{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Charts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Charts are a powerful tool for understanding and interpreting data. Most charts use aggregations to represent the dataset, and others downsample the data to represent a subset.\n", "\n", "First, let's import the modules needed for this notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# VerticaPy\n", "from verticapy.datasets import load_titanic, load_iris, load_world, load_amazon\n", "import verticapy as vp\n", "\n", "# Numpy & Matplotlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with pies and histograms. Drawing the pie or histogram of a categorical column in VerticaPy is quite easy." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vp.set_option(\"plotting_lib\", \"highcharts\")\n", "vdf = load_titanic()\n", "vdf[\"pclass\"].bar()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"pclass\"].pie()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These methods will draw the most occurent categories and merge the others. To change the number of elements, you can use the 'max_cardinality' parameter." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"home.dest\"].bar()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"home.dest\"].bar(max_cardinality = 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When dealing with numerical data types, the process is different. Vertica needs to discretize the numerical features to draw them. You can choose the bar width ('h' parameter) or let VerticaPy compute an optimal width using the Freedman-Diaconis rule." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"age\"].hist()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"age\"].hist(h = 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also change the occurences by another aggregation with the 'method' and 'of' parameters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"age\"].hist(method = \"avg\", of = \"survived\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "VerticaPy uses the same process for other graphics, like 2-dimensional histograms and bar charts." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.bar([\"pclass\", \"survived\"])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.hist([\"fare\", \"pclass\"],\n", " method = \"avg\",\n", " of = \"survived\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pivot tables give us aggregated information for every category and are more powerful than histograms or bar charts." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.pivot_table([\"pclass\", \"fare\"], \n", " method = \"avg\",\n", " of = \"survived\",\n", " fill_none = np.nan)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Box plots are useful for understanding statistical dispersion." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.boxplot(columns = [\"age\", \"fare\"])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf[\"age\"].boxplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter and bubble plots are also useful for identifying patterns in your data. Note, however, that these methods don't use aggregations; VerticaPy downsamples the data before plotting. You can use the 'max_nb_points' to limit the number of points and avoid unnecessary memory usage." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf = load_iris()\n", "vdf.scatter([\"SepalLengthCm\", \"PetalWidthCm\"], \n", " by = \"Species\", \n", " max_nb_points = 1000)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.scatter([\"SepalLengthCm\", \"PetalWidthCm\", \"SepalWidthCm\"], \n", " by = \"Species\", \n", " max_nb_points = 1000)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.scatter([\"SepalLengthCm\", \"PetalWidthCm\"], \n", " size = \"SepalWidthCm\",\n", " by = \"Species\",\n", " max_nb_points = 1000)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method scatter in module verticapy.core.vdataframe._plotting:\n", "\n", "scatter(columns: Annotated[Union[str, list[str]], 'STRING representing one column or a list of columns'], by: Optional[str] = None, size: Optional[str] = None, cmap_col: Optional[str] = None, max_cardinality: int = 6, cat_priority: Union[NoneType, Annotated[Union[bool, float, str, datetime.timedelta, datetime.datetime], 'Python Scalar'], Annotated[Union[list, numpy.ndarray], 'Array Like Structure']] = None, max_nb_points: int = 20000, dimensions: tuple = None, bbox: Optional[tuple] = None, img: Optional[str] = None, chart: Union[ForwardRef('PlottingBase'), ForwardRef('TableSample'), ForwardRef('Axes'), ForwardRef('mFigure'), ForwardRef('Highchart'), ForwardRef('Highstock'), ForwardRef('Figure'), NoneType] = None, **style_kwargs) -> Union[ForwardRef('PlottingBase'), ForwardRef('TableSample'), ForwardRef('Axes'), ForwardRef('mFigure'), ForwardRef('Highchart'), ForwardRef('Highstock'), ForwardRef('Figure')] method of verticapy.core.vdataframe.base.vDataFrame instance\n", " Draws the scatter plot of the input vDataColumns.\n", " \n", " Parameters\n", " ----------\n", " columns: SQLColumns\n", " List of the vDataColumns names.\n", " by: str, optional\n", " Categorical vDataColumn used to label the data.\n", " size: str\n", " Numerical vDataColumn used to represent the\n", " Bubble size.\n", " cmap_col: str, optional\n", " Numerical column used to represent the color\n", " map.\n", " max_cardinality: int, optional\n", " Maximum number of distinct elements for 'by'\n", " to be used as categorical. The less frequent\n", " elements are gathered together to create a\n", " new category: 'Others'.\n", " cat_priority: PythonScalar / ArrayLike, optional\n", " ArrayLike list of the different categories to\n", " consider when labeling the data using the\n", " vDataColumn 'by'. The other categories are\n", " filtered.\n", " max_nb_points: int, optional\n", " Maximum number of points to display.\n", " dimensions: tuple, optional\n", " Tuple of two elements representing the IDs of the\n", " PCA's components. If empty and the number of input\n", " columns is greater than 3, the first and second\n", " PCA are drawn.\n", " bbox: list, optional\n", " Tuple of 4 elements to delimit the boundaries of\n", " the final Plot. It must be similar the following\n", " list: [xmin, xmax, ymin, ymax]\n", " img: str, optional\n", " Path to the image to display as background.\n", " chart: PlottingObject, optional\n", " The chart object to plot on.\n", " **style_kwargs\n", " Any optional parameter to pass to the plotting\n", " functions.\n", " \n", " Returns\n", " -------\n", " obj\n", " Plotting Object.\n", "\n" ] } ], "source": [ "help(vdf.scatter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hexbin plots can be useful for generating heatmaps. These summarize data in a similar way to scatter plots, but compute aggregations to get the final results." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vp.set_option(\"plotting_lib\", \"matplotlib\")\n", "vdf.hexbin([\"SepalLengthCm\", \"SepalWidthCm\"], \n", " method = \"avg\", \n", " of = \"PetalWidthCm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hexbin, scatter, and bubble plots also allow you to provide a background image. The dataset used below is available here." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "africa = vp.read_csv(\"data/africa_education.csv\")\n", "# displaying avg students score in Africa\n", "africa.hexbin([\"lon\", \"lat\"],\n", " method = \"avg\",\n", " of = \"zralocp\",\n", " img = \"img/africa.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to use SHP datasets to draw maps." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Africa Dataset\n", "africa_world = load_world()\n", "africa_world = africa_world[africa_world[\"continent\"] == \"Africa\"]\n", "ax = africa_world[\"geometry\"].geo_plot(color = \"white\",\n", " edgecolor='black',)\n", "\n", "# displaying schools in Africa\n", "africa.scatter([\"lon\", \"lat\"],\n", " by = \"country_long\",\n", " ax = ax,\n", " max_cardinality = 100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time-series plots are also available with the 'plot' method." