtIw4cuSI1s/OyMiIgQMHMnz4cO7du0e5cuWKHVvS09Np3Lgx5cuXZ+fOndja2nLu3DmNFl+XLl3C39+fvn37Mn36dPn626yv96q4R0dHv1ETHoFA8GFgZGREixYtkDK134sHyPFjY2ML/QgSCATvD+X+2pdXCydPnqzRLDIqKkrlo6tly5Zs2bJFbVV5+vTpDBw4UEWhycnJYenSpXh5eQH5JpLh4eGkpaXJH3cjR45k7969hIeHF+po6tq1a0ycOJGYmBjKlClDUFAQPXr0oFq1asTFxTFu3Dh+/fVXjWmTkpIAqFKlSpH1oqenx9SpU+XzChUqcOLECTZv3qyiuOvr67NmzRqMjY2pVq0a3377Ld988w3Tpk0rdPKgVatWBAcHAzB69Gjmz59PbGwsbm5upKWl4eLiwieffIJCocDJyalQGR8+fMj48eO5f/8+Xl5eVKpUiZYtW7JgwQLc3NyKLB/km7JOmzaN0qVLU6dOHWxsbORnAzBt2jS2b9/Ozp07GTJkCGlpaZiYmNCmTRtMTU1xcnLC29sbyFfcX7x4QYcOHWSZPTw85LwmT55MWFgYHTp0kOszPj6eFStWqCjuI0eOpHXr1kD+ima1atVITk6mSpUqLF68mJYtWzJy5EgAXF1dOX78uMrWgKlTpzJmzBg5z4oVKzJt2jRGjRqlorh369aNPn36yOdpaWl4e3vLCoSzs3Oh9Xb79m1GjBhBmTJlqFmzJg8fPuSzzz4jLCxM46phUlKSVs8DoEyZMnz//ffo6upSpUoVWrduzYEDB7RS3Ddu3EheXh4//PADhoaGVKtWjVu3bqmtTgJ8++23+Pn5AZCVlcWMGTOIiYmhfv36QH69HT16lBUrVqgo7qGhofL5mDFjaN26NZmZmRgaGmpVvpKQlJSEmZkZdnZ2RcZLTU1FV1eXcuXKqYUtXbqU1atXq1xbsWIF3bt3l89HjhyJv78/AEOHDqVr164cOHAAHx8fAPr27cvatWtV8iiu33fs2FEl/po1a7C2tiY+Pp7q1avL14cNGyb3iYIkJibi5+dHUFAQCxYsQKFQaPWcli1bRqVKleRtBG5ubsTFxTFr1iy1e9jb25Oamlpovb4O9+/f5+HDh8WOs5D//Eoy6aLMMyUlhXLlyhU7tmzcuJG///6b06dPU7ZsWQAqV66slu/x48dp06YN48eP1zjZ8bbq670q7i1atJBNUAQCwb8PhWHJJuaU8V82BRQIBB8GypX2mzdvqry/C1ttb9q0qcrKk4mJCZC/x3fmzJlcuXKFJ0+e8OLFCzIzM8nIyJAn9PX19fH09JTTxsXFkZubi6urq8o9srKysLS0LFTm4cOH4+Pjw9ixY7l+/TqbNm2idu3a5OTkYGVlpaJwv0xJ/naxZMkS1qxZQ1paGs+fPyc7O1vN+7CXl5fKgkX9+vVJT0/n5s2bhSrdBetAoVBga2vLvXv3gPy9lH5+fri5uREQEECbNm1o0aKFxnzu3btHw4YN6dq1K02aNOHbb7/l3LlzXL16tUhFsUGDBujo6PDs2TMqVqzITz/9hI2NDenp6UyZMoVdu3bJivjz589JS0sDwM/PDycnJypWrEhAQAABAQEEBQXJZu3NmzfHw8MDf39/WrRoQadOnShTpgzPnj3j2rVr9O3bV0UBffHihcpq88t1o1TY7t27R5UqVUhMTCQoKEglfp06dVQU94sXL3Ls2DEVi4fc3Fy1tviyojBo0CA6duzIuXPnaNGiBe3bt6dBgwYa6y8lJYV+/frh6+tLkyZNWLZsGTExMaSkpGhU3EvS5qpVq4aurq5KHWi7nzchIQFPT08VJVqp4L1MwfInJyeTkZEhK/JKsrOz5YkZJYU9H0dHx0LLo1R2lPVQcOKvYcOG7NmzR2NaSZK02hP//PlzDAwMNMbt3r0748ePV7lmY2Ojcl6wTMqwgpNONjY2cv9UUly/T0pKYtKkSZw8eZL79+/Lq7tpaWkqirsmhfX58+c0bNiQbt26qWyL0OY5JSQkULduXZXwwtqAkZFRkY4RIyIi+PLLL+XzrKwsFAoFc+fOla/t2bOHhg0bqqUtSZt//vx5iSZ+lHkrFAqtxpYLFy7g7e0tK+2aSEtLw8/Pj9DQ0EL/AlJcfb0q71Vx19PTQ09P732KIBAI3hJSbi6GVWuSlXBW6zSG7h8j5eaKcUEg+EBR9k0zMzOtJt5NTEzUVitSUlJo06YNgwYNIjQ0lLJly3L06FH69u1Ldna2/IFrZGSk8nGdnp6Orq4uZ8+eVVFWADUnUwVZt26dbCbr4eFBYGAgWVlZPHz4EFtb2yLlV04SXLlypdAPWoDIyEhGjhxJWFgY9evXx9TUlDlz5hS6L7IkvDweKhQK+cO+Zs2a3Lhxgz179hATE0Pnzp3x9fVV28cK+atpLyvoNWvWpGbNmkXe/6effqJq1apYWlqq7A8fOXIk+/fvZ+7cuVSuXBkjIyM6deok7901NTXl3LlzHDp0iOjoaCZNmsSUKVM4ffo0FhYW7N+/n+PHjxMdHc3ixYsZP348J0+elJ//qlWr1JSKl597wbpRtpWSODFMT09n6tSpGlcxCyoHygknJS1btiQ1NZXdu3ezf/9+mjdvzuDBg1WUFCXKldiC+Pr6FiqTq6srV65c0Ur+otrGm6Rg+ZW+KHbt2qU28fDyBF5Jn8/u3bvl7Ti3b9+mSZMmKr+mU27V0ISrqyuPHz/mzp07Ra66W1lZkZGRQXZ2Nvr6+iph5ubmGldXiyvTy9dK+gzatm2Lk5MTq1atwt7enry8PKpXr66yDx7U2yHk17mvry9RUVF888038jMpyXPShgcPHmBtbV1oeLt27VT66+jRoylfvryK535NE1WQ70TRwsJCq3ZvZWXFw4cPtZY7ISEByLeKUdZJUWNLUW2soLz29vZs2rSJL774QuO7sLj6elWEczqBQPBWUOjqYuBeEx0T7axqdEqbY+DujeKlDzOBQPDv4uzZs+Tl5REWFka9evVwdXXlzz//LDadt7c3ubm53Lt3j8qVK6scRSngmv5zrHSaVxwtWrTAysqqUM/SSu/qx44do0GDBgQHB+Pt7U3lypU1Oia6ePGiyjag33//ndKlSxfqqEwbzMzM6NKlC6tWreKnn35i69atPHjwoMg0JXHo5+DgQKVKldTq8dixY/Tu3ZugoCA8PDywtbVVc2xVqlQpfH19mT17NpcuXSIlJYWDBw8C+QqOj48PU6dO5fz58+jr67N9+3ZsbGywt7fn+vXras+5JH8kcHNz4/Tp0yrXXj6vWbMmiYmJavepXLlyoVsXlFhbW9OrVy82bNjAggULVJwGFoY29d6tWzeuXr3Kjh071MIkSZK9a78u7u7uXLp0iczMTPna77//Xmy6gs4iX66z12nHAE5OTnJeSguUgvkXpvgBdOrUCX19/WL7qtIKJj4+/rVkLQlF9ft//vmHxMREJkyYQPPmzXF3dy+RYqqjo8P69ev5+OOPadq0qTyWavOc3N3dOXXqlEp+mtpAZmYm165dU7OoKIipqanKPUxNTSlbtqzKtcKUYh0dHT777DMiIiI0vgvS09Nlh5He3t5aP7vnz5+zcuVKGjVqhLW1tVZji6enJxcuXChyDDUyMiIqKgpDQ0P8/f3V/ievTX29KkJxFwgEbxEFZu16gaKYoUahg1nbnkDJfv0iEAj+96hcuTI5OTksXryY69evs379epYvX15sOldXV7p3707Pnj3Ztm0bN27c4NSpU8ycOZNdu3a9FVlNTExYvXo1u3btkh2cpaSkcObMGUaNGiX/49nFxYUzZ86wb98+rl69ysSJE9WURMg3U+3bty/x8fHs3r2byZMnM2TIkGKVxMKYN28emzZt4sqVK1y9epUtW7Zga2urcbLiTePi4sK2bdu4cOECFy9epFu3biorjVFRUSxatIgLFy6QmprKunXryMvLw83NjZMnTzJjxgzOnDlDWloa27Zt4++//8bd3R3I33s+c+ZMFi1axNWrV4mLiyM8PJx58+ZpLd9XX33F7t27mTdvHklJSaxYsYI9e/aoWHFMmjSJdevWMXXqVC5fvkxCQgKRkZFMmDChyLwnTZrEjh07SE5O5vLly0RFRcmyvy6dO3emS5cudO3aVa6j1NRUoqKi8PX1JTY29o3cp1u3bigUCvr37y+3R00WAy9jamrKyJEjGT58OD/++CPXrl3j3LlzLF68mB9//PGNyPYqODg4MH/+fBYuXEjfvn357bffSE1N5dixY3z55ZdMmzYNyJ9wqVmzJkePHlXLIyMjg7t376ocJVGiC6Oofl+mTBksLS1ZuXIlycnJHDx4kK+//rpE+evq6hIREYGXlxfNmjXj7t27Wj2ngQMHkpSUxDfffENiYiIbN25U258P+cq8gYFBkVZHr0toaCgODg7UrVuXdevWER8fT1JSEmvWrMHb21teLff39+fEiRPkavgD0b1797h79y5JSUlERkbi4+PD/fv3VbZrFTe2dO3aFVtbW9q3b8+xY8e4fv06W7duVftjhYmJCbt27aJUqVK0bNlS5a8ob7O+hOIuEAjeGgodHfQrV8fis8HolDbXGEentDkWnw1Gv3J1FK/48SoQCP538PLyYt68ecyaNYvq1asTERFR6C/MXiY8PJyePXsyYsQI3NzcaN++PadPny50z+ybIDAwkOPHj6Onp0e3bt2oUqUKXbt25fHjx7In4S+//JIOHTrQpUsX6tatyz///CM7lCtI8+bNcXFxoVGjRnTp0oV27dqV6F/HL2Nqasrs2bOpVasWtWvXJiUlhd27d7/yREBJmDdvHmXKlKFBgwa0bdsWf39/FbN7CwsLtm3bRrNmzXB3d2f58uVs2rSJatWqYWZmxuHDh2nVqhWurq5MmDCBsLAwWrZsCUC/fv1YvXo14eHheHh40LhxY9auXVuiFXcfHx+WL1/OvHnz8PLyYu/evQwfPlzFBN7f35+oqCiio6OpXbs29erVY/78+UU6+YN8/wtjx47F09OTRo0aoaurS2RkZAlrUDMKhYKNGzcyb948fvnlFxo3boynpydTpkwhMDBQdoz2upQuXZpff/2VuLg4vL29GT9+vEanZJqYNm0aEydOZObMmbi7uxMQEMCuXbtK9HzeBsHBwURHR3P79m2CgoKoUqUK/fr1w8zMTHZSCPntS9Pv1FatWoWdnZ3K0bVr19eWq6h+r6OjQ2RkJGfPnqV69eoMHz6cOXPmlPgepUqVkvtXs2bNuHfvXrHPydHRka1bt/LLL7/g5eXF8uXLNTr53LRpE927d3+rDsXLli3L77//zueff8706dPx9vamYcOGbNq0iTlz5sh70Fu2bEmpUqXUfj0J+VY29vb2fPzxx3z33Xf4+vryxx9/ULVqVTlOcWOLvr4+0dHRlCtXjlatWuHh4cF3332