diff --git a/day1.3_image_processing_basics/00_images_as_arrays.ipynb b/day1.3_image_processing_basics/00_images_as_arrays.ipynb
index 944027f..ce45f7f 100644
--- a/day1.3_image_processing_basics/00_images_as_arrays.ipynb
+++ b/day1.3_image_processing_basics/00_images_as_arrays.ipynb
@@ -2,7 +2,11 @@
"cells": [
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"# Images are arrays of numbers\n",
"\n",
@@ -15,7 +19,11 @@
{
"cell_type": "code",
"execution_count": 1,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [],
"source": [
"import numpy as np\n",
@@ -24,7 +32,11 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"## Numpy arrays\n",
"\n",
@@ -34,7 +46,11 @@
{
"cell_type": "code",
"execution_count": 2,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -69,7 +85,11 @@
{
"cell_type": "code",
"execution_count": 3,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -98,7 +118,11 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"This output is almost the same as above with the difference that now it is indicated that we are dealing with a Numpy ```array```. Such Numpy arrays can now be treated as a one entity and we can perform the computation that we coudn't before:"
]
@@ -106,7 +130,11 @@
{
"cell_type": "code",
"execution_count": 4,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [],
"source": [
"image = np.asarray(raw_image_array)"
@@ -115,7 +143,11 @@
{
"cell_type": "code",
"execution_count": 5,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -140,14 +172,22 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"Note that these computations are very efficient because they are *vectorized*, i.e. they can in principle be performed in parallel."
]
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"## Two important properties\n",
"\n",
@@ -159,7 +199,11 @@
{
"cell_type": "code",
"execution_count": 6,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -179,7 +223,11 @@
{
"cell_type": "code",
"execution_count": 7,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -198,7 +246,11 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"## Other ways of creating arrays\n",
"\n",
@@ -208,7 +260,11 @@
{
"cell_type": "code",
"execution_count": 8,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -236,7 +292,11 @@
{
"cell_type": "code",
"execution_count": 9,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -265,7 +325,11 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"As images are just arrays, we just set pixel values as if we were accessing arrays. From this you also learn that the first axis (coordinate 0) is going from top to bottom while the second axis (coordinate 3) goes from left to right."
]
@@ -273,7 +337,11 @@
{
"cell_type": "code",
"execution_count": 10,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -304,7 +372,11 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"For studying noise, we can for example create an image with random values using [```np.random.random```](https://numpy.org/doc/stable/reference/random/generated/numpy.random.Generator.random.html#numpy.random.Generator.random)."
]
@@ -312,7 +384,11 @@
{
"cell_type": "code",
"execution_count": 11,
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
"outputs": [
{
"data": {
@@ -362,4 +438,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/day2.4_tabular_data_wrangling/01_introduction_dataframes.ipynb b/day2.4_tabular_data_wrangling/01_introduction_dataframes.ipynb
index 4f407ec..dd6c724 100644
--- a/day2.4_tabular_data_wrangling/01_introduction_dataframes.ipynb
+++ b/day2.4_tabular_data_wrangling/01_introduction_dataframes.ipynb
@@ -1,7 +1,11 @@
{
"cells": [
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
"source": [
"# Introduction to working with DataFrames\n",
@@ -19,16 +23,25 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.467622Z",
"start_time": "2024-04-30T14:12:09.831096Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
- "source": "import pandas as pd",
+ "source": [
+ "import pandas as pd"
+ ],
"id": "9125bc100baf5f39",
"outputs": [],
"execution_count": 1
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
"source": [
"## Creating DataFrames\n",
@@ -42,6 +55,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.470810Z",
"start_time": "2024-04-30T14:12:10.468673Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -58,9 +74,15 @@
"execution_count": 2
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
- "source": "This data structure can be easily transferred into a DataFrame which provides additional functionalities, like visualizing it nicely:",
+ "source": [
+ "This data structure can be easily transferred into a DataFrame which provides additional functionalities, like visualizing it nicely:"
+ ],
"id": "62ef9d3f31248eed"
},
{
@@ -68,6 +90,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.480187Z",
"start_time": "2024-04-30T14:12:10.471517Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -145,9 +170,15 @@
"execution_count": 3
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
- "source": "DataFrames also provide some important methods to get an overview of the DataFrames' structure and the containing data:",
+ "source": [
+ "DataFrames also provide some important methods to get an overview of the DataFrames' structure and the containing data:"
+ ],
"id": "70d15d36c3c369f3"
},
{
@@ -155,6 +186,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.488446Z",
"start_time": "2024-04-30T14:12:10.481456Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -189,6 +223,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.497340Z",
"start_time": "2024-04-30T14:12:10.489134Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -294,7 +331,11 @@
"execution_count": 5
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
"source": [
"### DataFrames from (nested) lists\n",
@@ -307,6 +348,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.501828Z",
"start_time": "2024-04-30T14:12:10.498022Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -397,9 +441,15 @@
"execution_count": 6
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
- "source": "As you can see, this table is rotated and our column names are set as index (rows' names). We can bring it in the usual form via transposing:",
+ "source": [
+ "As you can see, this table is rotated and our column names are set as index (rows' names). We can bring it in the usual form via transposing:"
+ ],
"id": "425964ba72a49d07"
},
{
@@ -407,6 +457,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.505596Z",
"start_time": "2024-04-30T14:12:10.502569Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -484,7 +537,11 @@
"execution_count": 7
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
"source": [
"## Saving and loading DataFrames\n",
@@ -499,16 +556,25 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.509091Z",
"start_time": "2024-04-30T14:12:10.506322Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
- "source": "df.to_csv('../data/measurements_table.csv')",
+ "source": [
+ "df.to_csv('../data/measurements_table.csv')"
+ ],
"id": "3671c5cc6e5e78ca",
"outputs": [],
"execution_count": 8
},
{
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"cell_type": "markdown",
"source": [
"Stored DataFrames can be read with pandas from various formats, so we are able to read files into a DataFrame again.\n",
@@ -523,6 +589,9 @@
"ExecuteTime": {
"end_time": "2024-04-30T14:12:10.517187Z",
"start_time": "2024-04-30T14:12:10.509781Z"
+ },
+ "pycharm": {
+ "name": "#%%\n"
}
},
"cell_type": "code",
@@ -811,4 +880,4 @@
},
"nbformat": 4,
"nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/day3.3a_basic_plotting/01_Introduction_to_Seaborn.ipynb b/day3.3a_basic_plotting/01_Introduction_to_Seaborn.ipynb
index 108cf83..33d74f9 100644
--- a/day3.3a_basic_plotting/01_Introduction_to_Seaborn.ipynb
+++ b/day3.3a_basic_plotting/01_Introduction_to_Seaborn.ipynb
@@ -30,11 +30,10 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "ec137599-b8bd-4666-b5f7-13e94243b50e",
"metadata": {
"pycharm": {
- "is_executing": true,
"name": "#%%\n"
}
},
@@ -60,7 +59,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4",
"metadata": {
"pycharm": {
@@ -68,107 +67,7 @@
},
"scrolled": true
},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
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- "\n",
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- "3 140 73.742857 18.940508 10.314404 1.836316 \n",
- "4 144 89.375000 13.639308 13.458532 1.013432 \n",
- "\n",
- " file_name \n",
- "0 20P1_POS0010_D_1UL \n",
- "1 20P1_POS0010_D_1UL \n",
- "2 20P1_POS0010_D_1UL \n",
- "3 20P1_POS0010_D_1UL \n",
- "4 20P1_POS0010_D_1UL "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df = pd.read_csv(\"../data/BBBC007_analysis.csv\")\n",
"df.head()"
@@ -183,7 +82,7 @@
}
},
"source": [
- "The two images originate from *The Broad Bioimage Benchmark Collection* and show fluroescent microscopy images of Drosophila Kc167 cells. "
+ "The two images originate from [*The Broad Bioimage Benchmark Collection*](https://bbbc.broadinstitute.org) and show fluroescent microscopy images of Drosophila Kc167 cells."
]
},
{
@@ -344,7 +243,7 @@
" size=\"area\",\n",
" hue=\"major_axis_length\", \n",
" style=\"file_name\", # Grouping variable that will produce elements with different styles\n",
- " markers=[\"o\", \"^\"]); # Which markers are to be used for the style variable"
+ " markers=[\"o\", \"^\"]); # Define which markers are to be used for the style variable"
],
"metadata": {
"collapsed": false,
@@ -499,6 +398,18 @@
}
}
},
+ {
+ "cell_type": "markdown",
+ "source": [
+ "---"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ }
+ },
{
"cell_type": "markdown",
"source": [
@@ -518,12 +429,7 @@
"execution_count": null,
"outputs": [],
"source": [
- "#''' SOLUTION\n",
- "sns.lmplot(data=df,\n",
- " x=\"major_axis_length\",\n",
- " y=\"minor_axis_length\",\n",
- " hue=\"file_name\");\n",
- "#'''"
+ "# Your code here\n"
],
"metadata": {
"collapsed": false,
@@ -541,6 +447,8 @@
"- the font family: change to \"serif\"\n",
"- the color palette: change the two colors some red tone and some light green.\n",
"\n",
+ "Reflect about why this color choice is a bad idea and what you should do instead.\n",
+ "\n",
"Then, give your plot a title and position it properly.\n",
"\n",
"Hints:\n",
@@ -559,19 +467,7 @@
"execution_count": null,
"outputs": [],
"source": [
- "#''' SOLUTION\n",
- "\n",
- "sns.set_theme(style=\"white\", font=\"serif\", palette=['firebrick', 'yellowgreen'])\n",
- "\n",
- "g = sns.lmplot(data=df,\n",
- " x=\"major_axis_length\",\n",
- " y=\"minor_axis_length\",\n",
- " hue=\"file_name\");\n",
- "\n",
- "g.fig.suptitle(\"My very own title\",\n",
- " x=0.40, y=1.06,\n",
- " fontweight=\"bold\");\n",
- "#'''"
+ "# Your code here\n"
],
"metadata": {
"collapsed": false,
@@ -579,34 +475,6 @@
"name": "#%%\n"
}
}
- },
- {
- "cell_type": "markdown",
- "source": [
- "__Note: This color choice is a very bad idea as it affects readers with red-green impairment. For this reason, Seaborn offers a palette called `colorblind` which you should use whenever possible.__"
- ],
- "metadata": {
- "collapsed": false,
- "pycharm": {
- "name": "#%% md\n"
- }
- }
- },
- {
- "cell_type": "markdown",
- "id": "28dbe370",
- "metadata": {},
- "source": [
- "__Note: This color choice is a very bad idea as it affects readers with red-green impairment. For this reason, Seaborn offers a palette called `colorblind` which you should use whenever possible.__"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "8762f30c",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
diff --git a/day3.3a_basic_plotting/02_Plotting_distributions.ipynb b/day3.3a_basic_plotting/02_Plotting_distributions.ipynb
index 74cab96..155f187 100644
--- a/day3.3a_basic_plotting/02_Plotting_distributions.ipynb
+++ b/day3.3a_basic_plotting/02_Plotting_distributions.ipynb
@@ -21,12 +21,12 @@
}
},
"source": [
- "With Seaborn, it is also very practical to plot data distributions. We start with simple boxplots and bar graphs. Then, we show how to plot histograms and kde."
+ "Seaborn is also very practical to plot data distributions. We start with simple histograms and kde. Then, we show how to plot boxplots, violinplots and bar graphs."
]
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "ec137599-b8bd-4666-b5f7-13e94243b50e",
"metadata": {
"pycharm": {
@@ -44,121 +44,25 @@
{
"cell_type": "markdown",
"id": "82b1eca0",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"## Load the dataframe"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
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- " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n",
- "0 139 96.546763 17.504104 10.292770 1.700621 \n",
- "1 360 86.613889 35.746808 14.983124 2.385805 \n",
- "2 43 91.488372 12.967884 4.351573 2.980045 \n",
- "3 140 73.742857 18.940508 10.314404 1.836316 \n",
- "4 144 89.375000 13.639308 13.458532 1.013432 \n",
- "\n",
- " file_name \n",
- "0 20P1_POS0010_D_1UL \n",
- "1 20P1_POS0010_D_1UL \n",
- "2 20P1_POS0010_D_1UL \n",
- "3 20P1_POS0010_D_1UL \n",
- "4 20P1_POS0010_D_1UL "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"df = pd.read_csv(\"../data/BBBC007_analysis.csv\")\n",
"df.head()"
@@ -179,28 +83,25 @@
{
"cell_type": "markdown",
"id": "1df2083c",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"The Seaborn function for distributions is [`sns.displot()`](https://seaborn.pydata.org/generated/seaborn.displot.html#seaborn.displot), whereby the histogram is the standard display type."
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "ca39fa34",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
"sns.displot(data=df,\n",
" x=\"intensity_mean\");"
@@ -209,55 +110,45 @@
{
"cell_type": "markdown",
"id": "c4642a2f",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"Again, we have the option to either display the distributions of the individual files in a single diagram with different colors or split them into two sub-diagrams. The choice depends on the argument to which we pass the `file_name` parameter: either `hue` for coloring within a single diagram or `col` for creating separate sub-diagrams. Let's try both."
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"id": "c480dd20",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
"sns.displot(data=df,\n",
" x=\"intensity_mean\",\n",
- " hue=\"file_name\");"
+ " hue=\"file_name\"); # Display a different color for each file"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "c762f1a4",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
"sns.displot(data=df,\n",
" x=\"intensity_mean\",\n",
- " col=\"file_name\");"
+ " col=\"file_name\"); # Display a different subplot for each file"
]
},
{
@@ -274,25 +165,14 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"id": "0f61843d-2f1a-4602-8a7e-295ff64c650a",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"sns.displot(data=df,\n",
" x=\"intensity_mean\",\n",
@@ -316,25 +196,14 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"id": "3e9fcfc2-8634-4f80-b361-538c5e084117",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"sns.catplot(data=df,\n",
" x=\"file_name\",\n",
@@ -345,28 +214,25 @@
{
"cell_type": "markdown",
"id": "89f03d2c",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"Seaborn automatically identifies `file_name` as a categorical variable and `intensity_mean` as a numerical value. Thus, it plots boxplots for the intensity variable. If we invert x and y, we still get the same graph, but as horizontal boxplots."
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"id": "9e717c50",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
"sns.catplot(data=df,\n",
" x=\"intensity_mean\",\n",
@@ -377,7 +243,11 @@
{
"cell_type": "markdown",
"id": "473d0e3f",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"We can display advanced visualizations, such as side-by-side boxplots, which are particularly useful for comparing pairs of categorical data.\n",
"\n",
@@ -386,215 +256,109 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "3d89f875",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " area \n",
- " intensity_mean \n",
- " major_axis_length \n",
- " minor_axis_length \n",
- " aspect_ratio \n",
- " file_name \n",
- " area_cat \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " 0 \n",
- " 139 \n",
- " 96.546763 \n",
- " 17.504104 \n",
- " 10.292770 \n",
- " 1.700621 \n",
- " 20P1_POS0010_D_1UL \n",
- " small \n",
- " \n",
- " \n",
- " 1 \n",
- " 360 \n",
- " 86.613889 \n",
- " 35.746808 \n",
- " 14.983124 \n",
- " 2.385805 \n",
- " 20P1_POS0010_D_1UL \n",
- " big \n",
- " \n",
- " \n",
- " 2 \n",
- " 43 \n",
- " 91.488372 \n",
- " 12.967884 \n",
- " 4.351573 \n",
- " 2.980045 \n",
- " 20P1_POS0010_D_1UL \n",
- " small \n",
- " \n",
- " \n",
- " 3 \n",
- " 140 \n",
- " 73.742857 \n",
- " 18.940508 \n",
- " 10.314404 \n",
- " 1.836316 \n",
- " 20P1_POS0010_D_1UL \n",
- " small \n",
- " \n",
- " \n",
- " 4 \n",
- " 144 \n",
- " 89.375000 \n",
- " 13.639308 \n",
- " 13.458532 \n",
- " 1.013432 \n",
- " 20P1_POS0010_D_1UL \n",
- " small \n",
- " \n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n",
- "0 139 96.546763 17.504104 10.292770 1.700621 \n",
- "1 360 86.613889 35.746808 14.983124 2.385805 \n",
- "2 43 91.488372 12.967884 4.351573 2.980045 \n",
- "3 140 73.742857 18.940508 10.314404 1.836316 \n",
- "4 144 89.375000 13.639308 13.458532 1.013432 \n",
- "\n",
- " file_name area_cat \n",
- "0 20P1_POS0010_D_1UL small \n",
- "1 20P1_POS0010_D_1UL big \n",
- "2 20P1_POS0010_D_1UL small \n",
- "3 20P1_POS0010_D_1UL small \n",
- "4 20P1_POS0010_D_1UL small "
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
- "df['area_cat'] = np.where(df['area'] > 250, 'big', 'small') # TODO Check what attendees have learned in previous session\n",
+ "df['area_cat'] = np.where(df['area'] > 250, 'big', 'small')\n",
"df.head()"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "a1e96fdf",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
"sns.catplot(data=df,\n",
" x='file_name',\n",
" y='intensity_mean',\n",
- " hue='area_cat',\n",
- " kind='box');"
+ " kind='box',\n",
+ " hue='area_cat'); # Display side-by-side boxplots for each file_name and area_cat"
]
},
{
"cell_type": "markdown",
"id": "a1f99ecc",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"If you only change the parameter `kind` from `box` to `violin`, we get a violin plot. By providing `split=True`, we can further customize the plot."
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "1aec9a4e",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
}
- ],
+ },
+ "outputs": [],
"source": [
"sns.catplot(data=df,\n",
" x='file_name',\n",
" y='intensity_mean',\n",
" hue='area_cat',\n",
- " kind='violin', split=True);"
+ " kind='violin',\n",
+ " split=True); # Display side-by-side violin plots for each file_name and area_cat"
]
},
{
"cell_type": "markdown",
"id": "29b7786e",
- "metadata": {},
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
"source": [
"In a similar way, we get the count for categorical variables with the parameter `count`."
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"id": "e95df95a-b4e0-4ca5-b94d-0512fb09058f",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"sns.catplot(data=df,\n",
" x=\"file_name\",\n",
" hue='area_cat',\n",
- " kind=\"count\");"
+ " kind=\"count\"); # Count plot: \"histogram\" across a categorical, instead of quantitative, variable"
]
},
+ {
+ "cell_type": "markdown",
+ "source": [
+ "---"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ }
+ },
{
"cell_type": "markdown",
"id": "05dd40e3-4b9a-44b8-8bfc-610f79809d06",
@@ -605,7 +369,7 @@
"tags": []
},
"source": [
- "## Exercise"
+ "## Exercise 3"
]
},
{
@@ -624,42 +388,17 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"id": "9ee0c368-7b49-4f24-86a7-8ab65873f72f",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "#''' SOLUTION\n",
- "sns.displot(data=df,\n",
- " x=\"area\",\n",
- " kind=\"ecdf\",\n",
- " col=\"area_cat\",\n",
- " row=\"file_name\");\n",
- "#'''"
+ "# Your code here\n"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "cee4d990",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
@@ -690,4 +429,4 @@
},
"nbformat": 4,
"nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/day3.3a_basic_plotting/03_BONUS_Multivariate_views.ipynb b/day3.3a_basic_plotting/03_BONUS_Multivariate_views.ipynb
deleted file mode 100644
index 7a7ca5d..0000000
--- a/day3.3a_basic_plotting/03_BONUS_Multivariate_views.ipynb
+++ /dev/null
@@ -1,386 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27",
- "metadata": {},
- "source": [
- "# Multivariate views"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "23618ebe-f01c-47b9-aa85-ce4ad6d01619",
- "metadata": {},
- "source": [
- "In this notebook, we show a few examples of how to have plots with graphs of different types in a figure, like having a scatter plot with marginal distributions or even a multivariate plot with pair relationships of all properties in a table."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "ec137599-b8bd-4666-b5f7-13e94243b50e",
- "metadata": {},
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import seaborn as sns\n",
- "sns.set_theme()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "88932903-b980-42a3-b6e8-3f42327735c6",
- "metadata": {},
- "source": [
- "Let's load the same dataframe."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " area \n",
- " intensity_mean \n",
- " major_axis_length \n",
- " minor_axis_length \n",
- " aspect_ratio \n",
- " file_name \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " 0 \n",
- " 139 \n",
- " 96.546763 \n",
- " 17.504104 \n",
- " 10.292770 \n",
- " 1.700621 \n",
- " 20P1_POS0010_D_1UL \n",
- " \n",
- " \n",
- " 1 \n",
- " 360 \n",
- " 86.613889 \n",
- " 35.746808 \n",
- " 14.983124 \n",
- " 2.385805 \n",
- " 20P1_POS0010_D_1UL \n",
- " \n",
- " \n",
- " 2 \n",
- " 43 \n",
- " 91.488372 \n",
- " 12.967884 \n",
- " 4.351573 \n",
- " 2.980045 \n",
- " 20P1_POS0010_D_1UL \n",
- " \n",
- " \n",
- " 3 \n",
- " 140 \n",
- " 73.742857 \n",
- " 18.940508 \n",
- " 10.314404 \n",
- " 1.836316 \n",
- " 20P1_POS0010_D_1UL \n",
- " \n",
- " \n",
- " 4 \n",
- " 144 \n",
- " 89.375000 \n",
- " 13.639308 \n",
- " 13.458532 \n",
- " 1.013432 \n",
- " 20P1_POS0010_D_1UL \n",
- " \n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n",
- "0 139 96.546763 17.504104 10.292770 1.700621 \n",
- "1 360 86.613889 35.746808 14.983124 2.385805 \n",
- "2 43 91.488372 12.967884 4.351573 2.980045 \n",
- "3 140 73.742857 18.940508 10.314404 1.836316 \n",
- "4 144 89.375000 13.639308 13.458532 1.013432 \n",
- "\n",
- " file_name \n",
- "0 20P1_POS0010_D_1UL \n",
- "1 20P1_POS0010_D_1UL \n",
- "2 20P1_POS0010_D_1UL \n",
- "3 20P1_POS0010_D_1UL \n",
- "4 20P1_POS0010_D_1UL "
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df = pd.read_csv(\"../data/BBBC007_analysis.csv\")\n",
- "df.head()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "ed4b3c99-c91c-46e5-b83f-0767205dfca5",
- "metadata": {},
- "source": [
- "## Plotting joint and marginal distributions"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a14bad1a-c992-4fc3-8da9-8a9e07e1560b",
- "metadata": {},
- "source": [
- "To have a joint distribution of two variables with the marginal distributions on the sides, we can use `jointplot`."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "f6ca04a6-23b7-4851-8089-1faa8d02c000",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.jointplot(data=df,\n",
- " x=\"aspect_ratio\",\n",
- " y=\"area\");"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "3f400c05-00e1-4295-9681-857871b6be51",
- "metadata": {},
- "source": [
- "As expected, it is possible to separate groups by passing a categorical property to the `hue` argument. This has an effect on the marginal distribution, turning them from histogram to kde plots."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "3e9fcfc2-8634-4f80-b361-538c5e084117",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.jointplot(data=df,\n",
- " x=\"aspect_ratio\",\n",
- " y=\"area\",\n",
- " hue='file_name');"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d180362a-29a1-42b5-8734-bf23ef5f1442",
- "metadata": {},
- "source": [
- "## Plotting many distributions at once"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "165c2544-3086-486d-b9a4-0f4eeb83e2ed",
- "metadata": {},
- "source": [
- "The above examples displayed a plot with relationship between two properties. This can be further expanded with the `pairplot` function"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "c25b9980-1525-4500-ae37-c6ad8550da77",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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oEQyYERHlAKtZfZUyq9mQoTMhIkqv+PUdV20kImWsPyhRzCuUCAbMiIhygMUgoq7apnisrtqGIpOY4TMiIkqPePWdxcD6joiUsf6gRDGvUCIYMCMiygGCJOH2xTVRDXtwJx+uS0pEeSJefSdw5zIiioH1ByWKeYUSwXGGREQ5QpQkrFhcA4fHB7vTC6tZD4tBPNugM2JGRPlDvb4jIoqN9QclinmF4mHAjIgohwiSBKteB2uxMfACG3QiylOs74goWaw/KFHMK6SGUzKJiIiIiIiIiIhCMGBGREREREREREQUggEzIiIiIiIiIiKiEAyYERERERERERERhWDAjIiIiIiIiIiIKAQDZkRERERERERERCEYMCMiIiIiIiIiIgrBgBkRUY6QBAF2rx8n+9ywe/2QBCHbp5RS+f77iGjw0lkvsM4hyg5JENDr9KG9owtnXL6wssdySbnOJwGfnDiDY6edmsnDLFfJ02f7BIiIKD6fIGD9q21o2dcZfK2u2obbF9dAlKQsnllq5PvvI6LBS2e9wDqHKDtilb3li2sgASyXlNN8goD1L7dqKg+zvRsajjAjItI4SaGhA4CW9k6s39KW80+J8v33EdHgpbNeYJ1DlB1qZW/ngZMsl5TTtNi2aPGccg0DZkREGufw+KIaOllLeyccHl+Gzyi18v33EdHgpbNeYJ1DlB1qZa+sxMxySTlNi22LFs8p1zBgRkSkcXand0jHtS7ffx8RDV466wXWOUTZoVa23B5/0p8l0gItti1aPKdcw4AZEZHGWc3qy03GO651+f77iGjw0lkvsM4hyg61smU0qN+WslyS1mmxbdHiOeUaBsyIiDTOYhBRV21TPFZXbYPFIGb4jFIr338fEQ1eOusF1jlE2aFW9rp6nSyXlNO02LZo8ZxyTc4EzF5//XV87Wtfw/Tp03HFFVfgd7/7XfDYnj170NjYiBkzZmD+/PnYuHFj2Gf9fj/Wrl2L+vp61NbWYunSpejo6Mj0T8hZJosRBrNB9X/mIpPqcZPFmO2fQZSzBEnC7Ytroho8eYcbIcd3uMn330dEg5fOeoF1DlF2qJW9GZNGsVxSTtNi26LFc8o1OTEG74033sAPfvAD3HPPPZg/fz7efPNNfPe738XYsWNxwQUX4IYbbsCCBQvw0EMPYefOnXjooYcwYsQILFmyBACwfv16vPjii3jssccwZswYrFq1CjfddBPefPNNGI0M5MTjlyQ8+tw21ffct2yO6nvuXTo71adFVFBEScKKxTVweHywO72wmvWwGMS8aejy/fcR0eCls15gnUOUHQNlzw+n2wuzUQ+LQRcseyyXlMtEScLKq2vh9Ppxpt+tiTzM9m5oNB8wkyQJP/vZz3D99dfj+uuvBwAsX74cf/vb3/CXv/wFf/nLX2A0GvHggw9Cr9dj4sSJ6OjowLPPPoslS5bA7XbjueeeQ1NTE+bNmwcAWLNmDerr6/HWW2/hiiuuyObPIyJKmCBJsOp1sBafDfTnWUOX77+PiAYvnfUC6xyi7BAkCSVmEeXjStDd3Q+v1x92jOWScpkoAOeNHjaQtzWQh1mukqf5KZmHDh3Cp59+ioULF4a9vnHjRtxyyy3YsWMHZs2aBb1+IPY3Z84cHD58GKdOncLevXvR39+POXPmBI+XlJRg6tSp2L59e8Z+BxFRPpMEAXavHyf73LB7/ZAEIdunREQZxnqAiFKN9QoNBfMPDZXmR5gdOXIEAGC327Fs2TLs3r0b5513Hm677TZccsklOHbsGKqqqsI+M3r0aADAZ599hmPHjgEAxo0bF/Weo0ePDunc9PrweKMo6sL+P18IggAhgcpF7T2CIESlV7rl6/XIZZm8JpnOb9mWzfzu8klY/2obWvZ1Bl+T10YwiZntmLDcB+RCOuRzGc2F9E+1odYDhZhmWpbP5TMZzJ+pl0iaaql/oSVq5ZN5dUC28g+vgTak6jpoPmDW19cHALjnnnuwYsUK3HXXXfjDH/6A22+/Hb/85S/hdDqj1iEzmUwAAJfLBYfDAQCK7+np6Un6vHQ6AaWlRYrHSkosSX+vFp3pd0Ovj7+Dhtp7dIKA4THSK93y7Xrkg3RfE7Xyme8ynd/P2N1Ys2lHWGcEAFraO7F+SxuaGmdimDXza0Wy3AdoNR0KpYxqNf1TLZX1QKGkmZYVSvlMBvNn6sVKU632L7It0fJZ6HlVC/mn0K+BVgz1Omg+YGYwGAAAy5Ytw6JFiwAAU6ZMwe7du/HLX/4SZrMZbrc77DMulwsAYLVaYTabAQButzv43/J7LJbkE8/vl9Dbaw97TRR1KCmxoLfXAZ/PH+OTuUdn0MPr9cV9n9p7/JKE7u7+VJ5WXPl6PXKZ0jVJR6dcqXzmu2zl916nDy3tnYrHWto70dXjhNflydj5sNwHpCod0nXTnO9ltFDyoU8C+l0++Pz+IdcDhZJmqcY2NDOYP1MvXprG6190dtvR3euE1ShCq4PNslE+Cymvym2Q3elBkcUQlhey2T8tpGugZfGuQ6LlU/MBs7FjxwJA1LTLSZMm4d1338W5556LEydOhB2T/z1mzBh4vd7ga+PHjw97z+TJk4d0bqELVIby+fwxj+Uig16ClMDCgGrvkSQpa2mSb9cjH2TimhTqNc90frc71Tsbx7vtMI0uhpjhxUVZ7gO0nA5aPa9U0nL6D5VPEIJTXb73rVmq77U7PbDqE7ujzec0yyW8BsqYP1MvVprG618cPWnHT369PTjFLtP9jGxKJA/me14NbYNkoXkhXv4ZTLuU9Dnm+TXIFUO9DpqfWDt16lQUFRWhtbU17PV9+/Zh/PjxmDVrFv7617/C5xsY3fTBBx9gwoQJGDlyJCZPnozi4mJs27YteLy3txe7d+/GzJkzM/Y7iIjykdWs/txFALB+SxsXWSXKI1LEjYrRoN6djFdPEBFFildvyPWOPMWO/YzCEdkGyULzQrz8w3aJEqX5gJnZbMaNN96Ip556Cm+++Sb+8Y9/4Omnn8b777+PG264AUuWLEFfXx/uvfdeHDhwAFu2bMHzzz+PW265BUBg7bLGxkasXr0a77zzDvbu3Ys777wTY8eOxaWXXprlX0dElNssBhF11TbFY7WVNuzt6EZLeyccnvjTuokoNzg8vrAblb0d3aitVK4H6qptsBjir4NKRBQqkf6FjP2MwhLZBoWS84Ja/mG7RIOh+YAZANx+++244447sGbNGnzta1/D73//ezz55JOYPXs2Ro4ciQ0bNuDw4cNYtGgR1q1bh7vvvju43hkArFy5EldffTXuu+8+fOMb34Aoiti4cWPURgBERDQ4giTh9sU1UZ2S2kobGuor0Lz1IADA7vRm4/SIKA0iy3Pz1oNoqK+ICprJ02OEApoqRUSpkWj/QsZ+RuGId63tTm/M/MN2iQYrZ8Yi3nDDDbjhhhsUj9XU1OCll16K+VlRFNHU1ISmpqZ0nR4RUcESJQm3fH06PjvZD7fHD6NBh70d3Vi1aQec7sATXw59J8ofkeXZ6fZh1aYdaJg7EVfNrUCR2YAiix4Wg8ibEiJKmihJWLG4Bg6PD/0OL/qdnqj+hYz9jMKR6HTL0Pxjd3phNbNdosFjzUJERENm0An4rz8fUtyRKDj0nR0UorwgT3UJLe9Otw+b396HumobVshP71nmiWiIBEmCVa+DpcSEF99uZz+DFNsgWWRekPOPtfjszDLmERqknJiSSURE2sah70SFg+WdiDKN9Q7JmBcok5IeYeZ0OtHe3g6PxwPpbKb0+/1wOBzYsWMH7rrrrpSdJBERad9gh75LgsBh8kRZkIqyx6kuRJRpqax32AcZumymIdsgypSkAmYffvghvv3tb6O3t1fxeFFREQNmREQFKNGh7z6FLcHlJ4MiOztEaZPKssepLkSUaamod9gHGTotpCHbIMqEpKZkPvHEExgxYgTWrl2LBQsW4LLLLsPPf/5zfPOb34QgCHj22WdTfZ5ERJQnJIVOFhDYCnz9ljZIgpClMyPKbyx7RFToWA8OHdOQCklSAbP29nbccccduPTSS3HJJZfgs88+w7x58/DDH/4QV199NZ5++ulUnycREeUJh8cX1cmStbR3wuHxKR4joqFh2SOiQsd6cOiYhlRIkgqY+f1+jB07FgAwYcIEHDhwIHjs8ssvx+7du1NzdkRElHfsTu+QjhNRclj2iKjQsR4cOqYhFZKkAmbjx49He3s7AKC8vBwOhwMHDx4EAHi9XvT396fuDImIKK9YzerLZ8Y7TkTJYdkjokLHenDomIZUSJIKmC1cuBCrV6/GCy+8gNLSUkybNg2PPPII/vjHP+Kpp57CpEmTUn2eRESUJywGMWorcFldtQ0Wg5jhMyIqDCx7RFToWA8OHdOQCklSAbMbb7wR//Iv/4K2tjYAwAMPPIA9e/bg9ttvx6FDh3D33Xen9CSJiCh/CJKE2xfXRHW25N2VuCU4UXqw7BFRoWM9OHRMQyokSY2X1Ol0uOeee4L/nj59Ot5++20cOnQIFRUVKC4uTtkJEhFR/hElCSsW18Dh8cHu9MJq1sNiENnJIkozlj0iKnSsB4eOaUiFYkgTjHt6erBjxw6cOHECl19+OYqLi1FUVJSqcyMiojwmSBKseh2sxcbAC+xkEWUEyx4RFTrWg0PHNKRCkHTA7Omnn8YzzzwDp9MJQRBQU1ODNWvW4PTp03juuedQUlKSyvMkIiIiIiIiIiLKiKTWMNu0aROefPJJ3HDDDdi8eTOks9Hk66+/Hh9//DF+9rOfpfQkiYiIiIiIiIiIMiWpgNkLL7yAm2++Gd/+9rdx4YUXBl+vr6/Hd77zHfzxj39M2QkSERERERERERFlUlIBs88++wyf//znFY9VVFTg5MmTQzopIiIiIiIiIiKibEkqYDZu3Di0tLQoHtu1axfGjRs3pJMiIiIiIiIiIiLKlqQW/b/66qvx5JNPwmw2Y/78+QAAu92OP/zhD3jmmWdwww03pPIciYiIiIiIiIiIMiapgNlNN92ETz75BKtXr8bq1asBAN/61rcAAAsXLsQtt9ySujMkIiIiIiIiIiLKoKQCZpIk4eGHH8bSpUvx4Ycf4vTp0xg2bBg+//nPo7KyMtXnSERERERERERElDFJT8lcvnw5vvzlL+OCCy5I8SkRERGFkwQBDo8PdqcXVrMeFoMIQZKyfVpEacH8TkSUHoVQv56xu9Hr9MHu9OTtbyTKlKQCZh9//DGKi4tTfS5ERERRfIKA9a+2oWVfZ/C1umobbl9cA5EdQMozzO9EROlRCPWryydhzaYdaGnP399IlElJ7ZJ5xRVX4JlnnsHHH3+c6vMhIiIKkhQ6twDQ0t6J9VvaIAlCls6MKPWY34mI0qMQ6tfgb2zP399IlGlJjTA7cuQIduzYgcsuuwxmsxllZWVR73nnnXeGfHJERJQ/kpkG4fD4ojq3spb2Tjg8Plj1ST37IdIcreb3QpjCRESJydX6QKv1ayoVwm/MtFzN75Q6SQXMxo0bh4ULF6b6XIiIKE8lOw3C7vSqfq/d6YW12Jiy8yTKJi3m90KYwkREicnl+kCL9WuqFcJvzKRczu+UOkkFzB577DEAwMmTJ+HxeCCdzTB+vx8OhwM7duxI3RkSEVFOizcNYsXimphP66xm9WYq3nGiXKK1/D6UsktE+SXX6wOt1a/pUAi/MVNyPb9T6iRVavbu3Yvvfve7OHz4sOJxQRDwjW98Y0gnRkRE+WEoUwQsBhF11bao9TiAwFM+i0EE2GGhPKG1/M7pPUQky/X6QGv1azoUwm/MlFzP75Q6SV3ln/70p+jt7cU999yDz3/+87j44ovxwx/+EPPmzQMA/PrXv07pSRIRUe5KZIpALIIk4fbFNairtoW9Lg+J59M9yiday+9DKbtElF9yvT7QWv2aDoXwGzMl1/M7pU5SI8xaW1vxve99D9dccw2sViveeOMNfPOb38Q3v/lNrFy5Ei+88AJmzpyZ6nMlIqIcNNQpAqIkYcXiGi66SgVBS/md03uISJYP9YGW6td0MYkCmhpnoqvHCbvTk5e/MRPyIb9TaiQ1wsztdmPChAkAgIqKCrS3twePLV68GDt37kzJyRERUe6TpwgoCU4RiEOQJFj1OowqNsKq17HjR3lNK/k9FWWXiPJDvtQHWqlf02mY1YgSs5jXvzHd8iW/09AlFTA755xz8PHHHwMAysvL0dfXh08++QQAYDQa0dPTk7ozDHH48GHU1dVhy5Ytwdf27NmDxsZGzJgxA/Pnz8fGjRvDPuP3+7F27VrU19ejtrYWS5cuRUdHR1rOj4iIonGKAFFuYtklIhnrAyokzO8kS2os4WWXXYbVq1fDYrHgK1/5CioqKrBmzRrcfPPNeO6553D++een+jzh8Xhw1113wW63B1/r7u7GDTfcgAULFuChhx7Czp078dBDD2HEiBFYsmQJAGD9+vV48cUX8dhjj2HMmDFYtWoVbrrpJrz55pswGrmtLhFRJmRrGoQkCHk99YLyj9bybCFMYSKixGi1PtBavalVTKfB0Wp+p8xKKmC2YsUKdHR04NVXX8VXvvIVfP/738eKFSvw29/+FqIo4vHHH0/1eeLJJ59EUVFR2GubN2+G0WjEgw8+CL1ej4kTJ6KjowPPPvsslixZArfbjeeeew5NTU3BDQnWrFmD+vp6vPXWW7jiiitSfp65yGQxwq9S8AVByODZEFG+kqdBWIvPPqxIc4fDp7AluPxkUGRnhzRIq3k202WXiLRLa/WBVutNrWE6JUdr+Z0yL6mAmclkwtq1a+HxeAAA9fX1ePPNN7Fr1y5ceOGFGD9+fEpPcvv27XjppZfw+uuvY/78+cHXd+zYgVmzZkGvH/gZc+bMwTPPPINTp07h008/RX9/P+bMmRM8XlJSgqlTp2L79u0MmJ3llyQ8+ty2mMfvWzYn5jEiIi3ySYjqGAKBrcDXb2nDCg6nJ42RFG5mAOZZIqJYWG8mhulElLwhbe9gMBiC/33++eenZSpmb28v7r77btx3330YN25c2LFjx46hqqoq7LXRo0cDAD777DMcO3YMAKI+N3r0aBw9ejTl50pERNrQ7/JFdQxlLe2dcHh8sOqTWsaTKC0cHuZZIqLBYL2ZGKYTUfI0vx/qgw8+iBkzZmDhwoVRx5xOZ9Q6ZCaTCQDgcrngcDgAQPE9qdiYQB9RsYiiLuz/c4UgCHGnXSYyLVPtPYIgRKVXuuXq9chnmbwmmc5v2cb8HiD/fofLq/o+u9OLkhHmTJxSVuRCfsjnMppM+tv73OrHmWcpg/K5fCaD+TP1UpGmhVpvqpVPpXQt1HTKFtYX2pCq66DpgNnrr7+OHTt24L/+678Uj5vNZrjd4RWAy+UCAFitVpjNgYLvdruD/y2/x2KxDOncdDoBpaVFisdKSob23Zl2pt8NvV59a9x4x+O9RycIGB4jvdIt165HIUj3NVErn/mO+T2g2GpQPT6syFgQeUSr+aFQyuhg0r/f41c9zjxLmVIo5TMZzJ+pN5Q0LcR6M9HyGZquhZhOWsD6QhuGeh00HTB79dVXcerUqbB1ywDggQcewMaNG3HOOefgxIkTYcfkf48ZMwZerzf4Wui6aidOnMDkyZOHdG5+v4TeXnvYa6KoQ0mJBb29Dvh86hWTlugMeni9PtX3xDse7z1+SUJ3d/+gz20ocvV65DOla5KOBlqpfOY7reZ3nxSYHml3elBkMcBqFCEKsV8fKjkdLEYRddU2tLRHT0Goq7bBrNdlvE7KpFTlh3R1oPO9jA42/X0S4PNJ+OGy2dAJAnx+CXqdAKfbB6NBh65eJ/MsKWIbmhnMn8mL1d5Hpmky/QKzXqfptj4b5VMpr8ZKJ7NRxI1XTYPPJ2HP4VMJpXu6+m/5hPWFNsS7DomWT00HzFavXg2n0xn22mWXXYaVK1fia1/7Gv77v/8bL774Inw+H0QxMLrpgw8+wIQJEzBy5EgMGzYMxcXF2LZtWzBg1tvbi927d6OxsXHI5+f1KhcAn88f85gWGfQSpDgLPcY7Hu89kiRlLU1y7XoUgkxck0K95lrK70o7Ms2+cAyWNUzD02neqUknSbh9cQ3Wb2kL6yDKf0fy+aE+aTM/aCk/RNLqeaVSIumvVE5qK21oqK/AEy/+DU63D3XVNtROGpVQW5zrtJxnCwmvgTLmz8FR25nRhEA6+nx+uHxS0js4FmJbn0gejMyrkelkNoq4f9kcvPzOPqx7uTX4PrV0506bg8P6QhuGeh00HTAbM2aM4usjR47EueeeiyVLlmDDhg249957ceONN6KtrQ3PP/88HnroIQCBtcsaGxuxevVqlJWV4dxzz8WqVaswduxYXHrppZn8KUREBSXWjkzl44bjqVfa0Lo//Ts1iZKEFYtr4PD4YHd6YTXrYTGI3AmKNCNWOZHLR8Pcidj89j7uZEZEOSfezowrr64FMPRdrdnWJyYynUqKjHjmtY8STnfutEmFStMBs3hGjhyJDRs24NFHH8WiRYtgs9lw9913Y9GiRcH3rFy5El6vF/fddx+cTidmzZqFjRs3Rm0EQERE4SRBSLoDGmtHpsnlpdj89j7Fz6RjpyZBkmDV62AtPlvnszNHGqK2c1nr/k5cf8VUTC4vxd6ObjRvPajJncyGUk8QUWplszxG/m29qMOeI12K721p70S/y4dRSM2u1mzrExOaTnavf1DpHqu9MhtFVJ5fin63D04X2wGtYludvJwLmLW3t4f9u6amBi+99FLM94uiiKamJjQ1NaX71IiIEqb1hmuow+7tzuhJEGajCLNRvdmxO70DHV6iPKdUTkKd6LLjJ7/ejtpKG5oaZ8Lh8sKqz1z5iFdPcXoOUfbJ5bTf6YXX50fr/pNo3nowOJ07E+UxVl3Q1DgTqzbtgNMdvc6x3ekJ+/9Y2C9Ij3jtT2S6x+rXNTXORPN7h8IehrIdSL/B3EewrR6anAuYERHlOq03XKkYdm81RzcvDXMnwp/E5wqZ1gOrNDTx8rvREHi6L0/RvG3x9LSfkyxePcXpOUTZF2sNRDlQlYnyqFYXQALuapyJ1QpBM6vZEPb/sbBfkB7x0jXyeEmREfcvmw23xw+jQYe9Hd0QRQHN7x3KyDIbNGAw9xFsq4dOW+P6iYjyXLyGSxKyv9WQ2jQxeZh+PBZDYJfKUJPLS9F24CRqK22Kn6mrtsFiEAd/wnnKJwhY92obVqx+F3ev+zNWrH4X67a0waeBPEKpoVROZLWVNuzt6A7+u3V/J7y+zE2tildPpaKeIKLkqa2B2PzeITTMnQgg/eVRtS7Y1xkchWQ2DrTvddU2FJkC/y4yxa4H2S9IH7X2JzLdfYKAZ177CA9v3Iaf/Ho7Ht64De0d3fj8lLFRwTIZ24H0GOx9BNvqoWPAjIgog3Kh4UpkmH48wtldKkM7Y26PH81bD6KhviIqaFZbacPNX5/Op1xn5UJglYZOAHDNJVWK5aGhvgLNWw+GvR5v6lKqJFJPpaKeIKLkxVsDcXJ5afDf6SyP8b67z+4JC+AFR8KcbcZEAVH9hdD3sV+QHkr9NCA63dUCs129TtW/wXYg9QZ7H8G2eug4xpWIKIMGu2ZENgx2mH4skTsymU16ON0+rNq0Aw1zJ+KquRVhQ/v9fj8g8jkOkFiHSGuLv9Pg2T0+PLzxw2B5MBv1cLq92NvRrbjuT6amJiVUT6WoniCi5MQrp26PP/jf6SyPiUwtb93fiaULp2LujHNClhYYePDDnS6zI5F0V+uPxHt2x3Yg9QZ7H8G2euiYQkREGZQLDZc8TL+lPTCVomHuREwuL4Xb48ewIkNg4X6/P/4XIXxHJkkQgt8buVNmXbUNl886P+GdrfJxba/Q32Qy6nHtgqrgws2RtBBYpcRIggCn1wdJEuCXpLBdxBwuL5xuX7A8XLugCu0d3YpTXIJTZDKQzxOpp0LriUiZPFeiQpXoGoipLI9Kba9aXVBbacOBT07j2gVVAAZu9i0GET4J+OTEGZzpdwe/iztdpl7kNbMaREhA1HUMPoSLSHe1AM3ejm7VdmAw/UVKzGDvI9hWD13278yIiApILjRc8jD9Dc27cNnsC1K2+5H8veu3tIX9/kSmXcgdPofLi2FFJjwTY7HTRBs1rQXc4i3cnK2RRjQ0Lp+EDW/swmVzLohaGLmu2oZbFtXAbBSD17d560E0Nc4EgKj3ZnJqUiL11FDKMxENXbxAlRzMSFV5jLXQ+PLFNYp1QW2lDddfMQUmg4gNb+yK6kdcc0kVHt74YbD+09LmR/ki8pqZjSLuXzYHL7+zL+o63rKoBgIkGAQh2A+VBAFmU+z+RvPWg3jiu/PxzGvR1/7KL1bg2Tc+wo0N03hNU2iw9xFsq4dOkCSmUjJ8Pj+6uvrDXtPrdSgtLUJ3dz+83tyJphvMBjz63LaYx+9bNgePbPxQ9TvivefepbPhydDaK7JcvR75TOma2GzDUv53lMqnlvgEIWbDlWynIh353a/T4alXWhWH4tdV25LaWccvCNh54CTKSszB6Zg9fS5MnzgKTrdXMYAV2uGLNwJn5dW1GFUWng6hwbEiix5GvZiRXUoTDcpJZxf3V0rn2kobqstLo2404qV9qvJDOsonoP0yOlR6vQ56kwGrXtiByvGlqnl2bu25+NnmncHX5FGdNZNGAQCGF5tgNegy3qlNtJ5KVfCZbXZyCrENzQat5s9Y5fTmr0+H3++HWT/0h0GSIMDjRyAoEqM/MHfGuRhWZILZKKLP7oHRoMOIYSYc+awX/9vyqWL9l2z7lkuyUT7lvHqyqx9rXw7vw6n1oWorbbi49hycayvGqOFm+CUJz7z2Udw27I7FNfALAo512YPXfm9Hd3CEfF21DcuX1Mbs4+WjdNcXydxHaO1BcSbEuw6Jlk8+oiYiyrBcWavD6famdh0thWDZgU9OY9J5I/Dky62KI2p0QFhwa3JE5zrynPpdPowKeS3y6eo3Lq/G3sNdqttrA9FTFQZ7bQaz5bfd41dduPmquRVR3xFvNF6v04cTHV2wmPQw6zMfbCGgp8+Fln2dWFhfoZpnly6chtpKWzD/O90+tHd0o3p8KVZt2oH7ls6GudSCTO8Tl2g9FTrtGkDWR8gSFRLVcirqhlwe5bZsYX2Fan9g4cUV+OkLO3D3dTPxh21HUHl+IMhy1dyKmLsoRrZv8ndxjc7U6HdFrz2m1oeSr8dLb+9D/YxzoBMEtOzrxJ4jXTFHPt+6KNBncrq9uO/n/6f4vS3tnTjWZQ87ztGEQ5PMfQTb6uQxYEZElAXpbLhS9RRpKBsUKK2Z4ZGA93Z+FtbhWn51bdRUNWAggLVs4bSwDl/oIsZK+h2Bkaw+CbB7JRzv7sfC+gpUji9F89aDqKu04T//0K742Zb2Ttg9frR3dAWDen0OD7p6nZgxaRR0g1hfTW2Hy9Cn55Ig4ES3+kiOIrMBP11xcULXcjCBOkofnwT09rsBJJZnq8tLozbBkKfi9tk9ePVP+7My6oIdbCLtS1c5DW3LLp9zgep7zUY97r5uJnSCgKVXXghJAja/vQ9fvUj9c0r1I9foTA2lXZXjtUdujx+t+zvx/y6vhsko4nvfmhV8uDm1oizYTo0ZacUHHx3Ftx9/F1MmlOFfLq1W/d4+e/i5KPWHaHDYPmcOA2ZERHnE5ZNSFjBJdoMCpaDNimtq8X7rZ1GBsZHDzdh7pAvXLqgKbiwQOpxfDoDJ5EWMYzGbRHSeduDJiGkI8npgXp96GtidHowdWRQ2reDwpz04Z1QxxpRaICSweO1gdrh0eHyIs8kUiiz6mIvxhhpMoI7SxycIWP9yKxbWB0ZOxMuzVrNeMe/L6/oYDTqOuiCijJEfePU7vMEHTmaj+hhXp9uLn76wAzdeNQ0jR1jQZw88MIhX/ykd5xqdqWExG6JeS/R6nLF7cPe6Pwdfr620oaE+MIrQ6fbhe9+aFRyp1tLeiSVfqgy+N3KzKHl6buh6nfLn2K5RLmCNRESUJ87Y3SkNmEQuLBraCQp8iwBJEMK+MzRoE/p+s1EfNtLL6fbBbBRhNenR1DgzamMBOcBlMYd30vd2dIdNXwtVW2mDxWTAk5tbotJAfv/ShReq/maP1x82bUDuJL727gE0fnUKrCYxbuBxMCPz7E6v6m8azEYQgwnUUZoIAloPnMTC+gqYjXo8etsX4HD5MGvKGGzfczzq7XVVNuz7RzfWvdwafC10s4fq8jLs7egGwFEXRJR+sTagmX3h2Jj1WG2lDfs/OR1sy9e93Ir7l82G2SjCLwGP3PoFxbWt5I0JQmll86Ncd8buRntHF2ZNGYMJ5w4PBq+KrUYsv7oWG5t3RW0mFHo9hIgneXL/pGHuRGx+e19U4K3twEnUVduw53CXYp9uRpXyJkZs1ygXMGBGRJQn5DWTlCQTMAndWSdWJyhy9JoctDEbRdVA2KpNO9AwdyIsZgP+8619UcGi1v2dEATg9iU1YUG7WLsI1lba8M8LquDx+hR3DpLfb9DrVANubQdORn0GAKrLS+HzSwkFHgczMs9q1qv+plsXJR7kHMoUWkoNt8K04xmVNtz49WkAEHazOaPKhmu+HNglLpT82WUN01BWYsaqTTsAcNQFEaVXrFHKrfs78evfAtdfMQVurz+qnWqor8DBT0+HLa9w4JPTuH/ZHLz09r6o9zc1zsT/bDuCq+ZOCqv/uGtf6nT1OLHpd3vwyG1fxLOvR+9Qev+yOWE7lMrXcdWmHZhRFR3IBBCcqnn4056o481bD2LNd+bh74dPKS6zsXNfJyRpIOAmY7tGuYC5lIgoT0ROX4yUTMBEXljU4w/slhRrrTE5iCQHbRrmTlTsNIU+pZxcXgqX2xtzQeCd+zrxyYk+XPnFCvj9gc863T6s2rQDyxqm4V+vmIoT3XYY9Dp09ToxeoQZXWdcqr+nq8eJf15QFXYuQGCkz5UXVwSDE5HnfNXcCjhd3oQCj2pbftdW2mAy6oGzUzstBhFTJpThyc0tWHFtHf71yqlwOL2wmPVwujwwCAASvHdIdgotpYZfp8Mzr7RG3yjs78TG5l246app+OZXJuNMvxtenx8jh1twz7r3op7yAwM3Jvf/4oPgLmMcdUFE6aQ2Srl1fydOn6kIrrcoARhmMWDH3hNYtSmw2P9vQtYHlQBsfkf5YZhOB/zLpVUwGkTcfd1MWE0GFFu1uflRLvJJwPFuOy6bcwGefX2XYr9NkoDHvzMPR0/2QxAQXDezurwMN101Df/2s62K333G7sH1V07FfU+/H/a60+2DX/KjurwsbMR0KKVNjNiuUS5g75mIKE8UWaLXqwiVbMBEkCR4fbF3cgwNIsl/I5GdmNweP7q96gEut8ePJ178GxrmTgx20seUWmE2inB5vCgdZkKRRY/xY4bB5fHCajZgzZ3z0Nvvht8vYc+RrrD1oNxeH6wmPepnnBO2yPqIYSb8YP37isELs1FESZEJBr2A731rFnx+RE1FlUmCAKfXh1sW1eDpV9sUn8RveOMj3NwwDYIkQZAkLF9Siz6nB6dOO9Hd6wxOWZkyoSwwek81hQaoBepCO6aFuLV4ukmCAIfLGzUVOXRdMp9fgiQBelEHs1GEw+VVzG+yrl5XMFh266KauGvdERHFqt8TqffjjVJ2e/zY/Pa+wOjnxdOxdeenmFxeigv/9fMoHWbC6pVz0Wd3Y/eRLlSeN0J1g51vXFaN7z8VaHPX3fUlWPUCAycpYnf7UDrMhIumj4vZD9t7pAuCANhKLXA4vbho+jjMmTYWO/Ycx6ed/THbJkEAnn19Fy6bc0HUqDWzXsSpOA8t5U0H1EYTJttHYd+G0oUBMyKiPDG82JRQwCQZiU73k4M2iezEFG/xWSCwAK3T7QvrmK27az50fj8sog6WYiN8goBnX/8Il825IGpUW+gU0CkXlGHEMBNMBhF1w0eh3+3DZ52BHSq9Xn/MYFlT40z8x+/3xN1IIXTtlwdvnKO68+F1X50Cq14X+MwrrWGBlppJozCj0gaXx4fWAyfxT5NGJXTdQqfQhuaB0I4pd9FMA0GAR5LQ7/SqTkWe/0/n4Ycb/ozTfYHFsNfcOU/1a8eMtGLNnfPwl93HgjuR8ToRUSxK9fvsC8dgWcM0PJ1AvR/vodrYUVY8/p15EAQJOkHAnsNdYUEx+aHQ4U97MKPSpvpdXT0DDwSKTCIkX/wNdSgxOkHAr3+7J+YOpXI79cxrH2HnvuiHehaT8mO6urNTNZVGisl9jHh5aNwoK9bdNT9mMCvZPgr7NpRODJgREeWJYVZj3IBJshKd7icHbY53O1TfP7rMCkDCwU97VNcUU1pHI3RqqbzmSuX4UtUpoPJ6UD9Y/z5Wr6yHIElwOL34ya+3AwC+cXk1ZlTZwjqPQOyppfJU1Fu+Ph29/W5YzQbs7TiFPUe6ACAqyKf0GyzDTGEbJMQKtEybOAqJTqSVp9A6PH443V6YjXpYDLrgCAPuopl6PgQ2izDodapTkZ994yOsuLYOjzy3DbWVNpzqcarm/Q8+Oor2jm5Ul5fC6fbxOhFRTLHq9/Jxw/HUK21xl1MA4oxSrrLB75fw4a5jMBl02HXwVFR7Gbrmpz9OHWU06FBXbcPKa+sgSn6oP5KjREmCgF+83oad+zrxzcurFd8Tb8mMWxZNi2qbaittuDFkqmaR2YCfrrg4aiRXvJHuxSZ94L0xRpYl00dh34bSjQEzIqI8YhKFswGT1A5LT3S6HxAI2owts6qu4/XhrqNo3noQ93xrluKaYqEL0EYKDd7Ja64srK/A5rf3xZwOd8G4YfjhMx9gyoSy4LnKU1jNRhFV55diesUoSFL4edRMGhUz8NXS3onPTvbj4Y3bgucsj2aLN3rOataHrRej1oF95rVAYM6gi96RVOk6C5KEErOI8nEl6O7uh9frD0urWL+Fu2gmxy9J0Ol0OPRpN2omjULz1oO4dkFVVB5s3noQ3/raVNRV27Bs4TT02V1YfnUNno4IcIfmfafbF/Ykn9eJiJTEqt/Vlkdoae9En8sLQIDFJMLr8+Pmq6bjF298hJb28FHPOkFAT58bthEWTC4vxQu/26v4nfLoo7YDJ1FXZVM8p7oqG0YOt2DF1bUYNcKC7u7+If12GhCaD6wmg+JDmVh5wmwUUX223Vr8pUm44cqp8Pok9Nnd6DztgNs7MAq/yKKHVa8L64dYTHqIooDbFke3a4k8uE22j8K+DaUbA2ZERHlGkKTAemLyAv8peLKWyHS/UDq/X/H9kcGAf//1diz+0iTcung63B4fnC4frBYD2ju6orYfl/9eaHBOnirq9vhVR2nVzzgXtZWjcOPZtcMAwHL2CXfl+aV4/X8Por2jK7hWmtvjx5iRVvT2u1XTJXTqaeiGBns7umOOHpJ/Q+haH/Fuaj472Y//+vOh4PSCZKYfcBfN9PBLwLOvf4S9R7rw8M0Xqe4O63b7UHl+KZ7/791YNH8SREHAsoXTcOJiu+LUXQBR05t5nYgoUqz6Pd7yCEdP2vGTX28Pts1Pbm7BZXMuwHVfnQKjQcSGNyJ2WKyy4cKKkTAbxZjrXLk9fjRvPYjHvzMPv3g9etrfNV+uQpFJDGxqQykVmg/67G5862tT8Ovfhj8IVOoiqPWf/nlBFUaNsOA3v29Hw9yJ2P9xNywGET4grB9iNoq4f9kcvP6/B1B5fikWXhzoSxVbDRhTZoXoV8+LyfZR2LehdGPAjIiIEjIw3S+x0Wuh7+93eNHv9EQFA5xuH37zh3Z8Yfo4DDOKsJr02PBGYEHZ6vKy8J0sFYJz8mgzo0F9Otxz/7ULy5fUQhfSYQudPip3EEM7it/71qy4I8Uij8tP13/6wg40Nc4Mvqb0G6zmgU0aElnzTZ5esHxJbXDds1Ch0w+UcBfN9HB7fMEbwmFWI/7jD+0xp7rctng6Lpo+DrYRFrg8PvzijY9w3VenBkcpKonMY7xORBQpVr2QaBsm11HyYu5zpo1V3mFxX2B6ecPciTEf8shrj57osqNqfCmWLrwQR0/2Y9yoIhj1Iow6nI3aMGKWaqH5wGjUo7fPFVxP1WzUw+n2olhhgyi1/pMgAFMmlGH7nuO4at5EXDrrfAhA1EO7hrkT8dLbgZ1R/7L7eNj31FXb4k6NTLaPwr4NpRtzEBFRARvMrkLJ7EAkj3azlJjw4tvtqlM6JQx0wFoPnAwb7VVsNWBsmTUs4AUMTBXd29Edd/pkIEgnhZ2/KEkwxhiqL4/2Gewaa25PYAOBVZt2oGHuRFzz5Ur4/RKGFxsH1u8AoBeF4HcnelPT0t4J+9ndGGP9TofHB4MY3bwPZlotJcan08HhGhiF6HT7FPMKELjxcLh8cLi86DztwMbmXXC6fbjhygtVpy+H5jFeJyJSEqt+Vx3tXGXDiGEmXLugCs1bD4Yt5i5AiFmXtbR3YsmXKhXbW7nOqquyYfeRLuz/uBuiKGD3oS6suKY2MMqI1VfahOcDCT6/FLxO1y6oCq6LGZkn1Ea579zXiYb6QL4w6nUQJQl2rz9qV2izUY/J5aWoLi8N250cSGxqZLJ9FPZtKN04oZeIqED5BAHrXm3DitXv4u51f8aK1e9i3ZY2+ITop76Dea8SeTTX7AvH4NoFVbh/2Wx871uz8NjtX8DtS2rh8PhwsteFhfUVuPbsmmab396Hhzduw09+vR33/fz/4HQHht1LggC714+TfW44vT7ctrgGHUd7oItzLse77YrnH+vp496Obhz+tAcN9RWojdjxS56+0rz1YNTn5OCW0+1De0c3XG4ffvyrv0CMWIPsjN0d/G75pkZJZNCk3+FR/Z2xpifI16CuOvzvpGJTiEIk785qMgzsKNZ52q76mc7TdlhM+rCbiTN2t+J1icxjvE5EFEus+r3jaA+WX61cv1x5cQV+sP59tHd0o6lxJsxGEV6fhG9cXg2XR3m6pcyg18VsFw9/2oMbr5qGw5/2oPErU3DgH6ex/OqauFPyaOhC80HLvhMYOcIcPNa89WDw+kT2a+KNcvecXQtV7i/ZQ3aFbu/oxsMbt+EHT7+PhzduC8tPoeJNnUy2j8K+DaUbR5gRERWgwewqlKodiERJwrKGadj4xi4AgSeakiTgRJcdrQdOBoMIoYvnhz6hdLi8MBlMUecy+8IxuPGq6XC64nTGQv7bbBRReX4pjnc7YNTr8OhtX0Dr/pNhgYzmrQdx/7I5eGPrgeCUBrfHD1upBYc/64m5xtqIYabgdE55CmroZgMyi0mPHz7zARrmTsTUC8pQP+NcPNe8K+y3KW1+UKQwnSKU2vSDwU6rJWWSIGDDG7tw+ZwLcPiznuDi1npR/TlkkdmAA5+cDpvOZDHpFa+L2aiHy+PFwzdfxOtERHGp1e/Ll9TC7vKiz+6B1axHV68TR4724O7rZgbXAL3nupkYM9KKt//Sgc9PGav6t6xmAy6uPQdXza2AXtRhWJERvrMLxM+eNhY+v4Qbr5oGj8+HWxZNjxodTuljEgU0Nc7EmX433B5fsH0KHfku6gRcf8UUiLqpOGP3oKRIfY2vMSOt+PFtX4TZqAf8fljN+uA0zvaOrqiNbk71OLH4S5Pwmz+0B78jkamRyfZR2LehdGLAjIioAA1mV6FU7UAkCQI2nl2fLNai6Ks27QhbPD/0PcOsRsXA3ba/H4fb68fyJbUJTW1TW9w2NFA3ZUIZRo8w4+aGaehzeXH0pB1Ggw5/3Xsck84bEbXGWm2lDbcsqsEv/2sXtv19YP2OWE85LQYRUyaUBc9BntrwjcuqccbugSAgas23umobrCZ9/OkHCmkf2ZEMXjN2KAfN4fGj/JzhwZuFu6+bCQnq059qK20YNcICr0/CxPOGo3nrwbBAatRmHX4/LKIOlhRu3kFE+Smyjh85zBRoc+RNYiLWvayrCiy+//DGD8Pal2suqcKk80fgwCenMaPKFrZgv6y20oaDn5zGlAll2PjGrqjNZ25dVBNY0F+SYBB1AINlGTfMakRXjxM/fOb/8MNlcwBhYGmKzW/vQ12VDUsbpuHUaQc6Tzsg6gTV6/1/bUcDnzvbn7EaxOCu0LH6Uzd/fRq2/OkAnG5f1NRItSU+kt24Kh0bXhEBDJgRERWkwewqlKodiBweXzDIEGtRdDlIFrqWChDohHt9kmrgrt/lwTWXVMHvj15of+HFgYX45b/x+w+OhI0ak0eD/c+2I1i9ci4AKawDJ+oE/OTX24PfKQe3QnfUPPjJaRgF4OaGabjuq1OCHUHr2fXZ7F5/VOcwdCdRuSPbcbQHyxqmxdyWPdYOpOGBuYHxdMnsqEnq+h2esDVffvrCDiz+0iTMmjoGl8w8H89saVMcKbjhjV2YcO5w7P9HN+5fNgejR5j5BJyIhkStjtchsDboniPRo4A+7ewLjgKSR137JQk1k2xwury45evT8fPXPop6MCSPev7et2ahcnwpFtYH2sFxo6wD63SyWss6u9OD031u3Pv0+/jx7V8M7lop93ea1m4NBkuf+O483LpoOp7eEvt6A8Cew11oPXASk8vLIOoEPHzLF9BxtBftHV1hf7t1fyc2vLEruKtm6END9kko1zBgRkRUgAazq1CqdiCyO72qC8tGBsnkNTXkjlT3GZfq95/sdganG4QGwrp6nTjwyelgx3DqBWWoHl+q+ES0ob4CghB4MHnqjCsY3IpcVFYObsmfq59xDmonjQqMFALCnnJGbr0e+pvUphGoTS9IdPqBT4r+28Dgp9NSOKtZH5UfJ547Ar96cw/aO7rQMHciFtZXQJKAshIz/rLnWHCk4Fe/ENiFDgJi7mhKRJSIeEsmLFs4DXuOdKmOAvrt+4dxx7V1UccfuHGO4oMluS4LbQcBYN1d89meaIi8E3dgx1JH2EO/SMdO2vGnHf/A9VdMwekzFbCY9HC4vGHXO3R0/rqXW4OfjbWMRsu+Ttyw8EJc8rnzcLrPBYspsNRAvF2+mYdIaxgwIyIqQIPZVShVOxAF1k1RD3qFLjw7usyK+5fNxt6Obmxo3oXGr05V/awgIKoDL3vk1i8E/7vYasQLv9sTc5Tb9VdMwXef2Bp8va7ahuWLa2KO6gqdfhIp0fXflKYRxJtekMj0g35XaqbT0gCfTof2f5zC2JFFwdfktVzkPBR5U1pdXhq8kZDzONOfiIYq3pIJ/Qs8UfWTTB4FtOJssCzyuCRJMR9wAQjb3Zm7EWpPkWmg75bITtzbdgeWt7jua1Nwxu7Bwxu3hb1HLR/JxyPzS+dpB34U8j2P3PoF9kko5zBHEhEVoMHsKpSqHYgsBhHFVvUF6+VOXW2lDR/uOoqHN27D5rf3Ydvfj6O9oyvqHILnUhW+k2TU9+p1wc+KoqC4xhQQ6PgJEbtttrR34qktbRARGBG07q75+OmKi7HurvlYsbgGBkgxbxISWf8tnezO5HbUJGWSIOB4lx0b3tgFq1kf3GVscnmpap6aXF4a/HfojQvTn4iGIl4dYjaJqvVTy75OjBxuVjye6O7N3I1Qm0QBwb5boteyZV8nTp9xweeLXnduMO2cLHLv8j47+ySUezjCjIioQA1mV6GB9/rR7/DAbBJhMoiIXl4+NkGSMKbMqrooutypi9wZEgA2vLELT3x3Pp55LXqU140N0/BvP9sa+ZVBVrM++Fv7HeodsjP97qjXWto7YT/75HMwi8qmav23ZMlTMmIfZzdgMJxeH3x+CU63Dw9v+BA/XDYHm34XPjJSiXw89MYEYPoT0dCYTep1iOnsGppqHDHaKXlBd50AxYX9e/tdmDvjHO5GqGFy383u8QV24v6vXWH9J6X+liQB7f+I3sAm0XYu9LsjH2TGG+nGNpG0iLmSiKiADWZXIT+Ajc3RO2INZqFW0e/H8qtrFBe0v/nr0+HxBkZcRa6FAQSmW57pd0UF+cxGPT46eDJq18rQ75Y79Fa9DrCoN31ehSerQHLBrVSt/5as0CkZkTiFZvB0gg6iLvDMXF5MuWHuRIwZaVX9nNGgi7oxYfoT0VDpBEH1IZTfL2F0qXr9ZInRDjndPqzatANr7pwHj9cPpyv8wdrIIu5GmAsESYLD6cX9v/gAi740Cf96xdTgrt+RO3EDgK3UgpJiA+bWnRvo853tPyQyrVNWV23DlV+MfvCptpM020TSKgbMiIgorkTX4krkeza+sQuV55dG7dj0qzf/jhuuvFB1zRTL2R24woJ8fj+mV4zEmLLAmlKRO2RGThVRW5NN6YmoLJngVqrWf0uWPCVDfUdNSoRfp8MvtrSicnxpsMMfuflDrJuAkcMtqC4vDd6YMP2JKBUEQUJDfWCzHKXdDUVRQPuhLtRV2RSXB6irssFk0MVsp6ZcUIatOz/FF6ePw6gER1aT9ljNejjdPvznH9rh80nY949u7FTID7WVNuz7RzdO9Trx2p8OYFnDNHzj0mp09bowcrhFtT9zzqgi/HTFxbCa9dCLOnxnzf9GPfgMjlrUgX0SyhkMmOU4k8UIf5zKRScIcDmipxgRESUqkbW4Elmo1eHxYdvu49i2+7ji8f/3lSl47PYvQhR1aNl3Aq/96UCww6UWYNJJEsaOMOO2xTVweXxwurwoshhgMeiiOmDymmxKQaRrLqnCwxs/jPr+ZINban8rU53DwUy9JWWSIMDu8qJlX2dwxzlg4Aa1eetB3L9sTtRNQG2lDQsvrsC2vx9FzaRRmDl5NNOfiIZMEoSQOl3EwvqKqN0s/2fbEVz31al4/re78djtF+Pnr30UFVS78uIK/GD9+/jJino8syX8odiMKhsW1lfgDx8ewYJ/Oo+BshwW+vCueetB/H/fnotfvL5LMci6atMO3H3dTDjdPjz1Sit+9t15OG90EawGUXXzo97+gZ3FBQBTJpRFBdecbh/+Z9sRLF9SC6fbyz4J5QTNB8xOnz6Nxx9/HO+++y76+vpQXV2Nf/u3f8PMmYHO6p49e/Doo49i165dGDFiBK677josW7Ys+Hm/349169bh5ZdfRm9vLz73uc/hgQceQHl5ebZ+Ukr5JQmPPrdN9T33Lp2dobMhIi0J71APrUOSqrW4Qr/HbBTRMHciJpeXBjv5bo8fD234MDAKp8qGu6+biZ++sANTJpTFDzBJEqwGHc4dPRzd3f3wev0xO/ixgkgSojt5Qw1uaSFgNZiptxTOd3Z05eVzLgAwME2pYe7EsBvU4cVGLFt4IaSFAk6etkOSAtNP5Pz7pX86b2DqckT6p7KsEpF2pLpsS4IAu8ePE939EBCoY5q3HkR1eRka6ivwxIt/CxvFerrPhTuurcOxLjuqy0ujgmryqNcz/S7cfnUtjnfZ0Wf3BI//4cMjuLFhGuujHBf58O7Tzn7V/BC6HpnL7QuMLpSk4OZHcp62mA1o7+jCtx9/N/hwc/aFY3DjVdOxdOE0nLjYHpZPp0wow40N06Dz+/O6T+KTgE9OnMGZfjfb9Dyg+YDZd7/7XZw6dQqPP/44ysrK8Jvf/AbLli3Dli1bUFZWhhtuuAELFizAQw89hJ07d+Khhx7CiBEjsGTJEgDA+vXr8eKLL+Kxxx7DmDFjsGrVKtx000148803YTSmb6FlIqJs8ilMoRzsemOhUrUWl/w+s1FEU+NMNL93KGwKZl2VDU2NM7Fq047AuQvAE3fOg0EnpLyzoRREEoC0BLcYsMpNoVORF56d9gQgbCqm7Ik75+E7a/4XtZU2LL+6Bn5JQrHFEHdR7FSXVSLShlSXbaXvq60caDPf1AGrV84FIAXrnGFWIzb9vh1Xza2Iu9yB6PdjXKkFjmIj7E5voO6adT5v9POECOCLNedg4cUVGDHMjB//6i8x3xu6Hllk/07uz1iGmbAuIj+ajSIum30B1r3cGrU8xhPfnQ+jgLzv//gEAetfbmWbnkfiz5/Joo6ODrz//vt44IEHMHPmTFRUVODee+/FmDFj8Oabb2Lz5s0wGo148MEHMXHiRCxZsgT/+q//imeffRYA4Ha78dxzz+GOO+7AvHnzMHnyZKxZswbHjx/HW2+9leVfR0SUHvHWG5OEyI2+45OH8ysJTlccxPc0zJ2I5vcORa351LKvE83vHULD3InBc/b6/FkZjTWq2AirPnpKJxWO0KnI8mLFSmorbTjZ4wQQmKb59JY2lBSZMHaEWTUPpaOsElH2pbpsx/q+1v0DbWZgZLQUVud4fRJa93eq1l+hbTjbv/xl9/iw7uVWPLxxGz7cdVS1PZPXclXr3ykt1RGzb9feiWdea4u7Y2uuY5uenzQdMCstLcUvfvELTJs2LfiaIAiQJAk9PT3YsWMHZs2aBb1+IPI9Z84cHD58GKdOncLevXvR39+POXPmBI+XlJRg6tSp2L59e0Z/CxFRpiSy3lgskiDA7vXjZJ8bdq8/2LjLw/kjg2aDna4of0/NpFGKC6QDgRuAyeWlwX/Hmw5KlC6hea9560E01FdE3WTUVtpw09enYd3mluBrLe2d6Olzxf3+oZRVItKuVJdth8cf8/tC28zI9tLu9ACIXX9xsfXCkWh71lBfgeatB+PmDaW+2eTy0ph9u0Jo09im5ydNT8ksKSnBvHnzwl773e9+h3/84x+4+OKLsWbNGlRVVYUdHz16NADgs88+w7FjxwAA48aNi3rP0aNHh3x++ogFrkVRF/b/mSAIAoQ40WpBEKLONZnvSORckj2HdMjG9SB1mbwmmc5v2RaatomsN1Yywhz1ussnxZw+YhIF6AGsvLoW/S4f7E4PrGYDikwiRAEAEn9qpgdgjHN9QtfPsJoNCV9PlvuAXEiHXCijVrMh+N9Ka5edYyvCiW4H7nv6fZzuC99cp9/hQYnZovr99j71DXlildV8lAt5tpDkQvnMpMHmz1SWbZdPwvHuftX3yG1mZHsp12Gx1l48Z1QxTKKAwbThqcIynzy18hkrXRNpz4x6EWfsLqxeOTdu/84S8n2y0L6bknxv09ima0uq6hhNB8wi/fWvf8UPfvADfPnLX8Yll1yCxx57LGodMpPJBABwuVxwOBwAoPienp6eIZ2LTiegtLRI8VhJiXoHOZXO9Luh16tPhdIJAobHONdEvyPe8XjviXcO6ZTJ60GJSfc1USuf+a6kxILeOAGzYUXGqPQ5Y3djjbxuWAh5GHlT40wMswbq0lEpOM/+OJ0qef2Mumobyoabg387USz3AVpNh1wpo3q7O7izGBC+dlldtQ2V55fGXBeoyGKIm/7xyoFSWc13Ws2zhSRXymc2JJo/U1W25bZ54cUVqu8zGnSK7WVoHRa59mJdtS2sbc8WlvnBSbR8RqZrvPZsIC8Ux/3uM3Y32ts7UVtpCxtRFrr2mZJ8b9PYpmvTUOuYnAmYvf3227jrrrtQW1uLxx9/HABgNpvhdodHcl2uwBQIq9UKszkQwXW73cH/lt9jsQwt4fx+Cb299rDXRFEXuFntdcDnUy8wqaIz6OH1qg/v9EsSulWeTCXyHfGOx3tPvHNIh2xcD1KndE3S0XAolc9845MQHOlVZDGgyKzHyBFW9PY6YNYHOs57DndF7ULZ1euEWa+LKo+9Tl/U9t+ylvZOdPU44XV5Unb+8jkq/U15/Yy6ahtuX1IDr8uD7gT/Nst9QKrSIV0dO62WUZ8EuLwSXB4vnC4fiiwGLF9Si2ff+Ajb/n48+L7aShtu+XoNNjbvUvyeumobhheb4qa/Wjmoq7YpltV8xbKbHLahmTHY/Jmqsi23zZXnlwaDEyOKjVhxbR1GDjfD7vSi2KKHThCwIkZ7Gbo7Yug5DLZ9TbVCKPPZKJ9q6Xr74ho8/9vdmP+58WH5x2o2DCov9Dp92PDGLjQ1zgSAYNBMXitPaVpmIbRpbNO1JV4dk2j5zImA2aZNm/Doo4/i0ksvxerVq4MjxsaOHYsTJ06EvVf+95gxY+D1eoOvjR8/Puw9kydPHvJ5eb3KlbvP5495LNUMeglSnHUHJElSPZ9EvyMetffEO4d0yuT1oMRk4prk8zWPtfPWHdfWQS/5Ifn8WL64BidOO/HS2/uinijXThoVVV7ldU5isTs9sOpTO2UjVif+5qumwy9JuHzW+RD8Erz+JHYTY7kHoO100Np5+QUhWGYid/e6dVENvnrRBDjdPhgNOuzt6MYDz/4f7r5uFrw+f/Q05iU1GGY1oru7P+7vjHkzu7gGks+PQlvBT8t5tpDwGigbTP5MRdkOXYOsqXEmisx6fPMrk/Hs67vC6il5d15B4dxExNj9Ocn2NdVY5gcvkfRSSlcRwLe+NhVPvdKmmH/0Ca5lZ3d6FKd1mo0iZl84Fpt+j4Jt09ima89Q6xjNB8x+85vf4Ec/+hGuu+46/OAHP4BONzDUc9asWXjxxRfh8/kgioHpgB988AEmTJiAkSNHYtiwYSguLsa2bduCAbPe3l7s3r0bjY2NWfk9RERDobYDz5ObW7Dy6loAgRUnXn5nn+JOReu3tGFFxEKukduGR4p3PBmiJGH5klrYXV70OzwothhgMemh8/sDv4CLEFOG+HU69PS74XB5cdXcClSXl6J560E43YHRHT9/rU1x+uW9T7+PhrkTccPCC+F0DdyIGnSJB5dFSVK+mWX+J8ppqSjbVrMeZqOIhrkTIQiBXQh7zrhQXV6K9o4uON2B2R2t+zvx1CttuOOa2rNtaDh590tr8dnpl6xfCpJfp8Ozr32E6vLSsLXs9nZ049nXd+GWRdMV808kuU8YOc0XAMxGEU/cOQ9en78g2zRRkrDy6lo4vX6c6XcX3O/PR5oOmB0+fBg//vGPcemll+KWW27BqVOngsfMZjOWLFmCDRs24N5778WNN96ItrY2PP/883jooYcABNYua2xsxOrVq1FWVoZzzz0Xq1atwtixY3HppZdm62cRESUt3g48/S4frHohoZ16rCGLxloMouowcotBTHkH2ycIWP9Kq+ImAyI7FpQhSvmwtjKwnsuqTTuCQbMlX6qMujFwun3Y/3E3Lp91PorltVskCYNdQJs3s0T5aahl22oQcf+yOVGjxSPrKCAQNLO7vAN1EVEEh9uLr1x0AZrfOxSVnxrqK+Bwe1GUwIYfan3GKRPKYNAJMAqF26aJAnDe6GEDo8wL7PfnG03XqH/4wx/g8Xjw1ltv4eKLLw7736OPPoqRI0diw4YNOHz4MBYtWoR169bh7rvvxqJFi4LfsXLlSlx99dW477778I1vfAOiKGLjxo1RGwEQEeWC+DtgehJ8X/hxQZJw++Ia1FVnZst5tZFy67e0wS0BJ/vcsHv9kCJ24JUEAXavP+ZxokT5dTrFfNi6vxPN7x1Cw9yJwdeMZ9cmCZWu8kFEJAkC3H5JcbS4Uh0FAHYHJ3zRgMj+EiSg+b1DMfMTpMT6U5nuMxJlk6ZHmN1666249dZbVd9TU1ODl156KeZxURTR1NSEpqamVJ8eEVHGxZ86aYAkCDCbEp9iKQlCcMrIsoXToP+6gDN2Nyym9A0jjzcC7rOT/Xh44zYA4aPOYq3fxlFpNFg+QcDxLnvMfNi6vxNXzR3Ymc5q1nPqJBEN3dlAmMvjC24uYjHowuoSua1bWF+RcB0FAFaLpm/tKINcPimqv7T23+YrLsgPBPKThPgjpCP7jMbFOjjdXjicgbys6dE4RElgrUpEpEGhHZLQG/N4UydNRhHrXmlF5fhS1Z2K5CmWcQNQaQoGxBsB5w7ZmlsedbZ8SW3U1LnQ4ysW16TlXCn/yCMcL59zger75HwYeIoeKJMWgzgwnZnBMiJSEKsNV9tcRG53Q0dgJ1pHAYFpdVaTHkhgDSrKb2fsbsXR03129Q2enC4vig2xZ2Ep9Rnl6Zzy9ODBPsSMVVaItIIBMyIijYkXxIq1A8/yq2fg2dcCn9tzpCtqu+/Q7xEiOuWhYm0MoCTZjk68kXLGiDVYWtoDa7PEW5fNILJZo9jk/OrzS2jZ14mF9RWq7zcaAtMwF15cgbvWbk3qZoCICkusNvy2xTX4+6FTePdvn6puyBM6AjuyLYwkH5d3OUxkwXbKbz4J6OlxKPaX3B6f6mctKrMTYvUZ5bzcMHciNr+9b1B9SM4aoFzAOwsiogyKF2BKJIg1sPOWH/0OD8wmEWajHpLfj9YDJwFAcbvvc2xFKDIO/L3BbgwQaSgdHbWRcrWVNuzt6I56Pd7aLHanFyVp2M2T8kNofv3+9bMAAHs7ulVHYo4ps2LyBWX46QsDC2sHy+KSWkCS+GScqIB4JKD/bNsbvrNzgFob/vSWNlz31Slo3b8zuPPl5PLSsJ0KnV5f2AjsvR3dqKuyKbbVddU2jBphwdp/mw9rxHlQYfIJAta/3BpzZOLuI12x27yqwHpkdq9fsS1T6zNGTg9OpA+Zioe28STzUJcj3igS7yzSyGQxwh+ngOkEAS6HO0NnRETZlEiAKdEglh/AxuZdUd8VumtW5HbfP11xcdjuWYlsDBDc4SjCUDs6QoyRcqFD+yOZTKLq+cYbtUaFKzS/mo0iRpdaAQDNWw8qj8SssuHGhmn4t59tDQbKQrW0d+KM04Pn39ytWJ6ZE4nyz7FT/Vj3cmtYXSGP7NIn2IZf99WpMBtFNDXOVNyp8Ev/dB6KLIbga81bD+L/+/Zc/OL1XVF/98ovVuDuJ9/D6pX1DJZRWDsXa/S03ObpBERNq7zy4go0PflezJHUg1lKQ35/rD4kMPSHtvEk81CXI95ICft0aeSXJDz63DbV99y7dHaGzoaIsinRAFMiQSzLMFPM7/L7B4bFR4oMKMXfQCD28VR0dAZGyslP8gzY29EVDPiFqq204VSPM/66bEQKQvNrw9yJOPDJ6WBeihyJWWw1wOn24dPOfsVgmezUaWfM8rzy6tq0/h4iyiyPhKhgGRAItD/1ShvuuKYWOr8/bhvudHnRMHdizJ0Kf/HGR7htcU2wfnK6fXi/7TNcXHtOsI6SR6Ot2rQDUyaUBdckpcIW2s7FGj3tdPvw+w+O4IqLK7CwvgJ6UQedTkDbgZNhfS+lh5+DXUoj3vuH8tA2nmQe6mZixBvlJm5kQUSUAYkEmIDEgljxhsVPLi+Nel0poCRPi1QSLwCVSEcnEYIkwarXYVSxEVa9gNpJozBlQlnYe+RRZ+s2t6ChvgK1ldzGnAYnND9OLi/FxuZdwbwkj8R8eOM2/O6DIygdZsLqTTugF9V3ChNiHG5p70S/S32dGCLKLf1Or+rugnZXoI6J14abjCJqJo2K+V0t7Z1wuLxhbd2WPx1AWYkZb2w9hJ/8ejse3rgNm9/ehykTytj2UVBoO9e89WDM/tJNX5+Gt7YdwcMbt8Hr8+O+n/8fNr+9L+oBUWjfFFDvM0YupZHIQ8yhPLSNJ9E+91A/Q4WBI8yIiDIg0Sdp8XbBtBhEnDrjUv2uyK5zrIBSrGmRsd4fuq6DxaTHtQuq0Lz1oOIonGQ7OvKosz6XF0dP2sOepIeuy7Z04VS43D6uL0EJCc2Pbo9fcY0/Oa/JI8tU1zerUl5nT16XyOf3o72jCxaTHma9jvmTSAOGsjZRv0N9d0G7I7C7YLw2fHiRMe7C605XdP0k6gQsrK/AVXMrUGQ2oMjCto/ChbZz8daxvblhGq776hScibNrZugor0SX0kj0IWYi/d1kR04mM3otnSPetIhrtSWOATMiogxI9ElaIkGseN81ptSKdXfNT6gRDJ0W6XB5McxqhNcnofuMK+yzsbYSD10zLfRch9LRESQJok7AT369PeqYPBpo7oxzMEruuLCBpzhCO+bytJHINf5ka/9tPv59+cWwmEV8eeb5+Plr0TcHN319Gt5r/Qz3L5sdDLYd+OQ0Jp03Am9sDV+XiOufEGWf2s6V+gTKZui6YkqslsTacJ3fj2FW9ZvuIosBUyaUKdZPddW2galhrFMoRGQAKrSNC8s3GBjdD2ucfB3R34xeSkMPs1EPl8eLh2++aFCBl8E+tB2MZEavpXPEW7LSFdTiWm2Dw4AZEVEGDOZJmlKHJLSRjP9dgREt1gQDSnLHyWSIXhutrtqG25fUYv0rrXG3Eg++PwVTRNL55JEKT2jHPN7OmEVGMWRzDAnLl9TiWJcdfXZPMDDmdPmw+1AX/vMP7cHPLr+6VnFdIq5/QpRdamsTPfVKG1ZcUwsxzqL5RWZ9zHqjttIGq0kPnP2O+G24Lm4bnq5AAuWvZAJQyfS15D5jsI/p98Mi6mBJ4iFmvLKSrGR+l9b6nekKanGttsFjwIwyQtTpAHPspxjcLZTy3WA7MlEdkpDjqt+1pAaCf/ANnVoDerzLrrpm2rKGCzFz8uiUPv1K55NHKkxyx9zp9eFL/3QefvHGRwnlLZ3fjzGlFrz6p/1oae/EtQuq8Pxv90TdOI8cbsbONO74RUTJibfu5/EuO8aVWlTbFYMArLimNuYumZG7VCbdhp+tg0QgLYEEym+iJGHl1bVwev040++Om2+00NdSKytD+c7B/i4tpIUsnUGtdO9Omo8YMKOMiLdjKHcLpUKQyidpSjtMlg03w+vywJtEwEytAe2Ls8aF0+VNy/TIdD15pMIlSBIsYqAjOJi8FZoXfX5JcaqU26M+QiXf1j8hyhXx1ibqs3vgKDbGvUkcO7IIK6+tRb/TC7vDC6tFD6tJHxUsS0Qi7Vs6AgmU/0QBOG/0MHR398Pr9cfNN/na10rmd2klLdIZ1Cq0tdpSgQEzIqIMSmUHOPS79HodhlmN6HapB7diUWtAI7cKj5TOdR14w0DpMti8Jb//ZJ/yaOhslhMiii1e2TMadAnfJBoEoNigQ7FhYDpasti+kVbka15M5ndpIS3SGdTS4lptWsfxdkREpNpA7u3ojrmVeCJbhxPlk1hlRV4bTQnLCVH2yGsTKamtDOx4y5tEItKKdAa11OpD9lWUMWBGRJTnJEGA3evHyT437F4/JEGIeo9aA9pxtAe3La6JOs71xCgfxSsvscpK89aD+OcFVSwnRFkWWYYFALctrokKaNdW2tBQX4GOoz28SSSirFDqc6QzqCWv1ca+SuL4OIWIKI8lusuO2mKnSxdOQ2+/C7d8fTq8Pgl2pydv1rggkrdtd7i8GFZkwjNxykussjJlQhlGjzCfXf/ED6fbC7NRH9y1lojSL1abt2JxDVZcU4vjITve7u3oxv9sO4IbG6axjBLRoMn9h2TXO4tVXy1fXJPWDQi0slZbrmDArADE26FSUBhtQkS5b7C77EQ2oBazAe0dXfj24+/C6fYBiAgesGGlHBfaWb12QRXaO7qjdr9UKi/xOpslZhHl40oGFl0morRTa/PWbWnDHYtrMK7UAkexEXanF3NnnAPLrPN5k0hEg6b2QDqRAItaffXU2foqnUEtLazVlisYMCsA8XaovG/ZnAyeDRFlSjK77MgNqGWYCevStKU1kRZEdlYnl5cq7n4JKJcXdjaJtMXh8au2eXaPH1a9wHJLREMS74H0yqtr435HvD66/Wyfg/VV9nENMyKiPJXILjuxJBJsI8plkXnc7VEfCRavPBFRdvU71HeJjneciCgR8frI/a74feSh9NEpsxgwIyLKU0PZZYcNOeW7yDxsNKh3ibiLHpG2mU3qC2HHO05ElIj4feT4wfl07oRJqcWAGRFRnhrKLjtsyCnfRebhvR3dUbvoybjVOpH2mQxizDJcW2mDiWWYiFIgfh859trhsnTuhEmpxYCZxpksRhjMhpj/44L9RBTLULaOZkNO+S4yjzdvPYiG+oqoG25utU6UG4w6Af+8oCqqDNdW2vDPC6pg1LHPTERDF6+PXJTAaNah9NEpszhEQOO4YD9R6g11G+hckuzW0XJDnq4trYkSkc6yGpnHnW4fVm3agRuvmoYbr5oGh9OT9/UDUV6RJIweYUb9jHNw1dwKuD1+GA06dPU6MXqEmQtmE4UopL5wqsXrI4sJxuaT7aNTZjFgRkQFRW0baFGlgUqkY5GuzsdQvzfZ3fzYkFM2+XQ6HO+yo8/ugdGgQ8v+ToweYcGk80tjBrMGW1bU8ngRd6Uiyph4ZTfhsi0ImHDOcLjcPpQO00OChJ4+VwZ/CZH2RbavO/aeQMfRHtzYME21L5xuuRTEU+8jJz6aNV4fPZfSJF8xYEZEBSPeNtArYoycSiTIlmwgLp50fW+ikg22AWzkKXleQcBTL7eidX9Ivq+yYfqXq9C0diuc7sAOVKFlIVZZuW1xDTxeH/odyvlwKHmciBKj1h7Ea+cSbQeV6o3aShsa6ivwbPMu3NwwjW0QFTy1crIhi+Uk2/3dZKS7/5CLaZJtoW1NkcUAvd095O9kwIyICka8baAdHh+s+vClHRMJsgFIKhAXT7IBPi1gI0/JkgQBT7/aFtaZB4CWfZ3wS0DD3InY/Pa+wGtny8LyJbVY/0qrYll56pU2VJeXBj/DfEiUWWrtgQ7q7ada2Q5tB2PVG/K/q8tLFdt4okKi1XKSy/3ddGGaDJ7qvccQvpetBhEVjPjbQEcfTyTIlsh7BksSBPS7U/+9mRCvkZe4WQmpUCtPrfs7Mbm8NPhvs1FE5fmlsLu8CX+G+ZAoc/w6HY53O3D5nAtw/7LZuHZBFcxGMVgOHR6/ajunVrZD28FE6o14fQCifKfVcpKOfnSu02qaSIIAu9ePk31u2L1+zfSl0nnvwRFmRFQw4m8DHX08mSCb0nuCw7UTID8huXzOBSn93kxJZiQfkSxemXJ7/AACwbKmxplofu8QKs4ZntBnZMyHROnnE4So0WG1lTY0Nc7Eqk070NLeif4FHtXvsDvit8HWYmNC9Ya1lLc9VNi0Wk4S6Wtrsb+bTlpMEy3PHknnvQd7ikRUMOJtA20xRA/YTSTIlkwgLpbQJyRGg3oVPZjvzaRUBBmpcMXL13K5aJg7Ec3vHULr/vhlRek48yFR+sR62t+6vxPN7x1Cw9yJAACzSX2ijNWSWPsar94othoU23iiQqLVcpLKfnS+0FqaaH32SDrvPRgwI6KCIW8DHRk0k5+OKK0FkEiQLZlAXCwOjw97jnTh2gVVGDHMhLqq1HxvJmmtkafcYjbqY5an2kob9nZ0AwAml5cG113Z29GN2sr4nwnFfEiUnESm5CQ6tdoUp/20mmLXB6HtoFo7XFtpw5gyK9f7oYKn1XKSyn50vtBamqRrimiqpnim896DATMiKijyNtDr7pqPn664GOvumo8VKkOJEwmyJROIi8Xh8qKpcSbaO7rxg/Xv48qLK6ICAcl8byZprZGn3OETBDz7+ke48ovK+f6fF1SheetBAOHTLJu3HkRDffRn5J2/5M+EfhfzIdHg+QQB615tw4rV7+LudX/GitXvYt2WNvgibnISmfpVV22DUSeotp86vz+h9lWtHV5xdQ1Ef/i0bKJCpNVyksp+dL7QWpqkYwRXou1JItJ571Ewj1f9fj/WrVuHl19+Gb29vfjc5z6HBx54AOXl5dk+NSLKsMFuAy0H2eRtiq1mPSwGMayxSuQ9iRhmNWLT79uDI2dWbdqBhrkTcdXcCkgSMLrMAmsS35tJciO/fksbWtqj1znQ8rlT9oQO9289cDKY790eP4qtBowts0InSVi9sh52pxdm00AXxun2hZUVt8ePc2xFsJj02PDGR3C6B558Mh8SJWcwu7YlMvXr9sU1gCRBBFTbz0Tb11S1w0T5TKvlRKvnlU1aSpNUj+BK9S6gqvceS2og+JNPs4IJmK1fvx4vvvgiHnvsMYwZMwarVq3CTTfdhDfffBNGY/YWERR1OsBsiHlc0MjOE1pgshjhVyk4OkGAy+HW/N+g3JRIkG2wgTglXp8Utt230+3D5rf3Bf+97q4v5UTnQUuNPOWG0OH+kfkeANbdNT9Qvs6WMUkQUFdtC3aMQj9TV20LdLb8ftzcMA3XfXUK8yHREA1mUWX5aX/ojYusrtoWCICHjGaJ134m2r6moh0myndaLSdaPa9s0kqaxKvTLQZxUOeWjkX6o+89DCgbbobX5YGXATN1brcbzz33HJqamjBv3jwAwJo1a1BfX4+33noLV1xxRdbOzS9JePS5bTGP37dsTgbPRtvipdW9S2fnxN8gUmN3xtkxzOnJmZ2CtNLIU24Y7I5QiY5kZD4kSo3BlNF45VPHKZJERDkj1bNH0rULaGifT6/XYZjViG6X+r1VPAURMNu7dy/6+/sxZ85A8KmkpARTp07F9u3bsxowIyIKxQXzqVAlk/c5kpEocwZbRlk+iYjyRyrr9Fy63ymIRf+PHTsGABg3blzY66NHj8bRo0ezcUpERIq4YD4VqmTzvvw0cVSxEVa9jjfjRGmSTBll+SQiyh+pqtNz6X5HO6G7NHI4HAAQtVaZyWRCT09P0t+rj5hXK4q6sP8XBCGhNcjivWeox3PhbwiCEJWeSu8ZzHdEXo9EDPZv0OAkc02SlcvXSW3RSoNOABCdRzOZtlrGdAjIhXRQKqPJ5H0tyoX01xqmmbbEakPzpYwOFvNn6jFNk6fWx2W6Zh+vQWLS3Z6k6joURMDMbDYDCKxlJv83ALhcLlgslqS+U6cTUFpapHispCTwnWf63dDr40dH471nqMdz4W/oBAHDY6SnLF56xvoO+XokItm/QYMzmGuSDLXymSuaGmeip8+FfocHRRYDhhebMMwafy5/utM2VzAdArSaDmplNNm8r0VaTX8tY5plX7w2NJ/K6GAxf6Ye03RwEu3jMl2zj9cgvky0J0O9DgURMJOnYp44cQLjx48Pvn7ixAlMnjw5qe/0+yX09trDXhNFHUpKLOjtdcDn80Nn0MPr9cX4hgHx3jPU4znxNwSgp881pL/hlyR0d/cH/x15PfQGPRJZYnYo56nTCfDH2YUj3nt0ALwe9YUQtSBeeir9jshrAiAtgS2l8pmLigw6FBlMAACvy6O6aKVS2hYipkNAqtIhXYHneGV0MHlfi5gPB49plpxstaG5XkYHi/kz9QohTbNRPgshXbWO12Bw0tWexLsOiZbPggiYTZ48GcXFxdi2bVswYNbb24vdu3ejsbEx6e/1epULgM/nh9frh0EvQUpgXm+89wz1eC78Db9fwiMbP1T9/H3L5qh+hyRJitdEvh6CXn0HzET+RrzzvG/ZnIR+h9p77l06O2be0pJ46an2O+Rrkk65kIbpkIm0zQVMhwAtp4NWzyuVtJz+WsU00wZeA2XMn6nHNB28RNKL6Zp9vAbaMNTrUBABM6PRiMbGRqxevRplZWU499xzsWrVKowdOxaXXnpptk+PiIiIiIiIiIg0pCACZgCwcuVKeL1e3HfffXA6nZg1axY2btwYtREAEREREREREREVtoIJmImiiKamJjQ1NWX7VIiIiIiIiIiISMMKJmCWajqdgLIy9V0y+53evNjBMlf+hk6nU7wmuXY9Yv0OrYmXnmq/IxO7ZOZCGqYDd+QJYDoEaDUdCqWMajX9tYxpln2FUj6TwfyZekzTwUm0fDJds4/XQBuGeh0EKZHV3ImIiIiIiIiIiAqELtsnQEREREREREREpCUMmBEREREREREREYVgwIyIiIiIiIiIiCgEA2ZEREREREREREQhGDAjIiIiIiIiIiIKwYAZERERERERERFRCAbMiIiIiIiIiIiIQjBgRkREREREREREFIIBMyIiIiIiIiIiohD6bJ9ArvL5/Ojq6g97TacTUFZWhK6ufvj9UpbOjGS8HtqjdE1stmEp/ztK5TPfMb8HMB0CUpUO6SifQP6XUebDwWOaJYdtaGYwf6ZeIaRpNspnIaSr1vEaaEO865Bo+eQIsxTS6QQIggCdTsj2qRB4PbSI1yR9mLYBTIcApkN2Mf0Hj2lGWsb8mXpM0/RgumYfr4E2pOo6MGBGREREREREREQUggEzIiIiIiIiIiKiEAyYERERERERERERhWDAjIiIiIiIiIiIKAQDZjRokiDA7vXjZJ8bdq8fksAFDYmIiIaCbSsRpQvrF8oVzKukNfpsnwDlFp8gYP2rbWjZ1xl8ra7ahtsX10CUuG0uERHRYLFtJaJ0Yf1CuYJ5lbSII8woYZJCJQYALe2dWL+ljU8AiIiIBoltKxGlC+sXyhXMq6RVDJhRGLVhsA6PL6oSk7W0d8Lh8WXqNImIiHIG21YiSqdYdQzrF9IipfzKvEpaxSmZFBRvGKzd6VX9vN3phbXYmO7TJCIiyhlsW4kondTqGNYvpDWx8uu/XFqt+jnmVcoWjjAjAIkNg7Wa1eOr8Y4TEREVEp8Etq1ElDbx+u9Ws0H186xfKJPU8qvH61f9LPMqZQsDZgQgsSHbFoOIumqb4nvqqm2wGMR0niIREVFO6XexbSWi9InXf9eLAusX0gy1/Np24CTzKmlSzgXM1q9fj+uuuy7stT/+8Y9YsmQJ6urqcMkll+Df//3f4XQ6g8f9fj/Wrl2L+vp61NbWYunSpejo6Mj0qWtaIkO2BUnC7Ytroiozedi3wN1LiIiIguxOT5zjbFuJKHnx+u9n7G7WL6QZavm1eetB3HzVdOZV0pycGtv4q1/9CmvXrsWsWbOCr+3YsQMrVqzAd77zHVx++eXo6OjA/fffj9OnT+Oxxx4DEAiyvfjii3jssccwZswYrFq1CjfddBPefPNNGI2cCw3EH+YqHxclCSsW18Dh8QXmkpv1sBhECADsXn/4a6zYiIiogMWbDmU26XGyz40iix7Ll9TC6fayHSWihMXrv1tM+th99yTrF3mBdtZVhWko118tvzrdPvglf0rzKlEq5ETA7Pjx47j33nvx17/+FRMmTAg79uKLL2LOnDm4+eabAQDl5eW488478YMf/AAPPfQQAOC5555DU1MT5s2bBwBYs2YN6uvr8dZbb+GKK67I7I/RKHlKSEt79DDZ4DDYs5WVIEmw6nXBhRd9iF6jJXRBYyIiokJUZIrdttZW2vDn1s+w+e19AAbaTav+7OB/tp9EFEei/ffIvnuy9Uu8TUwovw31+sfLr2a9mLK8SpQqOTEl8+9//zuGDx+O5uZm1NbWhh1bunQp7r777qjPeL1e9PX1Ye/evejv78ecOXOCx0pKSjB16lRs37497eeeK5KdEpLIZgFERESFSBSg2LbWVtrQUF+B5q0Hg6+x3SSiwcrklG72+QtbKq4/lyCgXJQTI8wuueQSXHLJJYrHpk6dGvZvt9uNX/7yl7jwwgtRVlaGHTt2AADGjRsX9r7Ro0fj6NGjQzovvT483iiKurD/zzV6ACuvrkW/ywe70wOr2YAikwhRAADlSrDXGW9BYz9KzNlZpDHXr0c+yuQ1iSyf+Y75PYDpEJAL6ZDPZTQ0/U3wh7WtZpMef279DKs27YDT7Qv7XLbbzWzKhTxbSPK5fCZDy/kzmf57MlLd59dymmqdWvlMV7qm6vpnKr9mE/O2NqTqOuREwCxRXq8Xd999Nw4cOID/+I//AAA4HA4AiFqrzGQyoaenJ+m/pdMJKC0tUjxWUmJJ+nu1YNQg3nuio0v1uNPtRfm4kqGd0BDl+vXIR+m+JmrlM98xvwcwHQK0mg6FUkZD019uW9s7uoLTMJVood3MJq3m2UJSKOUzGVrOn4PpvycjXX1+LaepFiVaPlOdrqm+/unOr1rAvK0NQ70OeRMw6+vrw3e+8x1s27YNa9euDU7dNJvNAAIjz+T/BgCXywWLJfnE8/sl9Pbaw14TRR1KSizo7XXA5/Mn/d25xGxUz0Jmox7d3f0ZOptwhXg9tE7pmqSjU65UPvMd83sA0yEgVemQrpvmfC+jaumv5XYzm1h2k8M2NDOYP1NfdxVCmmajfKYrXdl2Ja4Q8nYuiHcdEi2feREwO3HiBG666SZ88sknePbZZ8PWK5OnYp44cQLjx48P+8zkyZOH9He9XuUC4PP5Yx7LVbF2RLEYdHEWG9VlPS3y8Xrkukxck0K95szvAUyHAC2ng1bPK5VC0z+0HX30ti+gdf9JNG89GDYtUyvtZjZpOc8WEl4DZfmSP5PZ6TBdff58SdNMSiS9Up2uiV5/7qI6gHlbG4Z6HXI+YNbT04Prr78efX19+M1vfoPq6uqw45MnT0ZxcTG2bdsWDJj19vZi9+7daGxszMYp55x4O6LcvrgG67e0hVWgXLyRiIgoQKkdra20oalxZnAtM7abRJQJye50KLDPX9ASuf7cRZXyUc4HzB577DF8/PHH2LBhA8rKytDZOVBAy8rKYDQa0djYiNWrV6OsrAznnnsuVq1ahbFjx+LSSy/N4pnnhng7oqw4WwGuWFzDpwlEREQRYrWjrfs7odMBq1fOBSCx3SSitEukX69WD7HPX9jUrv9Q8xaRVuV0wMzv9+O3v/0tPB4Prr/++qjj77zzDs477zysXLkSXq8X9913H5xOJ2bNmoWNGzdGbQRA0RyeeDui+GDV6yBIEqx6HazFZ9OUFSIREVHcdhQLA+0n200iSrdE+/Vq2OcvbLGufyryFpEW5VzA7Cc/+Unwv3U6Hdra2uJ+RhRFNDU1oampKZ2nlpfsTm/c48EKk4iIiMKwHSUirWB9ROnCvEX5imFeUmU1q8dU4x0nIiIqZGxHiUgrWB9RujBvUb5iwIxUWQwi6qptiscCO6KIGT4jIiKi3MF2lIi0gvURpQvzFuUrBsxIlbwjSmQFyB1xiIiI4mM7SkRawfqI0oV5i/IVx0ZSXEPZEUcSBO6kQ0REBS1eO8q2kogyJd07XbI+y0+JXFfuokr5iAEzShufwvbC8lMGkRUnEREVCLUbDbaVRJRpkTsdSgDsXv+Qgxysz/JTrOt62+IaeLw+9DvC8w13UaV8woAZxZVM4ycpfAYIbCu8fksbVnBoLhERFQC1NlQHsK0koqxKVZCLff/8pHZdn3qlDdXlpdj89j4ADI5SfuIaZqQqXuMnCYLi5xweX9RnQj/r8PhSfq5ERERa4pPUA2IOj59tJRFlTbL9fCXs++cntevaur8Tk8tLg/9OJt8QaR1HmJEquZI0G0U0zJ2IyeWlcHv8MBp02NvRDafXB4sYHXe1O72q32t3egeG6hIREeW40GmXRRYD9HY37G71G8j+BR7V72RbSUTplEiQy6qPP75CEgT0O9j316KhrikX757O7fGH/Xsw+YYoFzBgRqrsTi/MRhFNjTPR/N6h4JBbAKirsuGSmecDAsLmp0uCALNJj+99a1YwsNa89SCc7oEnS1Yzsx4REeWHWFOabv76dJiNIgAoPnSymEXV72VbSUTplIoH3HL9t7C+QvG4/NDdbNLjZJ87GLSh9PJJgBsCnolom2ZfOAY3XjUdLrc3oSBavHbIaFAeOMHgKOUL9sRIldWsR8PciWh+7xBa90cM197XiadfbUP9jHNQO2kUREmCVxDwdETFXFtpQ1PjTKzatANOtw911bZAQ8n57URElOPUpjT94vWPcM2CSlwwdrjiQ6cvzzwfsy8cg21/Px71vWwriSjd4gVD4h0Prf8qx5eittIWdr8Q86H72bWuKD06Tzvwt32deG/nZ1HX47LZF2Ddy61hr4euPRY5Is1s1KOu2oaW9uiRiLWVNuzt6I56nQ97KJ9wrCSpshhE1EwaFRUsk7Xu70RZiRnrt7TBp9PhqVeibxpa93ei+b1DaJg7MVghc9FPIiLKB/HWIZtz4biYD53Wv9qG//eVKairtoUdY1tJRJlgMYhR9Y8sGLRXETqls3nrQTTUV6C2cuD7Yj50P7vW1Rm7e4i/gCL5JODJzS0oKzFHpXu86+HT6bDu1TasWP0u7l73Z6xY/S6efeMj3La4Jiqf1Fba0FBfgeatB8NeTyTfEOUShn9JlSBJMMSZg+7x+gNrsTg8qoG1ZQ0X4vJZ5/MGgIiI8ka/Q30dMq/Pr9o2njztwBdrzsGyhdNgd3qSWmOGiGiwJEGA0+vDzVdNxy/e+ChsBFGiQfvQKZ1Otw+rNu1Aw9yJuGpuBdweP86xFYWNLAvV0t6Jnj4XihSm9FHy7G4fKs8vhdkYfZs/OWRHy0gt7Z043mWPegAkj4BevqQWzpBpnCajHhve+ChsyZ26ahtuXVQDLvlP+YQBM1LlEwR4fX7V94wutcJsFNEfZx0Ep8uLYjaKRESUR8ymOCMwXOo7w7k9fqx7uRXr7pqPUfKaLwyWEVEaha67KK8xtuRLlTDqdYMK2kdOvXO6fWEBmR/f9kXVz/c7PCgymJL7EaRIJwho7+gO271SFrlAf6Q+u/IDoG1/P47rvjoFVr1uYG0yvx83N0xD41en4kS3HQKAvR3d+Pbj72LKhLLgFE+iXMfoBcUkr0vQuv8kZlQpD9eurbThwCen0TB34pDXQSAiIso1FpM+bApSqNpKG4osiS2YHG/xbSKiVIhcd1EOct338//Df77VPqgRrmpTOmsrbdCL6mONiiyGwZ08qZIEAb94/SO07u/E3o7uqLZJaYH+RI/HaqOea96FH23choc3bsPmt/fB6fYFp3hKAseaUe5jwIxiktclaN56EDddNS2q0pXnrm9s3oWaSaNwqscZ86aB89mJiCgfebz+qHV7gIE2UgdBNaAmL5jMh0pElAmh645FamnvhMOjPio2lCBJuF1lfauW/Z2q9wbDizm6LJXirSmnFEST1VUrL+AvU2qjUpmXiLSKvTOKSX6S4HT78GlnP6rLS4NrEhgNOuzt6A7ufGnU6/D7Dw6j4eyW0qHrtdRWcvFiIiLKT/0OT9S6PaFt5L/9v8+hob4CggDsjNhBuqG+Aqs27eCOmESUMfFGs9qd3oFpdwkQJQnLl9TijMOD46fsYfUfADQ1zgSA6F0Zl9RgmNWIbpf6OpCUuPhrylmxYNb5eHpLm+KadRuadyl+b6w2KtV5iUiLGDCjmEKfJOhFIeYikfJ7r//aVGxo3hUWWCu2GjCmzArRrz5nnoiIKBdZzfqodXtCiToBP31hBxZ9aRKu/9pUdPU6IQgI3lDKa73woRIRZUI6llDR+f3Qizr85Nfbo47JQZtlDRfC6fIG10gz6DhdL9XirSm37q750EsSViyugcPjCy7gL0/DvbFhGtxnN3OTqW0AweV4qBAwF1NM8roELe0D8+CVdvqSnzoIkoSbG6YNVMClZytgBsuIiChPhbaVkeqqbejqdcLp9uE//9CO1/50AA1zJ2JyeSmqy0uxeuVcWAw6BsuIKGPi1VnJjna1GnSK3+t0+7D/425cPuv8gc2/JAngXoopl+i1FSQpfAH/s9dbVAmmDeXvEeUyrmFGQZIgwO7142SfG3ZvIMi1/Oy6BErz4IHopw5yBTyq2AirnjcBRESUn+Q289QZF5YtnIYV19TCbBxYq1OecjRj0qjg+j7y0/7/+vMhjB9dDKteYDtJRBmltO6Y2ShixTW1WLpwGk6dccHu9Q96wfZY65mpjVCi1BrMNYi875Ov92Du5XjNqRAIksScnAyfz4+urv6w1/R6HUpLi9Dd3Q+vN7dGVfkidswBBio7EYDd44PD5cUwqxFenwS70zOobaezIZevR75SuiY227CU/x2l8pnvmN8DmA4BqUqHdJRPIPfLaKw285ZFNTjT74LFZEDZcDO8Lg+8Z29EEn1iX6hYdpPDNjQz8jF/yvWSw+XFsCITntkS4z5gkHVVovVdPqZppGyUT71eB73JgK4eZ8z7NdX7viTaJrZx4Qohb+eCeNch0fLJEWYUtb20LLglMACrXoeRRUYYBcCqFzByWGBXm2SfQhEREeUitTbzmdfaMLLYhCKTiJ4+F46ddgZHbHP0NRFpiTySqKw4OlgGhNwHDKKPz8CJNgyzGlFiFqPanMCoMgn/ONGHhfUVuHZBVXBkdDLXW8YZRpTPuIYZJbQlsFU/EFtVeiox+8IxuPGq6XC5vWwkiYgob6m1mXsOd8EtAc+83Jr0k3vecBJRJsWr0zx+CV6fP26dlOpRS5RaStenttKGpsaZWLVpB5xun+J9XyqwXaNcxoAZDWpLYKUn62ajiMtmX4B1L7dGbxnNRpKIiPKIWpvZMHei6kiNFXHWdOENJxFlWqw6zWwU0dQ4E8+89lHcOinebJV4dR+lV6zrI9+3NcydGNxNM/S+LxXYrlGuy8kpmevXr8d1110X9frhw4cxY8YMfPLJJ2Gvu1wuPPTQQ7joootQV1eHlStX4tSpU5k6Xc1LdEtgSRDQ745+CtUwdyKa3zsUtYPmUIb2EhERaZFamzm5vDTuiO1Y4i6PwLaUiNIgVp0m9+9j1Ul+nS64aLzS/UHo+9XqPko/tVGErfs7Mbm8NPjvePeFg8F2jfJBzgXMfvWrX2Ht2rVRr7e3t+OGG26Aw+GIOvbggw/i/fffx5NPPonnn38eH3/8Mb797W9n4nRzgrwlsBJ5S2CfIOAXb+xC9xlX1Hsml5dGBctkbCSJiCifqLWZ8Z6Vq41OS2R5BCKiVItVp8Xr3x/rsmPF6ndx97o/47NO9U0i4s1modTzSRgIaDrU09/tCay1Kd/3pQrbNcoHORMwO378OG688Ub87Gc/w4QJE8KOPf3007j22mtRVlam+LnXX38d9913H2bOnImamho8/vjj2L59O3bu3Jmhs9e2uFsCA9jwxi5cNucCiLroJwFyJRsLG0kiIsoXsdrM2kobyoaZVT+r9uQ+keURiIhSLVadFu8BQJ/dE/xvo0H9ltJiNiR7epSEztMOrH25NRjQ7Hd6VN9vNOgG7vtSOE2S7Rrlg5xZw+zvf/87hg8fjubmZjz11FP49NNPg8fee+89rFq1CsOHD8e3vvWtsM/99a9/BQDMnj07+NqECRMwZswYbN++HTNmzMjI+WudKElYsbhGcUFGu9eP8nOGo/m9Q6guL0VtpS3siVO8RjKVQ3uJiIiyLbLNdHv9aDtwEn/ZcyyqjZQFn9zHuBlJdHkEIqJUU7oPANSny4X2//d2dGNGlQ07FUYT1Vba0N7RhbpJo7iOWQb4JODJl1vCRnbt7eiO3TZV2XDOqKK0rDPHdo3yQc7k0ksuuQSXXHKJ4rHf/OY3AIBt27ZFHTt+/DhKS0thMpnCXh89ejSOHj06pHPSR+wgIoq6sP/PRQZRj5KwykuAvc+NyeWl2Pz2PrR3dKGpcSaAgYUiVSvhahuKTHqIWZiing/XI99k8ppEls98x/wewHQIyIV0yIcyahADN5V3r/4TgIFFsgFEb4KzpAYGnYBYN6FFYuAJf0u7ttrSTMmFPFtI8qF8plKh5M/Q+wCfhJh1Um2lDXs7uoP/bt56EP/ft+fiF6/vCqv7aittaKivwKpNO7B65VyUmAem+xVKmqaDWvk84/JFXbPmrQcV26baShuuvLgCZ+xujBluRrwg6WAVarvGvK0NqboOORMwS5bD4YDRGL3Th8lkgssVvR5XonQ6AaWlRYrHSkosSX+vFvV7/OjqDaSV0+3Dqk070DB3Iq6aWwG3xw+zUcSXZ56Pn7/WFlYh1lXbsPLaOowakd30yLfrkQ/SfU3Uyme+Y34PYDoEaDUd8qmMnujoCv63Uhs5usyKYoseY0cWx/2uO66tw5ObWzTZlmaKVvNsIcmn8plqhZY/Y9VJV34xEASTOd0+fNrZj+ry0mDdZzTosLejG6s27YDT7YPT7UX5uJKov1FoaTpU8cpnaJskC22brr9iKk502cOuz5o756WtzBdyu8a8rQ1DvQ55HzAzm81wu91Rr7tcLlgsySee3y+ht9ce9poo6lBSYkFvrwM+n/q6XrnErNeh2Dqw9oDT7QtuPSx7qulLWHl1LfpdPtidHljNBhSZRIiSH93d6guBpku+Xo9cpnRN0tFAK5XPfMf8HsB0CEhVOqSrA51PZdRsDO9KRbaRj9z6BZQWGRJqC/WA5trSTGHZTQ7b0Mwo1PypVCdZTCJ+8fpHcLrDF2zXi0LU/UEos1EfVo8VQppmo3xaTMq393LbNLm8FD/59fbg63XVNpj1urS1MYXYrhVC3s4F8a5DouUz7wNmY8eOxenTp+F2u8NGmp04cQJjx44d0nd7vcoFwOfzxzyWkwQBo0uteOTWL6DP7gk+kWjeehBOty9Y0Uo+P6x6AdbiQDpLPj+0sJRj3l2PPJCJa1Ko15z5PYDpEKDldNDqeQ2WxaDD7AvHoHzccEwuLw0bWdHxWQ/GllkH3R5qsS3NFC3n2ULCa6CsEPOnJAgY2AJAAvwSbmqYBgBh9d7wYhNWXFOLDW/sigqmBdZw1CmmXSGm6VCppZfVKIZNgzQbRTTMnYjJ5aWQJKDYasS1C6rQvPUgaitH4carpqPf5Y1awzrVCrFdY97WhqFeh7wPmH3uc5+D3+/HX//6V1x00UUAgEOHDuH48eOYOXNmls9O+/yCgBOnnXjp7X1Rc96bGmfif7YdwY0N07iIJxERFSRBkrCsYRqeeqUtbHRFbaUNtyyazvaRiHKWTxCw/tW2sAXk66ptWL64Bjc2TMP6V8PrvbpqG+5fNgcPb/wwGDRLx+6LFJsoDEyD3HM4sPZ083uHoq7Tz747HzoBWP9Ka9T1vX1xDUReLyIABRAwGzNmDK644grcd999+PGPfwyLxYIHHngAn//857lDZhySIGDngZN4b+dnUQv6t+7vhE4HLF9SC52fkXMiIipMkiDg6VfbFNvJZ177CPUzzuHucESUcySFYBkAtLR3YueBk3i/9TPFYwDwxJ3z0NvvTuuIJYrNNsKClVfXwuX145nXPopqn1raO/Hz19rwxZpzFK/h+i1tadk1kygXFcTWDT/60Y9w0UUXYcWKFVi2bBkqKiqwdu3abJ+W5jm9PowfM0xx90sgUKE63YUwoJaIiEiZw+OPuuGQte7vRFmJGQ6PT/E4EZFWOTy+sLrNbBRx7YIq3L9sNirOHRGz3mtp74TX58eoYiOseh2DLlkiCoDXF7t9amkPtE+xjrHdIgpI+wiznp4eOBwO+BVGIZ1zzjlJfedPfvITxddnz56N9vb2qNetViseeeQRPPLII0n9vUKlE3Q4Y/eovsfu9AbnoxMRERUSnyDgeJxFi90eP9tKIso5dufAQ3GzUQyb2ve9b82K+1nWedkXeg2VeFTWdeI1JApIW8DsyJEj+N73vofW1taY79mzZ0+6/jwNkSQI+MXrbVhYXxF8LXTRSHlR45IiVqRERFR45OlKoe0kEN1Wjh1phdkoZuksiYiSYzUP3CY2zJ2I5vcOBWedyKPNIjc6kTcEC/0sZY/VbFB8XW6nxo604nvfmhV1/QKf5TUkAtIYMPvRj36EI0eOYMWKFRg7dix0uoKY/Zk35GHYleNLUVtpQ3tH7EUjuTAkEREVmsh2snV/Z9QoDBnbSiLKNRbDwG6Lk8tLg3Wa2ShiWJER7R3dURudyBuCWQwiwPou6/SiEGyfZLHaKfn6rdq0A1MmlPEaEp2VtoDZjh078Oijj+LKK69M15+gNJKH8DZvPYimxpnoqj0n7MmSjAtDEhFRIYpsJwGguryUbSUR5QVBknD74hqs39IGt2dg6t6iL03CC7/bo7jRCQCsuKYWAjcE04Qzdjcazo6Clq9P5GhBmfzvG6+ahlpuVEMUlLZhX8XFxRg+fHi6vp7STB6G63T7sGrTDkw6b4Tq4v/9bh/sXj8kQcjkaRIREWVFZDu5sL4CX5g+Lm5bebLPzfaSiHKCKElYsbgG59iKgq/VVdqwU2WjE5ebi8VrhcWkx6pNO1BdXoqfrrgYP1w6GxeptFOt+ztRXV4Gt5dtFZEsbQGzq666Cv/xH/8BidHpnCQPwwYCNwMOl/qikX12D1asfhfrtrTBx4qViIjyXGQ7qROAY6fsqp/5rLMfd6/7M9tLIsoZgiShyDhQ33l96vd2/Q71DcMocywGEVMmlGHz2/vQ5/DgR89tw/E47dSJbjuWr3qXbRXRWWmbkmmxWPDXv/4Vl156KaZPnw6zOXzbWkEQ8OMf/zhdf54GSRIEODy+wI4oZj2sBjE4DLulvRNmk3pWsVr0WHPnPNidXthdXhSZDdBxODYREeUhSRDg9Ppw81XT8Ys3PkJLe2dw4Ws1Y0Zace2CKjRvPchpmkSkOZH3AxaDCEGSwqZnxrsnMBpFSIIAQZKC3+dweTHMaoTXJ8Hu9MBq1qNI5PrWmbB04TScuNgOszFw3eK1U5GhMbZVVOjSFjB77bXXMGzYMPj9fsWdMgVGqjXDd3anr5aQ4dV11TYsX1yDFYtr4PD4IIq6qEUjZTOqbDDpRXQcOwOjQYfW/Z04/GkPbvr6NOhZsRIVFJ1OgE6X2vrd75fg97MuIW0IbTPlncaWfKkSw6wGvN92NGZbKY/OsI2w4J5vzcK//3o7Wto74fD4YNXzxpGIsivW/YC8YYk8PdPjl9TvCQwiTva6UGQxYG/HKWz63R7ccW0dNv2+PewzddU23HFtXfpuRgucyyeFXc/7l80GAOzt6I55/Worbdjb0R31OtsqKmRpq6P++Mc/puurKYUkhcYRCFSMT519mmDV6wBBwD8vqAKA8MauyoZrvlyFO5/43+A2xLWVNjTUV+DZ13fhlkXTOdKMqEDodAJGlFohpnhXZJ/fj9PddgbNKOsi20yn24fNb+/D5rf3YcU1teg42hO1wDIQaBev/GIFvv/Un1FdXoZ/XlCFxV+ahN/8oT0wkqPYmJXfQ0QEKN8PmI0iKs8vxfFuB4x6XXDEmVGnfk/w3Yh7gh8um4MX/6ddcTOUJze3YOXVtRn4hYXljN0ddT3lQNn/fHgEj9z2RTz7+q6oduqmr0/DjzZ+iGsXVGFyeWlw5PTejm44XF5Y9WyrqPBkLah/8OBBTJw4MVt/ns5yeHxRwTJZ6NMEPwCdAFxcew6umlsBt8ePshITOo6dwcMbPww2jMBA41ldXgq7y4viOEN/iSg/6HQCRJ0Ov/n9HpzoUl8jI1Gjy6z45lemQKcTGDCjrFNrMze8sQtPfHc+Nr6xC9Xlpfh/l1fjjN0DQQjcqKzatANOty/YRl5/xRT85g/twc0DiIiyJbJuMxtFNDXORPN7h7D57X3B1+UZKKOGmxO+J9j0O6ByfCm27zke9Xdb2jvR7/LBqufMo1Tq6XNFtVXyjs5dvU48/+ZuVJeXBq+fHBR7/s3duOdbs/D8f+8Ju+61lTZcMvN8AOyHUeFJWy/t9OnTePzxx7F9+3Z4PJ7g4v+SJMFut6Onpwd79uxJ15+nBNmd6ov5251eWIaZ8NSrbdhzpAsNcydi5PDAenQGg4inXomebgsEGsir5lbA7vCi2MCnEUSF5ESXHZ929mX7NIhSTq3NdLp96DnjxIRzh2NyeSn0ehE/eu7Piu9t3d8JAVNRV22DxSACXL6AiLIosm5rmDsRze8dUhwV9tSWNty6qAbnjS6Cy+2H1ayH2aSPeU/Qsq8TC8+OvFX+2x6Osk0xpY0X5B2dH775Ijz1SqtiABMArpo3Meq6t+7vxDOvtWH5klrOHKKCk7ahP4899hheffVVXHDBBRBFEcOGDcP06dPh8XjQ29uLhx9+OF1/mgYh3pNtq1kffOokTz15eOM2/OTX2+PusuL2+GG18Mk5ERHlh3htpsVsCLaT8UZZur0+LOciykSkAZF12+TyUsU1roBA0OzTzj5sfmc/RpdZ8V/vHcJnnf2q3+/2xA6yWM2GwZ8wqSqyKKep0+1DV69L9bN9duVdTlvaO3Gsy84dM6ngpC2a8d5772HFihW47bbb8Mtf/hLbtm3DE088gf7+fjQ2NuLAgQPp+tM0CBZDYJvoPYcDo8cml5dCFHUYXmSEX5IgCAIkKTA0O3SINRB/l5ViqwFWkx7gkwgiIsoDcpvZ0h59Izn7wjGwmvR45NYvoN/hwbhRRXj8O3Nx8rQTelHA3o5uNG89GGxLPV5/1G5kRERpIQhw+yW4PD44XT4UWQywGHTBgH1k3aYW4JKPt7R34pnXPkJ1eWlC9wRK6qptKDKJkHy8V0il4cWmmG1VrGshU7uWdqcXrQdOYnJ5WXC3U4tBhADArrC7KlE+SFvArLe3F5/73OcAAJWVldi4cSMAoKioCEuXLsW6devw/e9/P11/nhIkSBKWL67BidNOvHR24WKZvHj//2w7gqbGmcH1V2SRu6zIu4VNLi+FJAEjik2sLImIKG8IkoTbF9dg/Za2sBuR2ReOwbKGaXjqldawdWPkdvSnL+zAlAvKsGrlXJw67UDnaQd2Hz6FEcXjuOsYEaWVXxCC/fzIXSrlHTAj67Z4ATD5uLwEi9rOi7OmjEFZiQmP3PoF9Nk9wfWyOo724NbFtRAlP9QXiKHBGmY1KrZVsa6F/DCnrkp5l0wgcJ93rq0I//3+Yax7eWD6bV21DddcUhW2fl1o3iLKdWkLmJWWluLMmTMAgPLycpw6dQrd3d0oLS3FmDFjcPy48rxpyjwBwMvv7FOcrw4EFu9vfu8QGuZODAuoNW89iPuXzQksaHykK+bioKwwiYgoX4iShBWLa+AIeZpuNuqjgmXAQDsqt58bzm4IsP/jblxVP5G7jhFRWkmCgJ0HTuK9nZ8prke2fksbVpydGh5atwFCzBFKtZXhQRW3xx9cUB4I3zlz9oVjsLRhGn4esWOjfH8waoQF3d3q0zkpOSZRCGuriix6GPQino64FrWVNjQ1zsTvPziCf7msGi/+T7vi9y1rmIZn39ilmI/8foTdJ0bmLaJclrbHmhdddBF+/vOf45NPPsF5552HESNGYMuWLQCAP/3pTygtLU3Xn6ZBUtv1q3V/Z3Adg5pJo8KOVZeXweXxYfrEkXj8O/PwX39WXhx0/ZY2SJzvTkREeUKQJFj1OowqNsKq18Hp9sZtR0P/u6W9E29sPYiSIgbLiCh9HB4fykrMquuRBQJkAXLdZtULuH1xDeqqbWHvl0fNNm89GHzNaNAFF5SvLi/F/ctm4/vXz8KTd30JX583EetfaYuqH+X7gzN2dwp/LUUKbavMCsEyINAuvfn+IdywcCp++sJ2fOWiC1BXFX3dJ503AjsTaOdkkXmLKFelbYTZt7/9bVx33XX43ve+h02bNuHmm2/Gv//7v+OZZ57BmTNnsHz58nT9aRqkeDtlyusYGPU6rLvrSzjebYeAwJTMf//1djTMnYiuXmfMSlSuMDnthIiI8lGi7Wjof7fs64TbK8Gg5wMlIkoPu9Mbdz0yu9OruEvlwIgzf1jfP3SJltDRZvLmYACw4ppaPNe8CwvrK1SDdT19LhTFmf5JqaE2QKKlvRNdvS7M+6fzsWrTDtzVOBNLLqkMm7Z5ojv+Zm+RYuUtolyStoDZueeei9/+9rc4cuQIAOCGG27AqFGj8Le//Q01NTVYtGhRuv40DVK8Xb/kdQqsZgOsegHjRxeHzYmfXF4ac0cVGStMIiLKV/F2eQtdDyj0v+0OD4qGsW0kovSwmvXoc6j30WPdB0iCAIfHB4fLi3NtxXjmtfD1sOqqbbhtcQ02Nu8K+1xdtQ3V5WVY93IrLp9zgerf7nd4UGQwJfZjaEjiPdjps3swc/JoNG89iLe2HcGyhml49U/7g9f8/mWzVT+vtO5dvHtMolyQ1lxsNpsxefJkAIDL5cKVV16JhQsXpvNPUhLUdv2SnxwF/r8LtZNGhT1x6nd4EJiZnlxjTERElMt8goC9HadiLngdOgIjcu0fs0nM2HkSUeGxGER09Tpj1k911TZYDCIQsc6UTxCwPmT6ntko4sarpmHpwmlwhO6OKEm4uWEarvvqlOCajlaDiJNnXADUd1wEgCKL+sMGSp1EBkj4/BLW/tuXoIcERKzXWVJkTHhdOyB23iLKNWkdA3vo0CF85zvfwec//3nU1dVh9+7dePDBB/HCCy+k88/SIMk748Rap+Dwpz1oqK/Ahjd2BdcjC8yJF2AbZsT/z96dx0dR3/8Df83O7mazCSEJLCAKAUISQEiIBcEDikptPQABtbYFj4KiCNRa8aJVsEVttWoroAjY6te2AgUBrb3ory3Wr1JpEURDOIR8PYAEEgjJZrO7s/P7I8yy9zm7M7v7ej4ePICd3dnZmc817/kchflGb1AtFG+BSURElEXkMzeVqzfvweRxg4LqQd/5fgLn/qmpsCHPxIdJRJQ6gixj5OCe+ObEyqDySZl4P3BSdjkgWAZ0Dbdctn4XXn5zD3p0y4PVaPB+LnBORwmA0901PC/a/UH3QvYuSxelg0QoSsCro9ON5b/f5V211PfamgWEvF+srbLhmxMr/ea1C5e2iDJRylpqdXV1+M53voMePXpg0qRJ+O1vfwsAMJlMePzxx1FYWMhhmTriuzJOu8MNs0mEJMloszsx8Nzu3vkKQs1HZjEbvUE1wH91nJqKru7asRSYStdv5QmV8uSKiIhIj3znhHnqtR2YPL4cU8YPgsvtQUm3PBQV5OFUmwM//O4Y7D5w3FuX1lR03WDUHT6B6kE9/Oo61oVEpCaDLKNPsQV3TRuBTpcER6eEgnwT8k2GkGVLtLmuIs1LrATbKvqXoKbCFnb1zNoqG+ZOr0Y3qxktnZFHqcSC5WZ0gizjrmnVWP773UH3apPHDcKf3jsMoOs6vRBmhctQq0Tnm0QIAJ5eMI7nn7JSygJmP/3pTzF8+HC8/PLLAIDf/OY3AIBFixbB4XDg1VdfZcBMZ5SnCHYA33/2n2Hf5zsfmSwI6HC68Y2LBuBP7x1GVVkJpowfBKfLg0KrCVaLEW5JgtEQuTNjYNdv4OzTCZEFLhER6ZDvnDAOp9T1hH18OYaUlaC5tROWPCOKu1mw+8BxDCkrwaCbLoDZZMCJUw50uiSsfOMjPL1gnPfmk3UhEaWELMMsAGaziG5m0ftaKNHmuoo0L7ESbKs73IyFM0ZhC/wfJsgAepVYYTUZYDKos+AJy83QJBmwuz3eIFae2Yjf/akOt1wzFHaH/4T+f3rvML5x0QA89doOAJEDo96VVJU0cOYch3qNKBukbEjmhx9+iFtvvRVGoxGC4F8gXn311d7FAEh/oo1xV7ZLgoCXNu9Bp9MDQQCuHTcIF484B0UFebCYRew+cBwPr3gXbfbIFW+ort/A2SWnZYEriBERkf741pcWs4iFM0ahvqEFj63Zjidf/QALfv4PfHm8HU0nO2AQBPQszkdJkQW9Sq0AgMnjy9HR2VVHsi4kIj2I9T4A6Cq37G4Pjrc5YXd7AAiwmEU4nBKeem0HqspKcP/MURjUtzsAoHtBHl774yeIvG5n7FhuhtZ0sgO/XL8L857+B+5f9i/Me/ofWLZ+Fy4deR4eW/0+rBYjepVa4XR5MKSsxG80kcUs4saJlZA8sve65up5JAJS2MMsLy8PDocj5LaTJ0/CbOaqUHoVuAiAxSxi8pkn5mdmK4DHYMArb32MK8cOwGt/qsOH+4K79m7ZdhAOpxS14k2m6zcREZFWfOvLyePLseWdT1Hf0IwbJ1ZiSFkJnK6uoZmiKEAG8D9/rAsaCnP5qH4AZNaFRKQLSrlWd6jZ2/53ujwwmwxobnXAemYi93A9uxbOGOUNvqzbus9v34/MGoPtHx+D0+3Bgutrkj5WlpvBJBl4fv3OoPOi1D1Xjh2A9/ccRfXgnnjy1Q+82y1mEd/6ehUuHNoHza0OnDjlwN6GFmzZdhBDB5bmfI89yl0pC5hdcskl+OUvf4kLLrgANlvX5ICCIKC9vR0vv/wyLr744oT2u2LFCrz33nt+CwfU1dVh6dKl2LNnD4qLizFz5kzMmjXLu93j8WDZsmVYv349Wltb8ZWvfAWPPvooysrKkvuRWUiZA+Cmr1Xh+ssr8PGnJzD4vGJs3vapX6VXW2XD7MnD0drWicr+Jdh7uBkOpwTgbIE8eXw59n/WEnWFlGS6fhMREWlFkGXMnV6DY812WC0mbNl2EPfPHIUt7wTXmdXlPVHf0Oz3+V37m7Dyja65YlgXEpGWfOcBmz15ONySjJff/DioLKsZ3BPimWBZ3WH/BwTKkPNplw3Gb/9c77d/35UUd9Y3ob1TQs8kj5nlZrD2TinkSpYAUN/QjFuuGYqTpzthFA1YetfF2LX/OP7y/mHMv7EWb/7rU/zO57rVVJwNgK4IM68ZUbZLWcBs4cKF+OY3v4lvfOMbGDJkCARBwJNPPolDhw5BlmU888wzce/z17/+NX75y19i9OjR3tdaWlpw2223YeLEiViyZAk+/PBDLFmyBMXFxZg+fTqAriDb66+/jieeeAK9e/fGU089hdtvvx1vvfUWe7r5CPWkaN4NNXjznU+DlqLeWd+ElzbtQVVZCeobWvyeJgFdNwE3XFGBr43uF7VgjafrNxERkV5IgoAVv9+Fnfua8ODNozH1ssHY8s6nfr2uga46EzIw9bLBfjcjyrYOV/Te2KwLiUhNSoCso9ONbgV5WOlzD3DjxErUN7SEbP+v2Lgbc64bcXaesoAHBDUVNtwxdQQ2/v2A975AGX2izJEFAHZH8pP9s9wMFu68KtMGvPp28MigR2aPxSt/qAu63r6dINZt3ZeTPfaIUpbizznnHGzevBm33HILZFlG//79Ybfbce2112Ljxo3o169fzPs6duwYZs+ejV/84hcYOHCg37Z169bBbDZj8eLFKC8vx/Tp03Hrrbdi1apVAACn04mXX34Z8+fPx1e/+lUMGTIEzz77LI4dO4a//vWvqv7mTBZuDoDSIkvYrs679jdhSFkJdu1vwpZ3PsXk8eV+281GQ0xddyMtc1xbZevqoUZERKQjgfWmxSziwqF9goJlip37mlBbEbquszvcrAuJKG0kQcCyDbsx7+l/4IO6RrwQcA+gtO9D2VnfhE6X5B2GHirIsnrzR/jlDybg4VsvxCOzxqCqrMTvwToAWC2mpH8Hy81gvudVmY/skVlj8JM7L8Gb/wp+oLNrfxPsDnfY663c7wHRe/QRZaOUhohLSkrw/e9/H2vXrsWf//xn/P73v8cDDzyAXr16xbWfjz/+GN27d8eWLVtQU+M/3n3Hjh0YPXo0jMazTxDGjh2LQ4cO4cSJE9i7dy/a29sxduxY7/aioiIMGzYMH3zwAahLh8sTMjDmdEWellPZ7luYKmJ9qiPIMuZOqw6q8JQVbtj1l4iI9MZ37hyLWUS3AjMczsg3E24pdH1mtRhZFxJRWgQG+0MFx6K1/x2dUtSgWmNLBwrzTfjZ/+zAuq37/IJltVU2FOQlH8xiuRmsIK8riBi4EE1re2fYBzpt9si9/ZT04OQCAJSDUtpP9dixY9izZw9Onz4dcvt1110X034uv/xyXH755SG3HT16FJWVlX6vKQG5L7/8EkePHgXQ1eMt8D1HjhyJ6fvDMQZ0SRVFg9/fmaT9dOgFGsymyL/Fd7vR53d3VYRGiDGWqUYAC66vQXunBLvDBavFhII88cznEyuYM/l6ZKt0XpPA/Jnt9JDele8WBCFodeREKfuJ9Xfp4TzoQSach0zPo/Y2p/ffk8eX49W363DLNcMifsaSF9zs8q0vU1EXZopMSLO5JNPzp9qyKX22Ovwnyg8VHIvW/i/IN6EtypDKNrsLf95+GLOnDMey9bu8r9dW2TB3ejXMRnXOaS6Wm5HypygaMP/GWvx37zG/HoCRgqCx3O/VVNiw+8BxFI88F0WW3Ou5F49sKi8ymVrXIWUBs7fffhsPPvggnE5nyO2CIMQcMIvE4XAEzUOWl5cHAOjs7ERHRwcAhHzPqVOnEv5eg0FASUlByG1FRfkJ71crLfbQT8X3NrSgpsIW8gmS7+SdANCtoOsc11bZsODGWvQsjv88JDv5ZyiZeD2yXaqvSaT8me30kN5F0QCjUZ3GlFLJxfu79HAe9ECv5yEb8mi7z83HkLKSM3P4yBHrTNHgf/MWrr5MRV2YKfSaZnNJNuTPVMmG9NkYsPhIqGBJpPZ/bZUNpd0tUb/HbDJgZ30TZk8ejhceuBztHS4U5JvQvTAP3axn78vUOqe5Um7Gmj+HDij1C1RGCortbWhBbaUt5GijmgobTpxyeOegu3BYb5SdU5TYweeYbCgvskGy1yFlAbPnnnsOI0aMwMMPP4zi4uJUfQ0sFktQUK6zsxMAYLVaYbF0FehOp9P7b+U9+fmJnzyPR0Zrq93vNVE0oKgoH62tHZCkyF2Z9SbPJIasGLdsO4hHZo2FwQC/FVcCJ++sqbDBaDBg+cLLYDGLaO9woanFjoJ8E6xmMeaeZmrK5OuRySQZ3qd8gdc/1DVJRaM8VP7MdnpI78oxSJIHbrcU/QMxUH5LrL9LD+dBD9Q6D6m6ac6GPGoxGlBbZcPO+ibvk/sddcfwzYldvd5969PaShtmTRkOAcCLD1yB0/ZO5Oed6QUhe9DS0q7FT9AV5t0ukerQUFiHpkc2pU+L2f/2L1RwbMu2g1g4YxSAgLLsTO8wd6fLO/Qv1IqMvg/V2ztc6FNsQYGpq0ODu9OFlk4XPIKADqeENrsLVotRs/uFeGRC/lTSqt3hhsUsYvL4cgwpK4EoGrD0zoux68BxbNl20G+I7KEvTmHGVUPhkYPrrtlThuPd3V9izZY9cDglWMxG1llRpLK8iDcN5rJo1yHW/JmygFljYyMWLVqE888/P1VfAQDo06cPGhsbg74bAHr37g232+19rX///n7vGTJkSFLf7XaHzgBdN4vprUx9l4K2WozIN4lxjds3GwRvI7++odlbuMoyUGg14e7pNejodOO03QWPLGP3gePeyTuV4JkoyjCKIpat3+X3hEKZRyCWBQBSQYvrkatCrbQa6vqn45rk6jXXQ3qXZRmySvld2U+8v0sP50EP9Hwe9HJcydSfd0+rxocHjqN3DysAYOPfD6CiXwkuremLKeMHwWI2euvM+36xDQ6nhNoqG+ZMrYZZAGTJA06h7E/PaTbVYq1D0yFXr0E06Uyfybbtw8k3GfwCXaGCYw6nhL9sP4z5N9TA4ZTQ3uGCJU9EnkmEKJ9NH3OnVWPFxt0RH6rnmUW0nlnYRDn+rrSur/uFaDItf1otxrCrmC6cMcp7Hzey0oZbrx2GIyfsmDX5fAiCgOMn7ZDlrmDqD87UXYCykIKB5UOM1C4v9JQGM0my1yFlAbORI0fi0KFD+OpXv5qqrwAAjB49Gq+//jokSYIodg0Beu+99zBw4ED06NED3bp1Q2FhIbZv3+4NmLW2tuKTTz7BjBkzUnps6aJK5pFl9Cq2YMIF5+KO64Zj1eY9foVr1xOlGrz2pzqUndMdQ8pKMOimC2A2GbC3oQV/2X4Ys6eMwLL1u8IuQT0vRyffzBXhVlr1vf5ERHqSbP0pA3h315dobOnw9tD46asfYPL4cpSf1x2vvl0XNMnyzvomvLBhN8aN7IuawT3ZyCUAsdWhbEPljlTeGCsT5SuBLodTwlOv7cDsKcMxe8pwdDjO9PgyiZBkGWu27Al7HKIs4+7pNTjabEeb3eW9L/B9qP7u7iNYt3Wf93MGIOPSeibmT4tZDLuKqcEA/PTuS3G6w4WiAjMWvfAuTp6Zl7O2yoa7plVjzZY92P7xMe/ncnkhBT3IxDSYLVIWMHv00Udx5513oq2tDdXV1SGHP44ePTrp75k+fTpWr16NRYsWYfbs2di9ezdeeeUVLFmyBEDX3GUzZszA008/jdLSUpx77rl46qmn0KdPH3zta19L+vu1pmbmMcgyRpT3xPLf7wrZwF+9+SPMmjwcL2zcHRxMm1aNxhZ7xNVyOlwSrJxENmv5rhgXSLn+JjGl64wQEcUs2frT9/N1h5v9emis27oPQ8pKwq5Itmt/E6aMH8RGLnnFUoeyDZUb0nFjLMoy5k2rDtmDraCwa34xGbEFtgweD3qX5GPD3/dH7GmmfG7WpOEZl9YzMX92dEoR78smXerAY2u2o6bChivHDvDe2+2sb8ILG3fj7uk1mHnVUNV7OFJiMjENZouU3b0ePnwYx48fx7JlywDAb8U0WZYhCALq6uqS/p4ePXpg9erVWLp0KaZOnQqbzYb7778fU6dO9b5nwYIFcLvd+OEPfwiHw4HRo0djzZo1QQsBZCK1M4/D6Q67v+0fH8PNVw8NWcE63FLUJYntDjeshZl/zik0uyPywCK7w40iCwNmRKQPydafvp9XemhMHl+OKeMHwenywGoxRfx+o2hA3aFmNnIJQGx1KNtQuSFdN8aCLMNqNJxNVwHBkHiOwzcA197hRrvDhQOfn8SBL07i/pmj4HR5vL3P2jsy734hE/OnPcoqpi63BzdOrMSQshJYzEYMKSvB3oYWbNl28EzPQ3fE9EHplYlpMFuk7O71pz/9Kc477zzMmTMHPXuqt27Jk08+GfRadXU11q5dG/Yzoihi4cKFWLhwoWrHoRdqZ55o+2vvcCO/0BBUgNodbvQqsUb8rFWlYEmq5nSg5ES7vmpdfyIiNSRbfwZ+3uGU/Hpf/+LeCRH3bzAIWDhjFDo63bAa/b+H9VzuYR1KCr3cGMd7HEoAzi4AP/ufHd75s37353rve2oqbBhX0zfiflOd1hMpXzMtf562O2HJi3xMvUqsePt/D4ed34wBGH3JtDSYTVJ2Zr/88ku88MILuOSSS1L1FQT1M0+i++tmNeOjgyciLkGdbxKTfjrByQ71K98UfrUk7/UnItKJZOvPaNvzo6wgt/vAcdQ3tOCuaSP8trGey00x1aG8/jlBLzfGiR6H1WLE5PHlYefPqv+/Fs3SeqLlayblz05JxrOv7UBFv5Kw92UjK2048PnJkNcHACaPL2cARmcyKQ1mm5SNAaisrMTRo0dTtfucJwsC7G4PAAG1VbaQ70kkSKFkxnj355a6JgWdPG4Qair8P19TYcOdU5OfbyHanA6ywDV1taRMIhuYfjhJKBHpUbz1nVLvHm9zwu72wGI2Rvx8odUcskxU5vXZsu0gdu1vgls6WzaynstdrEMzgyTDrxxIRZ5MtC2ul+PIN4moHtwz7PxZqzfvwZyp6U/ryZSvmZI/vb+xvglbth0Me192+5ThWLNlT8h97NrfhOrBPbPiQXdgvZ3JdWimpMFslLLQ8cMPP4wf/OAHkCQJI0eORGFhYdB7+vaN3CWXQvN9OmIxi1g4YxQ8HvhVTPFmHqV7ckenG3OmVmPlG/5LRIfan2+XZlkOPYeLMl9Ba3snehQk162Xkx3qX6RJZImI9CRwpThFqPouVK+EMef3xl3TqvFCwOfHnN8bs6eMwIlTHbB3uPDdScPRdKndr05UVpADuuaZUYa9sJ7LbaxD9a3pZAeeX78r5b0/4ymbFKkYxh3vcfgeg0kMX045nBJOt3diwfU1cLg9ON3uTEtaT7Z8zYT8GWluTYvZCBkyOjolnG53euugUMxGgyq/S8vpBbKxt3YmpMFslLKA2a233gq3241HHnnEb8J/X2pM+p9rAp+O+BaGN1xRAbPREHfmCSxQLGYRs6cMx3cnnV1aOnB/gZ95ZNYY7/H4joVXjB+ZfHBUL3M6UGTRJpElItKLWBqf4XolbP/4GADg7uk1cDjdsDvcKMg3wmQUsWz9Lu9DrEdmjcFja7aHPQbfYS+s54h1qD5JMvD8+p0pXbnSVzw3xqkMDMR6HOHuC8LJzzNCFIDzenVDS0s73G5PytO6GuWr3vNnpLk1iwvNeHLeOKzcuBuTxg2KuB81hmNqGbBKx0qzWtF7GsxGKQuYLVmyJFW7zmmRno44XVLEJzqhhCpQHE4Jy9bvwpjze+P2KSPgcLpx4nSnt5IEgpeZ3tvQkvL5y/QypwMREWWHWJ5+R6p3t398DDOvGuptvMoGA57//S6/ujCe+pH1HJE+tXdKIecOAlLX+zPwxlhG13BQv/IKwW1y5ZjUCgwIsuxt/ysBGd+yMtS9REzlXprlQvnq+xssZhGTx5djSFkJnC4PepXmY+XGrutU0T/8/Ga1VTZYzEbA40n4OLQOWLG3NqkpZSXD1KlTY3qfLMt4+OGHMX/+fA7RjEHgkwNlSOaWdz7169kVawQ/XIFiMYu4cswALP99cNfz704aHvSZLdsOYuGMUQCSGxoaCSc7JCIitcT69DueXgl2p4QPk6gfWc8R6ZPd4YqyPbW9P8OVV3OmVqPucHPIz6gVGIhWVoa6l4it3EvvfFK5UL4qv7HuUHPQ/eEjs8Z4r1O461NTYcO1lwzCqs0fYfbk4Qn3BNM6YMXe2qQmzUPpHo8HmzZtwowZMxgwi0Hg049wq9BEiuD7PlHPMxtx48RKbNl20G8se6T9Nl5qDzou36Gh3500DJ1OSfVx1YnM6ZAuWo7RJyKi+MTz9Lsgv6ueVJ7SK/OQKfWmUi/LgoDGlvag74qnftRzPZeNWHdTrKwWU5TtqbulilRerXxjNyaPLw85HQpwNjCQaFqPpawMFZyIVu7JgoBWh4TGhmbk5xlhUWnOrEhyoXxVfuOuA8eD7uOcrrM9xkLNO92r1Ir39xzxzrHpdHsS7gmmdcAqF3oTxov1XeJ0kVpkXqyYBT4dGVJWEraSDBXBdwsCXgio+GoqbFg4Y5TfJMSR9qs8Dwrs6qvcRBgMqXtipMfJDrNxUkkiomwWz9Nvk1FEfUOLX51YU2HD/TNH4VRbJwABx9ucsOQZw/aXUOaRubSmL3oGzDvi24jNzzNCEISuJ/sGAaftTuTnaV/PZSPW3RSPgjzteidFK69uvnoYAAQ9/Aa6Av7xpvXAMmnIwFIMHViKwecVBz006HBJYYMPSrk3fqR/uadl3tPjfYTa8kQBQweUYtn6XX6vm03+PboC551+ZNYYv//H2hMsMBBjNYko6ZaHZ7//1a65PS1GHD/lwLJ1O3GyzQkg9QGrXOhNGA/Wd8nRRcCMYhf4dMT3aUEovhF8yWDA8vW7gnqNKf+fPL68awni8eUo7mbBgzePDnqSDnTNSzDm/N64csyAoKGgNRU2jDm/Dx556T04nFLKVg/Sy2SHWo/RJyKi+MX69Fs+85ApVL1pMRtw3VfL0djStQJm71IRHhkR54UpyPOfFyZUI7amwobJ4wbhL9sPnx0Sw3pEVay7KV6iAMy/sRbPr9uZ9t5J0cqrYyfsqG9oCXr4XVtlQ57JGDS9ChA+rYe7sb7h8ko8tuZ9776Vh+0dnW6UFuZFDE4AAuxuT9rmXItGT/cRqdLRGZxmIs0rV1Nhw96GlqDXo/UEC0wvxYVmPD73Uqx846OgoZ4/uesS/PCFdzHw3O4pD1jlQm/CWLG+Sx4DZhnI9+mI5DmbwEP1+CoqOFPICQLsDjemjB+Eqy4aEBQI27W/CVO/Wo6q/iUhg2C+lfCWbQfx/A8uw7Lfhw6+vfo2vN3Dsz0zaj1Gn4iI4hdpYmTfujPaPJ9rt+73m7Ns9NDeuOO64Vi9eU9QEOyGyyshy7K3F1q4RqxSr1aVlWR1/akl1t2UCFtxPhZcX4P2TnfMvZPUGAYVbVi42WTwe/i9bus+b2DA4XTHnNYj3Vh7PPAb+ql8313TRoQNTijzYd33y23eh+jpmHONgIL84CHEyrxlZqMBA8/t7k1P3awm9CjOx6Mv/W/QZyL1BAuVXubdWBsULAO60suqTXvwwM2j0LN7flrqNC17E0oy8HnjaZxud2rei5H1XfIYMMtQytMRWRDCTu4InI2ke2TgV2997NewDwyE9SzOx5oteyL2QFu3dR+GDixFp0sK+YRCef+U8WeXK87mzKj1GH0iIopfpImRgbN1Z6in9ED4eT4/qDuGi0acg4tr+mLSuEF+N7ePrXkfQweWegNgkRqxSj26buu+rK0/tcS6mxIlCoi5d5Jaw6DCDQtfOGMU/vTeYW/PoF37m/DdScMwfmRf7w16PGk9ljIp8DW3JMNsFIKCE063B7sPHPfr8RbPnGuUnO4hev05nBKeX7cTS+64GL9+62O/azCywob7Z47Gohfe9euhGKknWKj00qO7JeL94azJ56d1CKAWvQklQcCK9cGL5mk1/JH1XfIYMMtwkSZ3BM52t7ykum/Qyl279jfBIAA/ufMStLZ3QoYctaJUMnxza2fE4wocKhqYGbWeeFCt7+ekkkREmSfWunPOdSP8Xld6o1004pywN3zF3fLw2JrtIbf5PkBSGrHh5gN1S111Uioas1rXwVpj3U2pptYwqEjDwgHglmuG4uEV73pf73RKXfOFndl3rL1pgeg31qGmgbE7XN7ySQlOwGLE/U//I+Q+dtY3YdKlg4JeV47NkmfE8bb09MrJ5nKwm9Ucstffd74x1K8DhW+aONnWicfmXIwddcfQcOQUZk8eHvF8hEovUYMzHW4UmrI3OKPH4Y+s75LHM5QFRFnGkLLgyR0V4SonANi5rwmTxg3CY2u240ezxoRtuG/ZdhAFFpM3o1vyxIjHFDixZEG+EbIgwOGWYBAMeGmTdhMPqjnxISeVJCLKTLHUnW5J9pbxFrPo7Y02qG/3oPcr9WekOUCBswEwq8Xot8/A3iOXf6UfHr71QuTnddWfajWyOfkv625KPbWGQUXr9XXy9CC/8iXw5jdcb1qlvDKbRJiMBhRYjFFXAg1s2wd+nxKAOm134ZFZY0KWfwAQmLPClYOpLJdyoRzMEwXMm1aNtk43jhy3w2wyoDDfhOW/PxssC3fe7zpzHiIFFfPPpBffe8eC/CjBmSjbM50ehz+yvkse+/hnCbvDFXF7pMUBlG2iIGDhjFGob2jBY2u248lXP8Bja7Z7JxIttBq9hWSeSURNhS3k/gInjhxzfm+YjCKWbdiNf+78Ei++8VHYyLsspG6FTSB65D/e71d6KXRNanpWLk4qSUSUaaLVnXaHy1vG+w7DDLxxVG486htacO9z/wyqPy3msw+ZLHlGeAwGmIwGzJ4yPGQPt137m/DiG7tx4POTmP/zf2DZxt2QVKgf1a4DMxXrbkq1WIZBqbEf3/a99+bXh5LWfcsa3/Lqhy/+Lx5Y9i/Me/of2NvQHJQnFKEmhff9PrcgYNmG3Zj39D/w0Ip3w5Z/ANCrxOr3PeGGuKeqXMqlclCQZYgGwVsn+Y4QinTeX9i4G26cvab3n0kj3rpIEFDf0IzRQ3v73Tv+7+4jEe8PrXnZHTBTK9+rifVd8rI71eaQaN0pQz0VCtzmkeWwDXcAmH9DDeQz864IgoBvTqz02w6cXd3rqdd2AOgaEz97ygisOLNCz6Rxg8IOY0lH5D0Vkf9cWKKaiCgbxTJUQSnj252St/4KXG0s3I1H4BygNRU2/GvXl6hvaMF1ZxbaCdfD7cN9TZg8rqt3uFrDOfT49FsrrLspldQaBhVr+762yoa7p1UDAOxuj1+aDuxNG668Wr15Dx6ZNRYA/FcWrLThhiu6Vsn0vuZzsy0ZDFi+PvRCYMr3KWVnbZUNVpPhTN7zwOF0w2wS03pvkGvloG8PI9/7wSFlJRHPe+PJjrBBxTunjsDqzXvw+NxL8Mof6rzXWllYAAi+P7z7+moYPOE7cCRLD0Ns9Tr8kfVdclJ21W655RZMnz4dV155JSwWS9j3iaKIv/3tb+jVq1eqDiUnROtu2dzqCPk53ydGhVZTxIkaO5wSXt7StfKXxSzigZtHY9zIvpgy/uzExpY8EdY8E77/rQtQkG+CwymhscXuLXAj9XQDIs/VokZBmKqJD3NhiWoiomwT61AFQZbh8FkAIPCmINKNhzIHqO8DJWWIkvLgKRzfOnNnfRPsLg8KjIn3fki0DtTDjUgqsO6mVFFrGFS0/fQqsWLZfRNgNYmQACwPM8ywo9PpfS1ceeVwSnhszft4fO4luPmqYWhudUAQgP2fn8SeT4/jh98dgzyTAd2sZrglGS2nO2G1mNDpcsa0EFhNhX+PliKLiLJzilB36ETEc6D2PI65Ngm67yqmvg97ot2TtdlD98DeWd+ETpcHDqeEk6c7/a69wynhqdd2YPL4ckwZPwhWiwlWixHWPGNKg2WpHGIbT/2n5+GPrO8Sl7KAmdFoxEMPPYTHHnsMV111FaZNm4ba2tqQ7z333HNTdRg5I9ySzt4nQGf+Hbjcs29vMLc7csZpszu9BZHDKeGnr36Ax+degpOnz3bv/XDfcb/5Ch6ZNQan288WuJF6ugHhI+9qFYR6jfwTEVH6Ra07feoX3/oh8KYgzxy57rCYjagqK/ELlu3a34Rbrx0W8XOBdWZjix0DehUmHKxKpA7Mhbl+iNQWT9mSzH668qAAGYg4zNB3AZNIgRKHU0Jjcweee/2/3nmpynoXwWwywFZsgSFEefCj746J+BssZqN3TjOnW0K+6F+uRZs7Te22eS7eCyg9jBxuCZddcB5e2vxR1HuySNs7zgQdQ6Ulh09v7J/NuxSFJgOQ4p5lqZpoP976T618T/qSshJhzZo1aGxsxObNm7F582asX78eZWVlmDZtGq677jr07t07VV+ds6J1t4y23LMlyrjyUDcE0co/peeZInAYi69wkXc1C0I9R/6JiCj9Yh2qEFh/+N4U/OTOi8Pu32IWYckTMaSsBINuusBvMQBJksPWiaHmDBKApIYLxVsH6nHFL6JModYwqFj2E22Yoe8CJrEESnzLN8Wy+y7Dmi3B8xBHm/LL4XR7Vw4eNaQX8gN6bxXkpbdtnqv3AoIse4OVsyYNh9MtobbSFjLd1FbZUFSQF3bxBsuZa5ZoRwg1pWqIbaL1nyjLWHB9DRxuD063p2fFV0qtlA7Q7tWrF26//Xa89dZbWLduHS6//HJs2LABl19+OWbPno2tW7dCZuJRldLdsmehGVajwS9z+m7rXZKP/Z+1+BV+okGIOFGj77o2yoShr/2pLuQCAcoEn8qNgTLR4JZtBzF53KCg74kUeY+lIIwVJz4kIqJAkepO3/eEqz96l1qDXge66spHZo3Fq2+HrivtHa6QdaLSA3zLtoN+r+1taElq0uB460A161+iXBRL2aLGfqIPMzy7gIny8DqUUIF6hUeWQ5YH0fbnkbtGnDx482jvqr++RAFpbZvzXgAAZDy84l1ce2no+ufaSwbhhy8GL95gMYu4+/oaGAwCbvpaFXoW52NkZehrH2oRilRI1UT7ydR/ogCc16sb+hRbksr3pA9p63PqdrvhdrvhcnUNz2tpacE999yD/v3749lnn0VVVVW6DkUzepoDJOTTKrMx7ET+35xYiR11x7yvxTLBcX1DC/Y2tKDhyCncNa0aL5zpnqoMY7nhigoYBAEyZPQqsUIM011N7bkGOPEhEVHuULPuDVt/eDy4a1o1lv9+t1+9OGvKcKz/2z58uC90XTlp3CA87VMnmo0G5FtM2Hu42a8HeE2FDbdfNxw/fOFdjB/ZN8EzEeU3hDgnuTbXD6WOntrA2SieBUx8h+UFDhu74XL/yf19t/nO4+hLmdPRIMAvwKCUW6+89Qk+8LmHUAJTvkec7rZ5rt8L5JtEDB1Y6je1gFE0wGAQgkYgKfXVtMsGY/ignlj/t31Y/vuuBSSUh0KCAM2GIKZqiC3rv8zkW9cU5JtgtDujfyiKlAbMPvvsM2zevBlbtmzBZ599hn79+uGb3/wmpk6dit69e+PYsWO4/fbbcd999+HNN99M5aFoTo9zgARN/ufxoFexJWgi/+ZWB3oVW3Dw85Pez0ab4PiGKypQ1b8Ef9l+GLMnD4coy7h7eg2ONtvRZnfBbDJg94Gz853VVtnCdm1NRUHIiQ+JiLJfKurecPWHUZYx74YaHPOp5wqtJixfH3kybIdTwv7PWvC10f1gAPDS5j0o69sd988c5a2H9za04JW3PsGMq4aqMlwo1jowF+f6IfXpsQ2cbeJZwEQZlhcqYCQDGDqwNGTwozNMjxplTsfH516CSeO67h/69LDi+ClHULAMODukbcH1NX6vp7ttnov3AkowoaPTjTlTq7Hyjd3e+7lHZo3BYy9tD/m5XfubMGfqCLy06SO/B0DKQhGzpwzHrEnDYXe40h58TNUQW9Z/mSdiXZPEflN2pW+66Sbs2rULeXl5uPLKK/GTn/wEF154od97evfujSuvvBK//vWvU3UYupBJc4AYZBm1g3v6VaBlZyYYnj15OJxuD3bWR19ZxWw0oLTIjDsmD/f+NofTjR+++L8h3x9pjHmuzjVARESJ06LuFT0enFOSj47CPNgdbkhS5LrSmmfCsvsmeG8u7G4Ptn9yDNs/ORby/TdfMyyt7QXWv5SsTGoDZ7JEJhsPFTASEDqQJshyxPKgqqwU7+856jfZe8/ulqBgmWJnfRPaOyX0TP6nU4wCgwkWs4jZU4bju5OGo8PhilqUu9xSUG9poCtotmz9Liy7bwJ6ahB8TNVE+6z/Mksq65qUBczcbjceffRRXHvttSgsLAz7vokTJ2LcuHGpOgxdSNVkhKkS7omLb/dlyRM5wTndHuSJ/k8XEu3aqsWKIxw6QESU2bSqewVZRkGeiDVv7sGkSwdFfG+h1dh1DGfql2j1ZIfDhYI0DgGJZQVuu9vDupLCyrQ2cCZTa5hhuPuAcOWBMufiU6/t8L7mdHvQ3NoZ8XvsDldcx6VgGz1+oYIJSqBLGeUTbU5KR2fk7VoMUfRNC7MmDYfxOgGn7U7k5yWfLrjiZWZJZV2TsoDZjBkz8NWvfjVksKypqQmbNm3C7bffjiFDhiT9Xe3t7XjmmWewdetWtLW1YcyYMXjwwQfRv39/AEBdXR2WLl2KPXv2oLi4GDNnzsSsWbOS/t5YZdMYaKUSlQUhbNS9psKG3QeOo3hkX7+EmUzX1nTONcChA0REmU/Lure9U8LO+iZU9CuJa2VoPQ4BCVf/ygCeZ11JUWRTGzgTpHqY4dnywINjLXYI6Jr033fOq9qqrvuAIWUlEfdltZji/n620RMTSzAhWo+qgvzI1yvd9VPUtKBCesj1ue4ySSrrmpQ90nnooYfw2WefhdxWV1eHX/7yl6p91z333IO//vWvWLx4MdatW4cePXrgW9/6FlpaWtDS0oLbbrsNAwYMwIYNGzB//nz84he/wIYNG1T7/mj02ABOliDLuGPKiIgrewUmXKUgDiWWlVTUWmkoksAnMBaziBsnVmLSpYPwf41tsLvloNV9iIhIf7Sse5WeE/GuDJ1sPZkqgfUvACwPuFGxmEVU9CvBsZYOHG9zwu72sL6krGwD57qu8kBA/16FePNfn2Ld1n1+wbI7rhuBLdsORlw9s7bKhoK82MozWRBgd3twvM2JxpMdqOhfAov57GeVIVcsb8KLJZgQbfXQfJNBN/VTtOF3vmnBN/0kUi+l4/6TkpfKukbVWmrOnDk4cOAAAECWZdx9990wm4MjeSdOnPD2/krW3r17sW3bNrz00kv46le/CgBYsmQJ/v3vf+O3v/0tjEYjzGYzFi9eDKPRiPLycjQ0NGDVqlWYPn26KscQTbaOgfbIHlSVlfgtEOD7lCkwYWZC11bfJzAWs4iFM0Zhyzuf+i1wwCdZRET6p2Xdq/ScUCbDVlYhU+rKvj0LQtYhmVBPAsG9FVhfUjjZ2gam8L1vHG4JDqfkXT0TgF8vW2+5EEPcIlQvopoKGxbOGOXXq43DeyOLNZgQrUeVXuqnWIffsUdi7khlXaN6wGz9+vUAgDfeeAPDhg1DaWmp33sMBgOKioowbdo0Vb7z0KFDAIBRo0b5fceQIUPwwQcfwGQyYfTo0TAaz/7UsWPHYuXKlThx4gR69OihynFEkqoGsNZj+C1GEfs/awm5Wma4hKn3rq2+T2Amjy/Hlnc+DRpKw4lqiYj0L7DutZhFTB5fjurBPWEyGrxDUFJRjhfknW24OZxSUBBp3rTqsA03vdeTQHBvBdaXFE6mBIH1SOt2fixCDQG1GM+Wf4EPDAqtJvQptcLg8QCIHDEL14tIKWcmjy/3K1s5vLeLJAOfN57G6XanN93EE0yINKxXL/VTLD3m8rvlccGRHBKxrpleDSHK/OuRqBowu+CCC3DBBRd4/z937lz069dPza8IYrN1dQ09evQoysvLva9/8cUX6OzsmmyysrLS7zO9evUCAHz55ZdJBcyMAU8xxDPLNCt/+70XwILra9DeKZ1ZcteEgjzxzNOV+LsQd0py2Ih5XiyPbFQSKWGaDALC/TaTaESR39MO9Y850vUIx3c+hSFlJSGDgYDy9MKDIos2w2MyVSLXJFGB+TPbpfPcRjsGQRAgqDQ0QtmPySTG9NsMhtjf7/HIkLO0saSH9BBNOvKoUvfanRIMgoCXNn0UsgeU2vWmKBow/8ZaPL9uZ9z1oyId9WSiAuceUqO+zIQ0m0vUzJ9qt4G1kO70qZd2fqJ87w+UskEp/8wGAAZD1HPa6gjfi2jX/iZMGe+/qIrVYsqZtl+439kpyVixfldQurl7WnXC92yhaF0/RZv/zmoxocPlidILLXX3cazPtBFY1xTkm1BSZIHslqKuWh5tvynxxBNPpGrXfmpqalBeXo5HH30UTz31FHr06IHf/va3qKurw3nnnQePxxM0LDQvLw8AvAG1RBgMAkpKCkJuKyrKD/s5NZZPPm134tnXdoSNmC+cMQrdrOl7wrJwxiicautEe0dXwuxemJfW748m0vUIZLQ7vU9gnK7IGcvhdKPsnKJkDy8nxXNNEhEpf2a7VJ/bWIiiAUajOo2Q7t3y4PHIKCy0xPW5WN7v8cjeAFu20kN6CCXdefS03YmnNKg39V4/Jsq3rgSgan2p1zSbS1KVP9VoA2stHelTb+38RMVa/oU7p40NzRH371vu1FbZUNrdkhHnJVnh8mekdLP8TLrJljopsA7ypaSFL5vaIu4jHfdxrM+0oXZdo2rAbOjQoVi7di2qq6sxZMiQiD0MBEHAJ598kvR3mkwmLF++HA8++CAmTJgAo9GICRMm4Prrr8eePXvgdDrhdDr9PqMEyqxWa8Lf6/HIaG21+70migYUFeWjtbUjqShmNK0OKWQBAXQVis2nHHB3JrZUc6IKTAYUmLoCke5OF1rS/P2hJHo9lCcwZlPkpwIWsxEtLe3JHmZOCXVNUtEoD5U/s126yp9YjkGSPHC7Iy8/Hiuz0QCDQcDv/rwXjc0xXFMBEA0GSB4PEKHzWK9SK7719SGanq9UUis9pCqole48mu56Uzn/slvSZf2oBt/eCmrUl3oowzIR69D0SGf61GM7P1GRyr9o59RijnybqpQ7Si8pPZav6cyfsaSbIouYNXVSpB5z7k5X1PSTyvs41mf6EO06xJo/VQ2Y3X333ejdu7f332oNyYlm4MCBWLt2LU6dOgVBEFBUVITvfe97GDBgAFpbW9HY2Oj3fuX/yrEmyu0OnQG6bhZTlzmU1bcibbcao5/7ZOdGyIS5FYD4r4cIYN60arg8cpTx/oaUXudsluo8AoTPn9kuHec2GllWb6ijsp/GZjs+bzwd9f2CIMBoFOF2SxGPQdmmh/OVSnr+fek8LrXqTSB63ScLAlodLhxp6UB+nhGWLF1VS6krO1wSAEG1+lLPaTaX8BqElo70qWZ5pdCqzR7L94Y7p8qqjOHKlV4lViy7b0LXPj0y3EnMUZRpQp2vUOlGmbtzSFkJTtudAExhr32m3NcpfOsgv2M+kxaipZ903MexPtOHZK+DqgGzefPmef89f/58NXcdVltbG+688048+OCDGD58OADg9OnT+N///V8sWrQIjY2NeP311yFJEkSxa4jQe++9h4EDB6Zlwn+1+BZi+XlG3DixElu2HfSuDuMrlmVTY1k1JFLBme2rjgiyDLOgn9VgiIgocWotNx6t7gu3/Y7rRsDj8cBi1PcNSLyUyaEB1pekf5kSEFCrvFL4lkuBi58UpPA8JHuvEG3BiK59CFxl9YzAdBHP6sXJXCst81WkBQq44EhkmVIe6kHK5jADgM8++wydnZ0YPHgwWltb8eyzz+LIkSP4xje+geuuu06V7ygsLIQgCHj88cfx6KOPQpZl/PjHP0bfvn1x7bXX4tSpU1i9ejUWLVqE2bNnY/fu3XjllVewZMkSVb4/HWJdUhmIbdnUcKvOKHMjzJ9WDQkIW3AaQmzz/Xw2rTqil9VgiCg11J6Q1eOR4cmhp9yZQo3lxqPVnfOm12DF73eF3P7SGx9hyMBS7D3cnDUPlgKxviQ9y6QHvWqUVwo5IFgWawAlWVHLy2nVMe2H5UrsAtNNrKsXx3Ktwp1vvecrpp/Q9H7d9CZlSzds27YNV111FTZs2AAAePTRR7Fu3TocO3YMDz30ENavX6/ad/385z9Hz549MWPGDNxyyy3o168ffvWrX8FoNKJHjx5YvXo1Dh06hKlTp2LZsmW4//77MXXqVNW+P5UiLam85Z1PMXn82ZVBY42Yd7jCrzqzs74JTk/wyjzKthUbd8e06ojd7cHxNifsbg/kNA3NTRXl6UXPQjOsWTq0hijXdLOa4PHIKCrKR0lJgWp/ikusWb+QQCZSnjTXVtn8Xo/nSXO0utPudIffvq8JtRU2bz0aql6UBSHj607Wl6RH0QICestrapRXCt9yK1oAJZbzEGs5Fa287BrKHRuWK7EJTDdDykqCrrXC9xokeq0C85XFLOLGiZWYdOkg/F9jG+xuWRd5i+nHX6aVh3qQsh5mK1aswKWXXoq7774bp0+fxl//+lfccccd+N73vodnn30Wr776Km644QZVvqtXr1745S9/GXZ7dXU11q5dq8p3pVukQmzX/ibMmnw+Rg3pFVfE3O5wR9zeGaXgbJ8YeW6FYy12/HjNdu//GbEmIr2x5Bm9iwkcO6HOpK+9Sq349jeGwmAQ2MtMh5J90hyt7mzviLzdLXV9j3IDogxlBPi0lyiVYgkI+OZHPVCrZ4xvuTWkrMSvZ5mvWM5DPOVUtPLS7nCjKM6hpRSdKMtYcH0NHG4PTp7ujPheu8MNa6E5pmvlHfLowzdfpbP3IiUnE8tDraXsbOzduxe33HILCgsL8c4770CSJHz9618HAFxyySVoaGhI1VdnrFBPbaIVYo5Od9wR82hzHzg6Iz/1seSJEbcHxqUZsSYivWpstuOLpjZV/sS0iidpKtST5lh7TESrO/Oj1I2WvLOf963b+bSXSF2BeTqWgIAeqdEzxrfccroiT3od6TzEW06pPQ8bxU4UgPN6dUM3a3CQy5dyDRK9Vr7pRY3ei5koE3uGZ2p5qKWUlVZ5eXlwu7tO+DvvvIMePXpgyJAhAIDjx4+jqKgoVV+dkcI9tfnupOERP5dIhRNtboSCfFPEz+dF+HxNhQ17G1qCXt9Z34R2pwRHJ8ePExGRPsTTYyJa3ZlnMqKmwhZyCExNhQ3A2f351t2Z/rSXEweTnoTK0z+58+KIn8mm4E1gfrSYjd5yy2yKXI5EOg/xllMxzcNGKVWQF9tceInOmeebXpLtvZiJIrUf9FiiKGVDnjly3sum8lAtKUu5X/nKV/Dyyy/jrbfewh//+EdceeWVAIA9e/Zg2bJluOCCC1L11Rkn0lOb+obmoDkMFIlWONHmRlCW4Q33nWaDEPbzk8cNwpZtB0N+9sumdty/7F+Y9/Q/sGzjbkgZEIUnIqLsFG+PiWh1p9kAfHNi5Zng2Fk1FTZ8c2IldtQd877ft+7O5Ke9kiBg2YbdmPf0P1i/k+bC5endB44H5UtFNgVvQuXHVZs/wl1nyq29DS0Jn4d4yyk152GjxIgCYroGiV4rJdAGJNd7MRNFaz9IOkvevmXDu7uP5ER5qKaUhRAfeughzJkzB/fddx8GDx6Mu+66CwAwZ84c5Ofn47777kvVV2ecSE9tVm/eg+funYCVb6i7JG60uREiLcMLWYYIBH3eKBpwz7P/9Fu105fvk61sXFGTiIgyRyI9u6LVnb2KLRg3si+mjB8Ep8sDs8mAE6cc6HRJ2Pj3AyHr7kwdupTMympEqRAuT2/ZdhALZ4yCwQBV29J6Ei4/bv+4K1B/9/QadLrcuOyC8/DS5o/iPg+JlFNcoVB7sV6DRK6VEmhbsXF3Ur0XM1G09kN7p4SeaT6mcALLBqU8BODXIz6bykO1pSz19uvXD3/4wx9w4sQJ9Ox5NsksX74cw4YNg9kceVx1LokWdZckD+ZcNwKdLgmOTgkF+Sbkm2KfyyDccAllbgTvRI4++4ul4Az8vCwIGDqwNOahmtnaRZeIiPQvkYmOlfq0o9ONogIz3JKME6c7vXWkQZZRO7gnOlweOJxuWMxG9O1ZgNN2J55eMC7kDUiiw2G0lulDSSn7hMvTDqeEp17bgZ8vGA95EtDe4YIlT0SeSUSm9KWINvQ5Un7c/vExzLxqqDc/JhLESrScinSvQekR6zVI5FqJAOZcNwIykJH1WKKitx8iL5AXKzWmPAgsG5TycPL4ckwZPwgFFhMK8hnMjiSl4V5BEPyCZQAwcuTIVH5lRgoXdVdWHFm9eU/o+VVi2HcyK2/FW3D6PmnwLTBrKrqGaj712o6gz4RbeYWIiCiV4u0xodSndYebsXDGKLz2p/qQT2dFWUaRRUTZOUVoaWmH2+1Bj4Lw9Wi4ulPvT3sTXVmNKFWi5WnRaMDKjZm3Gm0sbfl48mMigZFMLacodXzTpXLP6vHkRq+l6O2HyPOBx0Kt1bNDlQ0Op+Sdc+5n8y7tCqZn2TVSU8oCZs3NzVi6dCn+8Y9/oKOjA3LARRAEAZ988kmqvj6jhHtqE23FkWjDHbQYLhHYM82SZ8S/dn2Jp17bEXKoZrZ10SUioswQT48J3/r0xomVUevmeGXi0KVMHUpK2StSnp49ZXhQsAzQ/xDiWNvy6ciPmVhOUWoEpkvfXks3XFEBs9GQ1ekj6gJ6UVbNjkbNe3jW1clL2RlavHgx/vnPf+Kaa65Bnz59YDCwW3444Z7aVA/uGdOKI+G6a2o1XML3yZUsCNj/WUvIYFk2dtElIqLMEFj3WswiJo8vR/XgnjAZDehwSSHr01hWAzOJ8TevMm3oUqYOJaXsFakXVFVZKZat3xXyc1oMIY51qFWsbfl05cdMK6dIfbIgoN0p4etjB2DSuEHY29CCLdsOenstrdu6D8vum5DVvZai9bgUk1z3Rs17eNbVyUtZwOydd97Bww8/jG9+85up+oqsEuqpTSzdq/O65YXtrtnRmdxwCTXGTbMLNxER6ZVS9zrcEgyCAS9t+sgvGBaqPlVWA1MCbEPKSrwT/O9taOma3ywHntiyfic9CtcL6sTpzoifS+cQ4niGWsU61DKd+VGN+wNKHzWvV6i0W1Nhw8IZo/xGE+XCkPzIPS6Ti5ipOeUB6+rkpaxFZzab0a9fv1TtPisFPbWJYXx0pO6ac64bEeXz4fev1rhpgF24iYhIvwRZhsUoYlmM9anZZPDO17LlnU/9Amw1FTZcPip32j6s30mPQvWC0suwpHiHWsVz3OnIj2reH1DqqXm9wqVdZXqCyePLvfVhrgzzS1WPS7XLK9bVyUlZ3+Ovfe1reOutt1K1+5ygdKEMpbbKBqMoROyu6ZbkiJ/PN4UeXx2tMpeF+KPmSoHSs9AMqzH2FT6JiIhSLdrwB9/6dG9DC2ZNHh5yHrNd+5uw8o3dkHKoimP9TpkgWps6XJtYbbEMtfIV73GnMj+m4v6AUkeSoer1ipR2d+1vwpCyEgDpzU/ZKhXlFevqxKUsYDZs2DBs3boVM2fOxNNPP41ly5b5/Vm+fHmqvjprKF0oAzOM8mTgtN0Z8fN2hyvi58NllHgrcyIiokwWyxLxSn26ZdtBDD6vOChYpthZ34T2TtaTRHoSrU2drpvHWIZa+dLLcQO8P8g07Z3qXq9oadfp8nCYn0r0lO8phUMyH3vsMQDABx98gA8++CBouyAIuPvuu1P19VkjUhfK/Lzo3TUT6YLJpeKJiCiXxDL8wbc+bbO7Ir7f7oi8nYjSTw/DkhIZaqWH4wZ4f5BpotVD8V6vaGm3r61At6vNZiK95HtKYcBs7969qdp1zgk3PjrWVS/iHV+tl3keiIiI0iHe+hRWU8T9WS2RtxORNrRe5THRFeu0Pm6A9weZJlo9FO/1ipZ2C8wM5qhND/meUjgk09fp06dx8OBBOJ1OSBK766olVd019TLPAxERUTrEW59GqycL8lhPElGwTB5qxfuDzFKQp+71yuS0S5SMlD4K2L59O55++mns2bMHgiBg/fr1WLVqFfr06YMHH3wwlV+dseJd+jcV3TW5/CwREeWas/WpB+0dLljyROSZRIS6pYhWT4qc+5pIM/G2pdMtU4da8f4gs4gCVL9emZp29Uzv5RWlMGD23nvv4fbbb0dtbS3uu+8+PP300wC6FgN47rnn0Lt3b9x2222p+vqMlOjSv6G6ayab+VggEhFRrvEIAk62daLN7oLZYcDehhY0HDmF2ZOHB9XDketJRsyItJBoWzrdkh1qpdVNNu8PMkuo62U1iZAB2N2ehK4hhwmqJ1PKq1yXsoDZc889hyuuuAK/+MUv4Ha78dRTTwEA7rjjDrS1tWH9+vUMmPmItlRzPJMoRsx8AOwxVnIsEImIKFe4BQHL1+/yW/2ypsKGyeMGYfWWPbhj8vCg+lKQZe+wFmVCbA5LItKGmm1p3RIEOGVgpYY32bw/yCyB10sCUh6kYa+p6HKivMoSKQuY1dXVeVfBFAT/J62XXHIJXnnllVR9dUaKZalmqzH6lHPRMt8l1X2xbP0u7+uMYhMRUa6TBQEvbNjtFywD4P1/VVlJyHo40gMqIkovtdrSeiUJAnYdOI53PvwyqKziTTbFIh1BGvaaik22l1fZJGVXoVu3bmhqCp0Ijhw5gm7duqXqqzNSLEs1hyMLAuxuD463OdHujJz5SossQa+t2LgbssDhI0RElJsiNVx37W/CkLKSoHo42o3HabszZcdLRMGSaUunk2+73e72xNQGV8qb0iJLULBModxkE4UTS5AmXr7p2SkH915T9s37TX+ZUl5RCnuYXXHFFXj22WdRWVmJYcOGAejqaXb06FG8+OKLmDBhQqq+OiMlulRzYBT/wZtHR9yP0+UJei3ZKDa73RJlJoNBgMGgXuNFFPkkjDJTtIap0+WBtcS/Ho5243GqrRMFJgPrSKI0SbQtnU6J9r5Rypuvjx0Qcf92h/vsUEkNsdzTp1iCNPGkn8D0/MisMew1FaNMKK+oS8quxA9+8APs2rULN954I3r27AkAuPfee3H06FGcc845uPfee1P11RlJWarZdxUThXfp34CKJtTTbbMpciEUbnuiFSy73RJlJoNBQHGJFaKBDReiaA3TQqsJFrMR8Jx96BT9xsMFo8HMOpIoTRJpS6dTMsPhlPImWjtfDzfZvDfQLzWDNKHSc6iOGb70EtDVA72XV3RWykrV7t27Y/369di0aRPef/99nDx5Et26dcPMmTMxbdo05Ofnp+qrM1IiSzWHerq9t6EFNRW2kN21ayps2NvQEvL7E6lgOVkhUeYyGASIBgN++6c6NDbbVdln1YBSXHXxwKB5K4n0LlLDtabCBqvFiE6XG/k+vSij1ZvdrMHBMoB1JFGqJNKWTqdk5ixSyptI7Xw93GTz3kDfLGZjxPvEwAdDkYRKz5kQ0NULvZdXdFbKUu0HH3yAYcOG4cYbb8SNN97ot621tRX/7//9P1xzzTWqfJfL5cKyZcuwefNmnDp1CkOHDsV9992HCy64AEDXAgRLly7Fnj17UFxcjJkzZ2LWrFmqfLea4l2qOdTT7S3bDmLhjFEA4FcY1lbZcMPllXhszftBn0m0guVkhUSZr7HZji+a2lTZl62ED0IoMwmyjDumjMCLb3zkX3dW2jDjqqF4bPX7ePjWC5Hv82Q82tNhl9vDOpIozeJtS6dTMsPhlPImUjtfDzfZvDfQt06XG5PHDQKAkCtCBz4YiiRUetZ7QFdv9Fxe0VkpC5jdfPPNWLt2Laqrg1eK+uSTT/DQQw+pFjB74YUXsGHDBjz55JPo168fVq1ahdtvvx1vv/02zGYzbrvtNkycOBFLlizBhx9+iCVLlqC4uBjTp09X5fvVFM9SzaGi9A6nhKde24HJ48sxa/L5cHSezXwygKEDS1WLYqs9Dp6IiEgrHtmDqrISTBk/CE6XB2aTAXsbWrDohXfhcEpBdW7Ep8PTq3GqLfKk/6wjiVIjnrZ0OiUzHM63vFHa+VPGD4IMoFeJFVaTQRc32bw30Lf2Drdf+vGt6556bQceu+MivwdDkYRKr3oP6OqRXssrOkvVgNkDDzyAI0eOAABkWcbixYtRWFgY9L7Dhw975zVTw9/+9jdce+21uPTSSwEADz74INavX48PP/wQhw8fhtlsxuLFi2E0GlFeXo6GhgasWrVKlwGzeIR7uu1wStj/WQu+ProfCpWusbIMAVA1is3JComIgqm9+IHHI8PjYQMq1SxGEfs/a8G6rfuCtoV7Mh7u6bDJIKAg3xTx+1hHEuWWZOcsitgbRSc32bw30DerxQiHUwpZzynbYxUqPSsdN2ZPGY7bpwyH3eFirynKeKq26r/+9a9DlmXIPhlC+b/yx2AwYOTIkXjiiSdU+97i4mL8/e9/x+effw5JkrB27VqYzWYMHToUO3bswOjRo2E0ni0Axo4di0OHDuHEiROqHUO6KavP3PS1Kiy962LcOLESFrMIIHIUX4li9yw0w2pM7mmUUlCG4q34iYhyRDerCR6PjKKifJSUFKj2p7jEqupqptRFFgTY3R4cb3PC7u6as+XuadVB9Vq0J+Ph6tXuhXmsI4nIS+klVltlg8Us4saJlXhk1hj8aNYYzJo0POZ9qNWOTwXeG+hbtOsDdNWLcgxz0fqmZ19DB5aiZnBPWI2CbtMpUTxUDfNffvnluPzyywEAM2fOxOLFi1FeXq7mV4S0aNEifP/738cVV1wBURRhMBjwi1/8Av3798fRo0dRWVnp9/5evXoBAL788kv06NEj4e81BozBV3oVqN27IFCnJIdcfebZe74KjyzDeiZw1t7pgd3hQkG+CVazCDEF91uRhqOYDAIA7W7y0nU9KHbpvCaB+TPbxXtulfcJgqDaJP3e/QjQbp/C2b+FCOVPKo4132KCwSDgd3/eq9pCCr1KrfjW14fAZBIhSbFNxAtkRvmnZR4NV4/ePa0a866vQbvDjfYOFwrzTbBajDAJQDz1mSga0M1qxt3Ta7B8wy5d1pF6kwlpNpfkWh0ajVrp0whgwfU16JRkrNy426+njxKcz4uhwS7JQHunlPJ2fiJivTdgnk9cpPwZ7bzePa0aHx44jtIii3dI5olTDvQszsd9v9wGh1OKOS0q6VlJi1aLCQV5SlrUSYLUANO2PqhZbqfE//zP/6Rq10EOHjyIoqIiLF++HL1798b69evxwAMP4LXXXoPD4YDZ7D8WOy8vDwDQ2dmZ8HcaDAJKSgpCbisqSt3E16ftTjz72o6Qq8+8tPkjLJwxCg6nhOfX7QyqqObfWAtbsfrHtnDGKJxq60R7R1el3b0wD92s+pmfIJXXgxKT6msSKX9mu3jPrSgaYDSq88RXNBi8f2u9T6MY+b2pPNYTpxw41tKhzj7PVPKJ5hm9ln9a5tFw9WjdoWY0nnRg/f/bp1r92btHge7rSL3Ra5rNJblch0ajRvo8bXfil2Ha8is27sbCGaMilhFNJzvw/Pr0tfMTEU+5xzwfn1jzZ7jz2nSyA+/u/tIv/YystHkXAwBiT4sK9SZayi5M2/qQ7HVIWcCso6MDL774Iv7+97+jo6MDnoAlagVBwNatW5P+ni+++AILFy7Er3/9a4wa1TXJ4IgRI3DgwAE8//zzsFgscDr9J95VAmVWqzXh7/V4ZLS2+vcgEEUDiory0draEVdPgHi0OqSQcx8AXYVba5sTK98IvZzz8+t2YsH1NSl5AlVgMqDA1BWIdHe60NLpUv9L4pSO60HxCXVNUtEoD5U/s1286V15vyR54HZLqhyDdKaclzwa7lPoCpa5JQmIMAJAF8cayz7PXMt4yzG1yr9U3TRrmUfD1aOTx5dj7dZ9Qat7JVJ/Bp5/PdaResM6OzGsQ9NDzfQZrS3ffMoBd5gyQpKB59fvSns7PxHRyr1cyPNa5M9I5zVc+vlwXxNkuaseVHo9RkuLFF4upO1MEO06xJo/UxYwW7p0KTZs2IALL7wQQ4cOhcGQmi6Ju3fvhsvlwogRI/xer6mpwbZt29C3b180Njb6bVP+37t376S+2+0OnQG6bkBTkznsjsiFVqfLHXE55/ZOd84t55zK6+FLmVcukQUVkvlsJkrHNUnHNdejeM9t4LyTyfDuR4Zm+/QOw4zyfj0cazz7TDTPpKv8S4RWxxWuHh1SVhJ2IuRE6089n3+98jtnggCnR0anS4KjU0JBvgn5OlkNMNsx3YamRp6O1pa3O1ywGkNHvexuT9a18wPPqVpt4mxuW8eSBkOl1UjpZ9f+JkwZP8j//RHSYjZRO61IMvB542mcbndmXdrLRMmW2ykLmP3lL3/B97//fdxxxx2p+goAwDnnnAMAqK+vR3V1tff1ffv2oaysDCNHjsTrr78OSZIgnhmi895772HgwIFJzV+mlWirlzg6I/dq4HLOqSEJQsj5cOZOq4YYpYBM5rNERBSfcPWo0xW5McX6M708goDGk46gXn+sHynTJbOSpN3hjvjZTC+n1GoTs20dWrT0E1gP5sKqpmqnFUkQsCKgFx/TXmZL2SMIt9vtF8BKlerqaowaNQoPPPAA3n//fRw+fBjPPfcc3nvvPdxxxx2YPn062trasGjRIhw4cAAbN27EK6+8gjlz5qT82EIJXJUrllVIfEVb3YTL2KefHKKgBc6O/490jZP5LBFRNku2vgwnXD1qNkVuErH+TB9ZEPDhgeNhh8iyfqRwUlVuqCmZlSSTCbbpnVptYratw7NajH4rtD5482g8MmsMbpxYCYtZ9KsHc2FVU7XTCtNedkpZqXrppZdi27ZtGDt2bKq+AgBgMBiwYsUKPPfcc3jooYdw6tQpVFZW4te//jVGjhwJAFi9ejWWLl2KqVOnwmaz4f7778fUqVNTelyhqBHBVpbwDbn6zLRqGM78O9TcCN6Cj9FtVXW4pIjd4ztcUtju8cl8logoW6Wyd0C4erS51cH6Uyc6XBJKiyxBwTIF60cKJVN6FUVry0cauqUE27KxnFKrTcy2dXhWk4hHZo3F2q37/KYgqKmw4ZFZY7Hn0+MAYkuL2UDttMK0l51SFjC7+uqr8eijj6K5uRk1NTXIzw9eneC6665T5bu6d++ORx99FI8++mjI7dXV1Vi7dq0q35WoaBHneXEUSqIsY9606rBjrROthCkxyXSPz/au9URE8VKzvgwnVD1qNYmoGdyT9acO2B1uDpGluKSj3FBTtLZ8OMkE2/ROrTYx29bhyQDW/y245+6u/U0wGIDZk4bj4hHn5MycW2qnFaa97JSygNk999wDANi0aRM2bdoUtF0QBNUCZnojyV2TKvpWgGpHnAVZhtVoOJvpfAq1RCthSkwy3eOzuWs9EVEiOlyRJ7VW6wltqHpUBFh/6oDVYkRbR+SJ0Vk/akePk6lnYs+OSG35SLK1na9Wm5ht6/Ci5RN5UleazNReivFSO60w7cVPj/VJoJRdtb/97W+p2rWuNZ3sCFqut7bKhpu+VhXxc8lEnMMltEQqYYpfMt3js7lrPanHYBBgMESe90AUDX5/RxPr+4jSSRIEHGtpj/iewPpS7cZWYP0pI/ghmN4ac9km3ySiudWBmgpbyGGZrB+1E++wx3TdDOmtZ0eqf3c2tvPVahOzbR2e3vIJoG3ARO20kgtpT83rlSnD6FUNmD300EOYO3cu+vXrh2XLlkV8ryAIePzxx9X8es1JMvD8+p0hu4NPv6wi4mcTjThnSkLLZsl0j8/mrvWkDoNBQHGJFaIhtgBXUVHw8HeiTKAMqZo0blDE9/nWl6muA1nHakOQZYwc3BN9exYCQMhVMlk/pl+8wx7TmX/01LOD5UZi1GoTs20dnp7yCaB9XlE7rWR72lPzemXSMHpVc8X27dtxyy23eP8diZCFq0S0d0ohI8oAsPvAcdRW2kJ2g0004pxJCS3bJdM9Plu71pM6DAYBosGA3/6pDo3N9rDvEwQBomiAJHkgx5B2qgaU4qqLB2ZlWUyZSRkqUtG/JKaeRamuA1nHassgy+hTbMFd00ag0yXB0SmhIN+EfJOB510j8Qx7THf+0UvPDpYbyVGrTcy2dWh6ySeAfvKK2mlFlGUsuL4GDrcHp9udWZP21L5emTSMXtWA2f/7f/8v5L9zhd0Rfr6NLdsO4qkF47F68x7VnpRmUkLLBcl0j8/GrvWkrsZmO75oagu7XRAEGI0i3G4ppoCZrYQ90UhflKEiW7YdxMIZowBE7lmU6jqQdawOyDLMAmA2i+hmFr2vkTbiGc6V7vyjl54dLDeSp1abmG3rYHrJJ4C+8oraaUUUgPN6dUNLSzvcbk9WpD21r5cehweHw5nnVGS1mMJuczglnDjZgaqyEkwZPwhOlwfn9LSiMM+YcOGUSQmNiIgoEmUoiMMp4anXdmDy+HJvfWk2GdC3Z4Ffl/9U14GsY4n8xTOcS4v8o4deRSw3SO/0kE8A5pVMo/b10tvw4Ej0cyRZoCAvfDfXmgobPjncjHVb93lfW3bfhKQKp0xKaERERJH4DhVxOCW/+rK2yoZ506r9ntKmug5kHUvkL57hXFrlH617FbHcoEygdT4BmFcyjdrXS0/Dg6Nhn2AViQIw/8Za1FbZ/F6vqbBh8rhB2LLtoPc1b0JIgpLQQlFj/0REROmiDBUJrNfCDRVJdR3IOpbIXzx5NFfzT67+bqJ4Ma9kFrWvV7xtPi0xdKsyW3E+Flxfg/ZON+wON/ItJtQ3NOOp13bA4ZQAqJcQ9DQOnYiIKFnxDBVJdR3IOpYoWKx5NFfzT67+bqJ4Ma9kllRcL70MD46GAbMUEAX4dXOtHdwTTy8Yl5KEkCkJTRYE3R8jERFpL56hIqmuAzOljk0V1t0USqx5NFfzT7p/N/MpZapcLSPUoEW+T8X10sPw4GgYMEuDVCcEvSc0KcQytEo0WtTZsRIRUWbJ9To2VVh3kxpyNf+k63czn1Kmy9UyIhla5vtcvF6cwyxDyYIAu9uD421O2N0eyIKg9SGFJIfI0EDX8rMrNu7W7XETERFFkyl1cbxYdxOFJsnQTZ5nPiVSn97rdeb79GMPswyUSU+TOlxSUIZW7KxvQodLgtXIuC0REWWWSHVxpjeuWHcTBWs62YHn1+/STfub+ZRIXZlwj818n348mxkm06LKdoc7qe1ERER6E60ulvTRrk4Y624if5IMPL9up67a38ynROrJlHts5vv0Y8Asw8QSVdYTqyXyc/Zo24mIiPQmWl3c3qmvujherLuJ/LV3Sn4rw/nSqv3NfEqknky5x2a+Tz8GzDJMpkWV800iaqtsIbfVVtmQbxLTfERERETJiV4Xu9J0JKnBupvIX7Q8rUX7m/mUSD2Zco/NfJ9+DJhlmEyLKguyjLnTqoMytjIenMsGExFRpoleF5vSdCSpwbqbyF+0PK1F+5v5lEg9mXKPzXyffvq48hQzJaocqlu4N6qss4wiyjLmTatGh0uC3eGG1WJEvklkhiYioowUrS4uyMv8J7ysu4nOKsjTZ/ub+ZRIHZl0j818n17sYZZhMjWqLMgyrEYDehaaYTUadHucRERE0USri0V9zA2cNNbdRF1EAZh/Y60u29/Mp0TJy7R7bOb79GEPswzEqDIREZG2ItfFWRIxIyIvW3E+Flxfg/ZON9vfRFmI99gUCgNmGUqJKlsLzV0vMCMTERGlFetiotwiCmCeJ8pirNcpEIdkppEsCLC7PTje5oTd7YEs8Ak0ERGRWljPEmUm5l0iomAsG7XHHmZpIgkCVmzYjZ37zk4k6J3rhJFrIiKipLCeJcpMzLtERMFYNupDxvcw2759O6qqqkL+ueKKKwAAdXV1mDFjBkaOHIkJEyZgzZo1aT1GOURiB4Cd9U1YsXE3I8VERERJYD1LlJmYd4mIgrFs1I+M72FWW1uLf/3rX36v7du3D3fccQfuvPNOtLS04LbbbsPEiROxZMkSfPjhh1iyZAmKi4sxffr0tBxjh0sKSuyKnfVN6HBJsBozPnZJRAAMBgEGg3qVmCiybCCKhvUsUWZi3iUiCsayUT8yPmBmNpths51d/tXlcuGJJ57AlVdeiRtuuAErV66E2WzG4sWLYTQaUV5ejoaGBqxatSptATO7wx11u3diQSLKWAaDgOISK0QDKzCidGI9S5SZmHeJiIKxbNSPjA+YBfrNb36DI0eO4OWXXwYA7NixA6NHj4bRePanjh07FitXrsSJEyfQo0ePlB+T1RL5NEfbTkSZwWAQIBoM+O2f6tDYbFdln1UDSnHVxQMhsOs1UVisZ4kyE/MuEVEwlo36kVVnurOzEy+++CJuueUW9OrVCwBw9OhRVFZW+r1P2fbll18mFTAzBnSDVIZOBQ6hKhANqK2yYWd9cLfK2iobCvKMEHkvrLpw14O0k85rEpg/00H5XU0tHfjyeLsq++xVau36h4DIQTPh7N8Cohco3n1F228cdLHPGM+DLo41jn3Gm2cyofxTM4/qrZ7NhPOvNzxn+pKuOlRveTccpk/18ZwmLlL+5HnVnhrXIFPKRj1TKy9kVcBs8+bN6OzsxMyZM72vORwOmM3+3RXz8vIAdAXYEmUwCCgpKQi5ragoP+i1+TfW4vl1O/0SfW2VDQturEXP4uD3k3pCXQ/SVqqvSaT8mQ6iaIDRKKqzrzPDO0VDbPs0irF9b7z7zbR9RjsPejrWiPs8U8knmmf0Wv6lIo/qsZ7V6/nXM54z7aW7DtVj3g2H6VN9PKfxiTV/8rxqL9lrkEllo54lex2yKmC2adMmXHnllSgpKfG+ZrFY4HQ6/d6nBMqsVmvC3+XxyGht9R9yJYoGFBXlo7W1A5Lk8dtmBLDg+hq0d0qwO1ywWkwoyBMhyh60tKjTE4X8RboepI1Q1yQVjfJQ+TMdlN8nSR643ZIq+5Q8Hu/fEfcpdAWJ3JIExLDSdMz7jYMu9hnjedDFscayzzP5pK3NAY8n9iXEDQYBhYWWiJ/zeGTIUZYlT9VNcyryqJ7qWdY/8eM5S0w21KF6yrvhMH2qLxfOqRb5MxfOq96pdQ0yoWzUs2jXIdb8mTUBs+bmZuzcuRNz5szxe71Pnz5obGz0e035f+/evZP6Trc7dAboulkO3ta1/KtycyLHdLNCyQt3PUg76bgmWl5zWVYvb3v3IyPiPr3DD6O8L979xkMP+4z1POjhWGNRmG+ExyOjsNCS2OcjfE7yeHCyxR5XIE5NieRRWRDQ4ZK6Jru1GJFvEiEEnGurUfBOhCtLHkSeNje1WP/Ej+dMH7S4BpHybix5Px2YPtXHcxq/WM5XJp5XveRztah1DfTUrslEyV6HrAmY/fe//4UgCLjwwgv9Xh89ejRef/11SJIE8cwQnffeew8DBw5My4T/CkkQsGLDbr/lYWurbJg7rRpiBhcERESUOpY8IwwGAb/7814cOxH700RBECCKBkiSJ2TwrlepFd/+xlAYDIJmAbN4sR4lyk3M+0TZj/mc9CprZgPcu3cv+vXrh/x8/zGq06dPR1tbGxYtWoQDBw5g48aNeOWVV4J6oqWSHKIAAICd9U1YsXH3mZ5nREREoTU22/FFU1tcf7483h52m1qruKYL61Gi3MS8T5T9mM9Jz7ImYHb8+HEUFxcHvd6jRw+sXr0ahw4dwtSpU7Fs2TLcf//9mDp1atqOrcMlBRUAip31TehwqTPXDRERUTZiPUqUm5j3ibIf8znpWdYMyVy8eHHYbdXV1Vi7dm36DiaA3RF5pLHd4faOSyYiIiJ/rEeJchPzPlH2Yz4nPcuaHmZ6ZrVEjktG205ERJTLWI8S5SbmfaLsx3xOesaAWRrkm0TUVtlCbqutsiHfJKb5iIiIiDIH61Gi3MS8T5T9mM9JzxgwSwNBljF3WnVQQaCs/JHJy+USERGlGutRotzEvE+U/ZjPSc/YvzFNRFnGvGnV6HBJXeOwLUbkm0QWAERERDFgPUqUm5j3ibIf8znpFQNmaSTIMqxGw9lJC1kAEBERxYz1KFFuYt4nyn7M56RHHJJJRERERERERETkgwEzIiIiIiIiIiIiHwyYERERERERERER+WDAjIiIiIiIiIiIyAcDZmkmCwLsbg+Otzlhd3sgC4LWh0RERKRLrDOJKF4sN4iiYz4hig1XyUwjSRCwYsNu7NzX5H2ttsqGudOqIXIVECIiIi/WmUQUL5YbRNExnxDFjj3M0kQOUTABwM76JqzYuJtRfSINGAwCjEaDan9EkUUqkRpYZxJRvFhuEEXHfEIUH/YwS5MOlxRUMCl21jehwyXBauTNNlG6GAwCikusEA3Md0R6wzqTiOLFcoMoOuYTovgwYJYmdoc76nZroTlNR0NEBoMA0WDAb/9Uh8Zmuyr7rBpQiqsuHgiBT+eIksI6k4jixXKDKDrmE6L4MGCWJlZL5FMdbTsRpUZjsx1fNLWpsi9bSb4q+yHKdawziSheLDeIomM+IYoP+1umSb5JRG2VLeS22iob8k1imo+IiIhIn1hnElG8WG4QRcd8QhQfBszSRJBlzJ1WHVRAKSuSCFyRhIiICADrTCKKH8sNouiYT4jiwz6XaSTKMuZNq0aHS+oaH24xIt8ksmAiIiIKwDqTiOLFcoMoOuYTotgxYJZmgizDajScnUyRBRMREVFIrDOJKF4sN4iiYz4hig2HZBIREREREREREflgwIyIiIiIiIiIiMgHA2ZEREREREREREQ+OIdZggwGAaWlBSG3FRXlp/loKBJeD/1J9TWJlD8DnWMrhCiq8+zAVmIFAPTpWQCDQUj7PgVBgBzjHBRaH2sq9xnLedDLsaZyn5HOQ6/Srv1qVT7Gk0czGeuf+PGcaS9X8mcimD7Vx3Man1jzJ8+r9ngN9CHZ6yDIsd5dERERERERERER5QAOySQiIiIiIiIiIvLBgBkREREREREREZEPBsyIiIiIiIiIiIh8MGBGRERERERERETkgwEzIiIiIiIiIiIiHwyYERERERERERER+WDAjIiIiIiIiIiIyAcDZkRERERERERERD4YMCMiIiIiIiIiIvLBgBkREREREREREZEPo9YHkKkkyYPm5na/1wwGAaWlBWhubofHI2t0ZKTg9dCfUNfEZuum+veEyp/Zjum9C89DF7XOQyryJ5D9eZTpMH48Z4lhHZoeTJ/qy4VzqkX+zIXzqne8BvoQ7TrEmj/Zw0xFBoMAQRBgMAhaHwqB10OPeE1Sh+e2C89DF54HbfH8x4/njPSM6VN9PKepwfOqPV4DfVDrOjBgRkRERERERERE5IMBMyIiIiIiIiIiIh8MmBEREREREREREflgwIyIiIiIiIiIiMgHA2ZEpCpZEGB3e3C8zQm72wNZ4ISXlBpMa0RERJQubHeQ1pgG08+o9QEQUfaQBAErNuzGzn1N3tdqq2yYO60aosxllUk9kdIaERERkZrYxiWtMQ1qgz3MiEgVcohCHAB21jdhxcbdfAJCqomW1k7bnRodGREREWUbtnFJa0yD2mHAjIhU0eGSggpxxc76JnS4pDQfEWWraGntVFtnmo+IiIiIshXbuKQ1pkHtMGBGRKqwO9xJbSeKVbS01N7hStOREBERUbZjG5e0xjSoHQbMiEgVVkvkKRGjbSeKVbS0VJBvStOREBERUbZjG5e0xjSoHQbMiEgV+SYRtVW2kNtqq2zIN4lpPiLKVtHSWvfCvDQfEREREWUrtnFJa0yD2mHAjIhUIcgy5k6rDirMldVbBK7eQiqJmNamV6Ob1azRkREREVG2YRuXtMY0qB323SMi1YiyjHnTqtHhkmB3uGG1GJFvElmIk+rCpTWTgasEERERkbrYxiWtMQ1qgwEzIlKVIMuwGg2wFp7p5cNCnFIkdFpjwIyIiIjUxzYuaY1pMP04JJOIiIiIiIiIiMgHA2ZEREREREREREQ+GDAjIiIiIiIiIiLywYAZERERERERERGRDwbMiIiIiIiIiIiIfDBgRkRERERERERE5IMBMyIiIiIiIiIiIh8MmBEREREREREREflgwIyIiIiIiIiIiMgHA2ZEREREREREREQ+GDAjIiIiIiIiIiLywYAZERERERERERGRDwbMiIiIiIiIiIiIfDBgRkRERERERERE5IMBMyIiIiIiIiIiIh8MmBEREREREREREflgwIyIiIiIiIiIiMgHA2ZEREREREREREQ+GDAjIiIiIiIiIiLykRUBsy+++AJVVVVBf9avXw8AqKurw4wZMzBy5EhMmDABa9as0fiIiYiIiIiIiIhIr4xaH4Aa6uvrkZeXh61bt0IQBO/r3bp1Q0tLC2677TZMnDgRS5YswYcffoglS5aguLgY06dP1/CoiYiIiIiIiIhIj7IiYLZv3z4MHDgQvXr1Ctr2yiuvwGw2Y/HixTAajSgvL0dDQwNWrVrFgBkREREREREREQXJiiGZ9fX1GDx4cMhtO3bswOjRo2E0no0Njh07FocOHcKJEyfSdYhERERERERERJQhsqaHmc1mw7e//W0cPnwYZWVlmDt3LsaNG4ejR4+isrLS7/1KT7Qvv/wSPXr0SPh7jUb/eKMoGvz+Jm3xeuhPOq9JYP7MdkzvXXgeumTCecjmPJoJ519veM70JZvzZyKYPtXHc5q4SPmT51V7vAb6oNZ1yPiAmdPpxOHDh5Gfn4/7778fVqsVW7Zswe23345f/epXcDgcMJvNfp/Jy8sDAHR2dib8vQaDgJKSgpDbioryE94vqY/XQ39SfU0i5c9sx/Teheehi17PQ67kUb2efz3jOdNeruTPRDB9qo/nND6x5k+eV+3xGuhDstch4wNmZrMZH3zwAYxGozcwNnz4cBw8eBBr1qyBxWKB0+n0+4wSKLNarQl/r8cjo7XV7veaKBpQVJSP1tYOSJIn4X2TOng99CfUNUlFozxU/sx2TO9deB66qHUeUnXTnO15lOkwfjxniWEdmh5Mn+rLhXOqRf7MhfOqd7wG+hDtOsSaAeE2KgABAABJREFUPzM+YAaEDnxVVlbiX//6F/r06YPGxka/bcr/e/fundT3ut2hM4AkecJuo/Tj9dCfdFyTXL3mTO9deB666Pk86PW41KTn869XPGf6wGsQGtOn+nhO4xfL+eJ51R6vgT4kex0yfmDt3r17UVtbix07dvi9vmfPHgwePBijR4/Gf/7zH0iS5N323nvvYeDAgUnNX0ZERERERERERNkp4wNmlZWVqKiowJIlS7Bjxw4cPHgQTzzxBD788EPceeedmD59Otra2rBo0SIcOHAAGzduxCuvvII5c+ZofehERERERERERKRDGT8k02Aw4MUXX8TTTz+Ne+65B62trRg2bBh+9atfoaqqCgCwevVqLF26FFOnToXNZsP999+PqVOnanzklE1kQUCHS4Ld4YbVYkS+SYQgy1ofFlFGYT4iIiLKfrIgoNUhobGhGfl5RliMBtb3RCnENnbiMj5gBgClpaV4/PHHw26vrq7G2rVr03hElEskQcCKDbuxc1+T97XaKhvmTquGyIKIKCbMR0RERNmP9T1RejHPJSfjh2QSaUkOUQABwM76JqzYuBuyIGh0ZESZg/mIiIgo+7G+J0ov5rnkadrDbN++ffj3v/+N1tZWeDz+KxcIgoC7775boyMjik2HSwoqgBQ765vQ4ZJgNTIuTRQJ8xEREVH2Y31PlF7Mc8nTLGC2efNmPPTQQ0GBMgUDZpQJ7A531O3WQnOajoYoMzEfERERZT/W90TpxTyXPM0CZitWrMBXvvIVLF26FP369YPA7oCUgayWyFko2nYiYj4iIiLKBazvidKLeS55mvW/O3LkCO666y7079+fwTLKWPkmEbVVtpDbaqtsyDeJaT4ioszDfERERJT9WN8TpRfzXPI0C5gNHDgQjY2NWn09kSoEWcbcadVBBZGy8giX6yWKjvmIiIgo+7G+J0ov5rnkadYH795778Wjjz4Km82Gr3zlK7BYLFodClFSRFnGvGnV6HBJXePALUbkm0QWQERxYD4iIiLKfmfrew8cTjcsZiPyTQbW90QpwjZ2ctIaMBsyZIjf8EtZljF79uyQ7xUEAZ988km6Do0oKYIsw2o0nJ00kQUQUdyYj4iIiLKfIMsosogoO6cILS3tcLtDLwJHROpgGztxaQ2Y3X333ZyvjIiIiIiIiIiIdC2tAbP58+fH/N6jR4+m8EiIiIiIiIiIiIhC02zS/6FDh2L37t0ht+3YsQNXXXVVmo+IiIiIiIiIiIgozT3MXn75ZdjtdgBd85etX78e27ZtC3rfzp07YTab03loREREREREREREANIcMHM6nVi2bBmArkn9169fH/Qeg8GAbt264a677krnoREREREREREREQFIc8DszjvvxJ133gmga8XMtWvXoqamJp2HQEREREREREREFFFaA2a+9u7dq9VXExERERERERERhaVZwOyhhx4Ku81gMMBqtWLAgAG4+uqrUVJSksYjIyIiIiIiIiKiXKZZwOzo0aP473//i87OTpx77rmw2Ww4ceIEPv/8cxgMBvTs2RMnTpzACy+8gN/97nfo16+fVodKREREREREREQ5xKDVF1922WXo1q0bXn/9dfztb3/D66+/jr/+9a/YuHEjevfujblz5+Ldd9/Feeedh2eeeUarwyQiIiIiIiIiohyjWcDs17/+NX7wgx9g5MiRfq8PHToU3/ve97By5Up0794d3/3ud7F9+3ZtDpKIiIiIiIiIiHKOZgGzlpYWlJaWhtzWvXt3nDhxAgBQWloKu92ezkMjIiIiIiIiIqIcplnAbNiwYVi9ejWcTqff606nEy+//DKGDh0KAPj4449xzjnnaHGIRERERERERESUgzSb9P++++7DbbfdhssvvxwTJkxAjx49cOLECfzzn/9EW1sbVq9ejR07duCZZ57BXXfdpdVhEhERERERERFRjtEsYFZbW4uNGzfixRdfxDvvvIPm5mb06dMH48aNw5133on+/fvjvffew4IFCzBr1iytDpMoZrIgoMMlwe5ww2oxIt8kQpBlrQ+LsgjTGBEREWUztnUo00ky8HnjaZxudzINZwHNAmYAMGjQIPzsZz8Lu/2iiy7CRRddlMYjIkqMJAhYsWE3du5r8r5WW2XD3GnVEFlAkgqYxoiIiCibsa1DmU4SBKxYv4tpOItoGjA7ffo03n//fdjtdsghEtB1112X/oMiipMconIHgJ31TVixcTfmTauO+lSBT9MokljSGBEREVGmUqM9Hbg/tq0pFmqlFbXTMOmDZgGzf/7zn7jnnnvQ0dERcrsgCAyYUUbocElBBaNiZ30TOlwSrMbw62vwaRpFEy2N2V0edBfFNB8VERERkTqSbU/7YtuaYqVmWlEzDZN+aBYwe+aZZzBo0CA89NBD6N27NwwGJh7KTHaHO+p2a6E55DY+iaBYREtjjS12FPbplqajISIiIlJXMu1pX2xbU6zUTitqpWHSF80CZp9++ilWrFiBUaNGaXUIRKqwWiJno0jb+SSCYhEtjQkA2jsl9EzP4RARERGpKpn2tC+2rSlWaqcVtdIw6YtmpUXfvn3R1tam1dcTqSbfJKK2yhZyW22VDfmm8EPlYnkSQRQpjdVU2LC3oQV2hyvNR0VERESkjmTa077YtqZYqZ1W1ErDpC+aBczmzJmD5cuX4/PPP1d1v4cOHUJtbS02btzofa2urg4zZszAyJEjMWHCBKxZs0bV76TcJsgy5k6rDioglfHvkbry8kkExUKQZcyZWo2aCv80VlNhw+Rxg7Bl20FYLSaNjo6IiIgoOcm0p32xbU2xUjutqJWGSV80KzHefPNNHDt2DF/72tdQWloKi8Xit10QBGzdujWufbpcLtx3332w2+3e11paWnDbbbdh4sSJWLJkCT788EMsWbIExcXFmD59uiq/hUiUZcybVh33CivKk4id9cHdgb1PIli4EgCzAIwb2RdTxg+C0+WB2WTA3oYWPPXaDgwdWIqCPD61IiIiosyVaHvaF9vWFKtUpBVRlrHg+ho43B6cbndyhdYsoFnArE+fPujTp4+q+3z++edRUFDg99q6detgNpuxePFiGI1GlJeXo6GhAatWrWLAjFQlyDKsRsPZyRxjKBiVJxErNu72K6z5JIKCyDJqBvcMm1ZEQcNjIyIiIlJBIu3pwM+zbU2xSFVaEQXgvF7d0NLSDrfbwwBthtMsYPbEE0+our8PPvgAa9euxaZNmzBhwgTv6zt27MDo0aNhNJ79qWPHjsXKlStx4sQJ9OjRQ9XjIIqXGk/TKDdETiuMmBERERGxbU2xYlqhaDQfxH3w4EG8++67aGxsxMyZM/HZZ59hyJAhKCwsjHkfra2tuP/++/HDH/4Q55xzjt+2o0ePorKy0u+1Xr16AQC+/PLLpAJmxoBVM0TR4Pc3aSvTrodJNKLIb6x89gVA0nlNAvNnNgmVVjItvacKz0OXTDgP2ZxHM+H86w3Pmb5kc/5MBNOn+tJxTrO1bR0pfzKtJkbNtMJroA9qXQfNAmaSJOHRRx/Fhg0bIMsyBEHAVVddheXLl+Ozzz7Da6+9FvOQzcWLF2PkyJGYNGlS0DaHwwGz2ez3Wl5eHgCgs7Mz4eM3GASUlBSE3FZUlJ/wfkl9vB76k+prEil/Zjum9y48D130eh5yJY/q9fzrGc+Z9nIlfyaC6VN9PKfxiTV/8rxqj9dAH5K9DpoFzF544QW8+eab+MlPfoIJEybgkksuAQA88MADmDt3Lp599ln89Kc/jbqfTZs2YceOHXjzzTdDbrdYLHA6nX6vKYEyq9Wa8PF7PDJaW+1+r4miAUVF+Wht7YAkeRLeN6mD10N/Ql2TVDTKQ+XPbMf03oXnoYta5yFVN83ZnkeZDuPHc5YY1qHpwfSpvlw4p1rkz1w4r3rHa6AP0a5DrPlTs4DZhg0bsGDBAkyfPh2SJHlfHzJkCBYsWICnn3465v2cOHHCb94yAHj00UexZs0a9O3bF42NjX7blP/37t07qd/gdofOAJLkCbuN0o/XQ3/ScU1y9ZozvXfheeii5/Og1+NSk57Pv17xnOkDr0FoTJ/q4zmNXyzni+dVe7wG+pDsddAsYHb8+HEMHTo05LbevXujtbU1pv08/fTTcDgcfq9deeWVWLBgAa6++mr84Q9/wOuvvw5JkiCKIgDgvffew8CBAznhPxERERERERERBdFsJrqysjL885//DLnt3//+N8rKymLaT+/evVFWVub3BwB69OiBc889F9OnT0dbWxsWLVqEAwcOYOPGjXjllVcwZ84c1X4LERERERERERFlD816mN1yyy145JFH4HK5cNlll0EQBDQ0NGD79u14+eWX8eCDD6ryPT169MDq1auxdOlSTJ06FTabDffffz+mTp2qyv6JiIiIiIiIiCi7aBYwu+GGG9Dc3IwXX3wRv/vd7yDLMu69916YTCbMnj0b3/rWtxLed319vd//q6ursXbt2mQPmYiIiIiIiIiIcoBmATMAmDNnDr7zne/gv//9L06dOoWioiLU1NSguLhYy8MiIiIiIiIiIqIcpmnADAAKCwsxfvx4rQ+DiIiIiIiIiIgIQJoDZpdffjkEQYjpvYIgYOvWrSk+IiIiIiIiIiIiIn9pDZhdeOGFMQfMiPRCFgR0uCTYHW5YLUbkm0QIsqz1YRHpCvMJERERqY3tC0oG0w8lK60BsyeffDKhz23atAmXXXYZunfvrvIREUUmCQJWbNiNnfuavK/VVtkwd1o1RBa2RACYT4iIiEh9bF9QMph+SA0GrQ8gGkmS8NBDD+Hzzz/X+lAox8ghClkA2FnfhBUbd0Nmb0ki5hMiIiJSHdsXlAymH1KL7gNmACAzApzxZEGA3e3B8TYn7G5PRhRSHS4pqJBV7KxvQodLSvMREaVXLPmW+YSIiEgfMrG9HQ7bF5QMph9/2VQ2pJvmq2RS9svU7rB2hzvqdmuhOU1HQ5ReseZb5hMiIiLtZWp7Oxy2LygZTD9nZVvZkG4Z0cOMMlemdoeVBQGWvMjxZKuF8WbKTvHk22j5wGoxpeQYiYiIqEumtrcjida+yDOL7CmT4yL1morePs2N+7hsLBvSLTdSCmkmlu6wVqO+4rZKFL6ifwlqKmzYtT/4+GurbMg3iQCj8pSF4sm3+SYRtVU27KwPfn9NhQ17G5pRM7gnn2ARERGlSCa2t6OJ1r54d/cRrNu6jz1lclS0XlOR0k8u3cdlY9mQbjw7lFKxdIfVE98o/JZtBzF53CDUVNj83qMUxlySmLJVPPlWkGXMnVaN2ir/fFJTYcPkcYOwevMePsEiIiJKoUxrb8ciWvtiy7aDANhTJhfF0msqXPrJtfu4bCwb0o09zCilMq07rG8U3uGU8NRrOzB5fDmmjB8Ep8uDvrYCFJjFnClkKTfFm29FWcac60bgy+PtcLo8MJsM2NvQgqde2wGHU+ITLMo5omjw+xsA3G6PVodDRFku09rbsRJlGfOmVaPDJaG9w412h8uvfaFgOyO3xNpryjf92B1uWC1G5Jty6z4uW8uGdOIZopTKtO6wgVF2h1PCuq37vP//2bxLUWhiZUzZLZF829ruxGNrtofdZy5Nrkq5zWg04K87PkfTyQ5Ibg9kyDinRwEuv+BcBs2IKCUyrb0dD0GWYTUaYBfAdgYBiG9CfyX9eNNGhuaDRGVz2ZAuvPOnlMq07rCMwhMllm+Zd4jOOnq8Hf939DQajrai4Ugrjpxo1/qQiCiLZVp7OxFsZ5CCaSF2uVA2pJquUlNTUxMaGxsxZMgQiKIIABBFEU888QTOO+88jY+OEpVJ3WEZhSfqEm++Zd4hIiLSTia1txPBdgYpmBbik+1lQ6pp1sOsvb0dDz30EP7nf/4HAPD222/jsssuw/XXX49rr70WR44c8b536tSp6N69u1aHSipQusP2LDTDajQklEEjLR2s5nEyCk/UJZ58G0veSUceJiIiylVqtLej0aouZxudFOlMC9nSdk1H2ZCtNOth9vTTT+PPf/4zLrnkEgDAz3/+cwwZMgR33XUXnnvuOTz99NP4+c9/rtXhkc5EWzpYTYzCEyUmUt5JZx4mIiIi9Wldl7ONTop0pAWt0zvpg2Y9zP72t7/hwQcfxLXXXou6ujp88cUXuP3223HFFVdg3rx5ePfdd7U6NEqBZKLzsSwdrDZG4SnVsuWJVaBQeUeLPEykJwaDAFE0wGg8+4eISA3pak/opS5nG50UqUwLeknv4WTrfYQeadbD7OTJkxg0aBAA4B//+AeMRqO3t1n37t3R2dmp1aGRypKNzse6dDBRpsi1J1bMw5TrepVY8dcdn+PI8TYA4KqZRKSKdLYnWJdTLtFzes+1+witaVaqnXvuuaivrwcA/OUvf8HIkSNRWFgIAPjnP//JSf6zhBrR+ViWDibKFHp/YpUKzMNEXStnNhzhqplEpI50tydYl1Mu0Wt6z8X7CK1pFjD79re/jSeffBJXXXUV6urq8O1vfxsAMH/+fPz617/GTTfdpNWhkYpiic5Hw6WDKZuokScyDfMwERGRutLdnmBdTrlEr+k9F+8jtKZZwGzmzJl48sknceGFF+KZZ57B1VdfDQAwGo1YvHgxvvOd72h1aKQiNaLzytLBoXiXDibKEHp9YpVKzMNERETqSnd7gnU55RK9pvdcvI/QmqYDza+55hosWbLEGywDgGeffRbf/OY3NTwqUpMa0XkuI03ZRK9PrFKJeZiIiEhd6W5PsC6nXKLX9J6L9xFaS+sZXbZsGW644Qb07t0by5Yti/heQRBw9913p+nIKFWU6PzO+uCuo97ofAwFDpeRpmyhVp7INMzDRERE6tGiPcG6nHKJHtN7rt5HaCntAbPx48czYJZDlOj8io27/TJ2ItF5Zelga6G56wUWBpSB1MwTmYZ5mIiISB1atSdYl1Mu0Vt6z+X7CK2kNWC2d+/ekP+m7KbH6DyRlpgniIiIKFlsTxDlHub79NJsDrODBw9G3P7GG2+k6UgoHZTofM9CM6xGAzM05TzmCSIiIkoW2xNEuYf5Pn00C5hNmzYNv/nNb4JeP378OO688048/PDDGhwV5QpZEGB3e3C8zQm72wNZELQ+JKKcw3xIREREWmAbJHk8h5QLNFtG4dprr8WPf/xjbNu2DY8//jh69OiBP/zhD/jxj38MSZLwyCOPaHVolOUkQcCKDbuxc1/wuG+R0XmitGA+JCIiIi2wDZI8nkPKFZr1MFu6dClefPFFfPLJJ5g0aRLuuOMO3Hfffbjwwgvxhz/8Ad/61rdi3teJEyewcOFCjB07FrW1tbjjjjtw4MAB7/a6ujrMmDEDI0eOxIQJE7BmzZpU/CTKAHKIwh0AdtY3YcXG3XwyQpQGzIdERESkBbZBksdzSLlEs4AZAEyYMAGPPvooTp48iW3btmHo0KF47LHH0KtXr7j2c9ddd+Gzzz7DqlWr8Pvf/x4WiwW33norOjo60NLSgttuuw0DBgzAhg0bMH/+fPziF7/Ahg0bUvSrSM86XFJQ4a7YWd+EDpeU5iMiyj3Mh0RERKQFtkGSx3NIuUSzgNnJkyfx0EMPYf78+Rg5ciQWL16MI0eO4Oqrr8bbb78d835aWlpw3nnn4cc//jFGjBiB8vJyzJ07F01NTdi/fz/WrVsHs9mMxYsXo7y8HNOnT8ett96KVatWpfDXkV7ZHe6kthNR8pgPiYiISAtsgySP55ByiWYBs6uuugpvv/02Fi5ciN/85je46aab8NZbb6G2thb33nsv7rzzzpj2U1JSgmeeeQYVFRUAuhYNWLNmDfr06YPBgwdjx44dGD16NIzGs9O1jR07FocOHcKJEydS8ttIv6yWyNP2RdtORMljPiQiIiItsA2SPJ5DyiWapebzzjsPTz75JMrLy72v9ejRA8uXL8emTZvw+OOPx73PH/3oR94eZS+88AKsViuOHj2KyspKv/cpQz6//PJL9OjRI+HfYDT6xxtF0eD3N2kr1PUoEA2orbJhZ31wN+LaKhsK8owQOew+ZdKZRwLzZ7bLpPInlfkwk85DKmXCecjWPCqKBkBJvwIgQOj6rwAIZ+Z1ESDo+tpoIRPSbC7J1vyZKKZP9Wl1TrPhXiBS/kzHec2Gc5hKLC/0Qa3rIMiyNstYeDweGAzhD76xsTHuucwOHDgAh8OB3/3ud3jrrbfw29/+Fvfccw+uvfZafO973/O+77PPPsPEiRPxm9/8BqNGjUro+GVZ9jZ8KbM0nezA8+t2+hXytVU2LLixFj2L8zU8MlIL86f+MR/mtmzPoy9u3I3/O3ra+//Rw3rjWLPd+1r/Pt1w57RqrQ6PKKJsz59EmdwG0Uv+zORzSBQPzXqYGQwGHD16FP/973/hdDq9r3s8HnR0dGDHjh149tln49rn4MGDAQA//vGP8eGHH+K1116DxWLx2z8AdHZ2AgCsVmvCx+/xyGhttfu9JooGFBXlo7W1A5LkSXjfpI5w18MIYMH1NWjvlGB3uGC1mFCQJ0KUPWhpadfugHNAqGtSUlKg+veEyp/ZLtPKn1Tlw0w7D6mi1nlIRf4EsjuPiqLBe87dkgTIgEfyQJI8cLu7JkKW3J6cT6OBmHcTwzo0PZg+1aflOU3XvYAW+TNd55X3U+GxvNCHaNch1vypWcDsj3/8IxYuXAi32+2NkvtGzAcNGhTTfk6cOIH33nsPV111FURRBNAVjCsvL0djYyP69OmDxsZGv88o/+/du3dSv8HtDp0BuhrFzBx6Ee56WI0CrIVmAIAsecDpKdMnHXkkV/NgppU/qcqHmXYeUkXP50Gvx6UK+ezfsix3/ffMv7v+Kev62miJ50UfeA1CY/pUn5bnNFPvBWI5X+k6r5l6DtOB5YU+JHsdNBtYu3LlSgwbNgwbN27EtGnTMHnyZPzhD3/AwoULYTQa8fDDD8e0n8bGRvzgBz/Av//9b+9rLpcLn3zyCcrLyzF69Gj85z//gSSdXd72vffew8CBA5Oav4yIiIiIiIiIiLKTZgGzQ4cO4fbbb8ewYcNw0UUXob6+HuXl5fjud7+Lm2++GS+++GJM+xkyZAguvfRSLFmyBDt27MC+ffvwwAMPoLW1FbfeeiumT5+OtrY2LFq0CAcOHMDGjRvxyiuvYM6cOSn+hURERERERERElIk0C5gZDAYUFxcDAAYMGIBPP/0UHk9XV7lx48bhwIEDMe1HEAQ899xzGDt2LO655x7ccMMNOHXqFH7zm9+gb9++6NGjB1avXo1Dhw5h6tSpWLZsGe6//35MnTo1VT+NiIiIcoTRaPD7w1WxiIiIiLKDZnOYDRo0CP/5z38wevRoDBgwAC6XC3V1dTj//PPR2toaNFF/JN26dcPixYuxePHikNurq6uxdu1alY6ciIiIqCtY9v/++wWOnDg7wfH5g3oA2i9gRkRERERJ0ixgdtNNN+HRRx+F3W7HvffeizFjxuDhhx/G9ddfj9deew3nn3++VodGREREFJMjJ9rRcKTV+/8+PVKzsigRERERpZdm4wZuuOEGLFq0CC6XCwDw4x//GJ2dnVi6dCncbjcWLVqk1aEREREREREREVEO06yHGQB85zvf8f67X79++OMf/4iWlhaUlpb6vW/Tpk247LLL0L1793QfIhERERERERER5RhdzUwrCEJQsEySJDz00EP4/PPPNToqIiIiIiIiIiLKJboKmIUjy7LWh0BERERERERERDkiIwJmRERERERERERE6cKAGRERERERERERkQ8GzIiIiIiIiIiIiHwwYEZEREREREREROSDATMiIiIiIiIiIiIfDJhRXGRBgN3twfE2J+xuD2RB0PqQiCiDsAwhIiJKDdaxlKuY9ilVjFp9scfjgcHAeF0mkQQBKzbsxs59Td7XaqtsmDutGqIsR/28LAjocEmwO9zIzzNCEAQIggyLUYQQw+eJKPP45nurxYT9nzWj8WQHKs4rRnNrJ7oVmNCrxArR49H6UImIiDJWsu30ZPnX90bkm7ra9+Fep8wUeD2tJhEyoOk11jrtU3bTLGB2/fXX4+6778YVV1wR8X2iKOKJJ57Aeeedl6Yjo1DkEAURAOysb8KKjbsxf1p1xMIyVEFWU2HD5HGD8JfthzF78nCIAOwxFLaseIkyQ2C+t5hFPDJrLP658wv87s/13vfVVNhw9/XVMEbIx4nmey3LC5ZVRESUDtHa6fOmVSdc/8RSl4ULWNw1rRprNu/B9k+O+b0+d1q1qjeh8dS3uVA3n7Y70eqQYHe4VA1ehmvXrf/bvojBqlSe81SmfSJAw4DZZ599hsLCwpjeO3Xq1BQfDUXT4ZKCCiJF3aFmOGVg5cbQkX0DELIg27W/6/9VZSVYsXE3Lqnui2XrdwV93vfJAJ8gEGWGUA2YyePLsXbrPm/eV+za34QXIjRqEs33WpYXLKuIiChdIrXTd9Y3ocMlwWqMf2RPLHVZpIDF8t/vRlVZiV/ATAlkLLi+Ju7jSfQYE3lvpuqUZDz72g7srI89eBnrSKFY23W+wSoPgu8D1TznqUr7RArNUs8111yDlStX4rPPPtPqECgOdoc77LbJ48u9wTKLWcSNEyvxyKwx+PqYAWg82QG7yxO2INu1vwlDykqws74JpUUWv21KYauMQY/2BIFj1YlSI5F5IUI1YIaUlQQ1qhQ765vQ7pSCviPRfC/JoQP16SgvWFYREVE6RWqnx7I9lMC6TGnjT7p0EP6vsQ1299keS9Ha+YF21jehvVOK+5iiHaPv/gPr21yom72/sT508LKsb/eg12P97Ym06+wuD1Zv3pPSc56KtE/kS7MeZocPH8aOHTtw5ZVXwmKxoLS01G+7IAjYunWrRkdHgayWrqRiMYuYPL4cQ8pK4HR5YDYZUJhvwrqt+2Axi1g4YxS2vPOp9/+Tx5ejttIWcd9Ol8fvb1++Twb4BIEo/RJ9GhuqgRIqj/v6sqkdT776gd93ON2J5fv2Tu3KCzXLqlQMY8iF4ShERLlEaaeHYjGLKCoww+72xFXu+9ZlgW18RW2VDTd9rSrifoyiARazCIfTP0Bmd7ii/ayo4qlvc+E+Ilrwcsr4QUGvx/7bBTwya4z3/m9vQwtc7sjtusYWO64cOwC7DhwPuv7hvjfeNkqktB/LdqJoNEtB55xzDiZNmqTV1+ekZG6S8k0ixpzfG1eOGRBUWf7ou2MAdPU02/LOp9i1v8mvYg18shQYdOvTw4obJ1bCYhZDfrfd4Ya10BzTEwRroTmm30NE0SUzL0SoBorZ1NUoChV439vQ4lcGKN8xa9LwiMcYLt9Ha4insrxQq6xKxdCRXBiOQkSkF+l6QJFvElFbZQvqWaTMMbXyjY+SevDl28b3tbO+CdMvq4h4bAaDgIUzRuGp13b4BU2sFpPf+xI5V/HUt7lwHxHtNwY+uFTaY5JHxvE2Z8Q56tZs8U9DNRU2XDT8nIjfJwDY/M6nmDy+3O/e0fd4fc95Im2UcGlf+Wy+SQTS3L6RZODzxtM43R7+nFLm0Cxg9sQTT2j11Tkp2ZskQZYxe8oILFu/y1tZKoVsaXcLHrx5NPr0sAIA6hua/SrWqrIS1FTYggJpvgVnTYUNY87vE/IJlHLjzScIROmVzNPYUA2YvQ0tGD20N75xUXDgvbbShssuOA8P33ohjKKAvQ0t2LLtIDxRyqdw+T6wIR7r59SgRlmViklsOTEuEVH6pPMBhSDLmDutGis2+g/Hmz1leNCE7EDkcl8JXMky8MisMdjb0IJhA0pDBjwAYPeB42EDFjUVNuw+cBz1DS1+QZPaKhsK8s4+JEv0XMVT3+bCfUS036A8uAQi9xqMZY66XfubcODzkxhZacOHPtuU+8PqwT0heWRMGT8Ixd3ysGXbwbD3eJG+J1obJVzaV35Huts1kiBgxfpdfDCZRTQvGd555x1s374dra2tKCkpwahRozBu3DitDyurqHWT1Ol0+wXLwgW+Fs4YBdEgeF/fsu0gFs4YBaBrgv9QT6h27W/Cq28j6AmE75MBPT5BIMpmyTyNDdWA2bLtIH42fxzWbPk4+Cn1via8+MZHqCorwbqt+7xlSafTnVC+L8jTrrxQo6xKxdCRXBiOQkSkB1o8oBBlGfOmVfv10gIEvwW1Ao8lsNwPt6r9uJHnhnyoDXTV7c/e81W8tPkjv3qvpsKGyeMGeXuWKcMBvcGDM9NXRZtzNNK5iqe+zYX7iEi/sabChr0NLd7/R+o16HveI7Ud1mzZg5/f81WsPnPtwwbhKm1BvQwDz3kybZRQaV+LXl18MJmdNAuYOZ1OzJ07F//6178giiJKSkrQ0tKCl156CWPHjsXKlSthNmd2t1i9UOsmKZau2cr/Z1411Puawynhqdd2YPL4clw04pywT6gCx9YHPhnQ2xMEomyX7NPYcI33cBPE+pYBynvumjYioXwvCtCsvFCjrEomWCkLAlodEhobmpGfZ4TFaIAgyzkxHIWISA+0ekAhyDKsRoO3LD/e5oz4ft9yP1JPope37Ak7rM7hlOCRZcyaNByNl9r9plrwDZBY80xYdt8En0BGV8QsmTlH46lvc+E+ItJvvGtaNdZs2eN9bciZB5ShKOc93ySivSN828HhlGDvcGLOdSPw5fF2FBXk4bU/1YV8KOqRz3aMCHXOk22jBKZ9LYKffDCZnTQLmD3//PP4z3/+g5/97Ge45pprIIoi3G433nrrLSxZsgQrVqzAPffco9XhZRW1bpJ8b44jFbK79jfh1muH+b3mcEpYt3UfBgWszhKowGLCz+ZdGvbJgF6eIBDlAjWexgY2YJqiNN5959fYtb8JbkmGWUBC+V7L8iLZ7040WBlpWEsuDEchItIDvTygiKfcj3izv68J0y+vCNn2r62yoe5wM0qLLHhszfaw31VoNXYFCwLqwWTnHI2nvs2F+4g8sWvOuOZTDtgdLr/feMfk4Zh51VDYHe6o8SS7w401Wz7GpHHBCwX46nR5UCwa8Oa/PsWkSwf5Dc/0tWt/E747aRjGj+wb8pxnQxtFL/me1KVZiPOtt97CvHnzMHnyZIhi1xh2o9GI6667DvPmzcNbb72l1aFlHbUKIOXmGYi+2t3pdidqKoJXx/QdOx9KQb4RPQvNsJ7pERGKcgMe7X1ElBzlSaWS7xWJPo2VBSHqikqBZYTSkE4032tZXsTz3bIgwO724HibE3a3BxazMei8K7zByhD7iDQUIJF9EhFR/PRy8+/bdg8UWO5Hu9k3CEJQ235kpQ03XF6J1Zv3YG9DS8i2f6jv8qXGnKPx1Le5cB/RzWpGkUUM+o2+v70gP/J5dbo92LmvKeJ1VeaoW735I9w1rRrRzmSnUwp7zuNJq3qll3xP6tLsqjU3N2PYsGEhtw0bNgzHjh1L8xFlL7XG7Pt2840W+Cruloc5U0dgVcB8Bs2tjqyfP4Aom6j5NLbDJWH3gePeRUACBc6vASTeuJBkwO72ZMQT5FC9wsac3xt3TavGC3EMHYk2FKDT5c764ShERHqgl/my4hmGGK2+LbSaMPOqobj12mE43e6ExyOjV2k+Gps7cM9NF8BiFjHm/D549W341fHR6hgt5xzNZdHSqNVixIM3jw57XQPnqLv56qHoXWKN+J2R0lg2DJnVS74ndWkWMOvfvz8++OADXHTRRUHbtm/fjnPOibxMLcVOjQJIWTGno9ONOdeNACCEXb569pThAIDWdiduu/Z83HK1DKdTgjXfCKtJRM3gnhldGBLlGrXmhbA73H6LgIRreCl8GxeBy81bzEZ0utxo7wgOiDWd7MDzIVYoumPKCHhkDyzG2IJniSxxHy+lV1jd4WbcOLESQ8pKvPO/fPzpCcybXoMOpzvkMQQeHyCEnZQZANo73MgvNGT9cBQiIq3p6eY/1IOvUHVotJt9gyDgvl9uA3B28a+XNu3xG4I3emhv3HLNUEjSEMiyjKICM1ySB50uDzyyDEfn2e/zHp+Gc47mKqX9cNPXqnD95RXYtf+4dxXL2qquXoMPr3jX255QruvJ04PgdHnQq9SK9/cc8Zujrr3DjR7d8pIKGGX6kFk95XtSj2YBs5tuuglPPPEELBYLrr32WvTs2RPHjx/Hm2++idWrV2P+/PlaHVpWSqYACuz9YDGLmDN1BO6cVo0Vv9/tt3LmI7PGYt3f9vmtyFNbZcOcqdUwQwZkGSISm4+IiDKPb1An32LEfTNGwSQavE+pOzrd6JZvQv3/tQStnqQ0LsKt2uX7ZPPs+4Hn1+8MOSxRWYXzy6bTuOWa89HR6UZ7hwuF+SbkmUW0tnfCYu4qj2QAyxNY4j5eHS4JdYebw646PHRgD3R0BpeT4eYqC1yFypfyZFcPE+MSEWU7Pd38+5b7kiBg+e+DHyrdObUad1w3Ai9t+ijkzb5HlvHIrDFnAib5ePXtuqD5qj6oOwa35MF3J5+PNrsLL7/5Mb4+dkDQQmHKPhV6OlfZzi0IeCGw/VBpw1MLxuN0eycKrWY8svJ//doRynW95tJBeO71/+L+maOC5rPLtxjhloEbLq+ExxNfL0Nfmd5GEWUZC66vgcPtwel2J9NyFhBkWZur5/F48KMf/QgbNmyAIAje12VZxtSpU/H444/7va43kuRBc3O732tGowElJQVoaWmHO8o8PXoVqhfHqk0fYfsnXUNklSdKf3rvML7zjSHY/slR1FbY4JGB/DwjfvXWxyEne6ytsqV9Kd1suB7ZJtQ1sdm6qf49ofJntvM9ty5J1kWjM5ZAV02FDdd9tRwnTztQ0a8kaIJaWRCwLGAfFrOIyePLUT24JySPDEnyYG9DCxqOnMLMq4Zh3tN/D3tMi2ePRc+SfKzatCeoh9sd1w3H+x8fQVX/UogGAQ5nVzBLeeoKqF+WNbU58Z+9jahvaAk5TLW20oaK/iV+q0oZgKBz4vs7qgIWZVF6/g4pKw06v9GkIn8C2ZNHjUYDfvPXfWg40up9bczwc3Cs2Y4vmtrhdkuQZbnrtRN2HD5yCgBQdk4RvvO1StZNPlhnJ4Z1aHroPX3G2iM6VJ2qqKmw4fxBpXBLMqoH94TZaPDuK/Ah0iOzxgRN8K/UzUPKSmArseLlLXtQ0b8kfP12ZuXGk6c7szaooEX+DEyrvmmjqCAPL76xO+S9mtJ+qG9oCWpHKH5y58UwCAL2fHocv/1zvd9nJ40bhDff+RT1Dc3edKD0mG9udeCCwT29wa909ODXkt7Li1wR7TrEmj8162FmMBiwdOlS3Hbbbfj3v/+N1tZWdO/eHRdeeCHKy8u1OqycFq7HwncnDcdVFw/EJ4ebIYoCtrzzKarKSnDydCcGn1uM3/y5Ht/5ehVOnOoIuzIKl9IlSo9OSQ67SmKyPaPiaeB4DAasCHiCDZx94qgsLa78f94NNRA9nqAnioHzcilB+1C9sSaPGxR1ta2SbnlBwTLluFZv2YOLq/vihy/+r/f12koblt51CX685n2cbHOqWpYpiyBEXNp9X5N3hSpl8v5Zk4aHnats1/4m3HDF2ZXMlJ6/60P0/FW7txwREaVfpNWRA8t4h1tCRf8STBo3yBvM2NvQgi3bDmLX/iZMGT8Ij63Z7n1IM+9ML7DAHtei6F8HBtbNj8wa462/wtZv9U34vLHNG3hjvaS+wLTxyKwxEVexnDK+63pNGR96Zcw2uwt/3n4YQwaUAui67rMmD8fg84rR0enGlPGDsLehBFu2HcS6gJ7uy+6bAKvREFd6JdIDzZdqGDx4MAYPHqz1YeS8SKurrfbswbBBpbAV56OqfwnKehehdw8rTKIBqzZ33Xh+c2JlUOUZiEvpEqXWabsz4iqJyfSMiqeBIwkCjjXbIwZ1lMaYxSyiqqwEHZ1uv7lNlOMMXLVr8vjyoKEdyj4B4M5pIyL+DsEghHzSDXSdp0mX+jcSd+5rgkcGHpk91jufh1plmbIIQlX/kojv812VeGd9E9onRg4Kmo0GLLvvMjicbhTmm7HyjdSkCSIi0la01ZEDy3iDYEB9Q0vQAydlOL9vfVN3qBkujwyn24Ovjx2ASeMGeYNrRQX+dWBg3azsx3d/oQTWb6yX1CPJCEobsV6PcO8zmwzYWd+E2649HwPP6Y5zbQVYtXkPlv/+7AM53/TkO6zT7nAjv1teytqpRKmS1oDZFVdcgeXLl2PIkCG4/PLLow65tFqt6N+/P+bPn48hQ4ak6ShzU4era+lg3+7Uvk+exgzrg9/8aS+aTnZgSFkJOp0SjBbhTNfdZljyjMiPMoLWkqd5fJYoq51q64y4SmKiPaPiaZAr7/362AER9+l0ecL2FvOdLyWw3IjUG2vX/ia4JTnshLM1FTZvAC5cWeeWghtq9Q3NMBoMeOyOi9Dc2on8PCNkQUh64QBlEYQn5l4acR+BqxJb8iIvrW61GFFkEVF2ThEajrSmJE0QEZH2oq2OrJTxXXWRB8da7JgyfhCqykq80w349vxW6hulfl75xkdB0yosnDEKHo+Mu6+vQY/uFjhdHvTp0bU6Yn1DMxxOybufwPorUOB21kvqae8MThu+1zdUG8hiFv3e56u2yob9n58EANg73Djw+Un84d1DqG8IXrToxCkHpl022G/YpiXP6L3fDIXXnvQqrRGMCy+8EAUFBd5/RwuYdXZ24t///jceeOABbN68Oez7Tp48iWeeeQb/+Mc/0NbWhqqqKvzgBz/AqFFdK7HV1dVh6dKl2LNnD4qLizFz5kzMmjVLvR+WBqkc6y0JAo61tIe9eR09tDcmju6Hm68eisaTHQCA/9Y3Ysu2gxg6sBQ//954eGQZokHA6KG98UHdsaDvqKnoWl2HiFKnvSNyz6NEe0YpE9N/++tVGDW0NwABjk43jEYDdu5rhMMtIf9MD1Ol8a4MIwzHbDKE7S1Wd6gZTScdWP+3fajoX4KaClvQU+twHJ0uzLmuGh1ONzocZ4/xwP+dxDcuGgCLWYw4rPOrtef6rTSpvPdXb30c9/CBaL3yrBYjHE4J/647ipGVtrBziuxtaPF7LS+WZcvPiDZElT1/iShXZOO8SYG9sAN1dLqRZwru1RPYC0gZzr/7wHEAXcGzP7132Dt8UxQN6F5ghluSIbndKLCY8O7uL/3qrdpKG37+vfF4d/eXOPD5SYwe2hseuWveqza7y2/4pzKHaWD9pvwm1kvJa3e4ggJjhVYzFtw4EsXd8rB5W/D93ldrz8XSuy6GLHcN31SuV1VZKW6fMgL/2vUFAMCab8SQM0HXcO2pO64bjo1/P+C91v/a9SWqyiL3qOe1T59sLA9TJa0BsyeeeML77yeffDKmz2zevBmLFy+O+J57770XJ06cwDPPPIPS0lL89re/xaxZs7Bx40aUlpbitttuw8SJE7FkyRJ8+OGHWLJkCYqLizF9+vRkfk7apHKst9IbZMr4ctw3YxTyzCKuumjAmTHoLfjL+4fxjYsGYMUG/wkifSvalzbtQVVZCfZ/1oJZk4cDgF/QTJlbSBBkAAyaEaVKQb4p4nZllcR4dXS68cDNo5FnEvHKH+r8Vz6qtGH8yHO9/1ca73sbWvwCXb5qziwUctGIczCob3dveaM0oiePL8faM/ObKStIAl09yCI9rbaYRVjzzXhh4+6g1ZlmfmMoHlvzPubdWItZk4fjT+8dRlVZCaaM95/H5ZU/fOKdXw0IPwTUdz4xQA5qaMTSKy//TODrjb8fwMIZoyDLCFqIQFkgwfe3mA1CDMuWd5W1Vktq0gQRUSbJ1nmTopXx3axdwbK6wyF6AbU68MTdl+DYiQ6YTQYUFZjxz/9+hhsnVuLi6nMwbuS5WLNlT1Ag5Oarh+LlN/cEPeTZua8JL23ag0tr+sJWnI9LqvvipRAL7CiLh33jogF+9dvZ38R6KVmNLXZIkidkMGveDTV4M6BdYzGL+MZFA4KulxIE3fd/Leh0uTF6WG/YivMhCAIsZiMem3MxGo60or6h2e/7d+1vwurNezB5fDnqG1q8bZn7Z46KeNy89umRreVhqmieKo8fPw6XywVlsU6Px4OOjg7s2LED3/rWt3DRRRdh6dKlYT/f0NCAd999F7/73e9wwQUXAAAWLVqEbdu24a233oLFYoHZbMbixYthNBpRXl6OhoYGrFq1KiMCZvHOTRAvpefIjKuG4rU/1gU9fXpk9tigG2QgeOJuZZLI1Zv24Npxg3DVxQP8bkL/sv0w7pg8POOWBibKJN0L86L3PEogD3azmnH4yGn8a9eXwYGjfU14adNH3rJIaewoTx0B/yDQyAobZl83HK+89UlQYF0JwvsOu3Q4JTz12g5MHl+OKeMHoagg/G+cNXk4Vm36KGRwCwB++N2xcLvd6NOjFKVFlrALB4iGs4H9iBPy1zeh8VI7Hluz3a+hIQsC2p2xDZNRAl/Pr9uJeTfW4tZrh6HD4Uah1YT2Did++uoOvxU6506rBmQZIoB506qjPh0syIuhNxrLZSLKYqluS2vJKAoRH065JMn74ClUnTdsQCmee/2/cDgl1Fba8KNZY/HKW58AQMjVLXftb8JrfwQq+pfg358EjyhR5ihtOtmBTWcWEgjcbjAAN1xRgcdWb/eb4wpgvaQGSQaOnGiH0yWFfOBXWmQJygthHw6eCYLecs1QLFn1Pu6fORrbdn6BX6z90PuecHOW7dzXhJuvGQYA3m2RHqby2qdHNpeHqaJZwGzv3r249957cejQoZDbBUHAt771LfTq1QtXX3112P2UlJTgpZdewvDhw/0+K8syTp06hT179mD06NEwGs/+1LFjx2LlypU4ceIEevTood6PSoFY5yZIlN3hxuTx5Xj17dBBMbujIuwE2b4TdyvDpD7c34Trr6jwX2XOr9cDEaVKN6s5hp5H8XNLMnp0t0ScLF8pi/J9hgv6BrqcLg9sJfkwGw149Q+fBA3d9g3CBw67dDglv1Ufn73nq3hp80f+v7HShsHnFftNPBt4jJMu7Vr96/n7Lou4cMDMq4Z6X4t2yixmIx68eTTMJgP2fHoCI8p74mizPeqUA8qwA1GWMW96DexOCcdPdkCWZRhFAUeOt6PQasLP5o9Ha7sDFnNwQEyQZViNhqCVRX2JAlKSJoiIMkWq29JaOm13YvKZKRBC9VBut7siLpaj9AJat3Ufdu5rwqozo0ZiXb05FKfLgx7dLWFXY9xZ34RbrzkfVWWlQb3BWS8lz+6UYDEbUVRgDtluCzW1RbT5YU+eHoQrxw7w9v4P3A7Ar3e+4tgJu99rysNUgwFsk2gkm8vDVNEsYPazn/0Mra2teOCBB/D3v/8dZrMZl112GbZt24Zt27bh1VdfjWk/RUVF/5+9e4+Porr7B/6Zmd3N7iYEElhQvACBJICYmBYqVolKtVqVIKD2aYv2AvWC6ONjladqH1ptvbRabRVRFNpq/Wm9oabt08dKL6JWqVhMQCHcNFpRCCQQyGZvs/P7Y5llL7Oz953Z3c/79UJkr7Mzc873zJlzvgenn3561GN/+tOf8NFHH+G0007Dfffdh4aGhqjnR44cCQDYtWtXVh1mlpiTSV0lMtlqkelwH/LpP+8JoHqYPePPd9qtupXkIbd+/hu10o2cJmW1iPjRwunw+GSMdlViiN0CSQAKPR0zH8eDslPIYxJbPkuduk+dNgnXXtSMAa8Mt8cPp92KygopqzLoPuRJmjsssi6K7KBR65aWRhe+M2sKevrcmnelgehO+EQ8PhlBRQn/xoFBPwY8flRXVmBPn1v3vepvUIKK7o2ABW0n4PuXTcOo4U74/bLm645sTwB3Pf526Dc2uDCqthI/+dW6FKYdWGGxiPDKCpY/1xEeARA7ore53oXFFzWhQlKPXWrHMLKsVSCY83MiF0qhjEqSCAFCVAepgIi9KiD0vPr/h18nQGBsisGYbS6lUD5VuWhLm/X8dFRY8T8r3oy6OaXO7rj7ifX42TUz0ur8UuNwOqtbxrJZxaTv/2zfQDgtQqXDikqTxKVioVc+xWAQT/zfZlzypQbN57VSW6RyvJN1qmm132K/S5018Iv/OgMBOWiqNkkumbW+APLft2AmuToOhnWYdXR04Pvf/z4uvvhiOJ1OvPTSS/j617+Or3/967j22mvx29/+Npy0Px3vvPMObr75ZnzpS1/CzJkzceedd8Jmi04eWFFRASC0qECmRFFATU2l5nPV1Y6MPzfWQJIKrMJmwYA/iKFVFRjiTJ4k8aDbhwOHvBgY9KPSYUVVpRV74vNthqWyuk1s0k4BwI9WvoWWxtAQ3VS2K59yeTwoN/J9TPTKp9Fiy2CqZTdV6r4dEfFd+w56s/quAX8Qh5IsKDCk0ha1z2+cPzXud+7qOZRSo+yg24eWBpfmHbCWRhcqnVYMegLw+AKAANy2ah2WLjgZ1iQXeGp95vbqJ0nef9CLux5/G9+/bBp27jqgO90lsu7bsLUHQSV0lzXZtIPaoaHGyH1PrMeGrT245KyGhCMAlq/uzLgujSxrI9J+d/6YuYymS7KIsFiOLLQgSiLEw40ziySFH5OkI6+TLCJjUwLcL8YrpfIJJG9Lx8YvPYJFwoAnkLcYnoxWO765foRmR0ZLowvVVTb0HF6wK5HYuKx2uumpcmrnTlPj4sQkyd2tFhHPrNlqmmuFYqJXPg+6fXjkmfV4d2sPvnV4OmQsrfZJKtd76XaitjS6UF1ZEbV4gMcnY9K4WlRX2Ux7zHPZTjdjPMtlfVgssj0OhnWY+Xw+jBs3DgBQV1eHrq4jy87OnTsXP/zhD9P+zDVr1uCGG25Ac3Mz7r33XgCA3W6Hzxfdk6p2lDmdzkw3H8Gggv7+6NEMkhRqAPf3D0KW9U/GVNktYsL8M831LrzRuSsccBbNjRyFEM8rK5oJ/r4za0rC92zp7tP9/n0HPFFJqVsaXNiwrSe0PfOaEPD60efVv9DOl3wcD8qO1jHJR6WsVT7NIFEZTFZ2UxG7b1P9LllBeORRpcMKp029y3eE3SKit9+j2wFkt4jo6xuIerzSKqLSGrpBEfD6YbdZkjbKRrsqsfeAhNmt4xGMSYLf0ujCVXOb8NCzHVh3eJTa0gUnAwjVVa5hjoTbeFKDK9xIFJPcaJIO7wCbVUyYi00rIb/6mtmtdfjZb9drvq+l0YUr5zTB6/HD7ZPDdWuyXGm9BzwIpFGX5qr+y1ejyaxlNF2SJEIOBBEIHBmJGJSDCB7e5wFZBpTQY7J85HVyIMjYFIMxOzPlFEMzpdeWThS/YkmSCG8QeODpDXmJ4alIFNevmNOE6VOOxooXNkbnvJzXBFEOYmSN/vWOzSpGraZot1ngsFt0b1y5hjniVneOjIsjZ09JuvpzS6ML117SAiUgJ93/xarQ5bPfc2S6nc0qaR7D9rU7sHTBdAgCwscn2UJNqXSCRrbvmutduODUOvzg4TfCq2TeOH8q/rzuQyycPcXQ60M9uWqnmzme5aI+LBbJjkOq5dOwDrPRo0fj448/xtSpUzFmzBgcOnQI//73v3HsscfCZrPhwIEDaX3eE088gdtvvx1nn3027rnnnvCosqOOOgp79uyJeq3671GjRmX1GwIB7QIQahTnrnBcNbcJD8Xkn4m9WEuWqE8vwd/2kxJ3inV/euBwIu1NcRd96vLCq9o3hZKFNrqwsG0KFABnfe5YCEEFgaDxc9FzfTwoe4U4JmY75oVKsinLQfg1Ar7WdyVaJeeKOU04OOCFo+JI3qyTJozA6BFVAOI7gBbNbYIiB6E/bgtwWPU73tRlx7u6+3Dh6eMxua4Ws1vroAAYWeOEwybh0Rc3hjvLgCONvPa1O/Dfl03DV89qiN/GBhdmzajDn/7xIdpm1GHD1h7dzr9RNU4su+EMAAImjauNy8U2staJtzZ9GpfgVuXzB8PTDuacOQHfOn8yeg96IBze3v+89++YNK4Wl88+EXabBI9PTmHKqx9OS/oXZGau/8y6XelSoIQXLgr9O/RH/YeiKKF/H/5/9T1mPjZG4n4xh1I7Bnq5HFOJX7ICPPBch2GJsvXaEA8934kZJ43GL64/Izp2H26HO636N9+3/Xt/3KIAdpuEny6egeDv34u7WTT/3En4bJ8bk8bV4pvnTUZvvweCgPA00MYxtZg4NrS4Tuzqzy0NLiyYHbpR/5WTj8eIYQ709Q2U3PmWb4n2l9tzpBNq0BvAgtnx13CNY2rh9YdGerXNqIOiACNq7Djjc8fi0Rc3xi0AF77ebB2ve1Ny2JAK3Hb5KRBFAZ3b90a1kdTFHq6e1wwxGDTF9WGsfLTTs41niiAkXdwpE9nWh8Um2+NgWIfZl7/8Zdxzzz1wOBw499xzUVdXh/vuuw+XX345fvWrX+G4445L+bOefPJJ/PjHP8all16Km2++GWLE8IFp06bhd7/7HWRZhnR4asSbb76JcePGmT7hPxBa9nXVS5tQf1wNZp0WulirclrhtFtw28q3olcj0UnUN+gPRlUAkXeShg2pwMW1lQgG40dQXHbeZNzy0Bv48vSxmN1aB38giJohFbBZJQx6A5g+5WhMHjccQ6sqYLOIsAoIJZ5m0kaiKIVMspnKdzmskm7ju/HwiKfI1R+PGmbHVXOb4PUHMOiVUemwwGmzQAimFoT0Ot4iG2UenwxRAC49bxJsFgkOqwhBUeD2BaI6y4AjCWTbAfz08bcx98wJ+Ob5kyBgMrx+GU67Bf5AEJIkYNwxQ8M3GRKN/lo0twni4fpr0OvHFXOasOKFzqjRXz+58osJR4MBR+6yenwyZFnBb/74vubKnY+8tDGcJDfZyDsutU5ElDlJUbBoXjN297pxyO0P5/la2b4JC9umQErSbh3wypodTkBhEmXrxXV1ZPOKFyIu6mMWiNG7+b7jk/1xKQE8Phl9/Z5wnrHI3Gg/XvUWfrjwFDz1chde+Nv28PVE3eihWHLpVGzp7sPevkH86R8fYtG8JnxyOB3DaFclbBYJNhGh1Z5LI12VqUS2FYLBIAIBIe4YBpVQ+pwxo6pRU23H9o/34+gRTty8/HXM/8okfHvWCdh/0IshlTZs/3h/uF2mjkyLTdjfXO/CrNPqcPPyN7Dk0qm47ZF1mtu2oasHHl/AtAnlzZYMP9FNbbVNng1JUVJaaZ1CDGuBL168GN3d3Xj++edx7rnn4qabbsLixYvxxz/+ERaLJTylMpkPPvgAd9xxB84++2xcccUV2LdvX/g5u92OefPmYeXKlbjllluwcOFCdHZ24rHHHsOtt96ar5+WM5E93bEXic31Lnx5+ti4izZ15bXYzzk0eGRaqt0m4b8vm4a9h3MaiKKA21a9hbbW8fjm+ZOxp9cdDopvdO7C2NFDE+ZGWNg2BZIowGGTIAaDEbfViSiS26N/v0ar7ObzuwAkbXwD0XfWggBWvJBd8BYjOt58ARm7egaiEhSrNwHURMQjaxzhAK71u9SRXJH11/6D3qh8GQDwPwtOjqrH1Pdc/KV62CxiuLGgAHggooFit0lYOHsKvnX+ZHy6N1Q3qtMLUslrlmyq5bwz6/HMmq1cap2IKI8UQcByjRFiAOALBJOOHokcuaP9fO5ieKLP1+PzBxNe1Ks33yeOrcXXzm5EQFbgsFvgrLCg3+3FF044Ck++3BX3mZErVMf65+bPwqPWYl/T0uDC9ClH4QsnHIVXN/wbT77cFVrA5uJmSLxWyKvIlcolScTOTw5g60d92tdxDS5cet4k9OwfxL/3DGD/IR+WPduBn11zGqorbeg76MUJdcNx2xWnoK/fC6tFxO7eASye14xBXwADgwEMePxR7bdUFojKZznJRiHb6ckUYlZKKiutU4hhHWYVFRW4//774feHAtCMGTPwhz/8AZs2bcKUKVNSHmH28ssvw+/345VXXsErr7wS9dycOXNw1113YeXKlbj99tsxZ84cuFwuLFmyBHPmzMn5b8q1VO4mxYodhaD2Tl963pHEj3PPnIAKq4TXO3ahY1sPvn/ZtHBQnDimJrziGxC6WFxy6VQIQNwQ3YtnNuDggA8jhtpDnWVElFCyEUK5HEGUynel0vhWhRrhQaxq35ST4C0j1PF2zvSxUfWN1jZENlAS/a5E9VekkTXOqCkpHp+MbR/34expx4U7+xQAD8Y0UDw+Gcue7cBPrvxi+LPtNinhCLWLZzbgtlVvhR9Ltkdsh3NJJMqVxqXWiYiyl+3oEaddO8n9kefzd0klCwJ8SaYThRe1ibmoVy+8N3/Yiy9PH4v/93JXVIw5qcGFr53dqPuZWl7423b8/D9b8UjMdL/mehcuOK0OT73chXNPGYtV7ZvQXO/C1Rc1hTrLKK8ERQlPt9u734Oaajsu+VKD5tTYWTNCo8I8PjmcDxYAAgEF7kEvbl35FprrXXEzDoRgEE6LiIHDiy5FKubR8oVspydjttFu5c6ws/bAgQO4//778a9//Qv9/f1xzwuCgDVr1iT9nCuvvBJXXnml7muamprw9NNPZ7ytRknnghaIH4UQ2Tt96XlKePTC1Emj8NgfN4crzsjKbUt3X1SCSI9Pxs9+G8rDM/8rk+D3B+GwS7BZJYgCYBHFlKdjEZWzyLt+sXI9giil70oittEzMOjPSfCOrJcil7JPtA1OuxXuQKjjrLrSpvu7evs9mp/T0uiC0yomHX6u10Dp3L43/N2Ro9rUHGujapyhqaMA7rl2Rvg7ki2R7rRbwts16A3gqrknIiArh5da5xB5IqJcyHb0SGVF4WJ4JDVm1h9fk9LI5tiLejWuJVqJ+d2tPbhoZr3md+uNfG4cU4s3OneFp/tZJBHDhlRAFARAABa0nYD+Qz787JoZcFZYeGO9gCokATfOn4q9+wex5IHXMPfMCfju7CnwB4IY9AZgkQRs2NaDn/12fXjEfOTI+KByJAd1x7YefGfWZLSeNDqqPaIIAvwanbhmGy2fTg6wQrbTkzHTaDcCDOua/J//+R/87ne/w6hRo/CFL3wh7s+0adOM2jTTSNaTHbsayVUxoxAiL/7Wb96Nr57VgGmTRkESxaiKTK3cgFA+oPlfmRT+NxDqNHt/Zy/2H/Ti+b9tg9NuRYUAWAF2lhGlSL3r19Loino8HyOIUvkutWGgJbbxBAD2Cv1OtmTBXRVZL0XWPbFaGlxwVEjY9nEfFt/zdyxZ9jquu+9VXDyzIeHvOmnCCN3frA4/H1Flg9Mixu1zvd/QvnYHLp99Yvjz1VFtv399J44fWQWnRQjnjYn8DsfhZMuav/FwA0zdruGVNtgEwGkREm4jERGlL9vRI5IALJrXHBeztNrfuaTGzPa1O9A2ow4nNcR/f9uMOrSv3aF5Q8ztCcBukzB14kjNTgzgyA2hWO1rd+CrZzUk/M7Vf9uOZ9ZsxW2r1uGFV7ej0ibBaRHglATYBGDEEBuqrCI7ywwwxGnDELsFk8bV4smXu3DD/WvR2+/B02u2Ysmy1/HUy13hzjL1/AFCx7Zz+16IEff6vD45rj0y6JfRuX1vXHlQz9PYx40YLS8LApY93xluQy6+5+9YtroTsqB9I7OQ7fRkzDTajQwcYfaPf/wDS5YswTe/+U2jNsH09Hq61dVIbv7WFzBimB2BQBD/3nMotJKcmiA74uJv9d+2o/H4Wsz/yiTsPTAY9VmxU4F+vOotLF04HW5PfVRi1D+v+xCXXziFQ6qJMpROks1sV8ZJ9l2Rw/b1VuBVH7MlGZWWavCOrJcSTUNUp3S8+OoOnDN9bHglSY9Pxm2r3sLC2VOwYNYUzVFY117UDE8giIMDvrT3m95v8PhkBJVg2klSE+1nTrUkIiqcbEePyAqw8qWNmknwV7VvwuVtU6Lq81ytbqfGzMiVl7VWppw0rlYzplQ6LLhx/lQcdCfOwda+dgfuu+50rHhxI96NGGUdu5oiALhqnOjq7o3KOcp4Zk6SEL0aYmTuVqtFRCAQREfEapaR7b+6//hc+HO02kZuT0CzDefxyfi/Nz/E1Rc1wZfi+Z+PlSAzzQFmlmT4ZhrtRgZ2mFVWVmLcuHFGfX1R0LugnXVaHW5b+RauuaQlanolcCRwVTqOHF6PT8aWj3qx+YPecNCLfC5yepHTboUoCqitrsDQShsGvYHQUNxpxzEYEmUplSSbuVoZJ9l3RTYMBjwB2CwStv97f1RDWG1AiQJyErwjG16xdY/PH8So4U68ufHT8DZ4fMHwSpLqe5Y924FlN5yBERq/SxKAY0cOObJMfRr7K1kDxW6RUjp+sczSACPzs2hMa85mKXQiCsn25sWAV8a693Zj3Xu7NZ+/9CuTwmkJcrm6XWzMjF2Z8vONI+Omy0WqsFrQ/tpOzbzHkZ8bVBSc1jwabTPiV1OccOywqBvyLRNGRKUeYDwzryPtjyB297khIHS8h1Ra4RdFnHLi0ZhSNxwBORiVvF+dxZSofee0WzTbcGonsj8gp9RWytdKkNnkADNDMnzebDUXwzrMvvGNb+DXv/41Pv/5z6OystKozTC92AutCpuENzo/DVdQWvkI1N7zq+c1R1381R87DE+93IUGjTwI6vQiNbnjto/7sGhuE+yigkorV88gKpRCrIwTSW0YOIZU4JH2TRhzdGhZ+MiGz5/XfYgr2qbkJHjHdkpFrsIVmVxWlWiBk3zkb8hnA8UMDTAyN4tFxF//9Qk+3TcQfuzo4ZWY+blj2GlGlAPZ3LxIdZXMXMdwrRs5atxsaXQd+bwEn+nxBdCxrQeNYxLnQAvdEBLRPGFEwvgnRXwH41lxCR0vAce4qvDQ853o2BbKadfV3aebE0+v7RN5XsatktrowjnTjkt6XuSzvVsKOcB4s9U8DOswmz9/Pl544QWcfvrpqKurg91uj3peEAQ89thjBm2duUQGJncgGK6YJsZcWEYKJaYORF38qYsE6K3GdvmFJyIYDOIcjiYjMoRRK+MIioKFbVOwfHVnVL2iNpigKJCArIN3OlNBVVrLlOcrfwMbKGSkT/cNoPvT+IWQiCg3Mu3sSXWVzFzH8Gxv5KgdB6msxJyLGE/mdXDAG55SHJAVnN5yDB59aVPUNNxUrwVzcYMxn+3dUskBxs5pczDsbFm6dCk++OADjBs3DhUVFVBiToDYf1NIZI++1kVkJLcnAKflyMpw8uEVTxINoR09ohI2AYAkskASGSQXd8UyzQeRSmdRLoJ37PfYKyx4vWNX1FTQSLErduY7fwMbKEREFCnVVTJTieGOIRVpxehsbuSoHQN6bX8pxzGezMlRYYm6IWq3SWhrHR+ehjvaVYlK2+HzKoVrQUlRcM3cJviCCrx+GR6vjEqHNeUVBfM5Cow5wCiXDOsw++tf/4rrr78el19+uVGbYErJLnQje/RjLyJVw6psWHxJC+wVFuzu96LKYYWjwgJRUcKVR+Q0KADhYd2sPIiMlepdsdi6olIK1QdeWQkPcbfbJMw5cwKmThwFfyAIR4UFFVYRNlFIWNYL1ViO/B5FELDt4z7NzrLYFTuZv4GIiPTkI4m4JADXXNKCB57ZoDuiJlkMd9itWJZBzqbY2BwUBAz4ZAwM+o+08zUW5YrsOGDbv7yp58IHnxzA4ktaMHyoHW5PAJV2Cwa9flTZ0u9EkgGseGFjRjnI8jkKrJhygOWjvqLcMqzDzGaz4cQTTzTq600p1cSH6p0mGcBJ9S68GzG0eliVDT+56lQ8+uKmuFXnrr6oCYvnNmFZEVQeROUq2V0xp1WCDGjWFVdf1IyVL20Kd5YtuXQq2l/biade7gq/rrneha+e1YCRw+wQD5d5o4N1soaNLyBj6sSRbEgQEZGufCURBwDXMAeuvagZA95AwniZLIZ3dfdi84e9uOSsBkwcUxMe6dWxfS8+N2FESh0WAUHAg892aLbzLTHvL6aOA8ov4fD1o1dWsOKFjdrnTwqfE9lm9MtB1B9fg80f9oZveqaagyzfo8CKIcVGPusryh1BMWju41133YVdu3bhF7/4BUQx9/l48k2Wg+jtHYh6zGIRUVNTeWR1tjQoghB3x0kVldQzgicYRFARwp1jdpuE2xedikFPAIfc/nDC7va1O8LLBV9zcTMERTF15ZEr2RwPyg+tY+JyDcn592iVz2IiC0LCxq0I6NYV9ceFchteclYDtn7UF5WbQtVc78KMk0bjcxNGJOx8K1Swju6ss8IiCTjo9sFRkVndxHIfkqv9kI/yCRR/GVVZLCL+3ytbo/KOnTzlaOzudeOTngEEAjIURQk9ts+NDz89AAAYc3Q1vnF2Q9Sx0fosrdeVKpbdzDCGHpFJWzpV6ZyfiWL4lXOa8N/LXsM1l7TELdrVXO/CVfOaYIP29kV1UgSC6Ni+N9y+j/yMay5u1hxpZvSNMS3lUOaNKJ96+zUoiljxwkaMO2ZoVIftlu4+fPDJAVwx50TN8yf83RodPJE5aCPPx2U3nJE0B5lee7eYO4xSObfzWV9RSLLjkGr5NGyEWVVVFf7xj39g5syZaGpqilspUxAE3HHHHQZtXeFlkvgwGBTw2B/fR+OYGsw5fTyGD3PgV+2b4iqxG+dPxd1PrEfHth64vQFUWUXmJyAyMb27Yu5AULeumHVaaEVJvUVB1JUnfUElbii9+jn5WJEzVtI7awm+24wNfyIiMpZRi+bEShTDew958eXpYzVXuO/Y1oMVL0THXUUQ4AnIEAURj7wY30mhtu/VTorIdn4s5iYjABj0BXDuKaFzMLKNqHZ6DfoCqExQRhKtaqmey22t46M+M5UcZMUwCixfzFJfUXKGdZitXr0a1dXVAIBNmzbFPS8IQqE3yVCZJD4MKgre3rwbb2/enXB54NhKzD0YQJXV3MvoElHixm2yukJdDCTZoiA+fxDeFIK1wyrlpSGT6XLiHL5ORERa8plEPF1aMdxRYUm6wr16kazGuvrja1Jq36vYziddChJ22ALAwrYpCd+q18Gj3oiNlGoOsmLuzM3mBq6Z6ivSZ2jSfzrCkeJy1ZE83lBBs9skTJ04MuloEgBwOopjGV0i0pasAVLlDNUliRYFUdmsIjze+CT7kdyeAFa1v5eXzqlkd9YGfDI83ugGSCqdbEREVJ7ymUQ8FxxWKcGEyyPUVTTVWDdrRl1K7XsV2/kUKbZDRwHiOstUHdt6oEABoD1oJdUbtkB5rESpdwM3lVJo9vqKjuCRMAFFENDVvQ/N9S7NSkyr0lEEAfYKC27+1hdwjKsSn/W6db/D5w+iud4FZ4UF0JmbTkTmlixJ6lG1TrQ0hlaWPKnBlTCHWW+/ByNrnLrf5dOY/pmr6ZrJGl67egZw1+NvA4hO/p9sRJxVYlgjIipHdpslYVu6ud4Fu83YNrCgKOG4a7dJaGsdH5dHqtJhibqhlMpocRXb+RQpctV01Z2LTtV9z6A3AFHQHimVrANHvVFbDgtKJLuBe+1FzUk/I9+LHlDucGKsCQz6Zax8aRPaZtShud4V9VxzfShJaGSlIx9OEnjtz/+O7f/ej0de3JTgXsARVU4rrr6oSTeRIxGZn7riVUtjfF1x8cwGQFFwzdwmnN4yGlfMOVHzdV89qwEnTRgBh1WMe17V0uhC5/a9ms+pnVPZSLXhpX7f8tWdUBT9mi5ZJxyRHotFjPtDRMXD6w8kbEu3zaiD1298jHBaRZx8wijcOH8qurr7cNuqdbjr8bdx26p16Orug9UiYdB7ZDtTGS0OHFnlkO18AoCDbp9mh47Xp992G/QEsPiev2PZ6k7IMemR1A4eLS2NLoyscWLZDWdgcRmkyEg6SyLJDA4gcXu+HDociw1vxZuA2xOAxyfj7ifWo611fCgZd8Tdpv4BL4ZXhuYwx/Zoq7kQGsfU6I5QO6rWySBKVCIkAKc2jcas06LrittWvYVJ42qxeG4THFKoER1KphrEwKAf9goJFVYJNlEI37VKtNz85ReeiP+679WE25BtbgW9O2vN9aERcpE2dPUgeIF+44HD1ylTFouIv/7rE3y678jKY0cPr8TMzx1Tsqu3EZWagcFAwrb03U+sx22XnwKHwTmBBEXBwtknYtmzHZp5pB5a3YkrLjwx/NiW7j60NLgSrqQ3YpgD93/vDDgrLGznU9iBQ17Nc+b9D3t1R2G+/2EvAO3ZBGoHj/6qlkJZjIpKnn/Mn9LnlPOiB8WEVxcmoF7keXyyZp6C1pNGh/8/tkdbHYrdvnYHbpw/FUD03HS1EmMQJSodbr+MZc92aD4Xu7JOKJmqAOeQiIuEiECcKFh7AnLU8uCx1Hor04SniRpekcuTx/J4A8mHrxNl6NN9A+j+tN/ozSCiDDntloRtafV5M/D6AgnzSG3o6kFAVsKxrn3tDtx9bStWvrQp6j3N9S5ccGodljzwGm67/BTNlTGpPMkK0D/g03xOvV4UBcStuhrb9tJaqZEdPCHJ84/p5yaPVMyLHpQLc0SOMpfOHObYHm11KHaiEWqjR1SW/LBYonKT65V1tIK13ZK8XpKBrFasjG142SsseL1jF+5+Yr1mZ53TbtG9uykoiZPVEhFRaSuWnECpjE65am4THnyuEx3berBv/yAax9Rojprz+GTTdASS8WRBwPJnOzBrRp3m8+r14k8Xz8CsA4Ow2yzw+AJR51MkrfYkO3iS1zWVFbyBW0pYw5pAsiGukb32sUFxS3dfeGht7F21lkZXaNW4MqzIiEpZIVbWSVovIb6zDEh/UYDIhpciCNj2cZ9mZ5l6sSPw7iYREWlIpz1tpFRGp6x6aVO4k6zKacO2j/o0R86ZqSOQjBWZtqf++MSpeiaNq0Wl3QJJdEAOKrj5oTcSfiY7Y7UlnZ7Ke7clhaWggPSmLqU6xDW2RzvZVEyzNA6IKHcKdRddr15ya6ygqVKH8TusUlodW6le7PDuJhFRccl0+n66imHKWLIYbpEErHt/N9a9vxtAaEXNG+dPRVBhW58Si0zbk0qqHqdFhCIIRTEq04z06xr2mBklMtZUOqywuLWnJ6eDHWYFImssPxs7dSmVi0BBUXD57BPx8Asbw6PK7n5iPRa0TcG3zp+MPX1uHDXciaoKCwMoUYnS7Via1wQhmLuyn6heSmVa6Kr299KerlkMFztU3iJXz5Qk5g0iSiaVNnAumf2mSrKbQ/sPeaNeH5t2xVlhRZWTsZGiRbbLtFL1HD0i/vqwWEZlmpXZ65pyoxtrsvhcdpgVQOzKlqp0py6pgkpQM5fBqvZN8PhkLLvhDFZwRCUuvmPJitqhdgS8fgRy2GGWSLJh+j6NEWip1nlsgJBZxa6meULdcAi8k0yUUK7bwKVC7+aQoyI+vkamXVl2wxmhROxluN8osdh2WWyqnkTXh7xRSaUgn7GGHWYFELuyZSStFUiSsVskbPuYuQyIyl1kx5LFImKI04Y+b2pLWWcr2ZSSzu17Nd+XSZ1HZCaRq2keNbzS4K0hMrdct4FLSaKbQ8WyeAGZSzbnDW9UUrHLZ6wpzwhVYKlMXUqHOny2pdEV9TiHzxJRoejVQ5dfeCLa1+5I+N506zwiIipOuW4DlwO28ykTPG+onOUz1nCEWQE47RbYbRLaWsdj4piaqGmU7Wt3ZLQCCYfPEplPoZIam0WiesgTkDVXulRx1SUiovKQ6qrO5RY/k2E7nzIhKQquvagZnkAQBwd8PG9KAOvG1KQaazLBq5YCcFolLF0wHU+v2Ro1jbK53oWlC6bDmeHQag6fJTKPQic1Nguteshu4XQSIj2iKMQtGMAFBKgUJZsm5rRKkIGyjJ/JsJ1PmZAE4NiRQ9DXN4BAIMjzpoiV67VFJvI5lZ2tswJQADz7l61Ry/oCoWV+n/3rVvB0JypuyRJNKkJ5JQXntAAifSNrnHhl/b/x/17ZGv7zztYeLiBAJSdZPFAQ31kGlG/8JCICeG2RLt1YMy+7aw+OMCsAJjwlKm0s4/E4nYRI32d7jyweAHABASpdevHArbGisqpc4ycREa8t0hcfa6yoHWpHwOtHIJj59Qf3cgEw4SlRactHGVcEAe5AEHsP+eAOBIvyTpI6nWRElQ1Oi8jOMiKiMqPGsn0HvQCA4UMqouIB28hERPHMWjea/fok8tqj2i5hiNOW9WdyhFmeyYIAXyCo+xomwCYqbrlONMmcBUREVOxSiWX5TNRMRFSszFg3luv1ScmNMFu+fDkuvfTSqMc2b96M+fPn46STTsIZZ5yBVatWFWRb1LnHndv3ornepfmacBI6IipaaqJJLemWceYsICKiYpdqLMtl/CQiKhVmqxvL+fqkpDrMfvOb3+D++++Peqyvrw/f/va3MXbsWDz//PO45ppr8Mtf/hLPP/983rdHnXvcvnYH2mbUxXWaMQE2UWnIZZL7VHIWEBERmVmqsYyLxBARxTNb3VjO1yclMc559+7duOWWW/DOO+9g3LhxUc8988wzsNls+NGPfgSLxYLx48eju7sbjz76KObNm5fX7VLnFnt8Mu5+Yj3aWsdjdmsdfP4gbFYRI2ucJT18kaic5CrJfSo5C8JLzBMREZlQOrGMi8QQEcUzU91YztcnJdFh9t5772Ho0KFob2/Hgw8+iE8++ST83Pr16zFt2jRYLEd+6vTp07FixQrs27cPw4cPz9t2Rc4t9vhkPLNma9Tzy244M2/fTUS5pQhC0oClJpoMB4wMApoZcxYQERGlI91Ylix+phKDiai4sZzHy8W1RS6U8/VJSfyymTNnYubMmZrPffbZZ2hoaIh6bOTIkQCAXbt2ZdVhZolZylWSxKi/KyURLY0ubOiKH77YXO/Clu5eNE8YgQqpdOf8Gin2eJDxCnlMYstnNryykjDJZa7Lr1690dLoQmWFBVpfyfM9hPshpBj2Qy7LaLYkSYQAAUJEDg4BQtz+i32dcPg/0e87/Lj6HIS41yV6X/xj8dtQqorhnC0n2ZbPTGOZlkLG4ER4fuYe92nm9Mpnse5XM5TzXCnWY6Anl3V6oeTqOJREh5kej8cDmy16eGBFRQUAwOv1Zvy5oiigpqZS87nqakf4/6+5pAUPPLMh6uRqrnehbUYd7n5iPSaNq8WN86fmZMlT0hZ5PMgc8n1M9Mpnug66fbjvifUJk1zmo/xq1RstjS5ce0kLRgzT33c830O4H0LMuh9yWUZzRbKIsFikqH9r7b/I14mSCEmKfp8oiRAPN84skvbrEr0v9rFE21DKyu33mlGuymc2sUxlRAzWw/Mz97hP05Nq+Sym/Wq2cp4rxXQMUpGLOt0I2R6Hku8ws9vt8Pl8UY+pHWVOpzPjzw0GFfT3u6Mek6RQw7a/fxCyHAQQ2sFXXNiEXXsPhXOXbenuw91PrIfHJ2NDVw96D3gQ8Poz3hbSpnU8yFhaxyQfF81a5TNT/R5Z824KgLyVXwuAay9qxoBXhtvjh9NuRWWFBEkJoq9vQPM9PN9DuB9CcrUf8tWplUoZ1bojmMtjGvn5kiRCDgQRCBxJWisHgnH7L/Z1QTkIWY5+X1AOInj4PQFZBpT41yV6X+xjWttQqlh2M2PmGJpJLItlRAzWwvMz98phnxpRPotxv5qlnOdKMR6DVOSiTi+kZMch1fJZ8h1mRx11FPbs2RP1mPrvUaNGZfXZgYB2AQg1eI881z/gw22r1iX8HLfHD6fFZGMYS0js8SDjFeKY6H1+OjkS3B79AJ3P8uu0COGcBYochH66zRCe7yHcDyFm3g9622WxiHjl7Y/x6b4jDbCjh1di5ueOycnvif38E+pC6RmUiHpAgaK5/xQo4dcph/8T/b7Dj0c8F/u6RO+Lf0x7G0pZuf1es8rlMcgklqkyicH5zIPE8zP3uE/Tl8r+SrZfzZQvzMi2dj6V6rmdTZ1uhGyPQ8l3mE2bNg2/+93vIMsypMNTI958802MGzcurwn/I6lJ8Ow2CW2t4zFxTE3UaDOnw1qQ7SAiQBaEhDkStFatNUOSSzM1aogK5dN9A+j+tL8gn3/UcHNNDyWikHRjsCyK2N3rxiG3HzariPVb9qD70wNY2DaFK9MTHWa2cmKGtjZRIiV/9s2bNw8rV67ELbfcgoULF6KzsxOPPfYYbr311oJtg8Mq4eQTRuHLJ49F+2s7o1bLbK534dSm0YBFNGzVC6JyoWh0lgFHciQsntsU1xHlsEq6SS4dVimvZTfdDj4iIqJSkU4MDggCHny2Ax3b4vMGr2zfhMvbpvBmE5U9M5YTo9vaRHpKZ+mGBIYPH46VK1figw8+wJw5c7Bs2TIsWbIEc+bMydt3ygrgDgSx95AP7sPD/xa2nYj213ZGVU4A0LGtB7/6/XvwBVkJEOXboF+O6yxTbejqwaBfjntcUBQsmtuElkZX1ONqp1W+GhWKIMCnQLeDTxGKb3g6EREVN0UQotq5+YxFqcZgRRDw0POdmu3s9td2YszRQzVjPFE5MWs5MaqtTcYrZDzJVMmNMLvrrrviHmtqasLTTz9dkO/v2T+IB57tiBsN8p1ZJ8RVTqqObT3w+mXYbJLm80SUG26P/ix7tycQnpMfSVIULJ7bVLBpkeqoslkz6pJ28Dl1lhYnIiLKJSNGPacSg/VuiHVs68Hs1rqEMZ6oXJi5nBS6rU3GK5ZZNLzSyiFZQWipVY3RIHv6BnXf6/HyrhdRvmWTI0FQFDgtIkZU2eC0iHkdWaYGD59fP0Flsg5AIgqxWMSoP1orcMYSRQGSlP77Sk3svrMk6KRP5TVU3JKlNcj3SDO9GJwsHvr8QeZBorJn9nJSqLY2Gc/IeJIuRo4cGvAmXhI32SGvZOJ/orwrhhwJkXf/bFb9i042/omSs1hE/PVfn0StuHlC3XAISSLzyBonXln/b3y691Ba7yslWvtOa7XS2NflckVTMo9U0hoYNeo5WTysclpNEeOJjMRyQmZh5ngSyxxbUSL0lsTd0t0XNy9bFbpQ56EgyrdiyJEQefdvS3cfmuv16g1O4yZKhboipvpn3wFPSu/7bG9m7yslsfsusvMs0esSvYaKWyppDYyi3hDT0lzvwqhapyliPJGRWE7ILMwcT2JxeEIOOe2JR4m1r92BX1x/Bla80Bk1usVMF+pE5cDsORIi7/61r92BG+dPBYCoHIisN4iIqNCySWuQb+oNseWrtdvZUpCjHYlYTsgszBxPYplnS0pAZUXi6V6TxtXCJsDUF+pE5ULNkRBOamqiMhg5bdTjk3H3E+vR1joes1vroAAYVeOEw8q8DkREVFhmT2tg9htiRGbAckJmYPZ4EonzAHNIEoBrLmlJON0LisJkhkSkK3baqMcn45k1W/H713fi+JFVcFoE1htERFRwxZDWgO1souRYTshoxRBPVBxhlmOuYQ5ce1EzBrwB9toTUUZ4948onrpqZbqKeWVLrd+cy0T6WqtZJvt8rW3K5T5O9bPyuR8KvVhBJsfBKIxPRESUC8UST9hhlgeSANNO9yKi4mDmaaNERki0amVvvzf8WOy/1ceKdWXL2N+cy9UnU10BM9k2Abndx8mOcarbmSqjV/jM9DgYifGJiIhyoRjiCTvMiIiIqCioq1aqjhpeid373OHHYv+tPlbMYn9zLqkrW6ZL6zjkSrJjnA+Z7odS+X4iIiLSVrzzFIiIiIiIiIiIiPKAHWZEREREREREREQROCUzQ6IooLZWewpCdbWjwFtDeng8zCffx0SvfJY6nu8h3A8hZt0PqZTRY0YOiUoA76pxQpJEiJKQ8LFUXlOo90mSCOVwLo5cfd9Rwytzekxj97HW52dyHLLZztEjq5Lul3zuh1x/drrfb9Q2RCrnGJqMWevUYsZ9mp5Uyyf3q/F4DMwh2+MgKIoJM6sREREREREREREZhFMyiYiIiIiIiIiIIrDDjIiIiIiIiIiIKAI7zIiIiIiIiIiIiCKww4yIiIiIiIiIiCgCO8yIiIiIiIiIiIgisMOMiIiIiIiIiIgoAjvMiIiIiIiIiIiIIrDDjIiIiIiIiIiIKAI7zIiIiIiIiIiIiCKww4yIiIiIiIiIiCiCxegNKFayHERv70DUY6IooLa2Er29AwgGFYO2jFQ8HuajdUxcriE5/x6t8lnqeL6HcD+E5Go/5KN8AqVfRnkepo/7LDOMoYXB8zP3ymGfGlE+y2G/mh2PgTkkOw6plk+OMMshURQgCAJEUTB6Uwg8HmbEY5I/3Lch3A8h3A/G4v5PH/cZmRnPz9zjPs0P7lfj8RiYQ66OAzvMiIiIiIiIiIiIIrDDjIiIiIiIiIiIKAI7zIiIiIiIiIiIiCKww4yIiIiIiIiIiCgCO8yIKKcUQYA7EMTeQz64A0EoAhNeUn7wXCOiUsN6jYiIEmGMKDyL0RtARKVDFgQsf74TG7b2hB9raXRh0dwmSAqXVabc0TvXiIiKEWMoERElwhhhDI4wI6KcUDQqcQDY0NWD5as7eQeEcibZuXbQ7TNoy4iIMsMYSkREiTBGGKckRpjt378f9957L/7+97/j0KFDaGxsxPe+9z1MnToVAHDTTTdh9erVUe8ZNWoU1q5da8TmEpWkQb8cV4mrNnT1YNAvwyqVRJVDBkt2rh045EWllfeDiKh4pBJDnRbWa0RE5YgxwjglcfV6/fXXY9++fbj33ntRW1uLJ598EgsWLMDq1asxfvx4dHV14corr8T8+fPD75EkycAtJio9bk8g6fPV9pKocshgyc61gUE/Kq0VBdoaIqLspRJDnVW2Am0NERGZCWOEcYq+G7K7uxtvvPEGfvjDH2Lq1Kmoq6vDLbfcglGjRuEPf/gDZFnG9u3bceKJJ8LlcoX/1NbWGr3pRCXFmaQzLNnzRKlKdi5VOqwF2hIiotxgDCUiokQYI4xT9B1mNTU1eOSRRzBlypTwY4IgQFEUHDhwAB9++CG8Xi/Gjx9v4FYSlT6HVUJLo0vzuZZGFxxWjuqk3Eh2rg2t4ugyIioujKFERJQIY4Rxir4rsrq6GqeffnrUY3/605/w0Ucf4bTTTsPWrVshCAIee+wxrF27FqIo4vTTT8d1112HIUOGZPXdlph5wpIkRv1NxuLxKLxFc5uwfHUnNnTFrN4yrwlWUSjoMYktn6Wu3M73ROfa1fOaMcRpQ39ANnDrjFcM50Mpl9Fi2P9mw32WPIYChUvqXMrlMxM8P3OP+zRzeuWT+9V4+ToGZooRxSBXx0FQlNJag/Sdd97BwoULccopp2D58uW4//778fDDD+O//uu/cPrpp6O7uxs//elPcfTRR+Oxxx6DKGa2AxVFgcDVKIjiHHT7cOCQN5RHymHF0KoKDHEWdk49y2d5MMO5RplhGSXSZoZ6jeWTyLxYPsubGWJEuSmpDrM1a9bghhtuQHNzM1asWAG73Q5FUXDw4EFUV1eHX/fuu+/iq1/9Kp555hk0Nzdn9F2yHER//2DUY5Ikorragf7+QchyMKvfQtnj8TAfrWNSU1OZ8+/RKp+ljud7CPdDSK72Qz7KJ1D6ZZTnYfq4zzLDGFoYPD9zrxz2qRHlsxz2q9nxGJhDsuOQavks+imZqieeeAK33347zj77bNxzzz2w2UI9rYIgRHWWAUBDQwMA4LPPPsu4wwwAAgHtAiDLwYTPUeHxeJhPIY5JuR5znu8h3A8hZt4PZt2uXDLz/jcr7jNz4DHQxvMz97hP05fK/uJ+NR6PgTlkexxKYnLzk08+iR//+Mf4xje+gV/84hfhzjIA+N73vocFCxZEvX7jxo0AgAkTJhR0O4mIiIiIiIiIyPyKvsPsgw8+wB133IGzzz4bV1xxBfbt24eenh709PTg4MGDuOCCC/DGG2/goYcewkcffYRXX30VN998My644AKunElERERERERERHGKfkrmyy+/DL/fj1deeQWvvPJK1HNz5szBXXfdhV/+8pd4+OGH8fDDD2PIkCGYNWsWrrvuOmM2mIiIiIiIiIiITK3oO8yuvPJKXHnllbqvOeecc3DOOecUaIuoGCiCgEG/DLcnAKfdAodVglA6618QFQWWQyJjsOwREVG2GEuoHBR9hxlRumRBwPLnO7Fha0/4sZZGFxbNbYLESp6oIFgOiYzBskdERNliLKFyUfQ5zKj8KIIAdyCIvYd8cAeCUAQhrffGVu4AsKGrB8tXd6b1WUSUmUzKYTblnqjY5Ot8ZwwkIip9B90+9HvkvLWZGEuonHCEGRWVbO9mDPrluMpdtaGrB4N+GU4L+5GJ8indcsi7mFRO8nm+MwYSEZU2r6zgvifWY0NX/tpMjCVUTngmU9HIxd0MtyeQ1fNElL10yiHvYlI5yff5zhhIRFS6wjGkK79tJsYSKifsMKOikcrdjGScdv1BlcmeJ6LspVMOc1HuiYpFvs93xkAiotJVqDYTYwmVE3aYUdHIxd0Mh1VCS6NL87mWRhccVimjbSOi1KVTDnkXk8pJvs93xkAiotJVqDYTYwmVE3aYUdHIxd0MQVGwaG5TXCWvzu3nUshE+ZdOOeRdTCon+T7fGQOJiEpXodpMjCVUTnilQUVDvZsROy8fiLibkUIFLSkKFs9twqBfhtsTgNNugcMqGVq5K4Jgqu0h8yqVcyXVcpirck9UDApxvpsxBiZSKvUdEVEhFLLNVEyxJBnGGtLDDjMqGurdjOWrOzVXfkmnYhMUBU6LCGeVLfSAgZUiVwCkVOmdK8VYmadSDnNZ7onMrlDnu5liYCKMjURE6Sl0m6kYYkkyjDWUjKAoPBMyIctB9PYORD1msYioqalEX98AAoGgQVtW+lK9C1AMx0MRBCzTWBENCFXWi0usQ0DrmLhcQ3L+PVrls9glO1euvagZI2rNfb5no5TKfSHkaj/ko3wCpVlGI2W7/8vxbnfkPvPLSlnFxmwwhhYGY0vulcM+NaJ8WiwiLBVW9B7wwO3xl00MyUS+rsPK4dwuBsmOQ6rlsxgHJVCZK4W7GapUVrNxWphqkJKfKwNeGSMKvE2FVErlniiZcj/fGRuJiDI3xGlDwOuH0yKEHiizGJIqxhpKBc8AIgNxBUBKVfJzxV+gLSEiyi/GRiIiyjfGGkoFO8yIDMQVAClVyc8Va4G2hIgovxgbiYgo3xhrKBXsMCPTUAQB7kAQew/54A4EoQiC0ZuUd+pqNlrCq9kQIfm5UlnBc0VLOdYrVNx4zjI2EhHlA+NLNMYaSgW7TckUynWFEq4ASKlKdq5I5d3m0VSu9QoVL56zIYyNRES5xfgSj7GGUsEOMzKcolGBA6Fki8tXd5b8aliSomDx3KayWxGN0qd/rrDHLJKsoKzrFSo+5R4LYzE2EhHlBuNLYow1lAw7zMhwXKGEK6JR6niupGbAy3qFigtjYTzWd0RE2WN80cdYQ3rKt2SQaXCFEiLKtWSrhrJeIbNhLCQionxgfCHKHDvMyHBmXKGESTGJMmOWspNs1VCufERmY8ZYmIxZyjsRESVWjPElFYxBVAjFWTqopKgrlEQmW1SFVygp4NBYJsUkyoyZyk5lhbnqFaJkzBYLkzFTeSciosSKLb6kgjGICoUjzMhw6golscv6GrFCSbKkmLxzQaTNbGVHEmCaeoUoFWaKhcmYrbwTEVFixRRfUsEYRIXEEWZkCmZZoYRJMYkyY8ayY5Z6hShVxXLOmrG8ExFRYsUSX1LBGESFxA4zMg0zrFASm/TSbpPQ1joeE8fUwOcPQg6G7moUY3Ahyi8BSxecDJ8/CJtVxJbuPrSv3QGPTwYQKlvhsl3IrTJBvUKUjmI4Z7USREfGy4NuP+C0Fu3FGBFRKSqG+JKKVBYxUH+jIggl0UlIxmGHGVGEyKSXdpuEG+dPRftrO/HMmq3hxzk/niiaLAhY1b4x6m5fc70LN86firufWA+PTy7ahLJEFC+2PDNeEhFRoaS6iAHznFEucKwiUQQ1KSYAtLWOR/trO9GxjfPjiRJJlEeiY1sP2l/bibbW8UcSyhJRSYiMlQDjJRERFU5sDIqktjmZ54xyhR1mRBEik2JOHFMT1/hXqfPjicqdXh6Jjm09aJowoigTyhJRYrEJpBkviYioUFJZxCCVPGdEqTB0jszWrVvxz3/+E/39/QgGg1HPCYKAq6++2qAto3KmJsXc2+/VfZ1ROZmIzCRZHgmbReSwd6ISFJlA+qDbr/taxksiIsqlZIsYpJPnjEiPYR1mL730Em666aa4jjIVO8zISIKioNKR2vx4FZNKUr6Z8RxLNY8EEZUeNYE0nFbd12VTD5ix3iMiIuPpLWJgZPtUVoB/7zmIgwM+xq0SYNiVzPLly/H5z38et99+O4477jgInEdMJqPOj9/QFT+cN5yT6XDlx6SSlG9mPcfSKSdEVJryVQ+Ytd4jIiJzM6p9KgsClj/bwbhVQgzLYfbpp5/iqquuwvHHH8/OsjKkCALcgSD2HvLBHQiaMvFiKvPjgcRJz5lUknLFzOdYquUkVjHUAUSFUuzlIdN6QI+Z6z0iolJR7PEnkXzEpWQYt0qTYSPMxo0bhz179hj19WSgYrpjnGx+PKCf9FxNKum0cH0Nylwq55hVMm7qYyrlJFIx1QFE+VYq5SHdeiAZxlYiovwqlfiTSK7jUjKMW6XJsCN2/fXX4xe/+AXeeOMNeDweozaDCqwYe97V+fEjqmxwWsS4SjaVpJJE2SiGcyxZOVEVYx1AlC+lVh5SrQdSUQz1HhFRsSq1+JNILuNSMoxbpamgQxImTpwYNf1SURQsXLhQ87WCIOD9998v1KZRgZRizzuTnlO+ldI5Vop1AFGmWB4SK6V6j4jIbBh/co9xqzQV9KhdffXVeclXtn//ftx77734+9//jkOHDqGxsRHf+973MHXqVADA5s2bcfvtt2PTpk0YNmwYLr30UixYsCDn20EheitaleISv0x6TvmW0jlWJHJVB3DlPCoW5RYTc4WxlYgoe4liEONP7jFulaaCdphdc801Kb/2s88+S/m1119/Pfbt24d7770XtbW1ePLJJ7FgwQKsXr0atbW1+Pa3v42zzjoLt956K959913ceuutGDZsGObNm5fJzyAdyebCl2LPu6AouGpuEx5a3RlVQeYzqSSVFzVx6XLdc6w4hs4nK+P2Cgv2HtJfhluvnim+GoRKmVdWyi4m5kpq9V522PFORKVMr73E+JN7hYhbmWK8y5xhJWHSpEl4+umn0dTUFPfc+vXr8d3vfhcbNmxI+jnd3d1444038NRTT+Fzn/scAOCWW27B2rVr8Yc//AF2ux02mw0/+tGPYLFYMH78eHR3d+PRRx9lh1mOJZsLv3huU0n2vMuCgFUvbUL9cTWYdVodfP4gqpxWjKp1QgoGjd48KhGFTlyaL3p1QHO9C6937MIza7YC0E48m6yeufai5vz+AKIUHXT7yjIm5lI+671ST3ZNROVNVqAbg66e18z4kweSouDai5rhCQRxcED/BnChMN5lp6AdZr/61a/gdrsBhPKXPfvss1i7dm3c6zZs2ACbLbUhoDU1NXjkkUcwZcqU8GOCIEBRFBw4cACbNm3CtGnTYLEc+anTp0/HihUrsG/fPgwfPjzLX0WqVOfCm7XnPRORF+/r3t8d9VxLowuLi/A3kXmpiUvDQ+SL8NxKdPetud6Fthl1uPuJ9eHHIjsW1HKUrJ4Z8MoYkd+fQJSSA4e8ZRcT8yEf9V4qN/i474momA149dtLXn+A8SdPJAE4duQQ9PUNIBAIGtpeZ7zLXkE7zHw+H5YtWwYg1Kn17LPPxr1GFEUMGTIEV111VUqfWV1djdNPPz3qsT/96U/46KOPcNppp+G+++5DQ0ND1PMjR44EAOzatSurDjNLTCJESRKj/i4nsgIMHPTpvsbtCaB6mB0WANde1IwBrwy3xw+n3YrKCgmSAORyWlkhjke/J1knYRDV9uLJL5VvhSwjseWz1BVT/RNbB9grLHi9YxfufmI9PD456rWx5ch9SL+eGfSGcnJksx9kBeFtq3RY4bSp9VPxKIbzoZTLaFAQ0D9grphodoU8Zxm7kyvl8pmJYqhTiw33aeb0yqe6P9X2UCIDgwEMGWZh/MkDM53b5RzvcnUcCtphduWVV+LKK68EEFox8+mnn0Zzc26nz7zzzju4+eab8aUvfQkzZ87EnXfeGTdaraKiAgDg9Xoz/h5RFFBTU6n5XHW1I