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5737 elements were filtered\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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37kRZWZm8jLbqjKh2o1xGWwFn586dKCgoQHZ2NpxOJ5xOZ9hlRBtaMjMzkZmZGfK6y+WCy+XS+csJIYQQosTv96sq2DgcjrheV3nNJnYnqdVs/H4/xo8fjxkzZuCzzz5Dz549Ve8PGjQILpcL8+bNk19bu3YttmzZgiFDhgAAhgwZgh9++EFVdWbu3LkoKChA37595WWUbYhlRBtutxuDBg1SLePz+TBv3jx5GUIIIYTEH21dDlazISQ6SXXmb775ZkybNg3vv/8+8vPz5Yx7YWEhsrOzUVhYiHHjxmHixIkoKSlBQUEBbrnlFgwZMgQnnngiAGD48OHo27cvrrrqKjzxxBOoqqrCfffdh5tvvll2zm+88UY8//zzuPPOO3Hdddfhs88+w9tvv42PPvpI7svEiRNx9dVX47jjjsMJJ5yAZ555BnV1dbj22msTv2IIIYSQdopWvKdQ0T1CUpKkivmXXnoJADB06FDV61OmTME111wDAHj66afhcDgwZswYNDU1YcSIEXjxxRflZZ1OJ2bOnImbbroJQ4YMQW5uLq6++mo8/PDD8jI9e/bERx99hNtuuw3PPvssunXrhv/85z8YMWKEvMyll16K3bt34/7770dVVRWOOeYYzJ49O2RQLCGEEELih3LwK0BnnpC2SKk683aGdWoJIYSQ2GloaFBVhXvmmWdw6623xu37eP0mdiepmXlCCCGEECWM2RBiDIp5QgghhKQMWjHPmA0h0aGYJ4QQQkjKwMw8IcagmCeEEEJIysCYDSHGoJgnhBBCSMrAmA0hxqCYJ4QQQkjKQDFPiDEo5gkhhBCSMmgz84zZEBIdinlCCCGEpAx05gkxBsU8IYQQQlIGDoAlxBgU84QQQghJGejME2IMinlCCCGEpAysM0+IMSjmCSGEEJIyMGZDiDEo5gkhhBCSMjBmQ4gxKOYJIYQQkjJQzBNiDIp5QgghhKQMrDNPiDEo5gkhhBCSMtCZJ8QYFPOEEEIISRko5gkxBsU8IYQQQlIGxmwIMQbFPCGEEEJSBjrzhBiDYp4QQgghKQPrzBNiDIp5QgghhKQMdOYJMQbFPCGEEEJSBm1mnmKekOhQzBNCCAmhqakp2V0g7RTGbAgxBsU8IYQQFWvXrkVxcTHuuOOOZHeFtEMYsyHEGBTzhBBCVHz//fdoaGhAZWVlsrtC2iEU84QYg2KeEEKIChFraGlpSXJPSHuEdeYJMQbFPCGEEBXCCaWYJ8mAzjwhxqCYJ4QQooJiniQTinlCjEExTwghRAXFPEkmrGZDiDEo5gkhhKhgZp4kE9aZJ8QYFPOEEEJU0JknyYQxG0KMQTFPCCFEBcU8SSaM2RBiDIp5QgghKijmSTKhM0+IMSjmCSGEqGBmniQT1pknxBgU84QQQlTQmSfJhM48IcagmCeEEKKCYp4kE4p5QoxBMU8IIUQFxTxJJhwAS4gxKOYJIYSoEGLK4/EkuSekPcI684QYg2KeEEKICg6AJcmEMRtCjEExTwghRIUQTz6fj0KKJBzGbAgxBsU8IYQQFUoxpY08EBJv6MwTYgyKeUIIISqU4olRG5JomJknxBgU84QQQlQoYw0U8yTRMGZDiDEo5gkhhKigM0+SCWM2hBiDYp4QQogKinmSTOjME2IMinlCCCEqKOZJMmFmnhBjUMwTQghRwcw8SSZCvDudTtX/CSHhoZgnhBCigs48SSZi/8vIyADAmA0hbUExTwghRAXFPEkmdOYJMQbFPCGEEBUU8ySZiMy8cOYp5gmJDsU8IYQQFczMk2QixLvL5QLAmA0hbUExTwghRAWdeZJMGLMhxBgU84QQQlRQzJNkoh0ASzFPSHQo5gkhhKigmCfJRJuZZ8yGkOhQzBNCCFHBzDxJJnTmCTEGxTwhhBAVdOZJMmGdeUKMQTFPCCFEhVLMezyeJPaEtEc4AJYQY1DME0IIUUFnniQT1pknxBgU84QQQlRQzJNkwjrzhBiDYp4QQogKDoAlyYQxG0KMQTFPCCFEBZ15kkxYzYYQY1DME0IIUUExT5IJ68wTYgyKeUIIISoo5kkyoTNPiDEo5gkhhKhgZp4kE4p5QoxBMU9IDPh8Ptxzzz2YMWNGsrtCiGXQmSfJhJNGEWKMjGR3gBA788MPP+Cxxx5Dr169cMEFFyS7O4RYAsU8SSasM0+IMejMExIDDQ0Nqr8JSQco5kkyoTNPiDEo5gmJAXHREU4SIekAM/MkmbDOPCHGoJgnJAYo5kk6QmeeJBPGbAgxBsU8ITFAMU/SEYp5kkzE/udyuQAwZkNIW1DMExIDFPMkHaGYJ8mEMRtCjEExT0gMUMyTdISZeZJMWGeeEGNQzBMSAxTzJB2hM0+SiTYzz5gNIdFJqphfuHAhzj33XJSXl0OSJLz33nuq96+55hpIkqT6M3LkSNUy+/btwxVXXIGCggIUFRVh3LhxqK2tVS3z/fff49RTT0VWVhYqKirwxBNPhPRl+vTp6NOnD7KystC/f3/MmjXL8t9L0g+KeZKOUMyTZEJnnhBjJHXSqLq6OgwYMADXXXcdLrzwwrDLjBw5ElOmTJH/n5mZqXr/iiuuwI4dOzB37lx4PB5ce+21uOGGGzBt2jQAQE1NDYYPH45hw4bh5Zdfxg8//IDrrrsORUVFuOGGGwAAixYtwtixY/Hoo4/inHPOwbRp03D++efj22+/Rb9+/eL060k6QDFP0hGKeZJMUlHM+/1+tLS08FxPEobT6URGRgYkSWpz2aSK+bPPPhtnn3121GUyMzNRVlYW9r3Vq1dj9uzZ+Prrr3HccccBAJ577jmMGjUK//jHP1BeXo433ngDzc3NmDx5MtxuN4466igsX74cTz31lCzmn332WYwcORJ33HEHAOCRRx7B3Llz8fzzz+Pll1+28BeTdINinqQjyliDx+NJYk9IeyTVJo1qbm7Gjh07UF9fn9R+kPZHTk4OunTpArfbHXW5pIp5PXz++ecoLS1FcXExfvWrX+Evf/kLOnToAACorKxEUVGRLOQBYNiwYXA4HFiyZAkuuOACVFZW4rTTTlOtiBEjRuDxxx/H/v37UVxcjMrKSkycOFH1vSNGjAiJ/ShpampCU1OT/P+amhoAgQsfL37th+bmZvnfTU1NcDg4DIXYH6Ub39zczHMaSShi/xOOpM/ni+s+GK1tn8+HTZs2wel0ory8HG63W5dTSkgs+P1+NDc3Y/fu3di0aRMOP/zwqPoipcX8yJEjceGFF6Jnz57YsGED7r33Xpx99tmorKyE0+lEVVUVSktLVZ/JyMhASUkJqqqqAABVVVXo2bOnapnOnTvL7xUXF6Oqqkp+TbmMaCMcjz76KB566KGQ1+fMmYOcnBxTv5fYj6+//lr+90cffSSXUiPEzijPfZs2beIYIpJQdu7cCQDYvHkzgMANZTz3wWiOe3NzM3w+HyoqKnhtJwklOzsbLpcLP//8M5qbm5GVlRVx2ZQW85dddpn87/79++Poo4/GYYcdhs8//xxnnnlmEnsG3HPPPSo3v6amBhUVFRg+fDgKCgqS2DOSSJQO5vDhw0PGdBBiR1555RX53126dMGoUaOS2BvS3njuuecAAL179wYQyA7Hcx8UT9ajwaeuJBno3e9SWsxrOfTQQ9GxY0f89NNPOPPMM1FWVoZdu3aplmlpacG+ffvknH1ZWZl8ly8Q/29rmUhZfSCQ5Q8n3FwulzxrHUl/lAeaw+HgtidpgTKj7PP5uF+ThCL2P3GNjfc+yP2b2B1b3Wpu3boVe/fuRZcuXQAAQ4YMwYEDB7Bs2TJ5mc8++ww+nw+DBw+Wl1m4cKEqEzd37lz07t0bxcXF8jLz5s1TfdfcuXMxZMiQeP8kYnOUVRY4CJakC5w0iiQT1pknxBhJFfO1tbVYvnw5li9fDiCQzVy+fDm2bNmC2tpa3HHHHVi8eDE2b96MefPm4de//jV69eqFESNGAACOPPJIjBw5Etdffz2WLl2Kr776CuPHj8dll12G8vJyAMDll18Ot9uNcePGYdWqVXjrrbfw7LPPqiIyt956K2bPno0nn3wSa9aswYMPPohvvvkG48ePT/g6IfaCYp6kIyxNSZJJKpamJOEZOnQoJkyYkOxutHuSKua/+eYbDBw4EAMHDgQATJw4EQMHDsT9998Pp9OJ77//Hueddx6OOOIIjBs3DoMGDcIXX3yhire88cYb6NOnD84880yMGjUKp5xyiirvWVhYiDlz5mDTpk0YNGgQbr/9dtx///1yWUoAOOmkkzBt2jS88sorGDBgAN555x289957rDFP2oRiPr3YsGED7r77buzduzfZXUkqFPMkmVDMpyeff/45JEnCgQMHkt2VtCOpmfmhQ4dGfXz2ySeftNlGSUmJPEFUJI4++mh88cUXUZe5+OKLcfHFF7f5fYQooZhPH/x+P3r16gUgUEXggQceSHKPkgfFPEkmqVZnnpBUx1aZeUJSDYr59EE5bmbfvn1J7EnyYWaeJBNtZp7OfGpQV1eH3/zmN8jLy0OXLl3w5JNPqt7/73//i+OOOw75+fkoKyvD5ZdfLhcp2bx5M8444wwAQHFxMSRJwjXXXAMgsH0fffRR9OzZE9nZ2XJCguiHYp6QGKCYTx/++te/yv/u2LFjEnuSfOjMk2TCmE1qcscdd2DBggV4//33MWfOHHz++ef49ttv5fc9Hg8eeeQRrFixAu+99x42b94sC/aKigr83//9HwBg7dq12LFjB5599lkAgXl7XnvtNbz88stYtWoVbrvtNlx55ZVYsGBBwn+jXbFVaUpCUg2K+fTgq6++wueffy7/v72LB4p5kkwYs0k9amtrMWnSJLz++uvyPD+vvvoqunXrJi9z3XXXyf8+9NBD8c9//hPHH388amtrkZeXh5KSEgBAaWkpioqKAARmTv/b3/6GTz/9VK4geOihh+LLL7/Ev/71L5x++ukJ+oX2hmKekBigmE8PPvjgA9X/KeYp5knyEPufmFG7vR+PqcCGDRvQ3Nwsl/0GAmMWxcReALBs2TI8+OCDWLFiBfbv3y9vty1btqBv375h2/3pp59QX1+Ps846S/V6c3OzXByFtA3FPCExQDGfHjQ3N6v+3963JTPzJJloM/NAYJ+UJClZXSJtUFdXhxEjRmDEiBF444030KlTJ2zZsgUjRowIOb8qqa2tBQB89NFH6Nq1q+o9zqiuH4p5QmKAYj490Dp/7d0JpDNPkonY/5Qzs1LMJ5fDDjsMLpcLS5YsQffu3QEA+/fvx7p163D66adjzZo12Lt3Lx577DFUVFQACJQfV+J2uwGor5V9+/ZFZmYmtmzZwkhNDFDMExIDStHT3gWgnaGYV0MxT5KJNmYjXnM4WLMjWeTl5WHcuHG444470KFDB5SWluJPf/qTvE26d+8Ot9uN5557DjfeeCNWrlyJRx55RNVGjx49IEkSZs6ciVGjRiE7Oxv5+fn44x//iNtuuw0+nw+nnHIKqqur8dVXX6GgoABXX311Mn6u7eCRQUgM0JlPD7Tivb1vS4p5kky0A2ABDoJNBf7+97/j1FNPxbnnnothw4bhlFNOwaBBgwAAnTp1wtSpUzF9+nT07dsXjz32GP7xj3+oPt+1a1c89NBDuPvuu9G5c2eMHz8eAPDII4/gz3/+Mx599FEceeSRGDlyJD766CP07Nkz4b/RrtCZJyQGKObTAzrzapiZJ8kkXGa+vR+TqUBeXh7++9//4r///a/82h133CH/e+zYsRg7dqzqM9qbsD//+c/485//rHpNkiTceuutuPXWW+PQ6/YBnXlCYoBiPj2gmFdDZ54kk3DOfHs/JgmJhmEx7/f7sWXLFjQ2NsajP4TYCor59EC77dr7tlTu1x6PJ4k9Ie0RxmwIMYYpMd+rVy/88ssv8egPIbaCYj490FbPaO8uIJ15kkwiDYAlhITHsJh3OBw4/PDDsXfv3nj0hxBbQTGfHmidwPa+LZmZJ8mEmXlCjGEqM//YY4/hjjvuwMqVK63uDyG2gmI+PdCK+fYuHOjMk2QSqc48ISQ8pqrZ/OY3v0F9fT0GDBgAt9uN7Oxs1fv79u2zpHOEpDoU8+kBYzZqKOZJMmHMhhBjmBLzzzzzjMXdIMSeUMynB1ox3963JcU8SSYcAEuIMUyJec7IRUgAivn0gM68GmbmSTJhZp4QY5iuM79hwwbcd999GDt2LHbt2gUA+Pjjj7Fq1SrLOkdIqkMxnx4wM6+GzjxJJqwzT4gxTIn5BQsWoH///liyZAneffdd1NbWAgBWrFiBBx54wNIOEpLKKC8wvNjYF60T2N5vzLQ3qYw4kEQi9j+HwwFJkgAwZkNINEyJ+bvvvht/+ctfMHfuXLjdbvn1X/3qV1i8eLFlnSMk1aEznx4wZqNG+/u5b5NEEk7Mt/djMhYqKyvhdDoxevTokPeam5vxxBNPYMCAAcjJyUHHjh1x8sknY8qUKfKEcddccw0kSYIkSXC5XOjZsyfuvPPOkMlDxTLaP2+++WZCfmd7xlRm/ocffsC0adNCXi8tLcWePXti7hQhdoFiPj1gzEaN9ve3tLSoIg+ExBNxLnU4HHA4HPD5fO3+mIyFSZMm4ZZbbsGkSZOwfft2lJeXAwgI+REjRmDFihV45JFHcPLJJ6OgoACLFy/GP/7xDwwcOBDHHHMMAGDkyJGywF+2bBmuvvpqSJKExx9/XPVdU6ZMwciRI1WvFRUVJeJntmtMnZ2LioqwY8cO9OzZU/X6d999h65du1rSMULsAMV8esBJo9RoIw3MzZNEoixN6XAEAgSpFLPx+4GG5sR/b7YbaH1QoZva2lq89dZb+Oabb1BVVYWpU6fi3nvvBRCoTLhw4UJ88803GDhwoPyZQw89FBdffDGam4M/MjMzE2VlZQCAiooKDBs2DHPnzg0R80VFRfJyJHGYEvOXXXYZ7rrrLkyfPh2SJMHn8+Grr77CH//4R/zmN7+xuo+EpCwU8+kBYzZqwjnzhCSKVI/ZNDQDh09M/PeufwrIyTT2mbfffht9+vRB7969ceWVV2LChAm45557IEkS3njjDQwbNkwl5AUul0s1aZeSlStXYtGiRejRo4eZn0HigKnM/N/+9jf06dMHFRUVqK2tRd++fXHaaafhpJNOwn333Wd1HwlJWSjm0wPGbNRQzJNkohTzwplv78ekWSZNmoQrr7wSQCAqU11djQULFgAA1q9fjz59+uhqZ+bMmcjLy0NWVhb69++PXbt24Y477ghZbuzYscjLy1P92bJli3U/iITFlDPvdrvx73//G3/+85+xcuVK1NbWYuDAgTj88MOt7h8hKQ3FfCh33nknduzYgddee0121VIdThqlhmKeJBNtZh5IrZhNtjvgkifje42wdu1aLF26FDNmzAAQMCsuvfRSTJo0CUOHDjW0Ts844wy89NJLqKurw9NPP42MjAyMGTMmZLmnn34aw4YNU70mMvokfsQ0oql79+6oqKgAANtctAmxEor5UJ566il4vV489thjthlDw5iNGmbmSbJQ7ntOpzMlYzaSZDzukgwmTZqElpYWlZj2+/3IzMzE888/jyOOOAJr1qzR1VZubi569eoFAJg8eTIGDBiASZMmYdy4carlysrK5OVI4jA9adSkSZPQr18/ZGVlISsrC/369cN//vMfK/tGSMpDMa/G5/PJ60FbtiyV4QBYNXTmSbJQ7nup6szbgZaWFrz22mt48sknsXz5cvnPihUrUF5ejv/973+4/PLL8emnn+K7774L+bzH40FdXV3Yth0OB+69917cd999aGhoiPdPITowJebvv/9+3HrrrTj33HMxffp0TJ8+Heeeey5uu+023H///Vb3kZCUhWJejXIdNDU1JbEnxtBOGpVKLmAyoJgnySKSmG/vx6RRZs6cif3792PcuHHo16+f6s+YMWMwadIkTJgwASeffDLOPPNMvPDCC1ixYgU2btyIt99+GyeeeCLWr18fsf2LL74YTqcTL7zwgur1AwcOoKqqSvUn0k0BsQ5TYv6ll17Cv//9bzz66KM477zzcN555+HRRx/FK6+8ghdffNHqPhKSsthVzM+ZMwcXX3wxdu/ebWm7dhXzjNmooZgnyUJ5DknVajZ2YNKkSRg2bBgKCwtD3hszZgy++eYbrF27FnPnzsWdd96Jf/3rXzjxxBNx/PHH45///Cf+8Ic/oF+/fhHbz8jIwPjx4/HEE0+oxPq1116LLl26qP4899xzcfmNJIipzLzH48Fxxx0X8vqgQYN40iftCruK+eeffx4ffvghRo0ahWuvvdaydu0u5hmzCaCNNIiZIAmJN8pzaqrWmbcDH374YcT3TjjhBNX6vPvuu3H33XdHXH7q1KlhX9d+jtsoeZhy5q+66iq89NJLIa+/8soruOKKK2LuFCF2wa5iXghtqx9/Km/m7ZiZpzMfgM48SRaM2RBiHN3O/MSJwRkSJEnCf/7zH8yZMwcnnngiAGDJkiXYsmULJ40i7QrlBcZOFxshzqwevJQuzrydtmU8oJgnyUIr5hmzIaRtdIt57WjnQYMGAQA2bNgAAOjYsSM6duyIVatWWdg9QlIbuzrzoq9Wi3ml6LOjmGed+QDKm5uWlhaKeZIwtJl5xmwIaRvdYn7+/Pnx7AchtsSuYl6IM6ujMHZ35hmzCSCEk9vtppgnCUWbmaczT0jbmK4zTwixr5iPlzOvXAd2zMwzZhNAe3NDMU8ShfLYkySJmXlCdGCqmk1jYyOee+45zJ8/H7t27Qo5yL799ltLOkdIqqN89GsnMR+vzLxdYzbaOvN22pbxQJzT3e7A/PEU8yRRiGNPkiSVmGfMhpDImBLz48aNw5w5c3DRRRfhhBNOkB+DEdLeoDMfvl3AXmKeMRs1FPMkWYh9T4h4xmzswxdffIEbb7wRs2bNQo8ePZLdnXaFKTE/c+ZMzJo1CyeffLLV/SHEVthVzNOZV8OYjRplZh6gmCeJQxx7TqcTABizsQl+vx/fffcd5syZg65duya7O+0OU2K+a9euyM/Pt7ovhNgOu4p50dd4DoC1c2beTtvSapRxBmbmSaLROvOM2dgDSZLwhz/8IdndaLeYGgD75JNP4q677sLPP/9sdX8IsRV2FfOsM6+GMZsgyt9OZ54kGnEOYcwmdq655hp57IHb7UavXr3w8MMPq47nESNGwOl04uuvv476eZfLhZ49e+LOO+8Ma9Rs3boVbrcb/fr1i+tvIuExJeaPO+44NDY24tBDD0V+fj5KSkpUfwhpL9hVzLPOvBrGbIJQzJNkQmfeWkaOHIkdO3Zg/fr1uP322/Hggw/i73//OwBgy5YtWLRoEcaPH4/JkydH/fzGjRvx9NNP41//+hceeOCBkOWmTp2KSy65BDU1NViyZElcfxMJxVTMZuzYsdi2bRv+9re/oXPnzhwAS9otdhXziXDm7Riz4aRRFPMkuTAzby2ZmZkoKysDANx0002YMWMGPvjgA9xzzz2YMmUKzjnnHNx000048cQT8dRTTyE7Ozvi5ysqKjBs2DDMnTsXjz/+uLyM3+/HlClT8OKLL6Jbt26YNGkSBg8enLgfScyJ+UWLFqGyshIDBgywuj+E2Aq7inlWs1HDmE0QZuZJMrFDNRu/34/6+vqEf29OTk7M5ml2djb27t0rC/AXXngBffr0Qa9evfDOO+/gqquuivjZlStXYtGiRSGVaubPn4/6+noMGzYMXbt2xUknnYSnn34aubm5MfWV6MeUmO/Tp4/lIoAQO2JXMR+vGWDTJWZjp21pNXTmSTLRZuZTMWZTX1+PvLy8hH9vbW2taYHs9/sxb948fPLJJ7jlllvw6aefor6+HiNGjAAAXHnllZg0aVKImJ85cyby8vLQ0tKCpqYmOBwOPP/886plJk2ahMsuuwxOpxP9+vXDoYceiunTp+Oaa64x1VdiHFOZ+cceewy33347Pv/8c+zduxc1NTWqP4S0F5TCJ5Wco7agM69GO2mUnbal1VDMk2Qi9jVxLKaiM28nhBjPysrC2WefjUsvvRQPPvggJk+ejEsvvVRez2PHjsVXX32FDRs2qD5/xhlnYPny5ViyZAmuvvpqXHvttRgzZoz8/oEDB/Duu+/iyiuvlF8TNwYkcZhy5keOHAkAOPPMM1Wv+/1+SJLUrl0t0r6wuzMfzwGwds7Mt2fhQDFPkonY18SxmIqZ+ZycHNTW1ible41yxhln4KWXXoLb7UZ5eTkyMjKwb98+zJgxAx6PBy+99JK8rNfrxeTJk/HXv/5Vfi03Nxe9evUCAEyePBkDBgzApEmTMG7cOADAtGnT0NjYqMrI+/1++Hw+rFu3DkcccYTZn0sMYErMz58/3+p+EGJL7Crm6cyrYcwmCDPzJJlonflUjNlIkmSbPLhSjAveeOMNdOvWDe+9957q9Tlz5uDJJ5/Eww8/LA9AVuJwOHDvvfdi4sSJuPzyy5GdnY1Jkybh9ttvD4nU/P73v8fkyZPx2GOPWf2TSBhMifnTTz/d6n4QYkvsKubFBbO5uRlerzfsidsMdhfzdObpzJPkwphN/Jk0aRIuuuiikJrwFRUVuOeeezB79myMHj067Gcvvvhi3HHHHXjhhRcwbNgwfPvtt3jjjTfQp08f1XJjx47Fww8/jL/85S/ytiTxw9QaXrhwYdT3TzvtNFOdIcRu2FXMa0tIWuUypcsA2PYsHCjmSTLxeDwAQp359nxMWsmyZcuwYsUK/Pvf/w55r7CwEGeeeSYmTZoUUcxnZGRg/PjxeOKJJ7B27Vr07ds3RMgDwAUXXIDx48dj1qxZOO+88yz/HUSNKTE/dOjQkNeU5ZLsJGoIiQW7inlttt0qMc868/YnnJgXAouQeGOHmI1dmDp1ashrgwYNirouZ82aFfXzAHD33Xfj7rvvjvrdZWVl7fo8mmhMVbPZv3+/6s+uXbswe/ZsHH/88ZgzZ47VfSQkZbGjmPf7/aq+Wpmbt7szz5iNWjTRmSeJRjsAljEbQtrGlDNfWFgY8tpZZ50Ft9uNiRMnYtmyZTF3jBA7YEcxr70oWinm7Z6ZZ8wm+NslSZLXB8U8SRR05gkxjilnPhKdO3fG2rVrrWySkJTGjmJe20+K+dA683bZlvFAOQMnxTxJNJHEfHu+wSakLUw5899//73q/36/Hzt27MBjjz2GY445xop+EWIL7CjmtcIsXjEbO2fm27NwoJgnyUQ7AJYxG0LaxpSYP+aYYyBJUshjrxNPPBGTJ0+2pGOE2AE7inltP60U3XZ15hmzCSLO6xTzJBlEmjSKMRtCImNKzG/atEn1f4fDgU6dOiErK8uSThFiF+wo5uPpzKeLmLfLtowHzMyTZMKYDSHGMSXme/TogXnz5mHevHnYtWtXyEFGd560F5T7vl0uNvHMzLOajf1hzIYkE04aRYhxTA2AfeihhzB8+HDMmzcPe/bsCSlVSUh7gc68GuU68Hq9thGBWmfe7/e328f6FPPpx+bNm/Haa6/ZYjuymg0hxjHlzL/88suYOnUqrrrqKqv7Q4itsKOYT5QzDwTc+VSfylspEoQzDwS2rdPpTEaXkgoz8+nH7bffjnfffRcdOnSIOLNnqsABsIQYx5Qz39zcjJNOOsnqvhBiO+wo5rXCLF4DYAF7RG2U21Ar5tsjzMynH1VVVQCAnTt3JrknbRNpAGx7PR4J0YMpMf/b3/4W06ZNs7ovhNgOO4r5RNWZB+wn5pVPEeyyPa2GMZv0QxzjVh7r8YIxG+u45pprIEkSJEmCy+VCz549ceedd4YYOJIk4b333lO9NnPmTJx++unIz89HTk4Ojj/+eEydOrXN7xw6dKj8nZmZmejatSvOPfdcvPvuuyHLiuW0f958882I7R9yyCF45plnQl4fMWIEnE4nvv7664jr4bHHHlO9/t5778lPfgDg888/j9gncUP84IMPqkqwP/jgg/IyTqcTFRUVuOGGG7Bv376QfixatAijRo1CcXExsrKy0L9/fzz11FOWXGtMPf9ubGzEK6+8gk8//RRHH320ys0CgKeeeirmjhFiB+wo5hNVZx6wR6155XajM08xn47U19cDsKeYZ8wmNkaOHIkpU6bA4/Fg2bJluPrqqyFJEh5//PGIn3nuuecwYcIE3HXXXXjppZfgdrvx/vvv48Ybb8TKlSvxj3/8I+p3Xn/99Xj44YfR0tKCrVu3YsaMGbjssstwzTXX4JVXXlEtO2XKFIwcOVL1WlFRkaHfuGXLFixatAjjx4/H5MmTcfzxx4csk5WVhccffxy/+93vUFxcHLW9tWvXoqCgQPVaaWlpxOWPOuoofPrpp/B6vVi9ejWuu+46VFdX46233pKXmTFjBi655BJce+21mD9/PoqKivDpp5/izjvvRGVlJd5++23VjYVRTE8aJe5MVq5cqXovls4QYjfsKObpzKuJ5My3V/FAMZ9+iGPcDjfX2sw8nfnYyMzMRFlZGQCgoqICw4YNw9y5cyOK+V9++QW33347JkyYgL/97W/y67fffjvcbjf+8Ic/4OKLL8bgwYMjfmdOTo78nd26dcOJJ56IPn364LrrrsMll1yCYcOGycsWFRXJy5plypQpOOecc3DTTTfhxBNPxFNPPYXs7GzVMsOGDcNPP/2ERx99FE888UTU9kpLSw3dUGRkZMi/oWvXrrj44osxZcoU+f26ujpcf/31OO+881Q3M7/97W/RuXNnnHfeeXj77bdx6aWX6v5OLaZiNvPnz4/457PPPjPdGULshh3FfCKdeTuLebtsT6sRoomZ+fQhHWI2qXRz7ff74fF4Ev4n1hualStXYtGiRXC73RGXeeedd+DxePDHP/4x5L3f/e53yMvLw//+9z/D33311VejuLg4bNwmFvx+P6ZMmYIrr7wSffr0Qa9evfDOO++ELOd0OvG3v/0Nzz33HLZu3WppH5Rs3rwZn3zyiWodz5kzB3v37g27Ts8991wcccQRptapktQuM0FIipMOYp4DYDkAVgmd+fTDjjEbcSymYsympaUFr732WsK/9ze/+U1IrLktZs6ciby8PLS0tKCpqQkOhwPPP/98xOXXrVuHwsJCdOnSJeQ9t9uNQw89FOvWrTPcd4fDgSOOOAKbN29WvT527NiQqmE//vgjunfvrqvdTz/9FPX19RgxYgQA4Morr8SkSZPCVlu84IILcMwxx+CBBx7ApEmTIrbZrVs31f979OiBVatWRVz+hx9+QF5eHrxer3w9VcbNxfo68sgjw36+T58+ptapEop5QmLAjmI+kTEbOzzWZ8xGDcV8euH3+20Vs+EAWGs544wz8NJLL6Gurg5PP/00MjIyMGbMmKT0xe/3h0Sxn376aVXsBgDKy8t1tzl58mRceuml8v4yduxY3HHHHdiwYQMOO+ywkOUff/xx/OpXvwrrkgu++OIL5Ofny/9v6waqd+/e+OCDD9DY2IjXX38dy5cvxy233BKyXDz3YYp5QmLAjmKeMRs1kZx5u2xPq6GYTy88Ho+8Te3kzKdyzCYjIwO/+c1vkvK9RsnNzUWvXr0ABITvgAEDMGnSJIwbNy7s8kcccQSqq6uxffv2EFHd3NyMDRs24IwzzjDcD6/Xi/Xr14cMTi0rK5P7Z5R9+/ZhxowZ8Hg8eOmll1TfNXnyZPz1r38N+cxpp52GESNG4J577sE111wTtt2ePXsaysy73W75Nzz22GMYPXo0HnroITzyyCMAAusUAFavXh22rPvq1avRt29f3d8XDlOZeUJIADuKeQ6AVaPchk6nMyUf6ycSThqVXoiIDWAPZ94Ok0aJUo+J/hNrgRGHw4F7770X9913X8Tz/pgxY+ByufDkk0+GvPfyyy+jrq4OY8eONfzdr776Kvbv32/pU4E33ngD3bp1w4oVK7B8+XL5z5NPPompU6dGvCY/9thj+PDDD1FZWWlZX5Tcd999+Mc//oHt27cDAIYPH46SkpKw6/SDDz7A+vXrTa1TJRTzhMSAHcV8PJ15u8dsJElKSScwkYSbNEoILGI/lMe3nZx57aRRjNlYw8UXXwyn04kXXngh7Pvdu3fHE088gWeeeQZ/+tOfsGbNGmzYsAFPPfUU7rzzTtx+++1RK9kAgRvIqqoqbN26FYsXL8Zdd92FG2+8ETfddFOIq3/gwAFUVVWp/tTV1en6LZMmTcJFF12Efv36qf6MGzcOe/bswezZs8N+rn///rjiiivwz3/+M+z7u3btCumTkXPgkCFDcPTRR8vVgHJzc/Gvf/0L77//Pm644QZ8//332Lx5MyZNmoRrrrkGF110ES655BLd7YeDYp6QGFAKPruIv3gKbjvHbIRoEH/b5ebMahizSS/sKuZT2Zm3MxkZGRg/fjyeeOKJiKJ5woQJmDFjBr744gscd9xx6NevH6ZNm4aXXnqpzRrzAPDvf/8bXbp0wWGHHYYLL7wQP/74I9566y28+OKLIctee+216NKli+rPc889F7Ftn8+HjIwMLFu2DCtWrAjr9BcWFuLMM8+MOsj14YcfjrhP9e7dO6RPy5Yta/N3K7ntttvwn//8B7/88gsA4KKLLsL8+fOxZcsWnHrqqejduzeefvpp/OlPf8Kbb74Z81MXZuYJiQE682rsGLMRfRYi3ul0qnLG7Q2K+fTCbjEbO2Tm7UKkGVvvvvtu3H333fL/wz31OO+883DeeecZ/s7PP/9c97JGn7Z4vV7s3bsXZWVlGDRoUNTPz5o1S/53uPVwyCGHhFyfhg4d2mafHnzwQTz44IMR/y+47LLLcNlll6leO/XUUyM+LYgVinlCYsCOYj6emfl0cubbq3hQZuZF1IFi3r7YzZnnpFEkHFu3bsVrr70Gr9eLU045JdndSTko5gmJATuKeWbm1TBmoyZcZp5i3r7YTcwzZkPCccwxx6BDhw7473//G/OMselIUjPzCxcuxLnnnovy8nJIkoT33ntP9b7f78f999+PLl26IDs7G8OGDcP69etVy+zbtw9XXHEFCgoKUFRUhHHjxqG2tla1zPfff49TTz0VWVlZqKioCDuV7/Tp09GnTx9kZWWhf//+qkc0hETCjmJe9DMnJwcAYzZaMS8mMGmv4oExm/TCrjEbDoAlSvbs2YO1a9fi4osvTnZXUpKkivm6ujoMGDAg4qjqJ554Av/85z/x8ssvY8mSJcjNzcWIESNUJ6QrrrgCq1atwty5czFz5kwsXLgQN9xwg/x+TU0Nhg8fjh49emDZsmX4+9//jgcffBCvvPKKvMyiRYswduxYjBs3Dt999x3OP/98nH/++Vi5cmX8fjxJC+wo5sXFMi8vDwAHwNKZV0Mxn17Y3Zlv77E3QvSQ1JjN2WefjbPPPjvse36/H8888wzuu+8+/PrXvwYAvPbaa+jcuTPee+89XHbZZVi9ejVmz56Nr7/+GscddxwA4LnnnsOoUaPwj3/8A+Xl5XjjjTfQ3NyMyZMnw+1246ijjsLy5cvx1FNPyaL/2WefxciRI3HHHXcAAB555BHMnTsXzz//PF5++eWw/WtqalIJlZqaGgCBvB/LuLUftGLeDtte7Lf5+fnYtWsXGhoaLOu3aEeSJPj9ftTX16f8OhHrQwx8FeKhqakp5fsejtraWkyYMAFjxoyJeH6NhnYbAgGBZcd1QYCDBw/K/7byWI8Xzc3NAAL7n8fjkffBeF5bU32dENIWKZuZ37RpE6qqqlTT/BYWFmLw4MGorKzEZZddhsrKShQVFclCHgCGDRsGh8OBJUuW4IILLkBlZSVOO+00uN1ueZkRI0bg8ccfx/79+1FcXIzKykpMnDhR9f0jRowIif0oefTRR/HQQw+FvD5nzhw5vkDSH+VFwOPx2CKeJUpsCee5qakJM2fOlEVsLGzduhUAkJmZicbGRqxZsybl18m2bdsABNbHrFmzZGdwwYIF+Pnnn5PZNVMsXrwYr732GpYtW2YqmrBixQoAgZsCMalKfX19ym9HEp6lS5fK/66rq0v57Sgm2vnxxx8xa9Ys+f+rV6+OW9+VUaRI8MkASQZ697uUFfNVVVUAgM6dO6te79y5s/xeVVUVSktLVe9nZGSgpKREtUzPnj1D2hDvFRcXo6qqKur3hOOee+5R3QDU1NSgoqICw4cPR0FBgZGfSmyMUgD7/X6MGjUqib3Rx969ewEA5eXl2Lx5MwDgV7/6lSU3oVOmTAEAFBQUoLGxEeXl5Sm/TlavXg0gcAMyatQoZGdno7q6GieddBKOOeaY5HbOBAcOHAAQmKjEzLoXWeXCwkJ5gheHw5Hy25GEZ9OmTfK/m5ubcfbZZ8dc0zqeiNjtwIEDMWrUKNlUO+KII+K2D4on6+Fwu91wOBzYvn07OnXqBLfbndLrj6QHfr8fzc3N2L17NxwOh8qQDkfKivlUJzMzE5mZmSGvi2mXSftAG7Ox07bPz8+X/93S0gKXy4XbbrsNW7duxdtvv23qgiWc4NzcXACBpxWpvk6UWXmXyyUPgHU6nSnf93CIJwtm90flQODs7Gy5TTuuCxKMrQCB49Pv97cpDJKJeGKYnZ2tOh4lSYrbPhitXYfDgZ49e2LHjh3yUwJCEkVOTg66d+/e5pPzlBXzovTQzp070aVLF/n1nTt3ym5ZWVkZdu3apfpcS0sL9u3bJ3++rKwMO3fuVC0j/t/WMix/RNpCOwOs3+9PeddGXCyzsrKQkZGBlpYWeRDsc889B6/Xi61bt6KiosJw20JICpffzgNg7fpYXWxLs4NWlXXmOQDW/mgjJI2NjWGNqFQh0gDYZFazcbvd6N69O1paWtrtwHiSeJxOJzIyMnRpipQV8z179kRZWRnmzZsni/eamhosWbIEN910EwBgyJAhOHDgAJYtW4ZBgwYBAD777DP4fD4MHjxYXuZPf/qTyiGcO3cuevfujeLiYnmZefPmYcKECfL3z507F0OGDEnQryV2RSv4fD6f7CSlKuJiKZzXgwcPoqGhAV6vV5WjN4P4vHDm7VAKL92q2cQq5llnPr3QVrBpaGhAYWFhknrTNqlazUY8GeATKpKKJLU0ZW1tLZYvX47ly5cDCGT7li9fji1btkCSJEyYMAF/+ctf8MEHH+CHH37Ab37zG5SXl+P8888HABx55JEYOXIkrr/+eixduhRfffUVxo8fj8suuwzl5eUAgMsvvxxutxvjxo3DqlWr8NZbb+HZZ59V5d1vvfVWzJ49G08++STWrFmDBx98EN988w3Gjx+f6FVCbIb2AmMHASj6mJGRIccotFUulI/mzbQtxLwdnXm715m3SsxrnXnW+bYn4cT8/Pnz8d///jdJPYqOdgZYThpFSNsk1Zn/5ptv5AFWAGSBffXVV2Pq1Km48847UVdXhxtuuAEHDhzAKaecgtmzZyMrK0v+zBtvvIHx48fjzDPPhMPhwJgxY/DPf/5Tfr+wsBBz5szBzTffjEGDBqFjx464//77VbXoTzrpJEybNg333Xcf7r33Xhx++OF477330K9fvwSsBWJnwjnzqY7SmRfHUkNDg0rAmxXhjNkkHyHerBTz4vVUf+pEQgkXs7n88stRVVWFoUOHmorTxRNOGkWIcZIq5ocOHRr1AJUkCQ8//DAefvjhiMuUlJRg2rRpUb/n6KOPxhdffBF1mYsvvpgzixHDpJMzb4WYt7MzL4QqYzbhxXxLSwvFvA3ROvN1dXVypba9e/emrJinM0+IfpIasyHEzoS7EbWDANRm5oGAALQiZiPatnNmvr3HbMINgI2lPZJctGJeWewhFWeETcUBsISkOhTzhJgknNizg5hPhDPPmE3yiMcA2FjaI8lFG7NRzp+SimJem5m3+/FISCKgmCfEJHYV80pnXtSb9ng8KjHfngfAMmYTOWZD7IdWsO/YsUP+t56ZTxMNYzaEGIdinhCT2FXMK515Ieabm5stHQBrJzEv1gdjNgGUYt7hcMhiShnDIvZBK+ZT3ZnnAFhCjEMxT4hJ7Crmwznzzc3NcSlNacfMvN0f61uZmQfAWvM2R7jvYjvaRcwzZkOIfijmCTGJXcV8Ipz5dMjM22FbhsPKzDxAMW93hGAvKSkBwJgNIekIxTwhJrGrmI/kzFuZmbezmGfMRr0+KObtjRDzYsbzVHfmIw2Arampwa5du7gfEhIGinnSLvjuu+/w0UcfWdqmUuyJfKcdxHw8nXkOgE0+Qsx7vV5TOWOK+fRCuO92debFfvj666+jc+fOuOiii5LWN0JSlaROGkVIorjooouwadMm/PLLL+jataslbWrFvMfjsYUA1JOZt2oArMfjgc/nky/IqYh20qh0ceaBgKBXVqTRgzYzL25UKebtiTZmo3TjU9GZ1w6AFTEb0ddOnTolp2OEpDCpe4UlxEL27NkDv9+PXbt2WdZmOjvzVsVsgNR359N1ACxgToAzM58+eL1e+VgWYl5JKot5rTMv6NixY8L7REiqQzFP2gXiAlFXV2dZm3YV83oy81bFbGJpK1Gka8wGiE3MM2Zjf5RiPZyYT7WYjd/vV5kNQPCmUkAxT0goFPOkXSAuEFZevJRi3k7RjHg680LwZWVlyRfhVBfz6VpnHqCYb+8oxbwYABvp/VRAuY/RmSdEPxTzpF0gLhLxEPMOh0MWgHZwc+OZmVfeKGRmZgJI/VrzjNmoYZ359EGI9czMTNXTMkGqOfPKfUw7aZSAmXlCQqGYJ2mP8tEtxXxinHmn0ymL+VR35hmzUcPMfPogznfZ2dnIzs4Oed8OzjxjNoS0DcU8SXuUDivFfGIy80pn3m5i3s4xm5aWFtU+yJhN+0aI9ZycHGRlZUV8P1VgzIYQc1DMk7RHKW4o5hNTZ97pdMrigTGbxKFd1xTz9mD16tWmn4ZFoy1nPtViNsqonzinUswT0jYU8yTtUYoQinl9mflYYzZ2dOa14sEO21KLFWKemfnE8umnn6Jv376YMGGC5W0L591uMRun0ynHa5QxG7fbjfz8/KT0jZBUhmKepD12d+arq6vx+uuv4+DBg5a0Fy9nXjk2wc6ZeTvHbLRi3sz+yMx8Ytm0aRMA4Mcff7S8baWYt1PMRgx+BdTOfMeOHUMy9IQQinnSDlCKkHjUmY+3mH/mmWdw1VVX4cUXX7SkPT2ZeTPOvLZUZzzFfFVVlWXrmjEbNYzZJBaxXvfv329528K8yMnJsUXMRjthFBAq5gkhoVDMk7TH7s78L7/8AgDYvXu3Je3Fy5lX/vaMjIy4Zea/+eYbdOnSBb///e8taS+dqtlQzNsPsV4PHDhgedt2jdkoxbzSiaeYJyQ8FPMk7bF7Zl7Ea6waIBevzLzyt8fTmV+4cCEA4Pvvv7ekvXSaNIpi3n7E05mPFLPp0KEDgNRz5sU5KJIzzxrzhISHYp6kPXZ35mtqagBYJ4rj5cxry8rFS8yvX78eAFBbW2tJe3Tm1XAAbGIR6/XgwYOWr+NIMZsuXboACIh9sb1TAcZsCDEHxTxJexLhzMdTACbKmbcyZhNPZ/6nn34CEH8x396dee0AWOWTG2IdyuOmurra0rYjxWyEmPf7/XEpiWmWcANgGbMhpG0o5knak0hnPh4CMF5i3uoZYLViPl6ZeeHMWzWYOZ2r2TBmk/oo16vVUZtIMRsh5oHUitrQmSfEHBTzJO2xe2ZexGysEvPK8pGRMvOxxmwcDkdcnPnGxkZs2bIFAGM24aCYtx/xFPORJo3q1KmTvH1TaRBsWwNgmZknJDwU8yTtSUZpyu+//x4nnngi5s2bF/P32M2ZFxO+xEPMb9y4Uc74NjQ0WCK4tZNGtXdnnpn5xKJcr1ZXtBFCPScnR+XMFxcXIycnB0BqOfNtDYClM09IeCjmSdqTjAGwM2bMwJIlSzBt2rSYvydRzrxVA2DFuoiHmBcRG4EVN2fMzKvhpFGJJVExm4yMDHlbFhUVyU59Kjrz0SaNIoSEQjFP0p5kxGyEyIxVgDc1NclulV2ceSEY4pGZ14p5K6I2jNmoYcwmsSj3s3g58+JYFAK+sLBQduatFPMtLS0466yzcMcdd5j+PMCYDSFGoZgnaU+8nXlJkiKK+VgrgIiIDZD6mXllu4B9nHnWmVdDMZ9YojnzsZaNFMe0OM6FmFc681aeE9esWYNPP/0U//73v019vq0BsKI+PiFEDcU8SXu0zrxVdZWjOfPiAhmrABcRGyvaEsTLmddeiBMh5uPpzLdXMa/NzIvIA8V8fIgk5v/1r3+hQ4cOWLp0acxti2NSuPHFxcVxidmI49HsuSpaZj4/P18+pxBC1FDMk7RH6cx7vV7L6mUnImajdOatnjQqWmbe6/Uajpkkw5lnzEYNM/P2I9IA2A8++AD79+/Hl19+GXPb4obszjvvxCWXXIITTjghLjEbcd4ze8xHi9kwL09IZCjmSdqjFSFWPVZOJ2fe5/OFXNSNXpC1Yt7qzHx9fT22bt0KAOjevTuA+Ih5xmwYs0kkkZz5Xbt2AYhNbGvF8U033YS33noLLpcrLjEbcTz6fD5TN8PRBsAyL09IZCjmSdqjvajYScwnKjMPhObPjX5fvGM2GzduBBDI+/bo0QMAYzZaKObth/L8FE7Mx3K+Cud0C+LpzAPWRPUAoKysDABw+OGHx9g7QtKX0COckDRDK0KsqjWvzBbHawBsopx5IFQYx+rMWy3mt2/fDgCoqKhAfn4+AGvFvOh3e4/ZsM58YgkXs/H7/di5cyeA2MR8uAy6IB7OvFbMKyeq0kM4MX/WWWdhzpw5OPbYY63pJCFpCMU8SXsS4cxrBaBdnHnl42ytME41Z16073a7kZubCyA+deYZs2FmPpGEi9kcPHhQPm7i5czHcwAsYO58FWkA7FlnnRV75whJYxizIWlPMjLz8RgAGw9nXpIkWdBb7cxbnZlX5mnz8vIAMGajhTEb+xFOzIuIDWBNZl550y6Id8wmlonnwt18EEIiQzFP0p5EZubFa6k8AFYrukXURluy0+j3xTtmo7zQJ0LMt9eYDcV8YtHGbPx+v0rMx9uZj2fMxijRbj4IIZGhmCdpD515NdoLvDI3r8SoCI93zEb5CN5KMZ+Ok0aJdc/MfOqjLZ1bW1sr5+UBew2AjTVmQ2eeEHNQzJO0J9HVbPx+f1yceY/HY8mEV2J9WC3m6cwnHyHmxfqhM5/6aNfr/v37LYvZ6BkAm0rVbKL1lxASGYp5kvYk2plvamqS34u1mo3SmQdivznw+/0RYzYCIQRjHQAbr8x8RkZGXAfApkNm3goxzwGwiUG7Xg8cONDuYzYU84QYg2KepD3xKk0ZScwrL45WxmysaE8pUCM580IIpqozH+8BsOkQs6Ezbx/COfNWx2zsNgCWmXlCjEExT9KeRMdsYnWnlChjNla0pxQOVjvz8Rbz8crMM2ajhmI+sbTlzFs5A6ySeM4AC9CZJySRUMyTtCfRMZtUduaVAjWSMy8mZLJqAGw8YjbxEPNiG7Z3Zz7SANhYI2OJYNmyZXj++ectu4FMBNqbRm1m3k4DYBmzISQ5UMyTtCeZznysg1bt7MyLzHxzc7MlA3cTPQC2vYp5O2fmx48fj1tuuQVnnHEGqqqqkt0dXYj1KsaBWBmz4QBYQtoHFPNpih2FSLxIpjMPxOZoJsOZF46dVZl5wJqymso8bSIGwDJmY7+YjZh0qbKyEieddJJlT4XiiVivnTp1ApA+MRtOGkVI4qCYT0MaGxvRu3dvnH/++cnuSkqQaGfeSjGfaGfe7XabzrpHitmYaaut9jkANjxaMW/mhsTOYl7Zx02bNuGHH35IYm/0oRXzu3fvxr59++T3m5ubTa/7ZA6A5aRRhCQOivk0ZNOmTfjpp5/w/vvv48CBA8nuTtJJhDOvdHO1brFZAd7c3Cx/Vlx4rXLmHQ6HHKNQinmXyyWLcKsGwALW5OYTNWmUXWM2LS0t8m+JR2beDmJee+NspVCNF2K9lpWVAQAWL14csozZ38HSlIS0Dyjm0xDlBe27775LYk9Sg2Q782YFuDJi06FDBwCxO9ziYin6C8TPmZckSW47Xs68x+OxrFxnomI2v/zyC9asWWN5u0rB114z83YU82I/GzlyJIDgObu0tFReJh5i3mpnvqWlRXWcU8wTkjgo5tMQ5QVt2bJlSexJaiAuEOLiFe8681Y58yJik52dbbkzr7xYasW8+H+szjxgbXnKcJNGAbG784mM2Xg8HnTv3h1HHnkkqqurLW1b+fRDrJ/2lpkXfRQVmewg5kWfBwwYgN69e8uvd+7cWT7uzRgQPp9PfsqSiAGwVpz3OACWEHNQzKchFPNqhMgsKCgAEF9n3ufzWe7MFxQUmI6+aImnM58oMe9yueByueR+Wy3m4xmz+eKLL+R/KyuWWIEQ88obsvYm5sW5TxzrdhLzLpcLF110kfx6586dY4rCKK8D0cR8S0uLJWVHtWKek0YRkjgo5tMQ5UWXYj64PhIh5sM582YvlMKZz8/PN+2Wa2nLmVeKZKPfFe4RuShPaXVmHghGSWJ90qKtMx/PmM17770n/9tqcSzWcVZWVkwCXJuZF8LKTmLejs680+lUifnS0tKYojDK7RVOHCuPeyvEvPammjEbQhIHxXwaojwxr1+/3vLH+XYjkc58PDLzVor5dHDmtWLeLjEbv9+P999/X/6/1RMbWSXm7ZyZ196420nMZ2RkYMCAATjssMMAqMW8mXOWcnuFE8dWi3krYjYU84SYg2I+DdGemJcvX56cjqQI2hxtop15K2I2iXLmlRGNWAfAAvYU8/Fy5lesWIEtW7bI/091Mc+YTWJQHpOSJOGmm24CAJx88skxxWzaEvNKt96KeSCYmSckeVDMpyFaMd/eozZ2debjEbMx4syn6gBYIULiLeatduaVrjxgvZgXYiozM7Ndinmfzyf33Y4xG7GeJ06ciB07dmDMmDGWxWzEtlQiSZL8nYzZEGJvKObTEO1Ft72L+WRn5u3kzCvrzFsRs7EyMx8vZ15bZz5eMZuPP/5Y9X+rxbxo/8gjj7Q0M28XMa/sn52c+XAlXcvKyiBJUkwxG6XLLSJTWsSNcTyceQ6AJSRxUMynIeIkLk7gVsZsvF4vFi5caFl5x0SgdeZjmVFRSbydeSFSc3NzVWJ+yZIluO+++2K6WEZz5q0cAGulM699BC/KL1o1ADbeMZvt27er2rdSzHs8Hrz66qsAgGuuuaZdOvNKd9mOYl55TAqsiNlEE8ZWmQQAM/OEJBOK+TREXNSKiooAAPv377es7XfffRenn346/vSnP1nWZrzRZuYBa9x5vWLe7CNsIfaysrJUOfZ7770Xf/3rX0OcXj3oycxzAGx8nHkxG3Pnzp0BWCvmZ8+ejZ07d6JTp04YPXp0uxwAG0nMe71eDB06FGPHjk1W16KiZ2KnWMR8NGEshD5jNoTYG4r5NEQr5q100X/55RcAgSo5dkFcIHJzc+WLhBUVfpQiUOnmWhWzEZ/T5tj37NkDANixY4fhNuPpzIe7UbCjmI9HZr6lpUWOTcVDzE+ePBkAcNVVV8Htdsvbtz0588r+KTPz27Ztw4IFC/Dmm2/KEaJUItxxI7AiMx9NGKeaM88BsISYg2I+DREncaWYt+oiJk7QVrr98UZcLF0uF7p06QIgGHmIhXjHbMTnMjMzVRddIV6FqDdCPDPz4W4U4pGZT9QAWCtjNmIwMxAoOQhYJ+arq6sxc+ZMAMC1114LIDYBbtfMvBCCDodDjmA1NDSo9g8rHGgrUQ7ajTaxkx2ceSsz8xTzhBiDYj4N0TrzXq/XEucFsKeYV4rMbt26AQC2bdsWc7ttDYAVF2Kz615cDLVuuRAnu3fvNtxmIpz5eMVsIk0aZZWYF/2OR8xGRGxycnJkoWmVmK+qqkJLSwsKCwvRr18/ALEJcLs682L/cLlc8rGnFfNWDzqOFeUNo9UxGz0ut5XOvFjPhYWFptvkAFhCzEExn4aIk7g4qQLWRW1E23YS80o3umvXrgCArVu3xtxuW868uJmyImajvOiKuEY8nPlYMvOJrjMvRLEdYjZCzBcVFVm6ToCg6y9y4oA1Yt5umXnl/qF0tJX7h1WmhlUo12m4AbBWxGyiCeN4OPMlJSUAmJknJJFQzKch4sScnZ0tC7VYBY9AnKCFOLEDSjdaiPl4OfM+n0++qBUXFwMwf6EMJ+YbGhrkC7sZMZ9OM8Aq3ddYSETMRozRiIeYV84ULIiHM+/3+y2v8GMldnTm25rYKd4xm3hk5inmCUk8FPNpiNKRsap8n0CcoJuammxR9g0I78zHM2ZjtTOvzMwrn4jEKzNv5QDYeGbmY3EtlSSimo2dnPlImXmz7SUKO4r5eMZsjIh5K6vZCBODA2AJSRwU82mI8oRotZhXnvTtErVJZGa+ublZFgyxivlwmfm9e/fK78crM2/lANh4OvOxCB0l2kmjEhWzsSrykShn3mx7iSJczEYr5ttjzEbPAFgrnXkh5jlpFCGJg2I+DVE6VPFy5gH7iPlEZuaFsAKszcwLAbhv3z75/T179hiuUqQnM2+XAbB2itkIMV9YWBg3Z95qMa/NzJttL1HY0ZkX61NZ3lZJLDGbRA+AZcyGkORBMZ+GJErM2yU3HykzH2u5zmhiXpIk1YyzZgiXmVc6842NjYYv8olw5hM1ANYqZ97uMRuxz1k9ANZuzrweMZ+qznw4Vx6wJmaTqAGwYj1TzBOSeCjm05B4ZubtGLMJ58w3NDTEfDOiFD2iclBVVRWAwEU41jiFEHvKzLxSzAPGc/OJyMzHu858opx5K8W8nQfAKh3jVBbzemI28XTmxbFvhLbEqx0njYpFzDMzT4g5KObTkHhm5uMZs1m+fDl+//vfY9euXZa2q3S/srKy0KFDBwCxR22UcYTjjjsO2dnZqtlmYx1cFs6Z165zo7n5dKhmox0Aa5UzL/odz5iNHQfASpJki/KUyXTm33jjDXTp0gUvvPCCoc9Fm/0VsOekUbEMgKUzT4g5KObTELtm5p9++mm89NJLeOuttyxtV3vBtKqijdLBzMzMxKmnniq/l5OTE/PgsnBiXusWG3Xmw10stWJeuOlNTU2GokjxjtkkKjNv15hNvDLzsbaXKMKJea/XqzpPxcuZX7ZsGQBg1apVhj6n15m3Q2lKbTUbDoAlJHFQzKchyouamCUzHjEbqzPzoo/CabQKrRsdDzEPAMOGDZPfUzrzVpam1GI2ZqPHmff5fIbEWzRnPh4xm3hl5u06ADZemflY20sU4WI2AFRP+uLlzIsYldH24xmz0RNZscqZ9/v9HABLSBKhmE9DElFnHrDemRdtW9VXgdaZt6o8ZTQxn5OTE7OYD1eaUovVzrzL5ZKdecCYCI9WZz6ek0bV19fHNJjZ7jPAxjszDwRFXyqLeaWJodyHlVG0eDnzYvtaLeatiNlEc7mtcuabmprk/YZinpDEQzGfhtg1My/ajtVp1RLJmbcqMy9Ez4ABA+Q8vpXOvJVi3ogzDxgT88mqMx9r+9o68/GI2SgHwIr1napiXpuZj7W9RKEU85IkyYI+EWJebF+jDreRajZGb1gTOWmUclyC2cy8z+eTjzmKeUKMQTGfhsQzMx/PmE28xHwiMvPi71/96lcArHHmw9WZ12J2AGy0zLzD4ZBfM+PMJ2oArDJKEcs+k8iYTaIHwPr9fsM3JYmK2Xz33XeYMGGCau6EWIj05EZ5wxuvmI1ZZ76tAbCx3LAmctIoUWWrsLBQXu8tLS2G9j3lvkUxT4gxUlrMP/jgg5AkSfWnT58+8vuNjY24+eab0aFDB+Tl5WHMmDHYuXOnqo0tW7Zg9OjRyMnJQWlpKe64446QC9Lnn3+OY489FpmZmejVqxemTp2aiJ8XN+w6ADZRzrxVMZtwDuZ5550HAOjevXvMrle40pSCjh07AoiPMw+Yi8dEGwBrRWZemwF2uVzyv2MZBBvvAbA+ny9ppSkB4zcliRoA+/jjj+PZZ5/F//3f/1nSnvK8B0AlKgXxjtmYdebbitkAxs+LiXTmhanQqVMn1fnEyE2CcjtxACwhxkhpMQ8ARx11FHbs2CH/+fLLL+X3brvtNnz44YeYPn06FixYgO3bt+PCCy+U3/d6vRg9ejSam5uxaNEivPrqq5g6dSruv/9+eZlNmzZh9OjROOOMM7B8+XJMmDABv/3tb/HJJ58k9HdaiV3FvOh3vMS81pnfuHGjLLLMEM7BvPzyy/Hpp5/iiSeeiEs1G0HPnj0BxCczD5irDx+tzvyBAwdiFvTh+m7FINh4Z+YPHjwo3/glegAsYFyAJ8qZFwJYO3eCWSKJeSV2GwCbkZEh/554iHmrnHkxyNgqMU9nnhBjpPwRk5GRgbKyspDXq6urMWnSJEybNk2ONkyZMgVHHnkkFi9ejBNPPBFz5szBjz/+iE8//RSdO3fGMcccg0ceeQR33XUXHnzwQbjdbrz88svo2bMnnnzySQDAkUceiS+//BJPP/00RowYEbFfTU1NqouxuKB6PB5LavbGgjiBSpIkn1hra2st6ZdWzE+ePBn33Xcfpk+fjhNOOCGmtsX6rKurs3QdiouE3++Hx+PBYYcdhkMPPRQbN27E9ddfj9dff13lQpptV3DaaacBCIqhpqYmU79HuR21U713794dX3/9NXbv3m2obWWb4nPK3+5wOODxeGQRbmS/UV6MxWd69OiB3Nxc7N69GxdeeCHeeust1eBEI4Rb39nZ2aipqUFNTY3pfUbchPh8Png8Hvn/Xq/Xkv1QuJaZmZlwOp3yzU5jY6MlVUSEM5+VlSW3p8xXNzQ0GBJHQsyL9QHA0j4LhMGwf/9+S9oU5w/tPqykvr7e8vOz3++Xb0yMHuviBtfpdEb8XE5ODqqrqw3v43ratmq7igmzOnbsqDqf1NXVhb2pCofy6Zr2nBpvkn3NJiRWUl7Mr1+/HuXl5cjKysKQIUPw6KOPonv37li2bBk8Ho+qgkifPn3QvXt3VFZW4sQTT0RlZSX69++Pzp07y8uMGDECN910E1atWoWBAweisrJS1YZYZsKECVH79eijj+Khhx4KeX3OnDmqnGMy2LFjBwDgxx9/lC9ov/zyC2bNmhVz20one8+ePXj22WexY8cOvPTSS4ZdYi0iO7t161ZL+ioQYmfp0qVy/2+88Ubcc889mD59Ojp37hyyD+hh8+bNAIANGzaE7a+oOb1jxw7Dv0dZFvKLL74IeQoiBOf27dsNtb1mzRoAgYiR+JwyhrFixQo4HA75u+fPnx8SXYuE2P7Lly9XZfzvuusu/OUvf8HHH3+MSy65BDfeeKPu/ioRF9wvvvgipJ73vHnzTA9oVu4ftbW18vHT3NxsyX64adMmAIEbj1mzZmHt2rUAAsdSrO03NDTIwn3RokWq+uqCjz/+WC5RqwexPpYsWSIPbBTC8Msvv7RsrIxYzytXrrRkPS9fvhxAYD+cNWtWWFfYqu8CAjdpRUVFqmN1586dhtr/7rvvAAREb6TPiRv5OXPmYP369brbFsdIVVVVxLbFvhnpHKYX8cS8sbERs2fPhtPphNfrxezZs+XqNm2h3K9mz55tymAxi9VPgwlJNCkt5gcPHoypU6eid+/e2LFjBx566CGceuqpWLlyJaqqquB2u1FUVKT6TOfOnWWXoKqqSiXkxfvivWjL1NTUoKGhIaKrcM8992DixIny/2tqalBRUYHhw4erHncng2effRYAMGjQIJSUlOCJJ56A2+3GqFGjYm5b6fA1Njbil19+AQCUl5fH3P4f//hHAAGH0Yq+CoSwPO200zBo0CAAwKhRo9DU1IQ///nPmD17Np566inD7c6cORMA0Lt377D9FeIzPz/f8O9RRlJGjRoVMlX8mWeeiffeew8HDx7EyJEjQ5z7SFRWVgIADj30ULlPfr8fkiTB7/fj5JNPxtChQ1FSUoLt27dj4MCBOPPMM3W1/Ze//AUAcMIJJ6h+76hRo9C9e3dcc8012LRpk6lt6/f7ZYE6fPhwlJaWAgiUwdu5cycGDhyIoUOHGm4XCEZ1Tj75ZAwZMkQWOA6Hw5L98IsvvgAAlJaWYtSoUejSpQuAgCsaa/tCEEuShAsvvFAWQEpn/owzzkCnTp10tynOeSeddBJOPvlkAIGs/9atW3HcccfJT0Jj5e677wYQqH5ixXpet24dgMBTq1GjRuHJJ58MEb89evSw5Lu+//57nH/++bj00kvx+OOPy6/n5eUZal8ctyUlJRE/V1xcjP3792PQoEE48cQTdbctbm4OOeSQiG3/+OOPAICysjLD6+XgwYPYu3cvDjnkEMydOxcAcOyxx2LUqFHIzMxEfX09Tj75ZDkS2BbiWuJ2uzF69GhDfYkVq+c2ISTRpLSYP/vss+V/H3300Rg8eDB69OiBt99+W/eju3iRmZkZtsKIy+VK+uAd4RJlZ2ejsLAQQMB5sKJf2seRwjFuaGiIuX3hpFnRlhKxPjIzM1XtXnTRRfjzn/+MvXv3xvR9kba5EIktLS2G21c+cs7NzZXHPggOO+wwAAEHv66uTrf7JUSe2+1W9cntdqOpqQnZ2dmqGTSN9F2I7aysrJDPiIHrTU1Npta1MsIj+ghAXi/Nzc2mt6GIlYh1Io5rr9dryX6onBlTOZGb2XWhRNz05efnh4yrEO6oJEmGvifcPqL8vFXHpuh7bW2tJW1q+x3uCalV23T16tUAAoJZ6eqaOdaB6NcN8TuM7uORjnUl4smtmfVy/vnnY/HixdiwYYP8VK6srAwulwtut1sup6m3XXEcas/TiSDZ12xCYiXlB8AqKSoqwhFHHIGffvoJZWVlaG5uDnnku3PnTjljX1ZWFhIREP9va5mCgoKk3zCYJVGTRikRj+ataDvepSkFQlQpayQbIdxAQSWxlKZUfibcANiSkhL5CZCReFO4QarKvmqr2cQ6AFZgpj0lkQbHxWMArNXVbJSzvwLWlusMN/hVYHbQaqLqzIttZpUrqmcArFWDjkUksKqqSnUNsnoALBD8HUYrNhmpZmPmHLV27Vp4PB4sX75cVc3GbLvKAf+EEGPYSszX1tZiw4YN6NKlCwYNGgSXy4V58+bJ769duxZbtmzBkCFDAABDhgzBDz/8oJrOe+7cuSgoKEDfvn3lZZRtiGVEG3YkEZNGafOMZgWxknhXs9GKTCHmPR6PqYtZW2I+lkoR4jMZGRlwOBwhT4Hy8vJkcWhEDEW6wFsp5sOJh3iJebNCR4l20iirq9koa8wD1or5cGUpBWYFeLRqNlYOFEyGmLeqmo0Q89XV1aoIXDzEvNn9Rbs+whFLaUpxzG3evFm+xor4m+izkfWhLMVLCDFGSov5P/7xj1iwYAE2b96MRYsW4YILLoDT6cTYsWNRWFiIcePGYeLEiZg/fz6WLVuGa6+9FkOGDJFzhcOHD0ffvn1x1VVXYcWKFfjkk09w33334eabb5ZPGDfeeCM2btyIO++8E2vWrMGLL76It99+G7fddlsyf3pMJGLSKDHTqcCOzrwyumLmZiSezry4sGlFtiAvL8/URT7SujjhhBPQoUMHOd8aS535aM68WdEdqQZ1PEtTWjVpVCQx7/F4Yr5hiIczn4g6836/X95mVpw7gMiTRimx2pkHIA9oBqyfARYwL+bjXZpSKeatdOYp5gkxTkpn5rdu3YqxY8di79696NSpE0455RQsXrxYPmE8/fTTcDgcGDNmDJqamjBixAi8+OKL8uedTidmzpyJm266CUOGDEFubi6uvvpqPPzww/IyPXv2xEcffYTbbrsNzz77LLp164b//Oc/UctSpjpKMS/c55aWFjQ3N8f0CFNZLqy0tFQV77DCmVeKeTEo0woiXTBFPrqpqQm1tbW6c+eCRMRsIon5/Px8Uxf5SOti5syZcmYesD5mI9ptamoytW2VIknZvhXOfKSYDQBL9kPlhFGAWqw0NzebLtUJJN6Zt0rMNzc3y99j55gNEKwQBVg/AyxgfuK1eE4a1dLSIre/ceNG+VognHnRrpH1rTUwCCH6SWkx/+abb0Z9PysrCy+88AJeeOGFiMv06NGjzZJbQ4cOlUuEpQPhMvNAwJ2P5USpPOGXlpbKlRCA2N01v98vXwj9fj8aGxstG7MQ7YKZl5cni3mjJFLMax+VW+3MOxwO1fo2IyD0xGxEf40KWLFPOxwO1fqOpzMv3ovmmupBm5lXHoNm1oWSeIj5RGTmldvLjjEb5URXVjjz8YjZxNOZV948f/fdd/KxL2amNnPuY8yGEPOkdMyGmEOZmVdWSYg1aqO8UGnLecbqzHu9XlU5PSujNtEeZccyCFavmDeTR9Ve2BwOh3xRFtUirHTmtZhx5vXEbIy2qW1bK0zi4cwrt6cVURttzEYr5mMhnjGbeIp55faqr6+3pN1kxWxiceb1CG4zkTe9bZs1HJTb7+effwYQuFkV7ZnJzHMALCHmoZhPQ7QOlVW5eeWJWTxOFaI+VmdeK3itFPNtOfNA6mXmw13YxL+FCxuLMx8PMR+tbZfLJcdVYhHz2icUVjrzot/K/lsxCFYr5h0Oh/w7YhWX8YzZhMvML168GBdffDF++uknU/0VaLeXFbn5ZAyABRD3ajbxHAAr3jNqOIQ7hsU1AaAzT0iioZhPQxIh5vv37w8AOOeccwDEfjHWnvTFxV7p1pvB7/eHiDUl8RTzVlSzCSfmRZ/NXOT1ul+xOPPhhIkkSTENgrWzMy/2LeUsrFZVtEm0M/+vf/0L77zzTpsRyLbQinkrojbRxLyytr8VKMV8uD7oJdkDYK1w5gXKicliycxTzBNiHIr5NETrYlol5sWFyu12Y9y4cfj222/lWT+bmppiKlsXTszfeuut6NmzpyqfahSlGEuWM+/xeAzflISr7CD+HYuY13vBtFrMA0FxZcaZV0bHlMSzzrzyvVgQvzfcmIRUdubDiXlBrLG6eIj5aDEbUX3LCmfe6/XKk+WF64ORY93IANh4ZuaNnrvDiflYnXnGbAgxD8V8GqIVPlY78y6XCw6HAwMHDlRVgInlAh9OzM+YMQM///wzFi1aZLpdpZAJ534JEWTmyYJeMQ8Yv1iGq+xghTNvVMybadsvZWLqQuCUh4CLngGEtoml1nwkYSLEfDzqzAPWiHnRN+W4ATOZ4nCI/TZRk0YJYj2XJNqZF+cpK5z56urqqILdyLFuJGYTz2o28XLmGbMhJDGkdDUbYo54x2y0AtPlcsHj8aC2thbFxcUxtS2or6+X3S8xwMoMqeDMAzBcFjRemXm95d/MCG/R9i3/zcSaA4HXNu0CGpqBnMz4iHkh2OJVzcaKmE08nXkhgsM58+LmNR7OfKxjWhIt5q105iNFbARGjvVUqWZjhTOvFPMcAEtIYqEzn4bES8wrYzZKYnG3tW0LampqZIEdi5hvy5lPlJg3erGMV2Zer/tl1A30er3yul61Q912U+smsELMx3MAbLxiNtGc+VSO2YQbACuIVcxrxWCiYjZWOPNCzEfKuVvtzJutZmNkBlgrnHkOgCUkeVDMpxl+vz9iZj7WnKsyZqMkFkGsbVuwY8cO+d9WiflEO/PKi73Ri2W4C1syYjZ6hbeyD5JTI+Y96jbNRGIiZebjMQBWKWJTPTOfqAGw2mPers68FWJejOHp1atX2PeNHOupMgDWameeA2AJSSwU82lGuFhJPGM2gDXOvPYCuG3bNvnfVsVswonueIp5SZJMO1/xjtkkQsy7WvVJc6uWjGUAbFuZeSudeUmSZEFvRczGbs68nsy83cS8yMxbGbPp1q1b2PVu5DtSZQCsWWe+e/fu8mscAEtI8qCYTzOUDkuiYzZWOvPbt2+X/22FM+90OlWOqyCeYh4w/xhbeWFb+Qtw3b8AL+zhzMPhgiQBua1fYWXMJp7OvNIdFf+O1ZlvaWmRBZudnXk7iPlEx2w6dOiAsrIy+XWxTdvTANg+ffrIr3EALCHJg2I+zQgn5oX4s7KajRLRvpXOvFLM79y505QABNqeJCnVxXxmZibeXgx88j1woDH1xXxmZiYkSUJmBpDVuptoYzapnplX/jtWMa+8ybDamff7/bbNzKeDM19SUiKL+dzcXHlfNBOzSbYzb7R8rtivS0pKcNppp6G8vByHH354SJ/pzBOSGCjm0wzlhTsR1WyA+DjzypgNAGzZssVUu21d0BIl5mMpTXmgVfeI+IoVk0bFS8y73IF2s1yAu3WVN1oo5q0uTakUMOHEfKwxG+VvVYp5M5liLQ0NDfI+mKg68+Xl5QCsL00Z7xlg45GZV4r5wsJCU8d6ssW86LPf7ze0r4vjLTs7G/Pnz8fGjRvlY1HZLjPzhCQGivk0Q3khEW50vGM2Vjjz2gugVsybjdq0lUlNdWfe7XbjYKtOdboDgk0Ik1SqMx+8+Qi0684AMltN9GZNzCYeA2DNOsVK5125Ha2K2Yjf6na7Ve1b4cwr16NSSAmszMyPHDkSPXv2xO9//3sA1lWzEfGgeMdslM58rLNKh3Pmi4qKTOXPk13NRvmekZsQ5TgQh8MRcj5hzIaQxEIxn2YoRY94TB6PSaOUxGMArPbiblbMt1UtIt5i3uwAM5WYbzV3jz3nPtxzzz248MILAaRWaUqtM5/pCop5EbOJ5wDYxsZGU8I70gBpq2I24SrZANaKeZfLFXb/ttKZP+OMM7Bx40aMGTMGgHUxGyGGE1XNRrmcWcJl5pXOvJkBsMmuZgMY67fSmY/WLmM2hCQGThqVZoRzY+Ids4lHaUot7c2ZV4rumlYDNq/saPzt+qPlZVIxM5/hyoQfQGZG4A+QmAGwot1wDnU0IjnzVsVswlWyAawR82I9atsWWJmZF1gxRkH5+bKyMqxbty4uYj43Nxf9+vVDU1MTunTpIi9ndAI3LUpnXnxXWVmZPMmdnWI2sTrzkcS8mcw8nXlCzEMxn2aEGyho1aPseE4aFemkn52djYaGBts681bGbBo1TRi9yPt8Pnkbxi0z78pEMwIxG3ccxLz2qZBSTDQ0NFgm5q2K2STCmY8kqMyI+UhjCATCGGhqaoLX643qKEdDiPnOnTsDsNaZF7/b4XDg22+/hd/vV/WzqalJPu7NoMzMDx8+HNu2bcN5552HSy65BED8BsDGo5qNw+GA0+mE1+s17cw/PwfYvBv4++WAuP+LJWZDZ54Q4zBmk2aEc+aLiooAQHaOzJLISaME/fv3B9D+nHmlmK9pvYY3aIwzo4JQ2Yd4OvNAIGJjZTWbSJl5p9Mpr2MzbnF7cOaN/Ia2xLzyZimWcqDxiNmEu+FzuVxwu91wOp2yoI91EKzSmc/KysKdd96JPn362HIALGBukH5wv87Gkx8B/1sE/LwntM14DM4nhIRCMZ9mhBM9xcXFAIADBw7E1HY8J42KdCEZMGAAgPhn5hsbGy3JFmsxW80meOOkcOZjFPPK5fSK+ebmZl3utGjb6QpWs9Fm5mMZABtNmMQS/WhLzMfbmY+lVGI8nPlI60OgvHGIJWqTiMy8FrM31kp8Pp9siihz+MrvTZXSlHoGwCrfN+PMSxnZ8gD3esXHrRoAW10PeGOfhJmQtIdiPs2I5szHKuYjXRysdOa1LqMQ81u3bjUstgH9zjxgfExBIjLzjoxM+WLWpBHzRt0v5XJtPcpWbgc97ctiPqPVmVfEbOI5A6yyXTM3CUrxGo9Jo1LBmTcr5sNl5iVJkm+eYhmDE07Mx1plJtLTG4EV67y6ulrupzBJBPEaAGu2mo1RZ96MmG+RFGNWYhTzWrOo6gBw7L3A9f/W3QQh7RaK+TQj3KNmIeYbGhpiupDF05kXbWsvkEceeSRcLhe8Xm9IuUo9tOXMZ2ZmyuvKaP8TUc3Gh+C6tsqZd7vdYYWaEtNi3qUoTZmAzDwQX2feqjrzdsnMt+XMA9YMghV9F2Le7/fHPEA/2j4CWOPMi7x8Xl5eyHnQrjEb5cRRepHFPBRiXvFxKwbArt0RaHOFuSlGCGlXUMynGeHc84KCAlm8xeLOJ2LSqMLCQtXrJSUl8iC53bt3G263LWceMP9kIRGZea9kvZjXk0nNyMiQf5ce8a18kgCEL00Zj2o2QGwTRyWqzrxdnPm2MvOANWJefLZDhw7yurZqgH4kMW/FOhfnoI4dO4a8l4iYjZGnF4lw5pv9igHoFsdsqlt3r4PGD2tC2h0U82lGuEfNDodDFsmxiPm2YjZWOPPiKYKguLhYnvBFDDwzQlvOPJDqYj4ovBMp5iVJMlRFQ3bmnQoxb6EzHy1CEcvEUZFiJXaqM29HZ158NicnJ6Ta1htvvIFXX33VcJttxWyscOZ37NgBAKpSl9r24+XMA9bfKACxOfNN/ujOvJEbbK1ZJObXqGtibp6QtqCYTzMiCW4rcvOJGACrFfNFRUVy9MZMNR49F7RUFPNC5Hn9Cmc+xtKURus4GxHfom1JkZlP9ABYM+2KJzfabZhO1WysFvOiPGU8xPy8efNw5ZVX4pprrjF8rmorZmPFOq+qqgIQXszH25kHjPVd7wDYWJz5Bm94MW/mmNSen5SO/EHj9/+EtCso5tOMSBc0K8pTRqozL8RwXV2daScznDMvSRLy8/NjEvN6BpjFKuaj5c9jrWbj8atjNsqn7Ckp5p0KMa9x5uM9ADYWZ14rXONdZ95M6T4t8XbmI+3XsTrzfr9fJebF8f3KK6/gd7/7nbyc0dhNIqrZCGdeZP1jbd/IDLCAsf0lEc58XUt4MW9mULq2znyN4qO1jNoQEhWK+TQj0gXNivKUkerMC2deeZE227ZSzBcVFcHhcFgSs0mWMy8EsdH1Ek7M+/yAR2EUxzIAVg8xiXlXaDWbeA+AjSUzH8mZb2+ZeSMxG7MDVpXlTnNycjBhwgRIkoRJkyZhw4YN8nJG2vd6vXKePJ7VbPQ481bHbBwOh9x2PMR8LM58vULMKzPzZm74tHXmlc58DZ15QqJCMZ9mRMqNxjNmk5OTI7t4ZgfBRhLzAFLemY8m5s1GkMRF2+NXu+jhcql6B8Yl0pl3R4nZpGJmPl4xG7tl5hMxAFZ505WTk4Orr74a77zzTsjvMNK+8jfGM2ZjtTOvV3Cbme25rZsbQSzO/EFP9JiNkW2oPT8pBTwHwRISHYr5NKOtzHw8YjaSJMU8CFZcAPPy8mQRoRXzdnTmzYp5sT6afOp13RRGzAP6LsRmxbyR0pRwhFazabRAzMd70ijtzZ74f0tLS0zufCT3PB2cebNiXnwuIyNDPk9deOGFWLVqFb766iscccQRAIw588r9PxExm0QOgAVgaDC6sl3R9uc/ArdMDVaIUWJ0vfj9frkfNUoxr/i4MlKn9/jRmkU1ir7WUMwTEhWK+TSjrcx8PGI2QOwTRylvFIRYEH0WMRs7OvPaSh16kcW8Vy3mwznzgDHBHU9n3h8mM6+N2Vg9ADaezvxvf/tbFBcXyyLOKJHc81R15hORmVfm5ZX07NkTJ510kqkBtkoBnYiYTThnPl4DYAHjfdfe3Dw/B3j3a+CzVaHLGhXzzc3Nsutf3RjdmQf0nT/8fn/oAFg684TohmI+zUhEZj5c5jrWijbKtsWFQPTZztVsYnXmG31tx2yA+Ih5M6UpIUUeABsvZ97sDRPQtpjfsmULampq8O233xpuG0gNZ96IU6xnUHes1WzE5yLdhJi5WdATs4nVmfd6vdi5cyeA6M681QNgAeP7i9aZ39t6+qkOI4qNxmyUN+MHmsJn5pXbVs/Ne0tLi3yDEG4ALKvZEBIdivk0o63MfDxiNkDsznw4Ma915s3EbJLtzMeamW9s0Tjzigum0+mUf1fKOfNhJo1SPno3MvkNEH0AbIcOHQAEZ+c0QlvVbARmb1KT6cybuXkS2yXaPh0vZ14gbhbMxGycTmfEG5FY1/nevXvh9XohSRJKS0tD3o/XAFggdjG/v3VV1obZFYzehIj9zuFwoMkXPB6VRoPT6ZTb1bOfKL+bpSkJMQ7FfJqRiDrz4QSVlc68uJhbMQA2ns68HuEjXGOzzny9VszHMHFUQsS8FBTzkarZ+P1+w6U6ow2AFbNx7tmzx1CbQNt15gVm9+u2nPlY8tttOfNmjkk9N6jxFvNm2m9rwiggdmdeRK06deoU9nviOQDWyPgVZbsAIEkOWcyHi6uYdeazsrJVN07ac5OR8pTK38UBsIQYh2I+zYjkYNolZuNyuSyN2QixluyYjdnMfIMmM98Qg5jXln5rCzNi3ie1Xc1Gb5tKoomeeDjzWuzozJvZr/XEbGItTSn63ZaYN9J+WxNGAbGv82h5eSAxA2CNivmMjAzUNUloaR0KEc7hNuvMu7PU+51WzBu5KRPfLUkSnE4n/H5NaUqKeUKiQjGfZiSjmg0QdKCrq6tNta0nZlNbW2vY0RUXNbvGbOo9kTPzQOo58z6FM5/Vqk8aW9R9BYwPgk20mP/6669V/4+XMx/PzHwsYl65Pjya6pyJitmYceajiXmrnPlweXnld8dzAKzRajYulwv7FPdEVjrzLrdazDdofrYZZz4zMxOSJKG+CfAqiuDQmSckOhTzaUYi6syHu2AWFhYCMC/mlTcKPXr0AAAcdthhqrYB4zcjepx5IbhTRcx7vV657VpPQICUBHSZKjMPpJ6Y97aK+SyFM9/cqhEkSTIsSgTRnNdYYjZ05tVoo2PLfwb63A68MCe4jF1jNqnozMdrAKxyfexXiHkrM/MZGjGvPTcZ2Y4hs79q+slJowiJDsV8mqEnM2908KEgWsxGCG4zFUW0bT/77LOYP38+RowYASBwoRPtGxXzRpx5o4LNSGnK+vp63SUClRfVuubAuu4UuCdIijNvpG2vImYjMvNNip+tHARrhGhiTTjzDQ0NhgVmpG147LHHAjC/bwjacuY9Ho/pOvaJyMwvXB3Y5yrXB5exqpqNlQNg9cRsxHnLrJhPBWfeTMxmv+JeLlzMxqwz78gIHMtFgc0VU2Y+2uyvAFBLZ56QqFDMpxltlaZsaWkxnXWNFrOJ1ZlXivmioiIMHTpUJbDMVrRJlcy8kfaVYsArtYr5wD2BatIoIL5i3kxpSi8iV7MBzJenVIoTvx9YuAbY17o68/Pz5e1rNGoTadKoGTNmYNq0aXjooYcAxM+ZB8zHPoIDEa2P2YjM/M+tDzuUjq5VzryVpSn1xGxiHXQsnPlIYj6VZoBVifk4OfNSq5jvGri0xJSZD5n9VSPe6cwTEh2K+TQjkkOVk5MjXzDMRm3iGbOJ1jZgfhBssjPzmZmZ8m/SKwhVF2yHGw5JEbNJ8cx8Sxgx36xw5q0Q81+tA8Y+B9z9ZuA9SZLkqI1ZMa/dht27d8fYsWPlJytmS65Gcs+VQtbszbVou62YTV1dnW73X7s+ZDGv2L0SFbMxU5pSTzWbWJ35SDGbeJamNFvNRivmrRwAC6dazGsz82I7GsnMi75onXlm5gmJDsV8mhHJoZIkKebcvJ6YjRXOfDiEmLebMw8Yjzsob2wkSUJ+FpDdujlTXcwLZ96tmTRKJLvMzgKrFCebdgVe26rQ7WYHwba1DWOt0hTJmXe5XHKcxOyg9LacedF3v9+vW3hrM/Obdwder7PQmW+rmo2ZGI+RajbtyZnXDoAN58ybjdn4HIF9ulvgoWnEmI2RajbaspQiXkgxT0h0KObTjGgOVawVbeJZzSZa20AwZhNPZ76+vl4W/3rQK+aNzlAqLmwZrsC6yM8GslpXS6qLeeHMZynEPBD7LLDhxInSZTQ7CDbeYj5arj3WcrFtOfPZ2cE64HpvVJXro9EDVLUeznVhnHmzTxTiOQA2nqUp23LmYxkAK87X2hidwOjA8UQMgPVJrc58BDEf0wDY1o+IG4WDjUFDgBASCsV8mhHtohareEhEzKYtZ96smNfjzAPGBES8nHlxYXO5Ahfw/GwgSzjzKV7NptkfGrMBglEbKwbAhpvN0qwzH2nSKEEsYt7r9cr9Die4Y5k/AWjbmZckyfBTJ+U+vXVvUECFE/NmnXlxExCPGWDjNWlUbW2tvA7XHeiCNdtDl4llAKzT6cTCNUDv24HJn4cuZ1VmvtGjjr0p+23Umfe0ivnyCJn5mAbAth7b5a1i3ucH6s0XfiIk7aGYTzOiPW5uzzGbaM58VlaWLOZirckdDrMxG2dGqzOfpRDzKe7MS85gzMalWOXaiaNiyczvD+PMCzEfqzO/qxp4dWHwRiEWMa/8jeEEdyzHo8/nk/eTSM48YDxCphwAu1mxKhs9QEvrQytlFtpMJR5xDItjWouZm4V4Txq1e3cgb5SVnY0bpubht/8OXSbWmM2idYGa/ot/Cl3OKjEPhLrzZp35FgT2uy6tm7G5RV0b3ooBsJ0LAGfr6ZWDYAmJDMV8mhHNmY9nzMbK0pThiDVmE82xM+NgAgkU89nJFfNG2oYz6MxLUrDf8RDzDc1B8WDVANhnZgP3vgVMXxx4P5bSlEpHMlrMxszx2NaNgsDovqfMzG/R3BcJd14459p+6EVsI3EDpiWWAbDivOf3hzrQsTjzYhvl5Qe22fYwnoJRh9vv96tiNjsOBF4PN9tpPMW8WWdeiPnyouB7yieHZiaN0g6Azc8OmBnK1wghoVDMpxnRHjcnImbT1NRkyvmKVzUbvZOyWCHmV20FqsOYUGYz81KrmC/Iil9m/sNvgev/Hf5