ntk0H8vvQnj17kCSJ1q1by7+zfJv1pZBK4hHgDfHkyRPMzc15/PixcE4nEPwHkPLyAImshPNkJpxFysxAYWiMofvHGLh7AwqhtAsE/wOI97fgf5n+/ftz5coV+bd0gv8mz58/x83NjZ9++umtriL/G7h//z5ubm6cOXPmvU/MKFmyZAk7d+4s8e8s3wVvu77eq3M6gUDw30CplBtU8caw2v95RZVyc1HoiD3tAoFAIHjzzJ07Fz8/P0xMTNizZw8//vhjkf9QF/w3MDIyYt26ddy/f/99i/LBk5KSwtKlSz8YpR3yLZwePXrE06dPMTU1fd/iqPC260usuAsEAoFAINAK8f4W/C/RuXNnDh06xNOnT6lYsSJfffWV7JdAIBAI/tcQK+4CgUAgEAgEgn8dmzdvft8iCAQCwRtDbCoVCAQCgUAgEAgEAoHgA0Yo7gKBQCAQCAQCgUAgEHzACMVd8FaRXvrP4svnAoFAIBAIBAKBQCAoGrHHXfBWyP/9F2QlXyDr6gXysjLQMTDGwLUGBi7eAOL3XwKBQCAQCAQCgUCgBUJzErxxJEkiOzWBf1aO58mucLKSzpOTlkhW0nme7Arnn5XjyU5N4D380EAgEAgEgrfGxIkTGTBgwFu/z5QpU6hRo8ZbyfvQoUMoFAoePXr0xvJMSUlBoVBw4cIFAOLj4/noo4949uzZG7vHm6RJkyYMGzasyDjOzs4sWLDgncgj+N/nn3/+oVy5cqSkpLzze69duxYLC4tCwz+0/qhN/1MoFPzyyy+A+viiibcxrr0PhOIueKNIeXlkp8Tz+JcV5GU81RgnL+Mpj39ZQXZKvLwyLxAIBIJ/F71790ahUKgdycnJ71u0EnP+/Hk+/fRTbGxsMDQ0xMXFhf79+3P16lU5zt27d1m4cCHjx4+XrxVWBwEBAe+jGB8MVatWpV69esybN0+r+L1799Za4YmNjaVVq1ZYWlpibGxM1apVGTFiBLdv334NidU5ffr0O5mkadKkSbFxlEqJ8rCxsaFjx45cv379rcv3b0WbegfIzs5m9uzZeHl5YWxsjJWVFT4+PoSHh5OTkyPHCw0NJTAwEGdnZ+D/lE3lYWpqSrVq1Rg8eDBJSUlvoUSFU9L++DpoW1/FcefOHVq2bPkWJf0wEYq74I3zdN8GkIpRyKU8nkZHvBuBBAKBQPBeCAgI4M6dOypHhQoVSpxPbm4uee9pojcqKop69eqRlZVFREQECQkJbNiwAXNzcyZOnCjHW716NQ0aNMDJyUklvaY62LRp07suhlaU5MP5denTpw/Lli3jxYsXGsMfPHjAkiVLVKzzrl27RkRE4d8OK1aswNfXF1tbW7Zu3Up8fDzLly/n8ePHhIWFvVH5ra2tMTY2fqN5Kjl27BgxMTEq12JiYjh+/HiR6RITE/nzzz/ZsmULly9fpm3btuT+h30LlbQ9R0VFce7cOZVrkZGRKhN0BcnOzsbf35/vvvuOAQMGcPz4cU6dOsXgwYNZvHgxly9fBiAjI4MffviBvn37quURExPDnTt3uHjxIjNmzCAhIQEvLy8OHDhQItlfl+L6oyamTJlC7969tY6vbX1pg62tLQYGBlrHL473+Y4pCUJxF7wxpNxcspLOF7rS/jJ5z56QlXxBOKwTCASCfykGBgbY2tqqHLq6usybNw8PDw9MTExwcHAgODiY9PR0OZ3StHPnzp1UrVoVAwMD0tLSyMrKYuTIkZQvXx4TExPq1q3LoUOH3pr8GRkZ9OnTh1atWrFz5058fX2pUKECdevWZe7cuaxYsUKOGxkZSdu2bbWqgzJlysjhCoWCFStW0KZNG4yNjXF3d+fEiRMkJyfTpEkTTExMaNCgAdeuXVPLe8WKFTg4OGBsbEznzp15/PixHHb69Gn8/PywsrLC3Nycxo0bqyklCoWCZcuW0a5dO0xMTAgNDdVYBy1btsTHx0c2M129ejXu7u4YGhpSpUoVli5dqpLm1KlTeHt7Y2hoSK1atTh//rxavn5+fjx48IDffvtNY90bGhpy+/ZtAgICuHXrFsuXL6d3796FTvzcunWLkJAQQkJCWLNmDU2aNMHZ2ZlGjRqxevVqJk2aBOSbLHft2pXy5ctjbGyMh4eHxomUFy9eMGTIEMzNzbGysmLixIkqkwgvm8orFApWr15NUFAQxsbGuLi4sHPnTjn84cOHdO/eHWtra4yMjHBxcSE8PFxjWRwdHVmxYgXBwcE8ffqU4OBgVq5ciYODg8b4SsqVK4ednR2NGjVi0qRJxMfHk5ycXGxbkCSJKVOm4OjoiIGBAfb29oSEhMjhS5cuxcXFBUNDQ2xsbOjUqZMclpeXx8yZM6lQoQJGRkZ4eXnx888/y+FKa4ADBw5Qq1YtjI2NadCgAYmJiSqyT58+nXLlymFqakq/fv0YM2aM2naQotqdcgX7p59+onHjxhgaGhIREUFqaipt27alTJkymJiYUK1aNXbv3q2x/ipWrMjYsWOZPHkyjx49onPnzsTGxmJlZaUx/oIFCzh8+DAHDhxg8ODB1KhRg4oVK9KtWzdOnjyJi4sLALt378bAwIB69eqp5WFpaYmtrS0VK1YkMDCQmJgY6tatS9++fVUmXXbs2EHNmjUxNDSkYsWKTJ06VUXJfvToEV9++aVsFVS9enWioqI0yv33339Tq1YtgoKCyMrKAorvj28CbesL8tvVqFGjKFu2LLa2tkyZMkUlr4Km8prYvXs3rq6uGBkZ0bRpUzWLnVd9xyjT7du3D3d3d0qXLi1Pzr4L3qtzupycnHc6uyt4u+jp6ZF19UKJ0mRdPY+ha03RDgQCgeB/AOVY/eTJE5XrBgYGJVr90NHRYdGiRVSoUIHr168THBzMqFGjVD7EMzIymDVrFqtXr8bS0pJy5coxZMgQ4uPjiYyMxN7enu3btxMQEEBcXJzKR19JyMvLQ6cQZ6n79u3j/v37jBo1SmO4ct/ogwcPiI+Pp1atWq8kw7Rp05g3bx7z5s1j9OjRdOvWTVYiHB0d+eKLLxgyZAh79uyR0yQnJ7N582Z+/fVXnjx5Qt++fQkODpZXpJ8+fUqvXr1YvHgxkiQRFhZGq1atSEpKwtTUVM5nypQpfPfddyxYsIBSpUqpmFc/evSI1q1bU7p0afbv34+xsTERERFMmjSJ77//Hm9vb86fP0///v0xMTGhV69epKen06ZNG/z8/NiwYQM3btxg6NChamXW19enRo0aHDlyhObNm6uFGxsbM2PGDHbv3k27du148eIFBw8eRE9PT2Mdbtmyhezs7GKfVWZmJh9//DGjR4/GzMyMXbt20aNHDypVqkSdOnXk+D/++CN9+/bl1KlTnDlzhgEDBuDo6Ej//v0LfY5Tp05l9uzZzJkzh8WLF9O9e3dSU1MpW7YsEydOJD4+nj179mBlZUVycjLPnz/XmI+DgwNbtmxh7NixnDt3Dn9/f7XJkeIwMjIC8lc5i2sLW7duZf78+URGRlKtWjXu3r3LxYsXAThz5gwhISGsX7+eBg0a8ODBA44cOSLfZ+bMmWzYsIHly5fj4uLC4cOH+fzzz7G2tqZx48ZyvPHjxxMWFoa1tTUDBw7kiy++4NixYwBEREQQGhrK0qVL8fHxITIykrCwMJVJmuLanZIxY8YQFhYmTxz179+f7OxsDh8+jImJCfHx8ZQuXVpjnVWtWpV9+/bRrVs3Ll68SHBwcJHbISIiIvD19cXb21stTE9PT26rR44c4eOPPy72mUH+2Dh06FCCgoI4e/YsderU4ciRI/Ts2ZNFixbRsGFDrl27Jss1efJk8vLyaNmyJU+fPmXDhg1UqlSJ+Ph4dHV11fK/efMmfn5+1KtXjx9++EGOU1x/fBNoW1+Q3/++/vprTp48yYkTJ+jduzc+Pj74+fkVe5+bN2/SoUMHBg8ezIABAzhz5gwjRoxQi/eq75iMjAzmzp3L+vXr0dHR4fPPP2fkyJFFWgO9Kd6r4h4dHf3WzIwE7xYjIyNatGhBXlZGidLlZea/tGJjYwt9gQkEAoHgwyAjI3+Mf3nlb/LkyWorIpBvelrwI7lly5Zs2bJFxfGQs7Mz06dPZ+DAgSrKSU5ODkuXLsXLywuAtLQ0wsPDSUtLw97eHoCRI0eyd+9ewsPDmTFjhkaZr127xsSJE4mJiaFMmTIEBQXRo0cPqlWrRlxcHOPGjePXX3/VmFa517RKlSpF1ktaWhqSJMlyFVUHAOPGjWPcuHHyeZ8+fejcuTMAo0ePpn79+kycOBF/f38Ahg4dSp8+fVTyyMzMZN26dZQvXx6AxYsX07p1a8LCwrC1taVZs2Yq8VeuXImFhQW//fYbbdq0ka9369ZNJW+l4n737l26dOmCi4sLGzduRF9fH8h/1mFhYXTo0AGAChUqEB8fz4oVK+jVqxcbN24kLy+PH374AUNDQ6pVq8atW7cYNGiQWt3Y29uTmpqqsU4zMzOZMWMGJ0+epEmTJtSqVQtfX1/mzJmjomArSUpKwszMDDs7O435KSlfvjwjR46Uz7/66iv27dvH5s2bVfJ1cHBg/vz5KBQK3NzciIuLY/78+UUq7r1796Zr164AzJgxg0WLFnHq1CkCAgJIS0vD29tbntxR7nXWxO3btxkxYgRlypShZs2aPHz4kM8++4ywsDD5eRfFnTt3mDt3LuXLl8fNzQ0PDw+V8JfbQlpaGra2tvj6+qKnp4ejo6NcF2lpaZiYmNCmTRtMTU1xcnKSFa+srCxmzJhBTEwM9evXB/JXrY8ePcqKFStUFPfQ0FD5fMyYMbRu3ZrMzEwMDQ1ZvHgxffv2ldvhpEmTiI6OVrHCKa7dKRk2bJgcRyl/x44d5TqoWLFiofWWmJjIsGHDqF27Nl5eXsTExHDhwgVCQ0NVrGSUJCUlabUXPjU1VePYUBjK8SYlJYU6deowdepUxowZI5ezYsWKTJs2jVGjRjF58mRiYmI4deoUCQkJuLq6FlrOxMRE/Pz8CAoKYsGCBSgUCpXwovrjm0Db+gLw9PRk8uTJALi4uPD9999z4MABrRT3ZcuWUalSJXl7jLL/zpo1SyXeq75jcnJyWL58OZUqVQJgyJAhfPvtt1qV63V5r4p7ixYtMDMze58iCN4wOgYlm4jRMcyfEW7atOnbEEcgEAgEbxDlSvvNmzdV3t+FrbY3bdqUZcuWyecmJiZA/r7OmTNncuXKFZ48ecKLFy/IzMwkIyNDntDX19fH09NTThsXF0dubq78YaokKysLS0vLQmUePnw4Pj4+jB07luvXr7Np0yZq165NTk4OVlZWTJ06tdC02v79RDnxbGhoqBb2ch0AlC1bVuW8YDltbGwAVJQtGxsbMjMzefLkiVzvjo6OKkpc/fr1ycvLIzExEVtbW/766y8mTJjAoUOHuHfvHrm5uWRkZJCWlqZy78KsBPz8/KhTpw