+PPLUY9+wfxwLMbMOu0OthtEtpax2PimBr4/EHYrCK2dPehfe0ODKm0Re2zQo0Cyefx2NPdq/u8xxfAmKOr8/b9xSrfZUSvfJa6Yqp/1Dqgq7s3PA1TS2Q5GvDrT3OucloBJN8PB90+HDjkxcBgqFNsaFUFhjht4fos9m7rNZe0wDUsv/s20TZlw6znQymX0Z79g3jgmVBMVGnFxmFDKgyJiWZXiHOWsVtfKZfPbJm1Ti1m3KfpSbV8Oiq0L/PVeGSvsODT/R5UOWyoHWov6zovX8xwbjPeZX8cDMthtmXLlpx/5po1a3DDDTegubkZ9957LwDAbrfD54u+y6t2lDmdzoy/KxhU0N/vjnpMkkRUVzvQ3z8IWS6P3FV+BVj2bAc2f9iLy86bhKULpuPpNVujLn6b611YumA67BYRfX0DBRu9UYjjYbclSWBus6CvbyAv312MtI5JPhrlWuWz1Jm1/kmlvKdTjuwWUT/nhi10l6y/fxC+QFDzu/USsa98aVPcZ2/o6sEDz2zAtRc1522kmd42VWTwpbk6H/J10VyqZVRWgAee7cCGrT2oP64GzfUudHX34sb5U9H+2s6o2Kh3fEthlGO6ClmHlVLsZgwtDLPG2HwQBAGimH6FoyiAkMbbRFFAVZUdhw55EAgEoZTgtDAjyqckiRAsErZ096K53oWObUfaFXablHY8ilWO8SldZqovSinepSvZcUi1fBrWYXbTTTclfE4URTidTowdOxbnnXceampqkn7eE088gdtvvx1nn3027rnnnvCosqOOOgp79uyJeq3671GjRmXxCxCak6xBloMJnyslsiBgd98gNmztwSVnNeCDT/qx9t1PoipmAOjY1gNRBBbPbUIA8Qko8510MJ/Hw2FNcvFuFcviXEhXIcpIue53M9U/qSYZTbcc6eXcEA9/rtsna3/3vGbdXA71x9XE5SNUnx/wBuDMwzSlfOaXMNP5EMus25WNgYASPo7ta3fg9qtOxc5PDqD9tZ1xsTHR8S335LyFOGcZu5Mr99+fiJnr1FwQRQHDahyQxPRjXTCoZNTRVlVlhxwMYn+fG8Fg6ddxuZDsHOwf8GPlS5tw4/ypABCOP22t49OKR7HKPT6lywz1BeNd9sfBsA6zzz77DP/617/g9XpxzDHHwOVyYd++ffj3v/8NURQxYsQI7Nu3Dw899BCeeuopHHfccQk/68knn8SPf/xjXHrppbj55pshRlTy06ZNw+9+9zvIsgxJCo08ePPNNzFu3Dgm/M+GIGDTjn0Yd8xQfP+yaThquBNBRcEjL27UfLk6R3pV+6aSSjpo5uWDifIh1WWpg6KI5c91pFzevzNrCvac5oYAhKdxTxpXGy5Hkd9b6bDg6nnNGPQGMDAYgNNhgbPCAjEYBCDork64u9etm8shchpdLLcncCTxeA6lumAKmZsiCNi7341LzmoIT72URAGTxtZiVfsmzffEHl8m5y0Mxm4ibaIoQBJFPPl/m7GnN/VRho1ja/GVL47DUy9vwe59qY1WEQQBkiRi+FA7vnbORIiiwA6zHJAVYHefGx6fjAee2YDFl7TgWxdMhscbQKUjlLaiq7tXM2es2y+jMsHqmIxPxYnxLnuGdZideeaZ2LZtGx577DGcdNJJ4cc3b96Mq6++GldccQXOPfdcXHHFFbj33ntx3333aX7OBx98gDvuuANnn302rrjiCuzbty/8nN1ux7x587By5UrccsstWLhwITo7O/HYY4/h1ltvzfdPLGl+BXj13U/wy2feDT/W0ujCjfOnaibuBoCBQX9JXhTmc9l7IjNJ9c6iLAhJO6bU8p7oM39x/RmwCQAURfM1katqenxyeDss0F+dcGDQr/sb/Tp3oJx2q+57M+X26CfmzVdHHeWWJyBjZI0DL77aFz3VpUE/NkYeX3aeFg5jN1Fie3rd+KTnUMqvd9U40n6fIAiwWCTDp6yVmgGvDAGh6ZfXXNISN6KsuT5xTNrTOwhHhQUjh9nDI/ZVjE/Fi/EuO4ad1b/5zW/wve99L6qzDAAmTZqE//zP/8SKFSswdOhQfOc738G6desSfs7LL78Mv9+PV155BaeddlrUn9tvvx3Dhw/HypUr8cEHH2DOnDlYtmwZlixZgjlz5uT5F5amoCjCpwAPr+7Euxp3GNpf24m21vGa73XYLbjkrAbYbdorcSS7aDQzddn7EVU2OC0iKyAylCIIcAeC2HvIB3cgCCWdpCI6n6l3Z1H9DvV1h9z6HVOH3AH4lPgp2upnrnihE4rO93Zsi65v1O2QlehOMbtNwiVnNWDpgpPx/cum4ejh+vkKRiRI7N9c74IlhSQdmez7ZB1x9gpLTo8l5YckSlj50qb4qS5b9WOj024NnzcH3X4sXXBywlhZzHHSjBi7iajUDHr9CCrATxfPwO9fj59+Gdt+iiQIwNNrtuLd7Xs12htCuC2lFacYn8yN8S5zho0w6+vrQ21treZzQ4cODY8Uq62thdudeEhw5MqbiTQ1NeHpp5/OfGMJABAQBDz4bAdmt9YlvMPQsa0Hs1vjpzS1NLrwescudHX3Jbyr4bQbdjoSlQy95PHZ5JdI9c6i+rpZMxJPbQQAt9cPtzf5qFMAKdc3oTxjcnjKgVZy23uva41LgqtqrnehymHFT678Ig65/eFVfj/45ADOPWUsDrp9GF6ZeKRXJrk9ZEHAlu59utv0eseu8PYzV4g5BQQBe/cPph0bQx2xIpZpjKDUipWMk0REpGdIZQWe+L8uzG6tixvcoNKKSc31Lmzp7gs/FzliTBYErGrfqBunGJ+oVBk2wmzy5MlYuXJl3AqWPp8Pv/rVrzBp0iQAwHvvvYejjz7aiE2kCEFRxIPPdaKruxcWSf+0ib2Oa653YcGsKWhfuyPhXY1Q0kHtkWdElBq93F2Ro8Aykcq0wci/t3T3obnepflatVHm8yeehhG6aylgYFD/e33+YNQosoNuH4JBYPHFzZh75oS4qQh793vQNqMubtua61347oVTsKp9E37w8D9w1+Nv47ZV67Dtoz78x5cb8cAzGxIu0Q5oj4Sz2yTUH1eD3X2DmiPE1PesfGlTwm1qm1GH9rU7wo/l4lhSbqnxMdl0X63Y2DajDp/uG0g6ghJgnCQiIn2KIGDF6k50bOvRbWMBiHo+tr3h8wcxMBiAOxAM5aRNMtKf8YlKmWFdwTfccAO+/e1vY+bMmTjjjDMwfPhw7Nu3D6+++ioOHTqElStXYv369bj33ntx1VVXGbWZdJjbG0BXdy+WXDo16Qo4Q5xWLF1wMnz+YHiERu8BD9pax4cTIR813AkAcYm9iShzerm7ss0vkezOofq8+nf72h1xqzMBwLRJo/C1cxqx/6AXdpsFSxecHE7yr46kUUeGrWrflHSkms0qJlwifeHsE7H6b9ujXm+RBPzst+vR1joes1vrwvVUUAEe+8P7eHtz9AqZG7b2IKgA878yKdQYTFBPxY7AS7Z0u6QoUe+5+4nobRo13Ik3N36qORqXuULMRY2P3zp/su7rtGLj3U+sx5JLp0a9zm6TwvHSbrNg4pga9PZ7cNKEEYyTRESUUGS7wmbVbyOMGu7E9y+bFhWP1PaGzSrCZpOw+J6/4ydXflF39PRXz6rH2V84HoO+APNjUUkyrMOspaUFq1evxsMPP4zXXnsNvb29OOqoozBjxgxceeWVOP744/Hmm2/i2muvxYIFC4zaTDps0OPHDfOn4uU3P8TZ08eipcGlWXk217uwfsueqAvEaZNG4eQTjkJXd1/chWNkYm8iyk6yES7ZJI93WKUky1KHOpMiXxfZCWS3WeDzyxhSacNjf9ysm4A2ctnz+uNrdKcrBhXg94dfG9nR4PMHsf+gBzfMn4p7IhqBW7r70DimNqouAoClC06O6yxTdWzrwcLZU3Qbf7Ej8FJZuj3yPR6fHLqze3j73Z5A3DbGfh8XAjCHgUE/5pw5Ads/2Z/wXG1pcGHDth489XJX9OONodGWKr2O1uYJI/L3I4iIqOhFtiuCChLHpEYXFEUJd5ZF3rRsaXBh3wEPqisrcMlZDRB1RrTbbRJqhtjjVkVn+ggqJYbenq6rq8PPfvYzvPrqq9i4cSNeeeUV3HHHHTj++OMBAKeccgo7y0xi6BA7nBUSvjx9LF5+80NccFr89KGWBhe+elZD1PSh5noXvnZOIx7/382aF45qYm8iyp6auyuRbPJLqMtStzTGlPuYZakjX+fxyXhmzVbctmodgoqC9z/s1awLYqefNU0YEX5N+9odutMVLaIQ7iy7cf5UdHX34bZV63DX42/jlof+gT++sRM//89WfP2cRthtUsLPS1YPDXr0OyNj9+3EMTWajVQgYoRYxHtit9/r05+Kylwh5lHltOILk47Cqpc2YXZrHVoa4s/Vi7/UgObxI6ISJLc0unDFnKaomJmso5VTcYmIKJHItoFFFBK2ny44tQ43L38Dt61aF84vbbdJaK53YeHsKZhw3FDYrCIaj6+BQ6e90dY6Ho+8uDEvqUCIzMLQFvfBgwfx1ltvwe12Q9Hogb7wwgsLv1EUTxCwafteTB43HM/8ZSPe3dqDjTv2Rk0fqnJa4fPL2LRzL5ZcOhUWSYQoCujcvhf7D3qTXzhyahFR1oZWVaQ0CixTqS5Lrb7OE5ChKAKCigKPN4AvNh2dcNRUx7YefGfWZLSeNDpu5FXsdMWjRzhRabfC6w+gfyDUkaXX0fDIi5twWvPo8Ci2u59Yj4Wzp+C7s6fA7fHDFwjClqQOUleqjPzNiiBE7AsrFl/cjJUvbYLHJyfNHeL2BDB8yJHjFbv9ag64RHeGsz2WlDsOmwUf7z+EttbxqKmuwBebR2PWjLqoqZe3rXoLE8fW4o5Fp2JP7yBsVhHDhlTg/Z37MGlcbbjMThxTk7CMMF4SEZGeyFH+gijg7sffxpwzJ+Ab5zQiqAABOYjO7Xujpl92bOuBKAB3LDoVb236DEFFweN/3BzuBLvkrIaE7ZGmCSMYs6jkGdZh9uqrr+K6667D4OCg5vOCILDDzCR8CvDau7swYqgDDcfXoC3mQkAdxrt0wcl48vB0k2mTRuHbs07Ato/6UDd6qO7nc2oRUW4McdqwaG4Tlq/ujOo0ix0Flg11WepwmU3wmYKiwGaRohLFfv+yabqf7fHKcA2xATF3M9WRaqplN5wBMRiEQxKhOEOj6vQ6GtQVn15aGxrFtu3jPjRPGAEJwKr2LmzY2qPbIJw2aRT29A1CFIDefi+qK21w1Tiw8sWNWPf+kWmcLY0uLF0wHbeteitp7hCn3QJBUXDFnCY89Hxn3PYnygGXy2NJueH1BzCyxoEXX+3DxDE1WPXSpqipwRPH1ACt49G+dgf2H/TirsffRnO9C41jatC+dgeWLpgORQHe3Zo8STPjJRERJaKO8l++uhPVh1f1nnDMMPy/l0OrZt62ah0AhBdLUuOU2mbp/vQAXMMcUSPG9Noj1iSdYYxZVAoM6zC79957UVdXh5tuugmjRo2CKLL32YwUQcCK50OrYw4fNiUuD1lk7iG1od9c78K5p4yF2+vDxHG1GHU4wX8inFpElDsVkpDSKLB801o1Mlknkr0iNF0t1Xxpka9NZTWojm09WNB2As6ZdhwERYE7EAxvn94iBd+8YDIefXFTXN61thl16Ni+N3yXVt3eny6eAX8gmDDXY+RvsAnAjJNGw26L7ySMHFnnrLCiyslEumakKAJWtofOj/NPHaeZg0yNlQFZCZ876h3+21a9hTsWnYq2GXUYPtSu+12Ml0REpKdCEnDj/KnoPeDBgrYp4dHrXzllLACdXJkNLlw5twn/vey1qM+LbI9864LJ2L3PjaNHOFFVYcGgP3pRoliMWVQKDOul2rlzJ6677jpMnToVxx13HI455pi4P2QsRRAw4AutttLWOh6r2jfp5h4aVevE0gUno3FMDe5+Yj329nnx1MtdeHPjp3F5j1TpLEOsCALcgSD2HvLBHQhyXjxRAuoosBFVNjgtom4HS77KldaqkUEFcfmdVM31LlQcrgtSzZcW+doqp37+NrWzzuMNhN+vNfWzcUwNli44Gd+/bBruv/4MnHPK2LjOMiA+75pqQ1cP9h0YxA8efkM712Psb1AUNE8YgaDGMYrMAVfltCQ9lipFENDvkdHV3YuDXpl1ZR4pQmjK8buHz/URw+yaU4PV8+XYkVXhGKl2tHp8Mvb0DuK2VetQcbgDWEs68TLXGH+JiIrHEKcNggBMOHZYOB6p7aCEKSy29uDh1Z348vSxcZ+ntkd273PjrsffhiAI2HfQC4skmjJm5RLjHxnW7Tt69GgcOnTIqK+nJOTDo0POOVxpJpvudPGX6vHmpk9DCbVbx2PJpVNht1mwdMHJOHDIi7OnHZfVNDFZY7QKV2Ahyk6q5So6V1dqo5wiO6PUu5n/d3jBkKCCuNFaXz2rATZRCI8cSzVfmvrao2qdCUelNdcfWYkw8m5n7J3P2Kmfd1x1KkQBCXMwqlM9Y/n8Qc3ca6Ndlai0aed809v+dHKWsa4sHHVfX3jGhPBjgUBQ93w55PZpxlK7TcLVFzUjEFRw+ewT8chLG/M2rTpdPKeIiIqP0yZhd687/G81N6pursytPZg1I75do7JZRTTXu/B6xy48s2Yr7DYJSxdMD703JmZdOacJxd61xPhHgIEdZldccQUefPBBnHjiiTj22GON2gzSEDmVSq00k013slpE/PmtD7WH+Da6cGLd8IyniWlN7QKOrMCymPl8iNKWarnKtLEQ2RkVeTdTa8EQSQRcQ+1xHUKp5ksDADEY1MzfFjn9TWs658knjMKYo4dG5fHY0t2HDz45AIskpDTVM1Z4NFtMB9zPFp+GqgTTUhNtfzodJawrC0crTgJA30Gv7vu0np82aRRqqu14ce0OPPhcB+w2CW2t4zHvzHrYLKJh06oBnlNERMWsNmKav5p6IlmVnej5lkYX7BUSLjx9PH76+NsAEE4rcMWcE/GdWVOwp88NAaHOuf+89++YNK62aDuXGP9IZViH2e9//3vs3r0bZ599Nmpra2G3R+ftEAQBa9asMWjrylvkVCr1bkSy3EOCAHx5+tiEq9Q9eLhiSfXiN9H2xOIKLESZSaVcOaxSxo2FyDxkkXczYzuRAGDZDWdCAOAOBMMrTlokAQfdPjgqUu8skBQF117UjAGvjN0Rjba7n1gfbrTFTudc0DYFDz7XGZdv6oo5J+LNjbvQOKZW9ztj68bI0WyxkuXySGdUnRbWlYWjFSc7tvUkTYBc6YieOtzS6MLC2VPw0OrO8LROtYw8s2YrWhpdhjbKeU4RERWnAa+Mde99hpMaXHh3a0945Pttl5+i+77aanvcIkjN9S7MP3cSnn6lC+cezoWm8vhkfLrPjbUbPknYXrx6XjPEoP4NSLNh/COVYR1mRx11FI466iijvp50DHoD4ZVTArKC01uOwfsf9iZcQa6l0QWbRcIXm47Oy9LCkVO7Ej3PFViI0pNKuQKQcWMhcqWm5Cv/+cOrVarUkWH/s+LNuDuUelNEJQEYc3Q1KiskDHgDqHJY0XrSaM2OJ0UQ8NDznZr5ph59aSNaTzoGTrslYd0X2znW0ujCxTMbcNuqt+Jem+q0ynRG1cViXVk46r622yRYJAGXXzgFK1/aFNV5Fqu53hVeUVpRgOHD7Og74MGnewfCnWWxjG6U85wiIipObo8fL/xte3hUWce2UKfZ+i17El/TNbjwwa4DaBxTEzUTwGm34LaVb2H/IR+8/iDaWsdHXfPpTvPs6sFnvW6MqnEU1Ugzxj9SGdZhdueddxr11ZTEkMqKqNUwh1XZ8N+XTcPC2dFDbdvX7sCksbVY2DYFXr8M92B+KpZkozK4AgtR+lIpV9k2FtQRUwM+/VWUfBGrVarUhpzaKFu+uhPXzG2CDCSdInrQ7cOAN/korci7h+o0uMipmaNHVEGBjKvmNWHFC/FTPS87bxIODvjw/cumhVeMUgBMGleLzR/0hj9PATCqRn+14FxgXVk4TrslaqWx1X/bjrbW8Zg8thZnfP5YvL9zH2qr7eFzqbffgxPHj8BHuw8CgoCuj/rQ/sQOLLl0KkRRP8uLkY1ynlNERMXJabeGR5XNOXMCvnX+ZPQd9GCI04qZnz8WK17YGNWWmjZpFL52TiMCchBHDa+E43Cc8/gCePv93eGFarTytya7MRoMKtjdN2h4moF0MP6RyvAjvWPHDrzxxhvYs2cPLr30Unz88ceYOHEiqqqqjN60sqQIAlZEjLiw2yRcc0kLfvfK1qg7ES2NLvz8utPh8wdw26q3sHTB9KQX15lWLJFTu2KlkwybiI5IqVwlkUqZFhQFlTb97+rcvlfzvZGNsg1dPfAFlbgGnvqc2qHmlRXc98R6zTxgEgB3xMi0yFFCifIvqh1xV1x4InbtHYjKc3bLQ2+EG5A/ufKLcFZYICkKrpnbBJ8CrFjdmfDz8oF1ZeE4rBIWzp4SlYZATYC85NKpeL1jV9SosZMaXJg8bjgskoifPv52+Lzx+YMYVW3X/A6VLxCELAiG3JnnOUVEVJwqK47U37Ks4Dd/fD/q+q6tdTxmzaiDAqC60gpREPHYHzdHX+81uHDBaXXY9tF+3Dh/aniF59gOsmQrlYuigB88/I8jn1sEifMZ/0hl2MRbWZbxgx/8ABdccAHuuOMOrFq1Cnv37sWDDz6ICy+8EJ999plRm1bW3P7okR4Jlx7u6sEjL2zE9o8P4LsXNuHRlzahc/teNNfnfmlhdWpX7LLFRq4aRlTsUilXamNBSzplWu+7Lr/wRLSv3ZHwvZGNMm+SfBK+oBIafdal3aH2r+17sfiev2PJstex+J6/wxcIfbZePbd8dScUQYBVFPD713firsffxm2r1uGZNVvDnR7N9aFOP/W1CkKdZYk69vK1JDnrysIRFAWNY2rjzpm21vF4ae3OuCmW727twaMvbsTe/YNoax0fftxmFSHLSsLYGXtuFRrPKSKi4iQJwFVzm8IrY0bGKzVX5m2r1uHHq9ah0m7D4/+7Ob4dtLUH7a/txLhjhqL9tZ3h+BWZv7Wl0YVRh1f61qLGsajPzXN7KBcY/0hl2Aizhx56CL///e/xk5/8BGeccQZOPfVUAMB///d/Y9GiRbjvvvvw05/+1KjNK0uKIGBP30DUY3pz0ju29eAb5zTCXmHBudPHosImYfqUo/DUyyLe3rw7/LqWhsNLC2dRsWSbDJuI4iUrV5F5yDJduVHvu+w2C/b0hZY8V/MmRo7gal+7I6pR5vHqT+1M1qE267ToKQRqJ3+y3BtqDqlkq3B6fDIG/aFtNCpR7JH9HITHF4DdZoHDKrKuzDFFENATEy+BJHlcDq+oOfzwqmUtjS4c46qEogDfOn8yeg96olIeNI6pjTu3jMhlxvhLRFScLIqCxRc3Y+/+Qd3XeX2yZk4z4Mho/2fWbMXs1jq0NLowekQlfrb4tCPxIGKl79iUFLXVdvzz/c8OT+880o4zOkdnKhj/CDCww+z555/Htddei3nz5kGWjxSeiRMn4tprr8U999xj1KaVJUUQMOCTEdvPn2xO+kG3H0uWvR7+t5rX5/xTx8Hjk2Gzihg2pAJWAUCWdUs2ybCJSFuycpXLxoL6XY4hFRj0yxjw+LFp5z4sXTAdTx9eFVDVXO/C0gXTsWln6K5kS6MrboXBWMk61GLrs/AS60m2W80hJSkKFsyagj2nuaM69tQODfW1yeQ7J5WgKKi2SxhzdDX6+gYQCBTXylTFYDBBbEwWM9XnWxpduHpuExQg1Am7NXoKzM//sxVvdO6KO7eMymXG+EtEVJykYBBDnPqxY9Cr33bxH25HKEB4KuWImHggKQoWz2uGJxDEoy9ujGvTRU7pVBVD4nzGPzKsw2zv3r2YNGmS5nOjRo1Cf39/gbeofMmCgOXPd+LcU8ZixycHolZOiRzdoSV2JG3Hth48/r9AY8Rd9gduOJOVC1ERy2VjQa1vNmztwfcvmwYFwDN/2aq5UqUoAhPH1oZHtImAbj6JZB1qsfWZmgz3Z9fM0H1fdA4pBbetWpfwtankdWOi2OImCwJ29w2gS2NFzGQx02YVMWKYA4vnNgEAHnxeY+ru1h488uImNI6pibqw4HlDRESZcFjFhO2n5noXLJL+1MiRNU7YbRJG1Tj1844pCla+uDEuLUHsQk4qxjUqBoaNgRwzZgxeffVVzef++c9/YsyYMQXeovKkHL543fxhL45xVWHy2FosnD0FLQ2h+dpbDl8QaGmud2FLd1/c4x3bejBxTA2A0EWsM8kFBBGVByWiswwIdR7UHzssrmGl2tDVg1OmHI3Fh+9mJssnoTYItSSqrzw+GTaL/vsic0ilktct2WsskmjqvB2UmHoOS4IAiyTg8guPxEtAP2ae1OBCb78HlbbQCM1BnSnEkXEUyC4PKBERlTcBwMLZJ8bFp5YGFxbOngKbTrulud6F7f/ej4Wzp8CR5JqOcY1KkWHdut/85jexdOlS+P1+nHnmmRAEAd3d3Vi3bh1+9atf4fvf/75Rm1ZWBv0yNn/YiyWXTsWq9k3YsLUnvHLKvJn1sIgCTm85Bitf2hQ3ZeSC00K5VbT4/EEmRSSiKLENqS3dfWg8vkbnHYDHG0BVRANNb4poUBBw8cwGBIOIW9X3ki814NaVb8V9fkujCzZRSDk/WaJcZrH1XaLPu+DUOlx336uYNK426QpRiiAwb4bJqDFz/lcm4b2dvVj9t+1HVhpTgOFD7TitaTR+9Yf3ojqCm+tDC1yIIuAJyLBbpKTTdyOnbzKWEhFRptx+Gf/Y+ClOax6N2a11sNssCCoKOrfvxY33rwUALF0wHVCic7BGtoPuvrY1Lg7FtlMY16gUGdZhdvHFF6O3txcPP/wwnnrqKSiKguuvvx5WqxULFy7E1772NaM2ray4PYHwCnFq415dOeWZNVvRXO/C6S3H4NLzJuGbF0yG1yujwiahwibhv+57NWq6SKTRrkosZkVIRBFiG1Lta3fgzkWn6b5Ha7i+1hRRRRDw4OHRsm2t4zG7tS6cZ6y33wPXMAcmjavV7OSCokACUspPpuYyS5bXLTL5/u4+dziZu/p56gpRiepJOWY0XuT2mnkZ9lKnxszI1cRi87R864JJmDQulLA/8lzqPeDBT369Dh6fjJZGF74za4rudx09wollN5zBjlIiIsqK2xPA6r9tx43zp2LfAQ9e79gVlwrjtlVvYUHbFHzty43o7ffGtYMGPX5URuQb02qn/OTKL+puB+MaFSNDJw5fccUV+MY3voF//etfOHDgAKqrq9Hc3Ixhw4YZuVllxWm3JF0J81vnT8atK9/Ezd/6An746Jvw+GRcclYDGsfUaq6o0tLoCk85ISJSqZ1f6ijWiWNqIAcV3bxkDquUUs60yNFrWvXZshvOSGHxgtTzk6WS1004nPPsxwk+U10hymGV4lYPXf5cR3xuqySdbJR/qcRMYDLGjKoGAOzcdQDta3fA45MxMSIn2YauHnQ19eqe+1UVltBx5rEmIqIsOO2WcN7W2y4/BQ8+Fx93PD4ZDz7XgaULTsZdj78dbqstuXQqfP4gHBUWKIIA4fBNytjOMuDI6uOJrg8Z16gYGZ5pr6qqCq2trUZvRtlyWKWkK8T19nuw5NJpeHdbT7ixr64uJ4rQnZZERKRyWCWcfMIofPnksWh/bSeeWbMVdpuEG+dP1ZxGmU5dkmwagNsTCHVw6XRyqbnHsu28S3e7VrW/F3eHNlEOkGJYhr2UpRIzd+9z467H3wZwZGWw/3vzw7gceitf2oRfXH8GVrygP72XiIgoG5Htm95+r+5rff5guG2mttVUanzyBbRzlfH6kEpRQTvMZs6cCSHFRMeCIGDNmjV53iISFAUja5z6rxGAZ/+6Fd88bzKOH1UdHqL7wDMb8JMrTwVmKcyxQ0RJCYqChbNPxLJnO8KdY+odz7bW8bj4S/WwWcSM6hKHXX+FzFRWYlIXFUiWnywdyb7XFwjGNToPuf2671GnhjLHWeGlEjMjV8pUz/Nvnj8J6zfvxtIFJ0dN0zzk9qYw8pGIiChzke2bZKs5Vzmt4XQ9sSPF1JHuC3RSCuz4ZD++O/tEeP0yfD4ZlQ4rHFaRcY2KVkE7zL7whS+k3GFGheNMstTwlu4+bOjqwdfOlvGL3/0LHp+M5noXrrmkBYKgwCHpT0siotKQiw4ary8Q1wCLzJu47IYzQqOn0vhcRRDQ1b1PdxpAqqPDUslPlo5ko9Y6t++NezxZY7bSYWGOMwOlEjMjdWzrgSROxgnjhqNj+97wFM3mehdmTj0upem9RERE2VDbN36dVBjN9S5IInBq0+iEqQc2dPUgeEEoTkWm2PAHghhZ68T2j/fj+l8cyXMdbpvk76cR5VVBO8zuuuuujN734osv4swzz8TQoUNzvEXlTb34HfQGcMWcprhpIZErowDAQbcfN86firufWB++KL3m4mYgGDRk+4mocHLVQZPS1MmIpLKpGPTLWPnSJtw4fyqA6KmdzfUuXDknvdFhuezA0Bu1dvmFJ+K/7ns17j1buvt0O/8qrBY8mCTHGeWPAKQUMyN9ujc0TVOdoqnG0RUvMCcdEREVhqAosAnaK3m3NLjwrQtOgNMmYeen/bqf4/EG4lJsqCLjXCqLHBGZneE5zJKRZRk33XQTnnvuOXaY5VDsxe+wKhvuvPo0eHyhURWVdgv2HvDggWc2hO8QCALw0tqdaGsdj2fWbEXHth54fAHm0iEqcYmSu2bSCEo2RTGVqZOx3J5A1NTOyBUyt3T3oX/Ai+GV8Z1whZrSmGjUmicga640nCwHiMcXSJrjzCqZPrwXJTV2qquxzjqtDgoA1zAH3tr0KbZ/sj+cIFk9/9rX7giPGlQ7QdU4ypx0RERUaJKiYNG8ZuzudeOQ2x+OV0++vBnfuuAEWBPEJHVEmb3Cgrln1iMQCKJxTA26unvD7ZnYOAcw/yoVt6JoUSvsjc6poChGrcBmt0m45pIWrHhhI97dGn2n4farTsUbnbuw7aP92NLdh67uXnzz/EmYOKYGPn8QchDhFVOIqDRFrkAZK91GkN1mSTh6qrneBZtVwt6D3rQ6sNRONnVqZ6zWk0bHPVboKY1ao9bsFu3pmh6fjD+v+xBXz2uGxxeI69BLZZRetU7HI3OfpU8RBPiDClas7tRcjfXaS07ClLoReHrNVjz1clf48ZYGF+75z1YMegO45KwGtK/dgY5tPZjdWhd+DXPSERFRoYTjmcZIdSCUW/X8U+vi2mqJFgJorg9dLx4c8MHjk8Odb5PH1kZ9bqozCBgLyWyKosOMckcWBOzudUdVkAkTO27twSMvbsJpzaPxzQsm48er3sKN86fi8f/dHN2xxrw5RCUtl9Movf4A2maEOgtip062zajDrp4B/GjlWwBSr1vSXd0ylyPmsqE3XXNh2xSIwaDm1NBsRukx91n61H02a0Zdwo7jngODeO3dTzTj6KMvbjp8B74vPE3F5z+SyoA56YiIqBBSiWcbunrwrQsm47LzJuHx/40eMaZ1vdixrQeP/y/QOKYm3JHWXO/CjJOOgd0mhUeepTKDgLGQzIjjIsuIepEYuwLbxDE1mqM9gFAlOHyoHY++uAnfvbAJ7a/tjOosA45cZCpc0IGoJCVr5CRboTLSwGAAdz+xHo1jarB0wcn4/mXTsHTByWgcUxPOd6FKtW5RO55aGl1Rjyda3XLQH78yZeR3DvoLl5dRna657IYz8LPFp2HZDWdgcZKGodpBqCXcQaghWUch6/B4kfvMp3Ne1B87LOE51bGtJxxn218LpTVQp2iqOel4XIiIKJ9SjWcA8GmPG7/7cxe+ef6kcFvtiycerXu9OHFMTdS/f9W+CW2t4wHot020ti8SYyEZjSPMyog6rWrWjLqox5NVmj5/EB3bQncbElWUnJtOVLr0RnA117vQ1d2LlgkjUp4+mWjqJBC/QmSqdcuRPGFBeHwB2G2WhMuYDwz6NT4h+nnnkPQWHshGuosM6I1MO9JBGN+wzOXU2nIRuc/0Vi9NJY4CoYuIi79Uj87te9PKScfjQkRE2Ug1nqnPv715NwLBIBbMmgIgeTqI2DioXnMmunmpt32xGAvJSDzryoha0akrsKlSqTQBYDCFaVlEVHoERcEVc5qi6g3gyDTKlS9twqA/Pnm9Fr3RUc31Lmzp7ot7PNW6RVAUVNslNI6pRbU9cc4Le4X+Xc5kz5tBJiPTUplaS9Ei90ls7IxU5dQfZRkZZ60WEae3jA4fLx4XIiLKt1TjWWRbLHRT7vBNvSSzDbSuJyvt1qRtE63ty+R5onwpuQ6z5cuX49JLL4167KabbkJjY2PUn9bWVoO20DhqRde+dgfaZtSFK8pUK81kFwSZrG5HRMXh4IBXdxplOp1aWtMn1c639rU74t6T67qlwirp1nkVSaYNmIU6Mm1ElQ1Oi/Zoukj5WKG01EXuk9jYqWqud8Fpt6TcEVxpt8AhHTlePC5ERJRvqcaz2LaY2r7L5IZnpcNi6CrqRLlQUmfeb37zG9x///2YNm1a1ONdXV248sorMX/+/PBjklQcF0S5FDmt6u4n1qOtdTxmt9YhICs4/XPHYuVLG6Om96iV5t1PrEdLowvOCktaibWJqHQ4KiwJp1EC6TVkjkyfVFdBsmJLd29cDjMgP3WLTRTw1bMaAMQvPPDVsxpgE4WSrMvSXRyBoveZxydHxU5FAYY4rVi/ZQ9uW/kW7lo8Ayte6EwYRwHt/czjQkRE+ZZqPItti6ntu0TpIGLjnCrd+MVYSGZVEh1mu3fvxi233IJ33nkH48aNi3pOlmVs374dixYtgsul3SteLmIrusiVTC48fTym1A3HN8+fjH0HPBAQGnl29xPrMWlcLRbNbYIYDOKquU14SDdvjjYuEUxUfCLLbXWlLScNmdi6YPiQCgiKguYJIzBpXG3adUtGFAUjh9kx46TRmN1aB58/CJtVRG+/ByOH2Uu2QZZa7jOKFLvP1Px76gXC0kfehMcno6XRBZuAqI5gXyCIzu17wxcfifaz3nG5ck4Teg954agwb9xkfCciMr9E8ayl0YWLZzaE41mk2PZd/A1PCypsFqx8aWPUezNpV2TbRmEs0sf9kzlTdZj19PRgz549mDhxYngEmCRJuPPOO3HssccmfN97772HoUOHor29HQ8++CA++eST8HMffvghvF4vxo8fn/ftLwZqRef2B7Gnzx3uGPvp42+juX4EWk86BvYRlfD6ZXy+cSRaTzomnDhbFgSsemkT6o+rwazTQheZVU4rRtU6IQUTJzzmEsFExSe23NptEpYumA4AGXe2JKsLYkedWSQB+/PUWSAqClomjIhqPIwZWVWyjQe1oTToDeCKC09EQFbg9vjZaEpB7LmZqCMMigIBgNMionKoHf6gglObjsbnJ46E026FVed8jv0Oh92Kru5e/Oe9fw9fhJgxbjK+ExEVD60OL4dVggKkfNMybqGiYBCXt03BpV+ZFNcZk6iTJtHjibYvWRuFsUgf9092DOswGxgYwE9+8hNMnjwZl156Kf73f/8XS5YsgSzLGDt2LH71q1/h6KOPBgDMmTNH97NmzpyJmTNnaj63detWCIKAxx57DGvXroUoijj99NNx3XXXYciQITn/XcVAUBRUWgSMHVmFQb+MKocVJ9WPQIXNgmXPdUZNUQoXpoiCtu793VGf19LowuIEF8zJlghO9D4iMo5WufX4ZNy26i0snD0FC2ZNSbuzJdW6wGkRUTGkoiCBPd3VKYtV0oZSif7uXIo8VxRBwLCTRmPqxJGaZUAWBCx/tgMbtvbAbpNw4/ypePLlLu3YGvE+9TscQyqwrAjiJuM7EVHx0Wr7CEBGHVV6n6nV9jj5hFFY0DYFD+m0SdJtmzEW6eP+yZ5hHWb33HMPXn75ZZx66qkAgJ///OeYOHEirrrqKvziF7/APffcg5///OdZf8+2bdsgiiKOOeYYPPzww+ju7sZPf/pTbN26FY899hhEMfN1DywxS9tKkhj1dzEQRQtWtb+H+uNr0NXdF9WgB44UpisubEqy1G8Q1fb4vHD9HhmbP+zFJWc1YOKYmvDUpy3dfWhfuyPh+3KhGI9HqSvkMYktn2YjK8CAV4bb40elwwqnTYIkZP55udy3/R7tpb09PhnLnu3AshvOxFHD7BHPJN/wRJ8JRNchsoJwZ0Psa5av7sS1FzXr7ieW+xD19wcFAcufz3x/5pPZy6geq2RBdVTevtBOjD1/21rHo/21nQljq9b+T7WsFIJePZXr7WTZNZdiLp/5UC7np/r7BEGAIKQeHMKvFZD6+4Tov0t93+aSXvnM5lxNFNvSlagtN+booXgwZnAGkF2bxEwxU1WI+iLV6wgz7p9CydVxMKzD7C9/+Qu+//3v44ILLsDmzZvxySefYMmSJfjSl76EQCCAH/7whzn5nmuuuQbf+ta3UF1dDQBoaGiAy+XCV7/6VWzcuBHNzc0Zfa4oCqipqdR8rrrakfH2Ftq/9xzEhq09mDWjLmFC7w1dPfD6Zc3nVB5fAGOOro57vOejXtw4fyraX9sZ9fnN9S7cOH8qvP4AajTel0vFdDzKRb6PiV75NIOe/YN44NkNcUPfr7mkBa5h2e2bXOzbPd29us8nKu+5+Ey1TtKyoasHnkAQx45MPjqY5T5k0KffUEp1f+aa2ctopmLP34ljanRjq9b+z0f5y0Syeipf28mya7xSLZ+5UC7npySJsFjS6PA+PABBEtN7X+R7y2XfZivV8mnk/kzUlsskJiZjlpipJV/HIJ3rCDPvn0LJ9jgY1mG2f/9+1NXVAQD+/ve/w2KxhEebDR06FF6vNyffIwhCuLNM1dAQWh3ts88+y7jDLBhU0N/vjnpMkkRUVzvQ3z8IWU6c06sQUu11PjjgAwD4/Prb6/EGdJ+32yzo6xuIe7zSbsPj/7sl7k6C+u+r5jZpvi8XzHQ8KETrmOSjUa5VPs1CVoAHEoygeuCZDSnfXYst45V2C4YPc+bkfLfb9ENDovKei89U66REDg74dL+b5T5E3Q+H3H7d1yXbn/m6aDZ7Gc109Gfs+Zsstmrt/3yUv3SlUk/lejtZdjNTbjHUKOVyfqq/U5aDCAT0b5ZHkg/nMpaDabxPACySFH5vKe5bI8pnKudqrmc5xErUlsskJiZjhpgZK5/1RbrXEWbcP4WS7DikWj4N6zA75phj0NXVhalTp+LPf/4zTjrpJFRVVQEAXn31Vd0k/+n43ve+h/3792PVqlXhxzZu3AgAmDBhQlafHQgkqITkYMLnCkE3Xw0Ad8T89OpKG+w2CTar/lDFSoc1yQp5ouZvDshKXGeZqmNbDwJyEIE0hnxnwujjQfEKcUzMeszdgaDuiJ8BbwDOJFNhEpXxay5pgUWJ3reZrIrjsIoZlfdsPtNuk9DvCUBRgKULTg5P245dsclpt6T03Sz3IY4K/TCf6v7MBzMen4Ag6OZWiRVbvtSYqp63yWKr1v7PR/lLVyr1lMMq5WU7WXbNgcdAW7mcn4qiQEkjr1H4tQpSfp+gTvc7/PJy2be5kE07KNcJ4LXamZUO7bZHJjExGTPEzETycU6nex1h5v1TKNkeB8Mmi3/961/HXXfdha985SvYvHkzvv71rwMITaH8zW9+g//4j//IyfdccMEFeOONN/DQQw/ho48+wquvvoqbb74ZF1xwQUmunJkssV/Hjn1YfM/fsWTZ61h8z9+x4sWNWLpgOrb9ez+a612an6kWpkVzm9DS6Ip7Tm+FPLdHf3RDsueJSo3boz9aM9nzemX8gWc2QI4oirIgYNnznVFlftnqTshJOqnVpb3TLe+ZfuZVc5vw6Isbsfiev+O/H3wdt61ah67uPtw4fyrsNinqtQ5raeZZyJfKCilun6u4P6PJoogHn0scP5WYcqNVvtSYqp63W7r7ksTW+P2fj/KXrlTqKTNsJxERpS7ZdWJsnEsmUTvTapFw8gmj4l6fSUxMptxiUbrXEeW2f/LBsBFml156KWpra/HPf/4T11xzDc4777zQBlks+NGPfoSvfvWrOfmeM888E7/85S/x8MMP4+GHH8aQIUMwa9YsXHfddTn5fLMZ9Ov3Ol/2lclYuuDkqOT7L63djulTjsaEGaEpsloreQmKAgnpr6DitCcf3UBUTrItE4N+/ZxUA14ZTouQ9ao4mS7trUfrM+02Cx59cWPc6rtqPdTWOh7PrNnKwJ4hSQAWzW3C8tWdKS0XX64UQcDuXnfCEdGhxLhy+K6tWr60FrXZtfcQrphzIn759LtoX7sDN86fCiBxbNWSj/KXjlTrKaO3k4iIUpfsOnHQH4TTklqnWaJ25uYPetG5fS/mf2Uyvjx9LAQgPGug+9MDuPqiJjyU4zZJOcWiTK4jymn/5IOhvRXnn38+zj///KjH7rvvvqw+86677op77JxzzsE555yT1eeanToc9tCgfq+zxxfAbavWhf/dXO9C24w6HDXcCUDBd2dPQVBR4PFqF6Z0l/pNPmVDSvoZRKUk2zKR/M6SH84qG9xJG0Vy0qmf6Zb3VMR+ptsXiOoss9sktLWOD3dAjHZVYubnj4VNFFhXZIgNpcTU2CkHlaT53tyeQPi8HfSHVoBOtKjNVfOa8PD3Z6L/kA+VDguuubgZHl8grf2fj/KXqnTqKSO3k4iIEoudLjmQ5DpxYNAP5xBbSp+tdQPXbpPCcXHZsx3hx1saXfjF9WfAJgDIU5ukXGJRptcR5bJ/8qGgHWbLli3DxRdfjFGjRmHZsmW6rxUEAVdffXWBtqy4yRF3uu+97vS4EWSReYAqYhL/qXe8vzt7SsTFs4Aqa24KkzoMlKMbiEKyLRPJ7yxZoQgC9iRJ4Bl58R8pk5xn2RHCdVaFTcLQKhueerkrqgMiMgcjZYYNpXiRsfMnV56KUcOd+P5l0zRjJxAqe2r5OOj2o611PNpf26m5qM2KFzpx4/ypcFoO5wYJBotq/zN2ExEVN6+sxI0Au++/To+7MRkZ8+wVqbe0tG7gJoqLG7pCcXHx3CYIYJskG4zPhVfwDrPW1lZ2mOVQ5LSQG+dPxaMvboyqGJvrXbhx/lTc/cR6NI6pRTizZoSObT0IKgqA/CTf5+gGomjZlIlkd5YqKyQMeANJS7NWx1uuE8EmIwsCVrXH11ltM+qwccfecGdFqtNIiVIVGzuf+L/NeDdB7PT4ZLQ0ulBhs2DZc6GVqZYuOBkTx9REdexG2tDVgwOHvKhMkuDYzBi7iYiK00G3T3O6JKBg6YLpeHrN1riR0ZH5N1PhsFvjHksWF1OZ3UDJMT4XVkE7zLZs2aL5/5Q5dTjsJWc1JLzTDQAL2qbgGFcV1m/erfUx8HgDR0aV5QHvJBBFy7RM6N1ZuvaSFkhKEG5PIJxYVSsnk9aQ7WxznqUr0ffF5i6L3A42tChXUo2dba3j0dXdh6vmNmFlxA2pLd19aDy+Rvc7Bgb9qLRW5OcHFAhjNxFR8TlwyKuZlmN/vzdhzBNFYPG8ZiCYfDVBRRDQ1b0vrp3p8+u/N9HsBkof43PhGHblsWPHDt3nX3jhhQJtSXFTh8NOHFOTMFlxx7Ye1B0zFF6/jNV/2675GibfJyoe6p2lZTecgZ8tPg3LbjgD117UjBHDHABC5bl97Q60zaiLW42oud6FK+fEd34lW0xg0C9rPpcpve/r2NaDiWPiOyPU+k4RBLgDQew95IM7EEx7VSeiVGPnF088GosvbkZAlqNy7bWv3YHaarvud1Q64u++ExER5dvAoHZOTgXQb+v59HOcqQb9Mla+tCmunWlLMqqa15tUjAw7a+fOnYslS5bgG9/4RtTje/fuxQ9+8AO8+uqrmDNnjkFbVxwUQYCjInQIk/Xoe30y/veND6LysaiYfJ+o+MTeWZIi+owcVgmTxtXi7ifWo611PGa31oXzVPT2e2AVEDc7O5VlqnOZ8yzZ92nVaU67peDTRqm0qOdrxeFpJ8lip88vo7pCQp87+nz1+GT8c/NnOKnBFTWVU9XS6MLQqgoEvPoLCRAREeWSrCAc42LlagSY2xOAxyfHtTOHDanQjYu83qRiZFiH2QUXXIAf//jHWLt2Le644w4MHz4cf/zjH/HjH/8Ysixj6dKlRm1aUVAvGs8/LdSzn6xH3+ML4NxTxsIXCKa1tD0RFZ/IaZtayfO1GiuZLFOdTedVsu+LrdNaGl2w2yx48HAOqUiR00aJEok8Xy85qwEnNSSPnep5qnW+vvC37bhx/lQoCuLj6rwmDHHa0McOMyIiKhBZELD82Q7UH1+jmZYjecxLbWS0GhM9PjmqnamukikIYEJ6KhmGdZjdfvvtOPvss/E///M/mDVrFqZMmYLXXnsNZ599Nn7wgx9g5MiRRm2a6UXm/pndOh5tM+qw74AnYb6i5npXePUT9S6AAmBUjRMOq8jKi6gEpZsQNN1lqrPNeab3fWqdFfn9i+Y2wesPJJ02apU43J/ixZ6v7Wt34Of/2Yr3P+hNKdef1vmq3l1fOHsKvjt7Ctwef7icWUVOEyYiosKJjHPqgjZA9A2d3n4PWhpcmm2p5noXLFJqsStRG87jk/HndR/i6nnN8PgCTEhPJcHQ7MlnnHEGfvjDH2L//v1Yu3YtJk2ahNtuu42dZUlE5v5RG+x9Bz24/MIpaGmIzlfU0ujCV89qQPvaHeG7AL9/fSeOH1kFp0Vg5UVUwtRpmyOqbHBa9DvH1VFpLY3xdYjWXcFsc57pfd/ii5pwesvocH62xYdHrA0MJp82SqQl9nz1+GR80jOQMHY217tw+YUnhs/7ROfrpHG1aJ4wAk6LkFI5IyIiyget68PGMTVYuuBkfP+yabj/e2dg0thazEqQ37ZtRh0Oun0pfZdeG25h2xSIwWDK7U8iszPsVvz+/fvx05/+FC+++CJaWlrQ1taGX/7ylzjvvPPwgx/8AOedd55Rm2Z6kReFNqsIj0/Gky93YfXftqOtdTxmzTiSr2j0iErYRAH3XDuDvfxEpCudUWmZ5jxL9fsckghHzMo/mUwbJQK0z1eLJCSMnVu6+xAMBgHpyH1FLuNORERmFRvnYqdL/mzxaXDaLfjZb+Pz227p7sPdT6zHPdfOSPn7GBOpXBh2dfGVr3wFbrcbN954I7797W9DEAScffbZWLp0Ka6//nq0t7fj4YcfNmrzTC3yonBLd194OklsxdjS6Arl9OGys0SUolSXqc5V51U6y2KnNG2USIPW+RgZPyNjJxA6n86Zdlzc+chl3ImIyIxSaZepi0LFxjwgs6T8jIlUDgybknnsscdi9erV+M53vgNBCM2XHj58OB588EHcdddd+Ne//mXUppmeetEIhPKwxC7pCzC5IhHlV2Q9FCtfnVfpThslUmmdr4yfRERUKlJpl7EdRZQ+w0aYPf300xBF7f66Cy+8EF/84hcLvEXFI3IFvA1dPeElfS/+Uj1sFpFDYoko72LrIVW+G12cAkCZ0Dpf1eTEiy9uhpfJiYmIqIil2i5jO4ooPYZ1mImiiM8++wz/+te/4PMdSTAYDAYxODiI9evX47777jNq80xPBLBg1hQMnOWHvcKCCqsImygcGQrLSo+o5CmCEG7wVDqssKSYrDVXjGp0cQoAZSLyfB30BjDEaUNAVtDX74HTbsHwIRWhc5fnExERFSFJUXDtRc3wBII4OOBL2C6LbUcpANyBIDvQiDQY1mH2pz/9CTfeeCMCgUB4SqaiKOH/r6urM2rTTE+OWDZY1dLowndnn4hgMAi7zQIxGDRwC4ko3xLVA4vmNkESBLjT6MSK7HhLt6HEzisqJur5WmGt0Cw/V81tgj8QxCF3gptRREREJiYJwLEjh6CvbwCBQDBp/NJtT2q8N7bNaLdZ4PUHMDDIzjYqTYZ1mK1YsQKTJ0/Gj370I/y///f/EAgEcPnll+PVV1/Ffffdh5tvvtmoTTM1RaNSA4ANXT1Y8cJGNI6pQVd3H66+qAkWVlZEJUmvHli+uhOnNo3Gsmc7wo/rNXzSbSgRFTu98vPgc51oHFMTTojcXO/CV89qwMhhdogsD0REVEKStScXx6TY0GozNte70DajDnc/sR4en8w2JJUcw5L+f/DBB/jud7+LyZMn45RTTkFXVxfGjx+P73znO7jsssu4QmYCg345rlJTdWzrwcQxNejYFmr0BxPkiCOi4qZXD2zo6kFttT3useWrO6EcHsGrStZQin09USlIJY5G/vvpNVvx7va9LA9ERFRSkrUnB/1y+N+J2owd23rQ/tpOtLWOD7+PbUgqJYb1qIiiiGHDhgEAxo4di507dyJ4eBrhjBkzsH37dqM2zdTcnoDu8z5/aB92bOuB26v/WiIqTqnWA5FiGz5Aeg0lolKRbvnp2BbqhGZ5ICKiUpIsHkY+n87NJrYhqZQY1mFWV1eHd955B0Cow8zv92Pz5s0AgP7+/qiFAOgIp11/Fq3NeuSQugfZYUZUitKpByLFNozSaSgRlYpMyo/PH2R5ICKikpIsHkY+n+7NJsZMKhWGdZj9x3/8B+6//37ce++9qKqqwsknn4ybb74Zv/3tb/Hzn/8cJ5xwglGbZmoOq4SWRpfmc831Lmzp7gv/2+kwLEUdEeVROvVApNiGUToNJaJSkUn5sVlFlgciIiopevGwpdEFh1UK/zvdm02MmVQqDOswu/jii3HLLbfA7/cDAH784x/D6/Xi9ttvRyAQwC233GLUppmaoChYNLcprnJTEy62r90R/rezghUVUSlKVA+0NIYSlKv1QOxzkQ0fIL2GElGpSDWORj7e2+9heSAiopKi155cFJPwP52bTWxDUikxtEflG9/4Rvj/jzvuOPzpT39CX18famtro1734osv4swzz8TQoUMLvYmmJCkKFs9tCi/p6wsE0bl9b3h1kuZ6F66+qAliMHpobOwywFz2l6h4xdYDTrsVtUPtcLt9mDSuFhu64le9jC3vakNp+erOlF6fD6yXyAjx5ceCCpsFK1/aCI/vSN6VyFUy83leshwQEZERtOKhVgxK1GaMXCUTKGwb0qxkBfj3noM4OOBjTC8BphqCJAhCXGeZLMu46aab8Nxzz7HDLIKgKHBaRDirbAiKIqqbR6OlwYUqhxWOCktcZ5nWMsBc9pfIvFK5gI6sBywWEUOcNgS8/pQaPqpUG0r5wHqJjBRZfgAAwSAub5uCS78yGQODftgrJNhtEiyiiEFfIG/lg+WAiIiMFBcP02gz2m0WeP0B3Hb5KRnFyFK7YSQLApY/28GYXkJM1WGWiMKTKyFZELD8Of1CmWgZYHXZ38VlfheAyGyyvYBOteGT6etzgfUSmVGoLAhwDgmVBVkQsCxJjM0GywERERUTrZtNDkmEI4M2ZKndMGJML02G5TCj7CUrlIogANBfBpjL/hKZS6rlutixXiKzK0RZZDkgIqJyVIrtXcb00sQOsyKWaqFMtqwvl/0lMo9yCbasl8jsClEWWQ6IiKgclWJ7lzG9NLHDrIilWiiTLevLZX+JzKNcgi3rJTK7QpRFlgMiIipHpdjeZUwvTewwK2KpFkq9ZYC57C+RuZRLsGW9RGZXiLLIckBEROWoFNu7jOmliR1mRSzVQqkuAxz7Wi77S2Q+5RJsWS+R2RWiLLIcEBFROSrF9i5jemkqvq5bClML5fLVndjQFb+6SGSh1FoGuNiX7SUqRemU62LHeonMrFBlkeWAiIjKTam2dyVFwbUXNcMTCOLggI8xvQQY1mEWDAYhihzglq10GtpxywCz4BKZUjldQLNeIjMrVFlkOSAionJTqu1dSQCOHTkEfX0DCASCjOlFzrAeq4suugh/+ctfkr5OkiTceeedOPbYYwuwVcVJbWiPqLLBaRGLvpIhIpZrIrNgWSQiIsoPxlgyO8NGmH388ceoqqpK6bVz5szJ89YQERERERERERGFGDbC7Pzzz8eKFSvw8ccfG7UJRS0oijjkD2J3vxcD/iCCnN5KVBQUQYA7EMTeQz64A0EogmD0Jpka9xeZRey5CEHg+UlERGRSmcRoxnWKZdgIsw8//BDr16/Hl7/8ZdjtdtTW1kY9LwgC1qxZk/bnLl++HG+++SZ++9vfhh/bvHkzbr/9dmzatAnDhg3DpZdeigULFmT9G4wSEAQ8+GwHOrYdSZDYXO/C1Rc1wcJhrESmJQsClj/fiQ1b45ObSiy7cbi/yCxiz0W7TcLSBdPx7F+2ap6fXFGJiIjIOJm0IdnuJC2GDUs6+uijMWvWLFx44YU499xz8YUvfCHqz7Rp09L+zN/85je4//77ox7r6+vDt7/9bYwdOxbPP/88rrnmGvzyl7/E888/n6ufUlBBUcSDz3VGdZYBQMe2Hjz4XCdHmhGZlKIRhAFgQ1cPlq/u5B2sGNxfZBZa52Jb63g8vWZrwvNTZruaiLIkigIsFjGjP6LIGEnlK5M2JNudlIhhN0HvvPPOnH3W7t27ccstt+Cdd97BuHHjop575plnYLPZ8KMf/QgWiwXjx49Hd3c3Hn30UcybNy9n21Aobm8grrNM1bGtB25vAFVWdpoRmc2gX44LwqoNXT0Y9MtwWlh2VdxfZBZa5+LEMTV4Zs1Wzddv6OrBgFfGiEJsHBGVJFEUMKzGCSnDG+FyMIj9fW4Eg+y9p/KTSRuS7U5KxPBZA6+99hrWrVuH/v5+1NTUYOrUqZgxY0Zan/Hee+9h6NChaG9vx4MPPohPPvkk/Nz69esxbdo0WCxHfur06dOxYsUK7Nu3D8OHD8/ZbymEgUG/7vPuwQCqrLYCbQ0RpcrtCSR93lnFsqvi/iKz0DoXff5gkvfox2oiIj2iKEASRTz5f5uxp9ed1ntH1jrx9XMnQRQFdphRWcqkDcl2JyViWIeZz+fDokWL8Prrr0OSJNTU1KCvrw+PPPJIuEPLZkvtpJw5cyZmzpyp+dxnn32GhoaGqMdGjhwJANi1a1dWHWaWmF5mSRKj/s6HSodV93mnwxK3XeWqEMeD0lPIY2K2cuC0Jym7dmtW21xq53um+6vU9kOmimE/mK2MJqJ1LtqSjORWY7WZ97/ZFMM5W06KpXwWSqHPT/V7evoGsWvvQFrvFQ5PHctkW9X3CIIQ/px0vhMCUn+fEP03y37q9Mon69LM2pC5bKfzGJhDro6DYR1mDzzwAN555x387Gc/w/nnnw9JkhAIBPCHP/wBt956K5YvX47rrrsu6+/xeDxxHW8VFRUAAK/Xm/HniqKAmppKzeeqqx0Zf24yQWkQzfUuzWmZzfUuVFfZUJPH7y9G+TwelJl8HxO98mkUi9uHlkYXNnTFl92WRhdqh9oxxJn9natSOd+z3V+lsh+yZdb9YMYymojWubiluy9hLG5pdKGm2g7AvPvfzLjPjFdM5bPQCn1+SpIIi0VK+z1Adtua7veqU0clMYPtFbPf3nKSavks5/2ZSRsyH+30cj4GZpLtcTCsw+wPf/gDFi9ejLa2tiMbY7HgwgsvxL59+/DUU0/lpMPMbrfD5/NFPaZ2lDmdzow/NxhU0N8fPURakkRUVzvQ3z8IWdafrpEpEcDVFzXFJf5XV8kU5SD6+tK7E1WqCnE8KD1axyQfjXKt8mkGi+Y2Yfnqzqhg3NLowqJ5TQh4/ejzZj6NqxTP90z2Vynuh0zkaj/k66LZrGU0kdhzsX3tDixdMB2iCM3zUwnIAFD252E6WHYzU04x1EiFPj/V75PlIAKH65NUqduXybZm+r1yMBj+O+X3CYBFksLvLcWyb0T5ZF0akkkbMlftdB4Dc0h2HFItn4Z1mPX29mLy5Mmaz02ePBm7d+/OyfccddRR2LNnT9Rj6r9HjRqV1WcHAtoFIBRk8lc4LACuubgZbm8A7sEAnA4LnBUWiMEgAgHmKoiV7+NB6SvEMTHjMZcALJ7bhEG/HMqFYLfAYZUgBBUEcpRnpJTO92z2Vynth2yYeT+Ydbu0aJ2LTquU8PxUG2Zm3v9mxX1mDjwG2gp9fiqKAkVJr32gvj6bbU33e8OvVZDy+wR1Lubhl7Pspy6V/VTu+zOTNmSu2+nlfgzMItvjYNjE2uOPPx5vv/225nPr1q3D0UcfnZPvmTZtGt555x3I8pG7HW+++SbGjRtXdAn/I4nBIKqsIkZW21BlFSEGWRiJioGgKHBaRIyossFpESGk2RAuN9xfZBax5yIUhecnERGRSWUSoxnXKZZhHWb/8R//gUceeQSPPPIIdu3aBZ/Ph127dmHFihVYuXIl5s2bl5PvmTdvHg4dOoRbbrkF27dvx+rVq/HYY4/hiiuuyMnnExERERERERFRaTFsSubXvvY1vP/++7j33ntx3333hR9XFAVz5szB5ZdfnpPvGT58OFauXInbb78dc+bMgcvlwpIlSzBnzpycfD4REREREREREZUWwzrMRFHE7bffjm9/+9v45z//if7+fgwdOhRf+MIXMH78+Iw/96677op7rKmpCU8//XQ2m0tERERERERERGXCsA4z1YQJEzBhwgSjN4OIiIiIiKgkSFL6mXcyeQ8RUSkzrMNscHAQDz/8MP72t79hcHAQwZik9YIgYM2aNQZtHRERERERUXEZ4rQiGFRQXe0welOIiIqeYR1mt99+O55//nl84QtfwKRJkyCKvKNBRERERESUKXuFBaIo4KmXt2D3voG03ts4thZf+eI4CIKQp60jIiouhnWY/fnPf8Z//dd/5Sy5PxEREREREQF7et34pOdQWu9x1XBUGhFRJMOGdQUCATQ1NRn19UVFEQS4A0HsPeSDOxCEwrs+RJQnrG+IUsOyQkRERPnCdoY5GDbC7LTTTsPatWsxffp0ozahKMiCgJUvbcKY0UMxcUwNevu9GFJpxcgaJ6SYvG9ERNmQBQHLn+/Ehq094cdaGl1YNLcJkqJAEQQM+mW4PQE47RY4rBIERTFwi4mMkaisXD23CQKAfo+MPd29cFRYYLeILCdERESUsmRt8myxTZ86wzrMzjvvPPzwhz9Eb28vmpub4XDEDwG+8MILC79hJqIc7iz78vSxaH9tJ55ZszX8XHO9C1df1AQLT2wiygFFIzADwIauHqxs34QFbVPwUB4DN1GxSFRWNn/Qiz37PXj2L1tZToiIiCgjem3y5as7sXhuU1adW/nujCs1hnWYXXfddQCAF198ES+++GLc84IglH2H2aBfxpjRQ9H+2k50bIsuMB3bevBQDgoMEREQqm9iA7NqzNFD4zrLgNwFbqJikqistLWOx9NrtsbFa5YTIiIiSpVem3xDVw8G/TKclswya+W7M64UGdZh9pe//MWory4abk8AE8fURI0si5RtgSEiUrk9gYTPsR4iOiJRWWE5ISIiomzptcnV551Vtow+O5+dcaXKsA6zY445xqivLhpOuwW9/V7d12RTYIiIVE574nDg8+vnS2Q9ROUkUVlhOSEiIqJs6bXJU3leTz4740pVQTvMbrrpJixatAjHHXccbrrpJt3XCoKAO+64o0BbZk4Oq4Qqp1X3NdkUGCIilcMqoaXRhQ1d8XedWA8RHZGorNis+ndkWU6IiIgoGb02eUujCw6rBGQ4bTKfnXGlqqDj7datW4eBgYHw/+v9eeuttwq5aQWjtzxs7HMCgFG1TjTXuzQ/K1xgiCgtXKY5nqAoWDS3CS2N0fVNS6MLo2qccY9HPs96iPKlEGU13e9IVFZ6+z0sJ0REVBTYFs5evvahXpt8UZY5xtTOOC1sq2graBfiX//6V83/LxdBQcC72/eittoOnz+IQ4P+UAN7wggEAax8aRPGjB6KiWNq0NvvxZBKK46qceLqi5rw0OrOqF7mXBQYonJUjCvDZLv0c6rvlxQFi+c2hV/rsFvR1d2LGx9Yi2suaUEwiKiE5qyHKJ9kUcTuXjcOuf2wWUWs37IH3Z8ewMK2KTkrq7H1gd0mYeHsKWgcU4tBjz9heYktK067BU6rhOYJI7Cc8ZqIiEysEPG11OldT6TTwZKoja7Vzki3/a9F7YxjWyV1ho25O3DgAO6//37861//Qn9/f9zzgiBgzZo1BmxZnggC9uz34LV3d0VdcDbXu1B/XA2eXdOFL08fi/bXdkYlDW6ud2HxRU15KTBE5aYYV4bJtoMv3fcLigKnRYRjSAWWRbzv7ifWo611PGa31kEBMKrGCYdVNN3+otIQEAQ8+GxHXLxsm1GHle2bcHnblKzPvdj6wG6TcOP8qWh/bSeWPdsRfl2i8qKWlXCuD0WBBByO10F4fAHYbRaWEyIiMo1CxNdSl+x64tqLmlP6nGRtdK12Ri7kqzOuVBnWYfY///M/+Mtf/oIZM2Zg4sSJRm1GwfiCiuZy8x3bevCbP7yH80+rQ/trOzWfVy/k81FgiMpJsa0Mk20HXzbvj91XHp8c1Zm/7IYzGFgpLxRBwEPPd2rGQwBoHFOTk7Iae463tY7XjMPpdqgLioJqu4QxR1ejr28AgYD+YgBERESFUKj4WuqSXU8MeGWMSPIZRt/Ez1dnXCkyrMPsH//4B5YsWYJvfvObRm1CQXn9clzlpNqwtQeXnT858fMmvJAnKkbFtjJMth182by/2PYVlQ6987ZjWw9mt9bl5PyLPccnjqmJ6hSOxDhMRETFrlDxtdQlbyP7k35Gsd3EL2eGHYXKykqMGzfOqK8vOI9X1n1+MIWLUyLKTrGtDJNKp1W+ni+2fUWlI9l56/MHc3L+xX6Gz68/EoxxmIiIilmh4mupS95G1l9dHsi+DU+FY1iH2Te+8Q38+te/Dq+aWeoqHfoFhxenRPlXbCvDZFsvZPN8se0rKh3JztsqpzUn51/sOW6z6jeJGIeJiKiYFSq+lrpkbeTKiuT7kNf+xcOwDrP58+fjs88+w+mnn45LLrkEl112WdSfUpuq6bCK+gXLYUVzPS9OifIpn8s050O2nVbZvL/Y9hWVDr3ztrnehVG1zpycf7Hn+JbuPsZhIiIqWYWKr6UuWRtZEpJ/Bm9MFw/Dui6XLl2KDz74AOPGjUNFRQWUmMIZ++9il2wJVykYxNUXNeEhLvFKlFfFtDJMtks/Z/v+YtpXVDpSiZe5EnmOD3oDmDn1OKx4gXGYiIhKTyHja6nTbyMn7zHLto1OhWNYh9lf//pXXH/99bj88suN2oSCS3bxaeHFKVFBFNPKMNl2WmX7/mLaV1Q6CtlZGz7HLTYAjMNERFS6eDM0d7JtI/NYFAfDOsxsNhtOPPFEo77eMMkKFi9OiShWtvUC6xUqRkadtywvRERUyhjnzIPHwvwMy2F24YUX4qmnnkKQQz+JiIiIiIiIiMhEDBthVlVVhX/84x+YOXMmmpqaUFlZGfW8IAi44447DNq6/FAEgUMuiYoUyy+R8VgOiYiIShNjPJmRYR1mq1evRnV1NQBg06ZNcc8LQgrLSxQRWRCw/PlObNiqkWCRFQGRqbH8EhmP5ZCIiKg0McaTWRma9L9cKBoVAABs6OrB8tWdWMyVMIhMi+WXyHgsh0RERKWJMZ7MzLAcZuVk0C/HVQCqDV09GPTLBd4iIkoVyy+R8VgOiYiIShNjPJkZO8wKwO0JZPU8ERmH5ZfIeCyHREREpYkxnsyMHWYF4LTrz3xN9jwRGYfll8h4LIdERESliTGezIwdZgXgsEpoaXRpPtfS6ILDKhV4i4goVSy/RMZjOSQiIipNjPFkZuwwKwBBUbBoblNcRaCu/MEkhkTmxfJLZDyWQyIiotLEGE9mxvGNBSIpCq6e1wy3N4CBQT+qHFY4KiwQg0GjN42IkpAUBYvnNmHQL8PtCcBpt8BhleICuCIISV9DRJlJpRyyDBIRERWfVNva5YbtGuOxw6xAZEHA8uc6olYAUXvNJZ70RKYnKAqcFhHOKlvogZhyK2ssic0yTpRbeuWQZZCIiKh4JWtrlxu2a8yhbKZkfvLJJ2hsbIz78+yzz+b9uxWNkx0ILZO7fHUnFEHI+zYQUf6wjBMZi2WQiIiISgXbNeZRNiPMurq6UFFRgTVr1kCIOMGGDBmS9+8e9MtxJ7tqQ1cPBv0ynJay6bskKjks40TGYhkkIiKiUsF2jXmUTYfZ1q1bMW7cOIwcObLg3+32BJI+Hx56SkRFh2WcyFgsg0RERFQq2K4xj7Lpluzq6sKECRMM+W6nXb9fMtnzRGRuLONExmIZJCIiolLBdo15lM2e3rp1K1wuF77+9a/jww8/xJgxY7Bo0SLMmDEj48+0xAyDlCQx6m9VpSSipdGFDV3xwypbGl2orLBA4jTknEt0PMg4hTwmseUzn8xQxnm+h3A/hBTDfshlGTVDGYxUDPvfbLjPzKWQMbQYFPr8VL9HEISoVDKpCL9eQMHem9H7hOi/WfZTp1c+WZcaLxfHwGztmmKUq7JQFh1mPp8PH374IRwOB5YsWQKn04n29nZ897vfxa9//WuccsopaX+mKAqoqanUfK662hH32DWXtOCBZzZEnfQtjS5ce0kLRgyLfz3ljtbxIGPl+5jolc98MUsZ5/kewv0QYtb9kI8yapYyGMms+9/MuM+MZ0QMLRaFPj8lSYTFIqX3HlEM/12o9+biO1n2U5Nq+eT+NF62x8CM7ZpilO1xKIsOM5vNhrfffhsWiwU2W2iu75QpU7Bjxw6sWrUqow6zYFBBf7876jFJElFd7UB//yBkORj1nAXAtRc1Y8Arw+3xw2m3orJCgqQE0dc3kPFvo8T0jgcZQ+uY5KNRrlU+883oMs7zPYT7ISRX+yFfF835KKNGl8FIPA/Tx32WmVKJoWaX6fkpCAJEMf1hIKIooKrKDlkOIhCQ03qvHAyG/y7UezN6nwBYJCn83lIs+0aUT9alxsvVMTBTu6YYJTsOqZbPsugwAwCn0xn3WENDA15//fWMPzMQ0C4AoeAW/1xo+VdF/ReCQQWKosS9jnIr0fEg4xTimBh1zJ0WIZyEU5GD0E/ZmXtmOt8VQcCgXw4lJrVb4LBKEApU55lpPxjJzPshX9sVWwb9PA+LCveZOfAYaEvn/BRFAcNqHOERVJlQlPSvFcKvV1Cw92byPkGdi3n45Sz7qUtlP3F/Gi9Xx8Doa4tiEnntUemwQrBIWR+Hsugw27JlC772ta/h0UcfxdSpU8OPb9q0qWALAciCgOXPd0YtD9vS6MKiuU2Q2GlGRCWGdR6ZAc9DIjKKKAqQRBFP/t9m7OlNb8Re49hafOWL49LOQUZEVK5023xZfG5ZZANsaGhAfX09br31Vqxfvx47duzAnXfeiXfffRdXXnll3r8/KIrY3TeIc6aPxdIFJ+OSsxpgt0nY0NWD5as7D488IyI6QhEEuANB7D3kgzsQLKp6QtEIWABY51FeJCorPA+JyAz29LrxSc+htP70Hhg0erOJiOKY9fokn22+shhhJooiHn74Ydxzzz247rrr0N/fj8mTJ+PXv/41Ghsb8/rdsiBg+XMdUQevud6FG+dPxd1PrMeGrh4M+mU4uRoRER1W7KNiBv1yXMBSsc6jXNIrK74Az0MiIiKiXDDz9Uk+rz3KpqVYW1uLO+64A6+//jo6Ozvxu9/9Lmp6Zj4k6uns2NaD9td2oq11PADA7eFMZCIKKYVRMcnqNNZ5lAtJy4qiX1Z4HhIRERElZ/brk3xee5TFCDOj6PV0dmzrwezWOgCA087DQEQhpTA6K1mdxjqPciFZWQleoH+3k+chUfERxcxWnQRCqwsGg+YfpV2uJCmztg2PK1H+mf36JJ/XHmwt5lGynkyfP4iWRhccVgkogmlWRJR/qdwhUVfKMSuHVUJLowsbuuIDK+s8ypVkZcXjDfA8JCohoVUnnRmvOikHg9jf52bniskMcVoRDCqornZk9H4eV6L8M/v1ST6vPdhhlkfJejKrnFYsmttUsOXticj8SmF0lqAoWDS3CctXd0YFLjXPAes8yoVUygrPQ6LSkc2qkyNrnfj6uZMgigI7VkzGXmGBKAp46uUt2L1vIK338rgSFYbZr090rz3mNUHIon4w/5VXEUvW03lUrRNiMGjAlhGRWZXK6CxJUbB4bhMG/XLorpPdAodVYicF5UwqZUXgeUhUctRVJ6m08LgSmVcxXJ/EX3tYUTvUjoDXj0AWHWbmToRT5NSezpZGV9Tj6t1tdpYRUaxk9UYxXegLigKnRcSIKhucFrGotp3ML9WywvOQiIiIKHPFcn0S2eartksY4sx+mihHmOUZR1kQUbpYbxClhmWFyDiZJuBnknbKNS4YQJR/5drmYodZAag9neFEeCV+UhFR9lhvEKWGZYWo8LJJwM8k7ZQrXDCAqLDKsc3FDjMiIiIiIkpZpgn4maSdcokLBhBRvrHDjIiIiIiI0sZE7WQGPA+JKF+Y9D8PZAVwB4LYe8gHdyAIRUg/vwMRlTdFEFiPUFniuU9ERERU+oqhzccRZjnWs38QDzzbgQ1bjyy5qq4eIZXBHF8iyp4sCFj+fCfrESo7PPeJiIiISl+xtPk4wiyHZAV44JkNUQcdADZ09WD56k5T9pgSkbkoGsEDYD1CpY/nPlH5kCQRFkt6fzJdCTHb77VY/n97dx7eRLX+Afw72Zq2UChQNtEi0Ja1pcgmSxEQcKNIBZcrm4DAZRNEFi9XRFQQBWQtiIIb6gUEERU3+Km4IAJWFoUWEFAUS6EtpXuTzO+PkpA0e5pMJsn38zw+95JMk5OZ875n5syZcxRQXFvcwJ2/90Z5yfc8qROerA5LRNcF0jkfR5h5UVGZHhmZOTbfy8jMQUmFHhEqNp5EZF9Jhd6q8TBiHqFgxrpPFPyqu6qhv77XOCm81OUm36lOneDqmkTVE0jnfOww86Li0gon7+uuL8FKRGRDcanO6fvMIxSMWPeJgl91VjVMaFoHd3a7GYIHIw+88b2bv8zCP5cKIbr4qFB1yku+52md4OqaRNUXSOd87DDzogit2sn73N1E5JizPME8QsGKdZ8odHiyqmFMdPVHd1Xne3PyKv/W1Q4zb5SXfI8rbBJJL5DO+eQxzi1IRIYpkZwQY/O95IQYhKuVEpeIiAJNuJp5hEIT6z4RERFR8Aukcz52mHmRUgCm3J9sdfCNqz0IMlrtgYjkSRBFTExLZB6hkMO6T0RERBT8AumcTz5j3YJETO1wTB2ShKIyXeWzt1oVwtVKWR10IpI3pShicloiSir0zCMUUlj3iYiIiIJfoJzzscPMB5QCEKFSXJ+oTmYHnYjkTxBF5hEKSaz7RERERMEvEM75+EgmERERERERERGRGXaYERERERERERERmWGHGRERERERERERkRnOYeYhhUJAnTqRNt+LigqXuDTkCI+H/Pj6mDiKz2DH+l6J+6GSXPdDqMSoXPe/nHGf+Z878dkopgaUStfvv8dERwAAGtaLhEIhuFUuf/9tTHQERDfm1/F3eaX8W0//ThAE1Ksd7tHfVud7q/O39etU/p2/cpWr8clc6n88BvJQ3eMgiO5kfiIiIiIiIiIioiDHRzKJiIiIiIiIiIjMsMOMiIiIiIiIiIjIDDvMiIiIiIiIiIiIzLDDjIiIiIiIiIiIyAw7zIiIiIiIiIiIiMyww4yIiIiIiIiIiMgMO8yIiIiIiIiIiIjMsMOMiIiIiIiIiIjIDDvMiIiIiIiIiIiIzLDDjIiIiIiIiIiIyIzK3wUIVHq9Abm5RRavKRQC6tSJRG5uEQwG0U8lIyMeD/mxdUxiYmp6/XtsxWewY32vxP1QyVv7wRfxCQR/jLIeuo/7zDNsQ6XB+ul9obBP/RGfobBf5Y7HQB6cHQdX45MjzLxIoRAgCAIUCsHfRSHweMgRj4nvcN9W4n6oxP3gX9z/7uM+Izlj/fQ+7lPf4H71Px4DefDWcQjIDrPLly9j5syZ6Nq1K5KTkzFu3DicOnXK7vZ5eXmYMWMGOnXqhE6dOuGpp55CcXGxhCUmIiIiIiIiIqJAEZAdZv/+97/x559/4tVXX8X7778PrVaLUaNGoaSkxOb2U6dOxZ9//ok33ngDK1euxPfff49nnnlG4lITEREREREREVEgCLgOs7y8PDRp0gTPPvss2rVrh+bNm2PixInIycnByZMnrbbPyMjATz/9hEWLFqFNmza49dZbsWDBAnz44YfIzs72wy8gIiIiIiIiIiI5C7gOs+joaCxbtgxxcXEAgEuXLmHDhg1o2LAhWrRoYbX9wYMHERMTg+bNm5te69y5MwRBwKFDhyQrNxERERERERERBYaAXiXzqaeewpYtW6DRaLB27VpERERYbZOdnY1GjRpZvKbRaFC7dm1cuHBBqqICAERBQEmFHsWlOkRoVQhXKyGIXDmDiIITcx7JAeshkf8xDomIKBAFdIfZyJEj8cADD+C9997DpEmT8O6776JNmzYW25SUlECj0Vj9bVhYGMrKyqr1/SqV5QA9pVJh8b/myvQi0rcdQUZWjum15IQYTExLRJiSK2j4gqPjQf4h5TGpGp/BTm713V85T277wV8CYT9IEaOsh4GD+0xevBmfwXAOzPrpfdynnnMUn9yv/sdjIA/eOg6CKAb+7R2DwYCBAwciMTERixYtsnjv2WefxZEjR7B161aL12+99VaMHz8eo0aN8ug7RVGEILjWyF8tLsdLmw4iIzPH6r3khBjMHNYRNSOsO/WIyDPuxCd5H3MeOSNFjLIeEnnGm/HJOCTyLp7jEkkr4EaYXb58Gfv27cOdd94JpVIJAFAoFGjevDkuXrxotX3Dhg2xe/dui9fKy8uRn5+PBg0aeFwOg0FEQUGxxWtKpQJRUeEoKCiBXm8wvV5Qqrd5ogAAGZk5yL1SCl1ZhcdlIdvsHQ/yH1vHJDo60uvfYys+g52c6rs/c56c9oM/eWs/+CI+AWlilPUwsHCfeUbubWiwnAOzfnpfKOxTf8RnKOxXueMxkAdnx8HV+Ay4DrOLFy9ixowZqFu3Lm699VYAQEVFBX777Tf06dPHavtOnTphyZIlOHfuHGJjYwEA+/fvBwB06NChWmXR6WwHgF5vsHivuNTxiUBxaQUiVLxT4CtVjwf5nxTHJFSPuRzquxxynhz2gxzIeT/4ulysh4GJ+0wevHUM5BCH3sT66X3cp+5zZX+FadVQq5ROtyuv0ONqQYk3ikVVsG7LQ3WPQ8B1mLVs2RI9evTAM888g+eeew5RUVFYt24dCgoKMGrUKOj1euTm5qJmzZrQarVISkpChw4dMH36dMyfPx/FxcV4+umnce+991ZrhJk7IrSOd7Oz94mIAglzHskB6yGR/zEOifxDrVJi9qq9TrdbPCVFgtIQBa6Am4lOEAQsX74cXbt2xbRp0zB06FBcuXIF77zzDho3bowLFy6gR48e2LVrl2n71atXo0mTJhg5ciSmTZuGlJQUzJ8/X7Iyh6uVSE6IsfleckIMwtXOe/+JiAIFcx7JAeshkf8xDomIKJAF5G2dmjVrYv78+TY7vZo0aYLMzEyL1+rWrYuVK1dKVDprgihiYloi0rcfsZjHwbhCEJfVJqJgwpxHcsB6SOR/jEMiIgpkAdlhFoiUoojJaYkoqdCjuFSHCK0K4WolTxSIKCgx55EcsB4S+R/jkIiIAhU7zCQkiCIiVApE1Li2fDZPFIgoiDHnkRywHhL5H+OQiIgCUcDNYUZERERERERERORL7DAjIiIiIiIiIiIyww4zIiIiIiIiIiIiM+wwIyIiIiIiIiIiMsMOMyIiIiIiIiIiIjPsMCMiIiIiIiIiIjLDDjMiIiIiIiIiIiIz7DAjIiIiIiIiIiIyww4zIiIiIiIiIiIiM+wwIyIiIiIiIiIiMsMOMx/Qi0CxzoBLheUo1hkgCoK/i0REAUYUBOYRCkms+0TyxhglIqJQofJ3AYJNTn4JVm09jIysHNNryQkxmJiWCKUo+rFkRBQo9IKA9G1HmEco5LDuE8kbY5SIiEIJR5h5kV4EVm3JsDiJAICMzBykbz/CO3BE5JRo42IEYB6h4Me6TyRvjFEiIgo17DDzoqIyPTIyc2y+l5GZg5IKvcQlIqJAU1Kht7oYMWIeoWDGuk8kb4xRIiIKNeww86Li0gon7+skKgkRBSpneYJ5hIIV6z6RvDFGiYgo1LDDzIsitGon73PKOCJyzFmeYB6hYMW6TyRvjFEiIgo17DDzosgwJZITYmy+l5wQg3C1UuISEVGgCVczj1BoYt0nkjfGKBERhRp2mHmRUgCm3J9sdTJhXD1I4OpBROSEIIqYmJbIPEIhh3WfSN4Yo0REFGo4dtrLYmqHY+qQJBSV6VBcqkOEVoVwtZInEUTkMqUoYnJaIkoq9MwjFFJY94nkjTFKREShhB1mPqAUgAiVAhE1NJUv8CSCiNwkiCLzCIUk1n0ieWOMEhFRqOAjmURERERERERERGbYYUZERERERERERGSGHWZERERERERERERm2GFGRERERERERERkhh1mREREREREREREZthhRkREREREREREZIYdZkRERERERERERGbYYUZERERERERERGSGHWZERERERERERERm2GFGRERERERERERkhh1mREREREREREREZthhRkREREREREREZIYdZhIQBQHFOgMuFZajWGeAKAj+LhIRyRzzBpFrGCtE8sX4JCKiQKbydwGCnV4QkL7tCDKyckyvJSfEYGJaIpSi6MeSEZFcMW8QuYaxQiRfjE8iIgp0HGHmQ6KNEwUAyMjMQfr2I7zLRkRWmDeIXMNYIZIvxicREQUDdpj5UEmF3upEwSgjMwclFXqJS0REcse8QeQaxgqRfDE+iYgoGLDDzIeKS3XVep+IQg/zBpFrGCtE8sX4JCKiYMAOMx+K0DqeIs7Z+0QUepg3iFzDWCGSL8YnEREFg4DsMMvPz8e8efOQkpKCDh064KGHHsLBgwftbv/BBx8gISHB6r9z5875tJzhaiWSE2JsvpecEINwtdKn309EgYd5g8g1jBUi+WJ8EhFRMAjIDrPHH38chw8fxrJly/D++++jTZs2GDNmDE6fPm1z+8zMTHTu3BnfffedxX9NmjTxaTkFUcTEtESrEwbjCkECVwgioiqYN4hcw1ghki/GJxERBYOAGw997tw5fP/993jvvffQoUMHAMDcuXOxd+9efPzxx3jssces/iYrKwstW7ZETIztO12+pBRFTE5LREmFHsWlOkRoVQhXK3miQER2MW8QuYaxQiRfjE8iIgp0AddhFh0djfXr16Nt27am1wRBgCiKuHLlis2/yczMxIABA6QqohVBFBGhUiCihqbyBZ4oEJETzBtErmGsEMkX45OIiAJZwHWYRUVFoVevXhavffrpp/jjjz/Qo0cPq+1zc3Nx6dIlHDhwAG+//Tby8/ORlJSEJ554AjfffHO1yqJSWT7RqlQqLP6X/IvHQ36kPCZV4zPYsb5X4n6oFAj7IZhjNBD2v9xwn8lLMMenJ1g/vY/71HOO4tN8fwqCUO3PI/exbsuDt45DwHWYVXXo0CH85z//Qd++fdGnTx+r97OysgAASqUSixcvRnFxMdLT0/Gvf/0LH330EerVq+fR9yoUAqKjI22+FxUV7tFnkm/weMiPr4+Jo/gMdqzvlbgfKsl1P4RKjMp1/8sZ95n/hUp8eoL10/u4T93jTnyqVK4trsF49w3WbXmo7nEI6A6z3bt344knnkBSUhKWLVtmc5uuXbvip59+Qq1atUyvrVmzBr1798b27dsxbtw4j77bYBBRUFBs8ZpSqUBUVDgKCkqg1xs8+lzyHh4P+bF1THzRSNuKz2DH+l6J+6GSt/aDr06igz1GWQ/dx33mGbah0mD99L5Q2Kf+iE/jfgUAnU7v0mfm5RV5pWxUKRTqdiBwdhxc7nj2dsGksmnTJjz//PPo168flixZAo1GY3db884yAIiIiECTJk2QnZ1drTLodLYDQK832H2PpMfjIT9SHJNQPeas75W4HyrJeT/ItVzeJOf9L1fcZ/LAY2Ab66f3cZ+6z9X9Jbo4ZyD3v2+wbstDdY9DQD5Y++677+LZZ5/Fww8/jOXLlzvsLHv33XfRpUsXlJaWml4rLCzE2bNn0aJFCymK6xWiIKBYZ8ClwnIU6wwQXXwmnYjIW5iHiJwTBQEFpXpknsvF1TI944RIJtiGERGRuwJuhNmZM2ewcOFC9OvXD+PHj8fly5dN72m1WkRERCA3Nxc1a9aEVqtF7969sXz5csyaNQtTpkxBaWkpli1bhjp16mDw4MF+/CWu0wsC0rcdQUZWjum15IQYTExLhJKrDRGRBJiHiJxjnBDJE2OTiIg8EXAjzD7//HNUVFTgyy+/RI8ePSz+e/7553HhwgX06NEDu3btAgA0atQIb775JoqKivDQQw9h1KhRqFmzJt566y1otVo//xrnRBsNPABkZOYgffsR3h0jIp9jHiJyjnFCJE+MTSIi8lTAjTCbMGECJkyY4HCbzMxMi3+3atUKGzZs8GWxfKakQm/VwBtlZOagpEKPCC4FTEQ+xDxE5BzjhEieGJtEROQptg4yV1yqq9b7RETVxTxE5BzjhEieGJtEROQpdpjJXITW8SBAZ+/LRbBPtBrsv49Ck7Feh2mUDrfzVh5iHFEgC5b22l2BHLeBXHZyXSjFZqDUaS6OQkSBQvIWoqSkBIWFhahduzbUarXUXx9wwtVKJCfEICPTeih5ckIMwtVKQOaTlQb7RKvB/vsoNJnX6/tvj0dSXAwOn/RdHmIcUaALhvbaXYEct4FcdnJPqMRmoNTpQCknEREg4QizgwcP4oEHHsAtt9yClJQUJCYm4oEHHsCPP/4oVRECkiCKmJiWiOSEGIvXjQ2LIPOGJdgnWg3230ehqWq93rn3NFJ7NkNSnG/yEOOIgkGgt9fuCuS4DeSyk/tCITYDpU4HSjmJiIwkGWH2888/Y9SoUbjxxhsxceJE1KtXDxcvXsQnn3yCsWPH4u2330ZycrIURQlISlHE5LRElFToUVyqQ4RWhXC1MiAa+GCfaDXYfx+Fpqr1urRcj5c2HURqSnMMSmmGSK0akeHey0OMIwoW19trA0rLddBqVAhXKwKivXZXIMdtIJedPBPI59KuCJQ6HSjlJCIykqTDbPny5ejYsSM2bNgApfL6XDiTJ0/GmDFjsGrVKmzcuFGKogQsQRQRoVIgooam8oUAaeBdmWjV9JsCULD/PgpNtup1abkeW3ZnAQBenNyj8oTWS3mIcUTBRBBFRGmViG0Uhby8Iuh0Bn8XyScCOW4DuezkuUA9l3ZFoNTpQCknEZGRJB1mR48exdKlSy06ywBAoVBg2LBhmD17thTFID8I9olWg/33UWiSul4zjogCTyDHbSCXnciWQKnTgVLOUKLTG1C3bg2n25VX6HG1oESCEhHJiyRZKTIyEjqd7TsKFRUVEIPoDg9ZCvaJVoP991FokrpeM46IAk8gx20gl53IlkCp04FSzlCiUiowe9Vep9stnpIiQWmI5EeSh8Q7dOiAdevWoaioyOL1wsJCrF+/Hh07dpSiGOQHwT7RarD/PgpNUtdrxhFR4AnkuA3kshPZEih1OlDKSURkJMkIsxkzZiAtLQ233347brvtNsTExCAnJwdff/01ysrKsHDhQimKQX4S7BOtBvvvo9Akdb1mHBEFnkCO20AuO5EtgVKnQ2lxFCIKfJJ0mMXGxmLz5s1YvXo19u7diytXrqBWrVro0qULJk+ejBYtWkhRDPKjYJ5oFQj+30ehSep6zTgiCjyBHLeBXHYiWwKlTofK4ihEFPgkm1mxRYsWWL58uVRfR0RERERERERE5BGfdZjt2LEDvXr1QnR0NHbs2OF0+3vvvddXRSEiIiIiIiIiInKZzzrM5syZgy1btiA6Ohpz5sxxuK0gCOwwC3KiIMh+TgUiKTEmiEjumKeI5I9xSkTkOz7rMNuzZw9iYmJM/59Cl14QkL7tCDKyri8hbVwNR8kGnUIQY4KI5I55ikj+GKdERL6l8NUH33DDDdBoKiecPHDgACIiInDDDTdY/afRaLBr1y5fFYP8TLTRkANARmYO0rcfgSgIfioZ+YooCCjWGXCpsBzFOgOPcRWMCe9hXSPyDeYp/2FeI1cxTqXH+CQKPZJM+v/kk09i8+bNiI6Otnrv+PHjWLlyJR599FEpikISK6nQWzXkRhmZOSip0CNC5bN+W5IY73Q6x5jwDkd1jYiqh3nKP9iGkjsYp9JifBKFJp91mI0fPx6nTp0CAIiiiEmTJplGnJm7fPkybrrpJl8Vg/ysuFTn9H3T0tcU0Jzd6ZzMjgwAjAlvcFbXZg7r6KeSEQUH5inpudKGcl4qMsc4lQ7jkyh0+bTDbOvWrQCADz74AK1bt0adOnUstlEoFIiKikJaWpqvikF+FqF1XMWcvU+Bw5U7nWoljzdjovqc1bUrhWWIVPOuOpGnmKekx9FC5C7GqXQYn0Shy2eZtEOHDujQoYPp3xMnTsSNN97oq68jmQpXK5GcEIOMTOtGJjkhBuFqJcA7MkHBlTudUTx5Y0x4gbO6VlRSgUh1mESlIQo+zFPS42ghchfjVDqMT6LQJUlX+KJFi+x2lhUXF2Pv3r1SFMPvQnGiSEEUMTEtEckJMRavG5/55/Dl4ME7na7FOGOi+pzVpchwtUQlIbkJxXbWF5inpBfqbShj132MU+mEenwShTJJovvvv//GU089hQMHDqCiosLmNsePH5eiKH5TnYkiRUFASYW+8u6FVoVwtTKgGkGlKGJyWmJA/wZyzqU7nUHMnRiXc0wEQr5xVtdq1QiDrsx2W0PBS+oJmQMhVqpDznkqGIXyaCEpYzfY4pZxKo1Qjk+iUCdJh9nChQuRkZGB+++/Hz///DPCw8PRvn17fP/998jKysKqVaukKIbfVGeiyGBZkUUQRUSoFNeHKwdQ2ck1xjud6duPWJxQWN7pDM47xp7EuBxjIlDyjcO6dl8iakZokMcOs5Ai9YTMgRIr1SXHPBWsXGtDg4+UsRusccs49b1QjU8ikqjD7MCBA5g2bRpGjBiBd955B7t378bMmTPx+OOPY/To0dizZw/69u0rRVH8wtOJIrkiCwWaUL3TGQyTwQZavrFX19SK4OyUJcekjEGuCEy+EoptqFSxG2htHMlPKMYnEUk0h1lRURFatWoFAGjevLnp8UulUomHH34YP/74oxTF8BtXJoq0xZWTCCK5Md7prFdDgwiVIiROJDyNcTkJxHwTinWNbJMyBgMxVihwhFpekyp2GbfkDaEWn0QkUYdZ/fr1kZNT2UjFxsbiypUruHjxIgCgVq1auHz5shTF8BtPJ4oMhotwolAQDJPBMt9QIJMyBhkrRN4jVewybomIyBOSdJj16tULK1aswM8//4xGjRqhYcOG2LhxIwoLC7Ft2zY0aNBAimL4jXGiSFscTYYeDBfhRKHA0xiXE+YbCmRSxiBjhch7pIpdxi0REXlCkg6zqVOnIioqCitXrgQATJ8+HW+99RY6deqEjz76CI888ogUxfAbT5d9DoaLcKJQEAxLuzPfUCCTMgYZK0TeI1XsMm6JiMgTktxOqVWrFrZu3Wp6DDM1NRWNGzfGL7/8gsTERHTu3FmKYviVqxNFmi93HRmuwr/TErGWK7IQyZ6cJ4M1zyv2ysUVoCjQeSsGncVLKK8ITOQL3m4/7cUw2zgiInKXJB1mQ4YMwaRJkyxWwuzYsSM6duwoxdfLhrNln20td92lTQNMvC8JZeU62V2EE5ElOS7tbiuvGC8QlFXKJ+dOPyJXVDcGXY0XxgqRd3mr/XQWw4xbIiJyhySPZP7555+oUaOGFF8VsOwtd73/12ykbzuMcLWSK7IQkVvs5ZWMzBykbz8CUbAeBcMVoChUuRsvjBUieXElhhm3RETkDkk6zO6++2688sor+PPPP6X4uoDE5a6JyNuYV4hcx3ghCmyMYSIi8jZJHsk8e/YsDh48iP79+0Or1aJOnToW7wuCgN27d0tRFNlyZblr0zB1IiIXMK8QuY7xQhTYGMNERORtknSYNWrUCAMHDpTiqwIWl7smIm9jXiFyHeOFKLAxhomIyNskaTkWLVrk8rY7duxA7969UatWLR+WSH6My12br9xjZFrumvMsEJEbmFeIXMd4IQpsjGEiIvI2SeYwc5Ver8eTTz6J8+fP+7sokjMud52cEGPxOpe7JiJPMa8QuY7xQhTYGMNERORtshubLIZwY8blronI25hXiFzHeCEKbIxhIiLyJtl1mIU643LXpklJ2cATUTUxrxC5jvFCFNgYw0RE5C2yeiSTiIiIiIiIiIjI39hhRkREREREREREZCYgO8zy8/Mxb948pKSkoEOHDnjooYdw8OBBu9vn5eVhxowZ6NSpEzp16oSnnnoKxcXFEpaYQoEoCCjWGXCpsBzFOgNEQfB3kSjIsI4RUahh3iMKLYx5IpKTgJzD7PHHH8fly5exbNky1KlTB++++y7GjBmD7du3o3nz5lbbT506FWVlZXjjjTdQUFCAuXPn4plnnsHixYv9UHr/EQWBk6D6iF4QkL7tCDKyri9lblyVScl9TF4QrHWMeYmIcWBPsOY9Ch2Mbfcw5olIbgKuw+zcuXP4/vvv8d5776FDhw4AgLlz52Lv3r34+OOP8dhjj1lsn5GRgZ9++gm7du0ydaYtWLAAY8eOxeOPP44GDRpI/hv8gQ2Q74g29i0AZGTmIH37EUzmUuZUTa7UsUDEvETEOLCHbSsFOsa2exjzRCRHAfdIZnR0NNavX4+2bduaXhMEAaIo4sqVK1bbHzx4EDExMRYjzzp37gxBEHDo0CFJyuxvzhogDnWunpIKvdW+NcrIzEFJhV7iElGwCcY6xrxExDhwJBjzHoUOxrb7GPNEJEeSjDBbvXo1hg4danM01/nz57Fx40bMmzcPSqUSixYtQpMmTex+VlRUFHr16mXx2qeffoo//vgDPXr0sNo+OzsbjRo1snhNo9Ggdu3auHDhgoe/qJJKZdnfqFQqLP5XLgpKnTVABkRplRKXyvekOh7FheWO3y/VIaq21qdlCBRSxkjV+AxkrtSx6EgNAPnlH3t8lZfkmoelFgj7IZhitCpX93+ots+2VN1nbFv9K5jj0xPu5lTGtnOMec85ik/zOiq42DHr6nbMC64JhHOwUOCt4yBJh9maNWuQkpJis8Ps8OHD2Lp1K+bNmwcAGDx4sFuffejQIfznP/9B37590adPH6v3S0pKoNForF4PCwtDWVmZW99lTqEQEB0dafO9qKhwjz/XFy6ey3X4fmm5DrGNoiQqjfR8fTyKKgwO368ZqbFbV0KVr4+Jo/gMRK7UMeM+lVv+scfXeSlQ9oOvyXU/BFuM2uNs/4d6+2yLcZ+xbfWfUIlPT7iaUxnbrmPMu8ed+FSpXOuUdXU77n/3yPUcLNRU9zj4rMPswQcfxOHDhwEAoijigQcesLttu3btPPqO3bt344knnkBSUhKWLVtmcxutVovycus7FmVlZYiIiPDoewHAYBBRUGC50qZSqUBUVDgKCkqg1ztO+lLSahwfZq1Ghby8IolKIx2pjodWpUByQgwyMq3vJCYnxECrUgTl/vWErWPii8bXVnwGMlfqWEFBiSzzjz2+yktyzcNS89Z+8NXJcbDFaFWu7v9QbZ9tqbrP2La6hm2oNNzNqYxt50Ih5v0Rn8b9CgA6nWuPsbq6XaDtf3/huag8ODsOLnc8e7tgRs8//zw+/fRTiKKINWvW4L777kPDhg0ttlEoFIiKikL//v3d/vxNmzbh+eefR79+/bBkyRKbo8gAoGHDhti9e7fFa+Xl5cjPz6/2hP86ne0A0OsNdt9zxFcr6YSrHTdA4WqFR+UNFJ4eD3dMTEtE+vYjFvvYOLGrqDdA59NvDzxSHJNgq9PO6pj+2mh6b+/bQM1LUtSxQCDn/SCXcvlyFTtn+z/U22dbzPcZ21b/CeR658+YNmJsu44x7z5X647oYr13dTvWWffI+RwslFT3OPisw6x58+aYPHkygMrnoqvOYabT6aBQKKBQuP9M6bvvvotnn30Ww4cPx3/+8x+Hn9GpUycsWbIE586dQ2xsLABg//79AGBaZVMOfLmSjiCKDhsgrjhTfUpRxOS0RC4dTj7jjzrGvETBzt+r2DEOHGPbSu7yd0wbMbY9w5gnIrmRZA6zyZMnY+3atTh48CA2bNgAoHLusWnTpmH8+PEYNWqUy5915swZLFy4EP369cP48eNx+fJl03tarRYRERHIzc1FzZo1odVqkZSUhA4dOmD69OmYP38+iouL8fTTT+Pee++t9ggzb5FiGWU2QL4niCIiVApE1Lg22pH7lrxMyjrGvETBToo67grGgWNsW8lVcolpI8a2ZxjzRCQnkizd8Nprr2H16tWIj483vRYbG4tBgwZh6dKl2Lx5s8uf9fnnn6OiogJffvklevToYfHf888/jwsXLqBHjx7YtWsXgMrRbatXr0aTJk0wcuRITJs2DSkpKZg/f763f6bHpFpG2dgA1auhQYRKwQabiOxiXqJgJ1UddwXjgKj65BTTRoxtIqLAJskIsy1btmD69OkYO3as6bWGDRtizpw5qFOnDt566y2HiwKYmzBhAiZMmOBwm8zMTIt/161bFytXrnS/4BIpLnX8RH5xqe76XRYiIgkwL1GwYx0nCi6MaSIi8jZJRphlZ2ejTZs2Nt9r164dzp8/L0UxZCtC67jf0tn7RETexrxEwY51nCi4MKaJiMjbJOkwu/HGG/HDDz/YfG///v1Wq2eGmnC1EskJMTbfq1xJRylxiYgo1DEvUbBjHScKLoxpIiLyNkk6zB566CFs3LgRixcvxqFDh3D27Fn8/PPPePHFF/Haa6/hoYcekqIYsmVcSadqI8+VdCyJgoBinQGXCstRrDNAFAR/F4koaPkiLzGGSU7Y9rqOsUuBgDEtDeYDIgolkoxNfvjhh/HPP//g9ddfxxtvvGF6XalUYuTIkW6tkhmsuJKOY3JZJpwolHgzLzGGSY7Y9jrH2KVAwpj2LeYDIgo1kj3MP2PGDIwbNw6//PIL8vPzERUVhcTERERHR0tVBNnjMsq2yW2ZcKJQ4o28xBgmOWPbax9jlwIRY9o3mA+IKBRJ8kimUWRkJGJiYlCrVi3ccsstEDiEl1wgx2XCich1jGGiwMTYJSIj5gMiCkWSjTD78MMPsXTpUuTk5EAQBGzduhWrVq2CWq3G0qVLodFwmWd3iIIQMsPNuUw4BZNQil0jxjAFq2CPZ8YukSW9CBTrDEEb844wHxBRKJKkw2zXrl2YPXs2UlNT0bt3b0yfPh0A0L9/fzzzzDNIT0/HtGnTpChKUAi1+QO4TDgFi1CLXSPGMAUjR/EcLDWasUt0XU5+CVZtPRxybbgR8wERhSJJHslct24dHnzwQbz44ovo37+/6fW0tDRMnjwZn3zyiRTFCArO5g8IxpVquEw4BYNQjF0jxjAFG2fxrA+Sa2fGLlElvQis2pIRkm24EfMBEYUiSTrMzpw5g379+tl8LykpCdnZ2VIUIyiE4vwBobBMOJfoDn7eit1ArCuhEMMUWpzFc1FZcLTF/o7dQMx3FJyKyvTIyAyt8++q/J0P3MX8QUTeIMnY2bp16+L06dPo3r271XunT59G3bp1pShGUAjV+QOCeZnwUH1ML9R4I3YD+QvP6t4AAGtCSURBVBGwYI5hCj3O47lCopL4nr9il20jyYmzmA7W8++qAqUtZ/4gIm+RZITZXXfdhZUrV+Kzzz5DeXk5AEAQBBw7dgzp6em44447pChGUAjl+QOMy4TXq6FBhEohu8bZE6H8mF6oqW7sBsMjYMEYwxSanMezWqKSSEPq2GXbSHLjLKaD+fy7Krm35cwfRORNknSYTZs2De3bt8e0adNwyy23AACGDx+OoUOHomnTpnjsscekKEZQ4PwBwSUUH7ENVdWN3VB5BIwoEDiL58gwtsXVwbaR5CYyjOffgYL5g4i8SZIOM41Gg9deew0bNmzA6NGjMXToUDzwwANYu3Yt3nrrLWi1WimKERQCbf4AcsyVx/QoOFQ3dkPpETAiuXMWz0oOYKgWto0kN0oBmHJ/Ms+/AwDzBxF5k6Tjh7t3746OHTvi6tWrqFWrFtTq4HpkQSqBMn8AORfKj9iGourEbqg9AkYkd47jmT1m1cG2keQopnY4pg5JQlGZjuffMsb8QUTeJMkIMwD46quvMHToUCQnJ6Nnz55ITk7GyJEj8fPPP0tVhKAi9/kDyDV8xDb0eBq7fASMSH7YFvsG20aSK6UAxrzMMX8QkTdJ0mH26aefYuLEidDpdJg8eTLmz5+PCRMmID8/HyNGjMDBgwelKAaR7PARW3IVHwEjolDBtpGIPMX8QUTeJMmY1PT0dAwYMADLly+3eH3y5MmYMmUKli5divfee0+KohDJDh+xJVfxETAiChVsG4nIU8wfROQtkoww++OPPzBkyBCb791///04fvy4FMUgki0+1kOuYl0holDBfEdEnmL+ICJvkKTDrHnz5jh69KjN986cOYMmTZpIUQwij4iCgGKdAZcKy1GsM0AUOJKHqCrGCRExDxCRtzGvEJE/SfJIpnHOMgBITU1F/fr1kZ+fj//7v//DypUrMX/+fPz999+m7Rs3bixFsQKaKAgcZiwBvSAgfdsRZGTlmF4zzRnF/U0EwLdxwlxHcsG66BjbSwoFehEo1hmYByTCvEJE/iZJh9n9998PAFixYgVWrlxpel28luhmzpxpsT0f0XSMjYc0RBv7GQAyMnOQvv0IJnPiUCKfxglzHckF66JjbC8pFOTkl2DV1sPMAxJhXiEiOZCkw2zhwoUQOHzWK9h4SKekQm+1n40yMnNQUqFHhEqSp5qJZMtXccJcR3LBuugc20sKdnoRWLU1g3lAQswrRCQHknSYpaWlSfE1IYGNh3SKS3VO34+ooZGoNETy5Ks4Ya4juWBddI7tJQW7ojI9MjKZB6TEvEJEciBZZj9w4AB+/vlnAMD58+cxbtw4DBw4EGvWrJGqCEHBlcaDvCNC67g/2dn7RKHAV3HCXEdywbroHNtLCnbFpRVO3mce8DbmFSKSA0k6zD788EOMGDECu3fvBlC5CMCBAwcQGxuLdevWYf369VIUIyj4u/EIpZVqwtVKJCfE2HwvOSEG4WqlxCUikh9348TVHOLvXEdk5K+6GEjtLdtLCnYRWrWT9+XRJgVS3nCGeYWI5ECS7P76669j8ODBmDVrFi5fvowffvgBM2bMwJgxY7Bx40Zs3rwZ48aNk6IoAc/YeNgaFm5qPHw0h0KoTXosiCImpiUiffsRi/1t/M2cq4LIvThxJ4f4M9cRmfNHXQy09pbtJQW7yDD5t0mBljecYV4hIjmQpMPs999/x5NPPgkA2Lt3L0RRRN++fQEA7dq1w/Lly6UoRlDwV+MRqpMeK0URk9MSUVKh5xLiRHa4Eifu5hCeKJNcSF0XA7W9ZXtJwUwpAFPuT8aqLRmybJMCNW84w7wiHzq9AXXr1nC6XXmFHlcLSiQoEZE0JOkwi4qKQlFREQDgm2++QePGjdG0aVMAwB9//IHo6GgpihE0/NF4hNqkx6IgWO1f0+9jI01kRRBFRKgUCK8ZhpIKPS5fLbPITZ7kEJ4ok1xIWRcDqb2111aaJuJmrFIQiakdjqlDklBUppNdmxRIecNdxvMLY14RARTrDLI7BsFOpVRg9qq9TrdbPCVFgtIQSUeSDrOuXbti9erVOHnyJL788kuMHj0aAPD5559jxYoV6NGjhxTFCCpVGw9fn5SG0ko1wTaknUgqjmKnpMyzHCJ1riOyR6q6GCjtLdtKCkVKAbJskwIlb1QX8w4RSU2SWw1z585FdHQ01qxZg27dumH8+PEAgEWLFqFx48aYMWOGFMWgagiVCbidDWkP5MlTiXzJWezUjHB8oh4sOYSougKhvWVbSSQvgZA3qot5h4j8QZLsGR0djQ0bNiAnJwc6nQ4FBQUoKCjAkiVLEBUVhS+++AIPPfSQFEUhD4XKBNzBPKSdyJecxY5OL4ZEDiGqrkBob9lWEslLIOSN6mLeISJ/kKTD7MSJE3j88cdx5swZm+8LgsAOM5kLlQm4Q2VIO5G3OY+dipDIIUTVFQjtLdtKInkJhLxRXcw7ROQPknSYvfjiiygoKMDs2bPx1VdfQaPRoHfv3ti7dy+++eYbvPXWW1IUg6opFCbgDoUh7US+4ErshEIOIfIGuccK20oi+ZF73qgu5h0i8gdJxq0ePnwYjz32GEaNGoW7774bxcXF+Ne//oV169ahX79+ePvtt6UoBnmBcdLjejU0iFApgqYRNjIOabfFNKSdiKy4GjvBnkOIvEXOscK2kkie5Jw3qot5h4j8QZIOs/Lyctx8880AgGbNmiEzM9P0XlpaGn755RcpikHklHFIe9UGOZiGtBP5AmOHKHQw3olIasw7ROQPkoxdbdy4Mf7880907NgRsbGxKCwsxPnz59GkSRNoNBpcuXJFimIQuSTYh7QT+Qpjhyh0MN6JSGrMO0QkNUlGmPXv3x9LlizBZ599hpiYGDRr1gwvv/wyMjMzsXHjRtx4441SFIPIZcE8pJ3Ilxg7RKGD8U5EUmPeISIpSdJhNnnyZNxyyy3Ytm0bAODJJ5/E7t27ce+99+LHH3/ElClTpCgGERERERERERGRU5I8khkWFoaVK1eioqICANCzZ098/PHHOHbsGNq0aYObbrrJ489OT0/Hvn37HC4c8MEHH2DOnDlWr3/xxReIjY31+LuJiIiIiIiIiCj4SLr+rlqtNv3/G2+8sdqPYr7xxhtYuXIlOnXq5HC7zMxMdO7cGcuWLbN4vU6dOtX6/lAlCgLnDiAiClDM4fLE40JEvsL8QkTkGUk7zLwlOzsbc+fOxaFDh0yrbzqSlZWFli1bIibG9lLEUgmGxkovCEjfdgQZWTmm14yr0ygD7LcQuSMY4pco0HN4sMZhoB8XIl8L1tiXAvMLEZHnArLD7Ndff0WtWrWwc+dOrFmzBn/99ZfD7TMzMzFgwACJSmdbMDRWoo3fAAAZmTlI334Ek7mkMwWpYIhfokDP4cEah4F+XIh8LVhjXwrML0RE1SPJpP/e1qdPHyxdutSlRzpzc3Nx6dIlHDhwAPfccw969OiBSZMm4cyZMxKUtJKzxkoUBMnKUh0lFXqr32CUkZmDkgq9xCUi8r1giV+iQM7hwRyHgXxciHwtmGNfCswvRETVE5AjzNyRlZUFAFAqlVi8eDGKi4uRnp6Of/3rX/joo49Qr149jz9bpbLsb1QqFRb/a1RQ6qyxMiBKq/S4HHoRKCrTo7i0ApHhakRolFD64PyhuLDc8fulOkTV1nr/iz1k73iQ/0h5TKrGp6d8Hb/2uBvXrO+VuB8q2doPcsvh7sSov+IQ8KyNdaceyu24+AtjV1681YZWlz9j35y79VOqc3Nn5JxfGPOecxSf5vtTcLFD2dvbySV/+Avrtjx46zgEfYdZ165d8dNPP6FWrVqm19asWYPevXtj+/btGDdunEefq1AIiI6OtPleVFS4xb8vnst1+Fml5TrENoryqBw5+SVYtTUDGZmWw9Sn3J+MmNrhDv7SfUUVBofv14zU2N0n/lT1eJD/+fqYOIpPd/kyfu2pTlyzvlfifqhkvh/klMPdjVF/xCFQ/TbWlXoop+MiB4xd//NmG1pd/op9e1ypn1KemzsTCPmFMe8ed+JTpXKtM9nb2/m7TskF67Y8VPc4BH2HGQCLzjIAiIiIQJMmTZCdne3xZxoMIgoKii1eUyoViIoKR0FBCfT66w2UVuN4N2s1KuTlFbldBr0IrNp62OYw9VVbMjB1SJJX72ZpVQokJ8RYnAAYJSfEQKtSePQ7fMXe8SD/sXVMfNGo2opPT/kqfu3xNK5Z3ytxP1SytR88yeG+Oul1N0aljkOgem2sO/Uw0NpWX2HsekbubWh1+SP2bXG1fkp9bu6MnPNLKMS8P+LTuF8BQKdz7ZFbb28XCm2WI6FQtwOBs+PgcseztwsmN++++y5WrFiBb775Blpt5ZDjwsJCnD17FkOGDKnWZ+t0tgNArzdYvBeudtxYhasVdj/LkWKdweEw9aIyHSLcHBLrbBWiiWmJSN9+xOqu2cS0RIh6A3Ru/wrfq3o8yP+kOCbe+nxfxa891Y1r1vdK3A+VjPtBFASU6vQYN6gd1n94VBY53J3jI3UcAt5pY833f7C1rb7C2JUHuRwDf8S+I87qpy/OzV3hKMfIPb8w5t3n6v4SXVzQwdvb8XhWYt2Wh+oeh6DrMNPr9cjNzUXNmjWh1WrRu3dvLF++HLNmzcKUKVNQWlqKZcuWoU6dOhg8eLAkZRJE0WFj5enqNMWljpu44lIdImpoXP48V1YhUooiJqclcmlvChm+il97vB3XROa5XatRIjWlOe7rHQeNShEwOVzqOAS8F4tsW4k854/Yrw5/tOHOcgzzCxGR54Kuw+zChQvo27cvFi1ahLS0NDRq1AhvvvkmlixZgoceegiiKKJ79+546623TCPOpOCLxipC6/jwOXvfnDvLTguiiAiV4nqDzwaXgpyUJ5vejGsivQiL3F5arseW3VnYsjsLyQkxFrld7qS+6PNGLFbd/0ZsW4lcF0gdPlK34a6evzO/EBF5JuCvvF544QWLfzdp0gSZmZkWr7Vq1QobNmyQslg2ebuxClcrnQxTV7r8Ha4sO+2LIeREgUKqk01vxjVRUVlw5XYpL/q8EYvBtv+J/CVQOnykbsN5/k5E5FvMoAHMOEw9OSHG4nVPhqm7MoSciHzPm3FNVFxa4eR95nZ7vBGL3P9EoUXqNpzn70REvhXwI8xCnbeGqXtjCLmzSY2JyDWB9PgJ2SeHnBihVTt5n6cBjlQ3Fj3Z/3KoN0TkuWCbxoE5iYhCGc+Ug4A3hqlrNapqDSF3ZVJjInJdoDx+4iuBfoIul5wYGcZHfKvLk1jUi8D5i1cBwK39L5d6Q0TVEyzTODAnEVGo4yOZBL0g4NUdR3FP92ZIinN/CLmzCUdFQfBJuYkoOOkFAau3HcHkJV9j1urvMHnJ11i9/Qj0AZJL5JQTlQL4iK/E9IKAlVsP49+L/w9PrNzrctsqp3pDRIFBEEX8Oy3RKsckxcXg39XM8cxJREQcYRbyzBvDw6cuITWlOQalNEN5hQE1ItRoWCcCCoPB4d8XlesxoGtTDOzZDCfO5WHn3tMoLdcD4ISjROQa8xFlFXoD4m6KxvGzuRa5pOqqgnIlt0mY+YivdKpeYJaW6/HSpoNITWmOoX3joFEprPa/se4XlegwsGczxN0UbdGOAmxLicg2URCw4cNjSIiNNp2/a9QKnDiXhw07j2Fcalu3cz1zEhHRdewwCzFVH3NSKRU4fjYXQOWJ/ZbdWRbbr37iNruNoa1h2klxMZg5rCNe2nTQ1LAWl+quD0knIskEymONtnJJ+/gYzBreES++fTDgOuBdmYRZ6pwY6o/4+pJ5nIWHqaw6e41t65bdWdfb1Gv739V2FGBbSkS2z+MPn7qE/b9l29x++J2t3GozmZOIiCyxwyyE2JuHwFYjaGRsDKs20FqNCunvH7YaRXH4ZOW/U1Oamzrfwp1MekxE3hco847Ye+Tjl6wcCAAG926B9z7PNL0eCCfoUkzCDAROh2gwc/XiUqtRIjWlOfQGEZcKy91uRwEu0EAU6qpzHl+VrfYDgM322F5O4vk9EYUCnn2FCEfzEBgM1o2gUWS4ymYD/dyEbnYfOTp8Mgej7mmNZo1roWaEGoXFZYisFc4RDUQScTbviLuPNfqyY6akwmD/8cWsHDzUP8GiwywQOg18PQkzEDgdosHMXpxVvbjUapSYOawjdn77u0U766wdfXhAgukxKC7QQBTaPD2Pt9Vm2ms/Rg9s6zAnDUpphvtvj0fL2GiIIlBeoUe4RuNw6hYiokAn/ysP8gpHc+oYG8GqkhNiEKZWYY2NO+CFxRUOvy/7cjFeeOsAgGsTj96XCHmPCSEKHt6cQ8vXHTNFJY5ziU5//TsCpdNAEEVMTEtE+vYjFp1m3ppo35UOUfI9V9vV1JTm2Pnt76aONCNn7ejV4grMHNYRX+w/i7EezENERMHD0/P4qm2mo/bjYo9ih2XQalTIPJdn0THHGzVEFOzYYRYinM2pY2zmjI+NJLaoB7VKgZIyndV8LACgUTu+2DZ///DJHLz+0TE8OqgdSst1fHyIyMe8NYeWt0eqmX+uac4nJyPGtGGV7/tiVUdfjpxzZ6J9d8vhSoeoWsnm3dccxZlWo0RUZBjmjekCrUaFlrHRSIi1nDjbWTtap5YWuQWlGHZnay5pThTiXD2PN6raZroykb+zNS8NomjV8W88H5iSlggR4DQBRBR0eEYdBFy52HL2GFOD6AismXkbFIIC63cctbx7FB+DpY+l4Psjf2P7V6dQWq7HiXN5SIqLsWo4gcoRZSfO5Zn+rdUo0b9LU6uRarwrReQbEU7mFXH1sUbnHTMGRKjcW1a+6oi1+2+Pd5hLwsOUWP3EbV4/8ZbikUZXJtr3pByudIhGBcCjq3LlagemvTgyPoL5zmfHLY9rfAye/3d3PLvhR+QXljttR/cdvWBqi9leEgUPT27WOGu36187jy8qsf5Mm+1MfAxempqCy/kl+O1sLnbuPY0T5/LsTycQH4Mjpy7Z/O7jZ3JRLgKvbOc0AUQUfHjTMsDpBQGrtx3B5CVfY9bq7zB5yddYvf0I9ML1i1hREKBWKZCcEGPzMyqHbCugVSmxfsdR69EkWTlYv+MYomtqMXNYR2g1SuzcexqpPZtZfWZSXAxSezbDzr2nTa8ZH0exN0pFFNy74PYGURBQrDPgUmE5inUGv5SByBfK9CJOnMtFUpyjeFfa/Xvz2Cgqcdwxk51XbJFrnLE1Ys2YS6qWNykuBg/cHo8whYAIlcLrI8scjZyTKh94Wg6pFhUIRc7aVGN8XC4qh0atshlndtu8rBy8tes45o3t6nY76u26yTaQyD9cOW+3RatR2T2PT4qLQea5XGhUStSrobFoM+22M1k5eO3DY/jtbC4yz+VVPv7941mMHdTOZk4andrWIieZS01pbtVZBvj3PN8VzINE5AqeVQcwVx6XMqByxZtWN9fB0D7xMBhgcTc7KS4GQ/vEQwBQ7ML8CB/u/d00segX+89i0n1JpscstWEqfHf4b6uVelrGRtuciNRYVnfmU/IGTpZNwepqcTnStx3B8bO5mDmsIwDLeHf2WGPV2Jg3povD7xMAtx7NtDVirbRcj5c2HURqSnOMuqc1si8XQ6NW4PKVUih8dO7qzTnefFWO42dyUWEQodMbrEYhuLSoALnNWZs68b4k06qW998ejzN/XUFqz8p5g8zjLLFFPbtt3uGTOSgujbNoR8ffm4i/LxWivMKABnUjsO/oBZsr3nmrbrINJPIPT6c50AsCXttxFPd0bwZRrFxF2sjYwf7SpoNodXMdq89wZe4zY74admcrlJbpMP7edtDpRRSXViBCq0KYRoWcvGKbq3AC8jvPdwXzIBG5ih1mAcyVx6U27DyGjKwcDOzZDAs2/IjUlOYYlNIM5RUGaNQKnDiXhwUbfsSSqT2dPuZTXmEwNa5JcZWr6SgMBtMjR6Ig4OSfeVYNanmF49VzXJ1PyRt8NScTkRxcKSwz1W1jJ5R5vDeuF2n3RNBWbLjy6LU7J8P2ckxpuR5bdmehvdlonZz8EmzYeQxLpvb0+om2t+Z481U5jI/0vfLBUbsn884XFeCdcnc5a1Ozc4tN7xsvEI+evmQVZ3qD4zaksLgCLWOjkRwfg1H3tIFaAXz03e/IyMzBnBGd7F54AtWvm2wDifzHk5s15jF7+NQlLJzYHak9Lc/jjR3stj7DlXN74NoK93e3xpPp35lW5jV1HhkMqB8dYfdGjbOMIeV5viuYB4nIHewwC2DFpTrTJP0tY6MtGs+de0+jqKTC1BiUVxhMF6X2PsvZYzzGCYq1GhUSYqOx8aNjGGe2cpe9leFqRDibT8nx+94kl5ElRL5gvuKkrXh/cXIP1LNx0ioKAorK9RjQtSkG9mxmyiE7957GzGEdoRBgETfmd7QBxyfD5nO1GCfwt6e0XGdaXdfIFyfacnmk0d732FtV0fxk3p1FBcg1JWU63H97vM32tLRcb7GqpfEi01acORuZqVEroNWo0C2xMRSCZdvpbCGA6tZNtoFE/mPsvLJ37l5SpkOEyrK9M4/Z0nI9LuaWWLWTVb/DvM109dweAC6ajSKr2nmkMBjs3qipHx3h8DsitGoU66xHS/sL8yARuYMdZgEsMlyFmcM6Yue3v1ucsCfFxWDmsI4I115/LMfZSXhkuAphahWem9ANhcUVVhcK5hP5l5brTN83/M5WiFApTBfFJTaGchvnXbB1V6ryc3OR1KKeJEOg5TKyhMgXIsPdn+zf1mMJxhzy0qaDeGnTQSyc2B0D7dzRtve5tj7b2QT/5ouFOCpzdYWrlejSpgFiG9WyumA5d+FK5SONEuQje49Wuvp4i71FBURBQEGpHhfP5SI8TAWtl+eAC1Y1I8OQeS7PZnv60qaDFu2orTbVeBFcI1yNp8Z0gQBYtKPGzztxLg8tY6ORk1+CsgoDrpTpEBmuwqT7kqDTG5w/bluNY8k2kMh/Ks+JlXbP3ft0vBFVx2tVjVl3O9WN7czxM7lWnXSXr5Ti1Pl807bqKp1EVTuPrt+oMaCopALaMCXC1EqolQqHeevEuVys3nrY4rWJaYl+uwhlHvQtnd6AunVrON2uvEKPqwUlEpSIqHrYYRbAwtQqm6MQjP+eNCTR9JqjR6u6tGkAtUpptYql8ULhs31nccetTfHSpoNWF7UlZTqEqcNszgMwKS0RAoDSCh3GDWqH9R8etWhMnc274AtyGVlC5Au1aoS5dbFt77EEY54wzrP047F/cPLPPLcu4u1N8G9rbrWqI9acfXZ1CaKIMaltseb9I1YXLJOGSPcohr1RucZvd2cUghHnZfGMKAh4ZdsRu+3p2EFtLdq+qm2qo4tgY4dbQmwdpPZshs/2nUXXtg1NnXPG45zYoh40agUeHdQO63cctZqnyDjfaHWwDSTyn3C1EmMHtbV77v7KB9aPA1aNSUfn87baTEEUMSktERfzS7F5d5ZFfkqOj8HAns2g1SiREFvH5k2rqp1HBsA03YtRlzYN8O+0RKy1Mfrs0UHt8N3hv6DVKK1Gr00dkuRsl/kE86BvqZQKzF611+l2i6ekSFAaoupjRghgpeU6mw0mUNnwlldcv1Nt70I1OSEGYwe1M01kXPUzFAJwd49mFif75he1NSM0Ni+4j5/JxcX8Umzdk4WMrBzTBcF9veOgEASUluuczrvgCy5Nls2LSgpQNSM0LsxtdZ0rkwEDwLkLV+yeDNtbRMDZBP+P3NMa/1yb4L92zTC893mmxfyHzhYoqA5RELDWTufIWonnL7H1aCUguD0KAeC8LNXhLBbGDmqLA7/9Znqtaptq7zFaYzu6cGJ3/HjsH3y27ywe7J+A9z7PxOGTOTaPs1ajxJjUthh5V2tczCuGWmU532h12km2gUT+I4giEmLrWIy2MmfrXLhqzDo6n7fXZgoAtu7Jsn7MPysHBhEYk9oWdaK0VjetAMvOI3ttzP5fswEAk+9LQnG5Hhfzik0jbB9f/g0SYuuYbhyYd5oVlelRz97O8iHmQSJyBzvMApjzIcUVFhfPxgvVoX3joFEpTPMIlJTr7D/Ln5WDEXe3xqzhHa0ew0pOiIFOL9r829SU5ti8+3rjbJznZcvuLCTFxSDBxiNHUgyBtjeiw5cX50RSClMKLs9t5cpkwMkJMRib2tbtObOcTfDfsWV9fL7/LDIyr3eoD+rV3CI3+Soe5TZ/SdVHK0VBcHsUAiC/3xVInMVCSWkFxqa2RbnOgIzMHFPn79hBbTF2UFsYDAb7j9Fm5WD4Xa3RMjYaAHC1qBwHjldeYNrqaCst12PN+4dttpXVbSfZBhL5V0lphcP3q8Z41ZitmntKrk1/4qjNdHZDYMRdrTB37fdWi3ZV7Txy9Dn7f83GI/e0wcYqo8+M3wFcH7V+/bc63he+wjxIRO5gh1kAc2VIsdOLXFF0eqFQUaHH5z+eNd1BAq43KnlXy0yvmT8+VLum1u7Fg/nIFXd+j7dwsmwKdvbmtqrKWcw1jom06Jhx9XNd+exwrQqj7m6NB27XI1KrgkatgFoQrn+mD+NR7vOXeDIKAZD/75Kz6ranlwr1Dv8+72opnt2wHwDwn1GdTYsLuNtWeqOdZBtI5D+ePA7oKGYjXWiPnZ/nG/DUmC44fPKSac5FW51HjlZ2Tk1pXnlDwYVR69d/q3SLflXFPEhErmKHWQBzdUixs4tcZ413uc6AMaltMeKuVigq0ZkWCCgt10EUK1cEO3k+H/E3RmPHN6exZXcW5ozo5Pgzr60wZqu8UnDnwp8oWDnLIZEaz08enX32ibN5WPO+9STASqutXefqZPfOL1j8dxJv5O4oBIDzslRHddtTZ/u2QXQEVs64DcUlFYiM0OBKYRlefPsgpj3YweHfmbeV3mwn2QYS+YenjwNWJ2ad5afisgos2LAfyQkxeHlaLxhEA7Qq6/Y/KlKDeWO6WMyp+cWPZzHl/mTs/PZ3NGtcy+H3VM1nkWHVafGrj3mQiFzBs+cA5q0hxY4a76S4GBw5dQkn/8zD5LREhNdQQC8IVgsEtI+PQbtm9ZB5LheA81V8zN/nEGgi//DlYwl2Pzu+cvLyBRt+tNi+uvNsuTPZvbOcJ+XKvfZ40vnFeVk8V91YCNOoHK4Ae7W4DE+m/2Dx2sxhHSE4mcXf2FaynSQKDv54HNB5m1c52X9GZg7Wf3jUZjusFwS8st16Re2nxnTF/77ItPv0iLmq+UxZ3VVMiIgkwA6zAOeNIcWCKNqc0Nt85brScj1Krt0Zys4rwsCezRB3UzS++PEs+ndtipax0Sgp02HB+G44eDwbJ8/nO1zFp3G9SLw4uQeHQBP5mS8fS6j62dowFXR6A/6Tbj1XCuD5PFtVJyI2fzz8j4uFaBAdgXD19dFm9i5Y2sfH4NFBbfFXThEu5pegQXQEyip0KCqR/nENTzq/OC9L9XgaC6IgICevGKk9Ky8Wba0AG65V418DEiACiGtSG+UVBmg1Smi19jvakhNiUD86AqufuI3tJFEQkfpxQHttg60VqivbYQMiVJW9WaIgoKTCYHHub3xsM/NcLs78fQVD+8ahb6ebULtmGNrHx1is8GtkO5+xx4yI5I8dZkHAG0OKK3R6PDygFQb2aGYx1Np8kv/svGLTHCwA0K1dI7wwqQfWfXDUahW3e3s1R1yT2gBsr+KjFEXU4xBoIlmQ6rEEUQQMBsfbeDLPlvlExPZWl6w62kwpihh/bzv8fakIFToD6kdH4NT5fMxYsddiYZN7ul+/aWBvxJo3VF6UXL94ilArPer8un4hZkBpuQ5ajcqis5Ac8yQWSir0KCiqwPL//Vy5eEWKZTu6aksGnhrTFd2TbsBrO47ivc8zTX/bpXUDPHpvW7y645jdthIQ2E4SBRmpHwc076QrLNahuKzC6jzfqKi0AtCqUFSqg05vsJjbzDg6dtWWDEx9oPJRzF/M2t95Y7pCAByM9mY+I6LAwg4zAgAUlehQWFI5h0FVxtEadaK0mDOiEzRqBU6ez0fn1g2wdvtRm6u4AUCbZnWQEBuNQSnNEKlVIzKco8mIQom9xySrLi9vzpN5tswnIk7r3QK5BaUYlNIMd97a1NRpsXPvaatHPguKyrFgw37cf3s8dv1w1iqXZWTmwGC4vrJXdR8btcfefpqUlujRKARBFBGlVSK2URTy8oqg0znppaRqKS7VQaNWmFaANR/h2PyGWnj60VtRWlaB/32RaTUh9v7fsmEQgYE9m7GtJCKfMnbS6bVKzEn/zu52FToDJi/52pTLElvUQ/u4GJRV6HH8bC4+23cWjz2QjA/NOsuAyhV+F2z4EWMHtcVDAxKQe6UMDetGIDJcDaWzu2VERDLFDrMQZj6iITxMBaVKYfVoiL3RGu3jY9Aj6QbTnGVVGecyWLBhP5LiYjBlaBIUBgPvKhEFuKojoexd2Fd9TNKoaieUOU/n2TJ2smk1SnRPbIz1VUbrGO+Iv7TpoMUjn8a/axkb7fJKhZ4+NmqPo/205lrnHCcllpeqMRAVqUHGyRy0j4/BibO5tkc4xsfgnh7NcPT0JauO4gPHs3Fnt6b46Lvfr3fG8jgTkReZ562oSI3dRyeNcxfbO/83PsZZr3a4zb8vLddj9dbDeHFyD3y67ywSYqNN8yDzJgARBSJ2mAUoVy9a7bE1omHhv7tZzcGSmtIcO7/93WrkxS9ZOXhtx1GbF71G5RUGU8NaVqFDuNI7F5hEVMk8D0SGq6EqLvfp97kzsb75Y5JVHT6Zg6F946xOwicMrjyhdje/Gef7irsxGq9+eMzuqNfUlOYWj3wa/67qqr1VVX3fk8dG7XG0n7zdOUeWPGlH7cXAA33j0SOxMX47k2uzzczIyoFBtN1RDFT2jxnrPxGFhuqey7uqat6y++jktY79lzYdtHv+f/hkDhQCMDq1rePvNIhV5kFmW0ZEgYkdZgHInYtWW+yNaKg6B4tWo0KEVmW3QywjKwcDe9pfEadxvUi0aVYHL206iAXjbkW42QWmVCcJRMHKYR7wwfc5Ggll6zFF88ckq9JqlKgZrsbL03tVdvZpVbh0pRSFJWWIighzO78ZJzTOzitxOlJMG6aCKAgQRNG04MnFvBKHv73qqr+R4Sqv5TBH+8n4vrc65+g6T9pRRzEAAA/0jUPCTdFY8/5hm39vbxU5rUaJBnUiUFquw5VyPdtEohBQ3XN5V9nKW8ZHJ8ektsVD/ROQW1AGjVqB2jXDTIvyOBp5nZGVA9FJGcO1KpSU6TDtwQ7X2lDnE/zz2oCI5IgdZgHG3YtWW0quzUFw/+3xaBkbbZqcuEaE2jQHy/23xyPzXB7uvLWp4/KYfZX5vC0iAEEAeiQ1xp4Df1jMSyTVSQJRsPJGHnCXuyOh7M1FZnzM441PfrNann7ifYl47cNjVt9z/EwuDp+6hJaxdVBcWoEIrQpajcpqBUuNk7vXogh8d/hvnPwzz9SxuOHDY+jXtSmS42Ns/r6kuBicOJdn+neXNg2gVimx2ks5zNmcbZ7M6UaOeRo/ttrOMI0SeoMIlUJArZpa/J1T5PC7tRqVaS7QE+fy8MWPZzFreCe8tvOYxeNNbBOJgpeUbXjVRXGM5+nGc/+oSA0EobKtMYiC6ZFxZyOvi0t1dlf4TYqLgUIQcOp8Pjq2agBAwNXiciBCY3cRGl4bEJFc8UxcYtW9e+KNx3dKynQ25yWYPDQJyQkxyMjMMd1ZsnU33FxMdDim3t8edaK0qFs7HBt2HrN6zOqZcd2gEQBce9RK6gt9oqoC/S6mPx7jc3cklPFxR/MVHgH7j3kfPpmDdR8cQdyN0dj/W7bpdfN5VFZvvT5yx/i4t/kKlqMHOn5EpE6U1rTSV/r2I/h3WiIOn7qEw6cuYeawjlApFbj5hlqmi4makWqEh6mw+K0DuP/2eCS2qAe1SoGc/BLE3RSN42dzTRcXnuYwe/sJ8HxOt2Dii1j1NH7stZ3Guni1uByCk0EUpeU6vPDWAdPfLRjfDa9/9KvVXEBsE4k8J/c2Xso23Nh2O1tBWgDwy6lLpk6wqiOrq1IqBIxJbYOConIUFleYFgSLqRWOZk1qobRMhx5JN2D9jqNObwboRfDagIhkix1mEvLG3RNnF62FxToIkSqEqVUoLdfZPFmoGaHBps8yrSb3v1xQipF3t8Y9PUoRXVOL+2+Px8nz+Q7vIGX9kYfG9Wrg2O+X8Os3p5F5znrk2tFTl9AhPgaCKHK+HvK7YLiLWVKms4oz40qQlQQU6wxevVhwdySU8THJ9O1HLDqDElvUs/+YR2YOBvaw7KR31MFmfN+4guWJdrl2JzJuHx+Dn47/g9JyPbQaJeJujEZxqQ7zxnRFWYUev/+dj4f6J+CtT49blK9LmwZYMK4b1m0/YtVJUnW1T0c5zN4FnHE/vbbzGGIbWXbW1Y+OgBDCK4v5KladPS5sL37M286qIzW0GiXCVEoc/fuS3dGKyQkxFqtNnziXh8LicraJRF4UCG28qzegHHX8udopaGyb7bWlxk6plPY34HJBKUbd3Rq5BaWoXTPM4cIASqWAjVU6+5MTYtCuTzzmrP4OqSnNkXkuz2a+vJhfggbREaa/KyrjtQERyRc7zCQiCgJe+/AY4m6KxsCezSwucl/beQzjUtu6dEHr6KJVq1FCG6ZEuU7EP7lXIQCmi+hWN9cxnSxU6EW7K2G+93mm6fWkuBjc26s54prUhiDAolE0H93RsmkdjLq7NbZ/dcru3fd2LepBA87XQ/4VqCMcq54Y16qhxZm/rljF2azhHSEIAjbsrHys0XxJeLVKgchqdJ55MhJKKYqYnJaIkgo9ikp0KCqtgN7g+LtVSgW0GqWpE8qdFSzf+ew4XpjUA698cNTqcc+B1yYy1mqUmD2iEy7llyC3oNSUi1s1rYP/fZlpdXEQ26gW0rcdcdphZ2Qrhzm7gFOKIsaktsXabUds3vmXy0WepAQBh09dwsCezTCga1OLTuHqxmrVdtQYJ62b1oE2TIUrRWU4fPKSaTRickIM/p2WiAqd3nTxZ2+kxsi7W6NV07owiLBaqXVon3j89Ns/ePdaO5sUF4Oe7W+wqO9VsU0kcoMP84Y3uXIDyrzdMG/LNSoFIrRqnDh3Ga99eMyUO+y1F+FqJbq0aYCOLevbbUuPn8nF2NS2+Prnv0zXAaaFAQRYtPtJcTEYcVcrvPe5dXuZkZkDiMATwzpCpRCwZXeW05FtAFBcWuFwfzAPEpE/scNMIqU6Pfp3bWr3UY5Snd6lVSTtXbQaG7Y3PvnNqmPLOAoiffsRTLovCRfzrlr8rbOVcAamNK+849Sz1KKjzziy4pesHCgGChjcu4Xdz3nlg8oTFWcnCdowFS4VlstyCD0FvkAc4Wirs8WYN46evmQ6WT58MgeCAHRPbGw6wXZ0kupuJ4y9EWOmxzmqfF7VTj5BABZs2I95Y7o4/B6FQsDz/+6OF98+gF4dboRW4zhnGOdZ0WqUmHJ/MjZ+9KvFjYkaEWpEaFVY8NqPKC3X418DEhCmVuK7w39b5Crj6mBHTl2y6Lxwp8MOqLzQMf72kjIdatUIw8W8Egzo2hQDezYzXbyZd9ICwNoA7Mj1pXIR+PaXv606nYztWXVi1bwdtRcn5t+VkZmD9PePYNidrQDYbzOPn8mFAGDBhh9Ni+eYt5kLNvyIWcM7mrY/fDIHG3cec7jatPkiFUTkmC/zhjc5uwGl1aiw5v3DDtvyqqOc7bUXwrUbMn9mF9otT2pKc6sVpo0LA4wd1BaP3N0GhSUVUCkFZJzMwdWichw4nm3zszKycnBfnzjUqhFm6uhzNLJt5rCOiNCqHe4vV+bylPtjuGRNpzegbt0aTrcrr9DjaoHjxZmIfIkdZhIRRcHhY0WPDnI8946RvYvWMaltsWVPltXdnqqjIK4UlVutU1P1grDq0Om6UWEoLdNjwYb9dsuVk1+C5LgYixFq5oydEY5OEpLiYvDd4b9NZQnp0RXkE4E2wtHeiDh7o5t+ycpB6rWVa52dpHrSCWM+YszRSamtTr7nJnQDUDnq1dFj3kdOXcLJP/KwYFw3pG87gpax0Q7L1KBuBO6/PR5K5fUc+9NvlifySXEx6N+1KbbszkLHVg3w5ifHrfdLVg4MovU+dTbxsfn7yQkxCNOosPr9wzh+Nhczh3XEO1XuwlftiCmp0Ju+3xa5duT6kigIeMXJqL7qxKp5Oxp3Y7RLj/z+cjIHI+9pDcCyzTRvL6Miw3C1uMK0eI4tVeuT8eLS1vbGNtG0SAXbQiK7fJ03vMnZDaiyCp2pTXB1WgLA2F4YEKG6fqYvCgLWbjvicFV7ezeGSsv1eO3DY1g4sTtKy3UQRaBz64YocTo9TAW2/d9JU250NA1DXkEpIsOqN5dnIDyGS9ZUSgVmr9rrdLvFU1IkKA2RfaFzBu5nBlG0eYEIVDZ6BjcSuvGidfUTt+GFiT0wb0wXxDasaXOeAePnGy86y8r1pgtWI/MTeOOdrMxzeViwYT9eeOsAHlv2DcI0SodlEgCnj1oVl+pMJwnJCTEW7xlHzFyfg+n6hb3obBZlIhcF2oqEjkbEmce1OWM8t4yNtptzzDtq3CWIIiJUCtSroUGEynq1K3udfEeuTSa8c+9ppPZshuR4+zkgIysHOfklOHwyxypfVf2bfUcvIPNcHjq3augwx17fV4KL21VyNvFxnajKu+jGk/PXdlQ+Dmq8yLF1E2Pnt78jNaU5gMq86EpHbihxpd5XN1aVoogxA9vi1naNXK4PV4vKkRQXYzGq0by9LCgqQ2S445EStuqTRqVw2CayLSRyToq84U3m5/IvTu6B1U/chsnXOniKSq7nfEdtua02q6jE8vFG435x1JbaO3s35ri3dh3Hgg378ezG/Zj+8jdO96NGrUBGVg4SW9RzetOpsKQCSgE2rw3sjWC3KLuTqTaYN4mouuTTcgS50jLHFzylZTrUULt+18t40YoIFeakf4c5Izo53N50gh+mws69pzFzWOVjIVVXwrF1J0urUUJ97YTe3siwE+fy0C2xkcMyGBvYqqNUtGEqfHf4b4vJs41CcXQF+U6grUjorKPE1omoMZ5dWRLeF3fa7V20GPPOxwrgpU0H8dyE7lbzOZrngMLiCou/A6znhDLOowgARU7mQAkPU2HOiE4od9JRWHW/ORoRZxxR9sy4WxGpVVfeGDl1CYDrj3K6cgEnp4s8KTir9yLgpVgVkX252OEW5vVBpzdgxF2tUHKtPTdvL7UaJWrVCINKITgcQXniXJ7V6xFaFSanJaKoXI+/c4psxgPbQiLHpMsb3mM8lze1xdfKZp7z3RnlDADaMMsb3Mb9Yq8tTU6IQX2zCfjN2RvdptOLLuU5hSCgRoTjmwjGaRdcHcFeVSBOtUFEgSW0zsL9yFcjW4wdAM5GQWjUimt3lkSUluvx0qaDSE1pjlH3tIZeL5pW9bL1eObMYR3x5ie/YWxqW6zfYTnHQXJ8DEantsXl/BJoVAp0bt3A6nEowLozwvwk4VJhud0LS0B+j8lR4HJ3Hi5/c+UurrnkhBjkFpTafM/eZ7s774ez7e1dtBjzzpKpKQBE6A2iw8e8jeU3z1fGOaEa1I3A5SulEARg+kMdUL9OBBSC4HDydK1Ghf/ty8LDAxIc7peqJ/dn/rqCR+9ti1dt5L6hfeIxe/W3FpMuGx+3dOUix5QXr/1toHTk+pqzel8/OsIrsRquVjq9mDPWw+T4yovA1k3rQGcQkZwQY2ovtRol5ozohE2fHsfgXi0w4q5W2PSp5WO27eNiMNCsg9fIeHwFUURpmQ4vvHXAblnYFhLZJ1XekIL5zT1Xzu+NkuJiEKa27DAz7hdbbalGrUDjepFQKwSbbZC9Gz+FxeUYlNIMCoX1ggDmN7LKK/RoHBOJ5yZ0Q2FxhcUiDKXlerSPj0GYWoF/8ktN5xO2OhAdCbSpNogo8LDDTCK+GtkiiCImpSUi50qJ3aXsk+JicPlKKR64PR7nLhQAgGmOlWaNa2H5/3423XWqepFnfnepxY210SOpMQalNINWo4JBFHHk1CXMXLm3ciWx+BiMT0uEKMJiMtCkuMoVxuydqATaY3IU2Dy9i+kPzub8Mx+tkpwQg6n3J0Ovq1zVz9nIqHC1EnrArXk/XJknxFG8VnYsVXaWi4LtE3TjZ5r/NvM5obQaJZY+loKPqtz1bh8fg3ljumLBhh+tOs2S4mLw0/F/kBAbDY2TXKzT6fHi5B7Q6UVEhqtx8s88/Hft9+jftanpIqNOVBjO/XPV6rsyMnNgMFTmTWcXOTUi1BadtLY6co0rK4qA1dyTwcxZexmhVnilA1EQRTSoE+E0xpLiYjDszlaYu/Z7U5u5bFoKrhSWAwAG926BD/eexvGzuRh2pxr/+yLTauGJerXD8dYnv1nUl/Zxlh31bAuJPCdV3pCC+c09Z/N+GtvKpLgYPHB7PDQKweJ3mu+XqvMrJifEmOYzHTeoHdZ9cNTie+ztrt/O5qJhnQgM7RuH+3rHWXSGGUfGdmnTAA3rRlgtaGOcx/OLH89iUK8WmPbyN05X+nSEeZPM1YwKh0bteBohQP4LCXj7dwTLfvEXZhGJ+HJkiwhgx9encU+PZlZL2SfHx2DsoLbI+iMP9WtrUb+21uKEQqNWmO46PTGsI+rV0lp8tvndpe1fncLMYR1x+Uqp1QpzQOXd9HXbjuCens1wZ7emFo9abdh5DONS29r8ne52JnIlHKoue49ByI2zvFGu06Njy/qI0KoQGaZCvdrhyMsrwuS0RJTq9OjdoQnWf3jUds6BdWcZYH9RAGfzhBi3dzWeBVHE+MGJWFtlkubk+BiMursNNn163OY+GZPa1mo1L6BywQPh2vtr3j9s8Z2jB1aOgv3tbC7mv7oPs689wl51v0wYnIi/LxXhnc8zTY/ZzRzWEbGNallcZDw3oZvFd5g7fDLHauSurf3QsE4EFAaDad8aRBHdExtjYA/rlRVb3VwnpFbKlGokqF4Q8NqOo7inezMYDNZt5+jUtrhaVIZ+nW/Cm5/8itJyvanNzL5cDLVxdOC1BW/uvz0eb+2qXFCi6gpySddGmN3e+SZTJ1qDOhFQGq7fpDLGzvEzuRYL72jUCuQWlCIixEYaErkj0EaQO2O8uVeq06P3LU2wfkeVtvza+f1fOUWYN6YLcgtKUb+21ipHuLpfDKIBCbHRGJTSDCqlAgqFAI2dRxl37j2NRRN74Mn07zBzWEd8uu+s1ZQJowe2RbqdRRgUCmBo3zjT6tVGnixK5MmABF5HBC+NWhkUCwl4+3cEy37xF3aYScgXI1vML2IPn7pkGmqtUioQFamBSqkAICKxWV3T95iXISpSY2polmw6iIUTu1s0POYjzowdawvG3Yo179ueL+CXkzlITWlm81Gr4Xe2sjmPgDsnOVwJh0KNo7wRrlQg/Fqnn9JsCJLxPQB2/7ZYZ3Br3g9X5wlxJ541AtCzfWOrkVtPr/8BU+5PRrnOYNWJEXdTbbudVRlZOXiofwLmjeli6miIigwzjYJNiovBrOGdUL+W1uZ+gSBgxzenTd9p/gjL0L5xMBhE6PQGpwucZF8uNo3ctbqJcW0/GDvLjDltYM9mWL3Vzu8KwXlYfD0S1JW2UxBENKgdDsFgwCN3tcaD/RIAVI6MFHF9IQudvrJMrsxbZ942rn7iNotjahwxfjG/FJt3Z1mNBElqUQ/O7w8Tha5AGkHuClNbLghWN1QMIpCTVwKlUkD96AjE1q9h93e6sl+0KiVO/plnesx85rCOuHCpyObottJyPfKultp9zPPEuTwUl+ocLjw0sEczm1MouNveudtRyusIInJXwHeYpaenY9++fXj77bftbpOXl4fnnnsOe/dW9qzecccdePLJJxERYXuSS1/y5sgWURBQVH79ItbWUvarn7itsrE1+56qZTBvaBa89iOe/3d301xlVR8rKi3XI7egzGG57M3d42geAVcac1dHuBAFm+rkDXt/6+68H862LyzWARGVcevyRYsoIqlFPVP+mTemi6kzzNZJeJ0oLYpLHJcjt6DMYh6oeWO6mE7KjXe2jbmi6n4prtDbvDDYcq3z4rkJ3bBg/X7MG9PFYRnMR+4aO9s0KoXVfjDPaQO6NnX4maE4D4svRoIaRxboDaJbbadpoR1Utpl/XCw0TaIdHlZ5KuXu5Ny2jqkAYOueLOsR3GzniFwSKCPIXWGer+zdUAEq85WzvOBsv1TteHpp00Gk9W6BcYPb4bUqI9WT4mIQXbPyiRRb+ROofOTcEUf50t32ztVzDl5HEJEnArrD7I033sDKlSvRqZPjFSKnTp2KsrIyvPHGGygoKMDcuXPxzDPPYPHixRKV1PuMd0i8cZFVtaExiKJpWHZUZJjVUGd3JiA152weAWeNOVfCIfIed+f9cLZ9cVkF5qR/Z3Gn1pWLFvP8c7X4+kqXtk7C54zo5PYEyFVXJXSUK5x1CmqurRbs6pwy5p1tptFEZvvBPKe5ukgDec58ZIGzlaWd3eBpEB1hsZBF+3jXFt8xZ+uYsp0jIsB7+codNjuelILptaISHYpKK3DiXB5+Ov6Pw3ZQpXQ886ajfOlJe+dKRynzKxF5IiCzQnZ2NsaOHYsVK1bg5ptvdrhtRkYGfvrpJyxatAht2rTBrbfeigULFuDDDz9Edrb1ao6BwPwOibcusowNTb0aGkSoK4dlL9iwH/9d9z2G3dHq2gqblYwXi7bYukAFzOYRqAZXRsQQkWuM837YYiteHW1vHvfGO7Wi4Po09cb8U9OFFQtdzT/G1bp27j1ttZ29XOFKJ+LktET0Sm6MCYPbWe0Pd7/T/DVHv8sb+TPUVR1ZUN22M1xd2XlaWq7HD0f/xgO3xyO3oNTlttHeMWU7R0TezlfusLgeuHaTx/RaVBg++u53bNmdhQ++OoXUns3QPt52O5hxMsduPmwfX7kYmS2+bO+YX4nIEwF5y/rXX39FrVq1sHPnTqxZswZ//fWX3W0PHjyImJgYNG/e3PRa586dIQgCDh06hLvuukuKInuV+R0SV1bCc3c4etVh2c9u+BHzxnZFcWkcikoqUCcqDH1uaYJXPjhqtfLNo/e2xZsf/2ZVDm9MuMqVcIi8x915P+xtX3UZecDzO7WurApqfAwOsJ4bbMLgRBQUlaFn+8b49pe/Tat1VWUvV7gyebC9+eG0YSp8d9i97zR/zd7vSoqr/F18TKR6qo4sqG7baR4P2786hbgbo6FWKjBhcDurhTaqxoijNpHtHBF5O195i63HNgf3boFR97RG7pVS1AhXQ6VS4FJ+Kdo1q4te7W/A2u1Hrdq01J7NIAiC1W/y9QINzK9kpNMbULduDZe2Uymdn8va2s5gEFGrluX0T1yFMjAFZGbo06cP+vTp49K22dnZaNSokcVrGo0GtWvXxoULF6pVDlWVi0HltUBRuhBY1VF8bSl7wP5FVnJCDCbelwi1QkDlrCjuUQGYOiQJRWV6FJdWIEytRGm5DmqVApevlKGoRIe7ezTDwJ7NIAKoXSMM+3/9B/9d+z36d22KQb2aX5uzR43IMOW1CcndL4e5SKXC4cVsZJjKYuJzqY4HuU7KY1I1PoOdJ/u2apw7i1fz7QuLK1BcVmGxjLy54lIdomprrT7DGWedcrbnBrte7hp1IiBcm7zYVseVrVzh7Psd5VO1UoUorQp6EW5/p3lOqzp5sigCNSPU+CP7KjRKAUo3RuwBgZH/pIxR83YT8E7baYyHwjI9LuWX4MaGNVFYUo6HB7TCiLta42pROZRKAdowFcrKdFgw7lanMeZuOxdMAqHOhpJQa0OdkbJ++iJfeYu984Za4WoUlemRnVsMlVLALycv4Ysfz1ZeE6RYXiu8+HblzYOxg9ri0UFtUVKmQ3iYymvXC/YEU351FJ/mdVRw8dxB7tu5k49c+UyVUoE5q791ut0Lk3t6tp0AqJRK6PR6QLTcztXf4u1944t9LXfeytsB2WHmjpKSEmg01s/1h4WFoazM8eT1jigUAqKjI22+FxUV7vHnuqLIxsqV5pNj31A/EnVrhaNmRPXnM6hn9v//uVyE1VsPW90pGpTSDIdOZKNlbDQSYqPRIDoCdWppvfL9VU25PxmrtmRYXcxOvT8Z9Wrb3u++Ph7kPl8fE0fxGew82bf1nG9itf35i1cxJ/07u9vUjNR4fAxmDuuIK4VlKCqpQGS4Ghq1Eus/OGLqjCot1+Pkn3m489amduPek1xh7/tr1QhzKZ958p3mf2Oc88zYQbjtq5OYkJbktLyOyDX/SR2jRVUmmK7adkaGqxEVqXH5WJurByBMrUD6+0fwS5VVXUentsXVojI0qBuJ+tGuLTRUnbobDORaZ0NJKLehzkhRP32Zr7zF1nlDPQBhGqXFtYKxTbO4Vhje0afXCo4EQ351Jz5VKtceb5X7dq7+XoNBlNVvUSmtX3Plt7jzO/zxeYGmunk76DvMtFotysvLrV4vKyur1iqZBoOIgoJii9eUSgWiosJRUFACvd7xalnVoVVZ3iExnxw7OSEGU4ckQVdWgbyyCkcf47YwBTD1/iQUlepQXKJDRLgK4WEqlFfoUSNcbXHn3BffDzgYESMakJdXZLGtVMeDXGfrmPgiMduKz2AndX2vmofMJSfEQKtSWMWkOyLVCkSqw679S8SEe9th+J2tXY77MIXrucLZ97uaz9zJT/b+RhumgkIQIAjAhHvbuVzeqrxVH3x14iR1jNqqr8a209huVqft0ioFTL4/CcWlOpSU6hCurTyOCgXQqE4ElBBdPo6e1KNgwDbbM2xDpSFl/fR1vvIld64VRF3lTTApY17q/OqP+DTWVQDQ6axHvdsi9+1cPTa1akXI47fYGWEGuPZb3Pkd/vi8QOEsb7vc8eztgslNw4YNsXv3bovXysvLkZ+fjwYNGlTrs3U628ldrzfYfc9bHM09JOoN8NW0lQKAGmoFaqiv3REyGBCuFBB+bVUaX363uQiVYFoJx9l3SnE8yD1SHJNQPeZS1nep85C7cS/qDW79jT/KaetvjLxRXjnnP6nL5ev6qsD19lGlUiA6OhJ5eUXQ6Tz7bH/UXTmQc50NJTwGtklVP/11nu8N7l4r+CPmAz2/urq/RBfng5P7du7UDzn8FsH4WLFo/ffePnb++rxAUt0cE/QdZp06dcKSJUtw7tw5xMbGAgD2798PAOjQoYM/i1YtNpd+vjYhNRGRFJiHKJCwvhJRoGC+Iqrk6gT9gcDbv8Vf+6ZmVDg0Lqxm684iB65+pqsLMZRX6FFS7Pn0W+aCrsNMr9cjNzcXNWvWhFarRVJSEjp06IDp06dj/vz5KC4uxtNPP41777232iPM/M24zLNpVAIbUSKSGPMQBRLWVyIKFMxXRJUT9M9etdelbRdPSfFxaarH1d/i6u/w9ue5SqNWev173flMV7fz1nqkwbMMwjUXLlxAjx49sGvXLgCVK0KsXr0aTZo0wciRIzFt2jSkpKRg/vz5/i0oERERERERERHJUsCPMHvhhRcs/t2kSRNkZmZavFa3bl2sXLlSymIREREREREREVGACroRZkRERERERERERNUR8CPM/EWhEFCnju2lSI1L+ZI88HjIj6+PiaP4DHas75W4HyrJdT+ESozKdf/LGfeZ/4VKfHqC9dP7uE/d4058qlTOJ1EPpu38+d22tlPamJxeTuWzxdt1y522xNu/xZhbqptjBNHVNUaJiIiIiIiIiIhCAB/JJCIiIiIiIiIiMsMOMyIiIiIiIiIiIjPsMCMiIiIiIiIiIjLDDjMiIiIiIiIiIiIz7DAjIiIiIiIiIiIyww4zIiIiIiIiIiIiM+wwIyIiIiIiIiIiMsMOMyIiIiIiIiIiIjPsMCMiIiIiIiIiIjLDDjMiIiIiIiIiIiIz7DAjIiIiIiIiIiIyww4zIiIiIiIiIiIiM+ww8xKDwYCVK1eiZ8+eSEpKwujRo3Hu3Dl/Fyso/fXXX0hISLD6b+vWrQCA48ePY9iwYWjfvj1uu+02bNiwweLveay8Jz09HcOHD7d4zRv739lnhLKKigq8/PLLuO2225CcnIx//etf+Pnnn03vh8K+81W9CzS29sP//d//4b777kNycjL69OmDxYsXo7S01PR+MO4Hf8nPz8e8efOQkpKCDh064KGHHsLBgwdN74dCLFbXmTNnkJycjO3bt5te434jOfGkvSFLzJXSs1Vvyfec1XWSxuXLlzFz5kx07doVycnJGDduHE6dOuX5B4rkFatWrRJvvfVW8euvvxaPHz8ujh49WuzXr59YVlbm76IFnT179ojt2rUTs7OzxYsXL5r+KykpEXNzc8UuXbqIc+fOFU+dOiW+//77Yrt27cT333/f9Pc8Vt7x+uuviwkJCeKwYcNMr3lj/7vyGaFsxYoVYvfu3cVvv/1WPHv2rDh37lyxQ4cO4j///BMS+85X9S7Q2NoPBw4cEFu1aiW+8sor4tmzZ8VvvvlG7NWrlzhnzhzTNsG2H/zpkUceEVNTU8UDBw6Ip0+fFp999lkxMTFRPHXqVEjEYnWVl5eLaWlpYnx8vLht2zZRFJn/SV48bW/IEnOltGzVW5KGo7pO0hk6dKj4wAMPiEeOHBFPnTolTpkyRezevbtYXFzs0eexw8wLysrKxOTkZPHdd981vXblyhUxMTFR/Pjjj/1YsuC0du1aMTU11eZ769atE3v27ClWVFSYXlu6dKk4YMAAURR5rLzhn3/+EceMGSO2b99evOOOOywaZG/sf2efEepSU1PFRYsWmf599epVMT4+Xvzss8+Cet/5ut4FCkf7YcaMGeIjjzxisf2OHTvE1q1bi2VlZUG1H/zt7NmzYnx8vHjo0CHTawaDQezXr5+4fPnyoI5Fb1m6dKk4fPhwiw4z7jeSg+q0N2SJuVI6juot+Z6zuk7SyM3NFadPny5mZWWZXjt+/LgYHx8vHj582KPP5COZXnDixAkUFRWha9eupteioqLQunVrHDhwwI8lC06ZmZlo0aKFzfcOHjyITp06QaVSmV7r2rUrzpw5g8uXL/NYecGvv/6KWrVqYefOnUhKSrJ4zxv739lnhLratWvjq6++wvnz56HX67F582ZoNBq0atUqqPedr+tdoHC0H0aPHo1Zs2ZZ/Y1Op0NhYWFQ7Qd/i46Oxvr169G2bVvTa4IgQBRFXLlyJahj0RsOHDiAzZs3Y/HixRavc7+RHFSnvSFLzJXScVRvyfec1XWSRnR0NJYtW4a4uDgAwKVLl7BhwwY0bNjQbv+BMyrnm5Az//zzDwCgUaNGFq/Xr18fFy5c8EeRglpWVhZiYmLwr3/9C2fPnkVsbCwmTpyInj174p9//kF8fLzF9vXr1wcA/P333zxWXtCnTx/06dPH5nve2P/OPqNu3brV/xEBbO7cuZg+fTr69u0LpVIJhUKBFStW4KabbgrqfefrehcoHO2H1q1bW/y7vLwcr7/+Otq0aYM6deqY5tEIhv3gb1FRUejVq5fFa59++in++OMP9OjRAy+//HLQxmJ1FRQUYNasWfjvf/9rVReDOYdR4KhOe8M6aom5UjqO6i35nrO6TtJ76qmnsGXLFmg0GqxduxYREREefQ5HmHlBSUkJAECj0Vi8HhYWhrKyMn8UKWiVl5fj7NmzKCwsxLRp07B+/Xq0a9cOjz76KPbt24fS0lKbxwEAysrKeKx8zBv739lnhLrTp08jKioKa9aswebNm5GWlobZs2fjxIkTIbvvGPfWdDodZs2ahVOnTuHpp58GwLbKlw4dOoT//Oc/6Nu3L/r06ROyseiK+fPno3379hg4cKDVe9xvJHeso9XDXEmhompdJ+mNHDkS27ZtQ2pqKiZNmoRff/3Vo8/hCDMv0Gq1ACo7c4z/H6hM9OHh4f4qVlDSaDQ4cOAAVCqVqYFt27YtTp8+jQ0bNkCr1aK8vNzib4wNbkREBI+Vj3lj/zv7jFD2119/YebMmXjjjTfQsWNHAEC7du1w6tQprFq1KmT3HePekvGGwv79+7Fy5UrToxmhth+ksnv3bjzxxBNISkrCsmXLADCP2bNjxw4cPHgQH330kc33ud9I7lhHPcdcSaHCVl0n6RkfwXz22Wfxyy+/YNOmTVi0aJHbn8MRZl5gfKTg4sWLFq9fvHgRDRs29EeRglpERITV3aj4+HhkZ2ejYcOGNo8DADRo0IDHyse8sf+dfUYoO3LkCCoqKtCuXTuL15OSknD27NmQ3XeM++suXryIhx9+GBkZGXj11Vct7mqG0n6QyqZNmzBlyhSkpKTg1VdfNXVEhmosOrNt2zZcvnwZt912G5KTk5GcnAwAePrpp3H33Xdzv5HssY56hrmSQoW9uk7SuHz5Mj7++GPo9XrTawqFAs2bN7fKNa5ih5kXtGzZEjVq1MD+/ftNrxUUFOC3334zjQIh7zhx4gSSk5NNc/EYHTt2DC1atECnTp1w6NAhiyDZt28fbr75ZtStW5fHyse8sf+dfUYoM3Z4ZGZmWryelZWF2NjYkN13jPtKV65cwciRI5Gbm4t3333XYnJ/gG2Vt7377rt49tln8fDDD2P58uUWN3JCNRadWbJkCXbt2oUdO3aY/gOAqVOnYv369dxvJHuso+5jrqRQ4aiukzQuXryIGTNm4KeffjK9VlFRgd9++w3Nmzf36DPZYeYFGo0Gw4YNw5IlS7Bnzx6cOHEC06dPR8OGDdGvXz9/Fy+oxMfHIy4uDs888wwOHjyI06dPY9GiRfjll18wYcIE3HfffSgsLMTcuXNx6tQpbN++HW+++SbGjx8PgMfK17yx/519RihLTExEx44dMXv2bPz44484e/Ysli9fjn379mHcuHEhu+8Y95UWLVqEP//8Ey+99BLq1KmDnJwc0396vT5k9oMUzpw5g4ULF6Jfv34YP348Ll++bNrXV69eDdlYdKZBgwaIjY21+A8A6tatixtuuIH7jWSPddQ9zJUUKpzVdZJGy5Yt0aNHD1NfQVZWFmbPno2CggKMGjXKo8/kHGZeMnXqVOh0Ovz3v/9FaWkpOnXqhA0bNrBn2csUCgXWrVuHJUuWYNq0aSgoKEDr1q3x+uuvIyEhAQDw2muv4fnnn8fgwYMRExODWbNmYfDgwabP4LHynbp161Z7/7vyGaFKoVAgPT0dy5cvx5NPPokrV64gPj4eb7zxBtq3bw/Aef0PRt6od4HOYDBg165dqKiowMiRI63e37NnD5o0aRL0+0Eqn3/+OSoqKvDll1/iyy+/tHhv8ODBeOGFF0IyFquL+Z/kjnXUPcyVFCpcqevke4IgYPny5Vi6dCmmTZuGq1evomPHjnjnnXfQuHFjzz5TFEXRy+UkIiIiIiIiIiIKWHwkk4iIiIiIiIiIyAw7zIiIiIiIiIiIiMyww4yIiIiIiIiIiMgMO8yIiIiIiIiIiIjMsMOMiIiIiIiIiIjIDDvMiIiIiIiIiIiIzLDDjIiIiIiIiIiIyAw7zIiIgowoiv4ugomcykJEBDAvEckdY5QCnT/qMOPGN9hhRkQkY3369MGcOXNc3n7Pnj2YPXu2D0tk36pVq5CQkGD696FDhzB+/Hi/lIVITubMmYM+ffr4uxhuS0hIwKpVq7z6mf7eF2vXrsWGDRtM/66atyj4uNuOBhLGKJH8nDp1Cg899JCk31n1nPv8+fNISEjA9u3bJS1HMFL5uwBERGTf6tWrUaNGDZe3f+ONN3xXGCeGDh2Knj17mv69detWnDp1ym/lIZKLiRMnYsSIEf4uhts2b96Mhg0b+rsYXrV8+XJMnjzZ38UgCbnbjgYSxiiR/Hz66afIyMiQ9DurnnPXr18fmzdvxk033SRpOYIRO8yIiGSsdevW/i6Cyxo2bBh0J+5E3hCoJ6zt27f3dxGIqi2Q2lF3MUaJyBaNRsP84CV8JJNkrbS0FEuXLkX//v3Rtm1bdOjQAY888giOHz8OoHLY+MiRI/H000+jY8eOGDx4MHQ6HQwGA9avX49+/fqhbdu2GDBgAN5++22Lz9br9Vi/fj3uueceJCYmon379njwwQexb98+f/xUIpuMj5IYh1Z/+umnmDp1KpKTk9GpUyfMnTsXRUVFAIDhw4fjp59+wk8//YSEhATs378fAJCfn4958+ahW7duaNeuHe6//36rep6QkIB33nkHc+fORefOnZGcnIypU6fi0qVLpm3+/PNP/Pvf/0aXLl2QlJSEBx54AN98843pffPHJubMmYMPPvgAf/31l2lI+H333YcHH3zQ6jeOGTMGw4cPd3mfbN++He3atcOhQ4dw3333oV27dhgwYAD+7//+D7///jtGjhyJpKQk9OvXD5988onF3/799994/PHH0blzZyQlJWHkyJH47bffLLY5f/48Zs2ahR49eqBNmza49dZbMWvWLOTl5Vkcl5UrV2Lx4sXo1q0bEhMTMWbMGJw5c8bl30Hy06dPH6xevRqLFi1Cly5dkJycjBkzZqCoqAjr169HSkoKbrnlFkyZMsVUH5y1U4D1I056vR7vvPMOBg4ciMTERNx2221YsmQJysrKLP7GVvvmqq1btyItLQ3t27dHYmIiBg0ahF27dpm+f8iQIejatStyc3NNfzN37lwkJiaa7lJXfdzr7bffxh133IF27dqhZ8+emD9/PgoLC93cy7bLevfdd6Nt27a47bbbsGrVKovfOmfOHIwaNQrbtm3DgAED0LZtW6SmplrkHwDIyMjAww8/jPbt2+O2227Dm2++iVGjRpkexzPmp9WrV1s94vX1118jNTXVlE927NhR7d9F3udJjJo/kulKWwowRm2VlTFK/uSsrc3NzcUTTzyB7t27o127dhg0aJBFHdm+fTsSEhJw+PBhDB48GImJiRg4cKAp5ozKysrw4osvolevXmjbtq3NbURRxDvvvIO7774biYmJ6NevH1599VWIoohVq1Zh9erVANx/ZNpeTsnNzcUzzzyD3r17o23btujcuTMmTZqE8+fPm/6u6jm3rUcyz549i6lTp6J79+5o3749hg8fjkOHDrl1HEIRO8xI1mbNmoX3338f48aNw8aNGzFnzhxkZWVh+vTppokNDx48iHPnzmHVqlWYNGkSVCoV5s+fj5UrVyI1NRXr1q3DHXfcgYULF2LNmjWmz16yZAnWrFmDBx54AK+99hoWLFiAvLw8PPbYYyguLvbXTyZy6Omnn8YNN9yA9PR0jB07Ftu2bcO6detM77Vu3RqtW7fG5s2b0aZNG5SVlWHkyJHYs2cPpk+fjtWrV6Nhw4YYO3asVafZyy+/DIPBgGXLlmHWrFn4+uuvsXDhQgCAwWDA+PHjUVxcjBdffBHp6emoXbs2Jk6ciHPnzlmVc+LEiejVqxdiYmKwefNm3HbbbRgyZAgyMjIsts/Ozsa+fftw3333ubUfdDodHn/8cTz44INIT09HWFgYnnjiCUyYMAG33XYbVqxYgZiYGMyePRv//PMPgMqTqQcffBC//vornnrqKSxduhQGgwEPP/wwTp8+DQAoKSnBiBEjcPr0aTz99NPYsGEDhg0bho8//hjLli2zKMNbb72F33//HYsWLcJzzz2HY8eOBe08OaHk9ddfx99//42XX34ZEyZMwMcff4z77rsP33//PZ599llMmTIFe/bswcqVKwG41k5VNW/ePCxcuBB9+vTB2rVr8fDDD2PTpk2YOHGixd/Yat9c8c4772DevHno27cvXnnlFbz00ktQq9WYOXMm/v77byiVSixevBjFxcVYvHgxgMqL0ffffx8zZ85EixYtrD7zk08+weLFi/Hwww9jw4YNmDRpEj788EM899xz7u5iC6+88gqeeuop3HrrrVi3bh0efvhhvPrqq5g3b57FdseOHcOGDRswdepUrFmzBiqVClOnTsWVK1cAAKdPn8aoUaMAAMuWLcOUKVOwfv16i4uBzZs3AwCGDBli+v9G8+bNw6hRo7B27VrUr18fc+bMwYkTJ6r128g33I1RWxy1pQBj1BxjlOTAWVs7c+ZMnDp1Cs888wzWr1+P1q1bY/bs2aabx0bjx49H3759sXr1atx88814/PHHsWfPHgCVHWGTJk3C//73PzzyyCNYu3YtkpOTMX36dIvOt2XLluH5559Hr169sHbtWgwdOhQvv/wy0tPTMXToUAwZMgRAZX0eOnSoW7+zak5RKpUYP348vv/+e8yYMQMbNmzAxIkT8cMPP5hi0NY5d1WnTp1CWloa/vzzT/z3v//FkiVLIAgCRo4ciZ9++smtMoYckUimysrKxNGjR4uffPKJxesbN24U4+PjxezsbHH27NlifHy8ePbsWdP7v//+u5iQkCC+8sorFn/38ssvi+3atRNzc3NFURTFxx9/XHz99dcttvn888/F+Ph48eeff/bNjyJyU+/evcXZs2eLf/75pxgfHy8+8cQTFu8PHz5cvOeee0z/HjZsmDhs2DDTvzdv3izGx8eLv/zyi+k1g8EgPvzww2JaWprptfj4ePGhhx6y+Ow5c+aI7du3F0VRFC9evCjGx8eLH374oen9goICceHChWJmZqYoiqK4cuVKMT4+3vT+7Nmzxd69e1tsn5iYKK5YscL02vr168Xk5GSxqKjI5X2ybds2MT4+Xnz33XdNr3388cdifHy8uHz5ctNrR48eFePj48Uvv/xSFEVRXLZsmdiuXTvx/Pnzpm3KysrEvn37ilOmTBFFURR/++038aGHHhLPnTtn8Z3jx48X+/fvb/p37969xd69e4s6nc702qpVq8T4+HhTjqHA07t3b7Fnz55iRUWF6bUBAwaIycnJYkFBgem18ePHi6mpqS61U6JoGQsnT54U4+PjxfT0dIu/2bFjhxgfHy9+/fXXpr+p2r65atGiReKLL75o8dqxY8fE+Ph48aOPPjK99tprr4nx8fHiF198IXbv3l0cM2aMaDAYTO/Hx8eLK1euFEVRFJ966imxf//+ol6vN73/4Ycfim+88YZbZTPfFwUFBWJSUpI4b948i222bNkixsfHi1lZWaa/iY+Pt4jLn376SYyPjxc/++wzURRFcebMmWK3bt3E4uJi0zY///yzGB8fL86ePdvmbxLF63nrm2++Mb129uxZMT4+XnzzzTfd+m3ke+7GqPFvjHXAlbaUMcoYJXlxpa1t27atRczq9XrxhRdeEA8cOCCK4vVzx1WrVpm2MRgM4qBBg0znw999950YHx9v9T1PPPGE2L17d7GiokK8cuWK2KZNG3HhwoUW2yxatEh85JFHRFG0Ph92la2c8s8//4jDhw83/Q6jZ599VmzTpo3F35qfcxtz3bZt20RRFMXHHntM7Ny5s0WerKioEAcMGCAOGTLE7bKGEs5hRrKl0WhMq+RcvHgR586dw++//46vvvoKAFBRUQEA0Gq1FvPD/PjjjxBFEX369LEYLm68S3jo0CHcfvvtWLp0KYDKUSfnzp3DmTNn8H//938Wn00kN1XnI2jYsCH++usvu9vv27cPMTExaNOmjUU89O7dGy+++CKuXLmCWrVq2f3skpISAEC9evXQokULPPXUU/jhhx+QkpKCHj164Mknn3S57DVr1kT//v2xc+dOTJ06FQCwY8cO3HHHHYiIiHD5c4ySk5NN/79evXpWv6F27doAgIKCAgCV+6JVq1Zo0KCBaV8oFAqkpKRg586dAIBWrVrh3XffhcFgwJ9//omzZ8/i5MmT+P33360etWnXrh2USqXp38b520pKShAdHe327yF5SExMtBglEhMTgxo1aqBmzZqm12rXro2srCyX2ylzxju5AwcOtHj97rvvxpNPPon9+/ejV69eAKzbN1cZRzpevXoVZ8+exdmzZ00jSs3L9Mgjj2D37t2YOnUqatWqhUWLFkEQBJuf2bVrV2zevBlpaWno378/brvtNgwcONDu9q7IyMhASUmJzfYaAL7//nvExcUBAOrUqWOxL8zjDahs+3v16oXw8HDTNsnJybjhhhtcKkvHjh1N///GG28EcD13kLy4E6P2OGpLGaPXMUZJDlxpa7t06YJVq1bhxIkT6NWrF1JSUmyuGj9o0CDT/xcEAf369cOqVatQUlKCffv2QRAE9OrVy6q+79y5EydPnkROTg4qKirQr18/i8/11hMGVXNKgwYN8NZbbwGonFbk3LlzOH36NH7++We3rld/+ukn9O7d2yJPqlQq3H333VizZg2KiooQGRnpld8QbNhhRrL27bffYuHChfj9998RGRmJhIQEUzCL14bE161b1+JkID8/H0DliY0t2dnZAICjR4/imWeewdGjR6HVatGiRQtToy3aeYyGyN/MTzSByg4fR/U1Pz8fOTk5aNOmjc33c3JyTB1mjj5bEARs3LgRa9euxZdffokPPvgAarUat99+O+bPn2/qnHJmyJAh2LlzJw4ePAiNRmMaPu8JW6ueabVau9vn5+fj3LlzdvdFSUkJwsPD8frrr+OVV15BXl4e6tWrhzZt2iA8PBxXr1612N7W/gIqH1+lwGWrXlU91uZcaafMGR9PiomJsXhdpVIhOjraop5Vbd9c9ccff2DevHn48ccfoVKp0KxZM9N8QOZlUigUSE1Nxc8//4y2bdtalcncXXfdBYPBgHfffRerV6/GihUrcMMNN2DGjBl221tnjO31uHHjbL5/8eJF0/+vegyM+8UYb7m5uahbt67VZzj6TebMO+2NscxzAXlyN0ZtcdTeMUavY4ySXDhra19++WWsW7cOn376KT777DMoFAp069YN8+fPN3WwApUdUObq1q0LURRx9epV5OfnQxRFdOjQwWYZLl68aMoPderU8cnvtJVTdu7ciWXLluHChQuoXbs2WrZs6fB815YrV66Ybi6bq1evHkRRRGFhITvM7GCHGcnWH3/8gUmTJpnmdzD2tr/zzjv49ttv7f5dVFQUAODNN9+0GfiNGzdGYWEhxo4di4SEBHz88cdo3rw5FAoFvvnmG3z++ee++UFEflCzZk00bdoUS5Yssfl+kyZNXP6sBg0aYP78+Xj66adx4sQJfPbZZ3j11VdRq1Ytlzu9OnfujJtuugmfffYZ1Go1YmNjLe4a+1LNmjXRuXNnzJo1y+b7Go0GH330EV544QXMmDEDQ4YMMZ0QPfbYYzh69Kgk5aTA4Uk7ZeygzsnJsYi/iooK5OXlVXt0osFgwLhx46BWq7Flyxa0bt0aKpUKp06dMo2kNLp06RJWrFiBVq1a4dtvv8VHH31kNarG3D333IN77rkHV69exXfffYdXX30VM2fORMeOHa0uQlxhbK+XLFmCpk2bWr1v6+TenoYNG+Ly5ctWr1++fBk333yz22Wj0MUYvY4xSnLgSltbs2ZNzJw5EzNnzsTvv/+OPXv2ID09Hc888wxee+0102fl5eVZxMKlS5egVCpRu3Zt1KxZExEREaYRXVXFxsbi559/BlDZAdysWTPTexcuXMC5c+dwyy23ePW3Hzx4ELNnz8awYcMwZswY08jNF1980a0J+2vVqmWxkJdRTk4OAPDJCAc46T/J1rFjx1BWVobx48dbDE01JkZ7d5U6deoEoDIhtmvXzvRffn4+li9fjvz8fPz+++/Iz8/HiBEjEBcXZ7pTtXfvXgAcIUKBy1iXjTp37owLFy6gbt26FvGwb98+vPbaaxaPFDqSkZGBbt264ciRIxAEAa1atcL06dMRHx9vmlTfWVmAyjvOaWlp2L17N3bv3o3Bgwe7/yM91LlzZ5w5cwY333yzxb7YuXMntm7dCqVSiUOHDqFmzZoYN26cqbOsqKgIhw4dYl4gK560U507dwYAfPTRRxavf/LJJ9Dr9dU+2c7Ly8OZM2cwZMgQi0fXbLVvTz/9NABg48aNGDBgAJ577jmLESPmpk2bhsmTJwOovDC58847MXHiROj1ert/40xSUhLUajWys7MtYlKtVmPp0qWmFcBc0alTJ+zdu9diFcPjx49bfYatvERkjjF6HWOU5MBZW/v333+jV69e+OyzzwAAzZo1w6OPPopu3bpZnaMap98BKtvoL774Arfccgs0Gg06d+6M4uJiiKJoUd9PnjyJNWvWQKfTITExEWq12rRQgNGbb76Jxx57DIIgeLUOZ2RkwGAwYOrUqabOMr1ejx9++AHA9Xzh7Ds7deqEr776ymKErF6vxyeffIJ27dpBo9F4rczBhiPMSLbatGkDlUqFl156CaNHj0Z5eTm2b9+Or7/+GgDsrmQZHx+P1NRUPPXUU/jrr7/Qtm1bnDlzBi+//DKaNGmCpk2bori4GDVq1MC6deugUqmgUqnw+eef4/333wdwfb4FokATFRWFjIwM7Nu3D61bt0ZaWho2bdqERx55BBMmTECjRo3www8/4NVXX8WwYcOgVqtd+tzWrVtDq9Vi1qxZmDJlCurVq4cffvgBx48fx4gRI+yW5dKlS/jmm2/QqlUr1K9fHwCQlpaGVatWQRRF3Hvvvd766U6NGjUKH374IUaNGoXRo0cjOjoau3btwpYtW0xzsSUmJuK9997DCy+8gN69e+PixYvYsGEDLl26ZBp1QGTkSTvVokULDB48GKtXr0ZpaSm6dOmC48ePY/Xq1ejSpQt69uxZrTLVrVsXN9xwA9555x00bNgQUVFR+O677/Dmm28CuN6+7dixA7t378aSJUtQp04dzJ07F3fffTeeeuopvPLKK1af27VrVzz99NNYvHgxUlJSUFBQgNWrV6Np06Zo2bKlR2WNjo7G2LFjsWLFChQWFqJLly7Izs7GihUrIAiCW587YcIE7Nq1C2PHjsXo0aNRUFBg+hzzx1uMOfLAgQOSjW6lwMIYvY4xSnLgrK2tVasWGjZsiOeeew6FhYW46aabcOzYMXzzzTcYP368xWe99NJLKC8vx80334ytW7fi9OnTptjr1asXOnXqhIkTJ2LixIlo3rw5jhw5glWrVqFHjx6mG6kjRozAm2++CY1Gg65du+Lo0aPYtGkTHn/8cahUKtPIzI8//hhJSUkWj4S6KzExEQCwYMEC3HfffSgoKMCmTZtMK8Qar2mrnnNXNXnyZOzduxcjRozAuHHjoNFosGnTJvz5558WI/DIGrvwSbZiY2OxdOlSZGdn49///rdp6dy3334bgiDg4MGDdv920aJFeOSRR/C///0PY8eOxbp163DXXXdh48aNUCqVqFmzJtLT0yGKIh577DHMmjULf//9NzZt2oTIyEiHn00kZw8//DDUajUeffRR7N27FxEREXjnnXdwyy234KWXXsKjjz6KL774AjNmzHBrwv6wsDBs3LgRcXFxeP755zFmzBjs2bMHCxYsQFpams2/SUtLww033IBJkyZZLMfdoEEDtGzZEt26dUOjRo2q+5Nd1qBBA/zvf//DDTfcgPnz52PChAk4cuQInn/+edNS94MHD8akSZPw6aef4tFHH8XKlSvRsWNHLFiwAPn5+Th16pRk5SX587Sdev755zF58mR88sknGDduHN555x0MHz4cr776qlfuTKenp6NBgwaYM2cOpk2bhl9++QVr165Fs2bNcPDgQWRnZ+P5559HSkqK6fGuBg0a4PHHH8fXX3+Nbdu2WX3mgw8+iP/+97/Yu3cvJkyYgHnz5qF58+bYuHGjyx3vtkybNg1z5szBl19+iUcffRQvvfQSbrnlFmzatMlicmJnYmNjsWHDBpSVlWHq1Kl4+eWX8eijjyImJsZieoYJEybg6NGjePTRR3HhwgWPy03BjTF6HWOU/M2Vtnb16tXo2bMnVqxYgdGjR+O9997D5MmTMWnSJIvPmj9/PrZs2YLJkycjJycHGzduNHXMKhQKrF+/HnfffTdeeeUVjBkzBv/73/8watQovPzyy6bPmDlzJmbMmIFdu3Zh3Lhx+OCDD/Cf//wHo0ePBgD0798f7dq1w5w5c0yLFXiqS5cumDdvHjIyMvDoo49i0aJFaNy4MVavXg0Apscy7Z1zG8XFxeHdd99FvXr18J///AczZ86EKIp466230K1bt2qVMdgJImdLJCIiCWVnZ6NPnz5YtmwZBgwY4O/iEPnc9OnTkZWVhU8++cTfRQla+/btg1qtthiRcuXKFXTv3h2zZs2yOxKWiKTBGCV/2r59O5588kns2bPHrfl7ifhIJhERSeL48ePYs2cPPv/8czRp0gS33367xfvmS3jbo1AoOL8JBYzs7Gz8+OOPOHDgANq2bVutzxJFEXq93ul2SqXSo1X7qkMOZfv111+xcuVKPP7442jTpg3y8vKwceNG1KxZE/fcc49PvpPInBziwB45lI0xSqFIDrFH1cMOMyIikkRZWRlef/11NGjQAMuXL7dYcOD8+fPo27ev088YPHgwXnjhBV8Wk8hrDh06hKeffho33ngjHnvssWp91gcffODSY9SLFi2y+5i0r8ihbMZ5bd577z1cuHABERER6Ny5MxYvXmyad4bIl+QQB/bIoWyMUQpFcog9qh4+kklERH5XXl6OzMxMp9tFR0dzKD2FpLy8PJdWpGvSpInky8PLuWxEUpFzHMi5bETBjLEX+NhhRkREREREREREZIYTwRAREREREREREZlhhxkREREREREREZEZdpgRERERERERERGZYYcZERERERERERGRGXaYERERERERERERmWGHGRERERERERERkRl2mBEREREREREREZlhhxkREREREREREZGZ/wdj7MhSr/KppAAAAABJRU5ErkJggg==",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.pairplot(data=df);"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "c9b2cd94-b738-4c18-b30a-c2b5bcb5fc32",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.pairplot(data=df,\n",
- " hue=\"file_name\");"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "adc9dfae-4165-491c-8854-249a3ec03a8b",
- "metadata": {},
- "source": [
- "If you have too many points, displaying every single point may yield graphs too poluted. An alternative visualization in this case could be a 2D histogram plot. We can do that by changing the `kind` argument to \"hist\"."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "99eace07-edbf-4d1f-adf4-d286561a04bd",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.pairplot(data=df,\n",
- " hue=\"file_name\",\n",
- " kind=\"hist\");"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "0e4abd4d-743d-49e4-a05b-0e5b84cca506",
- "metadata": {},
- "source": [
- "## Exercise"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "0351b141-d20a-4629-b6b5-906b70f17b0d",
- "metadata": {},
- "source": [
- "You may have noticed that the `pairplot` is redundant in some plots because the upper diagonal displays the same relationships rotated.\n",
- "\n",
- "Redraw the `pairplot` to display only the lower diagonal of the plots.\n",
- "\n",
- "*Hint: explore the properties of the [`pairplot`](https://seaborn.pydata.org/generated/seaborn.pairplot.html#seaborn.pairplot).*"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "bd2d2a5b",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#'''SOLUTION\n",
- "sns.pairplot(data=df,\n",
- " hue=\"file_name\",\n",
- " corner=True);\n",
- "#'''"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "f868e5e7",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.18"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/day3.3a_basic_plotting/03_Multivariate_views.ipynb b/day3.3a_basic_plotting/03_Multivariate_views.ipynb
new file mode 100644
index 0000000..03453bd
--- /dev/null
+++ b/day3.3a_basic_plotting/03_Multivariate_views.ipynb
@@ -0,0 +1,308 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "# Multivariate views"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "23618ebe-f01c-47b9-aa85-ce4ad6d01619",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "In this notebook, we show a few examples of how to have plots with graphs of different types in a figure, like having a scatter plot with marginal distributions or even a multivariate plot with pair relationships of all properties in a table."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ec137599-b8bd-4666-b5f7-13e94243b50e",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "sns.set_theme()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "88932903-b980-42a3-b6e8-3f42327735c6",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "Let's load the same dataframe."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv(\"../data/BBBC007_analysis.csv\")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ed4b3c99-c91c-46e5-b83f-0767205dfca5",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "## Plotting joint and marginal distributions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a14bad1a-c992-4fc3-8da9-8a9e07e1560b",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "To have a joint distribution of two variables with the marginal distributions on the sides, we can use `jointplot`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f6ca04a6-23b7-4851-8089-1faa8d02c000",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "sns.jointplot(data=df,\n",
+ " x=\"aspect_ratio\",\n",
+ " y=\"area\");"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f400c05-00e1-4295-9681-857871b6be51",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "As expected, it is possible to separate groups by passing a categorical property to the `hue` argument. This has an effect on the marginal distribution, turning them from histogram to kde plots."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3e9fcfc2-8634-4f80-b361-538c5e084117",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "sns.jointplot(data=df,\n",
+ " x=\"aspect_ratio\",\n",
+ " y=\"area\",\n",
+ " hue='file_name');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d180362a-29a1-42b5-8734-bf23ef5f1442",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "## Plotting many distributions at once"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "165c2544-3086-486d-b9a4-0f4eeb83e2ed",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "The above examples displayed a plot with relationship between two variables. This can be further expanded with the `pairplot` function which displays the relationship between all variables in a table. The result is a matrix of scatter plots with an univariate distribution of each variable on the diagonal."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c25b9980-1525-4500-ae37-c6ad8550da77",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "sns.pairplot(data=df);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "As in the former examples, we can separate the groups by passing a categorical property to the `hue` argument."
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c9b2cd94-b738-4c18-b30a-c2b5bcb5fc32",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "sns.pairplot(data=df,\n",
+ " hue=\"file_name\");"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "adc9dfae-4165-491c-8854-249a3ec03a8b",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "If you have too many points, displaying every single point may yield graphs too poluted. An alternative visualization in this case could be a 2D histogram plot. We can do that by changing the `kind` argument to \"hist\". With this, each subplot describes the bivariate relationships between different pairs of variables. Essentially, it offers a heat-map-like view, where the intersection of intervals between two variables shows the density of data points."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "99eace07-edbf-4d1f-adf4-d286561a04bd",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "sns.pairplot(data=df,\n",
+ " hue=\"file_name\",\n",
+ " kind=\"hist\");"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "---"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0e4abd4d-743d-49e4-a05b-0e5b84cca506",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "## Exercise 4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0351b141-d20a-4629-b6b5-906b70f17b0d",
+ "metadata": {
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ },
+ "source": [
+ "You may have noticed that the `pairplot` is redundant in some plots because the upper diagonal displays the same relationships rotated.\n",
+ "\n",
+ "Redraw the `pairplot` to display only the lower diagonal of the plots.\n",
+ "\n",
+ "*Hint: explore the properties of the [`pairplot`](https://seaborn.pydata.org/generated/seaborn.pairplot.html#seaborn.pairplot).*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bd2d2a5b",
+ "metadata": {
+ "pycharm": {
+ "name": "#%%\n"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Your code here\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.18"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file
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