CqTen6/f7Q5x5kZdXDoIFYh8A63K5wmaArRoAKwZ8iqy4ckIxoy60WG8ulyvs/heLM6/cJvFw5h0Oh8qZB4IVbZTfZyZqI7aRuEHXEssMsOK8d8N/gOP+pD4eY3HmxXknp1XMN7WE5tuN3iwox+dkZGRgR+uprSbMzzZbzcblcsklXAXam4VYS1OWBuf0U52fjDjzIQNgW/tYkB0Q9OH6TQgJQjGfZuhx5s2IB7/fH9U9V9ZTNxO10TsA1mjMRm+1iFjF/KqtwPBHgfFTQ5czm5l3OEMz81bUmVeu4xfnArOWB+q2a9HroisdPcmZBXdGwJUHQieOMuvMK8WaUpxoxbzZmI0Q2ztbd10hHJT7tdEBn23N0BqLMy/adjqdllZqUu7TP+9Wvycq2jgcDnk7mhHz4hhuy5mPJWazYDWwtxZYtyO4jBXOfFZu8AZEW+bR6ADYEDF/IPDvaguc+XBjTMSxaJUzL2VkIz8rEKcTN+1KMW/Gmddm5gvozBOiC4r5NENPZt6MeFBeeMIJbqfTKQsHo2Le6/XKIsLqAbCJcubXtg6IE38rMRuzkZyBdVGYE7+Yze7WhwVa9w7QL7yV3y05M1VVbLQTR5kdAKu8KTsQpm62VTEb4cgL4ZCdnS2/ZzRq09YMrVY489FcecB4TEiZmf9Z68xbUJ7S7/e3GbOJZQCsy+VCfVMwEnTAImde3IC4c4I5f61TbHQArHJGaIfDqStmo/e4EW07nBly/feuisowSkzXmc/Ilmd/FecnZa15M868tppNfnZA0APMzBMSDYr5NCOaMy8Ez86dOw23qzzRR4rCmB0Eq2zb6gGw8XLm/X6/Kl+8q1UU7zkYWkLNbMzG3zr7a2GcMvN+f8C9BBCSqwXMiXk4M1VVbLQTR8WamZccGSrn8qBFzrzD4UBDM+QbBSEcJEkyPQg2Ec58tLw8oI4J6UG5Pn5pvS/KaT0krShPWV9fL+8vbTnzzc3NKsEbDaUTvVuxmZQxm1gmjRLbyJEZFPNap9ioKFb+tjpPUHTX1IeeQ8xm5iEFzntORzDbbpkz78xCUWtBouwwMcBYnPkapTOfHb7fhJAgFPNpRrTM/CGHHAIA2Lx5s+F29QjueIp5swNg4+XM+xVXW4fDITvcTS2hFx2zzrwYTKpy5iOUptQjIMI9yhYi+0CUnG5bF2PRbkZGBiTJIT/OBxQxG4sGwDa2ZKiETm1r16xw5ncp7rWUQs2smNfrzMcyAFavM290v/YjUGfe6QAOby2rbkV5SrF93G63aiCtEmXJSr3tK59I7lZsR+V+bXZyOCC4jaTMtp15vaJYKeb31AYPmhZf6GyqZsW8v1XMF+cGHW6rnHkpnDNvMjMfcQBsFmM2hOiBYj7NiObM9+zZE0BAzPsNzsChvEC15cwbrWijx/UXLmZTU5OhwZPxcuaVgyG1QnC3RvOZzcz70DoANk7O/B5Fd8I583qfKMh18d3BSjaCLJGltWgAbEOLev/QOvMHDx40lIlW1pnfeUDRrgViXuvMf7cZmPJ50HWNZUC6Xmfe7H7t9QcuDV2LAzeTgPom1cwgVUBdyUZMaKUlKytLfk9v+8rznlLMK515s+NugKCY92VEFvNmnXlJkrCzWn0p1ubmzYv5wPFSnAvkte4qVpWmlJzZKGy9QZAH6JusZhNSZ14MgM3hAFhC9EAxn2ZEy8xXVFRAkiQ0NDRg165dhtqVZyXNyIh4EY7VmY/Wdn5+vuyuG7kYa2dYjITZOAIQKub3xijmxfrwtcZsCnLCO19AbGJ+bxtiXojNurq6qBd67SRXWWEy880xOvNCrNU1q7ejcIuLiorkbLsRd17pzFcpdtvqODjzd/0PuG868M2mYJ+B+DrzRvsu1ofPHzgOu5YoRKCFznykSjZAQNwabV9PzEZ8Z0NDg+H9T2wjj7PtmI3RAbDKwa8CbUUbo9VsRB98CDrzssNt4QBYq535zMxM+HyKAbB05gnRBcV8mhHNmc/MzETXrl0BAJs2bTLUblt14AHzYr6tSjZA4AJvJmOsnGExGmYHCgLqmA0Q6sybzcx7W535opz4lKbc3YaYLywslG+uoq1zOWYTxpnXVrOJdQCsVsyLi77D4ZDFmhViPh7O/NbWbokqManszPtaLw0leUBu63hp5Qycwpk3uk7aGvyqbV9vJl9pYuyJELPJz8+Xb/iM3kAJA6FJUjjzEUSx1+tVFQxoq89OpzNUzEdw5o0OgPUqxHyeyJ5bWJpSZObDxQCVk4u1hTJmU9cUmPEV4ABYQvRCMZ9mtDWtudncvB7BHaszH61twNyAQb3OvJUxmz0xOvNiOa8jIGiSFbNxOp3yNo32NETrzLvDOPNWZeZrNWJeKUzMDIJVinllzKa2CRCb2ApnvtETdPuFcFPuz0Zjb3HPzLfGbCLFM8S6NhpZaasspcCsM+9yuVTHolLMOxwO0wPpxTmnQVKUpowgipX9iYYyAqgV89oxLGZjNl6/9c68uCFzZBajuNWZjzYA1mideSHaXc7AeY8DYAlpG4r5NCOaMw8Ec/Nmnflo06ULBzreYt7IhdioM29GzLf4HCoxvEdjwBsVg+Ji6XMFBI9SzFtRZz5czOZABANUz8Bj0a7TFerMZ2oGwArH1ei4iqAzHz4zD5gbBKsS84rd1u8PxkqMRrAESmdeuU8I4SZiNi0tLYbjKkadecMxGwTFvHDmlTEbs9WD4uXMK02MPRFiNoD53LzY/1ucbQ+AVfYnGkoxX3VA/V4kZ96omG9pFfMledZk5n0+H7ZvD9TfdeR2lcdThDMbzDrz4lxUmBOYr0Lk8iOdowghFPNpR7TMPBC7mE+mM2+mok0inPl9derDaI+mCSEG9QpY2fnKChXzjR512Tq9F3nlo/9wzvyBMOXwAH03UHLMRoj5cM58a8ymS5cuACALAr0IcXSwSePMh3GLd+/WzHYUBeWkUVWa3VauqGGBM79TKeZbd9/c3Fx5vzQa+zCamde7X8tlURXxjHAxG3HjFC8xb9SZV573lM681WJe0lGaEtAnjMM583KkxCJnvsUfHABrhTO/d+9eeTlnTpeQmI2yCo9ZZ16si7KiwN8lea3fbbwIESHtBor5NKMtZz6VYzbRXH/AXMwmEc78vlr1YbRbo9nFE4va2lpdcQohNBxZHZCXBWQ4g5l5vz9YThLQf5FXiotwYt7rC18twpAznxEmZqPJzIsxG9u2bYvaXy1iO9Y0Bhrs0HqBVwqTbt26AQB++eUX3e1GyswDwViMFZn53WGceUmSTE8cFa/MvBDnzuyA2G4rZmO0FKieAbBAbDEbq515n88nn9NUdeY1otjpdMpjTPQIY9UA2NbD64gurf2O0ZkX3+/xtTrziu0YS318cRPuyi2F5HQFB8CGidmIbdjU1NTmGALlU0OxLkRd/A6tkzBTzBMSGYr5NKOtzHw8YzZmS1PquVEAzMVsEuHM79GI+UjVbPx+v67YgNKZF05dlmK1Ky+Yei/yyvflmI3mp0araKPHmRdiXtlXbWZeiPl9+/bpzs37fD55fde0OvPdW41dpcDs3r07AODnn3/W1a5oG1Bn5l2t931WOvO7woh5wPzEUUpn3u8Hbn8dePKj0OWM7tfiqYYju1Ogfwpnvi5MpCkVYzbaOvPK+2czYr66ujo4QZxCzGtvFABjwliepdXhlMV771Yxr72xNlrNRrTd5A0cLx0LIjvzyiiW8rwWDnET7swLHMfypFFhYjbKp0Z6J55zu93y8dGldVWLG/cDdQHTgRASCsV8mqE3M//zzz+3eeJWYteYTSKceSHmhfOlrWaTk5MjV9HQIwiF4JGyOsh5UZcTcLRW7YxVzIt9QztQN9zEUUaceUdG5My8eJpQXFwsCxO9URulqyec+YqAllSJ+R49egAwJ+Z9fgfqW/VXz06t3xUnZ37PweDNjdnylEpnfsMu4M1K4OmPQycbMpqZF2Len1ka6F8bmXmzznyHDh2wcDVw7csIGfwJmI/Z+CWXvB2BwH6nPF7MnEOE8M/MyoHkDJ6jtKIYMCfmJUdgn87LArq1PrCwqppNU0ug7U75kTPz5eXlyMjIgMfjafOYlN/PKgcQnIMgWp15oO3tqIzZbG/dNF2KAn+LQbY+f/gbKEIIxXza0VZmvmvXrnA6nbpO3EpSqZqNmQGw8XTmdx8MqOw+getbiDMvSZLcvp6nFsFqESWyMy9J4QeZGRXzmZmZchRAiHkhuPeH+elGnHlHmJiNW+PMS5JkOGqjnCmzujHQYDhn3oyYFzcKHl/gVFiQDZQGduO4OfMA5EiP2fKUSmdexBL8fmCjZvoIo5l5Mf9ES0bQmRcisM6CzLyyms1LnwJzfgBmfhu6nFln3uML7B/ZbiCj9eqmvEk1cw4Rwj8nL/DZstb9I1wszUj+XN6vW8V8l6LAnBJAqGgVx3lLS4suE0aeMVnhzEeaAdbpdMpPtdp6YiuOWUdu4BgWQjtcZt7hcMj91juLtNKZL2915t0Zwb4zakNIeCjm04y2nPmMjAzdJ24lRmI2qeTMC7EWL2dekiTsaRXzfQPXN1Q3hFadEbn5tgSh3+9XxWyE8wUEHW+l+2VGzANAizcYqzm0c+DvcDEbQ868M8wAWE1mHgg4gYB+Ma8URtXCmW8V8wfDiPlt27bpLrMntqPHGzgVdi4MrWtttTMPBAfBWuHMK7P+P1WplxP7dX19va7a58KZb3EFxHxJLpArxHyEzLyRsppKZ17ceOwMc7owm5lvbHWiSwuCwlhZBcVMzEZsm8zcgLo8pPXJTbhJjMw4834pKObFk7hIzjygL2qjnQG2o6KaTUNz4PhXojd+KQwgZ245MjOCIj5S6Vy921F5ftI684BiEKyxQ5CQdgPFfJrRVmYeMDcIVo/gjrU0ZTwHwMbLmVfWmO/VOegGah0kvYKwvr4+KI6zOsiCBLDOmQeAfa39c0jBWEm0zLweMS+FidnIJTUVYj4WZ35/feTMfFlZGdxuN3w+n+62xXZsbhXzZUWhM07Gw5nX1pq3wpkHgPURxDygz+VWZuYlKRCjCBezEc58c3Oz7mPG6/UGXe78Emxr7bcVYl6OlbQ68x3zg3nucLPAmhHzruzAZ3u0RrzCxWyMOPPi5krM0lpWpLiRtEjMS44MFGYHjkkh5gH1tgSMi3lHbjmKcgNPDIHwdeaBYNSmLWc+eH0JVrNRinmRm6czT0h4KObTjLacecDcIFg97Qpnvr6+Xrczqmw7ngNgjTjzepzGcGK+c2FARACRJ45qK2YjnEtnhguSK0926oDwFSPMinlRPrMkL3ihjObM64nZSGGceXkGWEWfYxHzLf7AdlQ682JzORwOVFRUANAftdGK+c6FQUdXCCqjuXNBOGe+ZyCKHlJr3jJnfqd6uaysLHnf1yO6ZTGf1QmF2YDTAeQJMa8Qrzk5ObJQ05ubP3DggHxsHfSWyNstnJg3G7NpaAmcn0oLgnluq8S8Iytw/unRevOrzeMD5px5b+s+rYzZaEtTKs+NesS8fP6VMuRqMG6Fk66dBVbvNUEeAJvbVb5ZAqxz5j1+txzVEQNgAYp5QtqCYj7NaCszD5gT8yIbKwR1OISYB4wJn0QMgNXrzPv9fl2TnCjFvBBqpQXBMmpaMa83ZiOEUVZeB0iSJDt1QPiJo0yL+dZudMwHikW1iDDXWyPOPBxhBsCG6bNZMZ+RkQFJkpDlCqxrIFDdQikgjObmg2I+IKjKCoGCVgcz1gGwQjDm5xfI+8iAQMJNdtOtdua1MRvleA09Yl5k5h3ZpXLZQeHoNnrU1USMThwl9u38/HxsPRA81q2M2TR4WjPiCmf+QIxiXl7WHdhW3TsEHelIottIZl7M0qqM2WhLU0qSZKg8pTKP3yk/+LpcnlLzVMFMzKYwjJjXDsDWO3GUuAYcbA78xpI8dVUscV7dRzFPSFgo5tMIv9+vS8ybidkIcSTEUjhcLpfs1hmJ2hgdALt//37dOV29zry46AD6RE84Z75TAeQLpzYjLRzYtlxM8X5mbkAohbtgxuLMi3Ussqcd8oKiJ9bSlIiSmW+OIWYjT1LjDE5klJMZFFTK7LJZMd/gCZwKu5UEp4+PNWYj+tCxrIccM+ofeHAQN2d+467Q8n16xbzH45FvKhzZneTBjTnBhEdMg2CVeflNinm9rHDmxXmvvtWZ76Rw5mMV82Lb+DICx0KH/ODTihqNKBbnXSPOvJiltUuxOmajPcUZqWgjj7tx5aFjQfB1caxrK27pEfMejyd4s6d15tuI2eh15qsbAw0pIzZA0JmnmCckPBTzaYQyjmC1M79lyxYAwVrekTAzCNaomPd6vbqFlV5n3uFwyALCiJiXJEl2o5TOvPZxsLiBamudi4twRnZw9leB7H6FEfMejydqlYuoznyraGtrAGykGyitM+8OF7OxIDPvaBXzHfIDQj5c3exYxXxFB0XVD42Yb2hoUB1j0fB6vdi6dSsAIKc40KeCbOBQTczGCme+SvHRphbgF839ot6YkBDlksMBR1aJvF9kZgTHgsQycZSyko2y6s7BRvXssoB5Z76uOSjmo2Xmq6urdQ0IBoJi3uNoFfN5oTd8AiMxG3GjImZp7VIUvAHx+tQ3ToCxiaNWrVoFAMgoOUrlzIuI0GbNJMnimrB169aIfa+qqoLf74czwwVHVgf5yQ0Qvs48oN+Zl8V8U+A3lmseAIt9kTEbQsJDMZ9GKB/t6hkAu3XrVt3iRK+Y1+tAK9E7ADY7O1u+oOl1MvU684CxMn7i4pThCly8c9yBqh+RnPlDDz0UALBx48ao7SpnfwXUzrx8wQxTzQaILiDMinkhNj0eT0SXVLTtDxOzCfc0QYj57du363rCoq3HLQYgypMZKbSNaTHfHOrMa6vZAPoHSFdVVcHj8cDpdMKfHZgJqLQg6DhqxbxZZz7DnSW7rJ1bU27aQbB692uRl8/N7wBJcsj7hSQF4xn1FjjzJSUl2KjJ9mvdefNiPlhXPVxmXhkT1HsDJbZNY6uYL8kLxmG0Yt7IANjvvvsu8I/CowAE9o0sV3DSMrOzwDY3N2PNmjUAgIySfipnXgx215YwLS0tRU5ODvx+v3yu1yJuvvOKu0CSHOGdec0pSK8zL85d+xsCv7FLUeDcvXDhQqxbt46zwBLSBhTzaYReZ75Lly7IzMyE1+vFL7/8oqttvWJeiNaffvpJV7uAfmdekiTD4keInrZuFABjAx1//PFHAEDXHkcACFSiACIPgBXrRa8zj8xQZ76ktW2l8NFb5SKSmO/QhpjPzc2V112kdR5NzIt/K2M2ojRlc3OzLiGoLeEnBImVznxLa535riXBdkUeOjMzU14Hemc3Ft/frVs3uQJPp4LgoL5dNYDHG7z5NRL7AILOfJMvMAOsywkcH9jFIpanbEvMiwhFTkFwwiiBFRNHhStLKaJSWjFvNmazty6wnbqWhI/ZZGRkyDc3ete5vN+3ZuaLcxU3fDE485WVlYHPdD4RmRmBdiVJEbXR6F/x1FPcdEVi3bp1aGlpgSurAM68CpUzL54MbdKIeUmSZJMnkuEg8vK5RYGbcSsz8+Icsq8hGLPZunUr1q9fjyVLlqAkN3DTz9KUhISHYj6NUGYpo4lXh8Mhix49UZumpibs2LEDQNtivk+fPgAgO0N60FvNBjBW0aa+vl6+WRFiOhpGBgp+//33AICO3Y4GABzROg1791bXWOuOKp35aG60EDw+V6gz36tzaNt6q1xoxfyuVvHUMT8o2g6E0U3KG6hI61wW85K+ajZutxudOgUUuZ6ojXyT2lozW4j5vFbRo6zMIfbrLVu26JpcR45aSA50zA+U2NPWmQeCT7NWr17dZpuAeoyJGFNRWhCo256ZEchDb98fjDds27YNO3fujNRcCEIc1XoCdx6dC4P7oLaijd79WojEzLzghFECWcwr1olRZ14sl1/YQX6aIOZm2Km5RzLqzIu+1/nyIEnA4WXhYzaA8dy8XM0ms0QemCnHbCJk5tty5ltaWvD1118HPtP5RHQpCt7YiGNee6PQv39/AMFzTyR++OEHAEBe536QJEk2GIBgNaVNYe4H2opfCjHvzg/cjCtv9iJVs9HjzO/du1feNw+0BPap8uLg/tLc3Ixc6QAAZuYJiQTFfBohBHRFRYUcK/F4gXCaxsggWCG4srKy5At4JMyIeb3OPGCsos2aNWvg9/vRoUMHlJaWtrm8GTHv7qgW8/1aBziu3RFY94IePXpAkiTU19fLDmg4hJhvcQZ+p7I0pRDzSrGmrHIR7YKpFfM/tk7+e0RZQGACAWHiCRMjbmudi7Z9jlAxH27SKMBYbl5kz5GpnrQnnDPfrVs3SJKEpqamqOtZIAt+yYGKwM8MycwDwHHHHQcA+Oabb9psE1CLeRG56lQAOBzAYa3bce32gCAeMGAAAODzzz/X1TYQvHGvbQl0tksR0Kss8N66CM58W0+chCDOyAkj5tuYOEoPQmQWde4FAOiU78cRpQH1F4szX11djZUrVwIAXJ2OQ4+OgZuycNVsAONiXo6+ZRbLNx+i4pH2RkGvM//DDz+goaEBuflFyCjurSrDGKmijdhPli9fHrVtsS4ySvoBgErMH9p67GzZY3ziKHGsZuS1zv6qjABGGACrx5lftmwZAKBXr17Y21wEIPAES3WT2Bg4lvfVhQ4MJoRQzKcVIoM5cOBAAIFc7sB7gBsnhy5rZBCsMmIjCfsoAvEW80aceTEI7Kijjmqz34A5Md+YE3DLjmgVUt1bB1A2twDrdgSXd7vdcg30aLl5IYy8rc68ctKow1u/46cq9QXtsMMOAxC8iIdDKeb3HgSqDgScwCO7qt3/cO68XmfeJ4XGbET/9xxUV1kxIuaFgymVBAS1cBdFjlvpFrvdbjnGoydqoxTzXTVivq4p2Ofjjz9e1Ze2iOTMA0CfQPfwY+tP/9WvfgUAmDdvnq62gaA4OtgUWAllRUGXe/U2tVAzmpmXskLFvFjXZqvZ+P1+LF26FABQ0mMwAGBkxTIcg9dwSN4O7DygXt6IM7948WL4/X506nIonLld5PUbLjMPxOLMB8V8JGder5gXEZsevQdDkhyq6i298jfitqPewr7d6ruyY445BkDbYl7cNPkKA+emTorMfHlx4Abb4wW2an6+XjHvcQdWsChpC6hjNkrzSI8zL26QjzvuOLnMalmhX7VfNRwMOBjNLerjnRASgGI+jdCK+Q+/DeSgZ69QO2pA8MStx5kXwqStiA0QFPM///yzrnrtgDkxr8eZF7n2vn37orYxGC2JhF4xX1NTI6+3XY5WMd/qzEsScFS3wL9XaoYj6BkEK5eUy+oAhxQsgQcEKlFkOID6ZmD7geDrelxjpZhf1Wp0H9IpINKcjqCLqZ2pFDDgzEuh1Wx6tn5HQ3PgaYVAOQi2LeQ4QunxyHEHRXE4Zx4IPnVav359m23LAtaZJU9Ela94GiLaNirmxQ1wjx495P1OiCohCNe0/nQh5j/77DNdbQNBZ/5AU9CZP6w0sE4amoNtA/qdefEkw+cO3C2FjdmYzMz/8ssv2LlzZ2CugKJjkONsxGFZKyEBGFDyU0wDYL/66isAQGmvUwAAvVuPxXCZecCYmG9qapLHSUiZxejbemyHe3oD6I/ZLF68GADQseeJAIIDo+vr63Gk+ysUZ9aibrfaEBFift26dVHXi3xTXxhw5pWZeYcj+GRLm5uPJuZ9Ph/mz58PADjo7gtJCpZZBQJjb7LdgM+vPs71bEdx3urb/zjUt94DFbpqVbHRvXt2ye4/B8ESEgrFfBqhFfNzAwYNvD5gmeb8rLdUIqAWJm3RsWNHlJSUwO/36xJTQPBmQTnpVCSMxGyEM9+371E4/0lg8P2BG5xI6BXz4mLZpbwr6hAQ3SI6AQTFvBDNAqNiviA7cPEVuJzBC/EGhWmnR2gqxfzK1n716xZ8/8hWgandT4C2nXlx0fUioPiUk704HcGJkr7bHHy9W7fAl2/YsCFin4GAo6sU84d0CmaLwznzADB4cMD5XbhwYZttf/DBBwCAzK5noFurmFfOlCkGIQ4cOBAOhwPbt2/XdQMi9umuXbtjeesDAhGTEs6xENynnXYanE4nNmzYoOtpQktLixw/2d8QdOYdDuCYQwLLfLs5uLy4CRfOeCTEjU2Lq9WZz/Fj7969+PHHH1HkDhwTSlPAiDMvvvvoo4/Giu3ZOK7TGjgQeHxweMFW7KxRZyeUMZu2Km59+eWXAABn6ckAgN5hnHnlkywj55D3338/0HZuGRzZHUOcebMDYIWYz+4SEPNiAP3SpUuRgcBnvfVVqvE1ZWVlKC0thc/ni/gUrra2Vj6nZ5T0Q45bPU8AEDk3L4yYH374IUR8L126FFu3bkV2bj4yu52Fvl3VN3vKAdiLFad94cxHM3aEmHeXBkyJXp2Bg9Wt4ytanypVV1ejvCCw81HMExIKxXya0NTUJDvRAwcOxIF6YImioMxiTXEZpQtz8OBBfPbZZxEHZuqtZAMEMtxGojaNjY2YM2cOAOCss86SX4+UizQTsykoOwqrtwce0d40GXj9y/DL6xXzImLT/bBAXv6QTkHxd/DgQfT0zsYRBVtiduaVlWwEImqzPoKYj7QNRRm+rKwsuV/9FM7ayYGiPFi0LvSzep352tbZG5Ul6wBg4CGBv79V3CicfHJAeH388cdRxdqWLVuwe/duOJwZcHUYIN/MAJFns9TrdK9cuRI//fQTHBmZyOxxNrqVBN+TK9q0apDc3Fz07dsXQNu5eb/fL4vyWmcP1DQEhM+A1nthceO0cVcgY1xQUCBvQz3u/KJFi+DxeFBcXIwaKdCYcHbFulbeOF1wwQUAgAULFkS9ERFivsnZCfmuOqxe8h7ee+89VFZW4hB8AUAds1HOANtWiVFZzA88AYvWeXFCx+BA4gJ3PZrq1PtWaWkpOnbsCJ/PFzV+5PF4sGTJEgBAdV7Ame/T6swLsen1qTP5Rpz5l19+GQCQ3ee3cGc45OMv0lMhPc787t27ZaPDXxK48exSFNjXxc2t1y/B6asLORcJd37FihVh2xbnvA6dyuDM7qjKywt6RnDm+/Tpgx49eqCxsRFz585VvffOO+8EPnvMuZAysjDk8NB2T2x9bZFCzLflzO/cuRO//PILJElCleNYAMBpfYI3iOXl5bLJ06sw0GGKeUJCoZhPE1auXImWlhaUlJSgoqIC81epM8pLNQaocOa3b9+O0aNH48wzz8Trr78etu1IYl47gEpgRMzPnz8fdXV16Nq1KwYOHAi/H7j/HaDfnaExFUC/q1ZfXy87VFX+QB3n3MzATcJd/wMWhilKolfMywP5uqojNkDg6Yi3dhvO7rYEq7b5VfnRtsS81+sNzsCZ1UGVlxeIJwDKQbADBgxARkYGdu/eHbbUqM/nky/GgwcPDnHm/X4/TmoV85XrQ2+kokWbmpqasG5d4A7A7y5G7y6QHW7BoMB9o0pgnnbaaejQoQP27t0b1UEXrnxp96MhZWTJpfUAyOJ76U/qPp966qm6nO53330XAJDTYwQcrjxUlAT2m+3bt6MgO7DhlGJNb9Rm//798j60pjpwzJx+ZOApBRCoPFOUGzg+RRnJM888E4A+MS/c4nPOOQe7DrbOHloUeO/YQwJ/K9d1jx49cNJJJ8Hv92P69OkR2xVi3ufuhFM7f4+DNfvkgfTZ3u3Iy6hX1ScXznxTU1ObcRgh5h0dT0C/og0ocNcjJycHxR0DNnoh1I+xnE4nLrnkEgDA//73v4jtLl++HPX19SgsKkZzTh+4nEHnOdsNHNN6AzVboX31GgJr167F/Pnz4XA4kNP3evQqC0bIxI22doyJcOajVZaaPDkwiGngwIHY0xzoS65/u7ztDzu8L7bXBxT38jU7VJ9tKzcv1nPFoa2DXwtCl4nkzEuShPPOOw9AcB8DAucHcf6QKi4CAAw5PBDR/Oabb+TzwkmtYn6x4nhsawCsGPzap08fLP05cOdx6pFBMd+xY0e5eEG33NZBsCxPSUgIFPMaXnjhBRxyyCHIysrC4MGD23w0nSooIzaSJMkRm7MHtL6/WV0esFOnTvKJ9osvAq7bK6+8ErbtcGL+v3OrcN8/5+JfM0PL6fXu3RtAUMz7fD68+OKLmD17dsiyIuZw7rnnQpIkPPcJMGl+IOf69MehfdGbmVdWslmyNXBhvPfXwOUnBd6/9bXQWvBGnfmMkqPhlLwYULAcP//8M5qammSh3iGrBiXOnfhZkUBoS8wrZ1l1ZJagW+5ezJ49G19++SXWr1+PlpaWsM58VlaWXLYunND8/PPPsXHjRhQUFGDUuRfJgqxvVz8WLVqEd955B4cU7EOWK7BO1qn1Q1Qn8+2338bu3buRU9QV7i6nYvTA0N8l3OJ1VcGMcUZGBs4//3wAQdcvHOL35JUHhPQhnQL9mDVrFo7MX4fMDGD1duB7xTw3ep1uIeYzelyIztl78ePSD/C///0PH3/8MUZ1no28jHpVKTy9Yl7cQJSWluLLDQHVN7Rv8H1JAo7UDIIdNmwYgMDxEE1k+v1+WWide+6vUdXqOGvF/Poq9cDPSy+9FADw5ptvRmxbrjOfX4xjOwRu0M466yyUlpZCAtCveCM++i5QUhMIPK2Q5y2IErXxer3y04wad1+M7hYY/Nm3b18c0iNwTumevTVkXM/YsWMBBLZTJDEoIjZHDjgZkuTAYZ0Dgnvv3r1YtWoVft37JxS6avH+suBn9Drz4nzY57hRyMjvLkdsgOATsiUb1NG0srLAGx9//HHYpxVNTU145plnAAC3/GECdlUDXXN2Y+OKufB6vejevTtOPfkE+DIDDsEqTY1bUdEmnDO/a9cuPPzww4H+HRPYnzrl+1BdXa3qi7gh1k4cBQC//vWvAQAzZ86Uy7Z+8803+Pnnn5GTm4t9BSMhSUAH70rMmzcPK1aswLvvvotPPvkER3VtQZYrUD5SnEPENSbSQHexXxzZ/zhs3hMYEzSkl18l5sU6LcvYgAyphc48IWGgmFfw1ltvYeLEiXjggQfw7bffYsCAARgxYoSuEnfJRinm99cB8wOJG9w4LDD9eKNHLXgkSZKjNoIvv/wyZLIn5YyAQsx/ungT6jd/jMMLtqBh6zx8vlJ9FdY680899RRuvvlmjBo1SiXo/X4/PvzwQwABMT/ja+DxD4PtfPJ96AVHr6smHjf3PvIorPi5Bb/qsgxlni9w19kH0btLYKDnra+qn14IMf/+++/juuuuw9q1a0Pa3b17t3whrc8+GqeXLUdu3TJ8+umnWLhwoWqK+IEd1ssuOBAU89u2bVMN7hKI35SZU4ActxeDsj/Ftm3bsHbtWixcuBAffvghuhUE1NsGzT2UGAQbTmhOmjQJQEAc/XwgF35/wB3+ed03WL16NWpqarBk8Zc4/rDABf8rTdQm0g2U3+/Hs88+G+jzkb+H5HRh1DFqp9br9WLfjrU4rssO+P3ACsU+OGbMGADAjBkzItaEF7/HVxIQ0l1y9uPjjz/Gjh078N03X+GCAYH18b9F6s+15XSvXr0a33//PZxOJ/IPPRuXH/YZ9u0NWJUOhwOdXDtwY5/38eaCA7LLKNbx0qVLo4pXIebLu/WQny6d3sePlStX4rPPPsPBgwdlMa/MzR999NGoqanBU089FbHtVatWYcOGDcjMzMSmjBHweVtQnl+PgsyGwM1rfqCiEgCsUDyUuPjiiyFJEhYvXowXX3wRH330kUrgeTweefse36MebmcLiouLUV5eLu+3J5VvRIsPmPx54DOSJOkaBLt69WrU1dXh0EMPwynlP8HtbEHHzl3Rv39/HNYz8Hioe95ObN2rjqacdNJJqKiowMGDBzFr1qyw6+KRRx4BAHTpPRRAYPDr+vXr8f7772Px4sVw7lmAW456B1u275VvQsQcB8uWLYt4bl+0aBFefPFFAEC3E34HIDBwua6uDitXrkSBfwsuGhxwoO94Izgp2o033oicnBxs2rQJb775ZohD//rrr6OqqgrdunXDGWdfhryMWlxx2Fx4vS0oLy/HGWecAafTid6HBgRsU23wzrqlpQVHHnkkgICYV55r/H4/brzxRuzZswdHH300Bo28DR0yD2CQ63288847mDNnDmpqanDw4EF0LQz06Ze96sncgMB+WFRUhN27d6OyshIHDhzAPffcAwA49qRzIGVk4aLDv8P33wWiTR07doQkSdi6dSt+WLEMx7Xm5itbLyOnnnoqXC4XlixZIscplQizLKcscGwd29OPdT9+i+bmZjidThQXF6Nnz56BG0fU4pTOP7DWPCFhoJhX8NRTT+H666/Htddei759++Lll19GTk6O/Fg0VWlpaZFzo6U9BuKcJwJZ30M7NKFL5g6c1itQjUGbmxdRm4qKCpx++ukAgNdee021zL59+2RhVlZWho8/+xqbV36GDIcPLT4H8l0NmP3pV1i3IygMhJhfu3YtKisrce+99wIIXHAuu+wyOaby8ccfY9u2bcjJyUF2xRm4939NKHTV4oYzfPjVUYEL5X/mq/usN2azatUqZGRk4KiBp+Cm3u9iaJfl2PbzOsz84P9w50lLcUTRDny5pgWPzAh+5oQTToDL5cLu3bsxZcoUnHbaaapJgurr63Huuefi4MGD6NWrF5DZEaeVBR0ycdPTq1egjna/4o2YucwjXzA7duyIvLw8+P3+sDPkCsfekVOGMYcsQKZUi/z8fPTv3x9ZWVnYt28f1i59HwNL1mFXjV/lvArXWJnn9vv9WLduHf7v//4PADBu3Dis3BqoFPHrHpXyEwan04ndu3fj9C4/oHfhFvy4bqtKKAgx/+OPP6qiU4sWLcKyZcvgcmfC3ed6HFrqh6N2Hd566y28+eabmDdvHt577z18+eWXOLfLxxjUYY0qN3/mmWeisLAQVVVVcqUMJT/99BO++eYbFBcX46gjemDMIZ9jy/cz0djYCEmS4PP5cFxhJQA/3vtGPfukMjfv8/lUwnXnzp3yU4GBJ56FYT03odhdg5ycHFx22WW44IILkJdfhAJ3Pfq75uC9pYEbr6OPPhqlpaXYv38/jjrqKEybNk21ngSi0lFmYeDm9+jufvy87hssWbIEmzZtwgcffIDDi7YB8GN1q2HpcDjw0EMPAQCeffbZkJuFlpYW7Nu3DzNnzkTPnj1x1TXXY8+mStw94HXcePj/MP2taZg+fTq2bduGY3sCEvyqQbCdOnXC7373O0ycOBFTpkzBOeecgwsvvBCrVq3CP//5T/nJQG5uLoaUB+4CREnXQw89FJIkoci5G52y9uP1L4NPWDp3DuS+/vGPf4QV9Hv27MHEiRNx7LHHYuLttyPP1YhqbwecPfxXcDgcKCgoQE1LPjIcPrz+zlxc/Xyj/LTC4XDI7vyzzz6LFStWyNvyq6++wvDhw7F//36cMPhEdDjyYpzaeQUGZAZuqv1+P0pLS1FYWAi3w4tLe87Dh980y/vG4YcfjqqqKpx//vmqG2uv14ulS5fivPPOQ2NjI84//0J0reiJC3osRP6+D/HWW29hyZIlmDt3LkZ2noe+HXdhy64m/OmtgGHSuXNn3H///XjggQdQX1+P6dOn44cffsCePXswZ84c/PWvf0WHDh1w1113Yck3K/CbXp8gz9WA4uJinHnmmcjICOR4hh/fGT6/hDxnLZb+uB8bN27E22+/jW+//Ra/+93vUFBQgKOOOgp///vfsWTJElxxxRWYMWMGMjMzcdVtL2HTuuW4sc/7yPIHDIKtW7di+vTpePvtt/HpzDdwevkq+Px+/GWGOqLmcrkwatQoAMD111+PCy+8EBs3bkSn0lLk978RF/RYiP55gSoCAwcOxHnnnSfvOytXrsTJ3QNPEr5aG2i3Z8+eGD9+PCRJwv3334+tW7dizpw5eP/993HFFVfgo48+Ctw0duuO3/SajbM7vCdHiAYMGACn0wmXy4UTTjgBAHBq2QrU6Jihm5D2huRva+RSO6G5uRk5OTl455135As9AFx99dU4cOCAKkMIBNxHpetSU1ODiooK7NmzBwUFYYKKJnnzg6+w7OtA5YNAFQ8JwZLpEgA/6g5sh6fxIPLy89Ht8BOQ5fLDKfmR5Qyqm+31HXCgOQ+d8v1wOQOOdP3+n7Fv2yqU9TwWfl8LdmxchgxXJrLzO0CSAvd5TfXVaGmuR3ZOHrof1g+ZUkBBrqvrg2tHH4ov5n8Mh+RHo9cFryMfyMiHx+/Gd5/9BxL8kCQJDocDuSXdAa8HTXW7IUkS3Fk5yHIHplYvLumE7JxsOKXWiInDAYcrGwfrPJAkoEkqAVz5gCShobYaPy76H/x+PzLc2cjKLUZmThEyMlyQ4Iff3wK/pwFONKKiokKuhtAi5aK8U67KiWvxObC1rhPy8vLgygiszxZPI+prdqNq47eoq9kNlzsbhcWdkJHhREP9QbQ0NyAvvwAduw9Crvv/27v34Kjr+9/jz+9+95bNbm4kkAsk8qOIRKxyERugohahUvEcR1svbaUW2/E2tbZA7XS8DdOBTr2OVv2n9S5zWq3tFC+gHsGKSks8tQpIQE0DJoRLwu5mL9n97vd7/gispIAVk+66y+sx44zsZ7Lz3lc2+33vZz/7+aQIuFOMaTyBVH+C7u5uPB4PF198MX/443NY/RF29NXguEvxeT2kMwaRD1dT6ndRUVGBy+WiL5YglkiT6Lfo79tLZWUFTU0n4HabmKbJeeedR1VVFfF4nNdeey1b/45YDSU+L37vwC4yidh+Pt78EqZpYjsGlmVhpdOk0/04jkPDmP9h9NiJOLaF30zhOpD1aaedhsfjOWxGP+34CNvVWLaJnU7y8eYXwLEx3W4c3FhWBhdpAoEAZdWNlJSPprIkhekcvhzCNM1s07szXkcgEMDjSmM6/fR0bSXa20Umk8FbUgYuDw4mGRsyiT1Uj6iirq5u0P1VVlbS0tLCiy++iG3b7Eg00B0LUhU0qCwd+DtxMv10bX6eqspKqqtrsB2H3kg/0ViC3j2dJONhfCUhRp74NRpDPbgMh3POOSe7y04ymWTlM89jZvrYk6zCDIzEdDkkInv5aNP/JREdaFx9gXICoRpsJ4NpenDsDMnoLkr8PkIjx1NaMYaaYArTHphODAaD2WVc3YlKdiVraKpK4zJsDOCjd18hGevB4w/h8ZeRsR1KfB7Gjq7G4zH/w6vFAMflxbBT7E8Fsdw1+NwWfnsfHj5599fRsYNoNILjODiOg23buFwuJpzUjNdjYnp8XPLNi7LN5UsvvZQ9BTqZ8RC3SvH5/SSie+gPd1BXV4fL5WL37r309O7HHwji9bhxm1BZUZ79Yui/+kZxxozZzD3Nn63ldy90kdn1Kj7TIpb205kYQVXQg8/sJ9Mfobv9/+H3+wkGg1hWhmQqjQsbr9eLY7gpragn6Bn8SdekSZOYPHkyqVSK//PMKrBi9FkBPG4TDDfJVIaPt/8NO2MBBi63BxwAG4/bxOv14g+UUV1dlX1dOmjEiBH09PQMeoMYt7z0OwHKPdHsLj3JZBK//5PHaVlW9jpzqH7bz2UXz89+MnjQfQ+/QLl5hKNaD7Btm1Qqlf39wSe7AGVrra5l6pQv884779Dd3Y1hGNm6O/pGYtkmQb+DYbhwGTYeVwa7v5d0X1f2E4zDGZxxxvTsckoY2B704Jd3+9J+IulSbFeAMn8Gj9OHmd6H1+shmUyyc+dOHMfJNur1DaMxXZ+cA+JyuWhpacmenwEDExNPPrMGO95Nn9nEtd+efdRcPo9IJEJ1dTXhcHhYr98iuaJm/oDOzk4aGhp44403aGlpyd6+dOlS1q1bl535Pui2227LzqQd6qmnnjrsxXoo1qzfzpQJFZ/7510u12c61v6ziqQCbI5OYFbTHir8SfZFLDL94Wxz+EUT6ffR2tPM5IYo4yp7SaVSpFIp0un0sOSSyPhpqBn4fcdiMbxeLz6fj3g8/pmPoj8iwyQUDGTXJMPABS2RSBCNJTGNodXuuPyUB73ZJiscDmNZFnuS5fjNFCHPZzsj4EgCgQBerzc74xkIBNgdtnFn9n+u+7Md2BEbhUWAyfX78Hg82dN0h5TxIcKZEYwbNfhgsUTKpqc3is/89D3DP6vS0lL8fj+xWOyIy6z+k4PbUVq2wS5rLOFMNV89oZugb6Ahj8fjn3q/4VQpbeExnDZiGx7XUb69DqQdP9UVvuxzAwYmO6LR6KfuWnPwDcGRWLbBP3om8KWRGb5Udfinaqm0RTjch8Gnb0N5NKmMm7RRSk0wjcfjGVR7OA6Jvh7crs/3N7MrUYXL9DNuRBS3241pmtntQTOZzGGvI3HLx+p3bNb+YRnf+l/n8OVJzYRCnzTqtgMdfaPoTlQR8lt8qTqR3XbxUHsjDslEFL+ZIm2bvN79ZbZHGphd+w/GhrqO+jtM2yaxTBkNlRn8Pk/2wLyDv7tkMvmZTta1HdgTMfD7fYS8STKOG7dpUB4qOexMENu2iUQin7oz1ac9P9r7aunLVHJGw068Hnf2i9eHsiyLcDhMIBDA7/d/poMAP6t4PM7ll1+uZl4Klpr5A461mc/VzPyzL27gjTffAhwc5+Bc/EEOOOALhBg9bgoVZaVMPrGc2qqB2aCSkhJ8Ph/JZJKPP/6Yrh6LLZ0DM/teN6Qsg/7sa69BtKeTvZ3bsR0bx7FxbJvSsmpGjp6Ix1+KYXppmVTDaWM9g2q0LIuNbTH+3taHy+rD5SQAA9sZqM/jMQn6DRwMYv0GyWSS8L5OSqvG4Csdie3yUxrw87+ne6kMuujr6yORSOAYPt7dYbOza2Cpj2E4GI4DhkMmnSLet494ZB/xvl5sO4PjgOn24fEFGTG6mUDFaDLeUTRWG5w/efDT3HEcIpEoL7fuZs/+1IEoHcDBOPD/tm3Ru/tf9Pdb2A74fH5ClbV4AlVUBL2cPt7NuDHV2dnLQ9m2TWdnJ109Sd5tz+A20nhMm3imhL50gGTaIR7ZRzrWTSbZA1aUUGUD5fWTmHFyJVPGB496sdqzL8Kb7+6iN24S6weX3Y+BTToDseg+XC4D0zBwuaC0NIjP4wJPEDzlnNrk5sTRvuz+z4fmYds2O3tNWj9y6I92gxXDY9qk0jbRhI2VMYhHe0gnw2CnCFbUEyyvpnGkh/H1HoIl7mzDeiR/37KXj3buJxLrx3I8ZAz/QOK2Td/+XfTu+gA704+TSWGSGnjujT+LqsoqZk/yZ/fiPrTm7u5uwuEw7d397I04B5Z/OGC4yLgC7N3Tza6uHSQje/G5U5T4vITKQtSOnoA/EKKmwsdJTUG+1DTqiHm//68wf/tnB8m0QyYz+DlkpVPs2bkFy0phuFzYVho7k6Z81HgqR42jeYyHL9W58Xg8lJaWDpo1TaVSrNvYQcfuBBnc2LaLzIG/7/C+HcTC3VjJvoHmxzDoiRmkCdLUfCZ19Q3MGG8zsX7wOQTwyb7sLtPD221htv2rhzQeHDNIxleLYbhx2X2Yqd3YmTRk+ikLlQy8UeyHiSeUM/PL1Ud97qXTaSJ9CTa8H+fDXQcaUMNDX8qkq30T1eUmLjtNLBbBdgw8viBNJ06jpqaSsyYag04b/neZTIa9e/fydluEzp4MluHHdkwytoPjGvhEqG9fB8loJyNHTyAYGoHpsinxOMydNoKy0sP/Dg/a9FGEzf+KsS/mJpPJYNhJDBxwbBLxMOlEhIpSKCv14grUE7e8eNwmI6sCnHNqCPenfCiSTqfp3NPHq/9MEHfKsIwQlmNg2wc+TXUcrFQfXpeDadqEAiWcUOvl1EaHquDR7/egzTsybPzIwHLcWBmwbLAzDoadBMcCx8YwwDAcJjX5aJngxW1+eqPb29vL3r176Y6afNxr4nHZ2I5B0jJJWibxtJu0qxLD7eN/ahxOHm0zvvbT79NxnOz3Zfb0xvnnhwnCSZOE7cc2Q3Tt2E5dTTnlpW7cLgPTbeA2XVSVB5g5qWLQ+RRHY1nWEV9vh0oz81Lo1MwfcKzLbP5dJBKhvLxcLwYiIiIFRNdvKXT6AuwBXq+XqVOnDjqg5OCBJYfO1IuIiIiIfFEM/+dVBewnP/kJCxcuZNq0aUyfPp177rmHWCzGlVdeme/SREREREQOo2b+EJdccgl79uzhlltuYdeuXZx22mm8+OKL2e3XRERERES+SLRmfphozZ2IiEjh0fVbCp3WzIuIiIiIFCg18yIiIiIiBUrNvIiIiIhIgVIzLyIiIiJSoNTMi4iIiIgUKDXzIiIiIiIFSs28iIiIiEiBUjMvIiIiIlKg1MyLiIiIiBQoNfMiIiIiIgVKzbyIiIiISIFSMy8iIiIiUqDUzIuIiIiIFCh3vgsoFo7jABCJRPJciYiIiHxWB6/bB6/jIoVGzfwwiUajAIwZMybPlYiIiMixikajlJeX57sMkWNmOHorOixs26azs5NQKIRhGPkuJ+8ikQhjxoxhx44dlJWV5bucoqasc0dZ546yzp3jPWvHcYhGo9TX1+NyafWxFB7NzA8Tl8vF6NGj813GF05ZWdlxeXHIB2WdO8o6d5R17hzPWWtGXgqZ3oKKiIiIiBQoNfMiIiIiIgVKzbz8V/h8Pm699VZ8Pl++Syl6yjp3lHXuKOvcUdYihU1fgBURERERKVCamRcRERERKVBq5kVERERECpSaeRERERGRAqVmXkRERESkQKmZFxEREREpUGrmRUREREQKlJp5GXb9/f309/fnu4zjytq1a0kkEvku47jQ3d3Nrl278l2GyLDZtm0br7zyCtu3b893KSLyOaiZl2Hx0ksvMX/+fCorKwkEAgQCASorK5k/fz4vv/xyvssrenPnzqW9vT3fZRSVnp4eLr74YhobG7nmmmvIZDJcddVV1NXV0dDQwIwZM+jq6sp3mUXj+eef56qrrmLp0qW8//77g8Z6e3s555xz8lRZcVm+fDmvvPIKMJDrnDlzmDBhAueeey4TJkzgvPPOY//+/fktUkSOiZp5GbJHH32U+fPnU15ezt13382qVatYtWoVd999NxUVFcyfP5/HH38832UWhSlTphzxP8uyuOiii7L/lqFbsmQJW7duZenSpWzZsoWLLrqIv//97/z1r3/l9ddfx7IsbrrppnyXWRSeeuopLrjgAnbt2sWbb77J5MmTefLJJ7PjqVSKdevW5bHC4vHAAw9QVVUFwNKlS+np6aG1tZV4PM7bb7/N/v37Wbx4cZ6rFJFjoRNgZchOPPFEbrjhBq677rojjj/wwAPcfffdbNu2LceVFR+Px8OcOXP4yle+kr3NcRyWLVvG1VdfzciRIwG49dZb81Vi0aivr+fpp59mxowZdHd3U1dXx+rVqzn33HMBWL9+PZdccgk7d+7Mc6WFb/LkyVx55ZX86Ec/AuD3v/893//+97n33ntZtGgR3d3d1NfXk8lk8lxp4fP7/WzdupWmpibGjh3Lo48+yplnnpkdb21tZcGCBXR2duaxShE5Fu58FyCFr6Ojgzlz5hx1/Gtf+xo//elPc1hR8Vq7di0LFy5k+vTp3HrrrbhcAx+u/fKXv+S6666jubk5zxUWj3A4TENDAwCjRo3C7XZTV1eXHa+vr9dyhGGybds2FixYkP33t771LWpqarjgggtIp9NceOGFeayuuDQ1NfHee+/R1NSEYRi43YPbANM0icVieapORD4PLbORITv55JP57W9/e9Tx3/3ud2oyh8nMmTNpbW2lra2NGTNm8MEHH+S7pKI1fvx4Vq1aBcALL7yA3+9nzZo12fHVq1czduzYfJVXVMrKyuju7h5029lnn82qVatYsmQJ9913X54qKz4/+MEPWLJkCdu3b+f6669n8eLF2deRjz76iBtvvJG5c+fmuUoRORaamZchu/POOzn//PN58cUXmTNnDqNGjQIGdv145ZVX+PDDD3nuuefyXGXxKC8vZ+XKlTz88MPMmjWL22+/HcMw8l1W0VmyZAkLFy7knnvuYceOHTzxxBPccMMNbNiwAZfLxR//+EfuuuuufJdZFKZPn84LL7wwaPkYwOzZs/nLX/7C+eefn6fKis/ixYvp6OigubmZcePG0d7ezoknnojb7cayLKZMmcLKlSvzXaaIHAOtmZdh0d7ezoMPPshbb72V3bavtraWlpYWrr76ak444YT8Fliktm3bxre//W02btzIe++9p09Ahtn69et56623aGlpYcaMGWzevJkVK1YQj8dZsGABCxcuzHeJRWHdunW88cYb/PznPz/i+Kuvvspjjz3Gww8/nOPKiteWLVtYtWoVH374IbZtU1dXx8yZM5kzZ44mB0QKjJp5kQJn2zbRaJSysjJdhEVERI4zWmYjw8ayLDZt2pSdma+rq2PixIl4PJ48V1Z8/j3r2tpampublfV/gbLOP8uy6OzspLGxMd+lFL10Ok1XV5eyFikgauZlyGzb5pZbbuE3v/kN4XB40Fh5eTnXX389t99+e3bnFfn8lHXuKOsvjk2bNjFlyhRtTZkDmzdvVtYiBUbNvAzZTTfdxCOPPMKKFSuYN2/eoC/ArlmzhptvvplUKsWvfvWrPFda+JR17ihrEREpBFozL0NWW1vLo48+yrx58444vnr1aq644orDtp6TY6esc0dZ585/OrU4kUjQ1tam2eJhoKxFio9m5mXIotEo9fX1Rx2vq6vTISTDRFnnjrLOnc2bN3PppZcedd/+rq4u2traclxVcVLWIsVHM/MyZN/4xjewLIsnn3yS6urqQWN79+7lu9/9LqZpZg/gkc9PWeeOss6dadOmsWjRIq655pojjv/jH/9g6tSpmi0eBspapPhoZl6G7KGHHmL+/PnU1dVxyimnDFpb/O6779Lc3KyGZ5go69xR1rkzc+ZMtm7detTxUCjEmWeemcOKipeyFik+mpmXYWHbNqtXrz7ioVFz587Vjh/DSFnnjrIWEZEvOjXzIiIiIiIFSstsZNj87W9/48033xw0gzljxgxOP/30PFdWfJR17ijr3DlS1i0tLUyfPj3PlRUfZS1SPDQzL0O2e/duLrroItavX09jY+OgtcUdHR3MnDmTZ555hpEjR+a50sKnrHNHWeeOss4dZS1SfLTgU4bs2muvJZPJsGXLFtrb29mwYQMbNmygvb2dLVu2YNs21113Xb7LLArKOneUde4o69xR1iLFRzPzMmShUIjXXnuNyZMnH3G8tbWVs846i2g0muPKio+yzh1lnTvKOneUtUjx0cy8DJnP5yMSiRx1PBqN4vP5clhR8VLWuaOsc0dZ546yFik+auZlyC655BIWLlzIs88+O+giEYlEePbZZ7nyyiu57LLL8lhh8VDWuaOsc0dZ546yFik+2s1Ghuyuu+7Ctm0uvfRSLMvC6/UCkEqlcLvdLFq0iDvuuCPPVRYHZZ07yjp3lHXuKGuR4qM18zJsIpEIra2tg7Y6mzp1KmVlZXmurPgo69xR1rmjrHNHWYsUDzXzIiIiIiIFSmvmZVgkEglef/11Nm/efNhYMpnksccey0NVxUlZ546yzh1lnTvKWqS4aGZehqytrY25c+fS0dGBYRjMmjWLlStXUl9fDwwcRlJfX08mk8lzpYVPWeeOss4dZZ07ylqk+GhmXobsZz/7GZMmTWL37t1s3bqVUCjErFmz6OjoyHdpRUdZ546yzh1lnTvKWqT4aGZehmzUqFG8/PLLnHLKKQA4jsO1117L888/z6uvvkppaalmeoaJss4dZZ07yjp3lLVI8dHMvAxZIpHA7f5kl1PDMHjwwQdZsGABs2fPpq2tLY/VFRdlnTvKOneUde4oa5Hio33mZchOOukkNm7cyMSJEwfdfv/99wNwwQUX5KOsoqSsc0dZ546yzh1lLVJ8NDMvQ3bhhReycuXKI47df//9XHbZZWg11/BQ1rmjrHNHWeeOshYpPlozLyIiIiJSoDQzLyIiIiJSoNTMi4iIiIgUKDXzIiIiIiIFSs28iIiIiEiBUjMvIse9s846ix//+Mf5LkNEROSYqZkXETkGa9euxTAM9u/fn+9SRERE1MyLiIiIiBQqNfMiclyJxWJcccUVBINB6urquPPOOweNP/7440ybNo1QKERtbS2XX345u3fvBqC9vZ2zzz4bgMrKSgzD4Hvf+x4Atm2zfPlyxo4dS0lJCaeeeipPP/10Th+biIgcf9TMi8hxZcmSJaxbt44///nPrFmzhrVr1/L2229nx9PpNMuWLeOdd97hT3/6E+3t7dmGfcyYMTzzzDMAbN26la6uLu69914Ali9fzmOPPcZDDz3Epk2buPHGG/nOd77DunXrcv4YRUTk+KETYEXkuNHX18eIESN44okn+OY3vwlAT08Po0eP5oc//CH33HPPYT+zceNGTj/9dKLRKMFgkLVr13L22WfT29tLRUUFAP39/VRVVfHyyy/T0tKS/dmrrrqKeDzOU089lYuHJyIixyF3vgsQEcmVDz74gFQqxRlnnJG9raqqigkTJmT/3draym233cY777xDb28vtm0D0NHRQXNz8xHvd/v27cTjcc4999xBt6dSKSZPnvxfeCQiIiID1MyLiBwQi8WYN28e8+bN48knn6SmpoaOjg7mzZtHKpU66s/19fUB8Nxzz9HQ0DBozOfz/VdrFhGR45uaeRE5bowbNw6Px8OGDRtobGwEoLe3l7a2NmbPns3777/Pvn37WLFiBWPGjAEGltkcyuv1ApDJZLK3NTc34/P56OjoYPbs2Tl6NCIiImrmReQ4EgwGWbRoEUuWLGHEiBGMHDmSX/ziF7hcA3sBNDY24vV6ue+++7j66qt57733WLZs2aD7aGpqwjAMVq1axfz58ykpKSEUCrF48WJuvPFGbNtm1qxZhMNh1q9fT1lZGQsXLszHwxURkeOAdrMRkePKr3/9a7761a+yYMEC5syZw6xZs5g6dSoANTU1PPLII/zhD3+gubmZFStWcMcddwz6+YaGBm6//XZuuukmRo0axfXXXw/AsmXLuPnmm1m+fDkTJ07k61//Os899xxjx47N+WMUEZHjh3azEREREREpUJqZFxEREREpUGrmRUREREQKlJp5EREREZECpWZeRERERKRAqZkXERERESlQauZFRERERAqUmnkRERERkQKlZl5EREREpECpmRcRERERKVBq5kVERERECpSaeRERERGRAvX/Afo6wEJKd540AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vdf = load_amazon()\n", "vdf.filter(vdf[\"state\"]._in(['ACRE', 'RIO DE JANEIRO', 'PARÁ']))\n", "vdf[\"number\"].plot(ts = \"date\", by = \"state\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since time-series plots do not aggregate the data, it's important to choose the correct 'start_date' and 'end_date'." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vdf[\"number\"].plot(ts = \"date\", \n", " by = \"state\", \n", " start_date = \"2010-01-01\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Currently there are three plotting libraries that are integarted with VerticaPy:\n", "- Plotly\n", "- Highcharts\n", "- Matplotlib\n", "\n", "There are various use-cases for the above mentioned different plotting libraries.\n", "\n", "For example, in matplotlib, each graphical function has a parameter 'ax' used to draw customized graphics. You can use this to draw multiple plots on the same axes." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cdc643a619be46308d5ca99c841ed0a3", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/13 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vp.set_option(\"plotting_lib\",\"matplotlib\")\n", "amazon = load_amazon()\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(211)\n", "ax2 = fig.add_subplot(212)\n", "amazon.acf(column = \"number\",\n", " ts = \"date\",\n", " by = [\"state\"],\n", " p = 12,\n", " ax = ax1)\n", "ax1.set_xticklabels([])\n", "ax1.set_xlabel(\"\")\n", "amazon.pacf(column = \"number\",\n", " ts = \"date\",\n", " by = [\"state\"],\n", " p = 12,\n", " ax = ax2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can customize your charts using come common input parameters like colors, height and width." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vdf = load_iris()\n", "vdf.scatter([\"SepalLengthCm\", \"PetalWidthCm\"], \n", " size = \"SepalWidthCm\",\n", " by = \"Species\", \n", " max_nb_points = 1000,\n", " colors = [\"red\", \"green\", \"blue\"],)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** Other parameters that are specific to each plotting library are also possible. You can read the documentation of the plotting libraries to get more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Switching between the libraries is very convenient using the following syntax:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vp.set_option(\"plotting_lib\",\"highcharts\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also draw responsive graphics with **Highchart** or **Plotly** integration:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vdf.scatter([\"SepalLengthCm\", \"PetalWidthCm\"], \n", " by = \"Species\", \n", " max_nb_points = 1000,\n", " colors = [\"red\", \"green\", \"blue\"],)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Graphics are powerful tools and can help us 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