4//fSTvCr37Nkzrl27Rt++fVUU2BcvXmBubg5AQkICnp6eKnWhVOpexsjISJ4MepmMjAxsbGzYu3cvffr0YeDAgfTv358TJ05oVNwlSVJTRDSRm5vLjBkz2Lx5M7dv3yY7O5usrCy1haR69eqp5Fe/fn3CwsLIzc3VuJIJqs/RxMQEMzMz7t27B8CgQYPo2LEj586do0WLFrRv354GDRpozCclJYV+/frh6+tLkyZNWLZsGTExMaSkpBSpuH/00UdIkkRGRgZeXl5s3boVfX39YtvCp59+yoIFC6hYsSIBAQG0atWKtm3bUqpUKfz8/HBycpLDAgIC5O0AycnJZGRkqClT2dnZaquqBetGObly7949HB0dSUxMJDg4WCV+nTp1OHjwIKBdu1PycnsOCQlh0KBBREdH4+vrS8eOHVVkKcjVq1cJDQ2lZs2aHD58mM2bN7Np0yb+/vtvjYp7ScYHTWNDYSjzVba/ixcvcuzYMZWtLLm5ufKYeeHCBT766CO1sfFlGRo2bEi3bt0K/RtCUf0R8i0HCjqEy87ORpIkla0RK1asoHv37kWWSxtefkZ2dnZyXyqOhIQE6tatq3JN0xj0qu8YY2NjWWkvqWyvy3tV3F82ixD8byPl5mLgWoOsJPW9bIVh4OqNlJsr2oFAIBD8D6Acq83MzLSaeDcxMaFy5coq11JSUmjTpg2DBg0iNDSUsmXLcvToUfr27Ut2drasQBkZGakoTunp6ejq6nL27Fk1xakw01eAdevWyWbSHh4eBAYGkpWVxcOHD7G1tS1SfuUH3JUrVwpVPgF5D+zDhw+xtrYutg5epuA7UFlmTddK4jypV69e/PPPPyxcuBAnJycMDAyoX78+2dnZavJponXr1rKDN+UkgnIFdNWqVWofxoUps0Xx4MEDlQ/ggpQtW5bBgwerXKtUqVKh8V1dXXn8+DF37twpctV9zpw5LFy4kAULFsh+FoYNG6ZWL6/Cy98yCoVCfmYtW7YkNTWV3bt3s3//fpo3b87gwYOZO3euWj4+Pj5q13x9fYu9/5EjRzAzM5P3iispri04ODiQmJhITEwM+/fvJzg4mDlz5vDbb79hamrKuXPnOHToENHR0UyaNIkpU6Zw+vRpuT3s2rVLbULh5cm812nPJWl3L7fnfv364e/vz65du4iOjmbmzJmEhYXx1Vdfqd1Hk48KpQWFJlxdXbly5Uqx8ltZWfHw4cNi4ylJSEgAkLcKpKenM3XqVBVLAiWGhobytoiiMDAwwNfXl6ioKL755huNE0BF9UfInxQp+Mu1RYsWcfv2bZWVbOXEoya0rS8oui+9KV71HaNJtnf1i2vhnE7wxlDo6mLg4o2OsWnxkQEdEzMMKtdA8Qove4FAIBD8b3L27Fny8vIICwujXr16uLq68ueffxabztvbm9zcXO7du0flypVVjqIUcE3/L1Y6jCuOFi1aYGVlxezZszWGK521VapUCTMzM+Lj44vN802RlpamUm+///47Ojo6uLm5AfmeyUNCQmjVqhXVqlXDwMCA+/fva53/d999R69evWjevLlcLhsbG+zt7bl+/braM1AqGe7u7ly6dInMzEwV2TTxxx9/aNzv+jJr164t0rQcoFOnTujr6xf7rI4dO0ZgYCCff/45Xl5eVKxYUaPX8JMnT6qc//7777i4uLzSBIUSa2trevXqxYYNG1iwYAErV64sNk1JnC9WqFCBSpUqqSjtoF1bMDIyom3btixatIhDhw5x4sQJ4uLiAChVqhS+vr7Mnj2bS5cukZKSwsGDB1Wcer3cHopzpFcQNzc3Tp8+rXKt4Lk27a4oHBwcGDhwINu2bWPEiBGsWrWq2DTa1Hu3bt2IiYnR6HwxJydH/i+6t7e31mNDXl6e7P9D2Tdq1qxJYmKiWtkrV66Mjo4Onp6e3Lp1q1Dv95C/d379+vV8/PHHNG3aVOOYW1x/NDIyUrl32bJlMTU1Vbn2ctsriLb19bq4u7tz6tQplWuFjUEFedV3zLtEKO6CN46p/+egKKZpKXQwbaHZlEYgEAgE/14qV65MTk4Oixcv5vr166xfv57ly5cXm87V1ZXu3bvTs2dPtm3bxo0bNzh16hQzZ85k165db0VWExMTVq9eza5du2jXrp1srnzmzBlGjRrFwIEDgfyPYl9fX44ePaqWR1ZWFnfv3lU5SqJAF4ahoSG9evXi4sWLHDlyhJCQEDp37ix/YLq4uLB+/XoSEhI4efIk3bt312plriBz586le/fuNGvWTF4pmzp1KjNnzmTRokVcvXqVuLg4wsPD5X9Ad+vWDYVCQf/+/YmPj2f37t0aV5VTUlK4ffu2VivJ2qDck75w4UL69u3Lb7/9RmpqKseOHePLL79k2rRpQH697N+/n+PHj5OQkMCXX37JX3/9pZZfWloaX3/9NYmJiWzatInFixdrdLKnLZMmTWLHjh0kJydz+fJloqKicHd3f+X8SkJxbWHt2rX88MMP/PHHH1y/fp0NGzZgZGSEk5MTUVFRLFq0iAsXLpCamsq6devIy8vDzc0NU1NTRo4cyfDhw/nxxx+5du0a586dY/Hixfz4449ay/fVV1/xww8/8OOPP5KUlMT06dO5dOmSympoce2uMIYNG8a+ffu4ceMG586dIzY29o3V+7Bhw/Dx8aF58+YsWbKEixcvcv36dTZv3ky9evVkHxn+/v5cvnxZ46r7P//8w927d7l+/br854pTp06pOI6bNGkS69atY+rUqVy+fJmEhAQiIyOZMGECAI0bN6ZRo0Z07NiR/fv3c+PGDfbs2cPevXtV7qWrq0tERAReXl40a9aMu3fvymFvuj9qQtv6el0GDhxIUlIS33zzDYmJiWzcuJG1a9cWm+59vGNKilDcBW8UhY4O+s5VMW//JTomms0odUzMMG//JfrOVVEU4slXIBAIBP9OvLy8mDdvHrNmzaJ69epEREQwc+ZMrdKGh4fTs2dPRowYgZubG+3bt+f06dM4Ojq+NXkDAwM5fvw4enp6dOvWjSpVqtC1a1ceP37M9OnT5Xj9+vUjMjJSzZxz79692NnZqRyffPLJa8tVuXJlOnToQKtWrWjRogWenp4qzv1++OEHHj58SM2aNenRowchISGUK1euxPeZP38+nTt3plmzZly9epV+/fqxevVqwsPD8fDwoHHjxqxdu1Ze+SxdujS//vorcXFxeHt7M378eDWnUACbNm2iRYsWav+9fx2Cg4OJjo7m9u3bBAUFUaVKFfr164eZmZnskG7ChAnUrFkTf39/mjRpgq2tLe3bt1fLq2fPnjx//pw6deowePBghg4dWqSH8eLQ19dn7NixeHp60qhRI3R1dYmMjHzl/EpCcW3BwsKCVatW4ePjg6enJzExMfz6669YWlpiYWHBtm3baNasGe7u7ixfvpxNmzZRrVo1IP+PCBMnTmTmzJm4u7sTEBDArl27tFoJV9K9e3fGjh3LyJEjqVmzJjdu3KB3794q+8KLa3eFkZuby+DBg2XZXF1dS+yhvzAMDAzYv38/o0aNYsWKFdSrV4/atWuzaNEiQkJCqF69OpC/RadmzZps3rxZLQ9fX1/s7Ozw8PBgzJgxssVKQd9P/v7+REVFER0dTe3atalXrx7z589X6Ttbt26ldu3adO3alapVqzJq1CiV38kpKVWqlPz8mjVrJu/Nfhv98WW0ra/XxdHRka1bt/LLL7/g5eXF8uXLC3Ve+jLv4x1TEhTSuzLKL8CTJ08wNzfn8ePHwjndvxTp/3+4ZCVfIOvqefIyn6NjaISBqzcGlWsACKVdIBAI/scQ7+/CkSSJunXrMnz48CL3xQrynVopvdVr2s8tEPj5+WFra8v69evftyhvhF27dvHNN9/wxx9/FPr7yfeF6I//O7xX53SCfy9KpdygkheGrjXl61JurlDYBQKBQPCvQ6FQsHLlSnlfsKBw0tLSGDdunFASBED+HwSWL1+Ov78/urq6bNq0SXaU92+hdevWJCUlcfv27RLt/38XiP74v4NYcRcIBAKBQKAV4v0tEAjeNM+fP6dt27acP3+ezMxM3NzcmDBhgkYv6gLBfxmx4i4QCAQCgUAgEAjeC0ZGRsTExLxvMQSCDx5hsywQCAQCgUAgEAgEAsEHjFDcC0HKyy3yXCAQCAQCgUAgEAgEgneBMJV/CaU39OwbcWRdv4iU/RyFvhEGFb3Qr+AJCG/oAoFAIBAIBAKBQCB4dwgNtACSJJFzK5EHEd/y9MB6sm9cIud2Etk3LvH0wHoeRHxLzq1E3oM/P4FAIBAIBB84EydOfK1/fWvLlClTqFGjxlvJ+9ChQygUCh49evTG8kxJSUGhUHDhwgUA4uPj+eijj3j27Nkbu8ebpEmTJgwbNqzIOM7OzixYsOCdyCP430ab9qRQKPjll18A9f6iibfRTz9UGjVqxMaNG9/5fYt7DtnZ2Tg7O3PmzJl3JpNQ3P8/Ul4eOTev8GTfGqTnTzXHef6UJ/vWkHPzirwyLxAIBAKBQJ3evXujUCjUjuTk5PctWok5f/48n376KTY2NhgaGuLi4kL//v25evWqHOfu3bssXLiQ8ePHy9cKq4OAgID3UYwPhqpVq1KvXj3mzZunVfzevXuTkpKiVdzY2FhatWqFpaUlxsbGVK1alREjRnD79u3XkFid06dPv5NJmiZNmhQbR6nEKQ8bGxs6duzI9evX37p8/1a0qXfIV95mz56Nl5cXxsbGWFlZ4ePjQ3h4ODk5OVrf786dO7Rs2fIVpf3fZOvWrTRp0gRzc3NKly6Np6cn3377LQ8ePJDj7Ny5k7/++ovPPvtMvubs7Cy3dSMjI5ydnencuTMHDx58p/Lr6+szcuRIRo8e/c7uKRT3Ajz97SeQilHIpbz8eAKBQCAQCIokICCAO3fuqBwVKlQocT65ubnkvacJ86ioKOrVq0dWVhYREREkJCSwYcMGzM3NmThxohxv9erVNGjQACcnJ5X0mupg06ZN77oYWlESReN16dOnD8uWLePFixcawx88eMCSJUtUrByvXbtGREREoXmuWLECX19fbG1t2bp1K/Hx8SxfvpzHjx8TFhb2RuW3trbG2Nj4jeap5NixY2pe1mNiYjh+/HiR6RITE/nzzz/ZsmULly9fpm3btuTm/nd9NJW0PUdFRXHu3DmVa5GRkSoTdAXJzs7G39+f7777jgEDBnD8+HFOnTrF4MGDWbx4MZcvX9b63ra2thgYGJRI3qJ4l2PmoUOHcHZ2LlGa8ePH06VLF2rXrs2ePXv4448/CAsL4+LFi6xfv16Ot2jRIvr06YPOS9uUv/32W+7cuUNiYiLr1q3DwsICX19fQkND30SRtKZ79+4cPXq0RM/6dRCKO/mO57JvXCp0pV0t/vOn+fGFwzqBQCAQCArFwMAAW1tblUNXV5d58+bh4eGBiYkJDg4OBAcHk56eLqdbu3YtFhYW7Ny5k6pVq2JgYEBaWhpZWVmMHDmS8uXLY2JiQt26dTl06NBbkz8jI4M+ffrQqlUrdu7cia+vLxUqVKBu3brMnTuXFStWyHEjIyNp27atVnVQpkwZOVyhULBixQratGmDsbEx7u7unDhxguTkZJo0aYKJiQkNGjTg2rVranmvWLECBwcHjI2N6dy5M48fP5bDTp8+jZ+fH1ZWVpibm9O4cWM1pUShULBs2TLatWuHiYmJxo/ejIwMWrZsiY+Pj2yWu3r1atzd3TE0NKRKlSosXbpUJc2pU6fw9vbG0NCQWrVqcf78ebV8/fz8ePDgAb/99pvGujc0NOT27dsEBARw69Ytli9fTu/evQud+Ll16xYhISGEhISwZs0amjRpgrOzM40aNWL16tVMmjQJgH/++YeuXbtSvnx5jI2N8fDw0DiR8uLFC4YMGYK5uTlWVlZMnDhRZRLhZVN5hULB6tWrCQoKwtjYGBcXF3bu3CmHP3z4kO7du2NtbY2RkREuLi6Eh4drLIujoyMrVqwgODiYp0+fEhwczMqVK3FwcNAYX0m5cuWws7OjUaNGTJo0ifj4eJKTk4ttC5IkMWXKFBwdHTEwMMDe3p6QkBA5fOnSpbi4uGBoaIiNjQ2dOnWSw/Ly8pg5cyYVKlTAyMgILy8vfv75ZzlcaQ1w4MABatWqhbGxMQ0aNCAxMVFF9unTp1OuXDlMTU3p168fY8aMUdsOUlS7U5o1//TTTzRu3BhDQ0MiIiJITU2lbdu2lClTBhMTE6pVq8bu3bs11l/FihUZO3YskydP5tGjR3Tu3JnY2FisrKw0xl+wYAGHDx/mwIEDDB48mBo1alCxYkW6devGyZMncXFxUamnUaNGUbZsWWxtbZkyZYpKXgVN5TWxe/duXF1dMTIyomnTpmoWKK86ZirT7du3D3d3d0qXLi1PNr4tTp06xYwZMwgLC2POnDk0aNAAZ2dn/Pz82Lp1K7169QLg77//5uDBgxrHVVNTU2xtbXF0dKRRo0asXLmSiRMnMmnSJJW29ccff9CyZUtKly6NjY0NPXr04P79+3J4Xl4es2fPpnLlyhgYGODo6Fio8p+bm8sXX3xBlSpVSEtLA6BMmTL4+PgQGRn5JquoUN6rc7qcnJx3OrtbGHp6emRdv1iiNFk3LmFQqcYHIb9AIBAIBO8C5TvvyZMnKtcNDAxKtFqko6PDokWLqFChAtevXyc4OJhRo0apfIhnZGQwa9YsVq9ejaWlJeXKlWPIkCHEx8cTGRmJvb0927dvJyAggLi4OJWP5JKQl5entpqjZN++fdy/f59Ro0ZpDLewsADyV4fj4+OpVavWK8kwbdo05s2bx7x58xg9ejTdunWTlQhHR0e++OILhgwZwp49e+Q0ycnJbN68mV9//ZUnT57Qt29fgoOD5RXpp0+f0qtXLxYvXowkSYSFhdGqVSuSkpIwNTWV85kyZQrfffcdCxYsoFSpUirm1Y8ePaJ169aULl2a/fv3Y2xsTEREBJMmTeL777/H29ub8+fP079/f0xMTOjVqxfp6em0adMGPz8/NmzYwI0bNxg6dKhamfX19alRowZHjhyhefPmauHGxsbMmDGD3bt3065dO168eMHBgwfR09PTWIdbtmwhOzu72GeVmZnJxx9/zOjRozEzM2PXrl306NGDSpUqUadOHTn+jz/+SN++fTl16hRnzpxhwIABODo60r9//0Kf49SpU5k9ezZz5sxh8eLFdO/endTUVMqWLcvEiROJj49nz549WFlZkZyczPPnzzXm4+DgwJYtWxg7diznzp3D399fbXKkOIyMjID8VeHi2sLWrVuZP38+kZGRVKtWjbt373LxYv538ZkzZwgJCWH9+vU0aNCABw8ecOTIEfk+M2fOZMOGDSxfvhwXFxcOHz7M559/jrW1NY0bN5bjjR8/nrCwMKytrRk4cCBffPEFx44dAyAiIoLQ0FCWLl0qK0FhYWEqkzTFtTslY8aMISwsTJ446t+/P9nZ2Rw+fBgTExPi4+MpXbq0xjqrWrUq+/bto1u3bly8eJHg4OAit0NERETg6+uLt7e3Wpienp5KW/3xxx/5+uuvOXnyJCdOnKB37974+Pjg5+dX5HMEuHnzJh06dGDw4MEMGDCAM2fOMGLECLV4rzpmZmRkMHfuXNavX4+Ojg6ff/45I0eOLNK65XWIiIigdOnSBAcHawxX9tWjR4/Kk5naMHToUKZNm8aOHTsYNWoUjx49olmzZvTr14/58+fz/PlzRo8erWJWP3bsWFatWsX8+fP55JNPuHPnDleuXFHLOysri65du5KSksKRI0ewtraWw+rUqaPSJ94m71Vxj46OfmtmRtpiZGREixYtkLI1D56FIWXlx4+NjS104BUIBAKB4N9ERkYGgNrK3+TJk9VWkCDf9LTgR3LLli3ZsmWLiqMmZ2dnpk+fzsCBA1WUk5ycHJYuXYqXlxcAaWlphIeHk5aWhr29PQAjR45k7969hIeHM2PGDI0yX7t2jYkTJxITE0OZMmUICgqiR48eVKtWjbi4OMaNG8evv/6qMW1SUhIAVapUKbJe0tLSkCRJlquoOgAYN24c48aNk8/79OlD586dARg9ejT169dn4sSJ+Pv7A/kfpH369FHJIzMzk3Xr1lG+fHkAFi9eTOvWrQkLC8PW1pZmzZqpxF+5ciUWFhb89ttvtGnTRr7erVs3lbyVivvdu3fp0qULLi4ubNy4EX19fSD/WYeFhdGhQwcAKlSoQHx8PCtWrKBXr15s3LiRvLw8fvjhBwwNDalWrRq3bt1i0KBBanVjb29PamqqxjrNzMxkxowZnDx5kiZNmlCrVi18fX2ZM2eOioKtJCkpCTMzM+zs7DTmp6R8+fKMHDlSPv/qq6/Yt28fmzdvVsnXwcGB+fPno1AocHNzIy4ujvnz5xepuPfu3ZuuXbsCMGPGDBYtWsSpU6cICAggLS0Nb29veXKnKNPi27dvM2LECMqUKUPNmjV5+PAhn332GWFhYfLzLoo7d+4wd+5cypcvj5ubGx4eHirhL7eFtLQ0bG1t8fX1RU9PD0dHR7ku0tLSMDExoU2bNpiamuLk5CQrqllZWcyYMYOYmBjq168P5K9aHz16lBUrVqgo7qGhofL5mDFjaN26NZmZmRgaGrJ48WL69u0rt8NJkyYRHR2tYoVTXLtTMmzYMDmOUv6OHTvKdVCxYsVC6y0xMZFhw4ZRu3ZtvLy8iImJ4cKFC4SGhqpYyShJSkrSei+8p6cnkydPBsDFxYXvv/+eAwcOaKW4L1u2jEqVKsnbPZTtcdasWSrxXnXMzMnJYfny5VSqVAmAIUOG8O2332pVrlchKSmJihUrFjoJpyQ1NRUbG5tCJ1ZfpmzZspQrV062RlBO8hR8N6xZswYHBweuXr2KnZ0dCxcu5Pvvv5fbUKVKlfjkk09U8k1PT6d169ZkZWURGxuLubm5SnhR49ib5r0q7i1atMDMzOx9iiCj0DcqWXyD/PhNmzZ9G+IIBAKBQPDBoVxpv3nzpsr7u7DV9qZNm7Js2TL53MTEBMjfrztz5kyuXLnCkydPePHiBZmZmWRkZMgT+vr6+nh6espp4+LiyM3NxdXVVeUeWVlZWFpaFirz8OHD8fHxYezYsVy/fp1NmzZRu3ZtcnJysLKyYurUqYWm1fYvMsoJfENDQ7Wwl+sA8j8wC1KwnDY2NgAqypaNjQ2ZmZk8efJErndHR0cVJa5+/frk5eWRmJiIra0tf/31FxMmTODQoUPcu3eP3NxcMjIyZBNPJYVZCfj5+VGnTh1++ukndHV1AXj27BnXrl2jb9++Kgrsixcv5I/ZhIQEPD09VepCqdS9jJGRkTwZ9DIZGRnY2Niwd+9e+vTpw8CBA+nfvz8nTpzQqLhLkoRCodCYV0Fyc3OZMWMGmzdv5vbt22RnZ5OVlaW2kFSvXj2V/OrXr09YWBi5ublyfbxMwedoYmKCmZkZ9+7dA2DQoEF07NiRc+fO0aJFC9q3b0+DBg005pOSkkK/fv3w9fWlSZMmLFu2jJiYGFJSUopU3D/66CMkSSIjIwMvLy+2bt2Kvr5+sW3h008/ZcGCBVSsWJGAgABatWpF27ZtKVWqFH5+fjg5OclhAQEB8naA5ORkMjIy1JTP7OxstVXognWjnFy5d+8ejo6OJCYmqq2+1qlTR14V1abdKXm5PYeEhDBo0CCio6Px9fWlY8eOKrIU5OrVq4SGhlKzZk0OHz7M5s2b2bRpE3///bdGxb0kf5l6+Z52dnZy2yiOhIQE6tatq3JNU5961THT2NhYVtq1la3gZGRubi5ZWVkq1z7//HOWL1+uMW1JxlVNY2pRFBwHLl68SGxsrEYLi2vXrvHo0SOysrI0WvwUpGvXrnz00UccPHhQtmQpSFHj2JvmvSruL5uRvC+kvFwMKnqRfeOS1mkMKngi5eV+EPILBAKBQPAuUL7zzMzMtJp4NzExoXLlyirXUlJSaNOmDYMGDSI0NJSyZcty9OhR+vbtS3Z2tqxAGRkZqShO6enp6OrqcvbsWTXFqTDTV0B2XAT5ynBgYCBZWVk8fPgQW1vbIuVXfvBeuXKlUOUTkPfAPnz4UMWEsrA6eJmC3xLKMmu6VhJnU7169eKff/5h4cKFODk5YWBgQP369cnOzlaTTxOtW7eWHbwpJxGUK6CrVq1SUyQKU2aL4sGDByoKQ0HKli3L4MGDVa5VqlSp0Piurq48fvyYO3fuFLnqPmfOHBYuXMiCBQtkPwvDhg1Tq5dX4eVvQoVCIT+zli1bkpqayu7du9m/fz/Nmzdn8ODBzJ07Vy0fHx8ftWu+vr7F3v/IkSOYmZnJe8WVFNcWHBwcSExMJCYmhv379xMcHMycOXP47bffMDU15dy5cxw6dIjo6GgmTZrElClTOH36tNwedu3apTah8PJk3uu055K0u5fbc79+/fD392fXrl1ER0czc+ZMwsLC+Oqrr9Tuo2kvtdKCQhOurq4azao1UVTbeFO86pipSbbilOuCv0g7efIko0ePVtk7X9T7wdXVlaNHj5KTk1OkHmVlZcXDhw+LlKMg//zzD3///be8xSI9PZ22bduqWSZA/uSEtn9daNWqFRs2bODEiRNqlkyQP469PO6/LYRzOkCho4t+BU8URqbFRwYURqb58XVK/pISCAQCgeC/zNmzZ8nLyyMsLIx69erh6urKn3/+WWw6b29vcnNzuXfvHpUrV1Y5ilLAlUp7QZQO44qjRYsWWFlZMXv2bI3hSmdtlSpVwszMjPj4+GLzfFOkpaWp1Nvvv/+Ojo4Obm5uQL5n8pCQEFq1akW1atUwMDBQccpUHN999x29evWiefPmcrlsbGywt7fn+vXras9A+bHs7u7OpUuXyMzMVJFNE3/88YfG/cEvs3bt2mK9Vnfq1Al9ff1in9WxY8cIDAzk888/x8vLi4oVK2r0Gn7y5EmV899//x0XF5dXmqBQYm1tTa9evdiwYQMLFixg5cqVxaYpifPFChUqUKlSJRWlHbRrC0ZGRrRt25ZFixZx6NAhTpw4QVxcHAClSpXC19eX2bNnc+nSJVJSUjh48KCKE7SX20NxjvQK4ubmxunTp1WuFTzXpt0VhYODAwMHDmTbtm2MGDGCVatWFZtGm3rv1q0bMTExGp0v5uTk8OzZs2Lz0AZ3d3dOnTqlcq2wPlWQVx0ztaFgXuXLl6dUqVIq18qVK1do2m7dupGenl6o3wZlX/X29ubu3btaK+8LFy5ER0eH9u3bA1CzZk0uX76Ms7OzWvlNTExwcXHByMiIAwcOFJnvoEGD+O6772jXrp1GZ5rajmNvgve64v6hYdq4C0/2rSn6l3AKHUwbd3l3QgkEAoFA8C+icuXK5OTksHjxYtq2bcuxY8cKNaksiKurK927d6dnz56y86m///6bAwcO4OnpSevWrd+4rCYmJqxevZpPP/2Udu3aERISQuXKlbl//z6bN28mLS2NyMhIdHR08PX15ejRo/JHo5KsrCzu3r2rcq1UqVKFeqrWFkNDQ3r16sXcuXN58uQJISEhdO7cWf4gd3FxYf369dSqVYsnT57wzTffaDTzLIq5c+eSm5tLs2bNOHToEFWqVGHq1KmEhIRgbm5OQEAAWVlZnDlzhocPH/L111/TrVs3xo8fT//+/Rk7diwpKSkaV5VTUlK4ffu2VivJ2qDckz5kyBCePHlCz549cXZ25tatW6xbt47SpUsTFhaGi4sLP//8M8ePH6dMmTLMmzePv/76i6pVq6rkl5aWxtdff82XX37JuXPnWLx48Wv9Um7SpEl8/PHHVKtWjaysLKKiorR2uvW6FNcW1q5dS25uLnXr1sXY2JgNGzZgZGSEk5MTUVFRXL9+nUaNGlGmTBl2795NXl4ebm5umJqaMnLkSIYPH05eXh6ffPIJjx8/5tixY5iZmansPS+Kr776iv79+1OrVi0aNGjATz/9xKVLl1T2oxfX7gpj2LBhtGzZEldXVx4+fEhsbOwbq/dhw4axa9cumjdvzrRp0/jkk08wNTXlzJkzzJo1ix9++EHNM/6rMHDgQMLCwvjmm2/o168fZ8+eZe3atcWmex9jpjbUrVuXUaNGMWLECG7fvk1QUBD29vYkJyezfPlyPvnkE4YOHYq3tzdWVlYcOz/1ky0AAC3mSURBVHZMxS8H5DvfvHv3Ljk5Ody4cYMNGzawevVqZs6cKVs4DR48mFWrVtG1a1fZo39ycjKRkZGsXr0aQ0NDRo8ezahRo9DX18fHx4e///6by5cv07dvX5X7ffXVV+Tm5tKmTRv27Nmjsg/+yJEjTJs27e1XHID0Hnj8+LEESI8fP34fty+UvLw8KSs1Xrq/brL094qv1Y776yZLWanxUl5e3vsWVSAQCASCd05J3t+9evWSAgMDNYbNmzdPsrOzk4yMjCR/f39p3bp1EiA9fPhQkiRJCg8Pl8zNzdXSZWdnS5MmTZKcnZ0lPT09yc7OTgoKCpIuXbr0GqUqntOnT0sdOnSQrK2tJQMDA6ly5crSgAEDpKSkJDnO7t27pfLly0u5ubnytV69ekmA2uHm5ibHAaTt27fL5zdu3JAA6fz58/K12NhYlfqZPHmy5OXlJS1dulSyt7eXDA0NpU6dOkkPHjyQ05w7d06qVauWZGhoKLm4uEhbtmyRnJycpPnz5xd6b033kiRJ+uqrryQ7OzspMTFRkiRJioiIkGrUqCHp6+tLZcqUkRo1aiRt27ZNjn/ixAnJy8tL0tfXl2rUqCFt3bpVrUwzZsyQ/P39tan+ErF//37J399fKlOmjGRoaChVqVJFGjlypPTnn39KkiRJ//zzjxQYGCiVLl1aKleunDRhwgSpZ8+eKm21cePGUnBwsDRw4EDJzMxMKlOmjDRu3DiV7z9t6tLc3FwKDw+XJEmSpk2bJrm7u0tGRkZS2bJlpcDAQOn69etvpMyanllBimsL27dvl+rWrSuZmZlJJiYmUr169aSYmBhJkiTpyJEjUuPGjaUyZcpIRkZGkqenp/TTTz/Jeefl5UkLFiyQ3NzcJD09Pcna2lry9/eXfvvtt0JlO3/+vARIN27ckK99++23kpWVlVS6dGnpiy++kEJCQqR69eqplKOodqep30iSJA0ZMkSqVKmSZGBgIFlbW0s9evSQ7t+//wq1rJnMzExp5syZkoeHh2RoaCiVLVtW8vHxkdauXSvl5ORIkpTfnoYOHaqSLjAwUOrVq5d8XrD9aCrLr7/+KlWuXFkyMDCQGjZsKK1Zs+aNjJma0m3fvl0qiYoYGxsrOTk5aR1fyU8//SQ1atRIMjU1lUxMTCRPT0/p22+/VWkro0aNkj777DOVdE5OTvJYqq+vLzk6OkqdO3eWDh48qHaPq1evSkFBQZKFhYVkZGQkValSRRo2bJjcl3Nzc6Xp06dLTk5Okp6enuTo6CjNmDFDkiTNzyEsLEwyNTWVjh07JkmSJB0/flyysLCQMjIySlz+V0EhSSXwrPCGePLkCebm5jx+/PiDcU6nRPr/+02yb1wi68YlpKznKAyMMKjgiX6FfIcPCi29GwoEAoFA8G/iQ35/v28kSaJu3boMHz68yH2xgnznZUpv9Zr2cwsEfn5+2Nrasn79+vctiuA9cvfuXapVq8a5c+dwcnJ63+Ko0aVLF7y8vFT+EvI2EabyL6FUyvUreGBQqYZ8XcrLFQq7QCAQCAQCjSgUClauXCnvCxYUTlpaGuPGjRNKuwDI/4PA8uXL8ff3R1dXl02bNsmO8gT/bWxtbfnhhx9IS0v74BT37OxsPDw8GD58+Du7p1hxFwgEAoFAoBXi/S0QCN40z58/p23btpw/f57MzEzc3NyYMGGCyv/YBQKBWHEXCAQCgUAgEAgE7wkjIyNiYmLetxgCwQePsP0WCAQCgUAgEAgEAoHgA+Y/rbhLeblFngsEAoFAIBAIBAKBQPC++U+aysue429eJjvtD6Ts5yj0jdB3rI6+Q3VAeI4XCAQCgUAgEAgEAsGHwX9OcZckiZw7SaT/vhUpM10lLDvtDxSGpSldryN69q4oFIr3JKVAIBAIBAKBQCAQCAT5/KeWlaW8PHL+vMrT39arKe1ynMx0nv62npw/r8or8wKBQCAQCATFMXHiRAYMGPBe7u3s7MyCBQsKDf/ss88ICwt7dwIVoDjZUlJSUCgUXLhwAYBDhw6hUCh49OhRoWnWrl2LhYXFG5XzQyQ7O5vKlStz/Pjxt36v4p7T69C7d2/at2//RvOcMmUKNWrUkM/HjBnDV1999Ubv8aZ4uY1rQpt2L/hv859S3AHSf98KUjEKuZRH+u/b3o1AAoFAIBD8C+nduzcKhULtSE5Oft+ilZjz58/z6aefYmNjg6GhIS4uLvTv35+rV6/Kce7evcvChQsZP368fK1gHejp6WFjY4Ofnx9r1qwh7x0vDkyYMIHQ0FAeP35cbNyUlBR69+6tVb5Pnjxh/PjxVKlSBUNDQ2xtbfH19WXbtm1o+8dhBwcH7ty5Q/Xq1bWK/29AkiRWrlxJ3bp1KV26NBYWFtSqVYsFCxaQkZEhx1u+fDkVKlSgQYMG8jVN/UqhUBAZGfk+ivLBMHLkSH788UeuX7+uVfwmTZpoFS87O5vZs2fj5eWFsbExVlZW+Pj4EB4eTk5OzmtIrEqDBg24c+cO5ubmbyxPTRw6dIgpU6YUG6/g+KWvr0/lypX59ttvefHixVuVT1A4/xnFXcrLJfvmH4WutKvFz3xK9s3LwmGdQCAQCASvSEBAAHfu3FE5KlSoUOJ8cnNz37miqyQqKop69eqRlZVFREQECQkJbNiwAXNzcyZOnCjHW716NQ0aNMDJyUklvbIOUlJS2LNnD02bNmXo0KG0adPmnX4AV69enUqVKrFhw4ZC40RERHDt2jX5XJIklixZwsOHDzXGf/ToEQ0aNGDdunWMHTuWc+fOcfjwYbp06cKoUaO0miQA0NXVxdbWllKl3twOzuzs7DeWV3GsXbtWayVQSY8ePRg2bBiBgYHExsZy4cIFJk6cyI4dO4iOjgby6//777+nb9++aunDw8PV+tabXtF+E7zLvmtlZYW/vz/Lli0rNE5UVBTnzp1TuRYZGakyCVeQ7Oxs/P39+e677xgwYADHjx/n1KlTDB48mMWLF3P58uU3Jr++vj62trZvbavu8uXLuXfvnnyenZ1NWFhYkZMPyvErKSmJESNGMGXKFObMmfNW5Ptf4F2OK5p4r4p7Tk7OOzsUOrpkp/1RIvmy0/5AoaP7TuUUhzjEIQ5xiONDPiB/lbXgkZWVpfE9amBggK2trcqhq6vLvHnz8PDwwMTEBAcHB4KDg0lP/7+JdaUZ9M6dO6latSoGBgakpaWRlZXFyJEjKV++PCYmJtStW5dDhw698ndIcWRkZNCnTx9atWrFzp078fX1pUKFCtStW5e5c+eyYsUKOW5kZCRt27YttA7Kly9PzZo1GTduHDt27GDPnj2sXbtWjvfo0SP69euHtbU1ZmZmNGvWjIsXL6rk9euvv1K7dm0MDQ2xsrIiKCioUNlXr16NhYUFBw4ckK+1bdu2yFXZChUq0KtXL5YvX86tW7cICAjg9u3bGBgYaIw/btw4UlJSOHnyJL169aJq1aq4urrSv39/Lly4QOnSpVXq8osvvsDU1BRHR0dWrlwph2ljRrx27VocHR0xNjYmKCiIf/75RyVcaTa9evVqKlSogKGhIVB8vSrTrV+/HmdnZ8zNzfnss894+vRpobK8Lps3byYiIoJNmzYxbtw4ateujbOzM4GBgRw8eJCmTZsCcPbsWa5du0br1q3V8rCwsFDrW8oyK/tPVFQUbm5uGBsb06lTJzIyMvjxxx9xdnamTJkyhISEkJurukD19OlTunbtiomJCeXLl2fJkiUq4a/ad1/m9OnTWFtbM2vWLEC79v/dd99hY2ODqakpffv2JTMzUy3f4tp4xYoVGTt2LJMnT+bRo0d07tyZ2NhYrKysNMZfsGABhw8f5sCBAwwePJgaNWpQsWJFunXrxsmTJ3FxcQFg7969fPLJJ1hYWGBpaUmbNm1UJsGUXLlyhQYNGmBoaEj16tX57bff5LCXTeWVdblv3z7c3d0pXbq0rEgXTFOnTh1MTEywsLDAx8eH1NRUjWVxcHCgXbt2bN++ncuXL9OsWTOAIicKlOOXk5MTgwYNwtfXl507dwLFt4XU1FTatm1LmTJlMDExoVq1auzevRuAhw8f0r17d6ytrTEyMsLFxYXw8HA57c2bN+ncuTMWFhaULVuWwMBAUlJS5HDl1ou5c+diZ2eHpaUlgwcPlt9RAHfu3KF169YYGRlRoUIFNm7cqLYdRNvx4eVx5eeff8bDwwMjIyMsLS3x9fXl2bNnhdbjm+K9OqeLjo7G2Nj4rd/HyMiIFi1aIGU/L1E6ZfzY2FiePy9ZWoFAIBAI/m0oTXgdHBxUrk+ePFkr00slOjo6LFq0iAoVKnD9+nWCg4MZNWoUS5cuVbnXrFmzWL16NZaWlpQrV44hQ4YQHx9PZGQk9vb2bN++nYCAAOLi4uQP6JKSl5eHTiF/ktm3bx/3799n1KhRGsOVe6wfPHhAfHw8tWrV0uqezZo1w8vLi23bttGvXz8APv30U4yMjNizZw/m5uasWLGC5s2bc/XqVcqWLcuuXbsICgpi/PjxrFu3juzsbPkj+GVmz57N7NmziY6Opk6dOvL1OnXqEBoaSlZWlkZlvEGDBsTGxuLr68uxY8f49ddfadmypcZ75OXlERkZSffu3bG3t1cLL6i0A4SFhTFt2jTGjRvHzz//zKBBg2jcuDFubm7F1tfJkyfp27cvM2fOpH379uzdu5fJkyerxUtOTmbr1q1s27YNXV1doPh6Bbh27Rq//PILUVFRPHz4kM6dO/Pdd98RGhparGyvQkREBG5ubgQGBqqFKRQK2VT6yJEjuLq6YmpqWuJ7ZGRksGjRIiIjI3n69CkdOnQgKCgICwsLdu/ezfXr1+nYsSM+Pj506dJFTjdnzhzGjRvH1KlT2bdvH0OHDsXV1RU/Pz/g1ftuQQ4ePEiHDh2YPXu27BOiuOe0efNmpkyZwpIlS/jkk09Yv349ixYtomLFiip516lTh1u3bpGSkoKzs7NavVStWpV9+/bRrVs3Ll68SHBwcJF+KSIiIvD19cXb21stTE9PDz09PQCePXvG119/jaenJ+np6UyaNImgoCAuXLigMr588803LFiwgKpVqzJv3jzatm3LjRs3sLS0LPQ5zp07l/Xr16Ojo8Pnn3/OyJEjiYiI4MWLF7Rv357+/fuzadMmsrOzOXXqVKGKeOvWrfnkk0+oV68eaWlpHD16VGO5isLIyEieNCuuLQwePJjs7GwOHz6MiYkJ8fHx8rgwceJE4uPj2bNnD1ZWViQnJ8u6Vk5ODv7+/tSvX58jR45QqlQppk+fTkBAAJcuXUJfXx/I18/s7OyIjY0lOTmZLl26UKNGDfr37w9Az549uX//PocOHUJPT4+vv/5axeIAtBsfXh5X7ty5Q9euXZk9ezZBQUE8ffqUI0eOaL016LWQ3gOPHz+WAOn+/ftSdnb2OzkkSZKeHI6Q7m8Yq/Xx5PBGSZKkdyajOMQhDnGIQxwf8nH//n0JkG7evCk9fvxYPjIzM9Xe9b169ZJ0dXUlExMT+ejUqZPG74ItW7ZIlpaW8nl4eLgESBcuXJCvpaamSrq6utLt27dV0jZv3lwaO3Zsod8cycnJUteuXSVra2vJ1dVVGj16tPTHH39IkiRJly5dktq0aVNo2lmzZkmA9ODBg0LjSJIknT9/XgKktLQ0leu9evWSAgMDNabp0qWL5O7uLkmSJB05ckQyMzNTq8dKlSpJK1askCRJkurXry917969UBmcnJyk+fPnS6NGjZLs7OzkMhbk4sWLEiClpKRozOP333+XGjZsKI0ePVpq3ry51KJFC2nixInS8+fP1eL+9ddfEiDNmzevUJkKyvb555/L53l5eVK5cuWkZcuWSZIkSTdu3JAA6fz585IkSVJsbKwESA8fPpQkSZK6du0qtWrVSiXPLl26SObm5vL55MmTJT09PenevXvyNW3qdfLkyZKxsbH05MkTOfybb76R6tatW2y5lISHh0uNGzfWOr67u7vUrl27YuMNHTpUatasmdp1QDI0NFTpWyYmJlJqaqosDyAlJyfLab788kvJ2NhYevr0qXzN399f+vLLL+VzJycnKSAgQOVeXbp0kVq2bFmojNr0XUn6v76wbds2qXTp0lJkZKQcpm37Dw4OVgmvW7eu5OXlpXJNqWMcOnRIo7xXrlyRAgICpIkTJ0peXl7Sp59+Kg0aNKjQPm5kZCSFhIQUWv7C+PvvvyVAiouLkyTp/9r4d999J8fJycmRPvroI2nWrFmSJKm3e03PccmSJZKNjY0kSZL0zz//FFnWl9mzZ49Ur149KSQkROrUqZP0ySefSAsWLJBevHihMX7B8SsvL0/av3+/ZGBgII0cOVJj/JfbgoeHhzRlyhSNcdu2bSv16dNHY9j69eslNzc3KS8vT76WlZUlGRkZSfv27ZNlc3JyUpH9008/lbp06SJJkiQlJCRIgHT69Gk5PCkpSQKk+fPnS5Kk/fjw8rhy9uzZIsfRt8l7XXEvOFP1tpHyctF3rF4ic3l9x+pIebnvTEaBQCAQCD5klO9DMzMzzMzMio3ftGlTlf2mJiYmAMTExDBz5kyuXLnCkydPePHiBZmZmWRkZMiWePr6+nh6espp4+LiyM3NxdXVVeUeWVlZha5WAQwfPhwfHx/Gjh3L9evX2bRpE7Vr1yYnJwcrKyumTp1aaFpJyxUU5UqR0oxSGyRJklfGLl68SHp6ulo5nj9/LpvbXrhwQV5JKoywsDCePXvGmTNn1FYiIX+1DFBxflaQpKQkwsPD0dXVZcqUKYSHh7N06VIyMjLUyqZt3Sgp+CwVCgW2trZqq1+FkZCQoLYtoH79+uzdu1flmpOTE9bW1vK5NvUK+d7UC65q29nZFSlbWloaVatWlc9fvHhBTk6OipXBuHHjGDdunMb0JWlXhbWp+fPn4+vrq3KtoOWDsbExlSpVks9tbGxwdnZWkdHGxkatnPXr11c7L2ha/Cp9V8nJkyeJiori559/VtmPr81zSkhIYODAgWqyxcbGqlwrro1fvXqV0NBQatasyeHDh9m8eTObNm3i77//pkyZMmrxtX1WSUlJTJo0iZMnT3L//n15X39aWpqK08WC9VuqVClq1apFQkJCofm+/BwLts2yZcvSu3dv/P398fPzw9fXl86dO2NnZ6cxrxs3brBjxw7i4+M5dOgQERERLFq0iLy8PNlC5WWioqIoXbo0OTk55OXl0a1bN9m6qri2EBISwqBBg4iOjsbX15eOHTvK7WLQoEF07NiRc+fO0aJFC9q3by87YLx48SLJyclqliaZmZkq/bZatWoqctvZ2REXFwdAYmIipUqVombNmnJ45cqVVZ6xtuPDy+OKl5cXzZs3x8PDA39/f1q0aEGnTp00tp83zX/mP+4KHV30HaqjMCytlYM6haEp+g7VUBRiPicQCAQCgaBoTExMqFy5ssq1lJQU2rRpw6BBgwgNDaVs2bIcPXqUvn37kp2dLX/8GxkZqZh8pqeno6ury9mzZ9U+Ml82yy7IunXrZJN2Dw8PAgMDycrK4uHDh9ja2hYpv3KS4MqVK2oKTUGU+2MfPnyo8oFXFAkJCbKjvvT0dOzs7DTu11fKrlRIiqJhw4bs2rWLzZs3M2bMGLXwBw8eABQq4+effw4g7yVVKBQMHjxYY1xra2ssLCy4cuVKsXIBaosgCoXijTstU04MKdGmXl9FNnt7e5X9+Nu2bWPr1q1ERETI15RmtppwdXXVqt6srKxkReRlbG1t1fpWQTSV6XWfwav2XSWVKlXC0tKSNWvW0Lp1a1kebZ+TNhTXxjX5oejatWuh+Wn7rNq2bYuTkxOrVq3C3t6evLw8qlev/trOzDQ9s4KTCeHh4YSEhLB3715++uknJkyYwP79+6lXr55aXoMGDQIgPj4eyJ9gGTlyZJH3V06+6uvrY29vLzuQ1KYt9OvXD39/f3bt2kV0dDQzZ84kLCyMr776ipYtW5Kamsru3bvZv38/zZs3Z/DgwcydO5f09HQ+/vhjlf6kpOBzfd32rG27e3lc0dXVZf/+/Rw/fpzo6GgWL17M+PHjOXny5Cs5Xy0J/zmttHS9jqAoptgKHUrX6/BuBBIIBAKB4D/E2bNnycvLIywsjHr16uHq6sqff/5ZbDpvb29yc3O5d+8elStXVjmKUsA1ffgrHS4VR4sWLbCysmL27Nkaw5VOpCpVqoSZmZn8QVwcBw8eJC4ujo4dOwJQs2ZN7t69S6lSpdTKppwU8PT0VHE0p4k6deqwZ88eZsyYwdy5c9XC//jjDz766KNCHXEpcXZ2VnGcpwkdHR0+++wzIiIiND6/9PT0N+Y1393dnZMnT6pc+/3334tNp029vgov51euXDmMjIxUrhWluHfr1o2rV6+yY8cOtTBJkmRv/N7e3ly5cuXd7J39/7xcr7///jvu7u7Aq/ddJVZWVhw8eJDk5GQ6d+4sOxLT5jlp2wb++OMP9PT0qFatWrHyaOPYslu3bsTExHD+/Hm1sJycHJ49e8Y///xDYmIiEyZMoHnz5ri7uxf6J4aCMr948YKzZ8/K9fuqeHt7M3bsWI4fP0716tXZuHFjkfGbNGmitU8S5eSro6Ojyl8ftG0LDg4ODBw4kG3btjFixAhWrVolh1lbW9OrVy82bNjAggULZIeVNWvWJCkpiXLlyqm1B21/lefm5saLFy9UnltycrLKc3md8UGhUODj48PUqVM5f/48+vr6bN++XSvZXof/lOKu0NFBz94V08Y9UBhqdvShMDTFtHEP9OxdxWq7QCAQCARvmMqVK5OTk8PixYu5fv0669evZ/ny5cWmc3V1pXv37vTs2ZNt27Zx48YNTp06xcyZM9m1a9dbkdXExITVq1eza9cu2rVrR0xMDCkpKZw5c4ZRo0bJprs6Ojr4+vpy9OhRtTyysrK4e/cut2/f5ty5c8yYMYPAwEDatGlDz549AfD19aV+/fq0b9+e6OhoUlJSOH78OOPHj+fMmTNAvgPATZs2MXnyZBISEoiLi5M9chekQYMG7N69m6lTp6qYOEO+s7MWLVq8sfoJDQ3FwcGBunXrsm7dOuLj40lKSmLNmjV4e3ureJh+HZQrinPnziUpKYnvv/9ezUxeE9rU6/ugc+fOdOnSha5duzJjxgzOnDlDamoqUVFR+Pr6yubfTZs2JT09XeMvxx49esTdu3dVjjfh1frYsWPMnj2bq1evsmTJErZs2cLQoUOBV++7BSlXrhwHDx7kypUrdO3alRcvXmj1nIYOHcqaNWsIDw/n6tWrTJ48WWO9HDlyhIYNG2ploaINw4YNw8fHh+bNm7NkyRIuXrzI9evX2bx5M/Xq1SMpKYkyZcpgaWnJypUrSU5O5uDBg3z99dca81uyZAnbt2/nypUrDB48mIcPH/LFF1+8kmw3btxg7NixnDhxgtTUVKKjo0lKSnrtiQBt0KYtDBs2jH379nHjxg3OnTtHbGysLNukSZPYsWMHycnJXL58maioKDmse/fuWFlZERgYyJEjR7hx4waHDh0iJCSEW7duaSVflSpV8PX1ZcCAAZw6dYrz588zYMAAFWuQVx0fTp48KffbtLQ0tm3bxt9///1O6v29Oqd7/Pjx+7i9lJebK+Xl5kqZKZekJ4c3So9jfpCeHN4oZaZcksMEAoFAIBCoUpL3d1GO2ebNmyfZ2dlJRkZGkr+/v7Ru3To1p0wFHY8pyc7OliZNmiQ5OztLenp6kp2dnRQUFCRdunTpNUpVPKdPn5Y6dOggWVtbSwYGBlLlypWlAQMGSElJSXKc3bt3S+XLl5dyC3xD9OrVSwIkQCpVqpRkbW0t+fr6SmvWrFGJJ0mS9OTJE+mrr76S7O3tJT09PcnBwUHq3r27isO7rVu3SjVq1JD09fUlKysrqUOHDnKY0jmdkt9++00yMTGRFi1aJEmSJD1//lwyNzeXTpw48Ubr5tGjR9KYMWMkFxcXSV9fX7KxsZF8fX2l7du3y86lXpZNkiTJy8tLmjx5siRJxTunkyRJ+uGHH6SPPvpIMjIyktq2bSvNnTtXzTndy47KJKn4etWUbv78+ZKTk5PWdVBS53SSJEm5ubnSsmXLpNq1a0vGxsaSmZmZ9PHHH0sLFy6UMjIy5HidO3eWxowZo5JW2aZePmbOnCnL83L/0VTOl/uok5OTNHXqVOnTTz+VjI2NJVtbW2nhwoUqaV617758rz///FNydXWVOnfuLL148UKr9h8aGipZWVlJpUuXlnr16iWNGjVKrUxubm7Spk2bNNT4q5OZmSnNnDlT8vDwkAwNDaWyZctKPj4+0tq1a6WcnBxJkiRp//79kru7u2RgYCB5enpKhw4dkgBp+/btkiT9XxvfuHGjVKdOHUlfX1+qWrWqdPDgQfk+mpzTvVyX27dvl5Tq2927d6X27dtLdnZ2kr6+vuTk5CRNmjRJbWx5VYoawyWp+LYwZMgQqVKlSpKBgYFkbW0t9ejRQ7p//74kSZI0bdo0yd3dXTIyMpLKli0rBQYGStevX5fzvnPnjtSzZ0/JyspKMjAwkCpWrCj1799ffvdokm3o0KEq/fDPP/+UWrZsKRkYGEhOTk7Sxo0bpXLlyknLly+X47zK+BAfHy/5+/vL7wNXV1dp8eLFJazdV0MhSe/Q/ub/8+TJE8zNzXn8+LFWzm3eFlJeLgod3ULPBQKBQCAQ/B8fyvv7Q0SSJOrWrcvw4cOL3DP7vli2bBnbt28nOjr6fYsiKAGXLl3Cz8+Pa9euFenLQQB79uxhxIgRXLp0ScWsWyAAuHXrFg4ODsTExNC8efP3Lc4r8Z+2BX9ZSRdKu0AgEAgEgldBoVCwcuXKN7av+02jp6fH4sWL37cYghLi6enJrFmzuHHjxvsW5YPn2bNnhIeHC6VdAOT7Etm5cyc3btzg+PHjfPbZZzg7O9OoUaP3Ldor815W3B8/foyFhQU3b94UM/YCgUAgEPyP8OTJExwcHHj06JHWToIEAoFAIHjX7Nu3jxEjRnD9+nVMTU1p0KABCxYswMnJ6X2L9sq8F8VdaaogEAgEAoHgf4+bN2/y0UcfvW8xBAKBQCD4z/BeFPe8vDz+/PNPTE1NNf7n8VVRrgT811byRblFuf8LiHL/d8r9Xywz/G+UW5Iknj59ir29PTrizysCgUAgELwz3ssmEB0dnbc6U29mZvbBfvS8TUS5/1uIcv+3+C+W+79YZvjwyy1M5AUCgUAgePeI6XKBQCAQCAQCgUAgEAg+YITiLhAIBAKBQCAQCAQCwQfMv0pxNzAwYPLkyRgYGLxvUd4potyi3P8FRLn/O+X+L5YZ/rvlFggEAoFAUDzvxTmdQCAQCAQCgUAgEAgEAu34V624CwQCgUAgEAgEAoFA8G9DKO4CgUAgEAgEAoFAIBB8wAjFXSAQCAQCgUAgEAgEgg8YobgLBAKBQCAQCAQCgUDwAfPBKe6HDx+mbdu22Nvbo1Ao+OWXXwqNO3DgQBQKBQsW/L927j8m6vqPA/jz6PSAiJ+CAiYgJvZLZdqYzBosFRzL1dQ5VCBGhrWhWwyc2krZJNIZFWnaus4yF9KYsyHGKCkyQQzvjqBkaQHjl24iim1xXLy+f3zHZ51cccgPP3c+H9tn897v1+d8P32zz3jdx/u8azPe09ODDRs2wNvbG76+vsjIyMDt27dtahoaGvD000/D3d0dDz/8MPbu3TsBaRw3Hrn37NmD2NhYeHp6wtfX1+65bW1tSEpKgqenJ4KCgpCTkwOr1Tp+QUZprLlbWlqQkZGBiIgIeHh4IDIyEm+++SYsFovNua6436tWrcKsWbPg7u6O4OBgpKSkoLOz06bGFXMP6e/vx8KFC6HRaGAymWzmXDF3eHg4NBqNzVFQUGBTo6bc47XXp06dQkxMDDw8PODn54fnn3/eZt7VrmnffffdsH0eOi5cuKDUqWmviYiIaOKprnH/888/sWDBAhw4cOA/606cOIHa2lqEhIQMm9uwYQOamppQWVmJsrIyVFdX4+WXX1bmb926hRUrViAsLAz19fXYt28fdu3ahY8++mjc8zhqPHJbLBasXbsWr7zyit1z//77byQlJcFiseDcuXP49NNPceTIEbzxxhvjkuFujDX3pUuXMDg4iMOHD6OpqQmFhYU4dOgQduzYodS46n7Hx8ejpKQEzc3NKC0txZUrV7BmzRpl3lVzD8nNzbU778q58/Ly0NXVpRxZWVnKnNpyj0fm0tJSpKSkID09HWazGT/++CPWr1+vzLviNS02NtZmj7u6uvDSSy8hIiICixcvBqC+vSYiIqJJICoGQE6cODFsvL29XUJDQ6WxsVHCwsKksLBQmfvll18EgFy4cEEZO336tGg0Guno6BARkYMHD4qfn5/09/crNdu2bZOoqKgJyzIad5P7nwwGg/j4+AwbLy8vFzc3N+nu7lbGPvzwQ/H29rb5t7hXxpp7yN69eyUiIkJ57er7PeTkyZOi0WjEYrGIiGvnLi8vl3nz5klTU5MAEKPRqMy5au6RfgbUnPtuMg8MDEhoaKh8/PHH//q+98M1zWKxSGBgoOTl5Sljat5rIiIimhiqu+M+ksHBQaSkpCAnJwePP/74sPmamhr4+voqdyYAYNmyZXBzc8P58+eVmmeeeQZTp05VahISEtDc3IwbN25MfIi7MFJuR9TU1ODJJ5/E9OnTlbGEhATcunULTU1N47XUcXU3uW/evAl/f3/l9f2w3z09PTh27BhiY2MxZcoUAK6b++rVq9i0aROOHj0KT0/PYfOumhsACgoKEBAQgOjoaOzbt8/mv4Q7W+6RMl+8eBEdHR1wc3NDdHQ0goODsXLlSjQ2Nio198M17auvvsL169eRnp6ujDnbXhMREdHYOV3j/vbbb0Or1WLLli1257u7uxEUFGQzptVq4e/vj+7ubqXmn7/oAVBeD9WozUi5HXE/5L58+TKKioqQmZmpjLly7m3btuHBBx9EQEAA2tracPLkSWXOFXOLCF588UVs3rzZ5sO5f3LF3ACwZcsWFBcXo6qqCpmZmcjPz0dubq4y72y5R8r8+++/AwB27dqF119/HWVlZfDz80NcXBx6enoAOF9mYPTXNL1ej4SEBMycOVMZc8bcRERENDbae72A0aivr8d7772HixcvQqPR3OvlTBrmdix3R0cHEhMTsXbtWmzatGkSVjgxRpM7JycHGRkZaG1txe7du5GamoqysjKn/DlxJHdRURH6+vqwffv2SV7dxHF0v1977TXlz/Pnz8fUqVORmZmJt956CzqdbjKWOm4cyTw4OAgA2LlzJ1avXg0AMBgMmDlzJr788kubD+ecxWivae3t7aioqEBJSckkrI6IiIjUzKnuuP/www+4du0aZs2aBa1WC61Wi9bWVmRnZyM8PBwAMGPGDFy7ds3mPKvVip6eHsyYMUOpuXr1qk3N0OuhGjVxJLcjXDl3Z2cn4uPjERsbO+wBTa6ce9q0aZg7dy6WL1+O4uJilJeXo7a2FoBr5j5z5gxqamqg0+mg1WoxZ84cAMDixYuRlpYGwDVz2xMTEwOr1YqWlhYAzpXbkczBwcEAgMcee0w5T6fTYfbs2WhrawPgXJmB0e+1wWBAQEAAVq1aZTPubLmJiIho7JyqcU9JSUFDQwNMJpNyhISEICcnBxUVFQCAJUuWoLe3F/X19cp5Z86cweDgIGJiYpSa6upqDAwMKDWVlZWIioqCn5/f5IZygCO5HbFkyRL8/PPPNh9sVFZWwtvb2+aXY7VwNHdHRwfi4uKwaNEiGAwGuLnZ/ljfL/s9dIeyv78fgGvmfv/992E2m5X58vJyAMDx48exZ88eAK6Z2x6TyQQ3Nzflq0HOlNuRzIsWLYJOp0Nzc7Ny3sDAAFpaWhAWFgbAda9pwP+/FmIwGJCamqo8t2KIM+01ERERjZN7/XS8O/X19YnRaBSj0SgA5J133hGj0Sitra126+09kTcxMVGio6Pl/PnzcvbsWXnkkUckOTlZme/t7ZXp06dLSkqKNDY2SnFxsXh6esrhw4cnMtp/Go/cra2tYjQaZffu3eLl5aW8X19fn4iIWK1WeeKJJ2TFihViMpnk66+/lsDAQNm+fftEx/tXY83d3t4uc+bMkWeffVba29ulq6tLOYa44n7X1tZKUVGRGI1GaWlpkW+//VZiY2MlMjJS/vrrLxFxzdx3+uOPP4Y9Vd4Vc587d04KCwvFZDLJlStX5PPPP5fAwEBJTU1VatSWezz2euvWrRIaGioVFRVy6dIlycjIkKCgIOnp6RER17ymDfnmm28EgPz666/D5tS210RERDTxVNe4V1VVCYBhR1pamt16e7/0XL9+XZKTk8XLy0u8vb0lPT1daV6HmM1mWbp0qeh0OgkNDZWCgoIJSuSY8cidlpZm9z2qqqqUmpaWFlm5cqV4eHjItGnTJDs7WwYGBiYu2AjGmttgMNg9/87PpFxtvxsaGiQ+Pl78/f1Fp9NJeHi4bN68Wdrb223Oc7Xcd7LXuIu4Xu76+nqJiYkRHx8fcXd3l0cffVTy8/OVD2mGqCn3eOy1xWKR7OxsCQoKkoceekiWLVsmjY2NNjWudk0bkpycLLGxsf/696hpr4mIiGjiaURExuPOPRERERERERGNP6f6jjsRERERERHR/YaNOxEREREREZGKsXEnIiIiIiIiUjE27kREREREREQqxsadiIiIiIiISMXYuBMRERERERGpGBt3IiIiIiIiIhVj405ERERERESkYmzciYiIiIiIiFSMjTsRjUpNTQ0eeOABJCUl2Yy3tLRAo9HAZDLZjJeWliIuLg4+Pj7w8vLC/PnzkZeXh56enklcNRERERGR82LjTkSjotfrkZWVherqanR2dv5n7c6dO7Fu3To89dRTOH36NBobG7F//36YzWYcPXp0klZMREREROTctPd6AUTkPG7fvo3jx4/jp59+Qnd3N44cOYIdO3bYra2rq0N+fj7effddbN26VRkPDw/H8uXL0dvbO0mrJiIiIiJybrzjTkQOKykpwbx58xAVFYWNGzfik08+gYjYrT127Bi8vLzw6quv2p339fWdwJUSEREREbkONu5E5DC9Xo+NGzcCABITE3Hz5k18//33dmt/++03zJ49G1OmTJnMJRIRERERuRw27kTkkObmZtTV1SE5ORkAoNVqsW7dOuj1erv1/3YnnoiIiIiIRoffcScih+j1elitVoSEhChjIgKdTocPPvhgWP3cuXNx9uxZDAwM8K47EREREdEY8I47EY3IarXis88+w/79+2EymZTDbDYjJCQEX3zxxbBz1q9fj9u3b+PgwYN235MPpyMiIiIicgzvuBPRiMrKynDjxg1kZGTAx8fHZm716tXQ6/VITEy0GY+JiUFubi6ys7PR0dGBF154ASEhIbh8+TIOHTqEpUuX2jxtnoiIiIiI7NMIv4hKRCN47rnnMDg4iFOnTg2bq6urQ0xMDMxmMxYsWACj0YiFCxcq8yUlJThw4ACMRiMGBwcRGRmJNWvWICsri0+WJyIiIiJyABt3IiIiIiIiIhXjd9yJiIiIiIiIVIyNOxEREREREZGKsXEnIiIiIiIiUjE27kREREREREQqxsadiIiIiIiISMXYuBMRERERERGpGBt3IiIiIiIiIhVj405ERERERESkYmzciYiIiIiIiFSMjTsRERERERGRirFxJyIiIiIiIlKx/wEYWmeQayap+AAAAABJRU5ErkJggg==",
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
@@ -4267,7 +4267,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.12"
+ "version": "3.11.10"
},
"toc": {
"base_numbering": 1,
diff --git a/notebooks/data/titanic_tickets.csv b/notebooks/data/titanic_tickets.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb19af51a84934162f4df8d1d73d3667535cd2b3
--- /dev/null
+++ b/notebooks/data/titanic_tickets.csv
@@ -0,0 +1,930 @@
+,Fare,Pclass,Embarked,Deck,Cabins,Passengers,AdultMales,AdultFemales,Children,SibSp,Parch
+110152,86.5,1,S,B,2,3,0,3,0,0,0
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+SC/AH 3085,26.0,2,S,,1,2,1,1,0,1,0
+SC/AH Basle 541,13.7917,2,C,D,1,1,0,1,0,0,0
+SC/PARIS 2131,15.05,2,C,,1,1,1,0,0,0,0
+SC/PARIS 2133,15.0458,2,C,,1,1,1,0,0,0,0
+SC/PARIS 2146,13.8625,2,C,,1,1,1,0,0,0,0
+SC/PARIS 2147,13.8583,2,C,,1,1,1,0,0,0,0
+SC/PARIS 2148,13.8583,2,C,,1,1,0,1,0,1,0
+SC/PARIS 2149,13.8583,2,C,,1,1,0,1,0,1,0
+SC/PARIS 2159,12.875,2,S,,1,1,1,0,0,0,0
+SC/PARIS 2166,13.8625,2,C,D,1,1,1,0,0,0,0
+SC/PARIS 2167,27.7208,2,C,,1,2,1,1,0,1,0
+SC/PARIS 2168,15.0333,2,C,,1,1,1,0,0,0,0
+SC/Paris 2123,41.5792,2,C,,1,4,1,1,2,1,2
+SC/Paris 2163,12.875,2,C,D,1,1,1,0,0,0,0
+SCO/W 1585,12.275,2,S,,1,1,1,0,0,0,0
+SO/C 14885,10.5,2,S,,1,1,0,1,0,0,0
+SOTON/O.Q. 3101262,7.25,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101263,7.85,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101305,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101306,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101307,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101308,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101309,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101310,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101311,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101312,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101314,7.25,3,S,,1,1,1,0,0,0,0
+SOTON/O.Q. 3101315,13.775,3,S,,1,3,0,1,2,1,2
+SOTON/O.Q. 392078,8.05,3,S,E,1,1,1,0,0,0,0
+SOTON/O.Q. 392087,8.05,3,S,,1,1,0,1,0,0,0
+SOTON/O2 3101272,7.125,3,S,,1,1,1,0,0,0,0
+SOTON/O2 3101284,7.925,3,S,,1,1,1,0,0,0,0
+SOTON/O2 3101287,7.925,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 3101316,8.05,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 3101317,7.25,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 392076,7.05,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 392082,8.05,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 392083,8.05,3,S,,1,1,0,1,0,0,0
+SOTON/OQ 392086,8.05,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 392089,8.05,3,S,,1,1,1,0,0,0,0
+SOTON/OQ 392090,8.05,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101268,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101269,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101273,7.125,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101274,7.125,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101275,7.125,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101280,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101285,7.925,3,S,,1,1,1,0,0,1,0
+STON/O 2. 3101286,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101288,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101289,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101291,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101292,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101293,7.925,3,S,,1,1,1,0,0,0,0
+STON/O 2. 3101294,7.925,3,S,,1,1,1,0,0,0,0
+STON/O2. 3101270,7.925,3,S,,1,1,0,1,0,1,0
+STON/O2. 3101271,7.925,3,S,,1,1,0,1,0,1,0
+STON/O2. 3101279,15.85,3,S,,1,2,1,1,0,1,0
+STON/O2. 3101282,7.925,3,S,,1,1,0,1,0,0,0
+STON/O2. 3101283,7.925,3,S,,1,1,0,1,0,0,0
+STON/O2. 3101290,7.925,3,S,,1,1,0,1,0,0,0
+STON/OQ. 369943,8.05,3,S,,1,1,1,0,0,0,0
+SW/PP 751,10.5,2,S,,1,1,1,0,0,0,0
+W./C. 14258,10.5,2,S,,1,1,0,1,0,0,0
+W./C. 14260,10.5,2,S,,1,1,1,0,0,0,0
+W./C. 14263,10.5,2,S,,1,1,1,0,0,0,0
+W./C. 14266,10.5,2,S,F,1,1,0,1,0,0,0
+W./C. 6607,23.45,3,S,,1,4,2,2,0,1,2
+W./C. 6608,34.375,3,S,,1,5,2,2,1,2,3
+W./C. 6609,7.55,3,S,,1,1,0,1,0,0,0
+W.E.P. 5734,61.175,1,S,E,1,2,1,1,0,1,0
+W/C 14208,10.5,2,S,,1,1,1,0,0,0,0
+WE/P 5735,71.0,1,S,B,1,2,1,1,0,1,2
diff --git a/notebooks/data/wheat.txt b/notebooks/data/wheat.txt
new file mode 100644
index 0000000000000000000000000000000000000000..02e54dabfd13fd51fd8dca99c0ecc13f33485abb
--- /dev/null
+++ b/notebooks/data/wheat.txt
@@ -0,0 +1,31 @@
+variety location yield
+A 1 35.3
+A 2 31
+A 3 32.7
+A 4 36.8
+A 5 37.2
+A 6 33.1
+B 1 33.7
+B 2 32.2
+B 3 31.4
+B 4 32.7
+B 5 35
+B 6 33.7
+C 1 32.2
+C 2 33.4
+C 3 33.6
+C 4 37.1
+C 5 37.3
+C 6 38.2
+D 1 32.9
+D 2 36.1
+D 3 35.2
+D 4 38.3
+D 5 35.2
+D 6 36
+E 1 32.4
+E 2 30.9
+E 3 31.2
+E 4 30.7
+E 5 33.9
+E 6 36.1